klusta PeterP-2013-09-03_dataset1.prm Calculating the threshold 2015-01-14 22:12:34 Starting process on Calculating the threshold for channels: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191] recording: 0 recording: 1 recording: 2 recording: 3 recording: 4 recording: 5 recording: 6 recording: 7 recording: 8 recording: 9 recording: 10 recording: 11 recording: 12 recording: 13 done Complete. Thresholds: [[ 130.57906251 117.23417059 133.34699976 95.43558695 129.31573187 114.1527739 126.46270015 118.36762371 125.50944047 130.01031267 134.45381004 127.27081986 108.50966865 131.12425453 130.43080298 126.93220861 128.5872838 125.91250132 130.30096606 119.07632963 121.07418257 124.33407813 109.30351777 113.55484258 150.05228425 137.95590009 121.19849388 138.16688529 138.1007421 123.97601262 147.59755741 139.00004988 132.83042253 115.88675637 129.20316743 122.05755483 124.72739643 125.78660134 135.97825491 135.11474113 149.04192257 129.1844169 151.9409896 130.17759837 137.04001363 135.278695 145.44584829 149.01864095 139.44472522 144.87414372 143.21595646 143.8751451 139.43957842 144.14994396 131.96251498 148.75552698 142.31923921 141.43883816 145.40070384 114.73459705 154.32077164 134.35201882 134.78116989 125.35644817 123.15369603 86.69546163 153.59059749 103.39953927 140.63017651 128.4001341 123.03381328 136.10722924 115.74478454 104.30327723 145.55295603 129.560591 115.11364404 152.14975671 146.86530796 124.4599708 143.18574739 137.35123526 140.89158656 132.78852692 137.4735289 152.28993958 125.97876066 123.94703786 128.09988486 126.31736557 140.15093924 137.57401109 145.20108631 139.22166249 149.82247777 110.86266535 105.6687378 129.08423304 138.911642 127.92479651 141.23832299 134.1370484 137.06213035 128.34119268 127.60405821 139.57361897 132.36697581 152.91535643 139.65616681 160.67407948 123.29370989 154.51893846 131.83301218 150.37940464 150.69284158 147.38869021 137.28212158 145.13312227 130.37248293 135.65783784 139.04384017 128.39794611 138.82284259 122.18202246 150.33859649 121.20951841 135.72393138 124.9586346 114.0882357 101.18616002 108.57890456 106.83101754 114.73175038 116.03481575 113.99142729 91.8147197 95.72576378 112.82554346 90.96322356 106.88307156 106.76499545 90.77225637 92.54687673 87.36701071 122.58695629 132.70279681 108.38604492 125.33981843 122.26923489 128.98507367 120.30613205 118.60876214 118.67799024 113.48414679 121.50280274 110.52171905 119.90464436 121.61382965 114.6032006 100.45665035 115.24702807 134.76348442 142.92698177 133.10646602 137.55473838 124.22792583 138.09338422 137.06581451 113.9638848 136.45830716 116.17480713 131.9299827 142.54114263 125.12282288 128.17373612 119.21537998 116.793352 120.03603615 129.28936258 95.50607403 121.30601465 115.76297557 109.46572406 129.11679725 122.3987227 120.58976663 128.61323641 84.72882928 121.32356082 96.12460162 105.2376921 102.58116745 15.64720211] [ 58.03513889 52.10407582 59.26533323 42.41581642 57.47365861 50.73456618 56.20564451 52.60783276 55.78197354 57.78236119 59.75724891 56.56480883 48.2265194 58.27744646 57.96924577 56.41431494 57.14990391 55.9611117 57.91154047 52.92281317 53.81074781 55.25959028 48.57934123 50.46881892 66.68990411 61.31373337 53.86599728 61.40750457 61.3781076 55.10045005 65.59891441 61.77779995 59.03574335 51.50522505 57.42362997 54.24780214 55.43439841 55.90515615 60.43477996 60.05099606 66.24085448 57.4152964 67.52932871 57.85671038 60.90667272 60.12386445 64.64259924 66.23050709 61.97543343 64.38850832 63.6515362 63.94450893 61.97314597 64.06664176 58.65000666 66.11356755 63.2529952 62.86170585 64.62253504 50.99315424 68.58700962 59.71200836 59.90274217 55.71397696 54.73497601 38.53131628 68.26248777 45.95535079 62.50230067 57.06672627 54.68169479 60.49210188 51.44212646 46.3570121 64.69020268 57.58248489 51.16161957 67.62211409 65.2734702 55.31554258 63.63810995 61.04499345 62.61848291 59.01712308 61.09934618 67.68441759 55.99056029 55.08757238 56.93328216 56.14105136 62.28930633 61.14400493 64.53381614 61.87629444 66.5877679 49.27229571 46.96388347 57.37077024 61.73850756 56.85546512 62.772588 59.61646595 60.91650238 57.04053008 56.71291476 62.03271954 58.82976703 67.96238064 62.06940747 71.41070199 54.79720439 68.67508376 58.59244986 66.83529095 66.97459626 65.50608454 61.01427626 64.5036099 57.94332575 60.29237237 61.7972623 57.06575383 61.69904115 54.30312109 66.81715399 53.87089707 60.32174728 55.53717093 50.70588254 44.97162668 48.25729092 47.48045224 50.99188906 51.57102922 50.66285657 40.80654209 42.5447839 50.14468598 40.42809936 47.50358736 47.45110909 40.34322505 41.13194521 38.82978254 54.48309169 58.9790208 48.17157552 55.70658597 54.34188217 57.32669941 53.46939202 52.71500539 52.74577344 50.43739857 54.00124566 49.12076402 53.29095305 54.05059096 50.93475582 44.64740016 51.22090136 59.89488197 63.52310301 59.15842934 61.13543928 55.21241148 61.37483743 60.91813978 50.65061546 60.64813652 51.63324761 58.63554787 63.35161895 55.6101435 56.96610494 52.98461332 51.90815644 53.3493494 57.46193893 42.44714401 53.91378429 51.45021136 48.65143292 57.38524322 54.39943231 53.59545184 57.1614384 37.65725746 53.92158259 42.72204516 46.7723076 45.59162998 6.95431205]] 2015-01-14 22:17:36 0% complete, 11s elapsed, 1h 43m 15s remaining. 218 spikes found. 2015-01-14 22:18:08 0% complete, 44s elapsed, 1h 39m 20s remaining. 812 spikes found. 2015-01-14 22:18:38 1% complete, 1m 14s elapsed, 1h 34m 55s remaining. 1319 spikes found. 2015-01-14 22:19:09 1% complete, 1m 45s elapsed, 1h 33m 41s remaining. 1849 spikes found. 2015-01-14 22:20:12 2% complete, 2m 47s elapsed, 2h 3m 50s remaining. 3457 spikes found. 2015-01-14 22:21:14 2% complete, 3m 50s elapsed, 2h 36m 46s remaining. 5073 spikes found. 2015-01-14 22:23:27 2% complete, 6m 3s elapsed, 3h 49m 21s remaining. 8558 spikes found. 2015-01-14 22:25:56 2% complete, 8m 31s elapsed, 5h 1m 0s remaining. 12439 spikes found. 2015-01-14 22:28:16 2% complete, 10m 52s elapsed, 5h 59m 0s remaining. 16101 spikes found. 2015-01-14 22:30:35 3% complete, 13m 10s elapsed, 6h 49m 7s remaining. 19656 spikes found. 2015-01-14 22:32:04 3% complete, 14m 39s elapsed, 7h 8m 46s remaining. 21953 spikes found. 2015-01-14 22:33:44 3% complete, 16m 19s elapsed, 7h 31m 42s remaining. 24598 spikes found. 2015-01-14 22:36:28 3% complete, 19m 3s elapsed, 8h 20m 0s remaining. 28943 spikes found. 2015-01-14 22:38:36 3% complete, 21m 11s elapsed, 8h 48m 36s remaining. 32327 spikes found. 2015-01-14 22:40:02 4% complete, 22m 37s elapsed, 8h 57m 43s remaining. 34573 spikes found. 2015-01-14 22:40:39 4% complete, 23m 15s elapsed, 8h 3m 27s remaining. 35289 spikes found. 2015-01-14 22:41:15 5% complete, 23m 51s elapsed, 7h 4m 16s remaining. 35818 spikes found. 2015-01-14 22:41:49 6% complete, 24m 24s elapsed, 6h 18m 32s remaining. 36278 spikes found. 2015-01-14 22:42:21 6% complete, 24m 57s elapsed, 5h 42m 28s remaining. 36725 spikes found. 2015-01-14 22:42:56 7% complete, 25m 31s elapsed, 5h 14m 13s remaining. 37222 spikes found. 2015-01-14 22:43:31 8% complete, 26m 7s elapsed, 4h 50m 37s remaining. 37734 spikes found. 2015-01-14 22:44:09 8% complete, 26m 44s elapsed, 4h 31m 7s remaining. 38294 spikes found. 2015-01-14 22:44:56 9% complete, 27m 31s elapsed, 4h 32m 49s remaining. 39538 spikes found. 2015-01-14 22:46:21 9% complete, 28m 56s elapsed, 4h 40m 40s remaining. 41788 spikes found. 2015-01-14 22:49:01 9% complete, 31m 37s elapsed, 5h 0m 7s remaining. 46040 spikes found. 2015-01-14 22:51:21 9% complete, 33m 56s elapsed, 5h 15m 28s remaining. 49668 spikes found. 2015-01-14 22:52:50 9% complete, 35m 26s elapsed, 5h 22m 34s remaining. 52015 spikes found. 2015-01-14 22:54:46 10% complete, 37m 21s elapsed, 5h 33m 14s remaining. 55011 spikes found. 2015-01-14 22:55:29 10% complete, 38m 4s elapsed, 5h 32m 51s remaining. 56117 spikes found. 2015-01-14 22:57:00 10% complete, 39m 35s elapsed, 5h 39m 21s remaining. 58448 spikes found. 2015-01-14 22:58:18 10% complete, 40m 53s elapsed, 5h 43m 46s remaining. 60498 spikes found. 2015-01-14 23:00:03 10% complete, 42m 38s elapsed, 5h 51m 39s remaining. 63262 spikes found. 2015-01-14 23:00:48 10% complete, 43m 23s elapsed, 5h 51m 11s remaining. 64395 spikes found. 2015-01-14 23:01:26 11% complete, 44m 1s elapsed, 5h 37m 12s remaining. 65099 spikes found. 2015-01-14 23:01:56 12% complete, 44m 31s elapsed, 5h 23m 31s remaining. 65600 spikes found. 2015-01-14 23:02:28 12% complete, 45m 4s elapsed, 5h 6m 8s remaining. 65997 spikes found. 2015-01-14 23:03:06 13% complete, 45m 41s elapsed, 4h 46m 36s remaining. 66402 spikes found. 2015-01-14 23:03:37 14% complete, 46m 12s elapsed, 4h 33m 7s remaining. 66769 spikes found. 2015-01-14 23:04:14 15% complete, 46m 50s elapsed, 4h 21m 10s remaining. 67301 spikes found. 2015-01-14 23:04:50 15% complete, 47m 26s elapsed, 4h 10m 9s remaining. 67786 spikes found. 2015-01-14 23:05:33 16% complete, 48m 9s elapsed, 4h 7m 8s remaining. 68778 spikes found. 2015-01-14 23:06:28 16% complete, 49m 3s elapsed, 4h 8m 27s remaining. 70286 spikes found. 2015-01-14 23:08:52 16% complete, 51m 27s elapsed, 4h 17m 10s remaining. 74020 spikes found. 2015-01-14 23:10:59 16% complete, 53m 34s elapsed, 4h 24m 14s remaining. 77421 spikes found. 2015-01-14 23:14:02 17% complete, 56m 38s elapsed, 4h 35m 44s remaining. 82222 spikes found. 2015-01-14 23:16:10 17% complete, 58m 45s elapsed, 4h 42m 23s remaining. 85529 spikes found. 2015-01-14 23:17:03 17% complete, 59m 38s elapsed, 4h 42m 58s remaining. 86882 spikes found. 2015-01-14 23:18:12 17% complete, 1h 0m 48s elapsed, 4h 41m 16s remaining. 88579 spikes found. 2015-01-14 23:19:35 17% complete, 1h 2m 11s elapsed, 4h 44m 6s remaining. 90681 spikes found. 2015-01-14 23:21:08 18% complete, 1h 3m 44s elapsed, 4h 47m 35s remaining. 93055 spikes found. 2015-01-14 23:21:52 18% complete, 1h 4m 27s elapsed, 4h 47m 19s remaining. 94192 spikes found. 2015-01-14 23:22:23 18% complete, 1h 4m 58s elapsed, 4h 46m 6s remaining. 94958 spikes found. 2015-01-14 23:22:55 18% complete, 1h 5m 30s elapsed, 4h 41m 33s remaining. 95597 spikes found. 2015-01-14 23:23:27 19% complete, 1h 6m 2s elapsed, 4h 33m 57s remaining. 96084 spikes found. 2015-01-14 23:24:02 20% complete, 1h 6m 38s elapsed, 4h 23m 54s remaining. 96562 spikes found. 2015-01-14 23:24:36 20% complete, 1h 7m 11s elapsed, 4h 14m 24s remaining. 96961 spikes found. 2015-01-14 23:25:08 21% complete, 1h 7m 44s elapsed, 4h 5m 38s remaining. 97365 spikes found. 2015-01-14 23:25:45 22% complete, 1h 8m 20s elapsed, 3h 57m 27s remaining. 97847 spikes found. 2015-01-14 23:26:21 23% complete, 1h 8m 56s elapsed, 3h 49m 45s remaining. 98332 spikes found. 2015-01-14 23:27:17 23% complete, 1h 9m 53s elapsed, 3h 45m 49s remaining. 99578 spikes found. 2015-01-14 23:27:59 23% complete, 1h 10m 35s elapsed, 3h 45m 47s remaining. 100677 spikes found. 2015-01-14 23:29:38 23% complete, 1h 12m 13s elapsed, 3h 48m 44s remaining. 103230 spikes found. 2015-01-14 23:30:59 24% complete, 1h 13m 34s elapsed, 3h 50m 40s remaining. 105296 spikes found. 2015-01-14 23:31:33 24% complete, 1h 14m 9s elapsed, 3h 50m 10s remaining. 106188 spikes found. 2015-01-14 23:33:53 24% complete, 1h 16m 29s elapsed, 3h 55m 3s remaining. 109809 spikes found. 2015-01-14 23:34:44 24% complete, 1h 17m 20s elapsed, 3h 55m 20s remaining. 111145 spikes found. 2015-01-14 23:36:13 24% complete, 1h 18m 48s elapsed, 3h 57m 28s remaining. 113395 spikes found. 2015-01-14 23:36:54 25% complete, 1h 19m 29s elapsed, 3h 54m 54s remaining. 114310 spikes found. 2015-01-14 23:37:31 25% complete, 1h 20m 6s elapsed, 3h 49m 59s remaining. 114942 spikes found. 2015-01-14 23:38:08 26% complete, 1h 20m 44s elapsed, 3h 43m 9s remaining. 115441 spikes found. 2015-01-14 23:38:44 27% complete, 1h 21m 19s elapsed, 3h 36m 32s remaining. 115870 spikes found. 2015-01-14 23:39:17 28% complete, 1h 21m 52s elapsed, 3h 30m 10s remaining. 116263 spikes found. 2015-01-14 23:39:51 28% complete, 1h 22m 26s elapsed, 3h 24m 14s remaining. 116676 spikes found. 2015-01-14 23:40:30 29% complete, 1h 23m 5s elapsed, 3h 18m 39s remaining. 117203 spikes found. 2015-01-14 23:41:36 29% complete, 1h 24m 11s elapsed, 3h 17m 46s remaining. 118738 spikes found. 2015-01-14 23:46:54 30% complete, 1h 29m 29s elapsed, 3h 28m 24s remaining. 127255 spikes found. 2015-01-14 23:52:07 30% complete, 1h 34m 43s elapsed, 3h 38m 39s remaining. 135205 spikes found. 2015-01-14 23:56:41 30% complete, 1h 39m 17s elapsed, 3h 47m 13s remaining. 142517 spikes found. 2015-01-15 00:01:02 30% complete, 1h 43m 37s elapsed, 3h 55m 7s remaining. 149437 spikes found. 2015-01-15 00:04:14 30% complete, 1h 46m 49s elapsed, 4h 0m 17s remaining. 154621 spikes found. 2015-01-15 00:07:09 30% complete, 1h 49m 44s elapsed, 4h 4m 44s remaining. 159309 spikes found. 2015-01-15 00:11:00 31% complete, 1h 53m 36s elapsed, 4h 11m 10s remaining. 165453 spikes found. 2015-01-15 00:13:47 31% complete, 1h 56m 22s elapsed, 4h 15m 8s remaining. 169838 spikes found. 2015-01-15 00:17:57 31% complete, 2h 0m 32s elapsed, 4h 22m 1s remaining. 176281 spikes found. 2015-01-15 00:20:28 31% complete, 2h 3m 3s elapsed, 4h 25m 13s remaining. 180265 spikes found. 2015-01-15 00:23:33 31% complete, 2h 6m 9s elapsed, 4h 29m 35s remaining. 185098 spikes found. 2015-01-15 00:25:23 32% complete, 2h 7m 58s elapsed, 4h 31m 12s remaining. 188039 spikes found. 2015-01-15 00:28:46 32% complete, 2h 11m 22s elapsed, 4h 36m 3s remaining. 193350 spikes found. 2015-01-15 00:30:33 32% complete, 2h 13m 8s elapsed, 4h 37m 26s remaining. 196152 spikes found. 2015-01-15 00:33:55 32% complete, 2h 16m 31s elapsed, 4h 42m 7s remaining. 201433 spikes found. 2015-01-15 00:35:45 32% complete, 2h 18m 20s elapsed, 4h 43m 31s remaining. 204330 spikes found. 2015-01-15 00:38:50 32% complete, 2h 21m 25s elapsed, 4h 47m 26s remaining. 209133 spikes found. 2015-01-15 00:40:35 33% complete, 2h 23m 10s elapsed, 4h 48m 35s remaining. 211898 spikes found. 2015-01-15 00:42:09 33% complete, 2h 24m 44s elapsed, 4h 49m 21s remaining. 214460 spikes found. 2015-01-15 00:42:58 33% complete, 2h 25m 34s elapsed, 4h 48m 36s remaining. 215736 spikes found. 2015-01-15 00:43:32 33% complete, 2h 26m 7s elapsed, 4h 47m 20s remaining. 216575 spikes found. 2015-01-15 00:44:14 33% complete, 2h 26m 49s elapsed, 4h 46m 21s remaining. 217647 spikes found. 2015-01-15 00:44:54 34% complete, 2h 27m 30s elapsed, 4h 45m 20s remaining. 218674 spikes found. 2015-01-15 00:45:31 34% complete, 2h 28m 7s elapsed, 4h 44m 12s remaining. 219610 spikes found. 2015-01-15 00:46:14 34% complete, 2h 28m 49s elapsed, 4h 40m 57s remaining. 220597 spikes found. 2015-01-15 00:46:45 34% complete, 2h 29m 20s elapsed, 4h 37m 24s remaining. 221226 spikes found. 2015-01-15 00:47:19 35% complete, 2h 29m 54s elapsed, 4h 31m 50s remaining. 221847 spikes found. 2015-01-15 00:47:54 36% complete, 2h 30m 29s elapsed, 4h 24m 27s remaining. 222340 spikes found. 2015-01-15 00:48:29 37% complete, 2h 31m 4s elapsed, 4h 17m 13s remaining. 222815 spikes found. 2015-01-15 00:51:07 37% complete, 2h 33m 42s elapsed, 4h 13m 37s remaining. 226735 spikes found. 2015-01-15 00:53:35 37% complete, 2h 36m 10s elapsed, 4h 15m 41s remaining. 230649 spikes found. 2015-01-15 00:55:52 38% complete, 2h 38m 27s elapsed, 4h 17m 25s remaining. 234317 spikes found. 2015-01-15 00:58:04 38% complete, 2h 40m 40s elapsed, 4h 18m 59s remaining. 237776 spikes found. 2015-01-15 01:00:02 38% complete, 2h 42m 37s elapsed, 4h 20m 7s remaining. 240860 spikes found. 2015-01-15 01:01:52 38% complete, 2h 44m 27s elapsed, 4h 21m 1s remaining. 243782 spikes found. 2015-01-15 01:03:51 38% complete, 2h 46m 26s elapsed, 4h 22m 8s remaining. 246981 spikes found. 2015-01-15 01:05:43 39% complete, 2h 48m 19s elapsed, 4h 23m 3s remaining. 249916 spikes found. 2015-01-15 01:07:23 39% complete, 2h 49m 58s elapsed, 4h 23m 36s remaining. 252499 spikes found. 2015-01-15 01:08:52 39% complete, 2h 51m 27s elapsed, 4h 23m 52s remaining. 254781 spikes found. 2015-01-15 01:10:22 39% complete, 2h 52m 57s elapsed, 4h 24m 9s remaining. 257169 spikes found. 2015-01-15 01:11:23 39% complete, 2h 53m 58s elapsed, 4h 23m 39s remaining. 258718 spikes found. 2015-01-15 01:13:02 39% complete, 2h 55m 37s elapsed, 4h 24m 8s remaining. 261337 spikes found. 2015-01-15 01:14:41 40% complete, 2h 57m 17s elapsed, 4h 24m 35s remaining. 263921 spikes found. 2015-01-15 01:16:04 40% complete, 2h 58m 39s elapsed, 4h 24m 37s remaining. 266078 spikes found. 2015-01-15 01:17:30 40% complete, 3h 0m 5s elapsed, 4h 24m 43s remaining. 268272 spikes found. 2015-01-15 01:18:48 40% complete, 3h 1m 24s elapsed, 4h 24m 37s remaining. 270392 spikes found. 2015-01-15 01:20:03 40% complete, 3h 2m 39s elapsed, 4h 24m 26s remaining. 272450 spikes found. 2015-01-15 01:21:09 41% complete, 3h 3m 44s elapsed, 4h 24m 0s remaining. 274171 spikes found. 2015-01-15 01:22:05 41% complete, 3h 4m 41s elapsed, 4h 23m 21s remaining. 275572 spikes found. 2015-01-15 01:23:20 41% complete, 3h 5m 55s elapsed, 4h 23m 7s remaining. 277522 spikes found. 2015-01-15 01:24:46 41% complete, 3h 7m 21s elapsed, 4h 23m 9s remaining. 279755 spikes found. 2015-01-15 01:25:54 41% complete, 3h 8m 29s elapsed, 4h 22m 45s remaining. 281499 spikes found. 2015-01-15 01:26:47 41% complete, 3h 9m 23s elapsed, 4h 22m 1s remaining. 282904 spikes found. 2015-01-15 01:28:06 42% complete, 3h 10m 41s elapsed, 4h 21m 51s remaining. 284966 spikes found. 2015-01-15 01:29:17 42% complete, 3h 11m 53s elapsed, 4h 21m 31s remaining. 286894 spikes found. 2015-01-15 01:30:00 42% complete, 3h 12m 35s elapsed, 4h 18m 33s remaining. 287907 spikes found. 2015-01-15 01:30:32 43% complete, 3h 13m 8s elapsed, 4h 13m 39s remaining. 288468 spikes found. 2015-01-15 01:31:09 43% complete, 3h 13m 45s elapsed, 4h 6m 59s remaining. 288927 spikes found. 2015-01-15 01:31:39 44% complete, 3h 14m 15s elapsed, 4h 2m 9s remaining. 289368 spikes found. 2015-01-15 01:32:13 44% complete, 3h 14m 48s elapsed, 4h 1m 3s remaining. 290158 spikes found. 2015-01-15 01:34:12 44% complete, 3h 16m 48s elapsed, 4h 1m 43s remaining. 293487 spikes found. 2015-01-15 01:37:01 45% complete, 3h 19m 36s elapsed, 4h 3m 21s remaining. 298071 spikes found. 2015-01-15 01:39:46 45% complete, 3h 22m 21s elapsed, 4h 4m 53s remaining. 302473 spikes found. 2015-01-15 01:43:47 45% complete, 3h 26m 22s elapsed, 4h 7m 54s remaining. 308757 spikes found. 2015-01-15 01:46:38 45% complete, 3h 29m 13s elapsed, 4h 9m 29s remaining. 313234 spikes found. 2015-01-15 01:48:44 45% complete, 3h 31m 19s elapsed, 4h 10m 8s remaining. 316516 spikes found. 2015-01-15 01:52:36 45% complete, 3h 35m 12s elapsed, 4h 12m 50s remaining. 322571 spikes found. 2015-01-15 01:55:06 46% complete, 3h 37m 41s elapsed, 4h 13m 53s remaining. 326472 spikes found. 2015-01-15 01:56:51 46% complete, 3h 39m 27s elapsed, 4h 14m 3s remaining. 329286 spikes found. 2015-01-15 01:59:28 46% complete, 3h 42m 3s elapsed, 4h 15m 11s remaining. 333363 spikes found. 2015-01-15 02:00:47 46% complete, 3h 43m 22s elapsed, 4h 14m 49s remaining. 335404 spikes found. 2015-01-15 02:01:38 46% complete, 3h 44m 14s elapsed, 4h 13m 55s remaining. 336702 spikes found. 2015-01-15 02:02:15 47% complete, 3h 44m 50s elapsed, 4h 9m 3s remaining. 337342 spikes found. 2015-01-15 02:02:45 48% complete, 3h 45m 20s elapsed, 4h 2m 22s remaining. 337590 spikes found. 2015-01-15 02:03:22 49% complete, 3h 45m 57s elapsed, 3h 54m 15s remaining. 337842 spikes found. 2015-01-15 02:03:57 50% complete, 3h 46m 33s elapsed, 3h 46m 33s remaining. 338137 spikes found. 2015-01-15 02:04:31 50% complete, 3h 47m 6s elapsed, 3h 40m 30s remaining. 338522 spikes found. 2015-01-15 02:05:06 51% complete, 3h 47m 41s elapsed, 3h 34m 41s remaining. 338947 spikes found. 2015-01-15 02:05:36 51% complete, 3h 48m 11s elapsed, 3h 32m 1s remaining. 339538 spikes found. 2015-01-15 02:07:15 52% complete, 3h 49m 50s elapsed, 3h 31m 58s remaining. 342275 spikes found. 2015-01-15 02:10:08 52% complete, 3h 52m 43s elapsed, 3h 33m 4s remaining. 346871 spikes found. 2015-01-15 02:13:06 52% complete, 3h 55m 41s elapsed, 3h 34m 12s remaining. 351561 spikes found. 2015-01-15 02:15:40 52% complete, 3h 58m 16s elapsed, 3h 34m 57s remaining. 355649 spikes found. 2015-01-15 02:18:57 52% complete, 4h 1m 32s elapsed, 3h 36m 19s remaining. 360757 spikes found. 2015-01-15 02:22:51 52% complete, 4h 5m 26s elapsed, 3h 38m 12s remaining. 366897 spikes found. 2015-01-15 02:25:44 53% complete, 4h 8m 20s elapsed, 3h 39m 8s remaining. 371455 spikes found. 2015-01-15 02:29:19 53% complete, 4h 11m 54s elapsed, 3h 40m 40s remaining. 377187 spikes found. 2015-01-15 02:31:12 53% complete, 4h 13m 47s elapsed, 3h 40m 41s remaining. 380184 spikes found. 2015-01-15 02:34:35 53% complete, 4h 17m 10s elapsed, 3h 41m 59s remaining. 385514 spikes found. 2015-01-15 02:35:46 53% complete, 4h 18m 21s elapsed, 3h 41m 22s remaining. 387385 spikes found. 2015-01-15 02:37:10 54% complete, 4h 19m 46s elapsed, 3h 40m 56s remaining. 389606 spikes found. 2015-01-15 02:37:44 54% complete, 4h 20m 19s elapsed, 3h 39m 46s remaining. 390448 spikes found. 2015-01-15 02:38:19 54% complete, 4h 20m 54s elapsed, 3h 37m 2s remaining. 391210 spikes found. 2015-01-15 02:38:52 55% complete, 4h 21m 27s elapsed, 3h 32m 43s remaining. 391707 spikes found. 2015-01-15 02:39:22 55% complete, 4h 21m 58s elapsed, 3h 26m 53s remaining. 391997 spikes found. 2015-01-15 02:39:57 56% complete, 4h 22m 32s elapsed, 3h 19m 45s remaining. 392274 spikes found. 2015-01-15 02:40:29 57% complete, 4h 23m 4s elapsed, 3h 14m 21s remaining. 392664 spikes found. 2015-01-15 02:41:04 58% complete, 4h 23m 40s elapsed, 3h 9m 0s remaining. 393052 spikes found. 2015-01-15 02:41:44 58% complete, 4h 24m 19s elapsed, 3h 3m 50s remaining. 393592 spikes found. 2015-01-15 02:43:08 59% complete, 4h 25m 43s elapsed, 3h 3m 24s remaining. 395932 spikes found. 2015-01-15 02:48:07 59% complete, 4h 30m 42s elapsed, 3h 5m 26s remaining. 404758 spikes found. 2015-01-15 02:50:39 59% complete, 4h 33m 14s elapsed, 3h 5m 45s remaining. 408805 spikes found. 2015-01-15 02:53:46 59% complete, 4h 36m 21s elapsed, 3h 6m 26s remaining. 413795 spikes found. 2015-01-15 02:57:47 59% complete, 4h 40m 23s elapsed, 3h 7m 43s remaining. 420210 spikes found. 2015-01-15 03:01:07 60% complete, 4h 43m 42s elapsed, 3h 8m 30s remaining. 425450 spikes found. 2015-01-15 03:03:13 60% complete, 4h 45m 48s elapsed, 3h 8m 26s remaining. 428761 spikes found. 2015-01-15 03:07:28 60% complete, 4h 50m 4s elapsed, 3h 9m 47s remaining. 435526 spikes found. 2015-01-15 03:09:43 60% complete, 4h 52m 19s elapsed, 3h 9m 48s remaining. 439104 spikes found. 2015-01-15 03:12:29 60% complete, 4h 55m 4s elapsed, 3h 10m 7s remaining. 443433 spikes found. 2015-01-15 03:13:33 60% complete, 4h 56m 9s elapsed, 3h 9m 21s remaining. 445087 spikes found. 2015-01-15 03:14:59 61% complete, 4h 57m 34s elapsed, 3h 8m 48s remaining. 447297 spikes found. 2015-01-15 03:15:51 61% complete, 4h 58m 26s elapsed, 3h 7m 53s remaining. 448679 spikes found. 2015-01-15 03:16:23 61% complete, 4h 58m 58s elapsed, 3h 5m 20s remaining. 449335 spikes found. 2015-01-15 03:16:55 62% complete, 4h 59m 30s elapsed, 2h 59m 58s remaining. 449659 spikes found. 2015-01-15 03:17:33 63% complete, 5h 0m 8s elapsed, 2h 53m 23s remaining. 449951 spikes found. 2015-01-15 03:18:08 64% complete, 5h 0m 44s elapsed, 2h 47m 4s remaining. 450214 spikes found. 2015-01-15 03:18:44 64% complete, 5h 1m 20s elapsed, 2h 43m 24s remaining. 450959 spikes found. 2015-01-15 03:19:21 65% complete, 5h 1m 56s elapsed, 2h 39m 49s remaining. 451705 spikes found. 2015-01-15 03:19:58 65% complete, 5h 2m 33s elapsed, 2h 36m 17s remaining. 452498 spikes found. 2015-01-15 03:21:52 66% complete, 5h 4m 27s elapsed, 2h 34m 42s remaining. 455663 spikes found. 2015-01-15 03:24:21 66% complete, 5h 6m 56s elapsed, 2h 34m 41s remaining. 459665 spikes found. 2015-01-15 03:26:38 66% complete, 5h 9m 13s elapsed, 2h 34m 34s remaining. 463311 spikes found. 2015-01-15 03:29:14 66% complete, 5h 11m 49s elapsed, 2h 34m 34s remaining. 467451 spikes found. 2015-01-15 03:32:24 67% complete, 5h 14m 59s elapsed, 2h 34m 51s remaining. 472429 spikes found. 2015-01-15 03:33:59 67% complete, 5h 16m 35s elapsed, 2h 34m 21s remaining. 474935 spikes found. 2015-01-15 03:38:12 67% complete, 5h 20m 47s elapsed, 2h 35m 6s remaining. 481549 spikes found. 2015-01-15 03:40:33 67% complete, 5h 23m 8s elapsed, 2h 34m 56s remaining. 485339 spikes found. 2015-01-15 03:43:24 67% complete, 5h 25m 59s elapsed, 2h 35m 0s remaining. 489956 spikes found. 2015-01-15 03:45:05 67% complete, 5h 27m 40s elapsed, 2h 34m 30s remaining. 492644 spikes found. 2015-01-15 03:46:10 68% complete, 5h 28m 45s elapsed, 2h 33m 42s remaining. 494365 spikes found. 2015-01-15 03:46:50 68% complete, 5h 29m 25s elapsed, 2h 32m 43s remaining. 495422 spikes found. 2015-01-15 03:47:24 68% complete, 5h 30m 0s elapsed, 2h 31m 41s remaining. 496350 spikes found. 2015-01-15 03:47:59 68% complete, 5h 30m 35s elapsed, 2h 29m 23s remaining. 497181 spikes found. 2015-01-15 03:48:32 69% complete, 5h 31m 7s elapsed, 2h 25m 49s remaining. 497823 spikes found. 2015-01-15 03:49:03 69% complete, 5h 31m 38s elapsed, 2h 22m 17s remaining. 498441 spikes found. 2015-01-15 03:49:38 70% complete, 5h 32m 13s elapsed, 2h 18m 50s remaining. 499021 spikes found. 2015-01-15 03:50:09 71% complete, 5h 32m 44s elapsed, 2h 15m 24s remaining. 499607 spikes found. 2015-01-15 03:50:39 71% complete, 5h 33m 14s elapsed, 2h 12m 5s remaining. 500231 spikes found. 2015-01-15 03:51:12 72% complete, 5h 33m 48s elapsed, 2h 8m 44s remaining. 500826 spikes found. 2015-01-15 03:51:46 72% complete, 5h 34m 22s elapsed, 2h 5m 27s remaining. 501509 spikes found. 2015-01-15 03:52:18 73% complete, 5h 34m 54s elapsed, 2h 3m 20s remaining. 502346 spikes found. 2015-01-15 03:54:02 73% complete, 5h 36m 37s elapsed, 2h 1m 40s remaining. 505174 spikes found. 2015-01-15 03:56:01 73% complete, 5h 38m 37s elapsed, 2h 1m 15s remaining. 508398 spikes found. 2015-01-15 03:58:13 73% complete, 5h 40m 49s elapsed, 2h 0m 53s remaining. 511946 spikes found. 2015-01-15 04:00:10 73% complete, 5h 42m 45s elapsed, 2h 0m 25s remaining. 515031 spikes found. 2015-01-15 04:02:39 74% complete, 5h 45m 14s elapsed, 2h 0m 8s remaining. 518893 spikes found. 2015-01-15 04:04:04 74% complete, 5h 46m 39s elapsed, 1h 59m 29s remaining. 521159 spikes found. 2015-01-15 04:06:34 74% complete, 5h 49m 9s elapsed, 1h 59m 11s remaining. 525088 spikes found. 2015-01-15 04:08:30 74% complete, 5h 51m 6s elapsed, 1h 58m 42s remaining. 528146 spikes found. 2015-01-15 04:10:53 74% complete, 5h 53m 29s elapsed, 1h 58m 21s remaining. 531869 spikes found. 2015-01-15 04:12:55 75% complete, 5h 55m 31s elapsed, 1h 57m 52s remaining. 535078 spikes found. 2015-01-15 04:13:46 75% complete, 5h 56m 22s elapsed, 1h 56m 59s remaining. 536431 spikes found. 2015-01-15 04:14:30 75% complete, 5h 57m 6s elapsed, 1h 54m 56s remaining. 537558 spikes found. 2015-01-15 04:15:01 76% complete, 5h 57m 36s elapsed, 1h 52m 49s remaining. 538269 spikes found. 2015-01-15 04:15:35 76% complete, 5h 58m 10s elapsed, 1h 49m 36s remaining. 538952 spikes found. 2015-01-15 04:16:10 77% complete, 5h 58m 45s elapsed, 1h 46m 26s remaining. 539712 spikes found. 2015-01-15 04:16:46 77% complete, 5h 59m 21s elapsed, 1h 43m 19s remaining. 540499 spikes found. 2015-01-15 04:17:24 78% complete, 6h 0m 0s elapsed, 1h 39m 10s remaining. 541158 spikes found. 2015-01-15 04:17:59 79% complete, 6h 0m 34s elapsed, 1h 35m 7s remaining. 541633 spikes found. 2015-01-15 04:18:36 79% complete, 6h 1m 11s elapsed, 1h 31m 5s remaining. 542156 spikes found. 2015-01-15 04:19:09 80% complete, 6h 1m 44s elapsed, 1h 28m 8s remaining. 542710 spikes found. 2015-01-15 04:20:26 80% complete, 6h 3m 1s elapsed, 1h 27m 25s remaining. 544842 spikes found. 2015-01-15 04:22:21 80% complete, 6h 4m 56s elapsed, 1h 26m 51s remaining. 547871 spikes found. 2015-01-15 04:23:30 80% complete, 6h 6m 6s elapsed, 1h 26m 6s remaining. 549724 spikes found. 2015-01-15 04:25:44 81% complete, 6h 8m 19s elapsed, 1h 25m 35s remaining. 553168 spikes found. 2015-01-15 04:27:34 81% complete, 6h 10m 9s elapsed, 1h 24m 59s remaining. 556046 spikes found. 2015-01-15 04:29:44 81% complete, 6h 12m 19s elapsed, 1h 24m 27s remaining. 559404 spikes found. 2015-01-15 04:32:04 81% complete, 6h 14m 39s elapsed, 1h 23m 57s remaining. 563037 spikes found. 2015-01-15 04:33:09 81% complete, 6h 15m 44s elapsed, 1h 23m 10s remaining. 564716 spikes found. 2015-01-15 04:35:15 82% complete, 6h 17m 50s elapsed, 1h 22m 36s remaining. 567966 spikes found. 2015-01-15 04:36:28 82% complete, 6h 19m 4s elapsed, 1h 21m 50s remaining. 569920 spikes found. 2015-01-15 04:37:06 82% complete, 6h 19m 41s elapsed, 1h 20m 56s remaining. 570829 spikes found. 2015-01-15 04:37:39 82% complete, 6h 20m 14s elapsed, 1h 18m 0s remaining. 571381 spikes found. 2015-01-15 04:38:11 83% complete, 6h 20m 46s elapsed, 1h 14m 5s remaining. 571722 spikes found. 2015-01-15 04:38:42 84% complete, 6h 21m 17s elapsed, 1h 10m 14s remaining. 572070 spikes found. 2015-01-15 04:39:14 85% complete, 6h 21m 49s elapsed, 1h 6m 26s remaining. 572399 spikes found. 2015-01-15 04:39:45 85% complete, 6h 22m 20s elapsed, 1h 2m 45s remaining. 572750 spikes found. 2015-01-15 04:40:18 86% complete, 6h 22m 53s elapsed, 59m 4s remaining. 573133 spikes found. 2015-01-15 04:41:14 87% complete, 6h 23m 50s elapsed, 56m 25s remaining. 574315 spikes found. 2015-01-15 04:46:34 87% complete, 6h 29m 10s elapsed, 56m 16s remaining. 583025 spikes found. 2015-01-15 04:51:11 87% complete, 6h 33m 46s elapsed, 55m 59s remaining. 590203 spikes found. 2015-01-15 04:55:23 87% complete, 6h 37m 59s elapsed, 55m 38s remaining. 596961 spikes found. 2015-01-15 04:59:21 87% complete, 6h 41m 56s elapsed, 55m 14s remaining. 603280 spikes found. 2015-01-15 05:02:31 88% complete, 6h 45m 6s elapsed, 54m 42s remaining. 608358 spikes found. 2015-01-15 05:06:11 88% complete, 6h 48m 46s elapsed, 54m 14s remaining. 614227 spikes found. 2015-01-15 05:08:44 88% complete, 6h 51m 20s elapsed, 53m 36s remaining. 618252 spikes found. 2015-01-15 05:11:44 88% complete, 6h 54m 19s elapsed, 53m 2s remaining. 623020 spikes found. 2015-01-15 05:14:17 88% complete, 6h 56m 52s elapsed, 52m 23s remaining. 627039 spikes found. 2015-01-15 05:16:06 89% complete, 6h 58m 42s elapsed, 51m 38s remaining. 629982 spikes found. 2015-01-15 05:18:33 89% complete, 7h 1m 9s elapsed, 50m 58s remaining. 633897 spikes found. 2015-01-15 05:19:54 89% complete, 7h 2m 29s elapsed, 50m 9s remaining. 636030 spikes found. 2015-01-15 05:22:17 89% complete, 7h 4m 52s elapsed, 49m 28s remaining. 639816 spikes found. 2015-01-15 05:24:16 89% complete, 7h 6m 51s elapsed, 48m 43s remaining. 642950 spikes found. 2015-01-15 05:25:41 89% complete, 7h 8m 16s elapsed, 47m 55s remaining. 645205 spikes found. 2015-01-15 05:29:05 90% complete, 7h 11m 40s elapsed, 47m 19s remaining. 650457 spikes found. 2015-01-15 05:30:24 90% complete, 7h 13m 0s elapsed, 46m 29s remaining. 652594 spikes found. 2015-01-15 05:32:00 90% complete, 7h 14m 35s elapsed, 45m 41s remaining. 655129 spikes found. 2015-01-15 05:33:10 90% complete, 7h 15m 45s elapsed, 44m 50s remaining. 657029 spikes found. 2015-01-15 05:35:31 90% complete, 7h 18m 6s elapsed, 44m 6s remaining. 660766 spikes found. 2015-01-15 05:36:51 91% complete, 7h 19m 26s elapsed, 43m 15s remaining. 662941 spikes found. 2015-01-15 05:39:18 91% complete, 7h 21m 53s elapsed, 42m 31s remaining. 666849 spikes found. 2015-01-15 05:41:30 91% complete, 7h 24m 6s elapsed, 41m 45s remaining. 670270 spikes found. 2015-01-15 05:42:52 91% complete, 7h 25m 28s elapsed, 40m 54s remaining. 672470 spikes found. 2015-01-15 05:44:44 91% complete, 7h 27m 20s elapsed, 40m 6s remaining. 675408 spikes found. 2015-01-15 05:46:16 91% complete, 7h 28m 51s elapsed, 39m 16s remaining. 677855 spikes found. 2015-01-15 05:47:59 92% complete, 7h 30m 34s elapsed, 38m 26s remaining. 680613 spikes found. 2015-01-15 05:49:02 92% complete, 7h 31m 38s elapsed, 37m 33s remaining. 682452 spikes found. 2015-01-15 05:50:56 92% complete, 7h 33m 31s elapsed, 36m 44s remaining. 685484 spikes found. 2015-01-15 05:52:34 92% complete, 7h 35m 10s elapsed, 35m 54s remaining. 688081 spikes found. 2015-01-15 05:53:10 92% complete, 7h 35m 45s elapsed, 35m 3s remaining. 689078 spikes found. 2015-01-15 05:53:41 93% complete, 7h 36m 16s elapsed, 31m 13s remaining. 689421 spikes found. 2015-01-15 05:54:12 94% complete, 7h 36m 48s elapsed, 27m 28s remaining. 689736 spikes found. 2015-01-15 05:54:44 95% complete, 7h 37m 19s elapsed, 23m 45s remaining. 690068 spikes found. 2015-01-15 05:55:16 95% complete, 7h 37m 51s elapsed, 22m 51s remaining. 690850 spikes found. 2015-01-15 05:57:06 95% complete, 7h 39m 41s elapsed, 22m 1s remaining. 693833 spikes found. 2015-01-15 05:59:19 95% complete, 7h 41m 55s elapsed, 21m 11s remaining. 697341 spikes found. 2015-01-15 06:01:10 95% complete, 7h 43m 46s elapsed, 20m 21s remaining. 700254 spikes found. 2015-01-15 06:03:00 95% complete, 7h 45m 35s elapsed, 19m 30s remaining. 703114 spikes found. 2015-01-15 06:04:19 96% complete, 7h 46m 54s elapsed, 18m 38s remaining. 705215 spikes found. 2015-01-15 06:06:18 96% complete, 7h 48m 54s elapsed, 17m 47s remaining. 708313 spikes found. 2015-01-15 06:07:41 96% complete, 7h 50m 16s elapsed, 16m 54s remaining. 710563 spikes found. 2015-01-15 06:09:21 96% complete, 7h 51m 56s elapsed, 16m 2s remaining. 713238 spikes found. 2015-01-15 06:12:14 96% complete, 7h 54m 49s elapsed, 15m 12s remaining. 717875 spikes found. 2015-01-15 06:13:49 97% complete, 7h 56m 25s elapsed, 14m 19s remaining. 720406 spikes found. 2015-01-15 06:15:00 97% complete, 7h 57m 35s elapsed, 13m 26s remaining. 722181 spikes found. 2015-01-15 06:16:07 97% complete, 7h 58m 43s elapsed, 12m 32s remaining. 723953 spikes found. 2015-01-15 06:16:56 97% complete, 7h 59m 31s elapsed, 11m 38s remaining. 725232 spikes found. 2015-01-15 06:17:28 97% complete, 8h 0m 3s elapsed, 10m 43s remaining. 726007 spikes found. 2015-01-15 06:18:18 97% complete, 8h 0m 53s elapsed, 9m 49s remaining. 727318 spikes found. 2015-01-15 06:18:59 98% complete, 8h 1m 34s elapsed, 8m 55s remaining. 728371 spikes found. 2015-01-15 06:19:55 98% complete, 8h 2m 31s elapsed, 8m 1s remaining. 729842 spikes found. 2015-01-15 06:20:48 98% complete, 8h 3m 23s elapsed, 7m 7s remaining. 731238 spikes found. 2015-01-15 06:21:19 98% complete, 8h 3m 54s elapsed, 6m 13s remaining. 731997 spikes found. 2015-01-15 06:22:12 99% complete, 8h 4m 47s elapsed, 4m 24s remaining. 733271 spikes found. 2015-01-15 06:22:47 99% complete, 8h 5m 22s elapsed, 3m 30s remaining. 734163 spikes found. 2015-01-15 06:23:26 99% complete, 8h 6m 1s elapsed, 1m 43s remaining. 735048 spikes found. 2015-01-15 06:24:11 100% complete, 8h 6m 46s elapsed, 0s remaining. 736122 spikes found. 2015-01-15 06:27:10 100% complete, 8h 9m 45s elapsed, 0s remaining. FileBase PeterP-2013-09-03_dataset1 ElecNo 0 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.29 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 31098 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 31098 points ------ Starting initial clusters from distinct float masks Not enough masks (229) to generate starting clusters (300), so starting with (230) clusters instead. Assigned 230 initial classes from 229 unique masks. Deleting Class 213 (1 points): Lose 1.151818 but Gain 1665.549030 Iteration 0F (4.207984 sec): 229 clusters Score: Raw -2776283.078327 + Penalty 182336.022830 = -2593947.055497 nChanged 8873 Deleting Class 178 (2 points): Lose 20.853459 but Gain 1657.554411 Iteration 1F (6.889335 sec): 189 clusters Score: Raw -2803046.492264 + Penalty 153243.605313 = -2649802.886951 nChanged 3451 Deleting Class 12 (7 points): Lose 64.452336 but Gain 1584.041001 Iteration 2F (9.213256 sec): 164 clusters Score: Raw -2809033.768207 + Penalty 137865.939573 = -2671167.828634 nChanged 2038 Deleting Class 121 (4 points): Lose 16.675155 but Gain 1503.046568 Iteration 3F (11.296624 sec): 149 clusters Score: Raw -2812042.048040 + Penalty 127273.988989 = -2684768.059051 nChanged 1284 Deleting Class 172 (15 points): Lose 116.119067 but Gain 1587.901472 Iteration 4Q (11.574415 sec): 139 clusters Score: Raw -2812906.458796 + Penalty 122863.741772 = -2690042.717023 nChanged 836 Deleting Class 202 (4 points): Lose 30.354849 but Gain 1480.157103 Iteration 5Q (11.808099 sec): 134 clusters Score: Raw -2813365.987287 + Penalty 117214.186731 = -2696151.800556 nChanged 572 Deleting Class 192 (2 points): Lose 14.970765 but Gain 1523.326182 Iteration 6Q (12.018667 sec): 128 clusters Score: Raw -2813668.289253 + Penalty 115789.990678 = -2697878.298575 nChanged 411 Deleting Class 158 (3 points): Lose 88.518463 but Gain 1518.720438 Iteration 7Q (12.213859 sec): 127 clusters Score: Raw -2813771.951145 + Penalty 114260.686607 = -2699511.264538 nChanged 313 Deleting Class 89 (8 points): Lose 90.200887 but Gain 1500.584051 Iteration 8Q (12.400569 sec): 126 clusters Score: Raw -2813846.820367 + Penalty 112019.323920 = -2701827.496447 nChanged 265 Deleting Class 49 (5 points): Lose 27.665282 but Gain 1437.762930 Iteration 9Q (12.580898 sec): 124 clusters Score: Raw -2814032.828409 + Penalty 110617.178136 = -2703415.650273 nChanged 227 Deleting Class 148 (2 points): Lose 1.976392 but Gain 1409.801245 Iteration 10F (14.303634 sec): 123 clusters Score: Raw -2814213.027569 + Penalty 108859.782826 = -2705353.244743 nChanged 184 Deleting Class 142 (4 points): Lose 33.143378 but Gain 1428.319248 Iteration 11Q (14.480556 sec): 121 clusters Score: Raw -2814273.022059 + Penalty 107625.659277 = -2706647.362782 nChanged 155 Deleting Class 87 (5 points): Lose 67.189045 but Gain 1459.434487 Iteration 12Q (14.651972 sec): 120 clusters Score: Raw -2814247.801795 + Penalty 105325.566312 = -2708922.235484 nChanged 135 Deleting Class 105 (2 points): Lose 3.052378 but Gain 1392.465477 Iteration 13Q (14.827128 sec): 118 clusters Score: Raw -2814321.151682 + Penalty 104055.005749 = -2710266.145933 nChanged 115 Deleting Class 79 (16 points): Lose 92.824029 but Gain 1428.628313 Iteration 14Q (14.998046 sec): 117 clusters Score: Raw -2814262.872714 + Penalty 102739.939754 = -2711522.932960 nChanged 110 Deleting Class 138 (44 points): Lose 278.609229 but Gain 1590.366037 Iteration 15Q (15.162818 sec): 116 clusters Score: Raw -2814043.366461 + Penalty 101398.872833 = -2712644.493629 nChanged 147 Deleting Class 161 (5 points): Lose 37.449821 but Gain 1367.558727 Iteration 16Q (15.334928 sec): 115 clusters Score: Raw -2814191.058757 + Penalty 100078.524531 = -2714112.534226 nChanged 105 Deleting Class 62 (2 points): Lose 185.806083 but Gain 1494.000181 Iteration 17Q (15.500558 sec): 114 clusters Score: Raw -2814073.921369 + Penalty 98613.877896 = -2715460.043474 nChanged 99 Deleting Class 56 (4 points): Lose 36.404848 but Gain 1317.418545 Iteration 18Q (15.663781 sec): 113 clusters Score: Raw -2814074.284859 + Penalty 97353.771239 = -2716720.513620 nChanged 104 Deleting Class 131 (33 points): Lose 188.130348 but Gain 1468.566227 Iteration 19Q (15.825618 sec): 112 clusters Score: Raw -2813923.273226 + Penalty 96271.748042 = -2717651.525184 nChanged 114 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2813923.273226 + Penalty 96271.748042 = -2717651.525184Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.947682 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.953590 sec): 3 clusters Score: Raw -294741.461484 + Penalty 528.138477 = -294213.323007 nChanged 1467 SP:Iteration 1F (15.959328 sec): 3 clusters Score: Raw -296075.240594 + Penalty 528.299384 = -295546.941210 nChanged 226 SP:Iteration 2F (15.965135 sec): 3 clusters Score: Raw -296313.554063 + Penalty 528.420508 = -295785.133556 nChanged 88 SP:Iteration 3Q (15.970647 sec): 3 clusters Score: Raw -296351.055558 + Penalty 527.613212 = -295823.442346 nChanged 69 SP:Iteration 4Q (15.975896 sec): 3 clusters Score: Raw -296376.870974 + Penalty 527.106001 = -295849.764973 nChanged 58 SP:Iteration 5Q (15.981188 sec): 3 clusters Score: Raw -296400.257570 + Penalty 527.170413 = -295873.087156 nChanged 71 SP:Iteration 6Q (15.986417 sec): 3 clusters Score: Raw -296432.836583 + Penalty 530.410738 = -295902.425845 nChanged 75 SP:Iteration 7Q (15.991528 sec): 3 clusters Score: Raw -296467.991484 + Penalty 530.359414 = -295937.632071 nChanged 67 SP:Iteration 8Q (15.996618 sec): 3 clusters Score: Raw -296504.262676 + Penalty 532.100829 = -295972.161848 nChanged 72 SP:Iteration 9Q (16.001763 sec): 3 clusters Score: Raw -296545.610077 + Penalty 523.806801 = -296021.803276 nChanged 68 SP:Iteration 10F (16.007402 sec): 3 clusters Score: Raw -296589.912754 + Penalty 507.895796 = -296082.016957 nChanged 67 SP:Iteration 11Q (16.012372 sec): 3 clusters Score: Raw -296636.321358 + Penalty 504.692569 = -296131.628789 nChanged 56 SP:Iteration 12Q (16.017338 sec): 3 clusters Score: Raw -296681.496299 + Penalty 490.803938 = -296190.692360 nChanged 47 SP:Iteration 13Q (16.021934 sec): 3 clusters Score: Raw -296722.693032 + Penalty 506.843309 = -296215.849723 nChanged 30 SP:Iteration 14Q (16.026503 sec): 3 clusters Score: Raw -296743.418457 + Penalty 520.793017 = -296222.625441 nChanged 17 SP:Iteration 15Q (16.031202 sec): 3 clusters Score: Raw -296758.782276 + Penalty 276.526054 = -296482.256221 nChanged 15 SP:Iteration 16Q (16.035705 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 SP:Iteration 17F (16.040102 sec): 2 clusters Score: Raw -296775.955620 + Penalty 276.526054 = -296499.429566 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.045369 sec): 2 clusters Score: Raw -82416.847658 + Penalty 225.989889 = -82190.857769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.047193 sec): 3 clusters Score: Raw -81870.303103 + Penalty 461.028702 = -81409.274401 nChanged 370 SP:Iteration 1F (16.048950 sec): 3 clusters Score: Raw -82118.994089 + Penalty 466.562301 = -81652.431788 nChanged 105 SP:Iteration 2F (16.050674 sec): 3 clusters Score: Raw -82202.534471 + Penalty 460.517627 = -81742.016844 nChanged 81 SP:Iteration 3F (16.052401 sec): 3 clusters Score: Raw -82296.407379 + Penalty 467.635421 = -81828.771958 nChanged 46 SP:Iteration 4F (16.054107 sec): 3 clusters Score: Raw -82355.673914 + Penalty 464.854778 = -81890.819136 nChanged 19 SP:Iteration 5Q (16.055730 sec): 3 clusters Score: Raw -82373.642947 + Penalty 480.246815 = -81893.396132 nChanged 16 SP:Iteration 6Q (16.057277 sec): 3 clusters Score: Raw -82385.858750 + Penalty 483.452501 = -81902.406249 nChanged 10 SP:Iteration 7Q (16.058770 sec): 3 clusters Score: Raw -82391.755330 + Penalty 500.598450 = -81891.156880 nChanged 12 SP:Iteration 8F (16.060488 sec): 3 clusters Score: Raw -82399.021860 + Penalty 513.309677 = -81885.712184 nChanged 8 SP:Iteration 9F (16.062205 sec): 3 clusters Score: Raw -82404.010492 + Penalty 516.673666 = -81887.336826 nChanged 7 SP:Iteration 10F (16.064056 sec): 3 clusters Score: Raw -82411.241804 + Penalty 711.788148 = -81699.453655 nChanged 8 SP:Iteration 11F (16.065901 sec): 3 clusters Score: Raw -82419.979572 + Penalty 1140.009246 = -81279.970326 nChanged 2 SP:Iteration 12F (16.067735 sec): 3 clusters Score: Raw -82418.460732 + Penalty 1140.009246 = -81278.451486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.069160 sec): 2 clusters Score: Raw -198.166636 + Penalty 83.596882 = -114.569754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.069387 sec): 3 clusters Score: Raw -188.201391 + Penalty 167.193763 = -21.007627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.071580 sec): 2 clusters Score: Raw -28701.184887 + Penalty 297.598284 = -28403.586603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.072314 sec): 3 clusters Score: Raw -28543.741584 + Penalty 603.698578 = -27940.043006 nChanged 107 SP:Iteration 1F (16.073033 sec): 3 clusters Score: Raw -28632.087484 + Penalty 612.244216 = -28019.843268 nChanged 38 SP:Iteration 2F (16.073752 sec): 3 clusters Score: Raw -28661.677482 + Penalty 618.833566 = -28042.843916 nChanged 24 SP:Iteration 3F (16.074473 sec): 3 clusters Score: Raw -28680.034083 + Penalty 620.148586 = -28059.885497 nChanged 6 SP:Iteration 4Q (16.075178 sec): 3 clusters Score: Raw -28682.550124 + Penalty 619.768516 = -28062.781609 nChanged 1 SP:Iteration 5Q (16.075883 sec): 3 clusters Score: Raw -28682.751992 + Penalty 619.768516 = -28062.983476 nChanged 0 SP:Iteration 6F (16.076599 sec): 3 clusters Score: Raw -28682.751992 + Penalty 619.768516 = -28062.983476 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 5 (3950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.094878 sec): 2 clusters Score: Raw -355009.619086 + Penalty 217.355804 = -354792.263282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.102531 sec): 3 clusters Score: Raw -352359.091157 + Penalty 416.418848 = -351942.672309 nChanged 1856 SP:Iteration 1F (16.109641 sec): 3 clusters Score: Raw -354187.923690 + Penalty 412.860816 = -353775.062874 nChanged 793 SP:Iteration 2F (16.116991 sec): 3 clusters Score: Raw -354928.143013 + Penalty 424.389010 = -354503.754002 nChanged 218 SP:Iteration 3F (16.124057 sec): 3 clusters Score: Raw -355199.101258 + Penalty 431.645921 = -354767.455337 nChanged 178 SP:Iteration 4Q (16.131361 sec): 3 clusters Score: Raw -355402.490068 + Penalty 434.046329 = -354968.443739 nChanged 109 SP:Iteration 5Q (16.138318 sec): 3 clusters Score: Raw -355472.460838 + Penalty 434.656084 = -355037.804755 nChanged 71 SP:Iteration 6Q (16.145148 sec): 3 clusters Score: Raw -355501.002220 + Penalty 434.735337 = -355066.266884 nChanged 56 SP:Iteration 7Q (16.151894 sec): 3 clusters Score: Raw -355516.003659 + Penalty 434.691014 = -355081.312645 nChanged 30 SP:Iteration 8Q (16.158452 sec): 3 clusters Score: Raw -355521.141390 + Penalty 434.625504 = -355086.515885 nChanged 29 SP:Iteration 9Q (16.165227 sec): 3 clusters Score: Raw -355525.021408 + Penalty 434.575830 = -355090.445578 nChanged 13 SP:Iteration 10F (16.172489 sec): 3 clusters Score: Raw -355525.898428 + Penalty 434.573466 = -355091.324963 nChanged 6 SP:Iteration 11Q (16.179063 sec): 3 clusters Score: Raw -355526.189598 + Penalty 434.572165 = -355091.617433 nChanged 5 SP:Iteration 12Q (16.185603 sec): 3 clusters Score: Raw -355526.501715 + Penalty 434.555973 = -355091.945742 nChanged 4 SP:Iteration 13Q (16.192159 sec): 3 clusters Score: Raw -355526.820510 + Penalty 434.523314 = -355092.297196 nChanged 6 SP:Iteration 14Q (16.199123 sec): 3 clusters Score: Raw -355527.295622 + Penalty 434.487711 = -355092.807911 nChanged 3 SP:Iteration 15Q (16.205699 sec): 3 clusters Score: Raw -355527.466702 + Penalty 434.455599 = -355093.011104 nChanged 2 SP:Iteration 16Q (16.212251 sec): 3 clusters Score: Raw -355527.557560 + Penalty 434.431054 = -355093.126506 nChanged 2 SP:Iteration 17Q (16.219090 sec): 3 clusters Score: Raw -355527.659487 + Penalty 434.422445 = -355093.237042 nChanged 2 SP:Iteration 18Q (16.225668 sec): 3 clusters Score: Raw -355527.740558 + Penalty 434.420563 = -355093.319995 nChanged 1 SP:Iteration 19Q (16.232608 sec): 3 clusters Score: Raw -355527.758363 + Penalty 434.420563 = -355093.337800 nChanged 0 SP:Iteration 20F (16.239868 sec): 3 clusters Score: Raw -355527.758363 + Penalty 434.420563 = -355093.337800 nChanged 0 Score: Raw -2823873.552230 + Penalty 96542.897093 = -2727330.655136 Splitting cluster 5 changes total score from -2717651.525184 to -2727330.655136 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.790041 sec): 2 clusters Score: Raw -99432.795332 + Penalty 271.804299 = -99160.991033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.792084 sec): 3 clusters Score: Raw -98794.189519 + Penalty 541.339176 = -98252.850343 nChanged 454 SP:Iteration 1F (17.794082 sec): 3 clusters Score: Raw -99251.312836 + Penalty 541.308902 = -98710.003934 nChanged 136 SP:Iteration 2F (17.796071 sec): 3 clusters Score: Raw -99579.085209 + Penalty 546.717389 = -99032.367821 nChanged 103 SP:Iteration 3F (17.798170 sec): 3 clusters Score: Raw -99868.696747 + Penalty 556.110585 = -99312.586162 nChanged 91 SP:Iteration 4F (17.800263 sec): 3 clusters Score: Raw -99988.500822 + Penalty 563.081215 = -99425.419607 nChanged 44 SP:Iteration 5Q (17.802146 sec): 3 clusters Score: Raw -100053.495425 + Penalty 565.355994 = -99488.139431 nChanged 23 SP:Iteration 6Q (17.803976 sec): 3 clusters Score: Raw -100090.141870 + Penalty 563.898423 = -99526.243447 nChanged 8 SP:Iteration 7Q (17.805701 sec): 3 clusters Score: Raw -100101.296775 + Penalty 561.359537 = -99539.937238 nChanged 4 SP:Iteration 8Q (17.807419 sec): 3 clusters Score: Raw -100104.724080 + Penalty 561.359537 = -99543.364542 nChanged 0 SP:Iteration 9F (17.809460 sec): 3 clusters Score: Raw -100104.724080 + Penalty 561.359537 = -99543.364542 nChanged 0 Score: Raw -2824545.482267 + Penalty 96972.784961 = -2727572.697306 Splitting cluster 6 changes total score from -2717651.525184 to -2727572.697306 So it's getting split into cluster 12. Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.391456 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.401511 sec): 3 clusters Score: Raw -460508.275118 + Penalty 394.640640 = -460113.634478 nChanged 2419 SP:Iteration 1F (19.411193 sec): 3 clusters Score: Raw -462568.405958 + Penalty 373.088553 = -462195.317404 nChanged 407 SP:Iteration 2F (19.420742 sec): 3 clusters Score: Raw -463223.423170 + Penalty 363.314942 = -462860.108228 nChanged 172 SP:Iteration 3Q (19.429804 sec): 3 clusters Score: Raw -463294.712652 + Penalty 352.385652 = -462942.327000 nChanged 150 SP:Iteration 4Q (19.439272 sec): 3 clusters Score: Raw -463366.139720 + Penalty 341.068414 = -463025.071305 nChanged 140 SP:Iteration 5Q (19.448685 sec): 3 clusters Score: Raw -463441.322570 + Penalty 328.692812 = -463112.629758 nChanged 145 SP:Iteration 6Q (19.457660 sec): 3 clusters Score: Raw -463520.461528 + Penalty 319.821459 = -463200.640068 nChanged 112 SP:Iteration 7Q (19.466389 sec): 3 clusters Score: Raw -463576.178131 + Penalty 313.580585 = -463262.597546 nChanged 102 SP:Iteration 8Q (19.475606 sec): 3 clusters Score: Raw -463619.543626 + Penalty 307.959761 = -463311.583866 nChanged 89 SP:Iteration 9Q (19.484172 sec): 3 clusters Score: Raw -463655.574340 + Penalty 302.599401 = -463352.974939 nChanged 70 SP:Iteration 10F (19.494326 sec): 3 clusters Score: Raw -463679.934228 + Penalty 299.465079 = -463380.469148 nChanged 59 SP:Iteration 11Q (19.503219 sec): 3 clusters Score: Raw -463700.119090 + Penalty 295.730650 = -463404.388441 nChanged 58 SP:Iteration 12Q (19.511546 sec): 3 clusters Score: Raw -463720.026644 + Penalty 290.560392 = -463429.466253 nChanged 56 SP:Iteration 13Q (19.519687 sec): 3 clusters Score: Raw -463741.903568 + Penalty 287.751924 = -463454.151644 nChanged 52 SP:Iteration 14Q (19.527739 sec): 3 clusters Score: Raw -463761.795592 + Penalty 284.953932 = -463476.841659 nChanged 39 SP:Iteration 15Q (19.535931 sec): 3 clusters Score: Raw -463776.129512 + Penalty 280.432076 = -463495.697436 nChanged 36 SP:Iteration 16Q (19.544410 sec): 3 clusters Score: Raw -463789.674095 + Penalty 277.329516 = -463512.344580 nChanged 33 SP:Iteration 17Q (19.552634 sec): 3 clusters Score: Raw -463801.514464 + Penalty 277.119092 = -463524.395371 nChanged 27 SP:Iteration 18Q (19.560622 sec): 3 clusters Score: Raw -463811.428063 + Penalty 274.173943 = -463537.254119 nChanged 32 SP:Iteration 19Q (19.568761 sec): 3 clusters Score: Raw -463825.743307 + Penalty 270.330310 = -463555.412997 nChanged 35 SP:Iteration 20F (19.578635 sec): 3 clusters Score: Raw -463847.556327 + Penalty 266.908122 = -463580.648205 nChanged 37 SP:Iteration 21Q (19.586339 sec): 3 clusters Score: Raw -463872.300870 + Penalty 267.059296 = -463605.241574 nChanged 24 SP:Iteration 22Q (19.594305 sec): 3 clusters Score: Raw -463886.826291 + Penalty 266.272828 = -463620.553463 nChanged 16 SP:Iteration 23Q (19.602516 sec): 3 clusters Score: Raw -463895.886254 + Penalty 268.435731 = -463627.450523 nChanged 14 SP:Iteration 24Q (19.610295 sec): 3 clusters Score: Raw -463903.352207 + Penalty 265.068903 = -463638.283304 nChanged 6 SP:Iteration 25Q (19.618359 sec): 3 clusters Score: Raw -463904.898291 + Penalty 263.531749 = -463641.366542 nChanged 5 SP:Iteration 26Q (19.625754 sec): 3 clusters Score: Raw -463905.340452 + Penalty 262.043455 = -463643.296997 nChanged 7 SP:Iteration 27Q (19.632982 sec): 3 clusters Score: Raw -463907.572161 + Penalty 263.092459 = -463644.479703 nChanged 3 SP:Iteration 28Q (19.640599 sec): 3 clusters Score: Raw -463908.318927 + Penalty 264.678492 = -463643.640434 nChanged 3 SP:Iteration 29F (19.649798 sec): 3 clusters Score: Raw -463908.364045 + Penalty 268.172491 = -463640.191554 nChanged 4 SP:Iteration 30F (19.658678 sec): 3 clusters Score: Raw -463909.024335 + Penalty 269.460544 = -463639.563790 nChanged 6 SP:Iteration 31F (19.667718 sec): 3 clusters Score: Raw -463910.792115 + Penalty 264.461959 = -463646.330157 nChanged 5 SP:Iteration 32Q (19.675457 sec): 3 clusters Score: Raw -463915.903601 + Penalty 210.482864 = -463705.420737 nChanged 1 SP:Iteration 33Q (19.682957 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 SP:Iteration 34F (19.690670 sec): 2 clusters Score: Raw -463917.894404 + Penalty 210.482864 = -463707.411540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.695331 sec): 2 clusters Score: Raw -3580.224410 + Penalty 197.202166 = -3383.022243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.695620 sec): 3 clusters Score: Raw -3568.828216 + Penalty 387.431730 = -3181.396486 nChanged 2 SP:Iteration 1F (19.695898 sec): 3 clusters Score: Raw -3572.477603 + Penalty 387.470398 = -3185.007205 nChanged 1 SP:Iteration 2Q (19.696184 sec): 3 clusters Score: Raw -3576.903630 + Penalty 388.310780 = -3188.592850 nChanged 2 SP:Iteration 3F (19.696460 sec): 3 clusters Score: Raw -3590.778880 + Penalty 393.547392 = -3197.231488 nChanged 2 SP:Iteration 4F (19.696734 sec): 3 clusters Score: Raw -3595.485012 + Penalty 394.324979 = -3201.160033 nChanged 2 SP:Iteration 5F (19.697006 sec): 3 clusters Score: Raw -3601.235319 + Penalty 394.470956 = -3206.764364 nChanged 1 SP:Iteration 6Q (19.697275 sec): 3 clusters Score: Raw -3603.595682 + Penalty 394.306852 = -3209.288831 nChanged 1 SP:Iteration 7Q (19.697543 sec): 3 clusters Score: Raw -3604.039103 + Penalty 394.306852 = -3209.732252 nChanged 0 SP:Iteration 8F (19.697817 sec): 3 clusters Score: Raw -3604.039103 + Penalty 394.306852 = -3209.732252 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.725139 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.736440 sec): 3 clusters Score: Raw -566013.545193 + Penalty 366.971809 = -565646.573384 nChanged 2952 SP:Iteration 1F (19.748090 sec): 3 clusters Score: Raw -567802.240836 + Penalty 343.434696 = -567458.806141 nChanged 856 SP:Iteration 2F (19.759686 sec): 3 clusters Score: Raw -568641.205904 + Penalty 341.265469 = -568299.940435 nChanged 834 SP:Iteration 3F (19.771718 sec): 3 clusters Score: Raw -569621.044159 + Penalty 352.617178 = -569268.426981 nChanged 353 SP:Iteration 4F (19.783268 sec): 3 clusters Score: Raw -570032.681569 + Penalty 328.213059 = -569704.468510 nChanged 52 SP:Iteration 5Q (19.793757 sec): 3 clusters Score: Raw -570090.599840 + Penalty 201.724646 = -569888.875193 nChanged 2 SP:Iteration 6Q (19.803001 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 SP:Iteration 7F (19.811676 sec): 2 clusters Score: Raw -570093.611778 + Penalty 201.724646 = -569891.887131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.824892 sec): 2 clusters Score: Raw -192776.868991 + Penalty 232.768070 = -192544.100921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.828753 sec): 3 clusters Score: Raw -191477.916046 + Penalty 462.842535 = -191015.073511 nChanged 909 SP:Iteration 1F (19.832585 sec): 3 clusters Score: Raw -192074.412477 + Penalty 460.164732 = -191614.247745 nChanged 232 SP:Iteration 2F (19.836433 sec): 3 clusters Score: Raw -192193.426430 + Penalty 458.774816 = -191734.651614 nChanged 124 SP:Iteration 3F (19.840275 sec): 3 clusters Score: Raw -192257.724513 + Penalty 457.735396 = -191799.989117 nChanged 96 SP:Iteration 4Q (19.844017 sec): 3 clusters Score: Raw -192293.501286 + Penalty 456.634770 = -191836.866515 nChanged 50 SP:Iteration 5Q (19.847805 sec): 3 clusters Score: Raw -192308.223005 + Penalty 455.496887 = -191852.726119 nChanged 29 SP:Iteration 6Q (19.851614 sec): 3 clusters Score: Raw -192316.575625 + Penalty 454.932693 = -191861.642932 nChanged 33 SP:Iteration 7Q (19.855532 sec): 3 clusters Score: Raw -192324.217588 + Penalty 454.536122 = -191869.681465 nChanged 36 SP:Iteration 8Q (19.859377 sec): 3 clusters Score: Raw -192333.967633 + Penalty 454.294546 = -191879.673087 nChanged 36 SP:Iteration 9Q (19.863070 sec): 3 clusters Score: Raw -192345.450821 + Penalty 454.721826 = -191890.728995 nChanged 33 SP:Iteration 10F (19.866946 sec): 3 clusters Score: Raw -192355.001954 + Penalty 455.549124 = -191899.452830 nChanged 36 SP:Iteration 11Q (19.870853 sec): 3 clusters Score: Raw -192365.648126 + Penalty 457.286276 = -191908.361850 nChanged 34 SP:Iteration 12Q (19.874754 sec): 3 clusters Score: Raw -192373.980353 + Penalty 458.232231 = -191915.748122 nChanged 25 SP:Iteration 13Q (19.878425 sec): 3 clusters Score: Raw -192379.810536 + Penalty 458.930083 = -191920.880452 nChanged 25 SP:Iteration 14Q (19.882092 sec): 3 clusters Score: Raw -192386.436979 + Penalty 459.506661 = -191926.930318 nChanged 29 SP:Iteration 15Q (19.886151 sec): 3 clusters Score: Raw -192395.336435 + Penalty 460.445431 = -191934.891003 nChanged 33 SP:Iteration 16Q (19.889956 sec): 3 clusters Score: Raw -192406.694559 + Penalty 461.459126 = -191945.235433 nChanged 30 SP:Iteration 17Q (19.893638 sec): 3 clusters Score: Raw -192420.179405 + Penalty 462.803832 = -191957.375573 nChanged 40 SP:Iteration 18Q (19.897353 sec): 3 clusters Score: Raw -192435.596431 + Penalty 464.088502 = -191971.507929 nChanged 36 SP:Iteration 19Q (19.901459 sec): 3 clusters Score: Raw -192454.229068 + Penalty 465.500625 = -191988.728444 nChanged 39 SP:Iteration 20F (19.905777 sec): 3 clusters Score: Raw -192479.142431 + Penalty 466.815355 = -192012.327076 nChanged 38 SP:Iteration 21Q (19.909650 sec): 3 clusters Score: Raw -192497.094256 + Penalty 468.054491 = -192029.039765 nChanged 36 SP:Iteration 22Q (19.913336 sec): 3 clusters Score: Raw -192512.602546 + Penalty 469.340245 = -192043.262301 nChanged 36 SP:Iteration 23Q (19.917005 sec): 3 clusters Score: Raw -192524.613419 + Penalty 470.452757 = -192054.160663 nChanged 37 SP:Iteration 24Q (19.920675 sec): 3 clusters Score: Raw -192538.194898 + Penalty 471.408619 = -192066.786278 nChanged 34 SP:Iteration 25Q (19.924299 sec): 3 clusters Score: Raw -192552.907229 + Penalty 472.456557 = -192080.450673 nChanged 32 SP:Iteration 26Q (19.928262 sec): 3 clusters Score: Raw -192566.840996 + Penalty 474.255480 = -192092.585515 nChanged 38 SP:Iteration 27Q (19.931844 sec): 3 clusters Score: Raw -192582.684358 + Penalty 475.716444 = -192106.967914 nChanged 36 SP:Iteration 28Q (19.935424 sec): 3 clusters Score: Raw -192594.692370 + Penalty 476.509792 = -192118.182579 nChanged 29 SP:Iteration 29Q (19.939333 sec): 3 clusters Score: Raw -192605.572053 + Penalty 477.934567 = -192127.637486 nChanged 40 SP:Iteration 30F (19.943273 sec): 3 clusters Score: Raw -192622.136886 + Penalty 479.886801 = -192142.250085 nChanged 37 SP:Iteration 31Q (19.946832 sec): 3 clusters Score: Raw -192635.714854 + Penalty 481.380780 = -192154.334074 nChanged 30 SP:Iteration 32Q (19.950486 sec): 3 clusters Score: Raw -192645.580593 + Penalty 483.714922 = -192161.865670 nChanged 19 SP:Iteration 33Q (19.954062 sec): 3 clusters Score: Raw -192650.418729 + Penalty 484.546773 = -192165.871956 nChanged 16 SP:Iteration 34Q (19.957786 sec): 3 clusters Score: Raw -192653.001885 + Penalty 484.979783 = -192168.022102 nChanged 17 SP:Iteration 35Q (19.961333 sec): 3 clusters Score: Raw -192656.419462 + Penalty 485.772958 = -192170.646504 nChanged 24 SP:Iteration 36Q (19.965260 sec): 3 clusters Score: Raw -192662.711980 + Penalty 486.866818 = -192175.845162 nChanged 22 SP:Iteration 37Q (19.968696 sec): 3 clusters Score: Raw -192669.219993 + Penalty 489.079318 = -192180.140675 nChanged 17 SP:Iteration 38Q (19.972522 sec): 3 clusters Score: Raw -192673.315073 + Penalty 490.808447 = -192182.506626 nChanged 14 SP:Iteration 39Q (19.976009 sec): 3 clusters Score: Raw -192675.455627 + Penalty 492.264240 = -192183.191387 nChanged 7 SP:Iteration 40F (19.979839 sec): 3 clusters Score: Raw -192676.564363 + Penalty 493.057144 = -192183.507219 nChanged 8 SP:Iteration 41Q (19.983202 sec): 3 clusters Score: Raw -192677.568019 + Penalty 492.786516 = -192184.781503 nChanged 9 SP:Iteration 42Q (19.986715 sec): 3 clusters Score: Raw -192679.600377 + Penalty 492.710517 = -192186.889860 nChanged 11 SP:Iteration 43Q (19.990067 sec): 3 clusters Score: Raw -192682.926553 + Penalty 493.991718 = -192188.934835 nChanged 12 SP:Iteration 44Q (19.993511 sec): 3 clusters Score: Raw -192686.851590 + Penalty 495.541997 = -192191.309593 nChanged 15 SP:Iteration 45Q (19.996842 sec): 3 clusters Score: Raw -192690.549598 + Penalty 497.670371 = -192192.879227 nChanged 9 SP:Iteration 46Q (20.000316 sec): 3 clusters Score: Raw -192691.964366 + Penalty 498.770707 = -192193.193658 nChanged 9 SP:Iteration 47Q (20.003936 sec): 3 clusters Score: Raw -192693.383538 + Penalty 500.032151 = -192193.351387 nChanged 6 SP:Iteration 48Q (20.007660 sec): 3 clusters Score: Raw -192694.548318 + Penalty 501.958706 = -192192.589612 nChanged 10 SP:Iteration 49F (20.011544 sec): 3 clusters Score: Raw -192696.230054 + Penalty 503.838906 = -192192.391148 nChanged 7 SP:Iteration 50F (20.015459 sec): 3 clusters Score: Raw -192697.779178 + Penalty 506.300077 = -192191.479100 nChanged 10 SP:Iteration 51F (20.019178 sec): 3 clusters Score: Raw -192700.104049 + Penalty 507.613902 = -192192.490147 nChanged 6 SP:Iteration 52Q (20.022552 sec): 3 clusters Score: Raw -192701.227216 + Penalty 508.878533 = -192192.348683 nChanged 4 SP:Iteration 53F (20.026467 sec): 3 clusters Score: Raw -192701.702962 + Penalty 510.315118 = -192191.387844 nChanged 4 SP:Iteration 54F (20.030693 sec): 3 clusters Score: Raw -192702.255009 + Penalty 509.517245 = -192192.737763 nChanged 4 SP:Iteration 55Q (20.034389 sec): 3 clusters Score: Raw -192704.040411 + Penalty 509.517245 = -192194.523166 nChanged 0 SP:Iteration 56F (20.038561 sec): 3 clusters Score: Raw -192704.040411 + Penalty 509.517245 = -192194.523166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (2018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.048193 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.052145 sec): 3 clusters Score: Raw -194528.423773 + Penalty 492.098716 = -194036.325057 nChanged 905 SP:Iteration 1F (20.055856 sec): 3 clusters Score: Raw -195019.595504 + Penalty 487.576317 = -194532.019187 nChanged 136 SP:Iteration 2F (20.059540 sec): 3 clusters Score: Raw -195092.849397 + Penalty 481.668351 = -194611.181047 nChanged 117 SP:Iteration 3F (20.063198 sec): 3 clusters Score: Raw -195178.062349 + Penalty 470.490550 = -194707.571799 nChanged 106 SP:Iteration 4F (20.066881 sec): 3 clusters Score: Raw -195288.326603 + Penalty 460.017334 = -194828.309270 nChanged 112 SP:Iteration 5F (20.070708 sec): 3 clusters Score: Raw -195430.592763 + Penalty 448.581910 = -194982.010853 nChanged 90 SP:Iteration 6Q (20.074466 sec): 3 clusters Score: Raw -195528.640997 + Penalty 443.930076 = -195084.710921 nChanged 66 SP:Iteration 7Q (20.077842 sec): 3 clusters Score: Raw -195581.565611 + Penalty 435.172873 = -195146.392738 nChanged 48 SP:Iteration 8Q (20.081129 sec): 3 clusters Score: Raw -195615.403584 + Penalty 432.749334 = -195182.654250 nChanged 44 SP:Iteration 9Q (20.084337 sec): 3 clusters Score: Raw -195641.867637 + Penalty 432.807104 = -195209.060532 nChanged 35 SP:Iteration 10F (20.088135 sec): 3 clusters Score: Raw -195657.440415 + Penalty 430.181405 = -195227.259010 nChanged 28 SP:Iteration 11Q (20.091261 sec): 3 clusters Score: Raw -195668.971241 + Penalty 425.876588 = -195243.094653 nChanged 35 SP:Iteration 12Q (20.094314 sec): 3 clusters Score: Raw -195686.144189 + Penalty 416.279936 = -195269.864253 nChanged 31 SP:Iteration 13Q (20.097366 sec): 3 clusters Score: Raw -195700.820403 + Penalty 403.495435 = -195297.324968 nChanged 32 SP:Iteration 14Q (20.100399 sec): 3 clusters Score: Raw -195726.599442 + Penalty 443.588157 = -195283.011285 nChanged 30 SP:Iteration 15F (20.104285 sec): 3 clusters Score: Raw -195758.421869 + Penalty 250.835078 = -195507.586791 nChanged 9 SP:Iteration 16Q (20.107298 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 SP:Iteration 17F (20.110139 sec): 2 clusters Score: Raw -195768.796879 + Penalty 250.835078 = -195517.961801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.111829 sec): 2 clusters Score: Raw -25088.546852 + Penalty 340.386097 = -24748.160755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.112554 sec): 3 clusters Score: Raw -24979.135424 + Penalty 690.483908 = -24288.651516 nChanged 89 SP:Iteration 1F (20.113237 sec): 3 clusters Score: Raw -25072.023667 + Penalty 700.754342 = -24371.269325 nChanged 24 SP:Iteration 2F (20.113915 sec): 3 clusters Score: Raw -25100.437699 + Penalty 702.628580 = -24397.809119 nChanged 17 SP:Iteration 3F (20.114591 sec): 3 clusters Score: Raw -25118.383812 + Penalty 696.779852 = -24421.603960 nChanged 16 SP:Iteration 4F (20.115276 sec): 3 clusters Score: Raw -25132.130101 + Penalty 690.834902 = -24441.295199 nChanged 7 SP:Iteration 5Q (20.115942 sec): 3 clusters Score: Raw -25138.011847 + Penalty 689.093650 = -24448.918196 nChanged 2 SP:Iteration 6Q (20.116606 sec): 3 clusters Score: Raw -25139.683418 + Penalty 691.776604 = -24447.906814 nChanged 2 SP:Iteration 7F (20.117277 sec): 3 clusters Score: Raw -25140.603939 + Penalty 691.776604 = -24448.827335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.123184 sec): 2 clusters Score: Raw -169049.133534 + Penalty 277.917046 = -168771.216487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.126681 sec): 3 clusters Score: Raw -167901.995188 + Penalty 536.541841 = -167365.453347 nChanged 798 SP:Iteration 1F (20.130065 sec): 3 clusters Score: Raw -168378.045877 + Penalty 544.787359 = -167833.258518 nChanged 232 SP:Iteration 2F (20.133472 sec): 3 clusters Score: Raw -168608.938769 + Penalty 559.918180 = -168049.020590 nChanged 181 SP:Iteration 3F (20.137076 sec): 3 clusters Score: Raw -168749.973991 + Penalty 565.652036 = -168184.321955 nChanged 75 SP:Iteration 4Q (20.140613 sec): 3 clusters Score: Raw -168778.570850 + Penalty 568.843046 = -168209.727803 nChanged 44 SP:Iteration 5Q (20.143912 sec): 3 clusters Score: Raw -168802.288660 + Penalty 572.428195 = -168229.860464 nChanged 43 SP:Iteration 6Q (20.147193 sec): 3 clusters Score: Raw -168828.103924 + Penalty 574.919573 = -168253.184351 nChanged 47 SP:Iteration 7Q (20.150458 sec): 3 clusters Score: Raw -168856.127340 + Penalty 578.540738 = -168277.586602 nChanged 43 SP:Iteration 8Q (20.153757 sec): 3 clusters Score: Raw -168887.044727 + Penalty 581.715100 = -168305.329626 nChanged 47 SP:Iteration 9Q (20.157028 sec): 3 clusters Score: Raw -168917.641432 + Penalty 583.936996 = -168333.704436 nChanged 43 SP:Iteration 10F (20.160465 sec): 3 clusters Score: Raw -168937.791053 + Penalty 585.295554 = -168352.495499 nChanged 38 SP:Iteration 11Q (20.163748 sec): 3 clusters Score: Raw -168950.958392 + Penalty 587.869683 = -168363.088709 nChanged 30 SP:Iteration 12Q (20.166904 sec): 3 clusters Score: Raw -168962.148588 + Penalty 589.191330 = -168372.957258 nChanged 25 SP:Iteration 13Q (20.170191 sec): 3 clusters Score: Raw -168970.539589 + Penalty 590.088574 = -168380.451015 nChanged 16 SP:Iteration 14Q (20.173613 sec): 3 clusters Score: Raw -168974.224995 + Penalty 590.658911 = -168383.566084 nChanged 11 SP:Iteration 15Q (20.176738 sec): 3 clusters Score: Raw -168977.290900 + Penalty 592.777096 = -168384.513804 nChanged 9 SP:Iteration 16Q (20.179925 sec): 3 clusters Score: Raw -168979.282198 + Penalty 593.431963 = -168385.850235 nChanged 7 SP:Iteration 17Q (20.183123 sec): 3 clusters Score: Raw -168980.477634 + Penalty 593.902286 = -168386.575348 nChanged 4 SP:Iteration 18Q (20.186274 sec): 3 clusters Score: Raw -168981.302441 + Penalty 594.553224 = -168386.749217 nChanged 6 SP:Iteration 19Q (20.189382 sec): 3 clusters Score: Raw -168982.031765 + Penalty 594.358553 = -168387.673212 nChanged 1 SP:Iteration 20F (20.192772 sec): 3 clusters Score: Raw -168982.129390 + Penalty 594.358553 = -168387.770837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.194418 sec): 2 clusters Score: Raw -21593.408539 + Penalty 548.825535 = -21044.583004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.195019 sec): 3 clusters Score: Raw -21533.552408 + Penalty 1099.326899 = -20434.225509 nChanged 44 SP:Iteration 1F (20.195606 sec): 3 clusters Score: Raw -21588.624199 + Penalty 1100.257490 = -20488.366709 nChanged 14 SP:Iteration 2F (20.196193 sec): 3 clusters Score: Raw -21605.187552 + Penalty 1100.350693 = -20504.836858 nChanged 13 SP:Iteration 3F (20.196778 sec): 3 clusters Score: Raw -21622.187828 + Penalty 1099.872364 = -20522.315464 nChanged 4 SP:Iteration 4Q (20.197354 sec): 3 clusters Score: Raw -21625.264589 + Penalty 1099.872364 = -20525.392225 nChanged 0 SP:Iteration 5F (20.197926 sec): 3 clusters Score: Raw -21625.264589 + Penalty 1099.872364 = -20525.392225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 17 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.198978 sec): 2 clusters Score: Raw -6060.811225 + Penalty 255.377292 = -5805.433934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.199304 sec): 3 clusters Score: Raw -6048.323395 + Penalty 539.737861 = -5508.585535 nChanged 12 SP:Iteration 1F (20.199625 sec): 3 clusters Score: Raw -6066.694085 + Penalty 551.144072 = -5515.550013 nChanged 4 SP:Iteration 2F (20.199950 sec): 3 clusters Score: Raw -6070.977403 + Penalty 557.044473 = -5513.932931 nChanged 1 SP:Iteration 3F (20.200290 sec): 3 clusters Score: Raw -6071.501260 + Penalty 561.176301 = -5510.324959 nChanged 1 SP:Iteration 4F (20.200609 sec): 3 clusters Score: Raw -6072.476199 + Penalty 563.299650 = -5509.176549 nChanged 1 SP:Iteration 5F (20.200926 sec): 3 clusters Score: Raw -6074.113587 + Penalty 566.359887 = -5507.753700 nChanged 1 SP:Iteration 6F (20.201246 sec): 3 clusters Score: Raw -6075.664591 + Penalty 567.412978 = -5508.251613 nChanged 1 SP:Iteration 7Q (20.201566 sec): 3 clusters Score: Raw -6076.268205 + Penalty 567.412978 = -5508.855227 nChanged 0 SP:Iteration 8F (20.201895 sec): 3 clusters Score: Raw -6076.268205 + Penalty 567.412978 = -5508.855227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.205151 sec): 2 clusters Score: Raw -51453.304670 + Penalty 403.911813 = -51049.392857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.206308 sec): 3 clusters Score: Raw -51169.632555 + Penalty 810.172948 = -50359.459606 nChanged 197 SP:Iteration 1F (20.207416 sec): 3 clusters Score: Raw -51293.194925 + Penalty 812.497694 = -50480.697231 nChanged 51 SP:Iteration 2F (20.208521 sec): 3 clusters Score: Raw -51335.752389 + Penalty 816.033747 = -50519.718642 nChanged 26 SP:Iteration 3F (20.209623 sec): 3 clusters Score: Raw -51355.784148 + Penalty 819.768608 = -50536.015540 nChanged 19 SP:Iteration 4Q (20.210797 sec): 3 clusters Score: Raw -51365.189221 + Penalty 825.451361 = -50539.737860 nChanged 20 SP:Iteration 5Q (20.211953 sec): 3 clusters Score: Raw -51379.842398 + Penalty 835.223174 = -50544.619224 nChanged 17 SP:Iteration 6Q (20.213129 sec): 3 clusters Score: Raw -51390.798270 + Penalty 837.347648 = -50553.450623 nChanged 13 SP:Iteration 7Q (20.214213 sec): 3 clusters Score: Raw -51396.616299 + Penalty 847.374140 = -50549.242160 nChanged 18 SP:Iteration 8F (20.215299 sec): 3 clusters Score: Raw -51409.298817 + Penalty 861.297712 = -50548.001105 nChanged 25 SP:Iteration 9F (20.216397 sec): 3 clusters Score: Raw -51430.596498 + Penalty 870.386326 = -50560.210172 nChanged 16 SP:Iteration 10F (20.217489 sec): 3 clusters Score: Raw -51438.081750 + Penalty 872.732714 = -50565.349036 nChanged 10 SP:Iteration 11Q (20.218500 sec): 3 clusters Score: Raw -51441.501526 + Penalty 869.961640 = -50571.539886 nChanged 7 SP:Iteration 12Q (20.219499 sec): 3 clusters Score: Raw -51443.380019 + Penalty 870.112563 = -50573.267456 nChanged 5 SP:Iteration 13Q (20.220499 sec): 3 clusters Score: Raw -51445.283063 + Penalty 871.352232 = -50573.930831 nChanged 5 SP:Iteration 14Q (20.221490 sec): 3 clusters Score: Raw -51446.360439 + Penalty 875.963276 = -50570.397162 nChanged 3 SP:Iteration 15F (20.222579 sec): 3 clusters Score: Raw -51447.537389 + Penalty 885.536197 = -50562.001192 nChanged 6 SP:Iteration 16F (20.223667 sec): 3 clusters Score: Raw -51449.565914 + Penalty 891.443901 = -50558.122013 nChanged 8 SP:Iteration 17F (20.224753 sec): 3 clusters Score: Raw -51449.439600 + Penalty 898.328542 = -50551.111058 nChanged 5 SP:Iteration 18F (20.225841 sec): 3 clusters Score: Raw -51449.254138 + Penalty 908.042452 = -50541.211685 nChanged 3 SP:Iteration 19F (20.226928 sec): 3 clusters Score: Raw -51450.987560 + Penalty 908.939238 = -50542.048321 nChanged 4 SP:Iteration 20F (20.228013 sec): 3 clusters Score: Raw -51453.956974 + Penalty 912.100686 = -50541.856289 nChanged 4 SP:Iteration 21F (20.229095 sec): 3 clusters Score: Raw -51456.745132 + Penalty 917.449992 = -50539.295140 nChanged 5 SP:Iteration 22F (20.230199 sec): 3 clusters Score: Raw -51457.982490 + Penalty 919.325293 = -50538.657198 nChanged 1 SP:Iteration 23F (20.231284 sec): 3 clusters Score: Raw -51457.426215 + Penalty 919.325293 = -50538.100922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.235259 sec): 2 clusters Score: Raw -58955.734705 + Penalty 368.432904 = -58587.301801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.236623 sec): 3 clusters Score: Raw -58624.783320 + Penalty 743.108579 = -57881.674741 nChanged 213 SP:Iteration 1F (20.237930 sec): 3 clusters Score: Raw -58775.730654 + Penalty 748.977240 = -58026.753414 nChanged 71 SP:Iteration 2F (20.239227 sec): 3 clusters Score: Raw -58863.908249 + Penalty 745.539895 = -58118.368354 nChanged 51 SP:Iteration 3F (20.240528 sec): 3 clusters Score: Raw -58939.237942 + Penalty 745.214837 = -58194.023104 nChanged 28 SP:Iteration 4Q (20.241766 sec): 3 clusters Score: Raw -58975.051955 + Penalty 739.974946 = -58235.077010 nChanged 19 SP:Iteration 5Q (20.242936 sec): 3 clusters Score: Raw -58994.473804 + Penalty 737.565527 = -58256.908277 nChanged 15 SP:Iteration 6Q (20.244077 sec): 3 clusters Score: Raw -59006.881927 + Penalty 730.879258 = -58276.002669 nChanged 14 SP:Iteration 7Q (20.245200 sec): 3 clusters Score: Raw -59024.271211 + Penalty 727.875459 = -58296.395752 nChanged 15 SP:Iteration 8Q (20.246338 sec): 3 clusters Score: Raw -59042.808565 + Penalty 720.753766 = -58322.054799 nChanged 11 SP:Iteration 9Q (20.247493 sec): 3 clusters Score: Raw -59053.671439 + Penalty 718.726765 = -58334.944674 nChanged 3 SP:Iteration 10F (20.248787 sec): 3 clusters Score: Raw -59056.211918 + Penalty 717.938310 = -58338.273608 nChanged 2 SP:Iteration 11Q (20.249945 sec): 3 clusters Score: Raw -59057.212074 + Penalty 717.938310 = -58339.273764 nChanged 0 SP:Iteration 12F (20.251240 sec): 3 clusters Score: Raw -59057.212074 + Penalty 717.938310 = -58339.273764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.253036 sec): 2 clusters Score: Raw -16017.173639 + Penalty 443.780955 = -15573.392685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.253547 sec): 3 clusters Score: Raw -15971.551530 + Penalty 887.794022 = -15083.757508 nChanged 31 SP:Iteration 1F (20.254045 sec): 3 clusters Score: Raw -16018.042634 + Penalty 887.915723 = -15130.126910 nChanged 6 SP:Iteration 2Q (20.254530 sec): 3 clusters Score: Raw -16025.626995 + Penalty 887.561909 = -15138.065086 nChanged 1 SP:Iteration 3Q (20.255012 sec): 3 clusters Score: Raw -16027.121345 + Penalty 887.561909 = -15139.559436 nChanged 0 SP:Iteration 4F (20.255499 sec): 3 clusters Score: Raw -16027.121345 + Penalty 887.561909 = -15139.559436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.256379 sec): 2 clusters Score: Raw -86.413133 + Penalty 0.000000 = -86.413133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.256564 sec): 2 clusters Score: Raw -86.413133 + Penalty 0.000000 = -86.413133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.257587 sec): 2 clusters Score: Raw -10622.055530 + Penalty 643.719850 = -9978.335681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.257985 sec): 3 clusters Score: Raw -10632.717336 + Penalty 1290.075212 = -9342.642125 nChanged 10 SP:Iteration 1F (20.258375 sec): 3 clusters Score: Raw -10667.029862 + Penalty 1291.860241 = -9375.169621 nChanged 5 SP:Iteration 2Q (20.258754 sec): 3 clusters Score: Raw -10683.696101 + Penalty 1295.137169 = -9388.558932 nChanged 3 SP:Iteration 3Q (20.259129 sec): 3 clusters Score: Raw -10691.968427 + Penalty 1295.137169 = -9396.831258 nChanged 0 SP:Iteration 4F (20.259518 sec): 3 clusters Score: Raw -10691.968427 + Penalty 1295.137169 = -9396.831258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.260557 sec): 2 clusters Score: Raw -9907.155813 + Penalty 346.189187 = -9560.966626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.260956 sec): 3 clusters Score: Raw -9896.900289 + Penalty 697.191906 = -9199.708383 nChanged 19 SP:Iteration 1F (20.261346 sec): 3 clusters Score: Raw -9925.216639 + Penalty 697.392245 = -9227.824394 nChanged 5 SP:Iteration 2Q (20.261730 sec): 3 clusters Score: Raw -9930.799380 + Penalty 697.392245 = -9233.407135 nChanged 0 SP:Iteration 3F (20.262119 sec): 3 clusters Score: Raw -9930.799380 + Penalty 697.392245 = -9233.407135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.263502 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.263928 sec): 3 clusters Score: Raw -11403.940244 + Penalty 697.863106 = -10706.077139 nChanged 23 SP:Iteration 1F (20.264352 sec): 3 clusters Score: Raw -11424.297884 + Penalty 705.473820 = -10718.824064 nChanged 9 SP:Iteration 2F (20.264764 sec): 3 clusters Score: Raw -11433.669882 + Penalty 714.919394 = -10718.750488 nChanged 8 SP:Iteration 3F (20.265175 sec): 3 clusters Score: Raw -11443.893371 + Penalty 730.629606 = -10713.263765 nChanged 10 SP:Iteration 4F (20.265581 sec): 3 clusters Score: Raw -11454.882227 + Penalty 744.930572 = -10709.951656 nChanged 7 SP:Iteration 5F (20.265985 sec): 3 clusters Score: Raw -11459.500463 + Penalty 787.958441 = -10671.542022 nChanged 7 SP:Iteration 6F (20.266397 sec): 3 clusters Score: Raw -11462.631057 + Penalty 812.468936 = -10650.162121 nChanged 5 SP:Iteration 7F (20.266809 sec): 3 clusters Score: Raw -11465.273039 + Penalty 844.144927 = -10621.128112 nChanged 3 SP:Iteration 8F (20.267284 sec): 3 clusters Score: Raw -11467.782109 + Penalty 347.615246 = -11120.166863 nChanged 3 SP:Iteration 9Q (20.267640 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 SP:Iteration 10F (20.267990 sec): 2 clusters Score: Raw -11473.050421 + Penalty 347.615246 = -11125.435175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.269047 sec): 2 clusters Score: Raw -4727.645396 + Penalty 459.713728 = -4267.931668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.269341 sec): 3 clusters Score: Raw -4728.242374 + Penalty 915.783858 = -3812.458516 nChanged 2 SP:Iteration 1Q (20.269625 sec): 3 clusters Score: Raw -4734.628938 + Penalty 915.783858 = -3818.845080 nChanged 0 SP:Iteration 2F (20.269918 sec): 3 clusters Score: Raw -4734.628938 + Penalty 915.783858 = -3818.845080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.271022 sec): 2 clusters Score: Raw -14002.929209 + Penalty 209.780219 = -13793.148990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.271501 sec): 3 clusters Score: Raw -13923.486234 + Penalty 419.541160 = -13503.945074 nChanged 45 SP:Iteration 1F (20.271959 sec): 3 clusters Score: Raw -13955.068128 + Penalty 417.166136 = -13537.901992 nChanged 17 SP:Iteration 2F (20.272427 sec): 3 clusters Score: Raw -13969.539484 + Penalty 416.758976 = -13552.780508 nChanged 14 SP:Iteration 3F (20.272888 sec): 3 clusters Score: Raw -13981.329941 + Penalty 416.622297 = -13564.707644 nChanged 8 SP:Iteration 4F (20.273348 sec): 3 clusters Score: Raw -13985.615172 + Penalty 416.255294 = -13569.359878 nChanged 1 SP:Iteration 5Q (20.273809 sec): 3 clusters Score: Raw -13985.926792 + Penalty 417.538362 = -13568.388430 nChanged 2 SP:Iteration 6F (20.274289 sec): 3 clusters Score: Raw -13987.354192 + Penalty 418.224259 = -13569.129933 nChanged 3 SP:Iteration 7Q (20.274757 sec): 3 clusters Score: Raw -13988.291953 + Penalty 418.224259 = -13570.067694 nChanged 0 SP:Iteration 8F (20.275224 sec): 3 clusters Score: Raw -13988.291953 + Penalty 418.224259 = -13570.067694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.278153 sec): 2 clusters Score: Raw -3003.598781 + Penalty 22.668375 = -2980.930406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.278389 sec): 3 clusters Score: Raw -2991.682149 + Penalty 44.504897 = -2947.177252 nChanged 14 SP:Iteration 1F (20.278617 sec): 3 clusters Score: Raw -3014.767910 + Penalty 44.504897 = -2970.263013 nChanged 2 SP:Iteration 2F (20.278839 sec): 3 clusters Score: Raw -3016.633685 + Penalty 44.579417 = -2972.054268 nChanged 1 SP:Iteration 3Q (20.279057 sec): 3 clusters Score: Raw -3017.655941 + Penalty 44.755469 = -2972.900472 nChanged 2 SP:Iteration 4F (20.279276 sec): 3 clusters Score: Raw -3019.807304 + Penalty 44.755469 = -2975.051835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.280197 sec): 2 clusters Score: Raw -2171.059161 + Penalty 143.391610 = -2027.667552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.280451 sec): 3 clusters Score: Raw -2166.443401 + Penalty 299.313211 = -1867.130190 nChanged 3 SP:Iteration 1F (20.280700 sec): 3 clusters Score: Raw -2169.290586 + Penalty 299.313211 = -1869.977375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.281444 sec): 2 clusters Score: Raw -256.480269 + Penalty 21.972246 = -234.508023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.281663 sec): 3 clusters Score: Raw -262.376186 + Penalty 35.704899 = -226.671286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.282612 sec): 2 clusters Score: Raw -7935.423195 + Penalty 519.256815 = -7416.166380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.282962 sec): 3 clusters Score: Raw -7947.017438 + Penalty 1037.739264 = -6909.278174 nChanged 4 SP:Iteration 1F (20.283306 sec): 3 clusters Score: Raw -7956.186022 + Penalty 1037.739264 = -6918.446757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.284378 sec): 2 clusters Score: Raw -11496.782478 + Penalty 475.761200 = -11021.021279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.284793 sec): 3 clusters Score: Raw -11473.724888 + Penalty 946.528964 = -10527.195924 nChanged 12 SP:Iteration 1F (20.285202 sec): 3 clusters Score: Raw -11492.009862 + Penalty 948.001550 = -10544.008312 nChanged 3 SP:Iteration 2Q (20.285605 sec): 3 clusters Score: Raw -11496.404802 + Penalty 947.408010 = -10548.996792 nChanged 2 SP:Iteration 3Q (20.286009 sec): 3 clusters Score: Raw -11499.785659 + Penalty 948.968278 = -10550.817381 nChanged 1 SP:Iteration 4Q (20.286412 sec): 3 clusters Score: Raw -11501.172579 + Penalty 948.968278 = -10552.204302 nChanged 0 SP:Iteration 5F (20.286821 sec): 3 clusters Score: Raw -11501.172579 + Penalty 948.968278 = -10552.204302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.287726 sec): 2 clusters Score: Raw -4792.039285 + Penalty 346.050672 = -4445.988612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.288026 sec): 3 clusters Score: Raw -4772.896180 + Penalty 709.925996 = -4062.970184 nChanged 7 SP:Iteration 1F (20.288317 sec): 3 clusters Score: Raw -4785.467790 + Penalty 734.958171 = -4050.509619 nChanged 5 SP:Iteration 2F (20.288610 sec): 3 clusters Score: Raw -4794.058506 + Penalty 762.523708 = -4031.534798 nChanged 2 SP:Iteration 3F (20.288901 sec): 3 clusters Score: Raw -4797.940094 + Penalty 762.523708 = -4035.416387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.289853 sec): 2 clusters Score: Raw -6947.910630 + Penalty 222.966297 = -6724.944333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.290205 sec): 3 clusters Score: Raw -6925.032502 + Penalty 460.077254 = -6464.955248 nChanged 17 SP:Iteration 1F (20.290545 sec): 3 clusters Score: Raw -6945.633052 + Penalty 465.222472 = -6480.410580 nChanged 2 SP:Iteration 2Q (20.290883 sec): 3 clusters Score: Raw -6951.779823 + Penalty 466.224881 = -6485.554941 nChanged 2 SP:Iteration 3Q (20.291220 sec): 3 clusters Score: Raw -6957.658453 + Penalty 471.347800 = -6486.310653 nChanged 1 SP:Iteration 4Q (20.291554 sec): 3 clusters Score: Raw -6958.832225 + Penalty 471.347800 = -6487.484425 nChanged 0 SP:Iteration 5F (20.291892 sec): 3 clusters Score: Raw -6958.832225 + Penalty 471.347800 = -6487.484425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.292769 sec): 2 clusters Score: Raw -4628.398521 + Penalty 497.391116 = -4131.007404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.293059 sec): 3 clusters Score: Raw -4631.217467 + Penalty 995.270665 = -3635.946802 nChanged 1 SP:Iteration 1Q (20.293339 sec): 3 clusters Score: Raw -4633.616584 + Penalty 995.435283 = -3638.181301 nChanged 1 SP:Iteration 2Q (20.293618 sec): 3 clusters Score: Raw -4635.856696 + Penalty 995.435283 = -3640.421412 nChanged 0 SP:Iteration 3F (20.293925 sec): 3 clusters Score: Raw -4635.856696 + Penalty 995.435283 = -3640.421412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.294882 sec): 2 clusters Score: Raw -2448.376114 + Penalty 527.688227 = -1920.687887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.295250 sec): 3 clusters Score: Raw -2766.977995 + Penalty 1065.517258 = -1701.460737 nChanged 10 SP:Iteration 1F (20.295614 sec): 3 clusters Score: Raw -2813.293054 + Penalty 1071.223855 = -1742.069200 nChanged 1 SP:Iteration 2Q (20.295945 sec): 3 clusters Score: Raw -2814.584021 + Penalty 1071.223855 = -1743.360167 nChanged 0 SP:Iteration 3F (20.296306 sec): 3 clusters Score: Raw -2814.584021 + Penalty 1071.223855 = -1743.360167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.297106 sec): 2 clusters Score: Raw -1491.156536 + Penalty 255.213966 = -1235.942570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.297343 sec): 3 clusters Score: Raw -1498.911636 + Penalty 509.747585 = -989.164051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.298588 sec): 2 clusters Score: Raw -19367.577942 + Penalty 429.790880 = -18937.787062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.299147 sec): 3 clusters Score: Raw -19321.346948 + Penalty 858.806808 = -18462.540140 nChanged 43 SP:Iteration 1F (20.299695 sec): 3 clusters Score: Raw -19381.397137 + Penalty 858.493514 = -18522.903623 nChanged 7 SP:Iteration 2Q (20.300289 sec): 3 clusters Score: Raw -19392.785854 + Penalty 859.096358 = -18533.689496 nChanged 6 SP:Iteration 3Q (20.300840 sec): 3 clusters Score: Raw -19402.871674 + Penalty 859.388044 = -18543.483631 nChanged 1 SP:Iteration 4Q (20.301385 sec): 3 clusters Score: Raw -19404.714884 + Penalty 859.636486 = -18545.078397 nChanged 2 SP:Iteration 5Q (20.301929 sec): 3 clusters Score: Raw -19410.566945 + Penalty 859.568238 = -18550.998707 nChanged 1 SP:Iteration 6Q (20.302471 sec): 3 clusters Score: Raw -19411.560938 + Penalty 859.729632 = -18551.831306 nChanged 1 SP:Iteration 7Q (20.303015 sec): 3 clusters Score: Raw -19414.000032 + Penalty 859.560516 = -18554.439516 nChanged 1 SP:Iteration 8Q (20.303561 sec): 3 clusters Score: Raw -19416.335656 + Penalty 859.560516 = -18556.775140 nChanged 0 SP:Iteration 9F (20.304117 sec): 3 clusters Score: Raw -19416.335656 + Penalty 859.560516 = -18556.775140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.304966 sec): 2 clusters Score: Raw -90.761988 + Penalty 0.000000 = -90.761988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.305152 sec): 2 clusters Score: Raw -90.761988 + Penalty 0.000000 = -90.761988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.305954 sec): 2 clusters Score: Raw -2005.928328 + Penalty 206.863304 = -1799.065025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.306200 sec): 3 clusters Score: Raw -1994.749793 + Penalty 437.375361 = -1557.374432 nChanged 2 SP:Iteration 1F (20.306442 sec): 3 clusters Score: Raw -1997.752674 + Penalty 438.290516 = -1559.462159 nChanged 2 SP:Iteration 2F (20.306684 sec): 3 clusters Score: Raw -1998.462063 + Penalty 461.952770 = -1536.509292 nChanged 1 SP:Iteration 3F (20.306924 sec): 3 clusters Score: Raw -1998.736814 + Penalty 413.842650 = -1584.894164 nChanged 1 SP:Iteration 4Q (20.307152 sec): 3 clusters Score: Raw -1998.636423 + Penalty 413.842650 = -1584.793773 nChanged 0 SP:Iteration 5F (20.307410 sec): 3 clusters Score: Raw -1998.636423 + Penalty 413.842650 = -1584.793773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.308650 sec): 2 clusters Score: Raw -18388.312800 + Penalty 367.255104 = -18021.057696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.309199 sec): 3 clusters Score: Raw -18310.240097 + Penalty 735.411883 = -17574.828214 nChanged 47 SP:Iteration 1F (20.309732 sec): 3 clusters Score: Raw -18347.869478 + Penalty 734.270285 = -17613.599193 nChanged 9 SP:Iteration 2Q (20.310279 sec): 3 clusters Score: Raw -18356.092714 + Penalty 734.321249 = -17621.771465 nChanged 6 SP:Iteration 3Q (20.310802 sec): 3 clusters Score: Raw -18364.565364 + Penalty 735.104835 = -17629.460529 nChanged 7 SP:Iteration 4Q (20.311344 sec): 3 clusters Score: Raw -18371.839080 + Penalty 738.313038 = -17633.526043 nChanged 7 SP:Iteration 5Q (20.311865 sec): 3 clusters Score: Raw -18376.099034 + Penalty 738.927926 = -17637.171108 nChanged 1 SP:Iteration 6Q (20.312424 sec): 3 clusters Score: Raw -18376.073714 + Penalty 738.927926 = -17637.145788 nChanged 0 SP:Iteration 7F (20.312962 sec): 3 clusters Score: Raw -18376.073714 + Penalty 738.927926 = -17637.145788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.313832 sec): 2 clusters Score: Raw -1497.696369 + Penalty 345.924137 = -1151.772231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.314072 sec): 3 clusters Score: Raw -1481.004506 + Penalty 687.052454 = -793.952052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.314861 sec): 2 clusters Score: Raw -1124.919527 + Penalty 233.187555 = -891.731972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.315092 sec): 3 clusters Score: Raw -1108.206579 + Penalty 463.353954 = -644.852625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.316035 sec): 2 clusters Score: Raw -7473.624083 + Penalty 428.115990 = -7045.508093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.316384 sec): 3 clusters Score: Raw -7447.895956 + Penalty 855.545421 = -6592.350535 nChanged 6 SP:Iteration 1F (20.316727 sec): 3 clusters Score: Raw -7461.138702 + Penalty 854.711268 = -6606.427434 nChanged 6 SP:Iteration 2F (20.317065 sec): 3 clusters Score: Raw -7472.263287 + Penalty 854.711268 = -6617.552019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.317848 sec): 2 clusters Score: Raw -902.603113 + Penalty 201.647925 = -700.955187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.318074 sec): 3 clusters Score: Raw -892.451813 + Penalty 397.161373 = -495.290440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.318827 sec): 2 clusters Score: Raw -407.169255 + Penalty 154.631714 = -252.537541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.319042 sec): 3 clusters Score: Raw -394.545273 + Penalty 309.263428 = -85.281845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.319941 sec): 2 clusters Score: Raw -5917.842806 + Penalty 410.594832 = -5507.247974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.320266 sec): 3 clusters Score: Raw -5933.254322 + Penalty 819.565399 = -5113.688924 nChanged 5 SP:Iteration 1F (20.320610 sec): 3 clusters Score: Raw -5951.401369 + Penalty 823.199946 = -5128.201423 nChanged 2 SP:Iteration 2Q (20.320921 sec): 3 clusters Score: Raw -5958.199119 + Penalty 823.199946 = -5134.999172 nChanged 0 SP:Iteration 3F (20.321239 sec): 3 clusters Score: Raw -5958.199119 + Penalty 823.199946 = -5134.999172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.322088 sec): 2 clusters Score: Raw -3532.543927 + Penalty 433.377631 = -3099.166296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.322358 sec): 3 clusters Score: Raw -3528.408552 + Penalty 862.665797 = -2665.742756 nChanged 1 SP:Iteration 1Q (20.322621 sec): 3 clusters Score: Raw -3530.784509 + Penalty 860.949561 = -2669.834948 nChanged 1 SP:Iteration 2Q (20.322883 sec): 3 clusters Score: Raw -3531.344566 + Penalty 860.949561 = -2670.395005 nChanged 0 SP:Iteration 3F (20.323148 sec): 3 clusters Score: Raw -3531.344566 + Penalty 860.949561 = -2670.395005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.323890 sec): 2 clusters Score: Raw -88.492195 + Penalty 0.000000 = -88.492195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.324077 sec): 2 clusters Score: Raw -88.492195 + Penalty 0.000000 = -88.492195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.324831 sec): 2 clusters Score: Raw -527.545797 + Penalty 194.213469 = -333.332327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.325051 sec): 3 clusters Score: Raw -510.281941 + Penalty 390.301222 = -119.980719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.325902 sec): 2 clusters Score: Raw -4436.895544 + Penalty 515.379266 = -3921.516278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.326189 sec): 3 clusters Score: Raw -4458.993560 + Penalty 1030.136103 = -3428.857458 nChanged 1 SP:Iteration 1Q (20.326461 sec): 3 clusters Score: Raw -4461.853205 + Penalty 1030.136103 = -3431.717102 nChanged 0 SP:Iteration 2F (20.326741 sec): 3 clusters Score: Raw -4461.853205 + Penalty 1030.136103 = -3431.717102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.327512 sec): 2 clusters Score: Raw -523.810172 + Penalty 178.945486 = -344.864686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.327730 sec): 3 clusters Score: Raw -506.324522 + Penalty 359.597143 = -146.727379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.328505 sec): 2 clusters Score: Raw -1267.781907 + Penalty 292.213407 = -975.568500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.328739 sec): 3 clusters Score: Raw -1246.976765 + Penalty 580.244308 = -666.732457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.329495 sec): 2 clusters Score: Raw -723.033808 + Penalty 208.984846 = -514.048963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.329717 sec): 3 clusters Score: Raw -708.690085 + Penalty 433.561663 = -275.128422 nChanged 1 SP:Iteration 1F (20.329937 sec): 3 clusters Score: Raw -713.477585 + Penalty 208.984846 = -504.492740 nChanged 1 SP:Iteration 2F (20.330136 sec): 2 clusters Score: Raw -723.033808 + Penalty 208.984846 = -514.048963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.330956 sec): 2 clusters Score: Raw -2462.010325 + Penalty 336.328972 = -2125.681353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.331211 sec): 3 clusters Score: Raw -2461.137852 + Penalty 661.921016 = -1799.216836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.331978 sec): 2 clusters Score: Raw -829.940000 + Penalty 237.955073 = -591.984928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.332203 sec): 3 clusters Score: Raw -818.282423 + Penalty 481.938598 = -336.343825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.332951 sec): 2 clusters Score: Raw -268.937682 + Penalty 63.170207 = -205.767475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.333152 sec): 3 clusters Score: Raw -269.999258 + Penalty 184.017558 = -85.981700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.333885 sec): 2 clusters Score: Raw -90.619635 + Penalty 0.000000 = -90.619635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.334071 sec): 2 clusters Score: Raw -90.619635 + Penalty 0.000000 = -90.619635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.335462 sec): 2 clusters Score: Raw -22685.940573 + Penalty 148.955187 = -22536.985386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.336138 sec): 3 clusters Score: Raw -22544.896103 + Penalty 296.529990 = -22248.366112 nChanged 91 SP:Iteration 1F (20.336797 sec): 3 clusters Score: Raw -22598.729489 + Penalty 294.944176 = -22303.785314 nChanged 22 SP:Iteration 2F (20.337449 sec): 3 clusters Score: Raw -22608.136448 + Penalty 292.198001 = -22315.938447 nChanged 11 SP:Iteration 3Q (20.338100 sec): 3 clusters Score: Raw -22613.279077 + Penalty 289.386856 = -22323.892221 nChanged 10 SP:Iteration 4Q (20.338750 sec): 3 clusters Score: Raw -22616.967114 + Penalty 285.416904 = -22331.550210 nChanged 11 SP:Iteration 5Q (20.339400 sec): 3 clusters Score: Raw -22622.625097 + Penalty 279.519495 = -22343.105602 nChanged 17 SP:Iteration 6F (20.340035 sec): 3 clusters Score: Raw -22638.504489 + Penalty 277.199821 = -22361.304668 nChanged 21 SP:Iteration 7F (20.340665 sec): 3 clusters Score: Raw -22658.216800 + Penalty 284.162867 = -22374.053933 nChanged 14 SP:Iteration 8F (20.341295 sec): 3 clusters Score: Raw -22669.909743 + Penalty 288.343656 = -22381.566086 nChanged 10 SP:Iteration 9Q (20.341919 sec): 3 clusters Score: Raw -22681.497691 + Penalty 303.092399 = -22378.405293 nChanged 6 SP:Iteration 10F (20.342549 sec): 3 clusters Score: Raw -22687.694914 + Penalty 314.167684 = -22373.527231 nChanged 2 SP:Iteration 11F (20.343179 sec): 3 clusters Score: Raw -22688.981751 + Penalty 322.517239 = -22366.464512 nChanged 1 SP:Iteration 12F (20.343808 sec): 3 clusters Score: Raw -22690.031954 + Penalty 338.128516 = -22351.903438 nChanged 2 SP:Iteration 13F (20.344437 sec): 3 clusters Score: Raw -22690.665152 + Penalty 338.128516 = -22352.536636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.345464 sec): 2 clusters Score: Raw -5263.356375 + Penalty 422.307083 = -4841.049291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.345774 sec): 3 clusters Score: Raw -5262.907705 + Penalty 845.782530 = -4417.125175 nChanged 2 SP:Iteration 1Q (20.346113 sec): 3 clusters Score: Raw -5271.061834 + Penalty 845.782530 = -4425.279304 nChanged 0 SP:Iteration 2F (20.346417 sec): 3 clusters Score: Raw -5271.061834 + Penalty 845.782530 = -4425.279304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.347251 sec): 2 clusters Score: Raw -2566.950530 + Penalty 324.216617 = -2242.733913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.347510 sec): 3 clusters Score: Raw -2571.600040 + Penalty 630.888040 = -1940.712000 nChanged 1 SP:Iteration 1Q (20.347758 sec): 3 clusters Score: Raw -2572.766228 + Penalty 622.389676 = -1950.376552 nChanged 1 SP:Iteration 2Q (20.348008 sec): 3 clusters Score: Raw -2573.552055 + Penalty 622.389676 = -1951.162380 nChanged 0 SP:Iteration 3F (20.348258 sec): 3 clusters Score: Raw -2573.552055 + Penalty 622.389676 = -1951.162380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.349451 sec): 2 clusters Score: Raw -16342.225126 + Penalty 391.608499 = -15950.616627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.349959 sec): 3 clusters Score: Raw -16259.559027 + Penalty 782.663405 = -15476.895622 nChanged 44 SP:Iteration 1F (20.350457 sec): 3 clusters Score: Raw -16284.717504 + Penalty 781.686726 = -15503.030778 nChanged 15 SP:Iteration 2F (20.350954 sec): 3 clusters Score: Raw -16296.572151 + Penalty 781.449529 = -15515.122622 nChanged 13 SP:Iteration 3F (20.351452 sec): 3 clusters Score: Raw -16314.508725 + Penalty 783.786573 = -15530.722152 nChanged 9 SP:Iteration 4F (20.351963 sec): 3 clusters Score: Raw -16333.828756 + Penalty 786.422827 = -15547.405929 nChanged 4 SP:Iteration 5Q (20.352471 sec): 3 clusters Score: Raw -16337.009506 + Penalty 786.890751 = -15550.118756 nChanged 1 SP:Iteration 6Q (20.352985 sec): 3 clusters Score: Raw -16338.530364 + Penalty 786.890751 = -15551.639613 nChanged 0 SP:Iteration 7F (20.353503 sec): 3 clusters Score: Raw -16338.530364 + Penalty 786.890751 = -15551.639613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.354380 sec): 2 clusters Score: Raw -508.578195 + Penalty 168.746410 = -339.831785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.354597 sec): 3 clusters Score: Raw -496.762752 + Penalty 328.641617 = -168.121135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.355382 sec): 2 clusters Score: Raw -1507.758134 + Penalty 322.925951 = -1184.832183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.355618 sec): 3 clusters Score: Raw -1489.563576 + Penalty 657.221185 = -832.342390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.357074 sec): 2 clusters Score: Raw -15489.014037 + Penalty 423.677948 = -15065.336090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.357579 sec): 3 clusters Score: Raw -15429.444577 + Penalty 855.807665 = -14573.636912 nChanged 32 SP:Iteration 1F (20.358064 sec): 3 clusters Score: Raw -15468.956384 + Penalty 855.853040 = -14613.103344 nChanged 10 SP:Iteration 2F (20.358540 sec): 3 clusters Score: Raw -15487.938166 + Penalty 853.686636 = -14634.251530 nChanged 3 SP:Iteration 3Q (20.359016 sec): 3 clusters Score: Raw -15491.019549 + Penalty 853.686636 = -14637.332912 nChanged 0 SP:Iteration 4F (20.359490 sec): 3 clusters Score: Raw -15491.019549 + Penalty 853.686636 = -14637.332912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.360508 sec): 2 clusters Score: Raw -2173.506752 + Penalty 442.988958 = -1730.517794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.360763 sec): 3 clusters Score: Raw -2248.610096 + Penalty 881.874043 = -1366.736053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.361564 sec): 2 clusters Score: Raw -1267.378538 + Penalty 280.418564 = -986.959973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.361798 sec): 3 clusters Score: Raw -1248.965531 + Penalty 560.837129 = -688.128402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.362590 sec): 2 clusters Score: Raw -1091.229317 + Penalty 204.046816 = -887.182501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.362820 sec): 3 clusters Score: Raw -1082.530639 + Penalty 403.426264 = -679.104375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.363559 sec): 2 clusters Score: Raw -91.066594 + Penalty 0.000000 = -91.066594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.363746 sec): 2 clusters Score: Raw -91.066594 + Penalty 0.000000 = -91.066594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.364500 sec): 2 clusters Score: Raw -495.414191 + Penalty 157.020109 = -338.394082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.364715 sec): 3 clusters Score: Raw -486.479484 + Penalty 306.391772 = -180.087712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.365495 sec): 2 clusters Score: Raw -967.939341 + Penalty 183.343490 = -784.595851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.365723 sec): 3 clusters Score: Raw -965.982901 + Penalty 349.111665 = -616.871236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.366635 sec): 2 clusters Score: Raw -5451.095879 + Penalty 410.470696 = -5040.625183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.366944 sec): 3 clusters Score: Raw -5448.478958 + Penalty 818.814956 = -4629.664002 nChanged 6 SP:Iteration 1F (20.367247 sec): 3 clusters Score: Raw -5464.162204 + Penalty 819.531849 = -4644.630354 nChanged 1 SP:Iteration 2Q (20.367543 sec): 3 clusters Score: Raw -5467.211631 + Penalty 819.531849 = -4647.679782 nChanged 0 SP:Iteration 3F (20.367844 sec): 3 clusters Score: Raw -5467.211631 + Penalty 819.531849 = -4647.679782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.368623 sec): 2 clusters Score: Raw -188.293544 + Penalty 56.231289 = -132.062255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.368817 sec): 2 clusters Score: Raw -188.293544 + Penalty 56.231289 = -132.062255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.369566 sec): 2 clusters Score: Raw -294.132252 + Penalty 147.576095 = -146.556157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.369778 sec): 3 clusters Score: Raw -293.471147 + Penalty 296.743922 = 3.272775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.370591 sec): 2 clusters Score: Raw -1828.153251 + Penalty 317.269069 = -1510.884182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.370835 sec): 3 clusters Score: Raw -1830.311818 + Penalty 634.538138 = -1195.773680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.371634 sec): 2 clusters Score: Raw -1928.524051 + Penalty 286.840248 = -1641.683803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.371877 sec): 3 clusters Score: Raw -1920.354814 + Penalty 577.429523 = -1342.925291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.372656 sec): 2 clusters Score: Raw -1332.351030 + Penalty 273.527835 = -1058.823194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.372891 sec): 3 clusters Score: Raw -1337.855422 + Penalty 543.840798 = -794.014625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.373656 sec): 2 clusters Score: Raw -998.447038 + Penalty 240.343105 = -758.103933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.373884 sec): 3 clusters Score: Raw -991.777643 + Penalty 490.855640 = -500.922003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.374636 sec): 2 clusters Score: Raw -477.722935 + Penalty 215.921872 = -261.801062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.374855 sec): 3 clusters Score: Raw -492.716875 + Penalty 433.858070 = -58.858806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.375603 sec): 2 clusters Score: Raw -300.662164 + Penalty 127.435809 = -173.226355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.375815 sec): 3 clusters Score: Raw -289.869258 + Penalty 280.415961 = -9.453296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.376562 sec): 2 clusters Score: Raw -192.994182 + Penalty 74.895714 = -118.098468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.376757 sec): 2 clusters Score: Raw -192.994182 + Penalty 74.895714 = -118.098468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.377494 sec): 2 clusters Score: Raw -88.182934 + Penalty 0.000000 = -88.182934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.377679 sec): 2 clusters Score: Raw -88.182934 + Penalty 0.000000 = -88.182934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.378436 sec): 2 clusters Score: Raw -834.216477 + Penalty 261.605484 = -572.610993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.378661 sec): 3 clusters Score: Raw -823.496123 + Penalty 529.058193 = -294.437929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.379396 sec): 2 clusters Score: Raw -90.579332 + Penalty 0.000000 = -90.579332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.379584 sec): 2 clusters Score: Raw -90.579332 + Penalty 0.000000 = -90.579332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.380344 sec): 2 clusters Score: Raw -93.914379 + Penalty 0.000000 = -93.914379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.380536 sec): 2 clusters Score: Raw -93.914379 + Penalty 0.000000 = -93.914379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.381275 sec): 2 clusters Score: Raw -255.256726 + Penalty 18.968925 = -236.287801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.381462 sec): 2 clusters Score: Raw -255.256726 + Penalty 18.968925 = -236.287801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.382239 sec): 2 clusters Score: Raw -1553.068919 + Penalty 281.868109 = -1271.200810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.382477 sec): 3 clusters Score: Raw -1538.932454 + Penalty 563.847262 = -975.085192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.383243 sec): 2 clusters Score: Raw -1029.384146 + Penalty 225.660306 = -803.723839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.383470 sec): 3 clusters Score: Raw -1013.391704 + Penalty 473.182547 = -540.209157 nChanged 1 SP:Iteration 1F (20.383693 sec): 3 clusters Score: Raw -1016.182650 + Penalty 473.182547 = -543.000103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.384444 sec): 2 clusters Score: Raw -352.572383 + Penalty 97.753078 = -254.819305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.384653 sec): 3 clusters Score: Raw -362.631459 + Penalty 166.702406 = -195.929052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.385441 sec): 2 clusters Score: Raw -1925.355230 + Penalty 366.147328 = -1559.207902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.385684 sec): 3 clusters Score: Raw -1921.342756 + Penalty 737.806357 = -1183.536399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.386435 sec): 2 clusters Score: Raw -412.660308 + Penalty 168.110382 = -244.549926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.386649 sec): 3 clusters Score: Raw -400.328695 + Penalty 357.721677 = -42.607018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.387402 sec): 2 clusters Score: Raw -373.098526 + Penalty 129.438252 = -243.660275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.387615 sec): 3 clusters Score: Raw -381.328983 + Penalty 258.876503 = -122.452480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.388352 sec): 2 clusters Score: Raw -95.533327 + Penalty 0.000000 = -95.533327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.388545 sec): 2 clusters Score: Raw -95.533327 + Penalty 0.000000 = -95.533327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.389285 sec): 2 clusters Score: Raw -199.519073 + Penalty 80.395279 = -119.123794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.389496 sec): 2 clusters Score: Raw -199.519073 + Penalty 80.395279 = -119.123794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.390253 sec): 2 clusters Score: Raw -518.681235 + Penalty 185.203172 = -333.478063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.390471 sec): 3 clusters Score: Raw -501.782765 + Penalty 379.405965 = -122.376800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.391212 sec): 2 clusters Score: Raw -90.589494 + Penalty 0.000000 = -90.589494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.391402 sec): 2 clusters Score: Raw -90.589494 + Penalty 0.000000 = -90.589494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.392136 sec): 2 clusters Score: Raw -91.463757 + Penalty 0.000000 = -91.463757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.392322 sec): 2 clusters Score: Raw -91.463757 + Penalty 0.000000 = -91.463757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.393115 sec): 2 clusters Score: Raw -2072.280018 + Penalty 299.254191 = -1773.025827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.393363 sec): 3 clusters Score: Raw -2059.452106 + Penalty 594.498553 = -1464.953553 nChanged 1 SP:Iteration 1Q (20.393605 sec): 3 clusters Score: Raw -2061.049215 + Penalty 594.498553 = -1466.550662 nChanged 0 SP:Iteration 2F (20.393847 sec): 3 clusters Score: Raw -2061.049215 + Penalty 594.498553 = -1466.550662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.394594 sec): 2 clusters Score: Raw -298.687896 + Penalty 137.746416 = -160.941481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.394791 sec): 2 clusters Score: Raw -298.687896 + Penalty 137.746416 = -160.941481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.395546 sec): 2 clusters Score: Raw -731.202967 + Penalty 214.370325 = -516.832641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.395768 sec): 3 clusters Score: Raw -713.002695 + Penalty 437.459698 = -275.542997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.396507 sec): 2 clusters Score: Raw -288.204058 + Penalty 74.705636 = -213.498422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.396706 sec): 3 clusters Score: Raw -281.976880 + Penalty 149.411271 = -132.565608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.397439 sec): 2 clusters Score: Raw -255.738563 + Penalty 5.782426 = -249.956136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.397623 sec): 2 clusters Score: Raw -255.738563 + Penalty 5.782426 = -249.956136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.398447 sec): 2 clusters Score: Raw -2890.705647 + Penalty 34.049411 = -2856.656236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.398702 sec): 3 clusters Score: Raw -2884.586608 + Penalty 69.636180 = -2814.950428 nChanged 16 SP:Iteration 1F (20.398951 sec): 3 clusters Score: Raw -2890.709557 + Penalty 69.636180 = -2821.073377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.399741 sec): 2 clusters Score: Raw -609.280739 + Penalty 196.381218 = -412.899521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.399965 sec): 3 clusters Score: Raw -601.006922 + Penalty 407.008211 = -193.998710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.400717 sec): 2 clusters Score: Raw -84.056545 + Penalty 0.000000 = -84.056545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.400905 sec): 2 clusters Score: Raw -84.056545 + Penalty 0.000000 = -84.056545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.401641 sec): 2 clusters Score: Raw -93.910921 + Penalty 0.000000 = -93.910921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.401829 sec): 2 clusters Score: Raw -93.910921 + Penalty 0.000000 = -93.910921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.402578 sec): 2 clusters Score: Raw -515.673211 + Penalty 188.125910 = -327.547302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.402796 sec): 3 clusters Score: Raw -510.079384 + Penalty 188.125910 = -321.953474 nChanged 1 SP:Iteration 1F (20.402993 sec): 2 clusters Score: Raw -515.673211 + Penalty 188.125910 = -327.547302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.403728 sec): 2 clusters Score: Raw -92.760749 + Penalty 0.000000 = -92.760749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.403916 sec): 2 clusters Score: Raw -92.760749 + Penalty 0.000000 = -92.760749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.404705 sec): 2 clusters Score: Raw -1372.603340 + Penalty 286.118337 = -1086.485002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.404940 sec): 3 clusters Score: Raw -1362.068821 + Penalty 579.249026 = -782.819795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.405713 sec): 2 clusters Score: Raw -1019.613580 + Penalty 278.116909 = -741.496671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.405941 sec): 3 clusters Score: Raw -1011.575819 + Penalty 562.105784 = -449.470035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.406682 sec): 2 clusters Score: Raw -94.490442 + Penalty 0.000000 = -94.490442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.406875 sec): 2 clusters Score: Raw -94.490442 + Penalty 0.000000 = -94.490442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.407612 sec): 2 clusters Score: Raw -252.298738 + Penalty 8.788898 = -243.509840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.407803 sec): 3 clusters Score: Raw -256.270486 + Penalty 15.929878 = -240.340608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.408536 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.408744 sec): 3 clusters Score: Raw -255.429987 + Penalty 11.990349 = -243.439638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.409484 sec): 2 clusters Score: Raw -94.531019 + Penalty 0.000000 = -94.531019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.409677 sec): 2 clusters Score: Raw -94.531019 + Penalty 0.000000 = -94.531019 nChanged 0 Deleting Class 92 (21 points): Lose 210.453586 but Gain 1505.219957 Iteration 20F (21.998269 sec): 113 clusters Score: Raw -2815378.446352 + Penalty 95836.093961 = -2719542.352391 nChanged 614 Deleting Class 46 (14 points): Lose 78.764946 but Gain 1355.995624 Iteration 21Q (22.194642 sec): 112 clusters Score: Raw -2815547.614103 + Penalty 94614.088966 = -2720933.525138 nChanged 281 Deleting Class 162 (4 points): Lose 20.631912 but Gain 1293.461126 Iteration 22Q (22.369975 sec): 111 clusters Score: Raw -2815620.777252 + Penalty 93340.146970 = -2722280.630282 nChanged 187 Deleting Class 149 (5 points): Lose 29.100576 but Gain 1295.949882 Iteration 23Q (22.539026 sec): 110 clusters Score: Raw -2815651.006526 + Penalty 92038.586061 = -2723612.420465 nChanged 156 Deleting Class 3 (2 points): Lose 3.073351 but Gain 1247.644517 Iteration 24Q (22.706744 sec): 109 clusters Score: Raw -2815697.850553 + Penalty 90777.657178 = -2724920.193374 nChanged 143 Deleting Class 128 (9 points): Lose 48.125753 but Gain 1290.620263 Iteration 25Q (22.872503 sec): 108 clusters Score: Raw -2815680.650408 + Penalty 88696.168292 = -2726984.482116 nChanged 110 Deleting Class 146 (18 points): Lose 76.730979 but Gain 1310.474003 Iteration 26Q (23.034803 sec): 106 clusters Score: Raw -2815647.556359 + Penalty 87439.232218 = -2728208.324142 nChanged 102 Deleting Class 216 (12 points): Lose 106.799817 but Gain 1340.349985 Iteration 27Q (23.196382 sec): 105 clusters Score: Raw -2815594.108822 + Penalty 86143.361824 = -2729450.746998 nChanged 76 Deleting Class 58 (5 points): Lose 15.969521 but Gain 1248.335624 Iteration 28Q (23.356132 sec): 104 clusters Score: Raw -2815657.215291 + Penalty 84899.149233 = -2730758.066058 nChanged 53 Deleting Class 36 (42 points): Lose 160.275923 but Gain 1373.406907 Iteration 29Q (23.513362 sec): 103 clusters Score: Raw -2815515.479044 + Penalty 83629.612794 = -2731885.866250 nChanged 87 Deleting Class 157 (1 points): Lose 94.702412 but Gain 1300.829671 Iteration 30F (24.928609 sec): 102 clusters Score: Raw -2815523.778054 + Penalty 82359.107610 = -2733164.670444 nChanged 42 Deleting Class 86 (14 points): Lose 60.712114 but Gain 1265.844527 Iteration 31Q (25.085450 sec): 101 clusters Score: Raw -2815484.615665 + Penalty 81113.949513 = -2734370.666152 nChanged 51 Deleting Class 59 (43 points): Lose 233.502549 but Gain 1429.227442 Iteration 32Q (25.241946 sec): 100 clusters Score: Raw -2815291.702391 + Penalty 79770.613481 = -2735521.088910 nChanged 71 Deleting Class 160 (2 points): Lose 4.449654 but Gain 1199.862095 Iteration 33Q (25.398282 sec): 99 clusters Score: Raw -2815401.594614 + Penalty 78572.594844 = -2736828.999769 nChanged 29 Deleting Class 122 (3 points): Lose 21.046952 but Gain 1199.977968 Iteration 34Q (25.552203 sec): 98 clusters Score: Raw -2815393.244434 + Penalty 77425.080718 = -2737968.163716 nChanged 26 Deleting Class 209 (6 points): Lose 25.317329 but Gain 1203.533951 Iteration 35Q (25.706163 sec): 97 clusters Score: Raw -2815390.370258 + Penalty 76253.693717 = -2739136.676541 nChanged 21 Deleting Class 65 (12 points): Lose 39.225054 but Gain 1216.511743 Iteration 36Q (25.859551 sec): 96 clusters Score: Raw -2815368.507338 + Penalty 75074.685422 = -2740293.821916 nChanged 20 Deleting Class 104 (3 points): Lose 215.007878 but Gain 1389.625604 Iteration 37Q (26.011091 sec): 95 clusters Score: Raw -2815177.147131 + Penalty 73730.533141 = -2741446.613990 nChanged 11 Deleting Class 55 (37 points): Lose 126.824415 but Gain 1283.006573 Iteration 38Q (26.161183 sec): 94 clusters Score: Raw -2815057.343942 + Penalty 72535.141596 = -2742522.202346 nChanged 43 Deleting Class 106 (25 points): Lose 132.148884 but Gain 1286.889694 Iteration 39Q (26.313557 sec): 93 clusters Score: Raw -2815004.829499 + Penalty 71396.239370 = -2743608.590129 nChanged 33 Deleting Class 52 (4 points): Lose 7.335771 but Gain 1153.903150 Iteration 40F (27.579598 sec): 92 clusters Score: Raw -2815069.861837 + Penalty 70273.576772 = -2744796.285065 nChanged 11 Deleting Class 71 (8 points): Lose 54.182001 but Gain 1183.789539 Iteration 41Q (27.730824 sec): 91 clusters Score: Raw -2815037.823735 + Penalty 69094.509994 = -2745943.313741 nChanged 9 Deleting Class 26 (57 points): Lose 171.901853 but Gain 1294.364000 Iteration 42Q (27.878505 sec): 90 clusters Score: Raw -2814886.140150 + Penalty 67961.688296 = -2746924.451854 nChanged 61 Deleting Class 64 (4 points): Lose 11.279398 but Gain 1131.342060 Iteration 43Q (28.029853 sec): 89 clusters Score: Raw -2814995.919244 + Penalty 66852.898063 = -2748143.021182 nChanged 21 Deleting Class 183 (9 points): Lose 38.467683 but Gain 1151.378452 Iteration 44Q (28.179092 sec): 88 clusters Score: Raw -2814979.891492 + Penalty 65708.941355 = -2749270.950137 nChanged 19 Deleting Class 182 (3 points): Lose 192.289242 but Gain 1297.066076 Iteration 45Q (28.327419 sec): 87 clusters Score: Raw -2814803.790039 + Penalty 64457.175782 = -2750346.614257 nChanged 16 Deleting Class 93 (24 points): Lose 115.997088 but Gain 1217.341829 Iteration 46Q (28.473805 sec): 86 clusters Score: Raw -2814722.212684 + Penalty 63312.729197 = -2751409.483488 nChanged 31 Deleting Class 197 (6 points): Lose 36.111920 but Gain 1133.826198 Iteration 47Q (28.623347 sec): 85 clusters Score: Raw -2814755.444183 + Penalty 62236.189619 = -2752519.254564 nChanged 15 Deleting Class 123 (2 points): Lose 26.720131 but Gain 1117.783644 Iteration 48Q (28.768674 sec): 84 clusters Score: Raw -2814760.078877 + Penalty 61158.275525 = -2753601.803352 nChanged 7 Deleting Class 66 (7 points): Lose 26.172409 but Gain 1111.010741 Iteration 49Q (28.913566 sec): 83 clusters Score: Raw -2814750.433146 + Penalty 60057.734130 = -2754692.699017 nChanged 9 Deleting Class 114 (5 points): Lose 313.605765 but Gain 1387.869577 Iteration 50F (30.039515 sec): 82 clusters Score: Raw -2814452.790450 + Penalty 58709.940019 = -2755742.850431 nChanged 10 Deleting Class 112 (8 points): Lose 11.688139 but Gain 1081.057648 Iteration 51Q (30.183213 sec): 81 clusters Score: Raw -2814476.013550 + Penalty 57639.176965 = -2756836.836585 nChanged 12 Deleting Class 85 (5 points): Lose 16.017956 but Gain 1084.642356 Iteration 52Q (30.327192 sec): 80 clusters Score: Raw -2814471.555723 + Penalty 56563.597337 = -2757907.958386 nChanged 8 Deleting Class 225 (1 points): Lose 16.838534 but Gain 1080.851917 Iteration 53Q (30.471336 sec): 79 clusters Score: Raw -2814463.808099 + Penalty 55507.774541 = -2758956.033559 nChanged 5 Deleting Class 136 (12 points): Lose 47.545140 but Gain 1104.592446 Iteration 54Q (30.615699 sec): 78 clusters Score: Raw -2814421.936551 + Penalty 54424.362322 = -2759997.574230 nChanged 14 Deleting Class 218 (1 points): Lose 92.957797 but Gain 1147.945838 Iteration 55Q (30.759919 sec): 77 clusters Score: Raw -2814347.798720 + Penalty 53258.212840 = -2761089.585879 nChanged 2 Deleting Class 109 (13 points): Lose 57.564007 but Gain 1103.186604 Iteration 56Q (30.903492 sec): 76 clusters Score: Raw -2814292.463052 + Penalty 52192.156785 = -2762100.306267 nChanged 18 Deleting Class 135 (15 points): Lose 48.511220 but Gain 1076.751480 Iteration 57Q (31.045092 sec): 75 clusters Score: Raw -2814270.025347 + Penalty 51124.255983 = -2763145.769364 nChanged 20 Deleting Class 70 (25 points): Lose 76.298277 but Gain 1098.250751 Iteration 58Q (31.185140 sec): 74 clusters Score: Raw -2814213.461406 + Penalty 50043.683419 = -2764169.777987 nChanged 29 Deleting Class 169 (25 points): Lose 90.310366 but Gain 1083.969332 Iteration 59Q (31.325975 sec): 73 clusters Score: Raw -2814169.225567 + Penalty 48988.953017 = -2765180.272550 nChanged 36 Deleting Class 83 (26 points): Lose 69.743387 but Gain 1049.716070 Iteration 60F (32.319401 sec): 72 clusters Score: Raw -2814147.045389 + Penalty 47954.400318 = -2766192.645071 nChanged 38 Deleting Class 47 (11 points): Lose 29.116720 but Gain 1006.007929 Iteration 61Q (32.458422 sec): 71 clusters Score: Raw -2814162.541527 + Penalty 46967.115302 = -2767195.426225 nChanged 26 Deleting Class 32 (90 points): Lose 293.285570 but Gain 1264.088523 Iteration 62Q (32.596915 sec): 70 clusters Score: Raw -2813888.104843 + Penalty 45831.882981 = -2768056.221862 nChanged 99 Deleting Class 108 (20 points): Lose 45.823870 but Gain 1013.914649 Iteration 63Q (32.738201 sec): 69 clusters Score: Raw -2814029.962873 + Penalty 44853.992192 = -2769175.970681 nChanged 51 Deleting Class 38 (17 points): Lose 69.692221 but Gain 1014.608311 Iteration 64Q (32.874677 sec): 68 clusters Score: Raw -2814011.103619 + Penalty 43932.450859 = -2770078.652760 nChanged 34 Deleting Class 101 (77 points): Lose 214.165459 but Gain 1148.910159 Iteration 65Q (33.010800 sec): 67 clusters Score: Raw -2813850.653815 + Penalty 42863.778586 = -2770986.875229 nChanged 98 Deleting Class 53 (59 points): Lose 330.788067 but Gain 1254.938815 Iteration 66Q (33.147585 sec): 66 clusters Score: Raw -2813651.092164 + Penalty 41813.352822 = -2771837.739343 nChanged 94 Deleting Class 97 (5 points): Lose 96.937926 but Gain 1009.269837 Iteration 67Q (33.285530 sec): 65 clusters Score: Raw -2813773.298230 + Penalty 40837.939411 = -2772935.358819 nChanged 50 Deleting Class 132 (1 points): Lose 70.620274 but Gain 946.049971 Iteration 68Q (33.420037 sec): 64 clusters Score: Raw -2813741.422320 + Penalty 39902.948346 = -2773838.473975 nChanged 28 Deleting Class 203 (1 points): Lose 80.800123 but Gain 944.666105 Iteration 69Q (33.553606 sec): 63 clusters Score: Raw -2813682.653006 + Penalty 38977.564037 = -2774705.088969 nChanged 18 Deleting Class 82 (69 points): Lose 386.590348 but Gain 1252.838626 Iteration 70F (34.405984 sec): 62 clusters Score: Raw -2813343.829947 + Penalty 38199.811334 = -2775144.018613 nChanged 84 Deleting Class 34 (86 points): Lose 196.958827 but Gain 1053.493875 Iteration 71Q (34.540224 sec): 61 clusters Score: Raw -2813363.457415 + Penalty 37269.657103 = -2776093.800312 nChanged 107 Deleting Class 94 (16 points): Lose 60.879361 but Gain 932.849210 Iteration 72Q (34.675719 sec): 60 clusters Score: Raw -2813427.872468 + Penalty 36375.546302 = -2777052.326166 nChanged 50 Deleting Class 50 (141 points): Lose 389.356459 but Gain 1203.038103 Iteration 73Q (34.810299 sec): 59 clusters Score: Raw -2813079.015900 + Penalty 35330.621796 = -2777748.394105 nChanged 170 Deleting Class 99 (14 points): Lose 107.681813 but Gain 908.748727 Iteration 74Q (34.944403 sec): 58 clusters Score: Raw -2813196.860502 + Penalty 34466.538740 = -2778730.321762 nChanged 90 Deleting Class 103 (2 points): Lose 94.007599 but Gain 839.225791 Iteration 75Q (35.075785 sec): 57 clusters Score: Raw -2813159.738535 + Penalty 33662.261258 = -2779497.477277 nChanged 50 Deleting Class 199 (1 points): Lose 52.953820 but Gain 786.325035 Iteration 76Q (35.204823 sec): 56 clusters Score: Raw -2813139.787717 + Penalty 32883.191525 = -2780256.596192 nChanged 35 Deleting Class 210 (2 points): Lose 31.580733 but Gain 746.927126 Iteration 77Q (35.333312 sec): 55 clusters Score: Raw -2813122.590946 + Penalty 32356.998306 = -2780765.592640 nChanged 34 Deleting Class 33 (189 points): Lose 518.222195 but Gain 1226.435372 Iteration 78Q (35.459909 sec): 54 clusters Score: Raw -2812638.507158 + Penalty 31348.041474 = -2781290.465684 nChanged 213 Deleting Class 44 (20 points): Lose 38.188846 but Gain 740.529105 Iteration 79Q (35.592465 sec): 53 clusters Score: Raw -2812925.339063 + Penalty 30628.190463 = -2782297.148601 nChanged 90 Deleting Class 155 (4 points): Lose 282.971533 but Gain 965.902805 Iteration 80F (36.311241 sec): 52 clusters Score: Raw -2812701.314280 + Penalty 29553.554948 = -2783147.759332 nChanged 53 Deleting Class 9 (48 points): Lose 332.690017 but Gain 1009.974462 Iteration 81Q (36.437320 sec): 51 clusters Score: Raw -2812396.677085 + Penalty 28596.854037 = -2783799.823047 nChanged 82 Deleting Class 23 (210 points): Lose 801.518293 but Gain 1459.682784 Iteration 82Q (36.563725 sec): 50 clusters Score: Raw -2811767.041734 + Penalty 27554.197201 = -2784212.844533 nChanged 248 Deleting Class 25 (124 points): Lose 182.457473 but Gain 797.431709 Iteration 83Q (36.692652 sec): 49 clusters Score: Raw -2812017.203149 + Penalty 26803.744721 = -2785213.458427 nChanged 193 Deleting Class 164 (1 points): Lose 49.588234 but Gain 664.427982 Iteration 84Q (36.820945 sec): 48 clusters Score: Raw -2812143.828396 + Penalty 26155.104296 = -2785988.724099 nChanged 84 Deleting Class 185 (3 points): Lose 92.432033 but Gain 703.453118 Iteration 85Q (36.944253 sec): 47 clusters Score: Raw -2812072.835347 + Penalty 25461.419130 = -2786611.416217 nChanged 40 Deleting Class 96 (1 points): Lose 8.608390 but Gain 582.023990 Iteration 86Q (37.065490 sec): 46 clusters Score: Raw -2812078.596905 + Penalty 24892.811276 = -2787185.785629 nChanged 27 Deleting Class 21 (180 points): Lose 440.707436 but Gain 1008.982431 Iteration 87Q (37.185982 sec): 45 clusters Score: Raw -2811652.017830 + Penalty 24002.416156 = -2787649.601674 nChanged 206 Deleting Class 72 (3 points): Lose 77.140175 but Gain 594.831680 Iteration 88Q (37.309555 sec): 44 clusters Score: Raw -2811852.643387 + Penalty 23425.134280 = -2788427.509107 nChanged 72 Deleting Class 143 (4 points): Lose 214.795871 but Gain 729.459578 Iteration 89Q (37.429764 sec): 43 clusters Score: Raw -2811681.227324 + Penalty 22720.744370 = -2788960.482954 nChanged 50 Deleting Class 214 (13 points): Lose 657.664815 but Gain 1153.966348 Iteration 90F (38.007282 sec): 42 clusters Score: Raw -2811084.153310 + Penalty 21633.773201 = -2789450.380110 nChanged 36 Deleting Class 17 (56 points): Lose 161.010034 but Gain 642.842359 Iteration 91Q (38.128002 sec): 41 clusters Score: Raw -2811238.879116 + Penalty 21166.060120 = -2790072.818996 nChanged 108 Deleting Class 57 (2 points): Lose 25.458776 but Gain 491.390872 Iteration 92Q (38.248986 sec): 40 clusters Score: Raw -2811399.932462 + Penalty 20673.517820 = -2790726.414641 nChanged 50 Deleting Class 130 (1 points): Lose 33.930821 but Gain 477.351870 Iteration 93Q (38.366202 sec): 39 clusters Score: Raw -2811388.011689 + Penalty 20210.987201 = -2791177.024487 nChanged 36 Deleting Class 74 (1 points): Lose 23.500131 but Gain 458.840128 Iteration 94Q (38.482022 sec): 38 clusters Score: Raw -2811387.585419 + Penalty 19770.225586 = -2791617.359833 nChanged 31 Deleting Class 163 (1 points): Lose 49.639368 but Gain 484.817940 Iteration 95Q (38.598085 sec): 37 clusters Score: Raw -2811355.048323 + Penalty 19279.651735 = -2792075.396587 nChanged 21 Deleting Class 29 (35 points): Lose 91.637277 but Gain 508.668818 Iteration 96Q (38.713424 sec): 36 clusters Score: Raw -2811273.225755 + Penalty 18751.455213 = -2792521.770542 nChanged 45 Deleting Class 84 (291 points): Lose 604.938524 but Gain 1019.099844 Iteration 97Q (38.832247 sec): 35 clusters Score: Raw -2810726.189117 + Penalty 17828.472573 = -2792897.716544 nChanged 304 Deleting Class 42 (1 points): Lose 68.217654 but Gain 467.967691 Iteration 98Q (38.948575 sec): 34 clusters Score: Raw -2811034.990627 + Penalty 17351.746090 = -2793683.244537 nChanged 91 Deleting Class 24 (110 points): Lose 499.475762 but Gain 821.686721 Iteration 99Q (39.063030 sec): 33 clusters Score: Raw -2810558.232621 + Penalty 16601.809675 = -2793956.422946 nChanged 164 Deleting Class 45 (230 points): Lose 646.462190 but Gain 931.634523 Iteration 100F (39.522836 sec): 32 clusters Score: Raw -2810228.069537 + Penalty 15814.191731 = -2794413.877806 nChanged 282 Deleting Class 22 (1 points): Lose 55.388540 but Gain 247.141037 Iteration 101Q (39.636569 sec): 31 clusters Score: Raw -2810639.930836 + Penalty 15570.033277 = -2795069.897559 nChanged 81 Deleting Class 124 (1 points): Lose 74.701982 but Gain 254.949573 Iteration 102Q (39.749611 sec): 30 clusters Score: Raw -2810611.189476 + Penalty 15317.135604 = -2795294.053872 nChanged 71 Deleting Class 31 (3 points): Lose 62.243580 but Gain 206.897976 Iteration 103Q (39.860329 sec): 29 clusters Score: Raw -2810589.651034 + Penalty 15112.060567 = -2795477.590467 nChanged 58 Deleting Class 134 (3 points): Lose 57.241739 but Gain 178.617708 Iteration 104Q (39.969450 sec): 28 clusters Score: Raw -2810555.495111 + Penalty 14929.411671 = -2795626.083440 nChanged 54 Deleting Class 16 (387 points): Lose 1086.898179 but Gain 1208.964251 Iteration 105Q (40.081540 sec): 27 clusters Score: Raw -2809492.668251 + Penalty 14066.920584 = -2795425.747667 nChanged 438 Deleting Class 190 (3 points): Lose 13.277920 but Gain 54.449250 Iteration 106F (40.478089 sec): 26 clusters Score: Raw -2810210.395819 + Penalty 14056.585376 = -2796153.810443 nChanged 187 Deleting Class 219 (3 points): Lose 73.163892 but Gain 82.759190 Iteration 107Q (40.588791 sec): 25 clusters Score: Raw -2810217.808538 + Penalty 13990.544629 = -2796227.263909 nChanged 122 Iteration 108Q (40.698430 sec): 25 clusters Score: Raw -2810286.397423 + Penalty 14007.015600 = -2796279.381823 nChanged 99 Iteration 109Q (40.806411 sec): 25 clusters Score: Raw -2810318.853627 + Penalty 14027.813081 = -2796291.040546 nChanged 81 Iteration 110F (41.182011 sec): 25 clusters Score: Raw -2810357.886998 + Penalty 14044.399920 = -2796313.487079 nChanged 76 Iteration 111Q (41.289647 sec): 25 clusters Score: Raw -2810390.747046 + Penalty 14050.137776 = -2796340.609270 nChanged 72 Iteration 112Q (41.396121 sec): 25 clusters Score: Raw -2810415.350155 + Penalty 14053.884729 = -2796361.465426 nChanged 72 Iteration 113Q (41.502861 sec): 25 clusters Score: Raw -2810435.263367 + Penalty 14055.024932 = -2796380.238435 nChanged 62 Iteration 114Q (41.609467 sec): 25 clusters Score: Raw -2810456.695663 + Penalty 14059.849614 = -2796396.846049 nChanged 59 Iteration 115Q (41.715274 sec): 25 clusters Score: Raw -2810474.855598 + Penalty 14060.128190 = -2796414.727407 nChanged 55 Iteration 116Q (41.822129 sec): 25 clusters Score: Raw -2810488.738656 + Penalty 14063.194607 = -2796425.544049 nChanged 39 Iteration 117Q (41.932224 sec): 25 clusters Score: Raw -2810501.897453 + Penalty 14063.755543 = -2796438.141910 nChanged 37 Iteration 118Q (42.040571 sec): 25 clusters Score: Raw -2810517.839906 + Penalty 14068.049136 = -2796449.790769 nChanged 25 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2810517.839906 + Penalty 14068.049136 = -2796449.790769Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.116279 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.122791 sec): 3 clusters Score: Raw -321190.339346 + Penalty 597.734718 = -320592.604628 nChanged 1574 SP:Iteration 1F (42.129392 sec): 3 clusters Score: Raw -322053.617419 + Penalty 595.602472 = -321458.014948 nChanged 380 SP:Iteration 2F (42.135560 sec): 3 clusters Score: Raw -322215.289308 + Penalty 589.246956 = -321626.042352 nChanged 216 SP:Iteration 3F (42.141883 sec): 3 clusters Score: Raw -322320.973515 + Penalty 578.872021 = -321742.101495 nChanged 165 SP:Iteration 4Q (42.147982 sec): 3 clusters Score: Raw -322408.093918 + Penalty 567.005727 = -321841.088192 nChanged 192 SP:Iteration 5F (42.154179 sec): 3 clusters Score: Raw -322522.868584 + Penalty 546.954810 = -321975.913774 nChanged 250 SP:Iteration 6F (42.160621 sec): 3 clusters Score: Raw -322696.109484 + Penalty 521.557224 = -322174.552260 nChanged 257 SP:Iteration 7F (42.166760 sec): 3 clusters Score: Raw -322885.246659 + Penalty 493.501253 = -322391.745406 nChanged 240 SP:Iteration 8F (42.172919 sec): 3 clusters Score: Raw -323079.446479 + Penalty 455.571662 = -322623.874816 nChanged 205 SP:Iteration 9F (42.179060 sec): 3 clusters Score: Raw -323262.326476 + Penalty 410.415653 = -322851.910823 nChanged 137 SP:Iteration 10F (42.185249 sec): 3 clusters Score: Raw -323405.154188 + Penalty 431.568394 = -322973.585794 nChanged 27 SP:Iteration 11Q (42.191049 sec): 3 clusters Score: Raw -323430.632402 + Penalty 298.982897 = -323131.649505 nChanged 1 SP:Iteration 12Q (42.195820 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 SP:Iteration 13F (42.200540 sec): 2 clusters Score: Raw -323432.598945 + Penalty 298.982897 = -323133.616049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.205402 sec): 2 clusters Score: Raw -95079.725494 + Penalty 231.740082 = -94847.985412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.207459 sec): 3 clusters Score: Raw -94428.246820 + Penalty 463.090016 = -93965.156804 nChanged 443 SP:Iteration 1F (42.209455 sec): 3 clusters Score: Raw -94701.437849 + Penalty 461.433030 = -94240.004818 nChanged 110 SP:Iteration 2F (42.211406 sec): 3 clusters Score: Raw -94765.309495 + Penalty 456.889639 = -94308.419856 nChanged 77 SP:Iteration 3F (42.213379 sec): 3 clusters Score: Raw -94832.136854 + Penalty 450.774056 = -94381.362798 nChanged 75 SP:Iteration 4F (42.215323 sec): 3 clusters Score: Raw -94890.202261 + Penalty 446.497055 = -94443.705207 nChanged 53 SP:Iteration 5F (42.217272 sec): 3 clusters Score: Raw -94911.565353 + Penalty 446.959989 = -94464.605364 nChanged 31 SP:Iteration 6Q (42.219173 sec): 3 clusters Score: Raw -94920.287007 + Penalty 448.102136 = -94472.184870 nChanged 13 SP:Iteration 7Q (42.221247 sec): 3 clusters Score: Raw -94922.712538 + Penalty 448.841601 = -94473.870937 nChanged 5 SP:Iteration 8Q (42.223243 sec): 3 clusters Score: Raw -94923.111102 + Penalty 449.083287 = -94474.027815 nChanged 2 SP:Iteration 9Q (42.225282 sec): 3 clusters Score: Raw -94923.240486 + Penalty 449.471567 = -94473.768919 nChanged 2 SP:Iteration 10F (42.227381 sec): 3 clusters Score: Raw -94923.575748 + Penalty 450.155658 = -94473.420090 nChanged 4 SP:Iteration 11F (42.229395 sec): 3 clusters Score: Raw -94924.236417 + Penalty 450.629331 = -94473.607086 nChanged 3 SP:Iteration 12Q (42.231288 sec): 3 clusters Score: Raw -94924.462444 + Penalty 450.774671 = -94473.687773 nChanged 2 SP:Iteration 13Q (42.233174 sec): 3 clusters Score: Raw -94924.795940 + Penalty 451.402899 = -94473.393041 nChanged 4 SP:Iteration 14F (42.235122 sec): 3 clusters Score: Raw -94925.213486 + Penalty 451.460625 = -94473.752861 nChanged 1 SP:Iteration 15Q (42.237037 sec): 3 clusters Score: Raw -94925.221435 + Penalty 451.460625 = -94473.760811 nChanged 0 SP:Iteration 16F (42.239076 sec): 3 clusters Score: Raw -94925.221435 + Penalty 451.460625 = -94473.760811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.242868 sec): 2 clusters Score: Raw -42545.226146 + Penalty 394.781294 = -42150.444852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.243852 sec): 3 clusters Score: Raw -42312.869313 + Penalty 795.524841 = -41517.344473 nChanged 152 SP:Iteration 1F (42.244816 sec): 3 clusters Score: Raw -42404.810280 + Penalty 799.035881 = -41605.774399 nChanged 52 SP:Iteration 2F (42.245787 sec): 3 clusters Score: Raw -42446.113775 + Penalty 802.173923 = -41643.939851 nChanged 40 SP:Iteration 3F (42.246750 sec): 3 clusters Score: Raw -42480.528907 + Penalty 804.324387 = -41676.204520 nChanged 19 SP:Iteration 4Q (42.247704 sec): 3 clusters Score: Raw -42495.259403 + Penalty 806.715180 = -41688.544223 nChanged 15 SP:Iteration 5Q (42.248660 sec): 3 clusters Score: Raw -42513.351320 + Penalty 814.489003 = -41698.862317 nChanged 21 SP:Iteration 6Q (42.249604 sec): 3 clusters Score: Raw -42539.705495 + Penalty 815.557179 = -41724.148316 nChanged 11 SP:Iteration 7Q (42.250535 sec): 3 clusters Score: Raw -42547.988217 + Penalty 816.759802 = -41731.228415 nChanged 10 SP:Iteration 8Q (42.251520 sec): 3 clusters Score: Raw -42552.132931 + Penalty 817.384721 = -41734.748210 nChanged 5 SP:Iteration 9Q (42.252455 sec): 3 clusters Score: Raw -42554.193353 + Penalty 819.244443 = -41734.948910 nChanged 2 SP:Iteration 10F (42.253417 sec): 3 clusters Score: Raw -42554.314751 + Penalty 819.244443 = -41735.070308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.260772 sec): 2 clusters Score: Raw -212955.532994 + Penalty 228.815027 = -212726.717967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.265128 sec): 3 clusters Score: Raw -211480.020026 + Penalty 454.024952 = -211025.995074 nChanged 1042 SP:Iteration 1F (42.269284 sec): 3 clusters Score: Raw -212120.858472 + Penalty 448.283329 = -211672.575143 nChanged 257 SP:Iteration 2F (42.273553 sec): 3 clusters Score: Raw -212327.296454 + Penalty 453.231361 = -211874.065093 nChanged 210 SP:Iteration 3F (42.277836 sec): 3 clusters Score: Raw -212548.525110 + Penalty 459.260702 = -212089.264408 nChanged 141 SP:Iteration 4F (42.282012 sec): 3 clusters Score: Raw -212649.085906 + Penalty 465.014624 = -212184.071282 nChanged 72 SP:Iteration 5Q (42.285978 sec): 3 clusters Score: Raw -212677.542821 + Penalty 472.154621 = -212205.388200 nChanged 60 SP:Iteration 6Q (42.290151 sec): 3 clusters Score: Raw -212699.902521 + Penalty 477.026400 = -212222.876121 nChanged 43 SP:Iteration 7Q (42.294198 sec): 3 clusters Score: Raw -212715.821122 + Penalty 481.721216 = -212234.099906 nChanged 41 SP:Iteration 8Q (42.298023 sec): 3 clusters Score: Raw -212730.368251 + Penalty 488.259295 = -212242.108955 nChanged 42 SP:Iteration 9Q (42.301804 sec): 3 clusters Score: Raw -212746.323508 + Penalty 492.914766 = -212253.408742 nChanged 39 SP:Iteration 10F (42.305938 sec): 3 clusters Score: Raw -212763.256749 + Penalty 499.528167 = -212263.728583 nChanged 45 SP:Iteration 11Q (42.309645 sec): 3 clusters Score: Raw -212782.311977 + Penalty 505.558793 = -212276.753184 nChanged 37 SP:Iteration 12Q (42.313369 sec): 3 clusters Score: Raw -212797.373314 + Penalty 514.801655 = -212282.571659 nChanged 37 SP:Iteration 13Q (42.317014 sec): 3 clusters Score: Raw -212812.950965 + Penalty 522.486155 = -212290.464810 nChanged 35 SP:Iteration 14Q (42.320630 sec): 3 clusters Score: Raw -212828.293861 + Penalty 529.586467 = -212298.707394 nChanged 30 SP:Iteration 15Q (42.324549 sec): 3 clusters Score: Raw -212842.403183 + Penalty 541.578044 = -212300.825139 nChanged 37 SP:Iteration 16Q (42.328312 sec): 3 clusters Score: Raw -212863.629759 + Penalty 551.522280 = -212312.107478 nChanged 27 SP:Iteration 17Q (42.332110 sec): 3 clusters Score: Raw -212879.302066 + Penalty 561.206768 = -212318.095298 nChanged 27 SP:Iteration 18Q (42.335568 sec): 3 clusters Score: Raw -212894.243385 + Penalty 577.719894 = -212316.523491 nChanged 20 SP:Iteration 19F (42.339713 sec): 3 clusters Score: Raw -212903.089956 + Penalty 588.331971 = -212314.757985 nChanged 20 SP:Iteration 20F (42.343838 sec): 3 clusters Score: Raw -212913.139540 + Penalty 597.298226 = -212315.841314 nChanged 19 SP:Iteration 21Q (42.347208 sec): 3 clusters Score: Raw -212926.392748 + Penalty 606.443847 = -212319.948901 nChanged 17 SP:Iteration 22Q (42.350545 sec): 3 clusters Score: Raw -212939.683017 + Penalty 619.563403 = -212320.119615 nChanged 10 SP:Iteration 23Q (42.353896 sec): 3 clusters Score: Raw -212946.035435 + Penalty 638.262630 = -212307.772805 nChanged 9 SP:Iteration 24F (42.358385 sec): 3 clusters Score: Raw -212950.370072 + Penalty 673.757512 = -212276.612560 nChanged 6 SP:Iteration 25F (42.362664 sec): 3 clusters Score: Raw -212952.983077 + Penalty 695.378123 = -212257.604955 nChanged 5 SP:Iteration 26F (42.366800 sec): 3 clusters Score: Raw -212957.032157 + Penalty 739.418319 = -212217.613838 nChanged 7 SP:Iteration 27F (42.370892 sec): 3 clusters Score: Raw -212961.957233 + Penalty 765.592988 = -212196.364245 nChanged 5 SP:Iteration 28F (42.375174 sec): 3 clusters Score: Raw -212964.630960 + Penalty 792.728850 = -212171.902110 nChanged 3 SP:Iteration 29F (42.379299 sec): 3 clusters Score: Raw -212968.024058 + Penalty 813.674393 = -212154.349665 nChanged 2 SP:Iteration 30F (42.383395 sec): 3 clusters Score: Raw -212969.034805 + Penalty 819.360074 = -212149.674731 nChanged 1 SP:Iteration 31F (42.387493 sec): 3 clusters Score: Raw -212970.012954 + Penalty 819.360074 = -212150.652880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.389831 sec): 2 clusters Score: Raw -34294.110273 + Penalty 391.142612 = -33902.967661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.390747 sec): 3 clusters Score: Raw -34131.262303 + Penalty 787.210940 = -33344.051364 nChanged 124 SP:Iteration 1F (42.391607 sec): 3 clusters Score: Raw -34250.626379 + Penalty 808.924100 = -33441.702278 nChanged 49 SP:Iteration 2F (42.392434 sec): 3 clusters Score: Raw -34305.866245 + Penalty 848.808194 = -33457.058051 nChanged 35 SP:Iteration 3F (42.393259 sec): 3 clusters Score: Raw -34355.960069 + Penalty 906.729191 = -33449.230878 nChanged 29 SP:Iteration 4F (42.394084 sec): 3 clusters Score: Raw -34403.347025 + Penalty 946.717593 = -33456.629432 nChanged 15 SP:Iteration 5Q (42.394884 sec): 3 clusters Score: Raw -34421.335811 + Penalty 969.366490 = -33451.969321 nChanged 9 SP:Iteration 6F (42.395707 sec): 3 clusters Score: Raw -34431.754768 + Penalty 988.224620 = -33443.530147 nChanged 5 SP:Iteration 7F (42.396532 sec): 3 clusters Score: Raw -34438.366809 + Penalty 1013.331079 = -33425.035730 nChanged 5 SP:Iteration 8F (42.397355 sec): 3 clusters Score: Raw -34446.595946 + Penalty 1016.548959 = -33430.046987 nChanged 1 SP:Iteration 9Q (42.398102 sec): 3 clusters Score: Raw -34449.653810 + Penalty 1022.988899 = -33426.664911 nChanged 1 SP:Iteration 10F (42.398927 sec): 3 clusters Score: Raw -34450.135450 + Penalty 1029.870313 = -33420.265137 nChanged 1 SP:Iteration 11F (42.399751 sec): 3 clusters Score: Raw -34450.578410 + Penalty 1029.870313 = -33420.708097 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.423654 sec): 2 clusters Score: Raw -475239.255576 + Penalty 210.475697 = -475028.779879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.434012 sec): 3 clusters Score: Raw -471780.318088 + Penalty 446.306178 = -471334.011910 nChanged 2487 SP:Iteration 1F (42.443508 sec): 3 clusters Score: Raw -473481.847956 + Penalty 466.978318 = -473014.869638 nChanged 508 SP:Iteration 2F (42.452833 sec): 3 clusters Score: Raw -473826.807940 + Penalty 493.624689 = -473333.183252 nChanged 398 SP:Iteration 3F (42.462825 sec): 3 clusters Score: Raw -474211.227407 + Penalty 528.810462 = -473682.416945 nChanged 364 SP:Iteration 4F (42.472199 sec): 3 clusters Score: Raw -474597.887077 + Penalty 560.780861 = -474037.106217 nChanged 273 SP:Iteration 5F (42.481565 sec): 3 clusters Score: Raw -474879.335847 + Penalty 588.935410 = -474290.400437 nChanged 166 SP:Iteration 6Q (42.490212 sec): 3 clusters Score: Raw -475036.604176 + Penalty 593.851694 = -474442.752482 nChanged 100 SP:Iteration 7Q (42.498710 sec): 3 clusters Score: Raw -475121.170364 + Penalty 598.719675 = -474522.450689 nChanged 64 SP:Iteration 8Q (42.506450 sec): 3 clusters Score: Raw -475170.175423 + Penalty 603.090616 = -474567.084807 nChanged 37 SP:Iteration 9Q (42.513954 sec): 3 clusters Score: Raw -475197.090554 + Penalty 622.493405 = -474574.597150 nChanged 27 SP:Iteration 10F (42.523337 sec): 3 clusters Score: Raw -475212.905484 + Penalty 642.841734 = -474570.063750 nChanged 19 SP:Iteration 11F (42.533200 sec): 3 clusters Score: Raw -475222.383042 + Penalty 644.236735 = -474578.146307 nChanged 13 SP:Iteration 12Q (42.540973 sec): 3 clusters Score: Raw -475229.117490 + Penalty 647.898417 = -474581.219073 nChanged 7 SP:Iteration 13Q (42.548473 sec): 3 clusters Score: Raw -475231.971051 + Penalty 664.791374 = -474567.179677 nChanged 7 SP:Iteration 14F (42.557829 sec): 3 clusters Score: Raw -475235.006673 + Penalty 671.941455 = -474563.065218 nChanged 3 SP:Iteration 15F (42.567671 sec): 3 clusters Score: Raw -475238.065337 + Penalty 682.078875 = -474555.986462 nChanged 2 SP:Iteration 16F (42.577021 sec): 3 clusters Score: Raw -475239.160621 + Penalty 692.193689 = -474546.966932 nChanged 2 SP:Iteration 17F (42.586284 sec): 3 clusters Score: Raw -475239.172642 + Penalty 695.889421 = -474543.283220 nChanged 2 SP:Iteration 18F (42.595709 sec): 3 clusters Score: Raw -475239.630015 + Penalty 728.873230 = -474510.756784 nChanged 2 SP:Iteration 19F (42.605304 sec): 3 clusters Score: Raw -475240.816999 + Penalty 749.743719 = -474491.073280 nChanged 1 SP:Iteration 20F (42.614621 sec): 3 clusters Score: Raw -475242.121349 + Penalty 807.636187 = -474434.485162 nChanged 2 SP:Iteration 21F (42.624076 sec): 3 clusters Score: Raw -475244.079653 + Penalty 837.509234 = -474406.570419 nChanged 1 SP:Iteration 22F (42.633825 sec): 3 clusters Score: Raw -475244.847497 + Penalty 901.216058 = -474343.631439 nChanged 2 SP:Iteration 23F (42.643684 sec): 3 clusters Score: Raw -475247.580457 + Penalty 901.216058 = -474346.364399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.654129 sec): 2 clusters Score: Raw -112018.772645 + Penalty 169.143709 = -111849.628936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.656566 sec): 3 clusters Score: Raw -111233.981016 + Penalty 356.057298 = -110877.923717 nChanged 543 SP:Iteration 1F (42.658953 sec): 3 clusters Score: Raw -111684.772678 + Penalty 342.760756 = -111342.011921 nChanged 115 SP:Iteration 2F (42.661313 sec): 3 clusters Score: Raw -111810.947534 + Penalty 328.215120 = -111482.732414 nChanged 54 SP:Iteration 3Q (42.663889 sec): 3 clusters Score: Raw -111896.767939 + Penalty 318.448634 = -111578.319305 nChanged 33 SP:Iteration 4Q (42.666147 sec): 3 clusters Score: Raw -111926.358617 + Penalty 305.696884 = -111620.661732 nChanged 27 SP:Iteration 5Q (42.668277 sec): 3 clusters Score: Raw -111946.085174 + Penalty 299.985815 = -111646.099359 nChanged 31 SP:Iteration 6Q (42.670357 sec): 3 clusters Score: Raw -111974.101530 + Penalty 297.075893 = -111677.025637 nChanged 26 SP:Iteration 7Q (42.672401 sec): 3 clusters Score: Raw -111996.799575 + Penalty 296.372545 = -111700.427029 nChanged 13 SP:Iteration 8Q (42.674376 sec): 3 clusters Score: Raw -112005.928237 + Penalty 309.014407 = -111696.913830 nChanged 13 SP:Iteration 9F (42.676721 sec): 3 clusters Score: Raw -112015.351989 + Penalty 332.114383 = -111683.237606 nChanged 17 SP:Iteration 10F (42.679072 sec): 3 clusters Score: Raw -112036.159027 + Penalty 464.035042 = -111572.123985 nChanged 21 SP:Iteration 11F (42.681431 sec): 3 clusters Score: Raw -112071.510798 + Penalty 575.071571 = -111496.439227 nChanged 7 SP:Iteration 12F (42.683769 sec): 3 clusters Score: Raw -112081.723832 + Penalty 551.986481 = -111529.737351 nChanged 1 SP:Iteration 13Q (42.685604 sec): 3 clusters Score: Raw -112083.050743 + Penalty 551.986481 = -111531.064262 nChanged 0 SP:Iteration 14F (42.687945 sec): 3 clusters Score: Raw -112083.050743 + Penalty 551.986481 = -111531.064262 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.720948 sec): 2 clusters Score: Raw -624550.967325 + Penalty 225.223693 = -624325.743632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.733651 sec): 3 clusters Score: Raw -620128.959841 + Penalty 441.328867 = -619687.630973 nChanged 3188 SP:Iteration 1F (42.745914 sec): 3 clusters Score: Raw -623772.068566 + Penalty 395.852779 = -623376.215786 nChanged 446 SP:Iteration 2F (42.757836 sec): 3 clusters Score: Raw -624273.185080 + Penalty 362.249674 = -623910.935406 nChanged 175 SP:Iteration 3Q (42.769024 sec): 3 clusters Score: Raw -624463.657691 + Penalty 396.373796 = -624067.283895 nChanged 65 SP:Iteration 4Q (42.778782 sec): 3 clusters Score: Raw -624529.947698 + Penalty 501.430616 = -624028.517081 nChanged 21 SP:Iteration 5F (42.790324 sec): 3 clusters Score: Raw -624552.523520 + Penalty 1050.673846 = -623501.849674 nChanged 4 SP:Iteration 6F (42.802249 sec): 3 clusters Score: Raw -624553.878248 + Penalty 1050.673846 = -623503.204402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.817953 sec): 2 clusters Score: Raw -204055.158740 + Penalty 245.314261 = -203809.844479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.822061 sec): 3 clusters Score: Raw -202655.398148 + Penalty 492.847745 = -202162.550403 nChanged 1022 SP:Iteration 1F (42.826260 sec): 3 clusters Score: Raw -203298.430841 + Penalty 494.171707 = -202804.259134 nChanged 209 SP:Iteration 2F (42.830602 sec): 3 clusters Score: Raw -203389.705739 + Penalty 493.977505 = -202895.728234 nChanged 145 SP:Iteration 3F (42.834917 sec): 3 clusters Score: Raw -203480.989314 + Penalty 491.602501 = -202989.386813 nChanged 128 SP:Iteration 4F (42.838963 sec): 3 clusters Score: Raw -203560.806165 + Penalty 489.701156 = -203071.105009 nChanged 106 SP:Iteration 5Q (42.843272 sec): 3 clusters Score: Raw -203631.766184 + Penalty 488.713614 = -203143.052569 nChanged 88 SP:Iteration 6Q (42.847251 sec): 3 clusters Score: Raw -203685.797832 + Penalty 488.139264 = -203197.658568 nChanged 79 SP:Iteration 7Q (42.851147 sec): 3 clusters Score: Raw -203731.427811 + Penalty 487.631453 = -203243.796358 nChanged 77 SP:Iteration 8Q (42.855028 sec): 3 clusters Score: Raw -203772.477914 + Penalty 487.277126 = -203285.200788 nChanged 50 SP:Iteration 9Q (42.859014 sec): 3 clusters Score: Raw -203792.313204 + Penalty 486.981249 = -203305.331955 nChanged 40 SP:Iteration 10F (42.863098 sec): 3 clusters Score: Raw -203802.159721 + Penalty 486.703588 = -203315.456133 nChanged 26 SP:Iteration 11Q (42.867131 sec): 3 clusters Score: Raw -203806.859499 + Penalty 486.260898 = -203320.598601 nChanged 22 SP:Iteration 12Q (42.871214 sec): 3 clusters Score: Raw -203810.350917 + Penalty 486.243238 = -203324.107679 nChanged 18 SP:Iteration 13Q (42.875313 sec): 3 clusters Score: Raw -203812.974867 + Penalty 485.770011 = -203327.204857 nChanged 14 SP:Iteration 14Q (42.879130 sec): 3 clusters Score: Raw -203814.976141 + Penalty 485.645020 = -203329.331122 nChanged 11 SP:Iteration 15Q (42.882874 sec): 3 clusters Score: Raw -203816.379128 + Penalty 485.737332 = -203330.641796 nChanged 15 SP:Iteration 16Q (42.886609 sec): 3 clusters Score: Raw -203818.782210 + Penalty 485.955792 = -203332.826419 nChanged 18 SP:Iteration 17Q (42.890530 sec): 3 clusters Score: Raw -203822.140463 + Penalty 486.037478 = -203336.102986 nChanged 20 SP:Iteration 18Q (42.894587 sec): 3 clusters Score: Raw -203824.813471 + Penalty 486.073724 = -203338.739746 nChanged 14 SP:Iteration 19Q (42.898447 sec): 3 clusters Score: Raw -203826.816493 + Penalty 485.424928 = -203341.391565 nChanged 14 SP:Iteration 20F (42.902638 sec): 3 clusters Score: Raw -203828.724040 + Penalty 485.515166 = -203343.208873 nChanged 12 SP:Iteration 21Q (42.906636 sec): 3 clusters Score: Raw -203830.464587 + Penalty 485.389627 = -203345.074960 nChanged 12 SP:Iteration 22Q (42.910337 sec): 3 clusters Score: Raw -203831.755601 + Penalty 485.522604 = -203346.232997 nChanged 9 SP:Iteration 23Q (42.914025 sec): 3 clusters Score: Raw -203832.709056 + Penalty 485.042396 = -203347.666660 nChanged 9 SP:Iteration 24Q (42.917733 sec): 3 clusters Score: Raw -203833.435545 + Penalty 484.982703 = -203348.452842 nChanged 7 SP:Iteration 25Q (42.921436 sec): 3 clusters Score: Raw -203834.590160 + Penalty 485.294359 = -203349.295801 nChanged 10 SP:Iteration 26Q (42.925285 sec): 3 clusters Score: Raw -203835.876982 + Penalty 485.458620 = -203350.418362 nChanged 7 SP:Iteration 27Q (42.928992 sec): 3 clusters Score: Raw -203836.602044 + Penalty 485.451484 = -203351.150559 nChanged 6 SP:Iteration 28Q (42.932676 sec): 3 clusters Score: Raw -203837.131861 + Penalty 485.552846 = -203351.579015 nChanged 2 SP:Iteration 29Q (42.936530 sec): 3 clusters Score: Raw -203837.215050 + Penalty 485.630755 = -203351.584295 nChanged 1 SP:Iteration 30F (42.940767 sec): 3 clusters Score: Raw -203837.269160 + Penalty 485.636095 = -203351.633065 nChanged 2 SP:Iteration 31Q (42.944745 sec): 3 clusters Score: Raw -203837.667700 + Penalty 485.329488 = -203352.338212 nChanged 5 SP:Iteration 32Q (42.948823 sec): 3 clusters Score: Raw -203838.187741 + Penalty 485.082627 = -203353.105113 nChanged 3 SP:Iteration 33Q (42.952863 sec): 3 clusters Score: Raw -203838.419335 + Penalty 485.113701 = -203353.305634 nChanged 2 SP:Iteration 34Q (42.956620 sec): 3 clusters Score: Raw -203838.612851 + Penalty 485.066583 = -203353.546269 nChanged 2 SP:Iteration 35Q (42.960321 sec): 3 clusters Score: Raw -203838.875648 + Penalty 484.740217 = -203354.135431 nChanged 4 SP:Iteration 36Q (42.964000 sec): 3 clusters Score: Raw -203839.626217 + Penalty 483.482915 = -203356.143302 nChanged 7 SP:Iteration 37Q (42.967798 sec): 3 clusters Score: Raw -203840.764247 + Penalty 482.264422 = -203358.499825 nChanged 12 SP:Iteration 38Q (42.971914 sec): 3 clusters Score: Raw -203844.016183 + Penalty 482.272822 = -203361.743360 nChanged 24 SP:Iteration 39Q (42.975768 sec): 3 clusters Score: Raw -203851.152320 + Penalty 481.857258 = -203369.295062 nChanged 26 SP:Iteration 40F (42.979771 sec): 3 clusters Score: Raw -203857.874929 + Penalty 480.234964 = -203377.639965 nChanged 36 SP:Iteration 41Q (42.983468 sec): 3 clusters Score: Raw -203866.898043 + Penalty 479.639016 = -203387.259027 nChanged 27 SP:Iteration 42Q (42.987215 sec): 3 clusters Score: Raw -203874.148928 + Penalty 478.032123 = -203396.116804 nChanged 33 SP:Iteration 43Q (42.990894 sec): 3 clusters Score: Raw -203882.719464 + Penalty 476.792529 = -203405.926936 nChanged 32 SP:Iteration 44Q (42.994515 sec): 3 clusters Score: Raw -203892.293956 + Penalty 477.294956 = -203414.999000 nChanged 33 SP:Iteration 45Q (42.998147 sec): 3 clusters Score: Raw -203903.803362 + Penalty 477.054905 = -203426.748457 nChanged 37 SP:Iteration 46Q (43.001731 sec): 3 clusters Score: Raw -203918.509266 + Penalty 478.201501 = -203440.307765 nChanged 41 SP:Iteration 47Q (43.005606 sec): 3 clusters Score: Raw -203935.519347 + Penalty 477.993666 = -203457.525681 nChanged 37 SP:Iteration 48Q (43.009344 sec): 3 clusters Score: Raw -203953.557722 + Penalty 477.670220 = -203475.887501 nChanged 43 SP:Iteration 49Q (43.012861 sec): 3 clusters Score: Raw -203975.431228 + Penalty 478.035015 = -203497.396213 nChanged 47 SP:Iteration 50F (43.016765 sec): 3 clusters Score: Raw -203999.290531 + Penalty 480.417894 = -203518.872637 nChanged 36 SP:Iteration 51Q (43.020226 sec): 3 clusters Score: Raw -204014.851088 + Penalty 483.440117 = -203531.410971 nChanged 23 SP:Iteration 52Q (43.023670 sec): 3 clusters Score: Raw -204023.762938 + Penalty 485.711069 = -203538.051869 nChanged 19 SP:Iteration 53Q (43.027097 sec): 3 clusters Score: Raw -204029.662372 + Penalty 489.621656 = -203540.040716 nChanged 13 SP:Iteration 54Q (43.030473 sec): 3 clusters Score: Raw -204034.577060 + Penalty 490.122497 = -203544.454564 nChanged 12 SP:Iteration 55Q (43.033811 sec): 3 clusters Score: Raw -204039.624986 + Penalty 490.162820 = -203549.462166 nChanged 13 SP:Iteration 56Q (43.037322 sec): 3 clusters Score: Raw -204044.796315 + Penalty 484.109386 = -203560.686929 nChanged 13 SP:Iteration 57Q (43.040846 sec): 3 clusters Score: Raw -204052.213997 + Penalty 481.810908 = -203570.403089 nChanged 14 SP:Iteration 58Q (43.044210 sec): 3 clusters Score: Raw -204060.723256 + Penalty 483.159034 = -203577.564222 nChanged 7 SP:Iteration 59Q (43.047546 sec): 3 clusters Score: Raw -204063.039920 + Penalty 484.463956 = -203578.575964 nChanged 8 SP:Iteration 60F (43.051529 sec): 3 clusters Score: Raw -204064.947848 + Penalty 482.322543 = -203582.625305 nChanged 6 SP:Iteration 61Q (43.054786 sec): 3 clusters Score: Raw -204067.765488 + Penalty 483.825722 = -203583.939765 nChanged 4 SP:Iteration 62Q (43.058112 sec): 3 clusters Score: Raw -204068.376289 + Penalty 483.825722 = -203584.550567 nChanged 0 SP:Iteration 63F (43.062061 sec): 3 clusters Score: Raw -204068.376289 + Penalty 483.825722 = -203584.550567 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.068807 sec): 2 clusters Score: Raw -89560.230276 + Penalty 293.895848 = -89266.334428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.070796 sec): 3 clusters Score: Raw -89001.804180 + Penalty 591.114167 = -88410.690014 nChanged 385 SP:Iteration 1F (43.072756 sec): 3 clusters Score: Raw -89221.823833 + Penalty 595.749528 = -88626.074305 nChanged 94 SP:Iteration 2F (43.074637 sec): 3 clusters Score: Raw -89269.432439 + Penalty 610.311502 = -88659.120937 nChanged 84 SP:Iteration 3F (43.076495 sec): 3 clusters Score: Raw -89333.863906 + Penalty 659.424398 = -88674.439508 nChanged 95 SP:Iteration 4F (43.078336 sec): 3 clusters Score: Raw -89461.666268 + Penalty 756.640748 = -88705.025520 nChanged 86 SP:Iteration 5F (43.080168 sec): 3 clusters Score: Raw -89614.873718 + Penalty 842.822541 = -88772.051178 nChanged 49 SP:Iteration 6F (43.082007 sec): 3 clusters Score: Raw -89696.901768 + Penalty 869.355179 = -88827.546589 nChanged 26 SP:Iteration 7Q (43.083662 sec): 3 clusters Score: Raw -89726.304206 + Penalty 892.422851 = -88833.881355 nChanged 14 SP:Iteration 8Q (43.085290 sec): 3 clusters Score: Raw -89746.888974 + Penalty 897.766673 = -88849.122300 nChanged 5 SP:Iteration 9Q (43.086893 sec): 3 clusters Score: Raw -89751.620719 + Penalty 897.616752 = -88854.003967 nChanged 3 SP:Iteration 10F (43.088689 sec): 3 clusters Score: Raw -89753.112815 + Penalty 899.937393 = -88853.175421 nChanged 1 SP:Iteration 11F (43.090542 sec): 3 clusters Score: Raw -89752.979426 + Penalty 899.937393 = -88853.042032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.099634 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.103126 sec): 3 clusters Score: Raw -182799.747666 + Penalty 503.015864 = -182296.731801 nChanged 854 SP:Iteration 1F (43.106786 sec): 3 clusters Score: Raw -183342.585092 + Penalty 491.979495 = -182850.605596 nChanged 159 SP:Iteration 2F (43.110452 sec): 3 clusters Score: Raw -183438.231781 + Penalty 481.679157 = -182956.552625 nChanged 105 SP:Iteration 3F (43.113876 sec): 3 clusters Score: Raw -183561.974332 + Penalty 472.997532 = -183088.976800 nChanged 90 SP:Iteration 4Q (43.117273 sec): 3 clusters Score: Raw -183691.254658 + Penalty 469.183748 = -183222.070910 nChanged 64 SP:Iteration 5Q (43.120552 sec): 3 clusters Score: Raw -183753.382554 + Penalty 463.390630 = -183289.991923 nChanged 50 SP:Iteration 6Q (43.123800 sec): 3 clusters Score: Raw -183795.034687 + Penalty 462.017727 = -183333.016959 nChanged 47 SP:Iteration 7Q (43.127043 sec): 3 clusters Score: Raw -183817.923726 + Penalty 457.638059 = -183360.285667 nChanged 34 SP:Iteration 8Q (43.130163 sec): 3 clusters Score: Raw -183832.403832 + Penalty 453.380914 = -183379.022918 nChanged 29 SP:Iteration 9Q (43.133225 sec): 3 clusters Score: Raw -183842.079052 + Penalty 452.397042 = -183389.682010 nChanged 27 SP:Iteration 10F (43.136676 sec): 3 clusters Score: Raw -183850.728233 + Penalty 450.825481 = -183399.902752 nChanged 21 SP:Iteration 11Q (43.139891 sec): 3 clusters Score: Raw -183856.037077 + Penalty 449.714864 = -183406.322213 nChanged 24 SP:Iteration 12Q (43.143202 sec): 3 clusters Score: Raw -183864.100098 + Penalty 445.906359 = -183418.193739 nChanged 33 SP:Iteration 13Q (43.146243 sec): 3 clusters Score: Raw -183874.956089 + Penalty 450.072419 = -183424.883670 nChanged 28 SP:Iteration 14Q (43.149276 sec): 3 clusters Score: Raw -183885.070514 + Penalty 455.671525 = -183429.398989 nChanged 38 SP:Iteration 15Q (43.152243 sec): 3 clusters Score: Raw -183903.600998 + Penalty 447.132087 = -183456.468910 nChanged 43 SP:Iteration 16Q (43.155223 sec): 3 clusters Score: Raw -183944.469371 + Penalty 506.056717 = -183438.412654 nChanged 35 SP:Iteration 17F (43.158544 sec): 3 clusters Score: Raw -183984.343778 + Penalty 252.654743 = -183731.689035 nChanged 1 SP:Iteration 18Q (43.161171 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 SP:Iteration 19F (43.163750 sec): 2 clusters Score: Raw -183986.357481 + Penalty 252.654743 = -183733.702738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.166357 sec): 2 clusters Score: Raw -36564.401799 + Penalty 401.624033 = -36162.777766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.167239 sec): 3 clusters Score: Raw -36386.973237 + Penalty 802.631503 = -35584.341734 nChanged 125 SP:Iteration 1F (43.168100 sec): 3 clusters Score: Raw -36471.749557 + Penalty 801.895840 = -35669.853718 nChanged 33 SP:Iteration 2F (43.168984 sec): 3 clusters Score: Raw -36509.551374 + Penalty 802.415410 = -35707.135964 nChanged 30 SP:Iteration 3F (43.169854 sec): 3 clusters Score: Raw -36540.007338 + Penalty 802.104801 = -35737.902537 nChanged 13 SP:Iteration 4Q (43.170706 sec): 3 clusters Score: Raw -36548.517463 + Penalty 801.310307 = -35747.207155 nChanged 12 SP:Iteration 5Q (43.171555 sec): 3 clusters Score: Raw -36555.580094 + Penalty 801.043356 = -35754.536738 nChanged 7 SP:Iteration 6Q (43.172495 sec): 3 clusters Score: Raw -36558.328981 + Penalty 799.378217 = -35758.950765 nChanged 5 SP:Iteration 7Q (43.173396 sec): 3 clusters Score: Raw -36561.350069 + Penalty 796.463101 = -35764.886968 nChanged 9 SP:Iteration 8Q (43.174280 sec): 3 clusters Score: Raw -36568.957499 + Penalty 794.073005 = -35774.884494 nChanged 5 SP:Iteration 9Q (43.175162 sec): 3 clusters Score: Raw -36573.047875 + Penalty 792.926838 = -35780.121036 nChanged 6 SP:Iteration 10F (43.176056 sec): 3 clusters Score: Raw -36578.968469 + Penalty 791.226179 = -35787.742290 nChanged 4 SP:Iteration 11Q (43.176906 sec): 3 clusters Score: Raw -36582.033692 + Penalty 788.364857 = -35793.668835 nChanged 3 SP:Iteration 12Q (43.177756 sec): 3 clusters Score: Raw -36585.331246 + Penalty 789.361254 = -35795.969992 nChanged 5 SP:Iteration 13Q (43.178639 sec): 3 clusters Score: Raw -36587.136462 + Penalty 791.245493 = -35795.890969 nChanged 4 SP:Iteration 14F (43.179500 sec): 3 clusters Score: Raw -36589.490143 + Penalty 792.415326 = -35797.074816 nChanged 3 SP:Iteration 15Q (43.180355 sec): 3 clusters Score: Raw -36590.204060 + Penalty 792.790365 = -35797.413695 nChanged 2 SP:Iteration 16Q (43.181212 sec): 3 clusters Score: Raw -36590.418152 + Penalty 792.790365 = -35797.627788 nChanged 0 SP:Iteration 17F (43.182069 sec): 3 clusters Score: Raw -36590.418152 + Penalty 792.790365 = -35797.627788 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.188955 sec): 2 clusters Score: Raw -203988.869630 + Penalty 308.347868 = -203680.521762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.192991 sec): 3 clusters Score: Raw -202594.213326 + Penalty 617.834550 = -201976.378776 nChanged 977 SP:Iteration 1F (43.196899 sec): 3 clusters Score: Raw -203296.913314 + Penalty 605.915496 = -202690.997818 nChanged 293 SP:Iteration 2F (43.200793 sec): 3 clusters Score: Raw -203568.462248 + Penalty 586.286120 = -202982.176127 nChanged 174 SP:Iteration 3F (43.204717 sec): 3 clusters Score: Raw -203762.150436 + Penalty 552.473136 = -203209.677300 nChanged 107 SP:Iteration 4Q (43.208994 sec): 3 clusters Score: Raw -203903.000960 + Penalty 528.189432 = -203374.811529 nChanged 54 SP:Iteration 5Q (43.212782 sec): 3 clusters Score: Raw -203974.354115 + Penalty 792.086805 = -203182.267310 nChanged 14 SP:Iteration 6F (43.216690 sec): 3 clusters Score: Raw -203991.998078 + Penalty 792.086805 = -203199.911273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.219556 sec): 2 clusters Score: Raw -45933.155994 + Penalty 604.160055 = -45328.995939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.220560 sec): 3 clusters Score: Raw -45725.210386 + Penalty 1198.756201 = -44526.454185 nChanged 133 SP:Iteration 1F (43.221546 sec): 3 clusters Score: Raw -45815.614777 + Penalty 1192.247772 = -44623.367005 nChanged 36 SP:Iteration 2F (43.222530 sec): 3 clusters Score: Raw -45844.085466 + Penalty 1187.606572 = -44656.478893 nChanged 20 SP:Iteration 3Q (43.223554 sec): 3 clusters Score: Raw -45863.812825 + Penalty 1187.349556 = -44676.463269 nChanged 12 SP:Iteration 4Q (43.224537 sec): 3 clusters Score: Raw -45878.865472 + Penalty 1186.432963 = -44692.432508 nChanged 8 SP:Iteration 5Q (43.225515 sec): 3 clusters Score: Raw -45884.711224 + Penalty 1184.944526 = -44699.766698 nChanged 6 SP:Iteration 6Q (43.226494 sec): 3 clusters Score: Raw -45888.720834 + Penalty 1184.792172 = -44703.928663 nChanged 2 SP:Iteration 7Q (43.227466 sec): 3 clusters Score: Raw -45889.809378 + Penalty 1185.369812 = -44704.439566 nChanged 6 SP:Iteration 8Q (43.228440 sec): 3 clusters Score: Raw -45893.704547 + Penalty 1185.436747 = -44708.267800 nChanged 6 SP:Iteration 9Q (43.229412 sec): 3 clusters Score: Raw -45898.698696 + Penalty 1184.889321 = -44713.809374 nChanged 5 SP:Iteration 10F (43.230399 sec): 3 clusters Score: Raw -45901.835654 + Penalty 1186.342477 = -44715.493177 nChanged 3 SP:Iteration 11Q (43.231379 sec): 3 clusters Score: Raw -45904.350200 + Penalty 1187.361675 = -44716.988526 nChanged 3 SP:Iteration 12Q (43.232352 sec): 3 clusters Score: Raw -45907.850112 + Penalty 1186.219068 = -44721.631044 nChanged 3 SP:Iteration 13Q (43.233319 sec): 3 clusters Score: Raw -45910.325280 + Penalty 1185.437157 = -44724.888123 nChanged 7 SP:Iteration 14Q (43.234287 sec): 3 clusters Score: Raw -45914.334507 + Penalty 1185.058179 = -44729.276328 nChanged 3 SP:Iteration 15Q (43.235253 sec): 3 clusters Score: Raw -45916.017991 + Penalty 1185.418537 = -44730.599454 nChanged 5 SP:Iteration 16Q (43.236224 sec): 3 clusters Score: Raw -45921.997228 + Penalty 1183.508722 = -44738.488506 nChanged 9 SP:Iteration 17Q (43.237189 sec): 3 clusters Score: Raw -45930.633255 + Penalty 1186.780214 = -44743.853040 nChanged 8 SP:Iteration 18Q (43.238152 sec): 3 clusters Score: Raw -45937.569204 + Penalty 1188.737506 = -44748.831698 nChanged 7 SP:Iteration 19Q (43.239113 sec): 3 clusters Score: Raw -45943.774513 + Penalty 1190.950266 = -44752.824248 nChanged 7 SP:Iteration 20F (43.240181 sec): 3 clusters Score: Raw -45948.650529 + Penalty 1192.627618 = -44756.022911 nChanged 4 SP:Iteration 21Q (43.241225 sec): 3 clusters Score: Raw -45950.610860 + Penalty 1192.537711 = -44758.073149 nChanged 2 SP:Iteration 22Q (43.242237 sec): 3 clusters Score: Raw -45952.789904 + Penalty 1192.537711 = -44760.252193 nChanged 0 SP:Iteration 23F (43.243267 sec): 3 clusters Score: Raw -45952.789904 + Penalty 1192.537711 = -44760.252193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.245752 sec): 2 clusters Score: Raw -70804.641249 + Penalty 472.964483 = -70331.676766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.247237 sec): 3 clusters Score: Raw -70413.098628 + Penalty 945.080657 = -69468.017970 nChanged 251 SP:Iteration 1F (43.248721 sec): 3 clusters Score: Raw -70574.826996 + Penalty 950.477223 = -69624.349772 nChanged 71 SP:Iteration 2F (43.250241 sec): 3 clusters Score: Raw -70651.762868 + Penalty 957.939464 = -69693.823404 nChanged 50 SP:Iteration 3F (43.251758 sec): 3 clusters Score: Raw -70701.312625 + Penalty 966.410920 = -69734.901705 nChanged 40 SP:Iteration 4F (43.253270 sec): 3 clusters Score: Raw -70730.070766 + Penalty 973.817131 = -69756.253636 nChanged 28 SP:Iteration 5Q (43.254715 sec): 3 clusters Score: Raw -70751.152486 + Penalty 985.260489 = -69765.891998 nChanged 24 SP:Iteration 6Q (43.256136 sec): 3 clusters Score: Raw -70772.609137 + Penalty 999.535045 = -69773.074092 nChanged 23 SP:Iteration 7Q (43.257568 sec): 3 clusters Score: Raw -70789.012923 + Penalty 1011.450472 = -69777.562452 nChanged 17 SP:Iteration 8Q (43.258956 sec): 3 clusters Score: Raw -70801.643071 + Penalty 1021.575641 = -69780.067430 nChanged 11 SP:Iteration 9Q (43.260337 sec): 3 clusters Score: Raw -70809.307091 + Penalty 1041.664747 = -69767.642344 nChanged 16 SP:Iteration 10F (43.261785 sec): 3 clusters Score: Raw -70820.456743 + Penalty 1052.063494 = -69768.393248 nChanged 8 SP:Iteration 11Q (43.263163 sec): 3 clusters Score: Raw -70824.635139 + Penalty 1055.622267 = -69769.012872 nChanged 5 SP:Iteration 12Q (43.264511 sec): 3 clusters Score: Raw -70826.354285 + Penalty 1060.876275 = -69765.478009 nChanged 4 SP:Iteration 13F (43.265952 sec): 3 clusters Score: Raw -70827.312498 + Penalty 1066.307587 = -69761.004912 nChanged 6 SP:Iteration 14F (43.267386 sec): 3 clusters Score: Raw -70830.234977 + Penalty 1071.367846 = -69758.867132 nChanged 4 SP:Iteration 15F (43.268820 sec): 3 clusters Score: Raw -70831.133624 + Penalty 1077.064833 = -69754.068792 nChanged 3 SP:Iteration 16F (43.270254 sec): 3 clusters Score: Raw -70835.362736 + Penalty 1079.980465 = -69755.382271 nChanged 2 SP:Iteration 17Q (43.271586 sec): 3 clusters Score: Raw -70835.387546 + Penalty 1085.798585 = -69749.588961 nChanged 3 SP:Iteration 18F (43.273080 sec): 3 clusters Score: Raw -70835.591993 + Penalty 1089.814303 = -69745.777690 nChanged 3 SP:Iteration 19F (43.274646 sec): 3 clusters Score: Raw -70836.005549 + Penalty 1096.137063 = -69739.868486 nChanged 2 SP:Iteration 20F (43.276168 sec): 3 clusters Score: Raw -70837.313723 + Penalty 1101.404467 = -69735.909256 nChanged 3 SP:Iteration 21F (43.277679 sec): 3 clusters Score: Raw -70839.567513 + Penalty 1100.879440 = -69738.688073 nChanged 1 SP:Iteration 22Q (43.278989 sec): 3 clusters Score: Raw -70839.992966 + Penalty 1100.879440 = -69739.113527 nChanged 0 SP:Iteration 23F (43.280419 sec): 3 clusters Score: Raw -70839.992966 + Penalty 1100.879440 = -69739.113527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.281588 sec): 2 clusters Score: Raw -21967.105565 + Penalty 276.431262 = -21690.674303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.282202 sec): 3 clusters Score: Raw -21855.196682 + Penalty 556.355840 = -21298.840842 nChanged 83 SP:Iteration 1F (43.282841 sec): 3 clusters Score: Raw -21939.030950 + Penalty 548.276512 = -21390.754438 nChanged 27 SP:Iteration 2F (43.283461 sec): 3 clusters Score: Raw -21978.731554 + Penalty 551.991774 = -21426.739781 nChanged 18 SP:Iteration 3F (43.284080 sec): 3 clusters Score: Raw -22003.493668 + Penalty 553.757177 = -21449.736491 nChanged 8 SP:Iteration 4Q (43.284684 sec): 3 clusters Score: Raw -22016.074892 + Penalty 555.654156 = -21460.420737 nChanged 6 SP:Iteration 5Q (43.285280 sec): 3 clusters Score: Raw -22023.928372 + Penalty 559.357642 = -21464.570731 nChanged 6 SP:Iteration 6Q (43.285876 sec): 3 clusters Score: Raw -22034.160927 + Penalty 561.335922 = -21472.825005 nChanged 3 SP:Iteration 7Q (43.286452 sec): 3 clusters Score: Raw -22039.035457 + Penalty 562.140394 = -21476.895062 nChanged 1 SP:Iteration 8Q (43.287025 sec): 3 clusters Score: Raw -22039.421440 + Penalty 563.061207 = -21476.360232 nChanged 1 SP:Iteration 9F (43.287653 sec): 3 clusters Score: Raw -22040.164267 + Penalty 564.962409 = -21475.201858 nChanged 2 SP:Iteration 10F (43.288253 sec): 3 clusters Score: Raw -22042.323578 + Penalty 566.063818 = -21476.259761 nChanged 1 SP:Iteration 11Q (43.288827 sec): 3 clusters Score: Raw -22042.721953 + Penalty 567.207329 = -21475.514624 nChanged 1 SP:Iteration 12F (43.289427 sec): 3 clusters Score: Raw -22043.045259 + Penalty 567.207329 = -21475.837931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.290053 sec): 2 clusters Score: Raw -4490.228602 + Penalty 131.541767 = -4358.686835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.290369 sec): 3 clusters Score: Raw -4492.819872 + Penalty 280.927234 = -4211.892638 nChanged 19 SP:Iteration 1F (43.290677 sec): 3 clusters Score: Raw -4531.330690 + Penalty 294.758387 = -4236.572303 nChanged 3 SP:Iteration 2F (43.290995 sec): 3 clusters Score: Raw -4541.595410 + Penalty 313.902393 = -4227.693017 nChanged 2 SP:Iteration 3F (43.291314 sec): 3 clusters Score: Raw -4558.805500 + Penalty 382.686964 = -4176.118536 nChanged 6 SP:Iteration 4F (43.291603 sec): 3 clusters Score: Raw -4638.309220 + Penalty 423.938138 = -4214.371082 nChanged 2 SP:Iteration 5Q (43.291870 sec): 3 clusters Score: Raw -4711.301283 + Penalty 423.938138 = -4287.363145 nChanged 0 SP:Iteration 6F (43.292159 sec): 3 clusters Score: Raw -4711.301283 + Penalty 423.938138 = -4287.363145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.293226 sec): 2 clusters Score: Raw -21410.026215 + Penalty 365.237859 = -21044.788355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.293852 sec): 3 clusters Score: Raw -21317.717862 + Penalty 723.411150 = -20594.306713 nChanged 72 SP:Iteration 1F (43.294469 sec): 3 clusters Score: Raw -21424.838421 + Penalty 701.943746 = -20722.894675 nChanged 30 SP:Iteration 2F (43.295086 sec): 3 clusters Score: Raw -21472.535965 + Penalty 683.620149 = -20788.915816 nChanged 15 SP:Iteration 3F (43.295700 sec): 3 clusters Score: Raw -21499.201902 + Penalty 686.319789 = -20812.882113 nChanged 5 SP:Iteration 4Q (43.296288 sec): 3 clusters Score: Raw -21505.702044 + Penalty 687.987784 = -20817.714260 nChanged 3 SP:Iteration 5Q (43.296866 sec): 3 clusters Score: Raw -21507.701532 + Penalty 688.663659 = -20819.037873 nChanged 1 SP:Iteration 6Q (43.297440 sec): 3 clusters Score: Raw -21508.298448 + Penalty 688.663659 = -20819.634789 nChanged 0 SP:Iteration 7F (43.298035 sec): 3 clusters Score: Raw -21508.298448 + Penalty 688.663659 = -20819.634789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.299007 sec): 2 clusters Score: Raw -3012.948028 + Penalty 529.860560 = -2483.087468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.299438 sec): 3 clusters Score: Raw -3289.117592 + Penalty 1059.143261 = -2229.974331 nChanged 10 SP:Iteration 1F (43.299853 sec): 3 clusters Score: Raw -3328.227333 + Penalty 1058.786069 = -2269.441264 nChanged 2 SP:Iteration 2Q (43.300228 sec): 3 clusters Score: Raw -3336.341943 + Penalty 1059.057675 = -2277.284268 nChanged 2 SP:Iteration 3Q (43.300603 sec): 3 clusters Score: Raw -3342.700472 + Penalty 1060.257137 = -2282.443334 nChanged 2 SP:Iteration 4Q (43.300977 sec): 3 clusters Score: Raw -3345.201064 + Penalty 1061.100746 = -2284.100319 nChanged 1 SP:Iteration 5Q (43.301350 sec): 3 clusters Score: Raw -3345.920266 + Penalty 1061.100746 = -2284.819521 nChanged 0 SP:Iteration 6F (43.301756 sec): 3 clusters Score: Raw -3345.920266 + Penalty 1061.100746 = -2284.819521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.302961 sec): 2 clusters Score: Raw -21257.497182 + Penalty 443.594747 = -20813.902435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.303557 sec): 3 clusters Score: Raw -21209.273030 + Penalty 887.210532 = -20322.062498 nChanged 46 SP:Iteration 1F (43.304133 sec): 3 clusters Score: Raw -21256.646769 + Penalty 886.719321 = -20369.927449 nChanged 14 SP:Iteration 2F (43.304719 sec): 3 clusters Score: Raw -21271.657149 + Penalty 887.371613 = -20384.285535 nChanged 6 SP:Iteration 3Q (43.305278 sec): 3 clusters Score: Raw -21278.340065 + Penalty 887.290276 = -20391.049789 nChanged 3 SP:Iteration 4Q (43.305835 sec): 3 clusters Score: Raw -21282.613029 + Penalty 887.021189 = -20395.591839 nChanged 4 SP:Iteration 5Q (43.306507 sec): 3 clusters Score: Raw -21284.724193 + Penalty 887.099171 = -20397.625022 nChanged 3 SP:Iteration 6Q (43.307103 sec): 3 clusters Score: Raw -21286.882639 + Penalty 887.451501 = -20399.431139 nChanged 5 SP:Iteration 7Q (43.307677 sec): 3 clusters Score: Raw -21291.492085 + Penalty 888.382207 = -20403.109878 nChanged 5 SP:Iteration 8Q (43.308249 sec): 3 clusters Score: Raw -21294.363633 + Penalty 888.694457 = -20405.669176 nChanged 4 SP:Iteration 9Q (43.308823 sec): 3 clusters Score: Raw -21301.368998 + Penalty 889.341221 = -20412.027777 nChanged 6 SP:Iteration 10F (43.309405 sec): 3 clusters Score: Raw -21308.693931 + Penalty 889.248580 = -20419.445351 nChanged 4 SP:Iteration 11Q (43.309978 sec): 3 clusters Score: Raw -21314.257173 + Penalty 889.444382 = -20424.812791 nChanged 6 SP:Iteration 12Q (43.310543 sec): 3 clusters Score: Raw -21320.531989 + Penalty 889.261092 = -20431.270897 nChanged 3 SP:Iteration 13Q (43.311100 sec): 3 clusters Score: Raw -21323.334425 + Penalty 889.525478 = -20433.808947 nChanged 1 SP:Iteration 14Q (43.311655 sec): 3 clusters Score: Raw -21324.204579 + Penalty 889.525478 = -20434.679101 nChanged 0 SP:Iteration 15F (43.312221 sec): 3 clusters Score: Raw -21324.204579 + Penalty 889.525478 = -20434.679101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.313201 sec): 2 clusters Score: Raw -18995.095357 + Penalty 182.470894 = -18812.624463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313777 sec): 3 clusters Score: Raw -18888.824496 + Penalty 364.048283 = -18524.776213 nChanged 69 SP:Iteration 1F (43.314343 sec): 3 clusters Score: Raw -18949.918297 + Penalty 376.498932 = -18573.419365 nChanged 15 SP:Iteration 2F (43.314908 sec): 3 clusters Score: Raw -18963.200898 + Penalty 386.007036 = -18577.193862 nChanged 5 SP:Iteration 3Q (43.315464 sec): 3 clusters Score: Raw -18971.491379 + Penalty 388.996410 = -18582.494969 nChanged 6 SP:Iteration 4Q (43.316032 sec): 3 clusters Score: Raw -18978.822925 + Penalty 399.363587 = -18579.459338 nChanged 6 SP:Iteration 5F (43.316608 sec): 3 clusters Score: Raw -18983.763641 + Penalty 406.086596 = -18577.677045 nChanged 3 SP:Iteration 6F (43.317172 sec): 3 clusters Score: Raw -18985.350412 + Penalty 408.473216 = -18576.877196 nChanged 1 SP:Iteration 7F (43.317736 sec): 3 clusters Score: Raw -18985.668962 + Penalty 408.473216 = -18577.195746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.319477 sec): 2 clusters Score: Raw -47584.862012 + Penalty 769.819002 = -46815.043010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.320510 sec): 3 clusters Score: Raw -47384.856389 + Penalty 1537.980407 = -45846.875982 nChanged 124 SP:Iteration 1F (43.321529 sec): 3 clusters Score: Raw -47497.087853 + Penalty 1539.054862 = -45958.032991 nChanged 42 SP:Iteration 2F (43.322546 sec): 3 clusters Score: Raw -47536.043387 + Penalty 1539.280838 = -45996.762549 nChanged 19 SP:Iteration 3Q (43.323630 sec): 3 clusters Score: Raw -47559.222237 + Penalty 1542.003590 = -46017.218648 nChanged 17 SP:Iteration 4Q (43.324629 sec): 3 clusters Score: Raw -47579.359223 + Penalty 1545.052823 = -46034.306400 nChanged 15 SP:Iteration 5Q (43.325644 sec): 3 clusters Score: Raw -47598.419177 + Penalty 1550.125034 = -46048.294143 nChanged 18 SP:Iteration 6Q (43.326652 sec): 3 clusters Score: Raw -47615.038370 + Penalty 1555.993751 = -46059.044619 nChanged 13 SP:Iteration 7Q (43.327654 sec): 3 clusters Score: Raw -47631.308764 + Penalty 1564.420310 = -46066.888454 nChanged 16 SP:Iteration 8Q (43.328655 sec): 3 clusters Score: Raw -47652.608740 + Penalty 1570.352310 = -46082.256430 nChanged 9 SP:Iteration 9Q (43.329646 sec): 3 clusters Score: Raw -47661.183266 + Penalty 1575.938717 = -46085.244549 nChanged 9 SP:Iteration 10F (43.330667 sec): 3 clusters Score: Raw -47672.768851 + Penalty 1579.582503 = -46093.186348 nChanged 9 SP:Iteration 11Q (43.331648 sec): 3 clusters Score: Raw -47685.979573 + Penalty 1579.333859 = -46106.645714 nChanged 6 SP:Iteration 12Q (43.332620 sec): 3 clusters Score: Raw -47693.325190 + Penalty 1579.744226 = -46113.580964 nChanged 6 SP:Iteration 13Q (43.333611 sec): 3 clusters Score: Raw -47698.563545 + Penalty 1582.771153 = -46115.792392 nChanged 5 SP:Iteration 14Q (43.334587 sec): 3 clusters Score: Raw -47703.704361 + Penalty 1585.111481 = -46118.592880 nChanged 5 SP:Iteration 15Q (43.335554 sec): 3 clusters Score: Raw -47712.992410 + Penalty 1590.313935 = -46122.678475 nChanged 7 SP:Iteration 16Q (43.336513 sec): 3 clusters Score: Raw -47721.104850 + Penalty 1593.301718 = -46127.803131 nChanged 3 SP:Iteration 17Q (43.337465 sec): 3 clusters Score: Raw -47725.529369 + Penalty 1594.032176 = -46131.497193 nChanged 3 SP:Iteration 18Q (43.338414 sec): 3 clusters Score: Raw -47728.641246 + Penalty 1594.744080 = -46133.897166 nChanged 5 SP:Iteration 19Q (43.339359 sec): 3 clusters Score: Raw -47733.715544 + Penalty 1594.451546 = -46139.263997 nChanged 1 SP:Iteration 20F (43.340470 sec): 3 clusters Score: Raw -47735.365783 + Penalty 1594.973962 = -46140.391821 nChanged 1 SP:Iteration 21Q (43.341460 sec): 3 clusters Score: Raw -47735.493158 + Penalty 1595.488933 = -46140.004225 nChanged 1 SP:Iteration 22F (43.342524 sec): 3 clusters Score: Raw -47736.808624 + Penalty 1596.202324 = -46140.606300 nChanged 1 SP:Iteration 23Q (43.343509 sec): 3 clusters Score: Raw -47737.684149 + Penalty 1596.610772 = -46141.073377 nChanged 1 SP:Iteration 24Q (43.344455 sec): 3 clusters Score: Raw -47738.233066 + Penalty 1596.610772 = -46141.622294 nChanged 0 SP:Iteration 25F (43.345476 sec): 3 clusters Score: Raw -47738.233066 + Penalty 1596.610772 = -46141.622294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.346079 sec): 2 clusters Score: Raw -3784.257523 + Penalty 67.103102 = -3717.154421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.346384 sec): 3 clusters Score: Raw -3797.124166 + Penalty 133.990767 = -3663.133398 nChanged 19 SP:Iteration 1F (43.346693 sec): 3 clusters Score: Raw -3848.148098 + Penalty 140.927790 = -3707.220308 nChanged 4 SP:Iteration 2F (43.346993 sec): 3 clusters Score: Raw -3853.547061 + Penalty 140.927790 = -3712.619271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.347451 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.347641 sec): 3 clusters Score: Raw -255.544781 + Penalty 11.990349 = -243.554432 nChanged 0 Iteration 119Q (43.471045 sec): 25 clusters Score: Raw -2810524.547003 + Penalty 14066.721433 = -2796457.825571 nChanged 15 Iteration 120F (43.845799 sec): 25 clusters Score: Raw -2810544.190236 + Penalty 14067.648958 = -2796476.541279 nChanged 14 Iteration 121Q (43.953359 sec): 25 clusters Score: Raw -2810555.124003 + Penalty 14060.132745 = -2796494.991259 nChanged 10 Iteration 122Q (44.061049 sec): 25 clusters Score: Raw -2810557.538910 + Penalty 14057.015521 = -2796500.523389 nChanged 8 Iteration 123Q (44.170365 sec): 25 clusters Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646 nChanged 0 Iteration 124F (44.547341 sec): 25 clusters Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2810559.496167 + Penalty 14057.015521 = -2796502.480646Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 1 (3436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.622663 sec): 2 clusters Score: Raw -322856.136070 + Penalty 298.906206 = -322557.229863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.629317 sec): 3 clusters Score: Raw -320595.555759 + Penalty 593.520427 = -320002.035332 nChanged 1570 SP:Iteration 1F (44.635706 sec): 3 clusters Score: Raw -321487.294095 + Penalty 594.040060 = -320893.254035 nChanged 375 SP:Iteration 2F (44.642064 sec): 3 clusters Score: Raw -321610.383610 + Penalty 599.727573 = -321010.656037 nChanged 179 SP:Iteration 3F (44.648380 sec): 3 clusters Score: Raw -321663.557751 + Penalty 606.101525 = -321057.456226 nChanged 136 SP:Iteration 4Q (44.654738 sec): 3 clusters Score: Raw -321704.997393 + Penalty 613.556751 = -321091.440643 nChanged 128 SP:Iteration 5Q (44.661234 sec): 3 clusters Score: Raw -321748.509565 + Penalty 622.857112 = -321125.652453 nChanged 147 SP:Iteration 6Q (44.667987 sec): 3 clusters Score: Raw -321817.784388 + Penalty 637.020820 = -321180.763568 nChanged 171 SP:Iteration 7Q (44.674381 sec): 3 clusters Score: Raw -321933.188625 + Penalty 659.656337 = -321273.532289 nChanged 225 SP:Iteration 8F (44.680775 sec): 3 clusters Score: Raw -322143.479596 + Penalty 706.482050 = -321436.997546 nChanged 272 SP:Iteration 9F (44.687529 sec): 3 clusters Score: Raw -322480.399325 + Penalty 755.938284 = -321724.461041 nChanged 190 SP:Iteration 10F (44.694010 sec): 3 clusters Score: Raw -322732.706150 + Penalty 798.940637 = -321933.765513 nChanged 70 SP:Iteration 11Q (44.700330 sec): 3 clusters Score: Raw -322801.808175 + Penalty 814.480522 = -321987.327652 nChanged 28 SP:Iteration 12Q (44.706300 sec): 3 clusters Score: Raw -322823.014079 + Penalty 823.205296 = -321999.808783 nChanged 24 SP:Iteration 13Q (44.711925 sec): 3 clusters Score: Raw -322839.928601 + Penalty 842.531701 = -321997.396900 nChanged 14 SP:Iteration 14F (44.718398 sec): 3 clusters Score: Raw -322854.088710 + Penalty 852.968537 = -322001.120173 nChanged 8 SP:Iteration 15Q (44.723699 sec): 3 clusters Score: Raw -322860.373072 + Penalty 859.516659 = -322000.856412 nChanged 7 SP:Iteration 16F (44.730391 sec): 3 clusters Score: Raw -322865.724496 + Penalty 873.836077 = -321991.888419 nChanged 6 SP:Iteration 17F (44.737100 sec): 3 clusters Score: Raw -322867.040313 + Penalty 878.983243 = -321988.057069 nChanged 3 SP:Iteration 18F (44.743514 sec): 3 clusters Score: Raw -322867.453980 + Penalty 883.592152 = -321983.861827 nChanged 4 SP:Iteration 19F (44.750104 sec): 3 clusters Score: Raw -322870.024955 + Penalty 889.617038 = -321980.407917 nChanged 3 SP:Iteration 20F (44.756583 sec): 3 clusters Score: Raw -322874.079027 + Penalty 893.338064 = -321980.740963 nChanged 2 SP:Iteration 21Q (44.761790 sec): 3 clusters Score: Raw -322875.700366 + Penalty 891.930973 = -321983.769393 nChanged 1 SP:Iteration 22Q (44.767323 sec): 3 clusters Score: Raw -322876.823056 + Penalty 893.661013 = -321983.162044 nChanged 1 SP:Iteration 23F (44.774156 sec): 3 clusters Score: Raw -322876.599311 + Penalty 893.661013 = -321982.938299 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 2 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.780282 sec): 2 clusters Score: Raw -95176.399443 + Penalty 231.994142 = -94944.405301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.782509 sec): 3 clusters Score: Raw -94513.689044 + Penalty 461.636964 = -94052.052080 nChanged 455 SP:Iteration 1F (44.784622 sec): 3 clusters Score: Raw -94916.682623 + Penalty 458.109621 = -94458.573002 nChanged 111 SP:Iteration 2F (44.786804 sec): 3 clusters Score: Raw -95002.676004 + Penalty 456.090534 = -94546.585469 nChanged 45 SP:Iteration 3Q (44.788879 sec): 3 clusters Score: Raw -95017.844352 + Penalty 452.133582 = -94565.710770 nChanged 28 SP:Iteration 4Q (44.790884 sec): 3 clusters Score: Raw -95026.783126 + Penalty 449.659496 = -94577.123630 nChanged 20 SP:Iteration 5Q (44.792916 sec): 3 clusters Score: Raw -95032.256923 + Penalty 448.275787 = -94583.981136 nChanged 14 SP:Iteration 6Q (44.794902 sec): 3 clusters Score: Raw -95036.139466 + Penalty 445.821421 = -94590.318045 nChanged 20 SP:Iteration 7Q (44.796867 sec): 3 clusters Score: Raw -95041.159798 + Penalty 444.179157 = -94596.980641 nChanged 18 SP:Iteration 8Q (44.798905 sec): 3 clusters Score: Raw -95047.039335 + Penalty 441.367788 = -94605.671547 nChanged 19 SP:Iteration 9Q (44.800924 sec): 3 clusters Score: Raw -95054.654690 + Penalty 438.708955 = -94615.945735 nChanged 24 SP:Iteration 10F (44.803100 sec): 3 clusters Score: Raw -95064.499624 + Penalty 433.047587 = -94631.452037 nChanged 22 SP:Iteration 11Q (44.805091 sec): 3 clusters Score: Raw -95072.800995 + Penalty 432.850998 = -94639.949997 nChanged 16 SP:Iteration 12Q (44.807042 sec): 3 clusters Score: Raw -95077.774135 + Penalty 432.702823 = -94645.071311 nChanged 9 SP:Iteration 13Q (44.808976 sec): 3 clusters Score: Raw -95079.788760 + Penalty 431.985318 = -94647.803442 nChanged 8 SP:Iteration 14Q (44.810912 sec): 3 clusters Score: Raw -95081.585021 + Penalty 430.311082 = -94651.273939 nChanged 7 SP:Iteration 15Q (44.812936 sec): 3 clusters Score: Raw -95083.397062 + Penalty 428.105337 = -94655.291725 nChanged 9 SP:Iteration 16Q (44.814866 sec): 3 clusters Score: Raw -95085.526730 + Penalty 427.702740 = -94657.823990 nChanged 9 SP:Iteration 17Q (44.816748 sec): 3 clusters Score: Raw -95088.225999 + Penalty 427.222452 = -94661.003547 nChanged 12 SP:Iteration 18Q (44.818657 sec): 3 clusters Score: Raw -95091.562433 + Penalty 426.072918 = -94665.489516 nChanged 11 SP:Iteration 19Q (44.820574 sec): 3 clusters Score: Raw -95095.324821 + Penalty 428.389763 = -94666.935057 nChanged 11 SP:Iteration 20F (44.822653 sec): 3 clusters Score: Raw -95099.150856 + Penalty 427.721158 = -94671.429698 nChanged 11 SP:Iteration 21Q (44.824505 sec): 3 clusters Score: Raw -95103.508442 + Penalty 432.585984 = -94670.922458 nChanged 13 SP:Iteration 22F (44.826663 sec): 3 clusters Score: Raw -95109.518289 + Penalty 428.864714 = -94680.653575 nChanged 13 SP:Iteration 23Q (44.828539 sec): 3 clusters Score: Raw -95115.205990 + Penalty 427.450940 = -94687.755051 nChanged 11 SP:Iteration 24Q (44.830363 sec): 3 clusters Score: Raw -95119.224968 + Penalty 427.540914 = -94691.684054 nChanged 11 SP:Iteration 25Q (44.832181 sec): 3 clusters Score: Raw -95124.942042 + Penalty 430.217990 = -94694.724052 nChanged 12 SP:Iteration 26Q (44.834105 sec): 3 clusters Score: Raw -95131.345283 + Penalty 431.303741 = -94700.041542 nChanged 9 SP:Iteration 27Q (44.836016 sec): 3 clusters Score: Raw -95133.761177 + Penalty 424.242071 = -94709.519106 nChanged 6 SP:Iteration 28Q (44.837890 sec): 3 clusters Score: Raw -95135.117660 + Penalty 426.774630 = -94708.343030 nChanged 6 SP:Iteration 29F (44.839935 sec): 3 clusters Score: Raw -95136.375413 + Penalty 422.918947 = -94713.456466 nChanged 7 SP:Iteration 30F (44.841970 sec): 3 clusters Score: Raw -95138.067985 + Penalty 425.584382 = -94712.483603 nChanged 5 SP:Iteration 31F (44.844035 sec): 3 clusters Score: Raw -95139.140406 + Penalty 426.714913 = -94712.425493 nChanged 2 SP:Iteration 32F (44.846069 sec): 3 clusters Score: Raw -95139.351095 + Penalty 432.302497 = -94707.048599 nChanged 4 SP:Iteration 33F (44.848135 sec): 3 clusters Score: Raw -95141.738853 + Penalty 435.450697 = -94706.288156 nChanged 5 SP:Iteration 34F (44.850170 sec): 3 clusters Score: Raw -95142.832881 + Penalty 436.472580 = -94706.360301 nChanged 5 SP:Iteration 35Q (44.851977 sec): 3 clusters Score: Raw -95144.121466 + Penalty 442.291368 = -94701.830098 nChanged 7 SP:Iteration 36F (44.854067 sec): 3 clusters Score: Raw -95146.073452 + Penalty 469.586753 = -94676.486700 nChanged 12 SP:Iteration 37F (44.856178 sec): 3 clusters Score: Raw -95152.905445 + Penalty 499.906472 = -94652.998973 nChanged 9 SP:Iteration 38F (44.858257 sec): 3 clusters Score: Raw -95160.844682 + Penalty 558.102553 = -94602.742128 nChanged 11 SP:Iteration 39F (44.860353 sec): 3 clusters Score: Raw -95171.094589 + Penalty 702.050156 = -94469.044434 nChanged 7 SP:Iteration 40F (44.862441 sec): 3 clusters Score: Raw -95177.606056 + Penalty 754.709181 = -94422.896875 nChanged 2 SP:Iteration 41F (44.864514 sec): 3 clusters Score: Raw -95177.223562 + Penalty 754.709181 = -94422.514382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.868165 sec): 2 clusters Score: Raw -41288.511075 + Penalty 383.900563 = -40904.610512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.869199 sec): 3 clusters Score: Raw -41073.583084 + Penalty 767.042492 = -40306.540592 nChanged 144 SP:Iteration 1F (44.870205 sec): 3 clusters Score: Raw -41192.508824 + Penalty 759.656537 = -40432.852287 nChanged 57 SP:Iteration 2F (44.871205 sec): 3 clusters Score: Raw -41262.506544 + Penalty 758.962844 = -40503.543700 nChanged 30 SP:Iteration 3F (44.872192 sec): 3 clusters Score: Raw -41296.100352 + Penalty 754.574518 = -40541.525834 nChanged 11 SP:Iteration 4Q (44.873134 sec): 3 clusters Score: Raw -41314.510688 + Penalty 749.607536 = -40564.903152 nChanged 10 SP:Iteration 5Q (44.874066 sec): 3 clusters Score: Raw -41329.669201 + Penalty 749.824634 = -40579.844567 nChanged 1 SP:Iteration 6Q (44.874987 sec): 3 clusters Score: Raw -41329.934776 + Penalty 749.824634 = -40580.110142 nChanged 0 SP:Iteration 7F (44.875944 sec): 3 clusters Score: Raw -41329.934776 + Penalty 749.824634 = -40580.110142 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 5 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.883184 sec): 2 clusters Score: Raw -212858.591742 + Penalty 228.797471 = -212629.794271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.887586 sec): 3 clusters Score: Raw -211383.945670 + Penalty 449.429929 = -210934.515741 nChanged 1064 SP:Iteration 1F (44.892177 sec): 3 clusters Score: Raw -212145.023251 + Penalty 449.092957 = -211695.930294 nChanged 257 SP:Iteration 2F (44.896838 sec): 3 clusters Score: Raw -212365.734673 + Penalty 457.212996 = -211908.521678 nChanged 171 SP:Iteration 3F (44.901526 sec): 3 clusters Score: Raw -212526.814681 + Penalty 463.779573 = -212063.035109 nChanged 94 SP:Iteration 4Q (44.905999 sec): 3 clusters Score: Raw -212567.810992 + Penalty 466.529294 = -212101.281698 nChanged 42 SP:Iteration 5Q (44.910408 sec): 3 clusters Score: Raw -212584.223697 + Penalty 467.655731 = -212116.567965 nChanged 30 SP:Iteration 6Q (44.914503 sec): 3 clusters Score: Raw -212592.631247 + Penalty 468.577283 = -212124.053964 nChanged 27 SP:Iteration 7Q (44.918431 sec): 3 clusters Score: Raw -212598.380169 + Penalty 470.191303 = -212128.188866 nChanged 20 SP:Iteration 8Q (44.922371 sec): 3 clusters Score: Raw -212602.673222 + Penalty 471.277480 = -212131.395742 nChanged 19 SP:Iteration 9Q (44.926383 sec): 3 clusters Score: Raw -212607.998354 + Penalty 474.147022 = -212133.851333 nChanged 22 SP:Iteration 10F (44.930557 sec): 3 clusters Score: Raw -212613.214894 + Penalty 477.746623 = -212135.468271 nChanged 27 SP:Iteration 11Q (44.934426 sec): 3 clusters Score: Raw -212621.773342 + Penalty 482.212803 = -212139.560539 nChanged 34 SP:Iteration 12Q (44.938652 sec): 3 clusters Score: Raw -212632.048840 + Penalty 485.580629 = -212146.468211 nChanged 28 SP:Iteration 13Q (44.942548 sec): 3 clusters Score: Raw -212639.029338 + Penalty 489.637278 = -212149.392060 nChanged 25 SP:Iteration 14Q (44.946332 sec): 3 clusters Score: Raw -212644.858220 + Penalty 491.352814 = -212153.505406 nChanged 26 SP:Iteration 15Q (44.950076 sec): 3 clusters Score: Raw -212651.260993 + Penalty 499.303782 = -212151.957211 nChanged 28 SP:Iteration 16F (44.954217 sec): 3 clusters Score: Raw -212664.179605 + Penalty 507.543992 = -212156.635613 nChanged 35 SP:Iteration 17Q (44.957928 sec): 3 clusters Score: Raw -212682.682239 + Penalty 513.854238 = -212168.828002 nChanged 29 SP:Iteration 18Q (44.961621 sec): 3 clusters Score: Raw -212696.862002 + Penalty 524.853361 = -212172.008641 nChanged 35 SP:Iteration 19Q (44.965250 sec): 3 clusters Score: Raw -212714.792361 + Penalty 533.442825 = -212181.349536 nChanged 34 SP:Iteration 20F (44.969539 sec): 3 clusters Score: Raw -212731.875674 + Penalty 548.833064 = -212183.042609 nChanged 33 SP:Iteration 21Q (44.973371 sec): 3 clusters Score: Raw -212752.439846 + Penalty 565.672928 = -212186.766918 nChanged 42 SP:Iteration 22Q (44.977123 sec): 3 clusters Score: Raw -212783.014656 + Penalty 571.439046 = -212211.575610 nChanged 31 SP:Iteration 23Q (44.980846 sec): 3 clusters Score: Raw -212808.525178 + Penalty 563.242682 = -212245.282496 nChanged 27 SP:Iteration 24Q (44.984247 sec): 3 clusters Score: Raw -212827.387437 + Penalty 578.286047 = -212249.101390 nChanged 13 SP:Iteration 25Q (44.987625 sec): 3 clusters Score: Raw -212833.822945 + Penalty 606.234783 = -212227.588162 nChanged 12 SP:Iteration 26F (44.991962 sec): 3 clusters Score: Raw -212841.429012 + Penalty 636.790739 = -212204.638273 nChanged 11 SP:Iteration 27F (44.996162 sec): 3 clusters Score: Raw -212847.917485 + Penalty 678.678184 = -212169.239300 nChanged 8 SP:Iteration 28F (45.000281 sec): 3 clusters Score: Raw -212855.093341 + Penalty 721.118745 = -212133.974596 nChanged 8 SP:Iteration 29F (45.004559 sec): 3 clusters Score: Raw -212861.376189 + Penalty 792.737967 = -212068.638222 nChanged 6 SP:Iteration 30F (45.008953 sec): 3 clusters Score: Raw -212868.070035 + Penalty 823.950357 = -212044.119678 nChanged 4 SP:Iteration 31F (45.013106 sec): 3 clusters Score: Raw -212874.338074 + Penalty 830.624062 = -212043.714012 nChanged 1 SP:Iteration 32F (45.017239 sec): 3 clusters Score: Raw -212876.903940 + Penalty 830.624062 = -212046.279877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.019534 sec): 2 clusters Score: Raw -34294.110273 + Penalty 391.142612 = -33902.967661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.020394 sec): 3 clusters Score: Raw -34175.585462 + Penalty 762.808560 = -33412.776902 nChanged 120 SP:Iteration 1F (45.021240 sec): 3 clusters Score: Raw -34311.223155 + Penalty 747.260696 = -33563.962460 nChanged 36 SP:Iteration 2F (45.022086 sec): 3 clusters Score: Raw -34351.292515 + Penalty 748.569939 = -33602.722577 nChanged 14 SP:Iteration 3Q (45.022909 sec): 3 clusters Score: Raw -34368.095103 + Penalty 756.514965 = -33611.580138 nChanged 15 SP:Iteration 4Q (45.023752 sec): 3 clusters Score: Raw -34387.164101 + Penalty 757.565379 = -33629.598722 nChanged 2 SP:Iteration 5Q (45.024568 sec): 3 clusters Score: Raw -34387.932807 + Penalty 757.565379 = -33630.367428 nChanged 0 SP:Iteration 6F (45.025413 sec): 3 clusters Score: Raw -34387.932807 + Penalty 757.565379 = -33630.367428 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 7 (5234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.049688 sec): 2 clusters Score: Raw -475335.078605 + Penalty 210.547995 = -475124.530609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.059634 sec): 3 clusters Score: Raw -471887.346469 + Penalty 497.090633 = -471390.255836 nChanged 2507 SP:Iteration 1F (45.069238 sec): 3 clusters Score: Raw -474502.576470 + Penalty 543.401769 = -473959.174701 nChanged 433 SP:Iteration 2F (45.079082 sec): 3 clusters Score: Raw -474765.902586 + Penalty 569.458366 = -474196.444219 nChanged 238 SP:Iteration 3Q (45.087779 sec): 3 clusters Score: Raw -474929.348774 + Penalty 585.229463 = -474344.119311 nChanged 155 SP:Iteration 4Q (45.096464 sec): 3 clusters Score: Raw -475036.079792 + Penalty 598.461046 = -474437.618746 nChanged 135 SP:Iteration 5Q (45.104568 sec): 3 clusters Score: Raw -475124.191837 + Penalty 616.787524 = -474507.404313 nChanged 101 SP:Iteration 6Q (45.113010 sec): 3 clusters Score: Raw -475191.140285 + Penalty 618.017751 = -474573.122534 nChanged 75 SP:Iteration 7Q (45.120748 sec): 3 clusters Score: Raw -475240.909230 + Penalty 648.391008 = -474592.518223 nChanged 54 SP:Iteration 8Q (45.128363 sec): 3 clusters Score: Raw -475277.042520 + Penalty 665.908709 = -474611.133812 nChanged 32 SP:Iteration 9Q (45.135820 sec): 3 clusters Score: Raw -475296.808404 + Penalty 716.535135 = -474580.273269 nChanged 24 SP:Iteration 10F (45.145847 sec): 3 clusters Score: Raw -475312.937509 + Penalty 818.397653 = -474494.539855 nChanged 20 SP:Iteration 11F (45.155111 sec): 3 clusters Score: Raw -475330.855468 + Penalty 858.511090 = -474472.344377 nChanged 7 SP:Iteration 12F (45.164394 sec): 3 clusters Score: Raw -475335.070796 + Penalty 910.667669 = -474424.403127 nChanged 6 SP:Iteration 13F (45.173636 sec): 3 clusters Score: Raw -475339.810166 + Penalty 914.170149 = -474425.640018 nChanged 3 SP:Iteration 14Q (45.181227 sec): 3 clusters Score: Raw -475339.651740 + Penalty 923.311001 = -474416.340739 nChanged 1 SP:Iteration 15F (45.190510 sec): 3 clusters Score: Raw -475339.968570 + Penalty 923.311001 = -474416.657569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 8 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.201044 sec): 2 clusters Score: Raw -112018.772645 + Penalty 169.143709 = -111849.628936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.203506 sec): 3 clusters Score: Raw -111206.111533 + Penalty 323.772851 = -110882.338682 nChanged 556 SP:Iteration 1F (45.205865 sec): 3 clusters Score: Raw -111741.773053 + Penalty 343.807093 = -111397.965961 nChanged 157 SP:Iteration 2F (45.208212 sec): 3 clusters Score: Raw -111918.362450 + Penalty 392.760505 = -111525.601944 nChanged 53 SP:Iteration 3Q (45.210795 sec): 3 clusters Score: Raw -111985.591107 + Penalty 501.552190 = -111484.038917 nChanged 24 SP:Iteration 4F (45.213345 sec): 3 clusters Score: Raw -112024.654077 + Penalty 681.358137 = -111343.295940 nChanged 11 SP:Iteration 5F (45.215708 sec): 3 clusters Score: Raw -112047.597767 + Penalty 769.379860 = -111278.217907 nChanged 2 SP:Iteration 6F (45.218042 sec): 3 clusters Score: Raw -112053.199673 + Penalty 814.185585 = -111239.014087 nChanged 1 SP:Iteration 7F (45.220371 sec): 3 clusters Score: Raw -112057.614982 + Penalty 814.185585 = -111243.429397 nChanged 0 Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 10 (6723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.254202 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.266737 sec): 3 clusters Score: Raw -621026.126049 + Penalty 420.919418 = -620605.206631 nChanged 3176 SP:Iteration 1F (45.279142 sec): 3 clusters Score: Raw -623527.468955 + Penalty 425.244229 = -623102.224726 nChanged 733 SP:Iteration 2F (45.291367 sec): 3 clusters Score: Raw -624232.647557 + Penalty 439.807886 = -623792.839672 nChanged 481 SP:Iteration 3F (45.303741 sec): 3 clusters Score: Raw -624741.174322 + Penalty 458.078599 = -624283.095722 nChanged 305 SP:Iteration 4Q (45.315568 sec): 3 clusters Score: Raw -625005.304020 + Penalty 474.153090 = -624531.150929 nChanged 177 SP:Iteration 5Q (45.326154 sec): 3 clusters Score: Raw -625121.010141 + Penalty 485.262866 = -624635.747275 nChanged 117 SP:Iteration 6Q (45.336806 sec): 3 clusters Score: Raw -625194.947338 + Penalty 497.416241 = -624697.531097 nChanged 93 SP:Iteration 7Q (45.347272 sec): 3 clusters Score: Raw -625252.993488 + Penalty 506.205082 = -624746.788406 nChanged 69 SP:Iteration 8Q (45.357171 sec): 3 clusters Score: Raw -625291.357334 + Penalty 504.026635 = -624787.330700 nChanged 51 SP:Iteration 9Q (45.366991 sec): 3 clusters Score: Raw -625313.652821 + Penalty 505.604174 = -624808.048647 nChanged 45 SP:Iteration 10F (45.379044 sec): 3 clusters Score: Raw -625332.342530 + Penalty 511.414466 = -624820.928064 nChanged 40 SP:Iteration 11Q (45.388929 sec): 3 clusters Score: Raw -625347.566109 + Penalty 518.703617 = -624828.862492 nChanged 27 SP:Iteration 12Q (45.398551 sec): 3 clusters Score: Raw -625358.136319 + Penalty 518.161360 = -624839.974959 nChanged 23 SP:Iteration 13Q (45.408392 sec): 3 clusters Score: Raw -625366.050894 + Penalty 520.591244 = -624845.459650 nChanged 21 SP:Iteration 14Q (45.418331 sec): 3 clusters Score: Raw -625372.201750 + Penalty 523.521317 = -624848.680433 nChanged 22 SP:Iteration 15Q (45.427857 sec): 3 clusters Score: Raw -625381.256108 + Penalty 530.298484 = -624850.957624 nChanged 19 SP:Iteration 16Q (45.437448 sec): 3 clusters Score: Raw -625388.172380 + Penalty 530.734751 = -624857.437630 nChanged 17 SP:Iteration 17Q (45.447303 sec): 3 clusters Score: Raw -625395.015333 + Penalty 527.415157 = -624867.600176 nChanged 15 SP:Iteration 18Q (45.456693 sec): 3 clusters Score: Raw -625400.592308 + Penalty 524.030312 = -624876.561996 nChanged 10 SP:Iteration 19Q (45.466060 sec): 3 clusters Score: Raw -625402.349954 + Penalty 524.604703 = -624877.745251 nChanged 9 SP:Iteration 20F (45.478090 sec): 3 clusters Score: Raw -625404.829494 + Penalty 530.330099 = -624874.499395 nChanged 9 SP:Iteration 21F (45.490326 sec): 3 clusters Score: Raw -625405.420681 + Penalty 513.621060 = -624891.799621 nChanged 7 SP:Iteration 22Q (45.499703 sec): 3 clusters Score: Raw -625404.379497 + Penalty 494.113941 = -624910.265557 nChanged 4 SP:Iteration 23Q (45.509318 sec): 3 clusters Score: Raw -625403.969716 + Penalty 479.106941 = -624924.862775 nChanged 5 SP:Iteration 24Q (45.519133 sec): 3 clusters Score: Raw -625405.148548 + Penalty 468.336852 = -624936.811696 nChanged 11 SP:Iteration 25Q (45.528516 sec): 3 clusters Score: Raw -625410.539669 + Penalty 543.619112 = -624866.920556 nChanged 5 SP:Iteration 26F (45.540450 sec): 3 clusters Score: Raw -625413.955790 + Penalty 807.155664 = -624606.800126 nChanged 5 SP:Iteration 27F (45.552830 sec): 3 clusters Score: Raw -625417.016900 + Penalty 225.997433 = -625191.019467 nChanged 2 SP:Iteration 28Q (45.561978 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 SP:Iteration 29F (45.571253 sec): 2 clusters Score: Raw -625420.034078 + Penalty 225.997433 = -625194.036645 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.587210 sec): 2 clusters Score: Raw -203959.614242 + Penalty 245.198698 = -203714.415544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.591383 sec): 3 clusters Score: Raw -202621.379404 + Penalty 477.447749 = -202143.931655 nChanged 972 SP:Iteration 1F (45.595504 sec): 3 clusters Score: Raw -203129.041106 + Penalty 476.600921 = -202652.440185 nChanged 217 SP:Iteration 2F (45.599642 sec): 3 clusters Score: Raw -203218.814456 + Penalty 473.783003 = -202745.031453 nChanged 143 SP:Iteration 3F (45.603721 sec): 3 clusters Score: Raw -203298.352468 + Penalty 473.209798 = -202825.142669 nChanged 137 SP:Iteration 4F (45.608112 sec): 3 clusters Score: Raw -203382.705970 + Penalty 469.846586 = -202912.859384 nChanged 127 SP:Iteration 5F (45.612420 sec): 3 clusters Score: Raw -203457.280196 + Penalty 467.517960 = -202989.762236 nChanged 118 SP:Iteration 6F (45.616666 sec): 3 clusters Score: Raw -203550.266862 + Penalty 463.116555 = -203087.150308 nChanged 127 SP:Iteration 7F (45.620825 sec): 3 clusters Score: Raw -203672.448682 + Penalty 464.485993 = -203207.962689 nChanged 125 SP:Iteration 8F (45.624937 sec): 3 clusters Score: Raw -203778.984197 + Penalty 462.508347 = -203316.475850 nChanged 64 SP:Iteration 9Q (45.629060 sec): 3 clusters Score: Raw -203808.174628 + Penalty 464.864598 = -203343.310030 nChanged 36 SP:Iteration 10F (45.633167 sec): 3 clusters Score: Raw -203816.898572 + Penalty 464.840675 = -203352.057897 nChanged 16 SP:Iteration 11Q (45.637267 sec): 3 clusters Score: Raw -203820.030438 + Penalty 465.612116 = -203354.418323 nChanged 14 SP:Iteration 12Q (45.641327 sec): 3 clusters Score: Raw -203822.344467 + Penalty 466.709905 = -203355.634562 nChanged 12 SP:Iteration 13Q (45.645691 sec): 3 clusters Score: Raw -203824.160646 + Penalty 466.742969 = -203357.417677 nChanged 9 SP:Iteration 14Q (45.649932 sec): 3 clusters Score: Raw -203824.939064 + Penalty 467.269266 = -203357.669797 nChanged 7 SP:Iteration 15Q (45.653976 sec): 3 clusters Score: Raw -203825.583712 + Penalty 468.354132 = -203357.229580 nChanged 9 SP:Iteration 16F (45.658079 sec): 3 clusters Score: Raw -203826.207324 + Penalty 468.317685 = -203357.889639 nChanged 3 SP:Iteration 17Q (45.662169 sec): 3 clusters Score: Raw -203826.529591 + Penalty 468.295962 = -203358.233629 nChanged 1 SP:Iteration 18Q (45.666216 sec): 3 clusters Score: Raw -203826.558600 + Penalty 469.091777 = -203357.466823 nChanged 1 SP:Iteration 19F (45.670315 sec): 3 clusters Score: Raw -203826.649133 + Penalty 469.087134 = -203357.561999 nChanged 2 SP:Iteration 20F (45.674392 sec): 3 clusters Score: Raw -203826.782743 + Penalty 469.090150 = -203357.692593 nChanged 1 SP:Iteration 21Q (45.678636 sec): 3 clusters Score: Raw -203826.823765 + Penalty 469.090150 = -203357.733615 nChanged 0 SP:Iteration 22F (45.682986 sec): 3 clusters Score: Raw -203826.823765 + Penalty 469.090150 = -203357.733615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 12 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.689424 sec): 2 clusters Score: Raw -89560.230276 + Penalty 293.895848 = -89266.334428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.691311 sec): 3 clusters Score: Raw -89022.229232 + Penalty 606.051085 = -88416.178147 nChanged 390 SP:Iteration 1F (45.693171 sec): 3 clusters Score: Raw -89358.787906 + Penalty 655.763682 = -88703.024223 nChanged 138 SP:Iteration 2F (45.695133 sec): 3 clusters Score: Raw -89546.684483 + Penalty 702.087459 = -88844.597025 nChanged 80 SP:Iteration 3F (45.697091 sec): 3 clusters Score: Raw -89669.979894 + Penalty 711.806567 = -88958.173328 nChanged 33 SP:Iteration 4Q (45.698903 sec): 3 clusters Score: Raw -89711.669288 + Penalty 703.732901 = -89007.936388 nChanged 24 SP:Iteration 5Q (45.700675 sec): 3 clusters Score: Raw -89751.879876 + Penalty 696.152073 = -89055.727802 nChanged 18 SP:Iteration 6Q (45.702395 sec): 3 clusters Score: Raw -89772.636194 + Penalty 693.407644 = -89079.228550 nChanged 14 SP:Iteration 7Q (45.704097 sec): 3 clusters Score: Raw -89784.577801 + Penalty 687.692797 = -89096.885004 nChanged 9 SP:Iteration 8Q (45.705789 sec): 3 clusters Score: Raw -89788.154224 + Penalty 685.503262 = -89102.650962 nChanged 4 SP:Iteration 9Q (45.707568 sec): 3 clusters Score: Raw -89789.632009 + Penalty 680.052502 = -89109.579507 nChanged 6 SP:Iteration 10F (45.709586 sec): 3 clusters Score: Raw -89791.350501 + Penalty 677.000794 = -89114.349707 nChanged 5 SP:Iteration 11Q (45.711418 sec): 3 clusters Score: Raw -89793.012034 + Penalty 672.755217 = -89120.256818 nChanged 8 SP:Iteration 12Q (45.713200 sec): 3 clusters Score: Raw -89796.228919 + Penalty 671.121052 = -89125.107868 nChanged 6 SP:Iteration 13Q (45.714996 sec): 3 clusters Score: Raw -89798.480450 + Penalty 672.720327 = -89125.760123 nChanged 7 SP:Iteration 14Q (45.716761 sec): 3 clusters Score: Raw -89803.610762 + Penalty 669.832205 = -89133.778556 nChanged 6 SP:Iteration 15Q (45.718432 sec): 3 clusters Score: Raw -89804.812768 + Penalty 668.637768 = -89136.175000 nChanged 7 SP:Iteration 16Q (45.720147 sec): 3 clusters Score: Raw -89807.143454 + Penalty 666.669175 = -89140.474279 nChanged 5 SP:Iteration 17Q (45.721884 sec): 3 clusters Score: Raw -89808.532591 + Penalty 666.026127 = -89142.506464 nChanged 3 SP:Iteration 18Q (45.723590 sec): 3 clusters Score: Raw -89809.622322 + Penalty 666.536390 = -89143.085932 nChanged 2 SP:Iteration 19Q (45.725258 sec): 3 clusters Score: Raw -89810.681642 + Penalty 664.566742 = -89146.114900 nChanged 6 SP:Iteration 20F (45.727157 sec): 3 clusters Score: Raw -89813.690735 + Penalty 662.161411 = -89151.529324 nChanged 4 SP:Iteration 21Q (45.728835 sec): 3 clusters Score: Raw -89814.997562 + Penalty 660.659528 = -89154.338034 nChanged 3 SP:Iteration 22Q (45.730512 sec): 3 clusters Score: Raw -89815.882125 + Penalty 660.831119 = -89155.051005 nChanged 2 SP:Iteration 23Q (45.732191 sec): 3 clusters Score: Raw -89816.488968 + Penalty 660.743960 = -89155.745008 nChanged 3 SP:Iteration 24Q (45.733918 sec): 3 clusters Score: Raw -89816.969489 + Penalty 659.771638 = -89157.197851 nChanged 4 SP:Iteration 25Q (45.735628 sec): 3 clusters Score: Raw -89817.540706 + Penalty 659.247950 = -89158.292756 nChanged 1 SP:Iteration 26Q (45.737304 sec): 3 clusters Score: Raw -89817.630582 + Penalty 658.000308 = -89159.630273 nChanged 2 SP:Iteration 27Q (45.739014 sec): 3 clusters Score: Raw -89818.027718 + Penalty 655.474744 = -89162.552974 nChanged 4 SP:Iteration 28Q (45.740713 sec): 3 clusters Score: Raw -89818.847779 + Penalty 653.853782 = -89164.993997 nChanged 3 SP:Iteration 29Q (45.742423 sec): 3 clusters Score: Raw -89819.270332 + Penalty 653.145211 = -89166.125121 nChanged 1 SP:Iteration 30F (45.744427 sec): 3 clusters Score: Raw -89819.256098 + Penalty 653.145211 = -89166.110886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 13 (1889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.753801 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.757716 sec): 3 clusters Score: Raw -182502.512603 + Penalty 497.340627 = -182005.171976 nChanged 862 SP:Iteration 1F (45.761245 sec): 3 clusters Score: Raw -183132.603972 + Penalty 500.347493 = -182632.256479 nChanged 198 SP:Iteration 2F (45.764677 sec): 3 clusters Score: Raw -183335.037356 + Penalty 527.903361 = -182807.133995 nChanged 192 SP:Iteration 3F (45.768115 sec): 3 clusters Score: Raw -183562.837758 + Penalty 581.437998 = -182981.399760 nChanged 99 SP:Iteration 4F (45.771538 sec): 3 clusters Score: Raw -183675.545617 + Penalty 831.211734 = -182844.333883 nChanged 20 SP:Iteration 5F (45.774931 sec): 3 clusters Score: Raw -183696.363807 + Penalty 1173.263616 = -182523.100191 nChanged 4 SP:Iteration 6F (45.778510 sec): 3 clusters Score: Raw -183695.686803 + Penalty 252.833325 = -183442.853479 nChanged 1 SP:Iteration 7Q (45.781349 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 SP:Iteration 8F (45.783984 sec): 2 clusters Score: Raw -183697.770571 + Penalty 252.833325 = -183444.937246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.786584 sec): 2 clusters Score: Raw -36058.426031 + Penalty 397.435488 = -35660.990542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.787472 sec): 3 clusters Score: Raw -35903.842813 + Penalty 791.894268 = -35111.948545 nChanged 125 SP:Iteration 1F (45.788335 sec): 3 clusters Score: Raw -36025.311360 + Penalty 789.595418 = -35235.715942 nChanged 34 SP:Iteration 2F (45.789194 sec): 3 clusters Score: Raw -36052.479619 + Penalty 787.298327 = -35265.181293 nChanged 17 SP:Iteration 3Q (45.790082 sec): 3 clusters Score: Raw -36067.668370 + Penalty 783.512735 = -35284.155635 nChanged 10 SP:Iteration 4Q (45.790936 sec): 3 clusters Score: Raw -36074.017850 + Penalty 779.603580 = -35294.414270 nChanged 7 SP:Iteration 5Q (45.791785 sec): 3 clusters Score: Raw -36079.257855 + Penalty 776.343108 = -35302.914747 nChanged 3 SP:Iteration 6Q (45.792639 sec): 3 clusters Score: Raw -36080.590167 + Penalty 772.209387 = -35308.380780 nChanged 4 SP:Iteration 7Q (45.793488 sec): 3 clusters Score: Raw -36082.365079 + Penalty 770.488593 = -35311.876486 nChanged 3 SP:Iteration 8Q (45.794370 sec): 3 clusters Score: Raw -36083.779541 + Penalty 767.034204 = -35316.745337 nChanged 4 SP:Iteration 9Q (45.795258 sec): 3 clusters Score: Raw -36087.102697 + Penalty 768.668097 = -35318.434600 nChanged 3 SP:Iteration 10F (45.796147 sec): 3 clusters Score: Raw -36090.355656 + Penalty 765.203017 = -35325.152639 nChanged 2 SP:Iteration 11Q (45.797035 sec): 3 clusters Score: Raw -36092.005635 + Penalty 764.691301 = -35327.314334 nChanged 1 SP:Iteration 12Q (45.797921 sec): 3 clusters Score: Raw -36092.276221 + Penalty 761.702902 = -35330.573319 nChanged 1 SP:Iteration 13Q (45.798776 sec): 3 clusters Score: Raw -36092.899185 + Penalty 761.702902 = -35331.196283 nChanged 0 SP:Iteration 14F (45.799630 sec): 3 clusters Score: Raw -36092.899185 + Penalty 761.702902 = -35331.196283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 15 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.806622 sec): 2 clusters Score: Raw -204178.215170 + Penalty 308.550781 = -203869.664389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.810839 sec): 3 clusters Score: Raw -202782.929144 + Penalty 610.731333 = -202172.197811 nChanged 989 SP:Iteration 1F (45.815292 sec): 3 clusters Score: Raw -203425.215726 + Penalty 607.089883 = -202818.125843 nChanged 239 SP:Iteration 2F (45.819396 sec): 3 clusters Score: Raw -203632.344212 + Penalty 606.861583 = -203025.482629 nChanged 146 SP:Iteration 3F (45.823605 sec): 3 clusters Score: Raw -203727.061914 + Penalty 607.459840 = -203119.602074 nChanged 80 SP:Iteration 4Q (45.827716 sec): 3 clusters Score: Raw -203752.836630 + Penalty 607.402163 = -203145.434467 nChanged 54 SP:Iteration 5Q (45.831723 sec): 3 clusters Score: Raw -203766.264426 + Penalty 606.929317 = -203159.335109 nChanged 39 SP:Iteration 6Q (45.835704 sec): 3 clusters Score: Raw -203775.214839 + Penalty 606.147507 = -203169.067332 nChanged 34 SP:Iteration 7Q (45.839709 sec): 3 clusters Score: Raw -203782.410349 + Penalty 604.532314 = -203177.878035 nChanged 38 SP:Iteration 8Q (45.843720 sec): 3 clusters Score: Raw -203791.968374 + Penalty 603.579384 = -203188.388990 nChanged 42 SP:Iteration 9Q (45.848132 sec): 3 clusters Score: Raw -203805.390605 + Penalty 603.751353 = -203201.639252 nChanged 41 SP:Iteration 10F (45.852277 sec): 3 clusters Score: Raw -203818.784098 + Penalty 602.167587 = -203216.616511 nChanged 36 SP:Iteration 11Q (45.856221 sec): 3 clusters Score: Raw -203832.400385 + Penalty 600.629038 = -203231.771347 nChanged 47 SP:Iteration 12Q (45.860145 sec): 3 clusters Score: Raw -203850.664803 + Penalty 598.059818 = -203252.604986 nChanged 44 SP:Iteration 13Q (45.864106 sec): 3 clusters Score: Raw -203867.034415 + Penalty 598.219240 = -203268.815175 nChanged 51 SP:Iteration 14Q (45.867975 sec): 3 clusters Score: Raw -203888.463780 + Penalty 597.328731 = -203291.135049 nChanged 44 SP:Iteration 15Q (45.871803 sec): 3 clusters Score: Raw -203907.418398 + Penalty 594.998445 = -203312.419954 nChanged 47 SP:Iteration 16Q (45.875622 sec): 3 clusters Score: Raw -203928.175949 + Penalty 593.112309 = -203335.063639 nChanged 48 SP:Iteration 17Q (45.879705 sec): 3 clusters Score: Raw -203950.568405 + Penalty 583.847371 = -203366.721034 nChanged 42 SP:Iteration 18Q (45.883661 sec): 3 clusters Score: Raw -203969.812276 + Penalty 578.581918 = -203391.230359 nChanged 46 SP:Iteration 19Q (45.887413 sec): 3 clusters Score: Raw -203991.516756 + Penalty 574.128152 = -203417.388604 nChanged 46 SP:Iteration 20F (45.891509 sec): 3 clusters Score: Raw -204016.742830 + Penalty 567.074235 = -203449.668595 nChanged 44 SP:Iteration 21Q (45.895296 sec): 3 clusters Score: Raw -204040.469647 + Penalty 560.513915 = -203479.955732 nChanged 34 SP:Iteration 22Q (45.899173 sec): 3 clusters Score: Raw -204056.534762 + Penalty 557.232341 = -203499.302421 nChanged 27 SP:Iteration 23Q (45.902841 sec): 3 clusters Score: Raw -204070.584045 + Penalty 555.955251 = -203514.628794 nChanged 24 SP:Iteration 24Q (45.906368 sec): 3 clusters Score: Raw -204087.344346 + Penalty 553.773701 = -203533.570645 nChanged 27 SP:Iteration 25Q (45.909969 sec): 3 clusters Score: Raw -204104.890640 + Penalty 549.317525 = -203555.573115 nChanged 22 SP:Iteration 26Q (45.913745 sec): 3 clusters Score: Raw -204117.003074 + Penalty 544.325947 = -203572.677127 nChanged 16 SP:Iteration 27Q (45.917396 sec): 3 clusters Score: Raw -204126.704171 + Penalty 518.434906 = -203608.269265 nChanged 20 SP:Iteration 28Q (45.920921 sec): 3 clusters Score: Raw -204136.594729 + Penalty 505.259596 = -203631.335133 nChanged 16 SP:Iteration 29Q (45.924447 sec): 3 clusters Score: Raw -204143.683367 + Penalty 495.748929 = -203647.934438 nChanged 16 SP:Iteration 30F (45.928687 sec): 3 clusters Score: Raw -204153.177282 + Penalty 503.168657 = -203650.008625 nChanged 16 SP:Iteration 31Q (45.932052 sec): 3 clusters Score: Raw -204167.509100 + Penalty 573.881233 = -203593.627867 nChanged 11 SP:Iteration 32F (45.935974 sec): 3 clusters Score: Raw -204175.770571 + Penalty 573.881233 = -203601.889339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.938839 sec): 2 clusters Score: Raw -46430.138147 + Penalty 606.623889 = -45823.514258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.939866 sec): 3 clusters Score: Raw -46206.148786 + Penalty 1219.258819 = -44986.889966 nChanged 132 SP:Iteration 1F (45.940872 sec): 3 clusters Score: Raw -46300.794438 + Penalty 1226.574538 = -45074.219900 nChanged 45 SP:Iteration 2F (45.941877 sec): 3 clusters Score: Raw -46357.413247 + Penalty 1231.985693 = -45125.427553 nChanged 38 SP:Iteration 3F (45.942881 sec): 3 clusters Score: Raw -46400.921420 + Penalty 1238.369384 = -45162.552035 nChanged 25 SP:Iteration 4F (45.943883 sec): 3 clusters Score: Raw -46430.778311 + Penalty 1242.969827 = -45187.808484 nChanged 22 SP:Iteration 5Q (45.944987 sec): 3 clusters Score: Raw -46449.043183 + Penalty 1245.451411 = -45203.591772 nChanged 9 SP:Iteration 6Q (45.946028 sec): 3 clusters Score: Raw -46454.882571 + Penalty 1247.163220 = -45207.719351 nChanged 4 SP:Iteration 7Q (45.947058 sec): 3 clusters Score: Raw -46459.075788 + Penalty 1248.591490 = -45210.484298 nChanged 3 SP:Iteration 8Q (45.948078 sec): 3 clusters Score: Raw -46461.436156 + Penalty 1247.130095 = -45214.306061 nChanged 3 SP:Iteration 9Q (45.949071 sec): 3 clusters Score: Raw -46464.699594 + Penalty 1247.769933 = -45216.929661 nChanged 2 SP:Iteration 10F (45.950070 sec): 3 clusters Score: Raw -46465.613156 + Penalty 1248.758455 = -45216.854701 nChanged 1 SP:Iteration 11F (45.951069 sec): 3 clusters Score: Raw -46466.005990 + Penalty 1248.758455 = -45217.247535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.953596 sec): 2 clusters Score: Raw -71588.390604 + Penalty 472.273447 = -71116.117157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.955118 sec): 3 clusters Score: Raw -71184.448317 + Penalty 962.357462 = -70222.090855 nChanged 251 SP:Iteration 1F (45.956604 sec): 3 clusters Score: Raw -71402.247877 + Penalty 1002.560546 = -70399.687331 nChanged 112 SP:Iteration 2F (45.958083 sec): 3 clusters Score: Raw -71523.650619 + Penalty 1030.001474 = -70493.649145 nChanged 56 SP:Iteration 3F (45.959628 sec): 3 clusters Score: Raw -71574.529499 + Penalty 1047.993986 = -70526.535514 nChanged 29 SP:Iteration 4Q (45.961114 sec): 3 clusters Score: Raw -71600.194013 + Penalty 1057.589597 = -70542.604416 nChanged 16 SP:Iteration 5Q (45.962531 sec): 3 clusters Score: Raw -71615.351655 + Penalty 1060.660753 = -70554.690903 nChanged 8 SP:Iteration 6Q (45.963918 sec): 3 clusters Score: Raw -71619.061940 + Penalty 1060.934146 = -70558.127793 nChanged 4 SP:Iteration 7Q (45.965289 sec): 3 clusters Score: Raw -71621.430277 + Penalty 1063.387023 = -70558.043254 nChanged 6 SP:Iteration 8F (45.966754 sec): 3 clusters Score: Raw -71623.499605 + Penalty 1066.067035 = -70557.432570 nChanged 8 SP:Iteration 9F (45.968216 sec): 3 clusters Score: Raw -71628.179570 + Penalty 1069.155798 = -70559.023772 nChanged 5 SP:Iteration 10F (45.969697 sec): 3 clusters Score: Raw -71631.719729 + Penalty 1076.018952 = -70555.700777 nChanged 7 SP:Iteration 11F (45.971161 sec): 3 clusters Score: Raw -71636.770188 + Penalty 1086.086829 = -70550.683359 nChanged 6 SP:Iteration 12F (45.972611 sec): 3 clusters Score: Raw -71643.343576 + Penalty 1094.327148 = -70549.016427 nChanged 6 SP:Iteration 13F (45.974047 sec): 3 clusters Score: Raw -71648.342393 + Penalty 1102.753351 = -70545.589043 nChanged 5 SP:Iteration 14F (45.975520 sec): 3 clusters Score: Raw -71658.678352 + Penalty 1109.933622 = -70548.744730 nChanged 3 SP:Iteration 15Q (45.976845 sec): 3 clusters Score: Raw -71661.572607 + Penalty 1114.766023 = -70546.806584 nChanged 2 SP:Iteration 16F (45.978443 sec): 3 clusters Score: Raw -71663.225916 + Penalty 1121.049712 = -70542.176204 nChanged 3 SP:Iteration 17F (45.980044 sec): 3 clusters Score: Raw -71667.726580 + Penalty 1127.482926 = -70540.243654 nChanged 3 SP:Iteration 18F (45.981591 sec): 3 clusters Score: Raw -71670.239683 + Penalty 1132.373413 = -70537.866270 nChanged 4 SP:Iteration 19F (45.983065 sec): 3 clusters Score: Raw -71674.532842 + Penalty 1132.466582 = -70542.066260 nChanged 1 SP:Iteration 20F (45.984515 sec): 3 clusters Score: Raw -71674.718427 + Penalty 1132.466582 = -70542.251845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.985651 sec): 2 clusters Score: Raw -21967.105565 + Penalty 276.431262 = -21690.674303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.986276 sec): 3 clusters Score: Raw -21846.875776 + Penalty 555.514195 = -21291.361581 nChanged 80 SP:Iteration 1F (45.986912 sec): 3 clusters Score: Raw -21945.475823 + Penalty 552.980725 = -21392.495097 nChanged 23 SP:Iteration 2F (45.987520 sec): 3 clusters Score: Raw -21971.758740 + Penalty 550.307678 = -21421.451061 nChanged 9 SP:Iteration 3Q (45.988126 sec): 3 clusters Score: Raw -21979.052573 + Penalty 548.954690 = -21430.097883 nChanged 8 SP:Iteration 4Q (45.988729 sec): 3 clusters Score: Raw -21989.199872 + Penalty 544.098571 = -21445.101301 nChanged 10 SP:Iteration 5Q (45.989330 sec): 3 clusters Score: Raw -21998.941234 + Penalty 543.934589 = -21455.006645 nChanged 6 SP:Iteration 6Q (45.989928 sec): 3 clusters Score: Raw -22005.345429 + Penalty 545.118440 = -21460.226989 nChanged 4 SP:Iteration 7Q (45.990527 sec): 3 clusters Score: Raw -22008.299817 + Penalty 545.450795 = -21462.849022 nChanged 1 SP:Iteration 8Q (45.991142 sec): 3 clusters Score: Raw -22009.114134 + Penalty 545.450795 = -21463.663339 nChanged 0 SP:Iteration 9F (45.991762 sec): 3 clusters Score: Raw -22009.114134 + Penalty 545.450795 = -21463.663339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.992382 sec): 2 clusters Score: Raw -4490.228602 + Penalty 131.541767 = -4358.686835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.992699 sec): 3 clusters Score: Raw -4490.221842 + Penalty 266.286898 = -4223.934944 nChanged 14 SP:Iteration 1F (45.993034 sec): 3 clusters Score: Raw -4527.768180 + Penalty 330.155297 = -4197.612882 nChanged 7 SP:Iteration 2F (45.993343 sec): 3 clusters Score: Raw -4565.278646 + Penalty 370.602801 = -4194.675845 nChanged 3 SP:Iteration 3F (45.993653 sec): 3 clusters Score: Raw -4592.970481 + Penalty 408.543463 = -4184.427018 nChanged 2 SP:Iteration 4F (45.993960 sec): 3 clusters Score: Raw -4681.766846 + Penalty 408.543463 = -4273.223384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.995035 sec): 2 clusters Score: Raw -21508.682145 + Penalty 365.835503 = -21142.846641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.995677 sec): 3 clusters Score: Raw -21415.297650 + Penalty 726.410880 = -20688.886770 nChanged 82 SP:Iteration 1F (45.996310 sec): 3 clusters Score: Raw -21550.599367 + Penalty 720.192255 = -20830.407112 nChanged 25 SP:Iteration 2F (45.996946 sec): 3 clusters Score: Raw -21608.756208 + Penalty 712.217655 = -20896.538554 nChanged 14 SP:Iteration 3F (45.997577 sec): 3 clusters Score: Raw -21618.196139 + Penalty 713.104257 = -20905.091881 nChanged 1 SP:Iteration 4Q (45.998179 sec): 3 clusters Score: Raw -21618.879412 + Penalty 714.432641 = -20904.446772 nChanged 1 SP:Iteration 5F (45.998791 sec): 3 clusters Score: Raw -21619.544726 + Penalty 714.432641 = -20905.112086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.999526 sec): 2 clusters Score: Raw -2975.661656 + Penalty 533.273555 = -2442.388100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.999936 sec): 3 clusters Score: Raw -3174.035266 + Penalty 1072.288600 = -2101.746666 nChanged 13 SP:Iteration 1F (46.000340 sec): 3 clusters Score: Raw -3209.889646 + Penalty 1071.161795 = -2138.727851 nChanged 1 SP:Iteration 2Q (46.000717 sec): 3 clusters Score: Raw -3211.477772 + Penalty 1074.634376 = -2136.843396 nChanged 2 SP:Iteration 3F (46.001119 sec): 3 clusters Score: Raw -3221.816547 + Penalty 1075.239760 = -2146.576787 nChanged 1 SP:Iteration 4Q (46.001494 sec): 3 clusters Score: Raw -3250.931527 + Penalty 1078.369525 = -2172.562003 nChanged 2 SP:Iteration 5Q (46.001865 sec): 3 clusters Score: Raw -3264.267059 + Penalty 1077.367952 = -2186.899107 nChanged 1 SP:Iteration 6Q (46.002262 sec): 3 clusters Score: Raw -3272.149118 + Penalty 1077.367952 = -2194.781167 nChanged 0 SP:Iteration 7F (46.002678 sec): 3 clusters Score: Raw -3272.149118 + Penalty 1077.367952 = -2194.781167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.003668 sec): 2 clusters Score: Raw -21257.497182 + Penalty 443.594747 = -20813.902435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.004273 sec): 3 clusters Score: Raw -21222.908921 + Penalty 898.948432 = -20323.960489 nChanged 45 SP:Iteration 1F (46.004871 sec): 3 clusters Score: Raw -21284.148081 + Penalty 905.739808 = -20378.408273 nChanged 10 SP:Iteration 2Q (46.005457 sec): 3 clusters Score: Raw -21296.516441 + Penalty 912.340804 = -20384.175638 nChanged 7 SP:Iteration 3Q (46.006048 sec): 3 clusters Score: Raw -21303.950416 + Penalty 920.990961 = -20382.959455 nChanged 6 SP:Iteration 4F (46.006649 sec): 3 clusters Score: Raw -21311.481253 + Penalty 931.771550 = -20379.709703 nChanged 7 SP:Iteration 5F (46.007248 sec): 3 clusters Score: Raw -21327.215501 + Penalty 939.061347 = -20388.154153 nChanged 5 SP:Iteration 6Q (46.007830 sec): 3 clusters Score: Raw -21330.501392 + Penalty 948.177194 = -20382.324198 nChanged 4 SP:Iteration 7F (46.008426 sec): 3 clusters Score: Raw -21335.762465 + Penalty 956.837943 = -20378.924522 nChanged 3 SP:Iteration 8F (46.009050 sec): 3 clusters Score: Raw -21337.330703 + Penalty 963.325911 = -20374.004793 nChanged 3 SP:Iteration 9F (46.009654 sec): 3 clusters Score: Raw -21338.597154 + Penalty 968.710621 = -20369.886534 nChanged 2 SP:Iteration 10F (46.010244 sec): 3 clusters Score: Raw -21341.675297 + Penalty 975.412039 = -20366.263258 nChanged 2 SP:Iteration 11F (46.010868 sec): 3 clusters Score: Raw -21342.128630 + Penalty 977.808521 = -20364.320109 nChanged 1 SP:Iteration 12F (46.011489 sec): 3 clusters Score: Raw -21342.645092 + Penalty 977.808521 = -20364.836570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.012495 sec): 2 clusters Score: Raw -18995.095357 + Penalty 182.470894 = -18812.624463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.013097 sec): 3 clusters Score: Raw -18878.242972 + Penalty 366.960608 = -18511.282364 nChanged 81 SP:Iteration 1F (46.013695 sec): 3 clusters Score: Raw -18912.316114 + Penalty 366.527817 = -18545.788297 nChanged 23 SP:Iteration 2F (46.014286 sec): 3 clusters Score: Raw -18918.867460 + Penalty 365.939790 = -18552.927670 nChanged 11 SP:Iteration 3F (46.014877 sec): 3 clusters Score: Raw -18929.268067 + Penalty 373.423308 = -18555.844760 nChanged 14 SP:Iteration 4F (46.015467 sec): 3 clusters Score: Raw -18943.137470 + Penalty 407.482936 = -18535.654534 nChanged 19 SP:Iteration 5F (46.016052 sec): 3 clusters Score: Raw -18968.901230 + Penalty 529.982994 = -18438.918236 nChanged 21 SP:Iteration 6F (46.016640 sec): 3 clusters Score: Raw -19010.366456 + Penalty 663.166949 = -18347.199506 nChanged 7 SP:Iteration 7F (46.017220 sec): 3 clusters Score: Raw -19033.020945 + Penalty 720.794577 = -18312.226368 nChanged 4 SP:Iteration 8F (46.017799 sec): 3 clusters Score: Raw -19045.242661 + Penalty 772.929063 = -18272.313598 nChanged 4 SP:Iteration 9F (46.018377 sec): 3 clusters Score: Raw -19059.576222 + Penalty 817.390778 = -18242.185445 nChanged 2 SP:Iteration 10F (46.018956 sec): 3 clusters Score: Raw -19069.180728 + Penalty 817.390778 = -18251.789950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.020711 sec): 2 clusters Score: Raw -47776.000530 + Penalty 770.181634 = -47005.818896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.021811 sec): 3 clusters Score: Raw -47551.617442 + Penalty 1546.951100 = -46004.666342 nChanged 141 SP:Iteration 1F (46.022856 sec): 3 clusters Score: Raw -47691.393636 + Penalty 1556.778784 = -46134.614852 nChanged 62 SP:Iteration 2F (46.023894 sec): 3 clusters Score: Raw -47782.201990 + Penalty 1565.117491 = -46217.084499 nChanged 30 SP:Iteration 3F (46.024934 sec): 3 clusters Score: Raw -47830.054950 + Penalty 1569.918326 = -46260.136624 nChanged 17 SP:Iteration 4Q (46.025979 sec): 3 clusters Score: Raw -47849.773034 + Penalty 1575.115595 = -46274.657439 nChanged 12 SP:Iteration 5Q (46.027055 sec): 3 clusters Score: Raw -47862.140022 + Penalty 1581.242171 = -46280.897851 nChanged 9 SP:Iteration 6Q (46.028121 sec): 3 clusters Score: Raw -47872.163718 + Penalty 1585.389837 = -46286.773882 nChanged 8 SP:Iteration 7Q (46.029157 sec): 3 clusters Score: Raw -47882.048984 + Penalty 1590.133357 = -46291.915627 nChanged 6 SP:Iteration 8Q (46.030184 sec): 3 clusters Score: Raw -47891.330276 + Penalty 1591.102113 = -46300.228163 nChanged 4 SP:Iteration 9Q (46.031158 sec): 3 clusters Score: Raw -47902.136065 + Penalty 1593.550933 = -46308.585131 nChanged 4 SP:Iteration 10F (46.032190 sec): 3 clusters Score: Raw -47906.495185 + Penalty 1596.010150 = -46310.485035 nChanged 4 SP:Iteration 11Q (46.033155 sec): 3 clusters Score: Raw -47911.112887 + Penalty 1597.352126 = -46313.760762 nChanged 2 SP:Iteration 12Q (46.034116 sec): 3 clusters Score: Raw -47913.804441 + Penalty 1598.274733 = -46315.529708 nChanged 2 SP:Iteration 13Q (46.035104 sec): 3 clusters Score: Raw -47916.327216 + Penalty 1599.158266 = -46317.168949 nChanged 1 SP:Iteration 14Q (46.036062 sec): 3 clusters Score: Raw -47917.496928 + Penalty 1599.480021 = -46318.016907 nChanged 1 SP:Iteration 15Q (46.037033 sec): 3 clusters Score: Raw -47918.531002 + Penalty 1602.152342 = -46316.378660 nChanged 3 SP:Iteration 16F (46.038064 sec): 3 clusters Score: Raw -47920.895094 + Penalty 1603.038419 = -46317.856675 nChanged 1 SP:Iteration 17Q (46.039015 sec): 3 clusters Score: Raw -47921.525558 + Penalty 1603.038419 = -46318.487139 nChanged 0 SP:Iteration 18F (46.040047 sec): 3 clusters Score: Raw -47921.525558 + Penalty 1603.038419 = -46318.487139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.040652 sec): 2 clusters Score: Raw -3845.118008 + Penalty 66.799603 = -3778.318405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.040956 sec): 3 clusters Score: Raw -3867.997124 + Penalty 133.418762 = -3734.578362 nChanged 15 SP:Iteration 1F (46.041256 sec): 3 clusters Score: Raw -3895.816405 + Penalty 140.750142 = -3755.066263 nChanged 6 SP:Iteration 2F (46.041559 sec): 3 clusters Score: Raw -3910.854591 + Penalty 150.382179 = -3760.472412 nChanged 4 SP:Iteration 3F (46.041859 sec): 3 clusters Score: Raw -3921.538676 + Penalty 155.451438 = -3766.087238 nChanged 1 SP:Iteration 4Q (46.042148 sec): 3 clusters Score: Raw -3926.857029 + Penalty 155.451438 = -3771.405591 nChanged 0 SP:Iteration 5F (46.042448 sec): 3 clusters Score: Raw -3926.857029 + Penalty 155.451438 = -3771.405591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.042915 sec): 2 clusters Score: Raw -255.229390 + Penalty 6.162546 = -249.066844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.043107 sec): 3 clusters Score: Raw -255.544781 + Penalty 11.990349 = -243.554432 nChanged 0 Time taken for this iteration:45.194916 seconds. 300->25 Clusters: Score -2796502.480646, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 125 (time per iteration =368.647104 ms) Total iterations: 1563 (time per iteration =29.482334 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3703948750.000000 (time per metric unit =12.441017ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 92598718750.000000 (time per metric unit=497.640665ps) That took 46.080888 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 1 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.34 and 0.51 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 37183 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 37183 points ------ Starting initial clusters from distinct float masks Not enough masks (236) to generate starting clusters (300), so starting with (237) clusters instead. Assigned 237 initial classes from 236 unique masks. Deleting Class 215 (1 points): Lose 1.838249 but Gain 1710.086129 Iteration 0F (5.310677 sec): 236 clusters Score: Raw -3046465.066357 + Penalty 220636.513141 = -2825828.553216 nChanged 11442 Deleting Class 159 (12 points): Lose 112.697655 but Gain 1651.133585 Iteration 1F (9.051449 sec): 216 clusters Score: Raw -3078054.798799 + Penalty 199318.519477 = -2878736.279322 nChanged 3623 Deleting Class 126 (1 points): Lose 2.136659 but Gain 1566.245512 Iteration 2F (12.410611 sec): 198 clusters Score: Raw -3084015.114800 + Penalty 188560.676793 = -2895454.438008 nChanged 2280 Deleting Class 216 (5 points): Lose 15.286513 but Gain 1519.361029 Iteration 3F (15.610559 sec): 189 clusters Score: Raw -3087360.871428 + Penalty 184543.025784 = -2902817.845644 nChanged 2059 Deleting Class 103 (1 points): Lose 4.555550 but Gain 1588.827048 Iteration 4F (18.779391 sec): 186 clusters Score: Raw -3089729.786717 + Penalty 181513.008344 = -2908216.778373 nChanged 1849 Deleting Class 231 (1 points): Lose 1.632554 but Gain 1504.983496 Iteration 5Q (19.226975 sec): 183 clusters Score: Raw -3091502.208855 + Penalty 178107.736617 = -2913394.472238 nChanged 1425 Deleting Class 202 (9 points): Lose 129.102345 but Gain 1627.253315 Iteration 6Q (19.619170 sec): 181 clusters Score: Raw -3092667.515633 + Penalty 176364.264587 = -2916303.251046 nChanged 1175 Deleting Class 141 (1 points): Lose 10.152553 but Gain 1507.131044 Iteration 7Q (19.982263 sec): 180 clusters Score: Raw -3093659.440532 + Penalty 174600.803086 = -2919058.637446 nChanged 998 Deleting Class 177 (12 points): Lose 79.095188 but Gain 1561.379640 Iteration 8Q (20.324265 sec): 179 clusters Score: Raw -3094150.498407 + Penalty 171653.122962 = -2922497.375445 nChanged 787 Deleting Class 112 (10 points): Lose 123.478800 but Gain 1599.715504 Iteration 9Q (20.636075 sec): 177 clusters Score: Raw -3094487.774679 + Penalty 169507.845302 = -2924979.929377 nChanged 685 Deleting Class 191 (8 points): Lose 43.986059 but Gain 1522.394874 Iteration 10F (23.592226 sec): 175 clusters Score: Raw -3094899.177234 + Penalty 168190.212995 = -2926708.964239 nChanged 728 Deleting Class 232 (2 points): Lose 12.661096 but Gain 1470.707103 Iteration 11Q (23.898413 sec): 174 clusters Score: Raw -3095361.417652 + Penalty 165502.090993 = -2929859.326659 nChanged 621 Deleting Class 62 (4 points): Lose 24.600110 but Gain 1482.384787 Iteration 12Q (24.186771 sec): 172 clusters Score: Raw -3095809.785852 + Penalty 164490.002988 = -2931319.782864 nChanged 616 Deleting Class 229 (1 points): Lose 9.676796 but Gain 1433.394505 Iteration 13Q (24.473654 sec): 171 clusters Score: Raw -3096720.719399 + Penalty 162079.181544 = -2934641.537855 nChanged 468 Deleting Class 148 (10 points): Lose 86.239748 but Gain 1508.440351 Iteration 14Q (24.753805 sec): 169 clusters Score: Raw -3097835.015439 + Penalty 160709.221710 = -2937125.793729 nChanged 383 Deleting Class 194 (2 points): Lose 18.141607 but Gain 1435.528190 Iteration 15Q (25.023179 sec): 168 clusters Score: Raw -3098196.307972 + Penalty 159425.904763 = -2938770.403210 nChanged 316 Deleting Class 206 (8 points): Lose 53.909278 but Gain 1467.029091 Iteration 16Q (25.283218 sec): 167 clusters Score: Raw -3098300.241299 + Penalty 157891.538631 = -2940408.702667 nChanged 253 Deleting Class 51 (17 points): Lose 114.043477 but Gain 1521.917046 Iteration 17Q (25.525865 sec): 166 clusters Score: Raw -3098316.840105 + Penalty 155770.516085 = -2942546.324019 nChanged 247 Deleting Class 111 (11 points): Lose 60.869093 but Gain 1464.819324 Iteration 18Q (25.765399 sec): 164 clusters Score: Raw -3098390.183832 + Penalty 154327.990182 = -2944062.193649 nChanged 183 Deleting Class 98 (18 points): Lose 89.368976 but Gain 1449.660220 Iteration 19Q (25.998478 sec): 163 clusters Score: Raw -3098434.389735 + Penalty 152977.566484 = -2945456.823252 nChanged 187 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -3098434.389735 + Penalty 152977.566484 = -2945456.823252Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 1 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.137823 sec): 2 clusters Score: Raw -42969.801049 + Penalty 595.142408 = -42374.658641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.138856 sec): 3 clusters Score: Raw -42747.942208 + Penalty 1196.443935 = -41551.498273 nChanged 139 SP:Iteration 1F (26.139882 sec): 3 clusters Score: Raw -42867.280413 + Penalty 1207.658079 = -41659.622335 nChanged 50 SP:Iteration 2F (26.140895 sec): 3 clusters Score: Raw -42907.631405 + Penalty 1217.639409 = -41689.991995 nChanged 25 SP:Iteration 3F (26.142033 sec): 3 clusters Score: Raw -42930.452799 + Penalty 1224.053864 = -41706.398935 nChanged 16 SP:Iteration 4Q (26.143119 sec): 3 clusters Score: Raw -42948.512478 + Penalty 1226.676685 = -41721.835793 nChanged 8 SP:Iteration 5Q (26.144173 sec): 3 clusters Score: Raw -42960.598629 + Penalty 1230.306384 = -41730.292245 nChanged 6 SP:Iteration 6Q (26.145209 sec): 3 clusters Score: Raw -42967.457402 + Penalty 1230.512201 = -41736.945201 nChanged 6 SP:Iteration 7Q (26.146218 sec): 3 clusters Score: Raw -42971.963966 + Penalty 1227.426356 = -41744.537610 nChanged 8 SP:Iteration 8Q (26.147202 sec): 3 clusters Score: Raw -42980.069511 + Penalty 1226.507478 = -41753.562032 nChanged 7 SP:Iteration 9Q (26.148168 sec): 3 clusters Score: Raw -42985.921752 + Penalty 1228.144293 = -41757.777459 nChanged 11 SP:Iteration 10F (26.149150 sec): 3 clusters Score: Raw -42999.067745 + Penalty 1229.367346 = -41769.700399 nChanged 8 SP:Iteration 11Q (26.150101 sec): 3 clusters Score: Raw -43007.415724 + Penalty 1231.629660 = -41775.786064 nChanged 4 SP:Iteration 12Q (26.151047 sec): 3 clusters Score: Raw -43012.668468 + Penalty 1232.497886 = -41780.170583 nChanged 2 SP:Iteration 13Q (26.151992 sec): 3 clusters Score: Raw -43014.176598 + Penalty 1233.133745 = -41781.042852 nChanged 1 SP:Iteration 14Q (26.152930 sec): 3 clusters Score: Raw -43015.603635 + Penalty 1234.597437 = -41781.006198 nChanged 2 SP:Iteration 15F (26.153910 sec): 3 clusters Score: Raw -43016.148811 + Penalty 1234.597437 = -41781.551375 nChanged 0 Memory request: 0.07 GB would take us to total of 0.41 GB. Trying to split cluster 2 (15871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.223597 sec): 2 clusters Score: Raw -1296628.170851 + Penalty 197.637059 = -1296430.533792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.253809 sec): 3 clusters Score: Raw -1285827.037459 + Penalty 370.936270 = -1285456.101189 nChanged 7683 SP:Iteration 1F (26.283167 sec): 3 clusters Score: Raw -1290543.091616 + Penalty 387.171196 = -1290155.920421 nChanged 3658 SP:Iteration 2F (26.312601 sec): 3 clusters Score: Raw -1295275.047942 + Penalty 403.996066 = -1294871.051876 nChanged 1700 SP:Iteration 3F (26.341944 sec): 3 clusters Score: Raw -1297703.940825 + Penalty 405.404183 = -1297298.536643 nChanged 920 SP:Iteration 4F (26.371677 sec): 3 clusters Score: Raw -1299100.714859 + Penalty 403.273100 = -1298697.441759 nChanged 465 SP:Iteration 5Q (26.400566 sec): 3 clusters Score: Raw -1299396.657636 + Penalty 401.392991 = -1298995.264645 nChanged 221 SP:Iteration 6Q (26.429518 sec): 3 clusters Score: Raw -1299461.267294 + Penalty 400.004950 = -1299061.262343 nChanged 120 SP:Iteration 7Q (26.457882 sec): 3 clusters Score: Raw -1299483.473801 + Penalty 399.006507 = -1299084.467294 nChanged 79 SP:Iteration 8Q (26.486785 sec): 3 clusters Score: Raw -1299494.071312 + Penalty 398.183633 = -1299095.887679 nChanged 63 SP:Iteration 9Q (26.517572 sec): 3 clusters Score: Raw -1299499.589354 + Penalty 397.752725 = -1299101.836629 nChanged 31 SP:Iteration 10F (26.549322 sec): 3 clusters Score: Raw -1299501.874973 + Penalty 397.392456 = -1299104.482517 nChanged 26 SP:Iteration 11Q (26.579276 sec): 3 clusters Score: Raw -1299503.994411 + Penalty 397.006479 = -1299106.987932 nChanged 27 SP:Iteration 12Q (26.608832 sec): 3 clusters Score: Raw -1299505.283227 + Penalty 396.780572 = -1299108.502655 nChanged 16 SP:Iteration 13Q (26.639277 sec): 3 clusters Score: Raw -1299506.024002 + Penalty 396.607289 = -1299109.416713 nChanged 12 SP:Iteration 14Q (26.669720 sec): 3 clusters Score: Raw -1299506.392616 + Penalty 396.521032 = -1299109.871584 nChanged 6 SP:Iteration 15Q (26.699604 sec): 3 clusters Score: Raw -1299506.488427 + Penalty 396.477838 = -1299110.010589 nChanged 3 SP:Iteration 16Q (26.729840 sec): 3 clusters Score: Raw -1299506.492961 + Penalty 396.477838 = -1299110.015123 nChanged 0 SP:Iteration 17F (26.761439 sec): 3 clusters Score: Raw -1299506.492961 + Penalty 396.477838 = -1299110.015123 nChanged 0 Score: Raw -3114199.565505 + Penalty 153193.909368 = -2961005.656137 Splitting cluster 2 changes total score from -2945456.823252 to -2961005.656137 So it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 3 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.554178 sec): 2 clusters Score: Raw -14117.956543 + Penalty 243.952211 = -13874.004332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.554700 sec): 3 clusters Score: Raw -14045.132574 + Penalty 486.955853 = -13558.176721 nChanged 45 SP:Iteration 1F (29.555222 sec): 3 clusters Score: Raw -14080.178151 + Penalty 488.108920 = -13592.069230 nChanged 10 SP:Iteration 2F (29.555725 sec): 3 clusters Score: Raw -14102.988173 + Penalty 488.092177 = -13614.895997 nChanged 15 SP:Iteration 3F (29.556230 sec): 3 clusters Score: Raw -14116.498794 + Penalty 487.915397 = -13628.583397 nChanged 9 SP:Iteration 4F (29.556732 sec): 3 clusters Score: Raw -14119.118280 + Penalty 487.998880 = -13631.119400 nChanged 6 SP:Iteration 5Q (29.557231 sec): 3 clusters Score: Raw -14120.823899 + Penalty 488.807070 = -13632.016830 nChanged 4 SP:Iteration 6Q (29.557730 sec): 3 clusters Score: Raw -14121.641017 + Penalty 489.226310 = -13632.414707 nChanged 2 SP:Iteration 7Q (29.558249 sec): 3 clusters Score: Raw -14122.311772 + Penalty 490.561008 = -13631.750764 nChanged 5 SP:Iteration 8F (29.558758 sec): 3 clusters Score: Raw -14124.067738 + Penalty 495.930133 = -13628.137605 nChanged 8 SP:Iteration 9F (29.559267 sec): 3 clusters Score: Raw -14128.411879 + Penalty 497.869566 = -13630.542313 nChanged 6 SP:Iteration 10F (29.559776 sec): 3 clusters Score: Raw -14129.754651 + Penalty 497.876036 = -13631.878615 nChanged 3 SP:Iteration 11Q (29.560284 sec): 3 clusters Score: Raw -14130.617291 + Penalty 499.428202 = -13631.189088 nChanged 1 SP:Iteration 12F (29.561205 sec): 3 clusters Score: Raw -14131.336612 + Penalty 499.428202 = -13631.908409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 4 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.562667 sec): 2 clusters Score: Raw -30293.585555 + Penalty 138.077218 = -30155.508337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.563551 sec): 3 clusters Score: Raw -30102.133990 + Penalty 337.677221 = -29764.456769 nChanged 140 SP:Iteration 1F (29.564452 sec): 3 clusters Score: Raw -30273.080965 + Penalty 339.925736 = -29933.155228 nChanged 19 SP:Iteration 2F (29.565239 sec): 3 clusters Score: Raw -30293.898178 + Penalty 385.710877 = -29908.187301 nChanged 1 SP:Iteration 3F (29.565987 sec): 3 clusters Score: Raw -30292.589807 + Penalty 385.710877 = -29906.878930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.569171 sec): 2 clusters Score: Raw -72777.896816 + Penalty 445.570447 = -72332.326369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.570879 sec): 3 clusters Score: Raw -72397.927677 + Penalty 891.104634 = -71506.823042 nChanged 306 SP:Iteration 1F (29.572583 sec): 3 clusters Score: Raw -72640.495971 + Penalty 891.335439 = -71749.160532 nChanged 112 SP:Iteration 2F (29.574247 sec): 3 clusters Score: Raw -72826.539466 + Penalty 891.546383 = -71934.993083 nChanged 106 SP:Iteration 3F (29.575858 sec): 3 clusters Score: Raw -72980.899481 + Penalty 890.394920 = -72090.504560 nChanged 59 SP:Iteration 4F (29.577480 sec): 3 clusters Score: Raw -73053.427432 + Penalty 890.548076 = -72162.879355 nChanged 38 SP:Iteration 5Q (29.579059 sec): 3 clusters Score: Raw -73077.027190 + Penalty 890.677126 = -72186.350063 nChanged 15 SP:Iteration 6Q (29.580692 sec): 3 clusters Score: Raw -73085.368938 + Penalty 890.488723 = -72194.880215 nChanged 12 SP:Iteration 7Q (29.582391 sec): 3 clusters Score: Raw -73092.008372 + Penalty 890.813171 = -72201.195201 nChanged 1 SP:Iteration 8Q (29.584078 sec): 3 clusters Score: Raw -73091.863730 + Penalty 890.813171 = -72201.050559 nChanged 0 SP:Iteration 9F (29.585692 sec): 3 clusters Score: Raw -73091.863730 + Penalty 890.813171 = -72201.050559 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 6 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.602290 sec): 2 clusters Score: Raw -298593.230032 + Penalty 356.583780 = -298236.646252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.609084 sec): 3 clusters Score: Raw -296374.347448 + Penalty 710.717117 = -295663.630331 nChanged 1558 SP:Iteration 1F (29.616052 sec): 3 clusters Score: Raw -297652.995676 + Penalty 728.137556 = -296924.858120 nChanged 398 SP:Iteration 2F (29.622994 sec): 3 clusters Score: Raw -298021.209709 + Penalty 738.374138 = -297282.835571 nChanged 200 SP:Iteration 3F (29.629820 sec): 3 clusters Score: Raw -298160.176710 + Penalty 750.008564 = -297410.168146 nChanged 136 SP:Iteration 4Q (29.636350 sec): 3 clusters Score: Raw -298231.648581 + Penalty 753.503752 = -297478.144829 nChanged 95 SP:Iteration 5Q (29.642731 sec): 3 clusters Score: Raw -298282.660921 + Penalty 762.542244 = -297520.118677 nChanged 73 SP:Iteration 6Q (29.649061 sec): 3 clusters Score: Raw -298330.909042 + Penalty 763.494299 = -297567.414743 nChanged 73 SP:Iteration 7Q (29.655503 sec): 3 clusters Score: Raw -298370.122416 + Penalty 771.547834 = -297598.574582 nChanged 63 SP:Iteration 8Q (29.661676 sec): 3 clusters Score: Raw -298403.851591 + Penalty 776.318454 = -297627.533137 nChanged 55 SP:Iteration 9Q (29.668183 sec): 3 clusters Score: Raw -298435.598970 + Penalty 783.175557 = -297652.423413 nChanged 50 SP:Iteration 10F (29.675119 sec): 3 clusters Score: Raw -298463.594962 + Penalty 789.757920 = -297673.837041 nChanged 53 SP:Iteration 11Q (29.681218 sec): 3 clusters Score: Raw -298491.824907 + Penalty 812.196715 = -297679.628192 nChanged 40 SP:Iteration 12Q (29.687399 sec): 3 clusters Score: Raw -298512.410964 + Penalty 836.930241 = -297675.480723 nChanged 33 SP:Iteration 13F (29.694533 sec): 3 clusters Score: Raw -298531.351907 + Penalty 853.203285 = -297678.148622 nChanged 36 SP:Iteration 14Q (29.700856 sec): 3 clusters Score: Raw -298555.655228 + Penalty 874.789619 = -297680.865609 nChanged 26 SP:Iteration 15Q (29.706762 sec): 3 clusters Score: Raw -298575.778682 + Penalty 939.227301 = -297636.551381 nChanged 12 SP:Iteration 16F (29.712820 sec): 3 clusters Score: Raw -298586.113217 + Penalty 958.143419 = -297627.969798 nChanged 8 SP:Iteration 17F (29.719313 sec): 3 clusters Score: Raw -298593.174785 + Penalty 1211.968937 = -297381.205849 nChanged 3 SP:Iteration 18F (29.726269 sec): 3 clusters Score: Raw -298592.660016 + Penalty 1211.968937 = -297380.691079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.735772 sec): 2 clusters Score: Raw -66302.262516 + Penalty 351.146644 = -65951.115872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.737424 sec): 3 clusters Score: Raw -65844.352648 + Penalty 691.260121 = -65153.092526 nChanged 307 SP:Iteration 1F (29.739021 sec): 3 clusters Score: Raw -66048.987856 + Penalty 680.407707 = -65368.580150 nChanged 87 SP:Iteration 2F (29.740611 sec): 3 clusters Score: Raw -66092.025405 + Penalty 671.455441 = -65420.569964 nChanged 48 SP:Iteration 3F (29.742205 sec): 3 clusters Score: Raw -66108.730015 + Penalty 665.090082 = -65443.639933 nChanged 30 SP:Iteration 4Q (29.743780 sec): 3 clusters Score: Raw -66118.905896 + Penalty 660.652318 = -65458.253579 nChanged 21 SP:Iteration 5Q (29.745334 sec): 3 clusters Score: Raw -66125.663602 + Penalty 657.977698 = -65467.685904 nChanged 23 SP:Iteration 6Q (29.746880 sec): 3 clusters Score: Raw -66136.489434 + Penalty 659.495377 = -65476.994057 nChanged 27 SP:Iteration 7Q (29.748540 sec): 3 clusters Score: Raw -66149.270607 + Penalty 664.427274 = -65484.843333 nChanged 28 SP:Iteration 8Q (29.750187 sec): 3 clusters Score: Raw -66167.000337 + Penalty 673.057712 = -65493.942625 nChanged 28 SP:Iteration 9Q (29.751825 sec): 3 clusters Score: Raw -66186.763748 + Penalty 678.456234 = -65508.307514 nChanged 23 SP:Iteration 10F (29.753405 sec): 3 clusters Score: Raw -66199.457498 + Penalty 682.426136 = -65517.031362 nChanged 15 SP:Iteration 11Q (29.754922 sec): 3 clusters Score: Raw -66206.951388 + Penalty 685.208715 = -65521.742673 nChanged 10 SP:Iteration 12Q (29.756440 sec): 3 clusters Score: Raw -66210.226983 + Penalty 687.050428 = -65523.176555 nChanged 8 SP:Iteration 13Q (29.757956 sec): 3 clusters Score: Raw -66211.544142 + Penalty 688.662804 = -65522.881338 nChanged 2 SP:Iteration 14F (29.759559 sec): 3 clusters Score: Raw -66212.979609 + Penalty 689.665646 = -65523.313963 nChanged 3 SP:Iteration 15Q (29.761126 sec): 3 clusters Score: Raw -66213.334495 + Penalty 690.635407 = -65522.699088 nChanged 3 SP:Iteration 16F (29.762711 sec): 3 clusters Score: Raw -66213.851004 + Penalty 691.811528 = -65522.039476 nChanged 4 SP:Iteration 17F (29.764347 sec): 3 clusters Score: Raw -66214.928617 + Penalty 692.460262 = -65522.468355 nChanged 3 SP:Iteration 18Q (29.765975 sec): 3 clusters Score: Raw -66215.614001 + Penalty 692.738114 = -65522.875887 nChanged 1 SP:Iteration 19Q (29.767541 sec): 3 clusters Score: Raw -66215.766960 + Penalty 692.738114 = -65523.028846 nChanged 0 SP:Iteration 20F (29.769128 sec): 3 clusters Score: Raw -66215.766960 + Penalty 692.738114 = -65523.028846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 8 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.770120 sec): 2 clusters Score: Raw -16452.025545 + Penalty 501.996847 = -15950.028698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.770705 sec): 3 clusters Score: Raw -16415.725964 + Penalty 1010.953604 = -15404.772360 nChanged 35 SP:Iteration 1F (29.771288 sec): 3 clusters Score: Raw -16465.724222 + Penalty 1016.522921 = -15449.201301 nChanged 12 SP:Iteration 2F (29.771848 sec): 3 clusters Score: Raw -16480.137883 + Penalty 1021.085534 = -15459.052350 nChanged 3 SP:Iteration 3Q (29.772398 sec): 3 clusters Score: Raw -16483.176526 + Penalty 1024.534069 = -15458.642457 nChanged 2 SP:Iteration 4F (29.772958 sec): 3 clusters Score: Raw -16484.620761 + Penalty 1025.868513 = -15458.752249 nChanged 2 SP:Iteration 5Q (29.773506 sec): 3 clusters Score: Raw -16486.216066 + Penalty 1025.868513 = -15460.347554 nChanged 0 SP:Iteration 6F (29.774066 sec): 3 clusters Score: Raw -16486.216066 + Penalty 1025.868513 = -15460.347554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (1670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.782390 sec): 2 clusters Score: Raw -155525.552592 + Penalty 561.840216 = -154963.712376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.785911 sec): 3 clusters Score: Raw -154652.919501 + Penalty 1124.562764 = -153528.356737 nChanged 661 SP:Iteration 1F (29.789214 sec): 3 clusters Score: Raw -155039.566705 + Penalty 1124.444763 = -153915.121942 nChanged 126 SP:Iteration 2F (29.792555 sec): 3 clusters Score: Raw -155113.465115 + Penalty 1123.695774 = -153989.769341 nChanged 86 SP:Iteration 3F (29.795987 sec): 3 clusters Score: Raw -155155.793301 + Penalty 1123.291331 = -154032.501970 nChanged 70 SP:Iteration 4Q (29.799426 sec): 3 clusters Score: Raw -155197.798572 + Penalty 1121.606422 = -154076.192151 nChanged 77 SP:Iteration 5Q (29.803055 sec): 3 clusters Score: Raw -155238.809260 + Penalty 1117.704420 = -154121.104839 nChanged 66 SP:Iteration 6Q (29.806445 sec): 3 clusters Score: Raw -155269.746267 + Penalty 1114.713202 = -154155.033065 nChanged 68 SP:Iteration 7Q (29.809807 sec): 3 clusters Score: Raw -155304.095446 + Penalty 1108.595636 = -154195.499810 nChanged 61 SP:Iteration 8Q (29.813182 sec): 3 clusters Score: Raw -155340.845874 + Penalty 1101.817298 = -154239.028576 nChanged 56 SP:Iteration 9Q (29.816858 sec): 3 clusters Score: Raw -155377.172920 + Penalty 1093.144032 = -154284.028888 nChanged 48 SP:Iteration 10F (29.820422 sec): 3 clusters Score: Raw -155406.077644 + Penalty 1085.085923 = -154320.991721 nChanged 40 SP:Iteration 11Q (29.823933 sec): 3 clusters Score: Raw -155430.335057 + Penalty 1078.044286 = -154352.290771 nChanged 38 SP:Iteration 12Q (29.827432 sec): 3 clusters Score: Raw -155452.481993 + Penalty 1068.042009 = -154384.439984 nChanged 34 SP:Iteration 13Q (29.830936 sec): 3 clusters Score: Raw -155476.059677 + Penalty 1062.865008 = -154413.194669 nChanged 27 SP:Iteration 14Q (29.834388 sec): 3 clusters Score: Raw -155496.593153 + Penalty 1055.034910 = -154441.558243 nChanged 28 SP:Iteration 15Q (29.837803 sec): 3 clusters Score: Raw -155521.191133 + Penalty 1047.655146 = -154473.535987 nChanged 21 SP:Iteration 16Q (29.841223 sec): 3 clusters Score: Raw -155535.651769 + Penalty 1043.123699 = -154492.528071 nChanged 8 SP:Iteration 17Q (29.844590 sec): 3 clusters Score: Raw -155542.490295 + Penalty 1040.689371 = -154501.800923 nChanged 9 SP:Iteration 18Q (29.848021 sec): 3 clusters Score: Raw -155549.922529 + Penalty 1036.051738 = -154513.870791 nChanged 7 SP:Iteration 19Q (29.851615 sec): 3 clusters Score: Raw -155553.149505 + Penalty 1035.771169 = -154517.378336 nChanged 3 SP:Iteration 20F (29.855109 sec): 3 clusters Score: Raw -155554.274306 + Penalty 1033.804408 = -154520.469898 nChanged 2 SP:Iteration 21Q (29.858415 sec): 3 clusters Score: Raw -155555.570697 + Penalty 1033.258227 = -154522.312469 nChanged 3 SP:Iteration 22Q (29.861747 sec): 3 clusters Score: Raw -155558.068618 + Penalty 1032.205375 = -154525.863242 nChanged 5 SP:Iteration 23Q (29.865204 sec): 3 clusters Score: Raw -155561.800151 + Penalty 1031.052660 = -154530.747491 nChanged 3 SP:Iteration 24Q (29.868641 sec): 3 clusters Score: Raw -155562.575191 + Penalty 1031.581129 = -154530.994062 nChanged 1 SP:Iteration 25Q (29.872190 sec): 3 clusters Score: Raw -155563.806847 + Penalty 1030.272265 = -154533.534582 nChanged 1 SP:Iteration 26Q (29.875541 sec): 3 clusters Score: Raw -155564.400553 + Penalty 1030.272265 = -154534.128288 nChanged 0 SP:Iteration 27F (29.879117 sec): 3 clusters Score: Raw -155564.400553 + Penalty 1030.272265 = -154534.128288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 10 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.882195 sec): 2 clusters Score: Raw -269.764896 + Penalty 86.095414 = -183.669482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.882408 sec): 3 clusters Score: Raw -261.784013 + Penalty 86.095414 = -175.688598 nChanged 1 SP:Iteration 1F (29.882602 sec): 2 clusters Score: Raw -269.764896 + Penalty 86.095414 = -183.669482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 11 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.883188 sec): 2 clusters Score: Raw -6475.477021 + Penalty 23.000426 = -6452.476594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.883445 sec): 3 clusters Score: Raw -6436.515893 + Penalty 47.041821 = -6389.474072 nChanged 40 SP:Iteration 1F (29.883693 sec): 3 clusters Score: Raw -6478.223610 + Penalty 49.619455 = -6428.604156 nChanged 12 SP:Iteration 2F (29.883937 sec): 3 clusters Score: Raw -6498.331035 + Penalty 65.407463 = -6432.923572 nChanged 7 SP:Iteration 3F (29.884179 sec): 3 clusters Score: Raw -6521.372930 + Penalty 65.407463 = -6455.965468 nChanged 0 Score: Raw -3114245.439093 + Penalty 153292.842838 = -2960952.596255 Splitting cluster 11 changes total score from -2945456.823252 to -2960952.596255 So it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.638929 sec): 2 clusters Score: Raw -44831.589912 + Penalty 194.343799 = -44637.246113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.640148 sec): 3 clusters Score: Raw -44521.332585 + Penalty 387.877518 = -44133.455067 nChanged 207 SP:Iteration 1F (32.641324 sec): 3 clusters Score: Raw -44633.290372 + Penalty 384.905444 = -44248.384928 nChanged 60 SP:Iteration 2F (32.642504 sec): 3 clusters Score: Raw -44670.722251 + Penalty 385.176504 = -44285.545747 nChanged 28 SP:Iteration 3F (32.643623 sec): 3 clusters Score: Raw -44682.363918 + Penalty 385.191476 = -44297.172442 nChanged 27 SP:Iteration 4F (32.644740 sec): 3 clusters Score: Raw -44698.511904 + Penalty 386.008772 = -44312.503132 nChanged 32 SP:Iteration 5F (32.645862 sec): 3 clusters Score: Raw -44732.621766 + Penalty 387.913812 = -44344.707954 nChanged 42 SP:Iteration 6F (32.646978 sec): 3 clusters Score: Raw -44780.178522 + Penalty 390.888536 = -44389.289986 nChanged 51 SP:Iteration 7F (32.648094 sec): 3 clusters Score: Raw -44839.748300 + Penalty 391.447094 = -44448.301207 nChanged 39 SP:Iteration 8F (32.649213 sec): 3 clusters Score: Raw -44871.542537 + Penalty 391.189485 = -44480.353052 nChanged 12 SP:Iteration 9Q (32.650291 sec): 3 clusters Score: Raw -44875.533043 + Penalty 391.667977 = -44483.865066 nChanged 3 SP:Iteration 10F (32.651407 sec): 3 clusters Score: Raw -44876.323342 + Penalty 392.098499 = -44484.224843 nChanged 6 SP:Iteration 11Q (32.652552 sec): 3 clusters Score: Raw -44879.924084 + Penalty 391.701518 = -44488.222566 nChanged 7 SP:Iteration 12Q (32.653683 sec): 3 clusters Score: Raw -44882.035368 + Penalty 391.604968 = -44490.430399 nChanged 2 SP:Iteration 13Q (32.654807 sec): 3 clusters Score: Raw -44884.468344 + Penalty 390.181003 = -44494.287342 nChanged 5 SP:Iteration 14Q (32.655930 sec): 3 clusters Score: Raw -44888.502925 + Penalty 389.485607 = -44499.017318 nChanged 4 SP:Iteration 15Q (32.657055 sec): 3 clusters Score: Raw -44890.598497 + Penalty 387.942699 = -44502.655798 nChanged 8 SP:Iteration 16Q (32.658121 sec): 3 clusters Score: Raw -44894.515777 + Penalty 386.408741 = -44508.107036 nChanged 5 SP:Iteration 17Q (32.659179 sec): 3 clusters Score: Raw -44895.643927 + Penalty 385.462940 = -44510.180987 nChanged 3 SP:Iteration 18Q (32.660234 sec): 3 clusters Score: Raw -44896.695470 + Penalty 385.339176 = -44511.356294 nChanged 1 SP:Iteration 19Q (32.661305 sec): 3 clusters Score: Raw -44896.774086 + Penalty 385.339176 = -44511.434910 nChanged 0 SP:Iteration 20F (32.662452 sec): 3 clusters Score: Raw -44896.774086 + Penalty 385.339176 = -44511.434910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.664902 sec): 2 clusters Score: Raw -61625.170592 + Penalty 321.097589 = -61304.073002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.666355 sec): 3 clusters Score: Raw -61200.965798 + Penalty 646.332523 = -60554.633274 nChanged 282 SP:Iteration 1F (32.667887 sec): 3 clusters Score: Raw -61356.597794 + Penalty 658.116411 = -60698.481383 nChanged 77 SP:Iteration 2F (32.669382 sec): 3 clusters Score: Raw -61420.049583 + Penalty 675.169180 = -60744.880403 nChanged 63 SP:Iteration 3F (32.670831 sec): 3 clusters Score: Raw -61488.023497 + Penalty 703.619452 = -60784.404046 nChanged 54 SP:Iteration 4F (32.672226 sec): 3 clusters Score: Raw -61555.161322 + Penalty 737.250977 = -60817.910345 nChanged 41 SP:Iteration 5F (32.673622 sec): 3 clusters Score: Raw -61606.983716 + Penalty 775.726338 = -60831.257378 nChanged 25 SP:Iteration 6Q (32.674970 sec): 3 clusters Score: Raw -61631.359295 + Penalty 798.188431 = -60833.170864 nChanged 14 SP:Iteration 7Q (32.676398 sec): 3 clusters Score: Raw -61640.621371 + Penalty 800.049191 = -60840.572180 nChanged 7 SP:Iteration 8Q (32.677904 sec): 3 clusters Score: Raw -61644.714470 + Penalty 800.146216 = -60844.568254 nChanged 4 SP:Iteration 9Q (32.679306 sec): 3 clusters Score: Raw -61647.515909 + Penalty 821.344078 = -60826.171831 nChanged 5 SP:Iteration 10F (32.680883 sec): 3 clusters Score: Raw -61653.915982 + Penalty 838.966780 = -60814.949201 nChanged 5 SP:Iteration 11F (32.682436 sec): 3 clusters Score: Raw -61658.222965 + Penalty 844.327238 = -60813.895727 nChanged 2 SP:Iteration 12F (32.684051 sec): 3 clusters Score: Raw -61659.210220 + Penalty 832.718075 = -60826.492144 nChanged 2 SP:Iteration 13Q (32.685336 sec): 3 clusters Score: Raw -61660.692974 + Penalty 830.863827 = -60829.829147 nChanged 1 SP:Iteration 14Q (32.686576 sec): 3 clusters Score: Raw -61662.481609 + Penalty 830.863827 = -60831.617782 nChanged 0 SP:Iteration 15F (32.688062 sec): 3 clusters Score: Raw -61662.481609 + Penalty 830.863827 = -60831.617782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 14 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.688649 sec): 2 clusters Score: Raw -562.452034 + Penalty 194.023225 = -368.428808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688874 sec): 3 clusters Score: Raw -549.932155 + Penalty 388.046451 = -161.885705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 15 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690720 sec): 2 clusters Score: Raw -46326.137294 + Penalty 580.854170 = -45745.283124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.691822 sec): 3 clusters Score: Raw -46086.134235 + Penalty 1161.843502 = -44924.290733 nChanged 168 SP:Iteration 1F (32.692887 sec): 3 clusters Score: Raw -46207.867358 + Penalty 1165.269225 = -45042.598133 nChanged 50 SP:Iteration 2F (32.693927 sec): 3 clusters Score: Raw -46251.006661 + Penalty 1164.055950 = -45086.950711 nChanged 35 SP:Iteration 3F (32.694985 sec): 3 clusters Score: Raw -46281.506659 + Penalty 1156.725084 = -45124.781575 nChanged 32 SP:Iteration 4F (32.696007 sec): 3 clusters Score: Raw -46301.937340 + Penalty 1160.451324 = -45141.486016 nChanged 14 SP:Iteration 5Q (32.697035 sec): 3 clusters Score: Raw -46308.839710 + Penalty 1159.571668 = -45149.268042 nChanged 8 SP:Iteration 6Q (32.698059 sec): 3 clusters Score: Raw -46312.071063 + Penalty 1158.106397 = -45153.964666 nChanged 3 SP:Iteration 7Q (32.699081 sec): 3 clusters Score: Raw -46315.729481 + Penalty 1158.772931 = -45156.956550 nChanged 5 SP:Iteration 8Q (32.700105 sec): 3 clusters Score: Raw -46320.432741 + Penalty 1156.536001 = -45163.896740 nChanged 4 SP:Iteration 9Q (32.701150 sec): 3 clusters Score: Raw -46323.900091 + Penalty 1154.337098 = -45169.562993 nChanged 5 SP:Iteration 10F (32.702204 sec): 3 clusters Score: Raw -46327.297055 + Penalty 1154.856681 = -45172.440375 nChanged 5 SP:Iteration 11Q (32.703230 sec): 3 clusters Score: Raw -46336.657059 + Penalty 1153.911597 = -45182.745462 nChanged 5 SP:Iteration 12Q (32.704259 sec): 3 clusters Score: Raw -46343.141605 + Penalty 1150.882455 = -45192.259151 nChanged 5 SP:Iteration 13Q (32.705252 sec): 3 clusters Score: Raw -46350.701770 + Penalty 1150.767446 = -45199.934324 nChanged 10 SP:Iteration 14Q (32.706228 sec): 3 clusters Score: Raw -46363.135996 + Penalty 1146.557038 = -45216.578959 nChanged 10 SP:Iteration 15Q (32.707182 sec): 3 clusters Score: Raw -46374.496441 + Penalty 1141.751532 = -45232.744909 nChanged 7 SP:Iteration 16Q (32.708118 sec): 3 clusters Score: Raw -46384.439762 + Penalty 1141.369953 = -45243.069809 nChanged 7 SP:Iteration 17Q (32.709042 sec): 3 clusters Score: Raw -46392.155344 + Penalty 1141.899654 = -45250.255690 nChanged 2 SP:Iteration 18Q (32.709957 sec): 3 clusters Score: Raw -46394.733526 + Penalty 1144.382068 = -45250.351458 nChanged 4 SP:Iteration 19Q (32.710874 sec): 3 clusters Score: Raw -46400.392399 + Penalty 1144.395686 = -45255.996712 nChanged 4 SP:Iteration 20F (32.711941 sec): 3 clusters Score: Raw -46404.273966 + Penalty 1141.250818 = -45263.023147 nChanged 3 SP:Iteration 21Q (32.712865 sec): 3 clusters Score: Raw -46407.857857 + Penalty 1137.121987 = -45270.735870 nChanged 6 SP:Iteration 22Q (32.713822 sec): 3 clusters Score: Raw -46415.069842 + Penalty 1135.784386 = -45279.285456 nChanged 6 SP:Iteration 23Q (32.714774 sec): 3 clusters Score: Raw -46419.900990 + Penalty 1136.271208 = -45283.629782 nChanged 4 SP:Iteration 24Q (32.715721 sec): 3 clusters Score: Raw -46423.963764 + Penalty 1134.599697 = -45289.364067 nChanged 2 SP:Iteration 25Q (32.716663 sec): 3 clusters Score: Raw -46425.173997 + Penalty 1134.470322 = -45290.703675 nChanged 1 SP:Iteration 26Q (32.717642 sec): 3 clusters Score: Raw -46425.712281 + Penalty 1134.470322 = -45291.241959 nChanged 0 SP:Iteration 27F (32.718727 sec): 3 clusters Score: Raw -46425.712281 + Penalty 1134.470322 = -45291.241959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 16 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719484 sec): 2 clusters Score: Raw -9475.715995 + Penalty 614.368360 = -8861.347635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.719898 sec): 3 clusters Score: Raw -9526.492179 + Penalty 1228.368656 = -8298.123523 nChanged 6 SP:Iteration 1F (32.720296 sec): 3 clusters Score: Raw -9543.660729 + Penalty 1228.594008 = -8315.066721 nChanged 1 SP:Iteration 2Q (32.720677 sec): 3 clusters Score: Raw -9545.070107 + Penalty 1228.654297 = -8316.415810 nChanged 1 SP:Iteration 3Q (32.721054 sec): 3 clusters Score: Raw -9547.768023 + Penalty 1228.710030 = -8319.057993 nChanged 1 SP:Iteration 4Q (32.721429 sec): 3 clusters Score: Raw -9551.417565 + Penalty 1228.710030 = -8322.707534 nChanged 0 SP:Iteration 5F (32.721819 sec): 3 clusters Score: Raw -9551.417565 + Penalty 1228.710030 = -8322.707534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.725239 sec): 2 clusters Score: Raw -79950.251324 + Penalty 455.132466 = -79495.118857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.726948 sec): 3 clusters Score: Raw -79452.556350 + Penalty 910.152827 = -78542.403523 nChanged 341 SP:Iteration 1F (32.728628 sec): 3 clusters Score: Raw -79681.935119 + Penalty 915.093537 = -78766.841582 nChanged 87 SP:Iteration 2F (32.730364 sec): 3 clusters Score: Raw -79770.935356 + Penalty 924.723697 = -78846.211660 nChanged 65 SP:Iteration 3F (32.732076 sec): 3 clusters Score: Raw -79825.421114 + Penalty 930.345840 = -78895.075274 nChanged 41 SP:Iteration 4Q (32.733695 sec): 3 clusters Score: Raw -79862.809482 + Penalty 935.007735 = -78927.801748 nChanged 35 SP:Iteration 5Q (32.735318 sec): 3 clusters Score: Raw -79899.526510 + Penalty 939.384855 = -78960.141655 nChanged 34 SP:Iteration 6Q (32.736949 sec): 3 clusters Score: Raw -79929.990834 + Penalty 941.547858 = -78988.442976 nChanged 23 SP:Iteration 7Q (32.738562 sec): 3 clusters Score: Raw -79946.448323 + Penalty 942.208140 = -79004.240183 nChanged 14 SP:Iteration 8Q (32.740172 sec): 3 clusters Score: Raw -79955.298522 + Penalty 943.755438 = -79011.543084 nChanged 5 SP:Iteration 9Q (32.741775 sec): 3 clusters Score: Raw -79956.549657 + Penalty 943.411435 = -79013.138222 nChanged 2 SP:Iteration 10F (32.743454 sec): 3 clusters Score: Raw -79957.772596 + Penalty 943.589165 = -79014.183430 nChanged 1 SP:Iteration 11Q (32.745030 sec): 3 clusters Score: Raw -79957.906811 + Penalty 943.691926 = -79014.214885 nChanged 1 SP:Iteration 12Q (32.746604 sec): 3 clusters Score: Raw -79957.952741 + Penalty 943.691926 = -79014.260815 nChanged 0 SP:Iteration 13F (32.748333 sec): 3 clusters Score: Raw -79957.952741 + Penalty 943.691926 = -79014.260815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 18 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.748920 sec): 2 clusters Score: Raw -1172.236925 + Penalty 206.357051 = -965.879874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.749155 sec): 3 clusters Score: Raw -1171.407724 + Penalty 409.067753 = -762.339971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 19 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.751084 sec): 2 clusters Score: Raw -28619.047578 + Penalty 466.517962 = -28152.529617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.751837 sec): 3 clusters Score: Raw -28465.563065 + Penalty 942.613981 = -27522.949085 nChanged 101 SP:Iteration 1F (32.752597 sec): 3 clusters Score: Raw -28578.444353 + Penalty 960.448675 = -27617.995678 nChanged 28 SP:Iteration 2F (32.753351 sec): 3 clusters Score: Raw -28607.590334 + Penalty 990.879763 = -27616.710571 nChanged 13 SP:Iteration 3F (32.754100 sec): 3 clusters Score: Raw -28622.395705 + Penalty 1017.340080 = -27605.055626 nChanged 11 SP:Iteration 4F (32.754848 sec): 3 clusters Score: Raw -28635.763403 + Penalty 1044.814431 = -27590.948972 nChanged 8 SP:Iteration 5F (32.755594 sec): 3 clusters Score: Raw -28643.413135 + Penalty 1056.861226 = -27586.551909 nChanged 3 SP:Iteration 6F (32.756325 sec): 3 clusters Score: Raw -28651.627591 + Penalty 1058.400600 = -27593.226990 nChanged 1 SP:Iteration 7Q (32.756988 sec): 3 clusters Score: Raw -28651.235235 + Penalty 1058.400600 = -27592.834635 nChanged 0 SP:Iteration 8F (32.757720 sec): 3 clusters Score: Raw -28651.235235 + Penalty 1058.400600 = -27592.834635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 20 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.758948 sec): 2 clusters Score: Raw -4445.061464 + Penalty 146.045944 = -4299.015521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.759280 sec): 3 clusters Score: Raw -4500.381333 + Penalty 295.496408 = -4204.884925 nChanged 17 SP:Iteration 1F (32.759637 sec): 3 clusters Score: Raw -4522.974151 + Penalty 292.673289 = -4230.300861 nChanged 5 SP:Iteration 2F (32.759963 sec): 3 clusters Score: Raw -4529.172882 + Penalty 292.673289 = -4236.499592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 21 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.761135 sec): 2 clusters Score: Raw -25191.283191 + Penalty 397.246616 = -24794.036575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.761839 sec): 3 clusters Score: Raw -25048.997154 + Penalty 810.828384 = -24238.168770 nChanged 83 SP:Iteration 1F (32.762513 sec): 3 clusters Score: Raw -25127.409454 + Penalty 814.498731 = -24312.910723 nChanged 30 SP:Iteration 2F (32.763199 sec): 3 clusters Score: Raw -25168.707331 + Penalty 815.729410 = -24352.977921 nChanged 17 SP:Iteration 3F (32.763882 sec): 3 clusters Score: Raw -25186.593009 + Penalty 818.697779 = -24367.895230 nChanged 9 SP:Iteration 4Q (32.764544 sec): 3 clusters Score: Raw -25191.468322 + Penalty 829.048782 = -24362.419540 nChanged 8 SP:Iteration 5F (32.765220 sec): 3 clusters Score: Raw -25194.021570 + Penalty 827.595334 = -24366.426236 nChanged 4 SP:Iteration 6Q (32.765838 sec): 3 clusters Score: Raw -25196.906191 + Penalty 812.932967 = -24383.973224 nChanged 2 SP:Iteration 7Q (32.766446 sec): 3 clusters Score: Raw -25200.654956 + Penalty 812.352152 = -24388.302804 nChanged 1 SP:Iteration 8Q (32.767037 sec): 3 clusters Score: Raw -25201.680456 + Penalty 812.352152 = -24389.328304 nChanged 0 SP:Iteration 9F (32.767735 sec): 3 clusters Score: Raw -25201.680456 + Penalty 812.352152 = -24389.328304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 22 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.768432 sec): 2 clusters Score: Raw -6029.486197 + Penalty 648.050673 = -5381.435524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.768765 sec): 3 clusters Score: Raw -6109.097530 + Penalty 1296.202010 = -4812.895520 nChanged 1 SP:Iteration 1Q (32.769077 sec): 3 clusters Score: Raw -6113.427057 + Penalty 1296.202010 = -4817.225046 nChanged 0 SP:Iteration 2F (32.769404 sec): 3 clusters Score: Raw -6113.427057 + Penalty 1296.202010 = -4817.225046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 23 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.770426 sec): 2 clusters Score: Raw -3231.218382 + Penalty 398.610546 = -2832.607837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.770702 sec): 3 clusters Score: Raw -3241.651772 + Penalty 797.380046 = -2444.271726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 24 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.771497 sec): 2 clusters Score: Raw -614.279942 + Penalty 129.357809 = -484.922133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.771723 sec): 3 clusters Score: Raw -607.546823 + Penalty 260.753649 = -346.793175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 25 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.772503 sec): 2 clusters Score: Raw -952.819938 + Penalty 252.070174 = -700.749764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.772729 sec): 3 clusters Score: Raw -949.409017 + Penalty 508.979999 = -440.429018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 26 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.774894 sec): 2 clusters Score: Raw -28581.178846 + Penalty 327.761459 = -28253.417387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.775701 sec): 3 clusters Score: Raw -28415.241088 + Penalty 655.916595 = -27759.324493 nChanged 100 SP:Iteration 1F (32.776485 sec): 3 clusters Score: Raw -28483.103247 + Penalty 655.952434 = -27827.150813 nChanged 26 SP:Iteration 2F (32.777273 sec): 3 clusters Score: Raw -28498.240090 + Penalty 656.050648 = -27842.189441 nChanged 6 SP:Iteration 3Q (32.778051 sec): 3 clusters Score: Raw -28500.619716 + Penalty 656.428873 = -27844.190843 nChanged 6 SP:Iteration 4Q (32.778828 sec): 3 clusters Score: Raw -28504.202169 + Penalty 656.559582 = -27847.642587 nChanged 3 SP:Iteration 5Q (32.779604 sec): 3 clusters Score: Raw -28505.833944 + Penalty 657.028113 = -27848.805831 nChanged 3 SP:Iteration 6Q (32.780384 sec): 3 clusters Score: Raw -28506.665470 + Penalty 657.331859 = -27849.333611 nChanged 1 SP:Iteration 7Q (32.781163 sec): 3 clusters Score: Raw -28506.826902 + Penalty 657.331859 = -27849.495042 nChanged 0 SP:Iteration 8F (32.781960 sec): 3 clusters Score: Raw -28506.826902 + Penalty 657.331859 = -27849.495042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 27 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.783726 sec): 2 clusters Score: Raw -26923.161212 + Penalty 429.047636 = -26494.113576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.784475 sec): 3 clusters Score: Raw -26772.054338 + Penalty 863.318291 = -25908.736047 nChanged 89 SP:Iteration 1F (32.785210 sec): 3 clusters Score: Raw -26856.529666 + Penalty 872.172993 = -25984.356674 nChanged 33 SP:Iteration 2F (32.785962 sec): 3 clusters Score: Raw -26891.765324 + Penalty 889.760603 = -26002.004721 nChanged 15 SP:Iteration 3F (32.786710 sec): 3 clusters Score: Raw -26913.160454 + Penalty 899.116986 = -26014.043467 nChanged 13 SP:Iteration 4Q (32.787429 sec): 3 clusters Score: Raw -26933.183753 + Penalty 898.374050 = -26034.809702 nChanged 4 SP:Iteration 5Q (32.788091 sec): 3 clusters Score: Raw -26936.917303 + Penalty 903.975946 = -26032.941357 nChanged 4 SP:Iteration 6F (32.788820 sec): 3 clusters Score: Raw -26939.081737 + Penalty 903.975946 = -26035.105790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 28 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.789896 sec): 2 clusters Score: Raw -6580.992554 + Penalty 659.470457 = -5921.522097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.790232 sec): 3 clusters Score: Raw -6665.698578 + Penalty 1319.618799 = -5346.079779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 29 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.791138 sec): 2 clusters Score: Raw -3668.190329 + Penalty 241.017775 = -3427.172554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.791427 sec): 3 clusters Score: Raw -3662.885753 + Penalty 491.819331 = -3171.066422 nChanged 3 SP:Iteration 1F (32.791714 sec): 3 clusters Score: Raw -3666.641706 + Penalty 492.274695 = -3174.367010 nChanged 2 SP:Iteration 2Q (32.791998 sec): 3 clusters Score: Raw -3671.999626 + Penalty 492.274695 = -3179.724930 nChanged 0 SP:Iteration 3F (32.792284 sec): 3 clusters Score: Raw -3671.999626 + Penalty 492.274695 = -3179.724930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 30 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.793232 sec): 2 clusters Score: Raw -6335.563211 + Penalty 511.786216 = -5823.776995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.793565 sec): 3 clusters Score: Raw -6355.770930 + Penalty 1015.065256 = -5340.705675 nChanged 7 SP:Iteration 1F (32.793903 sec): 3 clusters Score: Raw -6380.358669 + Penalty 1015.065256 = -5365.293414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 31 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.794850 sec): 2 clusters Score: Raw -6478.591155 + Penalty 599.050533 = -5879.540622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.795215 sec): 3 clusters Score: Raw -6547.907845 + Penalty 1196.516074 = -5351.391770 nChanged 2 SP:Iteration 1Q (32.795541 sec): 3 clusters Score: Raw -6558.415444 + Penalty 1196.516074 = -5361.899370 nChanged 0 SP:Iteration 2F (32.795883 sec): 3 clusters Score: Raw -6558.415444 + Penalty 1196.516074 = -5361.899370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.798060 sec): 2 clusters Score: Raw -51981.464659 + Penalty 730.590824 = -51250.873835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.799209 sec): 3 clusters Score: Raw -51786.915879 + Penalty 1462.524558 = -50324.391321 nChanged 156 SP:Iteration 1F (32.800342 sec): 3 clusters Score: Raw -51944.396984 + Penalty 1463.600744 = -50480.796240 nChanged 38 SP:Iteration 2F (32.801469 sec): 3 clusters Score: Raw -51976.987638 + Penalty 1463.891103 = -50513.096535 nChanged 16 SP:Iteration 3Q (32.802598 sec): 3 clusters Score: Raw -51992.087188 + Penalty 1463.470543 = -50528.616646 nChanged 10 SP:Iteration 4Q (32.803728 sec): 3 clusters Score: Raw -52001.950310 + Penalty 1463.101773 = -50538.848537 nChanged 15 SP:Iteration 5Q (32.804836 sec): 3 clusters Score: Raw -52020.714392 + Penalty 1463.419091 = -50557.295301 nChanged 11 SP:Iteration 6Q (32.805940 sec): 3 clusters Score: Raw -52028.311284 + Penalty 1463.711537 = -50564.599747 nChanged 10 SP:Iteration 7Q (32.807044 sec): 3 clusters Score: Raw -52037.451182 + Penalty 1464.423708 = -50573.027474 nChanged 6 SP:Iteration 8Q (32.808145 sec): 3 clusters Score: Raw -52039.849636 + Penalty 1464.430046 = -50575.419590 nChanged 4 SP:Iteration 9Q (32.809246 sec): 3 clusters Score: Raw -52042.518139 + Penalty 1464.136397 = -50578.381742 nChanged 1 SP:Iteration 10F (32.810371 sec): 3 clusters Score: Raw -52042.908559 + Penalty 1463.866004 = -50579.042555 nChanged 1 SP:Iteration 11Q (32.811470 sec): 3 clusters Score: Raw -52043.386357 + Penalty 1463.648192 = -50579.738164 nChanged 1 SP:Iteration 12Q (32.812595 sec): 3 clusters Score: Raw -52044.932857 + Penalty 1463.741309 = -50581.191548 nChanged 2 SP:Iteration 13Q (32.813705 sec): 3 clusters Score: Raw -52046.704729 + Penalty 1464.114781 = -50582.589948 nChanged 3 SP:Iteration 14Q (32.814806 sec): 3 clusters Score: Raw -52047.597000 + Penalty 1464.643781 = -50582.953219 nChanged 2 SP:Iteration 15Q (32.816007 sec): 3 clusters Score: Raw -52048.942049 + Penalty 1465.139566 = -50583.802483 nChanged 5 SP:Iteration 16Q (32.817129 sec): 3 clusters Score: Raw -52052.275249 + Penalty 1466.015075 = -50586.260174 nChanged 4 SP:Iteration 17Q (32.818285 sec): 3 clusters Score: Raw -52054.373258 + Penalty 1466.369287 = -50588.003971 nChanged 1 SP:Iteration 18Q (32.819435 sec): 3 clusters Score: Raw -52054.460653 + Penalty 1466.369287 = -50588.091365 nChanged 0 SP:Iteration 19F (32.820614 sec): 3 clusters Score: Raw -52054.460653 + Penalty 1466.369287 = -50588.091365 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.823667 sec): 2 clusters Score: Raw -62653.205424 + Penalty 170.000461 = -62483.204963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.825265 sec): 3 clusters Score: Raw -62186.116022 + Penalty 340.472585 = -61845.643438 nChanged 325 SP:Iteration 1F (32.826776 sec): 3 clusters Score: Raw -62380.886308 + Penalty 340.000922 = -62040.885386 nChanged 102 SP:Iteration 2F (32.828292 sec): 3 clusters Score: Raw -62428.437155 + Penalty 340.414666 = -62088.022490 nChanged 48 SP:Iteration 3F (32.829799 sec): 3 clusters Score: Raw -62439.874917 + Penalty 340.996828 = -62098.878089 nChanged 35 SP:Iteration 4Q (32.831279 sec): 3 clusters Score: Raw -62449.293837 + Penalty 340.919601 = -62108.374235 nChanged 24 SP:Iteration 5Q (32.832783 sec): 3 clusters Score: Raw -62455.070112 + Penalty 341.049512 = -62114.020601 nChanged 21 SP:Iteration 6Q (32.834354 sec): 3 clusters Score: Raw -62458.714556 + Penalty 340.173938 = -62118.540618 nChanged 18 SP:Iteration 7Q (32.835850 sec): 3 clusters Score: Raw -62464.007116 + Penalty 339.103404 = -62124.903712 nChanged 24 SP:Iteration 8Q (32.837326 sec): 3 clusters Score: Raw -62479.094775 + Penalty 338.774815 = -62140.319960 nChanged 33 SP:Iteration 9Q (32.838791 sec): 3 clusters Score: Raw -62498.351950 + Penalty 338.036320 = -62160.315630 nChanged 38 SP:Iteration 10F (32.840311 sec): 3 clusters Score: Raw -62520.627354 + Penalty 338.741619 = -62181.885735 nChanged 36 SP:Iteration 11Q (32.841805 sec): 3 clusters Score: Raw -62542.433754 + Penalty 340.227966 = -62202.205788 nChanged 27 SP:Iteration 12Q (32.843276 sec): 3 clusters Score: Raw -62554.496828 + Penalty 342.176136 = -62212.320692 nChanged 19 SP:Iteration 13Q (32.844860 sec): 3 clusters Score: Raw -62566.072762 + Penalty 343.988396 = -62222.084366 nChanged 17 SP:Iteration 14Q (32.846497 sec): 3 clusters Score: Raw -62572.769676 + Penalty 346.881993 = -62225.887683 nChanged 19 SP:Iteration 15Q (32.847948 sec): 3 clusters Score: Raw -62579.327814 + Penalty 351.477190 = -62227.850624 nChanged 21 SP:Iteration 16Q (32.849515 sec): 3 clusters Score: Raw -62589.629268 + Penalty 357.144026 = -62232.485242 nChanged 24 SP:Iteration 17Q (32.850986 sec): 3 clusters Score: Raw -62598.612831 + Penalty 361.674827 = -62236.938004 nChanged 17 SP:Iteration 18Q (32.852443 sec): 3 clusters Score: Raw -62604.109463 + Penalty 365.805138 = -62238.304324 nChanged 12 SP:Iteration 19Q (32.853903 sec): 3 clusters Score: Raw -62608.863435 + Penalty 371.291903 = -62237.571532 nChanged 16 SP:Iteration 20F (32.855413 sec): 3 clusters Score: Raw -62615.656857 + Penalty 376.816082 = -62238.840775 nChanged 15 SP:Iteration 21Q (32.856856 sec): 3 clusters Score: Raw -62621.189771 + Penalty 381.735679 = -62239.454092 nChanged 13 SP:Iteration 22Q (32.858301 sec): 3 clusters Score: Raw -62625.438353 + Penalty 385.554090 = -62239.884263 nChanged 8 SP:Iteration 23Q (32.859733 sec): 3 clusters Score: Raw -62627.656608 + Penalty 387.802517 = -62239.854091 nChanged 6 SP:Iteration 24F (32.861231 sec): 3 clusters Score: Raw -62629.163950 + Penalty 391.018349 = -62238.145601 nChanged 6 SP:Iteration 25F (32.862750 sec): 3 clusters Score: Raw -62630.372068 + Penalty 395.427515 = -62234.944553 nChanged 8 SP:Iteration 26F (32.864316 sec): 3 clusters Score: Raw -62632.562003 + Penalty 401.523388 = -62231.038615 nChanged 9 SP:Iteration 27F (32.865825 sec): 3 clusters Score: Raw -62634.850305 + Penalty 404.223728 = -62230.626577 nChanged 4 SP:Iteration 28F (32.867358 sec): 3 clusters Score: Raw -62635.926144 + Penalty 408.505965 = -62227.420178 nChanged 8 SP:Iteration 29F (32.868869 sec): 3 clusters Score: Raw -62638.766016 + Penalty 412.961418 = -62225.804598 nChanged 9 SP:Iteration 30F (32.870376 sec): 3 clusters Score: Raw -62642.422566 + Penalty 417.597979 = -62224.824587 nChanged 9 SP:Iteration 31F (32.871917 sec): 3 clusters Score: Raw -62645.888752 + Penalty 421.395341 = -62224.493412 nChanged 8 SP:Iteration 32F (32.873507 sec): 3 clusters Score: Raw -62650.432866 + Penalty 428.244132 = -62222.188734 nChanged 12 SP:Iteration 33F (32.875103 sec): 3 clusters Score: Raw -62653.841254 + Penalty 430.091779 = -62223.749475 nChanged 5 SP:Iteration 34Q (32.876561 sec): 3 clusters Score: Raw -62656.118428 + Penalty 439.697601 = -62216.420827 nChanged 11 SP:Iteration 35F (32.878084 sec): 3 clusters Score: Raw -62660.302103 + Penalty 444.628230 = -62215.673873 nChanged 8 SP:Iteration 36F (32.879589 sec): 3 clusters Score: Raw -62663.138178 + Penalty 450.814383 = -62212.323796 nChanged 11 SP:Iteration 37F (32.881089 sec): 3 clusters Score: Raw -62667.788952 + Penalty 450.934289 = -62216.854663 nChanged 8 SP:Iteration 38Q (32.882439 sec): 3 clusters Score: Raw -62671.556261 + Penalty 456.540684 = -62215.015578 nChanged 8 SP:Iteration 39F (32.884064 sec): 3 clusters Score: Raw -62675.716475 + Penalty 453.846821 = -62221.869654 nChanged 8 SP:Iteration 40F (32.885675 sec): 3 clusters Score: Raw -62681.186550 + Penalty 448.412690 = -62232.773860 nChanged 3 SP:Iteration 41Q (32.887016 sec): 3 clusters Score: Raw -62682.189956 + Penalty 448.916842 = -62233.273114 nChanged 1 SP:Iteration 42Q (32.888318 sec): 3 clusters Score: Raw -62682.268572 + Penalty 448.916842 = -62233.351730 nChanged 0 SP:Iteration 43F (32.889824 sec): 3 clusters Score: Raw -62682.268572 + Penalty 448.916842 = -62233.351730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 34 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.890889 sec): 2 clusters Score: Raw -987.319349 + Penalty 144.795729 = -842.523620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.891123 sec): 3 clusters Score: Raw -979.706125 + Penalty 272.654360 = -707.051765 nChanged 1 SP:Iteration 1F (32.891349 sec): 3 clusters Score: Raw -980.171591 + Penalty 286.628986 = -693.542604 nChanged 1 SP:Iteration 2F (32.891572 sec): 3 clusters Score: Raw -980.628713 + Penalty 144.795729 = -835.832984 nChanged 2 SP:Iteration 3F (32.891776 sec): 2 clusters Score: Raw -987.319349 + Penalty 144.795729 = -842.523620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.893665 sec): 2 clusters Score: Raw -38070.993038 + Penalty 414.177244 = -37656.815794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.894602 sec): 3 clusters Score: Raw -37858.783194 + Penalty 828.504741 = -37030.278452 nChanged 141 SP:Iteration 1F (32.895540 sec): 3 clusters Score: Raw -37979.803627 + Penalty 835.184999 = -37144.618628 nChanged 46 SP:Iteration 2F (32.896459 sec): 3 clusters Score: Raw -38026.023428 + Penalty 843.068820 = -37182.954608 nChanged 34 SP:Iteration 3F (32.897378 sec): 3 clusters Score: Raw -38058.025599 + Penalty 843.448062 = -37214.577537 nChanged 23 SP:Iteration 4F (32.898295 sec): 3 clusters Score: Raw -38077.092588 + Penalty 843.418972 = -37233.673616 nChanged 14 SP:Iteration 5Q (32.899208 sec): 3 clusters Score: Raw -38086.729932 + Penalty 845.370898 = -37241.359033 nChanged 5 SP:Iteration 6Q (32.900120 sec): 3 clusters Score: Raw -38090.838104 + Penalty 844.117417 = -37246.720687 nChanged 9 SP:Iteration 7Q (32.901033 sec): 3 clusters Score: Raw -38097.315648 + Penalty 843.271000 = -37254.044648 nChanged 4 SP:Iteration 8Q (32.901944 sec): 3 clusters Score: Raw -38097.851000 + Penalty 845.329414 = -37252.521586 nChanged 3 SP:Iteration 9F (32.902879 sec): 3 clusters Score: Raw -38099.226916 + Penalty 844.481575 = -37254.745340 nChanged 1 SP:Iteration 10F (32.903840 sec): 3 clusters Score: Raw -38099.627002 + Penalty 844.481575 = -37255.145427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 37 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.904771 sec): 2 clusters Score: Raw -1111.451642 + Penalty 222.871185 = -888.580457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.905002 sec): 3 clusters Score: Raw -1111.590557 + Penalty 445.742370 = -665.848188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 38 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.906522 sec): 2 clusters Score: Raw -27359.246807 + Penalty 699.689204 = -26659.557603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.907215 sec): 3 clusters Score: Raw -27280.144896 + Penalty 1397.271394 = -25882.873502 nChanged 63 SP:Iteration 1F (32.907897 sec): 3 clusters Score: Raw -27358.517762 + Penalty 1394.414382 = -25964.103380 nChanged 22 SP:Iteration 2F (32.908578 sec): 3 clusters Score: Raw -27393.097975 + Penalty 1392.851531 = -26000.246443 nChanged 14 SP:Iteration 3F (32.909258 sec): 3 clusters Score: Raw -27415.653739 + Penalty 1392.576240 = -26023.077499 nChanged 6 SP:Iteration 4Q (32.909962 sec): 3 clusters Score: Raw -27425.809655 + Penalty 1392.187771 = -26033.621884 nChanged 4 SP:Iteration 5Q (32.910653 sec): 3 clusters Score: Raw -27431.328875 + Penalty 1392.187771 = -26039.141104 nChanged 0 SP:Iteration 6F (32.911364 sec): 3 clusters Score: Raw -27431.328875 + Penalty 1392.187771 = -26039.141104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 39 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.912259 sec): 2 clusters Score: Raw -1587.225155 + Penalty 265.854776 = -1321.370379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.912500 sec): 3 clusters Score: Raw -1583.830725 + Penalty 532.678692 = -1051.152033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.913877 sec): 2 clusters Score: Raw -21328.686487 + Penalty 419.531896 = -20909.154591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.914543 sec): 3 clusters Score: Raw -21306.537413 + Penalty 846.272760 = -20460.264652 nChanged 79 SP:Iteration 1F (32.915201 sec): 3 clusters Score: Raw -21407.088205 + Penalty 850.984025 = -20556.104180 nChanged 17 SP:Iteration 2F (32.915857 sec): 3 clusters Score: Raw -21440.687176 + Penalty 852.196616 = -20588.490560 nChanged 10 SP:Iteration 3Q (32.916487 sec): 3 clusters Score: Raw -21450.464185 + Penalty 850.612334 = -20599.851851 nChanged 4 SP:Iteration 4Q (32.917113 sec): 3 clusters Score: Raw -21461.419078 + Penalty 854.692756 = -20606.726322 nChanged 4 SP:Iteration 5Q (32.917736 sec): 3 clusters Score: Raw -21467.797097 + Penalty 858.520335 = -20609.276763 nChanged 5 SP:Iteration 6Q (32.918358 sec): 3 clusters Score: Raw -21474.311066 + Penalty 859.614055 = -20614.697010 nChanged 1 SP:Iteration 7Q (32.918979 sec): 3 clusters Score: Raw -21475.396447 + Penalty 859.614055 = -20615.782392 nChanged 0 SP:Iteration 8F (32.919630 sec): 3 clusters Score: Raw -21475.396447 + Penalty 859.614055 = -20615.782392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.920514 sec): 2 clusters Score: Raw -640.707822 + Penalty 202.770925 = -437.936896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.920738 sec): 3 clusters Score: Raw -713.017061 + Penalty 400.589869 = -312.427192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 43 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.921572 sec): 2 clusters Score: Raw -2820.104891 + Penalty 399.834820 = -2420.270071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.921836 sec): 3 clusters Score: Raw -2848.060705 + Penalty 798.713562 = -2049.347143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.922660 sec): 2 clusters Score: Raw -1279.622562 + Penalty 199.530777 = -1080.091785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.922894 sec): 3 clusters Score: Raw -1282.475391 + Penalty 396.120742 = -886.354650 nChanged 1 SP:Iteration 1F (32.923124 sec): 3 clusters Score: Raw -1285.636466 + Penalty 394.060454 = -891.576012 nChanged 1 SP:Iteration 2F (32.923354 sec): 3 clusters Score: Raw -1289.612448 + Penalty 394.060454 = -895.551995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.925557 sec): 2 clusters Score: Raw -46991.968454 + Penalty 356.850148 = -46635.118306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.926702 sec): 3 clusters Score: Raw -46725.211092 + Penalty 717.262917 = -46007.948175 nChanged 202 SP:Iteration 1F (32.927859 sec): 3 clusters Score: Raw -46862.674525 + Penalty 722.636562 = -46140.037963 nChanged 61 SP:Iteration 2F (32.928983 sec): 3 clusters Score: Raw -46899.024930 + Penalty 729.911977 = -46169.112953 nChanged 31 SP:Iteration 3F (32.930110 sec): 3 clusters Score: Raw -46929.187241 + Penalty 736.846659 = -46192.340581 nChanged 25 SP:Iteration 4Q (32.931232 sec): 3 clusters Score: Raw -46950.702934 + Penalty 742.689947 = -46208.012987 nChanged 17 SP:Iteration 5Q (32.932353 sec): 3 clusters Score: Raw -46960.602755 + Penalty 744.350425 = -46216.252330 nChanged 12 SP:Iteration 6Q (32.933467 sec): 3 clusters Score: Raw -46970.571068 + Penalty 745.851022 = -46224.720046 nChanged 13 SP:Iteration 7Q (32.934584 sec): 3 clusters Score: Raw -46978.486483 + Penalty 748.645922 = -46229.840561 nChanged 6 SP:Iteration 8Q (32.935699 sec): 3 clusters Score: Raw -46984.783617 + Penalty 749.150237 = -46235.633379 nChanged 8 SP:Iteration 9Q (32.936813 sec): 3 clusters Score: Raw -46998.381464 + Penalty 746.741589 = -46251.639874 nChanged 9 SP:Iteration 10F (32.937933 sec): 3 clusters Score: Raw -47005.125029 + Penalty 744.051877 = -46261.073152 nChanged 3 SP:Iteration 11Q (32.939034 sec): 3 clusters Score: Raw -47007.931283 + Penalty 741.554580 = -46266.376702 nChanged 2 SP:Iteration 12Q (32.940123 sec): 3 clusters Score: Raw -47010.266185 + Penalty 741.449026 = -46268.817159 nChanged 1 SP:Iteration 13Q (32.941212 sec): 3 clusters Score: Raw -47011.899860 + Penalty 739.791046 = -46272.108814 nChanged 1 SP:Iteration 14Q (32.942292 sec): 3 clusters Score: Raw -47013.580207 + Penalty 732.954516 = -46280.625692 nChanged 4 SP:Iteration 15Q (32.943375 sec): 3 clusters Score: Raw -47017.289501 + Penalty 731.498689 = -46285.790812 nChanged 6 SP:Iteration 16Q (32.944451 sec): 3 clusters Score: Raw -47023.736455 + Penalty 733.995327 = -46289.741128 nChanged 4 SP:Iteration 17Q (32.945506 sec): 3 clusters Score: Raw -47027.563097 + Penalty 735.601298 = -46291.961799 nChanged 2 SP:Iteration 18Q (32.946554 sec): 3 clusters Score: Raw -47029.311421 + Penalty 734.473652 = -46294.837769 nChanged 2 SP:Iteration 19Q (32.947594 sec): 3 clusters Score: Raw -47030.748116 + Penalty 734.473652 = -46296.274465 nChanged 0 SP:Iteration 20F (32.948799 sec): 3 clusters Score: Raw -47030.748116 + Penalty 734.473652 = -46296.274465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 46 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.949812 sec): 2 clusters Score: Raw -1995.628277 + Penalty 211.137958 = -1784.490319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.950063 sec): 3 clusters Score: Raw -2012.724981 + Penalty 417.096777 = -1595.628204 nChanged 1 SP:Iteration 1Q (32.950309 sec): 3 clusters Score: Raw -2018.986751 + Penalty 419.972627 = -1599.014125 nChanged 1 SP:Iteration 2Q (32.950550 sec): 3 clusters Score: Raw -2027.484314 + Penalty 419.972627 = -1607.511688 nChanged 0 SP:Iteration 3F (32.950795 sec): 3 clusters Score: Raw -2027.484314 + Penalty 419.972627 = -1607.511688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.954077 sec): 2 clusters Score: Raw -88121.165226 + Penalty 757.130299 = -87364.034927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.955834 sec): 3 clusters Score: Raw -87710.026639 + Penalty 1515.608613 = -86194.418026 nChanged 300 SP:Iteration 1F (32.957574 sec): 3 clusters Score: Raw -87907.151905 + Penalty 1517.112007 = -86390.039898 nChanged 61 SP:Iteration 2F (32.959306 sec): 3 clusters Score: Raw -87952.432863 + Penalty 1518.822360 = -86433.610503 nChanged 54 SP:Iteration 3F (32.961086 sec): 3 clusters Score: Raw -87994.334657 + Penalty 1520.576407 = -86473.758250 nChanged 40 SP:Iteration 4Q (32.962791 sec): 3 clusters Score: Raw -88019.524439 + Penalty 1523.857229 = -86495.667210 nChanged 30 SP:Iteration 5Q (32.964516 sec): 3 clusters Score: Raw -88039.529923 + Penalty 1527.950921 = -86511.579002 nChanged 34 SP:Iteration 6Q (32.966272 sec): 3 clusters Score: Raw -88062.920013 + Penalty 1533.368210 = -86529.551803 nChanged 28 SP:Iteration 7Q (32.967992 sec): 3 clusters Score: Raw -88082.729948 + Penalty 1537.547851 = -86545.182096 nChanged 25 SP:Iteration 8Q (32.969727 sec): 3 clusters Score: Raw -88097.878011 + Penalty 1543.519037 = -86554.358973 nChanged 22 SP:Iteration 9Q (32.971461 sec): 3 clusters Score: Raw -88109.379652 + Penalty 1545.912836 = -86563.466816 nChanged 15 SP:Iteration 10F (32.973188 sec): 3 clusters Score: Raw -88116.760120 + Penalty 1550.596928 = -86566.163192 nChanged 15 SP:Iteration 11Q (32.974990 sec): 3 clusters Score: Raw -88124.951605 + Penalty 1554.654853 = -86570.296751 nChanged 13 SP:Iteration 12Q (32.976798 sec): 3 clusters Score: Raw -88130.188179 + Penalty 1559.042320 = -86571.145860 nChanged 11 SP:Iteration 13Q (32.978608 sec): 3 clusters Score: Raw -88137.645032 + Penalty 1567.611946 = -86570.033086 nChanged 14 SP:Iteration 14F (32.980335 sec): 3 clusters Score: Raw -88149.088739 + Penalty 1577.224049 = -86571.864690 nChanged 16 SP:Iteration 15Q (32.982165 sec): 3 clusters Score: Raw -88167.586821 + Penalty 1591.156338 = -86576.430483 nChanged 18 SP:Iteration 16Q (32.983959 sec): 3 clusters Score: Raw -88187.286975 + Penalty 1611.483782 = -86575.803193 nChanged 22 SP:Iteration 17F (32.985662 sec): 3 clusters Score: Raw -88212.227559 + Penalty 1622.278898 = -86589.948661 nChanged 16 SP:Iteration 18Q (32.987298 sec): 3 clusters Score: Raw -88228.290855 + Penalty 1628.249511 = -86600.041344 nChanged 11 SP:Iteration 19Q (32.988895 sec): 3 clusters Score: Raw -88242.303229 + Penalty 1635.058964 = -86607.244265 nChanged 6 SP:Iteration 20F (32.990591 sec): 3 clusters Score: Raw -88248.817959 + Penalty 1637.533250 = -86611.284709 nChanged 2 SP:Iteration 21Q (32.992201 sec): 3 clusters Score: Raw -88249.022481 + Penalty 1637.393761 = -86611.628720 nChanged 1 SP:Iteration 22Q (32.993801 sec): 3 clusters Score: Raw -88250.045618 + Penalty 1638.837227 = -86611.208391 nChanged 1 SP:Iteration 23F (32.995528 sec): 3 clusters Score: Raw -88251.298665 + Penalty 1638.837227 = -86612.461438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 48 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.996499 sec): 2 clusters Score: Raw -89.170058 + Penalty 0.000000 = -89.170058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.996711 sec): 2 clusters Score: Raw -89.170058 + Penalty 0.000000 = -89.170058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 49 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.997520 sec): 2 clusters Score: Raw -1133.964239 + Penalty 245.395604 = -888.568635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.997751 sec): 3 clusters Score: Raw -1125.827930 + Penalty 476.273735 = -649.554195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 50 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.998749 sec): 2 clusters Score: Raw -8097.805793 + Penalty 567.794959 = -7530.010835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.999116 sec): 3 clusters Score: Raw -8125.602796 + Penalty 1135.950525 = -6989.652271 nChanged 3 SP:Iteration 1Q (32.999482 sec): 3 clusters Score: Raw -8133.139589 + Penalty 1135.950525 = -6997.189064 nChanged 0 SP:Iteration 2F (32.999852 sec): 3 clusters Score: Raw -8133.139589 + Penalty 1135.950525 = -6997.189064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 52 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.002170 sec): 2 clusters Score: Raw -32870.540413 + Penalty 593.235282 = -32277.305130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.003026 sec): 3 clusters Score: Raw -32717.455656 + Penalty 1186.900277 = -31530.555379 nChanged 89 SP:Iteration 1F (33.003855 sec): 3 clusters Score: Raw -32796.795825 + Penalty 1188.904968 = -31607.890856 nChanged 30 SP:Iteration 2F (33.004655 sec): 3 clusters Score: Raw -32824.555799 + Penalty 1190.132176 = -31634.423623 nChanged 17 SP:Iteration 3Q (33.005452 sec): 3 clusters Score: Raw -32841.296733 + Penalty 1191.017414 = -31650.279319 nChanged 13 SP:Iteration 4Q (33.006246 sec): 3 clusters Score: Raw -32852.896948 + Penalty 1191.967698 = -31660.929250 nChanged 9 SP:Iteration 5Q (33.007038 sec): 3 clusters Score: Raw -32861.575221 + Penalty 1192.142887 = -31669.432334 nChanged 5 SP:Iteration 6Q (33.007831 sec): 3 clusters Score: Raw -32866.686416 + Penalty 1192.142887 = -31674.543529 nChanged 0 SP:Iteration 7F (33.008628 sec): 3 clusters Score: Raw -32866.686416 + Penalty 1192.142887 = -31674.543529 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (2440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.020711 sec): 2 clusters Score: Raw -206530.518701 + Penalty 143.678731 = -206386.839969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.025383 sec): 3 clusters Score: Raw -204954.079206 + Penalty 292.766169 = -204661.313038 nChanged 1130 SP:Iteration 1F (33.029851 sec): 3 clusters Score: Raw -205936.734583 + Penalty 298.496692 = -205638.237891 nChanged 284 SP:Iteration 2F (33.034310 sec): 3 clusters Score: Raw -206223.869609 + Penalty 300.072844 = -205923.796765 nChanged 168 SP:Iteration 3F (33.038843 sec): 3 clusters Score: Raw -206334.266882 + Penalty 298.826878 = -206035.440004 nChanged 71 SP:Iteration 4Q (33.043025 sec): 3 clusters Score: Raw -206364.045903 + Penalty 298.893854 = -206065.152049 nChanged 52 SP:Iteration 5Q (33.047105 sec): 3 clusters Score: Raw -206384.727299 + Penalty 298.096698 = -206086.630601 nChanged 34 SP:Iteration 6Q (33.051331 sec): 3 clusters Score: Raw -206397.273618 + Penalty 296.508960 = -206100.764658 nChanged 33 SP:Iteration 7Q (33.055454 sec): 3 clusters Score: Raw -206409.210091 + Penalty 295.365101 = -206113.844991 nChanged 32 SP:Iteration 8Q (33.059426 sec): 3 clusters Score: Raw -206421.156214 + Penalty 295.211860 = -206125.944354 nChanged 29 SP:Iteration 9Q (33.063377 sec): 3 clusters Score: Raw -206431.115545 + Penalty 294.334962 = -206136.780583 nChanged 24 SP:Iteration 10F (33.067840 sec): 3 clusters Score: Raw -206438.644443 + Penalty 295.330111 = -206143.314333 nChanged 25 SP:Iteration 11Q (33.071806 sec): 3 clusters Score: Raw -206447.275368 + Penalty 296.158592 = -206151.116776 nChanged 32 SP:Iteration 12Q (33.075679 sec): 3 clusters Score: Raw -206462.362732 + Penalty 296.446702 = -206165.916030 nChanged 27 SP:Iteration 13Q (33.079810 sec): 3 clusters Score: Raw -206474.486542 + Penalty 295.320551 = -206179.165990 nChanged 21 SP:Iteration 14Q (33.083950 sec): 3 clusters Score: Raw -206484.925148 + Penalty 296.504817 = -206188.420331 nChanged 20 SP:Iteration 15Q (33.087735 sec): 3 clusters Score: Raw -206493.162334 + Penalty 292.166447 = -206200.995887 nChanged 16 SP:Iteration 16Q (33.091476 sec): 3 clusters Score: Raw -206498.191758 + Penalty 292.043372 = -206206.148386 nChanged 15 SP:Iteration 17Q (33.095201 sec): 3 clusters Score: Raw -206503.290587 + Penalty 285.967784 = -206217.322803 nChanged 15 SP:Iteration 18Q (33.099099 sec): 3 clusters Score: Raw -206508.698489 + Penalty 282.139245 = -206226.559245 nChanged 8 SP:Iteration 19Q (33.102866 sec): 3 clusters Score: Raw -206510.404009 + Penalty 281.129611 = -206229.274398 nChanged 8 SP:Iteration 20F (33.107238 sec): 3 clusters Score: Raw -206512.071739 + Penalty 280.683018 = -206231.388721 nChanged 4 SP:Iteration 21Q (33.110955 sec): 3 clusters Score: Raw -206512.438946 + Penalty 278.454631 = -206233.984314 nChanged 2 SP:Iteration 22Q (33.114659 sec): 3 clusters Score: Raw -206512.737003 + Penalty 278.184502 = -206234.552501 nChanged 2 SP:Iteration 23Q (33.118616 sec): 3 clusters Score: Raw -206512.699956 + Penalty 278.622559 = -206234.077396 nChanged 1 SP:Iteration 24F (33.123178 sec): 3 clusters Score: Raw -206512.685861 + Penalty 279.097837 = -206233.588024 nChanged 1 SP:Iteration 25F (33.127625 sec): 3 clusters Score: Raw -206512.667117 + Penalty 279.296080 = -206233.371037 nChanged 1 SP:Iteration 26F (33.132202 sec): 3 clusters Score: Raw -206512.769524 + Penalty 279.749075 = -206233.020449 nChanged 1 SP:Iteration 27F (33.136697 sec): 3 clusters Score: Raw -206512.752717 + Penalty 279.749075 = -206233.003642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 55 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.139019 sec): 2 clusters Score: Raw -179.407035 + Penalty 65.519825 = -113.887211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.139238 sec): 3 clusters Score: Raw -171.169708 + Penalty 131.039649 = -40.130059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.140761 sec): 2 clusters Score: Raw -31338.438145 + Penalty 516.590221 = -30821.847923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.141544 sec): 3 clusters Score: Raw -31199.461352 + Penalty 1028.387980 = -30171.073373 nChanged 100 SP:Iteration 1F (33.142318 sec): 3 clusters Score: Raw -31297.371737 + Penalty 1025.614512 = -30271.757225 nChanged 25 SP:Iteration 2F (33.143089 sec): 3 clusters Score: Raw -31324.063077 + Penalty 1024.795589 = -30299.267488 nChanged 13 SP:Iteration 3Q (33.143851 sec): 3 clusters Score: Raw -31333.026613 + Penalty 1025.244627 = -30307.781986 nChanged 10 SP:Iteration 4Q (33.144611 sec): 3 clusters Score: Raw -31343.338654 + Penalty 1024.971998 = -30318.366656 nChanged 17 SP:Iteration 5F (33.145380 sec): 3 clusters Score: Raw -31354.075818 + Penalty 1024.813017 = -30329.262801 nChanged 7 SP:Iteration 6Q (33.146143 sec): 3 clusters Score: Raw -31358.286638 + Penalty 1024.317863 = -30333.968775 nChanged 5 SP:Iteration 7Q (33.146903 sec): 3 clusters Score: Raw -31359.805603 + Penalty 1024.064664 = -30335.740940 nChanged 2 SP:Iteration 8Q (33.147724 sec): 3 clusters Score: Raw -31360.673810 + Penalty 1028.733416 = -30331.940394 nChanged 2 SP:Iteration 9F (33.148521 sec): 3 clusters Score: Raw -31361.310331 + Penalty 1028.733416 = -30332.576915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.149453 sec): 2 clusters Score: Raw -516.576678 + Penalty 100.721323 = -415.855356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.149672 sec): 3 clusters Score: Raw -519.353244 + Penalty 201.442646 = -317.910598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 58 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.150467 sec): 2 clusters Score: Raw -1234.719108 + Penalty 326.462063 = -908.257045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.150699 sec): 3 clusters Score: Raw -1239.303058 + Penalty 641.309400 = -597.993658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.151460 sec): 2 clusters Score: Raw -331.205968 + Penalty 78.083918 = -253.122050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.151675 sec): 3 clusters Score: Raw -328.410164 + Penalty 176.591087 = -151.819078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.152441 sec): 2 clusters Score: Raw -410.317113 + Penalty 93.468367 = -316.848746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.152655 sec): 3 clusters Score: Raw -416.410956 + Penalty 182.193083 = -234.217873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 61 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.157325 sec): 2 clusters Score: Raw -70225.724284 + Penalty 240.334067 = -69985.390217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.158963 sec): 3 clusters Score: Raw -69743.609299 + Penalty 502.731474 = -69240.877824 nChanged 340 SP:Iteration 1F (33.160574 sec): 3 clusters Score: Raw -70025.855074 + Penalty 523.937051 = -69501.918023 nChanged 103 SP:Iteration 2F (33.162229 sec): 3 clusters Score: Raw -70178.064582 + Penalty 533.614725 = -69644.449857 nChanged 69 SP:Iteration 3F (33.163864 sec): 3 clusters Score: Raw -70278.151776 + Penalty 532.848657 = -69745.303119 nChanged 50 SP:Iteration 4F (33.165475 sec): 3 clusters Score: Raw -70312.788756 + Penalty 530.952381 = -69781.836374 nChanged 20 SP:Iteration 5Q (33.167003 sec): 3 clusters Score: Raw -70320.781879 + Penalty 526.398418 = -69794.383461 nChanged 13 SP:Iteration 6Q (33.168525 sec): 3 clusters Score: Raw -70326.251043 + Penalty 521.606052 = -69804.644990 nChanged 10 SP:Iteration 7Q (33.170114 sec): 3 clusters Score: Raw -70328.457227 + Penalty 518.184207 = -69810.273019 nChanged 7 SP:Iteration 8Q (33.171684 sec): 3 clusters Score: Raw -70329.516044 + Penalty 515.230839 = -69814.285205 nChanged 7 SP:Iteration 9Q (33.173236 sec): 3 clusters Score: Raw -70330.437968 + Penalty 512.975079 = -69817.462889 nChanged 5 SP:Iteration 10F (33.174883 sec): 3 clusters Score: Raw -70331.136213 + Penalty 510.737637 = -69820.398576 nChanged 6 SP:Iteration 11Q (33.176450 sec): 3 clusters Score: Raw -70336.376835 + Penalty 509.407093 = -69826.969742 nChanged 7 SP:Iteration 12Q (33.178005 sec): 3 clusters Score: Raw -70339.733139 + Penalty 507.835521 = -69831.897617 nChanged 6 SP:Iteration 13Q (33.179668 sec): 3 clusters Score: Raw -70345.279821 + Penalty 505.913568 = -69839.366253 nChanged 11 SP:Iteration 14Q (33.181320 sec): 3 clusters Score: Raw -70349.352359 + Penalty 503.430149 = -69845.922210 nChanged 10 SP:Iteration 15Q (33.182961 sec): 3 clusters Score: Raw -70352.353699 + Penalty 500.629075 = -69851.724624 nChanged 11 SP:Iteration 16Q (33.184595 sec): 3 clusters Score: Raw -70356.225856 + Penalty 497.908703 = -69858.317153 nChanged 10 SP:Iteration 17Q (33.186166 sec): 3 clusters Score: Raw -70359.249031 + Penalty 494.228042 = -69865.020989 nChanged 15 SP:Iteration 18Q (33.187718 sec): 3 clusters Score: Raw -70365.945250 + Penalty 488.267717 = -69877.677533 nChanged 30 SP:Iteration 19Q (33.189257 sec): 3 clusters Score: Raw -70387.179905 + Penalty 481.730388 = -69905.449517 nChanged 33 SP:Iteration 20F (33.190864 sec): 3 clusters Score: Raw -70402.704652 + Penalty 476.735882 = -69925.968771 nChanged 29 SP:Iteration 21Q (33.192403 sec): 3 clusters Score: Raw -70413.926998 + Penalty 472.430674 = -69941.496324 nChanged 27 SP:Iteration 22Q (33.194049 sec): 3 clusters Score: Raw -70423.109083 + Penalty 471.054944 = -69952.054140 nChanged 10 SP:Iteration 23Q (33.195614 sec): 3 clusters Score: Raw -70424.597459 + Penalty 470.396645 = -69954.200814 nChanged 4 SP:Iteration 24Q (33.197163 sec): 3 clusters Score: Raw -70425.132948 + Penalty 469.829173 = -69955.303775 nChanged 4 SP:Iteration 25Q (33.198727 sec): 3 clusters Score: Raw -70425.846969 + Penalty 469.494692 = -69956.352277 nChanged 2 SP:Iteration 26Q (33.200322 sec): 3 clusters Score: Raw -70425.844207 + Penalty 469.414869 = -69956.429338 nChanged 1 SP:Iteration 27Q (33.201890 sec): 3 clusters Score: Raw -70425.906645 + Penalty 469.414869 = -69956.491776 nChanged 0 SP:Iteration 28F (33.203534 sec): 3 clusters Score: Raw -70425.906645 + Penalty 469.414869 = -69956.491776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 63 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205392 sec): 2 clusters Score: Raw -269.630333 + Penalty 119.841182 = -149.789151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205639 sec): 3 clusters Score: Raw -261.858355 + Penalty 254.722807 = -7.135548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.206122 sec): 2 clusters Score: Raw -443.125491 + Penalty 228.616362 = -214.509129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.206337 sec): 3 clusters Score: Raw -449.401520 + Penalty 441.741832 = -7.659688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 65 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.206932 sec): 2 clusters Score: Raw -4413.810823 + Penalty 298.395674 = -4115.415149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.207228 sec): 3 clusters Score: Raw -4400.754410 + Penalty 596.791347 = -3803.963063 nChanged 2 SP:Iteration 1Q (33.207519 sec): 3 clusters Score: Raw -4403.834992 + Penalty 596.791347 = -3807.043645 nChanged 2 SP:Iteration 2Q (33.207809 sec): 3 clusters Score: Raw -4407.749369 + Penalty 596.791347 = -3810.958022 nChanged 2 SP:Iteration 3Q (33.208098 sec): 3 clusters Score: Raw -4413.708859 + Penalty 591.489783 = -3822.219076 nChanged 2 SP:Iteration 4Q (33.208392 sec): 3 clusters Score: Raw -4419.946662 + Penalty 589.310731 = -3830.635930 nChanged 1 SP:Iteration 5Q (33.208682 sec): 3 clusters Score: Raw -4422.417439 + Penalty 589.548350 = -3832.869089 nChanged 2 SP:Iteration 6Q (33.208970 sec): 3 clusters Score: Raw -4429.992187 + Penalty 589.548350 = -3840.443838 nChanged 0 SP:Iteration 7F (33.209261 sec): 3 clusters Score: Raw -4429.992187 + Penalty 589.548350 = -3840.443838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 66 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.209822 sec): 2 clusters Score: Raw -3388.344817 + Penalty 461.723350 = -2926.621468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210095 sec): 3 clusters Score: Raw -3392.137388 + Penalty 922.940308 = -2469.197081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 67 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.210631 sec): 2 clusters Score: Raw -1979.769509 + Penalty 481.090601 = -1498.678908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210884 sec): 3 clusters Score: Raw -2186.241815 + Penalty 962.181202 = -1224.060614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 68 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.211483 sec): 2 clusters Score: Raw -4679.874181 + Penalty 315.329946 = -4364.544235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.211785 sec): 3 clusters Score: Raw -4667.982378 + Penalty 631.799281 = -4036.183097 nChanged 5 SP:Iteration 1F (33.212083 sec): 3 clusters Score: Raw -4676.964275 + Penalty 637.835912 = -4039.128363 nChanged 2 SP:Iteration 2Q (33.212383 sec): 3 clusters Score: Raw -4681.307511 + Penalty 640.154983 = -4041.152528 nChanged 1 SP:Iteration 3Q (33.212680 sec): 3 clusters Score: Raw -4683.417603 + Penalty 640.154983 = -4043.262620 nChanged 0 SP:Iteration 4F (33.212977 sec): 3 clusters Score: Raw -4683.417603 + Penalty 640.154983 = -4043.262620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 70 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.213634 sec): 2 clusters Score: Raw -6579.742929 + Penalty 364.184826 = -6215.558104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.213974 sec): 3 clusters Score: Raw -6570.015599 + Penalty 716.457817 = -5853.557782 nChanged 13 SP:Iteration 1F (33.214316 sec): 3 clusters Score: Raw -6594.647478 + Penalty 718.418604 = -5876.228874 nChanged 2 SP:Iteration 2Q (33.214670 sec): 3 clusters Score: Raw -6598.268720 + Penalty 718.418604 = -5879.850116 nChanged 0 SP:Iteration 3F (33.215012 sec): 3 clusters Score: Raw -6598.268720 + Penalty 718.418604 = -5879.850116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 71 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.215556 sec): 2 clusters Score: Raw -2726.684431 + Penalty 340.773533 = -2385.910897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.215820 sec): 3 clusters Score: Raw -2735.550769 + Penalty 681.547067 = -2054.003702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216290 sec): 2 clusters Score: Raw -177.606904 + Penalty 57.046635 = -120.560269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.216496 sec): 3 clusters Score: Raw -169.814685 + Penalty 114.093269 = -55.721416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216967 sec): 2 clusters Score: Raw -266.170837 + Penalty 78.730502 = -187.440335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217164 sec): 2 clusters Score: Raw -266.170837 + Penalty 78.730502 = -187.440335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.217643 sec): 2 clusters Score: Raw -441.491907 + Penalty 148.900554 = -292.591353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217860 sec): 3 clusters Score: Raw -442.089536 + Penalty 295.749074 = -146.340462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.218340 sec): 2 clusters Score: Raw -573.613344 + Penalty 213.783874 = -359.829470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.218557 sec): 3 clusters Score: Raw -563.942039 + Penalty 420.972114 = -142.969925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 77 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219163 sec): 2 clusters Score: Raw -5254.117047 + Penalty 506.269587 = -4747.847460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.219476 sec): 3 clusters Score: Raw -5268.132428 + Penalty 1014.861344 = -4253.271084 nChanged 3 SP:Iteration 1F (33.219783 sec): 3 clusters Score: Raw -5279.200104 + Penalty 1014.861344 = -4264.338760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.220261 sec): 2 clusters Score: Raw -360.237558 + Penalty 119.865628 = -240.371930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220476 sec): 3 clusters Score: Raw -352.308386 + Penalty 239.731256 = -112.577131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 79 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.220985 sec): 2 clusters Score: Raw -1630.115283 + Penalty 393.820257 = -1236.295025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.221224 sec): 3 clusters Score: Raw -1666.571094 + Penalty 786.647720 = -879.923375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 80 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.221709 sec): 2 clusters Score: Raw -726.212858 + Penalty 178.147859 = -548.064999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.221931 sec): 3 clusters Score: Raw -722.863441 + Penalty 342.909671 = -379.953769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 81 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.222444 sec): 2 clusters Score: Raw -1235.825192 + Penalty 292.587437 = -943.237755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.222678 sec): 3 clusters Score: Raw -1241.122882 + Penalty 580.650346 = -660.472536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 82 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223188 sec): 2 clusters Score: Raw -1625.705425 + Penalty 332.779043 = -1292.926383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.223427 sec): 3 clusters Score: Raw -1623.842399 + Penalty 665.198303 = -958.644095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223952 sec): 2 clusters Score: Raw -2105.631143 + Penalty 427.208699 = -1678.422444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.224202 sec): 3 clusters Score: Raw -2182.924291 + Penalty 854.243239 = -1328.681052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 84 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.224959 sec): 2 clusters Score: Raw -9951.210687 + Penalty 534.788814 = -9416.421873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.225389 sec): 3 clusters Score: Raw -9971.772915 + Penalty 1068.745672 = -8903.027243 nChanged 12 SP:Iteration 1F (33.225812 sec): 3 clusters Score: Raw -9996.235029 + Penalty 1069.577628 = -8926.657401 nChanged 1 SP:Iteration 2Q (33.226224 sec): 3 clusters Score: Raw -10002.489166 + Penalty 1067.506142 = -8934.983024 nChanged 4 SP:Iteration 3Q (33.226635 sec): 3 clusters Score: Raw -10010.693671 + Penalty 1066.423539 = -8944.270133 nChanged 1 SP:Iteration 4Q (33.227043 sec): 3 clusters Score: Raw -10012.611827 + Penalty 1065.447072 = -8947.164755 nChanged 1 SP:Iteration 5Q (33.227450 sec): 3 clusters Score: Raw -10013.949520 + Penalty 1065.447072 = -8948.502448 nChanged 0 SP:Iteration 6F (33.227872 sec): 3 clusters Score: Raw -10013.949520 + Penalty 1065.447072 = -8948.502448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.228358 sec): 2 clusters Score: Raw -500.923927 + Penalty 150.561460 = -350.362467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.228570 sec): 3 clusters Score: Raw -520.688806 + Penalty 286.883842 = -233.804964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 86 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.229100 sec): 2 clusters Score: Raw -2133.886126 + Penalty 316.066315 = -1817.819811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229350 sec): 3 clusters Score: Raw -2111.677827 + Penalty 632.132630 = -1479.545197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.229810 sec): 2 clusters Score: Raw -83.819801 + Penalty 0.000000 = -83.819801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229995 sec): 2 clusters Score: Raw -83.819801 + Penalty 0.000000 = -83.819801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.230469 sec): 2 clusters Score: Raw -353.949094 + Penalty 135.847609 = -218.101484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.230678 sec): 3 clusters Score: Raw -354.408987 + Penalty 275.592464 = -78.816523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 89 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.231235 sec): 2 clusters Score: Raw -2622.812095 + Penalty 393.373964 = -2229.438132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.231497 sec): 3 clusters Score: Raw -2648.771144 + Penalty 778.347124 = -1870.424020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 90 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.231994 sec): 2 clusters Score: Raw -1205.783454 + Penalty 317.782076 = -888.001378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.232227 sec): 3 clusters Score: Raw -1236.630604 + Penalty 621.341970 = -615.288633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 92 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.232896 sec): 2 clusters Score: Raw -6996.582317 + Penalty 370.898354 = -6625.683964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.233247 sec): 3 clusters Score: Raw -6992.346569 + Penalty 747.722509 = -6244.624059 nChanged 11 SP:Iteration 1F (33.233600 sec): 3 clusters Score: Raw -7019.138779 + Penalty 749.661204 = -6269.477575 nChanged 2 SP:Iteration 2Q (33.233938 sec): 3 clusters Score: Raw -7021.572629 + Penalty 749.661204 = -6271.911425 nChanged 0 SP:Iteration 3F (33.234283 sec): 3 clusters Score: Raw -7021.572629 + Penalty 749.661204 = -6271.911425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.234755 sec): 2 clusters Score: Raw -175.814772 + Penalty 64.958934 = -110.855838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.234948 sec): 2 clusters Score: Raw -175.814772 + Penalty 64.958934 = -110.855838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.235427 sec): 2 clusters Score: Raw -587.361347 + Penalty 224.251564 = -363.109783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.235642 sec): 3 clusters Score: Raw -573.709159 + Penalty 224.251564 = -349.457595 nChanged 1 SP:Iteration 1F (33.235839 sec): 2 clusters Score: Raw -587.361347 + Penalty 224.251564 = -363.109783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.236304 sec): 2 clusters Score: Raw -83.268242 + Penalty 0.000000 = -83.268242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.236495 sec): 2 clusters Score: Raw -83.268242 + Penalty 0.000000 = -83.268242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.236968 sec): 2 clusters Score: Raw -373.973753 + Penalty 147.142991 = -226.830762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.237183 sec): 3 clusters Score: Raw -362.251635 + Penalty 294.285982 = -67.965654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.237663 sec): 2 clusters Score: Raw -560.537332 + Penalty 187.737304 = -372.800028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.237882 sec): 3 clusters Score: Raw -553.199562 + Penalty 375.474608 = -177.724954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 99 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.238401 sec): 2 clusters Score: Raw -2279.979336 + Penalty 412.920848 = -1867.058488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238651 sec): 3 clusters Score: Raw -2255.687623 + Penalty 827.378540 = -1428.309083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 101 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.239169 sec): 2 clusters Score: Raw -1424.897891 + Penalty 284.283726 = -1140.614165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.239404 sec): 3 clusters Score: Raw -1423.608328 + Penalty 568.559156 = -855.049172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240048 sec): 2 clusters Score: Raw -6337.708091 + Penalty 543.683184 = -5794.024907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240409 sec): 3 clusters Score: Raw -6396.983373 + Penalty 1087.366368 = -5309.617006 nChanged 6 SP:Iteration 1F (33.240745 sec): 3 clusters Score: Raw -6429.944336 + Penalty 1087.366368 = -5342.577968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.241217 sec): 2 clusters Score: Raw -159.003935 + Penalty 3.465736 = -155.538199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.241407 sec): 3 clusters Score: Raw -155.841817 + Penalty 6.931472 = -148.910345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.241874 sec): 2 clusters Score: Raw -88.272702 + Penalty 0.000000 = -88.272702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.242064 sec): 2 clusters Score: Raw -88.272702 + Penalty 0.000000 = -88.272702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.242548 sec): 2 clusters Score: Raw -733.305812 + Penalty 165.354077 = -567.951736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.242772 sec): 3 clusters Score: Raw -725.197831 + Penalty 336.788673 = -388.409159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243240 sec): 2 clusters Score: Raw -180.673391 + Penalty 66.834167 = -113.839224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.243433 sec): 2 clusters Score: Raw -180.673391 + Penalty 66.834167 = -113.839224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243894 sec): 2 clusters Score: Raw -86.002442 + Penalty 0.000000 = -86.002442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244082 sec): 2 clusters Score: Raw -86.002442 + Penalty 0.000000 = -86.002442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.244558 sec): 2 clusters Score: Raw -438.362025 + Penalty 134.219491 = -304.142534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244776 sec): 3 clusters Score: Raw -437.066430 + Penalty 282.966084 = -154.100346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 110 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.245309 sec): 2 clusters Score: Raw -2169.619380 + Penalty 194.253515 = -1975.365865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.245570 sec): 3 clusters Score: Raw -2174.836321 + Penalty 418.899403 = -1755.936918 nChanged 2 SP:Iteration 1F (33.245825 sec): 3 clusters Score: Raw -2179.048136 + Penalty 439.211089 = -1739.837047 nChanged 1 SP:Iteration 2F (33.246080 sec): 3 clusters Score: Raw -2181.008978 + Penalty 449.262843 = -1731.746135 nChanged 2 SP:Iteration 3F (33.246349 sec): 3 clusters Score: Raw -2191.011279 + Penalty 446.796750 = -1744.214529 nChanged 1 SP:Iteration 4Q (33.246597 sec): 3 clusters Score: Raw -2194.930481 + Penalty 446.796750 = -1748.133731 nChanged 0 SP:Iteration 5F (33.246851 sec): 3 clusters Score: Raw -2194.930481 + Penalty 446.796750 = -1748.133731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.247342 sec): 2 clusters Score: Raw -817.569820 + Penalty 236.262411 = -581.307409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.247567 sec): 3 clusters Score: Raw -820.439290 + Penalty 485.895631 = -334.543658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 114 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.248088 sec): 2 clusters Score: Raw -2162.651197 + Penalty 467.128140 = -1695.523058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.248337 sec): 3 clusters Score: Raw -2178.313028 + Penalty 929.736971 = -1248.576057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.248811 sec): 2 clusters Score: Raw -358.000245 + Penalty 123.727786 = -234.272459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.249024 sec): 3 clusters Score: Raw -351.566006 + Penalty 254.012166 = -97.553841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.249499 sec): 2 clusters Score: Raw -362.886209 + Penalty 112.963642 = -249.922566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.249713 sec): 3 clusters Score: Raw -355.918351 + Penalty 231.736453 = -124.181898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 121 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.250250 sec): 2 clusters Score: Raw -2262.116685 + Penalty 186.341186 = -2075.775499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.250507 sec): 3 clusters Score: Raw -2289.772380 + Penalty 376.717412 = -1913.054967 nChanged 1 SP:Iteration 1Q (33.250756 sec): 3 clusters Score: Raw -2291.672728 + Penalty 376.717412 = -1914.955316 nChanged 0 SP:Iteration 2F (33.251009 sec): 3 clusters Score: Raw -2291.672728 + Penalty 376.717412 = -1914.955316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.251512 sec): 2 clusters Score: Raw -1538.168783 + Penalty 358.896384 = -1179.272399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.251749 sec): 3 clusters Score: Raw -1546.316185 + Penalty 717.792769 = -828.523416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.252207 sec): 2 clusters Score: Raw -166.302748 + Penalty 19.061547 = -147.241201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.252391 sec): 2 clusters Score: Raw -166.302748 + Penalty 19.061547 = -147.241201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.252884 sec): 2 clusters Score: Raw -1083.416152 + Penalty 290.573260 = -792.842892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.253114 sec): 3 clusters Score: Raw -1064.177147 + Penalty 579.918701 = -484.258446 nChanged 1 SP:Iteration 1F (33.253338 sec): 3 clusters Score: Raw -1066.018813 + Penalty 579.918701 = -486.100112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.253853 sec): 2 clusters Score: Raw -1125.627951 + Penalty 100.634888 = -1024.993063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.254087 sec): 3 clusters Score: Raw -1131.997141 + Penalty 201.269776 = -930.727364 nChanged 1 SP:Iteration 1F (33.254317 sec): 3 clusters Score: Raw -1136.160687 + Penalty 201.269776 = -934.890911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.254791 sec): 2 clusters Score: Raw -378.387809 + Penalty 160.457479 = -217.930330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.255005 sec): 3 clusters Score: Raw -366.645046 + Penalty 339.129114 = -27.515932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.255494 sec): 2 clusters Score: Raw -865.765440 + Penalty 140.468732 = -725.296707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.255720 sec): 3 clusters Score: Raw -865.564835 + Penalty 333.984529 = -531.580305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.256199 sec): 2 clusters Score: Raw -575.649894 + Penalty 205.370018 = -370.279875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.256419 sec): 3 clusters Score: Raw -561.758014 + Penalty 410.740037 = -151.017978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.256885 sec): 2 clusters Score: Raw -180.769262 + Penalty 65.464083 = -115.305179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.257077 sec): 2 clusters Score: Raw -180.769262 + Penalty 65.464083 = -115.305179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.257577 sec): 2 clusters Score: Raw -1308.567555 + Penalty 254.672634 = -1053.894920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.257813 sec): 3 clusters Score: Raw -1328.889350 + Penalty 507.145188 = -821.744162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.258287 sec): 2 clusters Score: Raw -389.147978 + Penalty 173.197331 = -215.950647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.258485 sec): 2 clusters Score: Raw -389.147978 + Penalty 173.197331 = -215.950647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.258960 sec): 2 clusters Score: Raw -474.919266 + Penalty 153.226191 = -321.693075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.259171 sec): 3 clusters Score: Raw -459.975356 + Penalty 311.030198 = -148.945157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.259649 sec): 2 clusters Score: Raw -463.703079 + Penalty 148.494872 = -315.208207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.259865 sec): 3 clusters Score: Raw -455.769513 + Penalty 304.008404 = -151.761108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.260341 sec): 2 clusters Score: Raw -355.201628 + Penalty 147.040882 = -208.160746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.260566 sec): 3 clusters Score: Raw -347.028170 + Penalty 306.472659 = -40.555511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.261043 sec): 2 clusters Score: Raw -437.992371 + Penalty 116.833206 = -321.159165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.261255 sec): 3 clusters Score: Raw -432.148121 + Penalty 248.455519 = -183.692602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.261752 sec): 2 clusters Score: Raw -1196.707844 + Penalty 296.976530 = -899.731314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.261984 sec): 3 clusters Score: Raw -1201.632805 + Penalty 616.920455 = -584.712349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.262463 sec): 2 clusters Score: Raw -543.014165 + Penalty 158.487139 = -384.527025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.262681 sec): 3 clusters Score: Raw -540.392962 + Penalty 302.049307 = -238.343655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.263158 sec): 2 clusters Score: Raw -482.201414 + Penalty 196.774501 = -285.426913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.263374 sec): 3 clusters Score: Raw -468.726553 + Penalty 360.490114 = -108.236440 nChanged 1 SP:Iteration 1F (33.263584 sec): 3 clusters Score: Raw -472.659240 + Penalty 360.490114 = -112.169126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.264073 sec): 2 clusters Score: Raw -769.274797 + Penalty 112.513479 = -656.761318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.264296 sec): 3 clusters Score: Raw -762.702578 + Penalty 224.423199 = -538.279379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.264777 sec): 2 clusters Score: Raw -660.362079 + Penalty 198.113787 = -462.248292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.264998 sec): 3 clusters Score: Raw -649.013456 + Penalty 412.485881 = -236.527574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.265475 sec): 2 clusters Score: Raw -488.811442 + Penalty 50.074897 = -438.736546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.265685 sec): 3 clusters Score: Raw -488.601042 + Penalty 87.859082 = -400.741960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.266163 sec): 2 clusters Score: Raw -451.359407 + Penalty 149.965421 = -301.393986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.266380 sec): 3 clusters Score: Raw -449.764237 + Penalty 292.387276 = -157.376961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 154 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.266905 sec): 2 clusters Score: Raw -2033.152842 + Penalty 174.512090 = -1858.640751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.267156 sec): 3 clusters Score: Raw -2033.518850 + Penalty 346.605774 = -1686.913076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.267638 sec): 2 clusters Score: Raw -180.065760 + Penalty 68.205898 = -111.859862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.267836 sec): 2 clusters Score: Raw -180.065760 + Penalty 68.205898 = -111.859862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 157 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.268344 sec): 2 clusters Score: Raw -1152.379494 + Penalty 295.787000 = -856.592495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.268578 sec): 3 clusters Score: Raw -1149.749384 + Penalty 591.574000 = -558.175384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 160 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.269121 sec): 2 clusters Score: Raw -2541.908246 + Penalty 237.537469 = -2304.370777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.269384 sec): 3 clusters Score: Raw -2547.602874 + Penalty 531.725630 = -2015.877244 nChanged 7 SP:Iteration 1F (33.269641 sec): 3 clusters Score: Raw -2568.392913 + Penalty 531.725630 = -2036.667283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.270119 sec): 2 clusters Score: Raw -469.984504 + Penalty 166.805077 = -303.179427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.270337 sec): 3 clusters Score: Raw -459.121529 + Penalty 343.027159 = -116.094370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.270792 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.270974 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.271442 sec): 2 clusters Score: Raw -186.495909 + Penalty 80.800420 = -105.695489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.271636 sec): 2 clusters Score: Raw -186.495909 + Penalty 80.800420 = -105.695489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.272117 sec): 2 clusters Score: Raw -652.254873 + Penalty 181.565285 = -470.689589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.272338 sec): 3 clusters Score: Raw -643.317551 + Penalty 348.858816 = -294.458736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.272815 sec): 2 clusters Score: Raw -408.489372 + Penalty 127.866647 = -280.622725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.273029 sec): 3 clusters Score: Raw -411.453486 + Penalty 234.961961 = -176.491525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.273506 sec): 2 clusters Score: Raw -434.994943 + Penalty 131.087250 = -303.907693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.273711 sec): 3 clusters Score: Raw -437.722628 + Penalty 190.115652 = -247.606976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.274198 sec): 2 clusters Score: Raw -763.631584 + Penalty 264.314847 = -499.316737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.274422 sec): 3 clusters Score: Raw -754.294356 + Penalty 530.007578 = -224.286777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.274910 sec): 2 clusters Score: Raw -87.281542 + Penalty 0.000000 = -87.281542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.275100 sec): 2 clusters Score: Raw -87.281542 + Penalty 0.000000 = -87.281542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 174 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.275584 sec): 2 clusters Score: Raw -791.532266 + Penalty 269.919696 = -521.612570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.275806 sec): 3 clusters Score: Raw -781.266770 + Penalty 269.919696 = -511.347073 nChanged 1 SP:Iteration 1F (33.276003 sec): 2 clusters Score: Raw -791.532266 + Penalty 269.919696 = -521.612570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 175 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.276485 sec): 2 clusters Score: Raw -634.869290 + Penalty 191.957772 = -442.911519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.276704 sec): 3 clusters Score: Raw -635.556103 + Penalty 351.157446 = -284.398657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.277182 sec): 2 clusters Score: Raw -473.724674 + Penalty 184.261031 = -289.463643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.277399 sec): 3 clusters Score: Raw -461.615114 + Penalty 370.369378 = -91.245736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 179 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.277876 sec): 2 clusters Score: Raw -459.582038 + Penalty 141.880350 = -317.701688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.278088 sec): 3 clusters Score: Raw -452.720143 + Penalty 275.603607 = -177.116535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 180 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.278560 sec): 2 clusters Score: Raw -390.233936 + Penalty 175.292255 = -214.941681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.278774 sec): 3 clusters Score: Raw -377.649059 + Penalty 175.292255 = -202.356804 nChanged 1 SP:Iteration 1F (33.278968 sec): 2 clusters Score: Raw -390.233936 + Penalty 175.292255 = -214.941681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 181 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.279446 sec): 2 clusters Score: Raw -591.528789 + Penalty 245.218968 = -346.309821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.279662 sec): 3 clusters Score: Raw -577.935389 + Penalty 465.211063 = -112.724326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 182 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.280145 sec): 2 clusters Score: Raw -563.590939 + Penalty 210.353748 = -353.237191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.280367 sec): 3 clusters Score: Raw -560.894606 + Penalty 420.707496 = -140.187110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.280841 sec): 2 clusters Score: Raw -260.553658 + Penalty 68.136543 = -192.417115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.281037 sec): 2 clusters Score: Raw -260.553658 + Penalty 68.136543 = -192.417115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.281514 sec): 2 clusters Score: Raw -87.380336 + Penalty 0.000000 = -87.380336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.281702 sec): 2 clusters Score: Raw -87.380336 + Penalty 0.000000 = -87.380336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.282166 sec): 2 clusters Score: Raw -85.116660 + Penalty 0.000000 = -85.116660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.282361 sec): 2 clusters Score: Raw -85.116660 + Penalty 0.000000 = -85.116660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.282841 sec): 2 clusters Score: Raw -475.002187 + Penalty 160.526379 = -314.475809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.283060 sec): 3 clusters Score: Raw -460.950757 + Penalty 316.358442 = -144.592315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 197 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.283533 sec): 2 clusters Score: Raw -373.199302 + Penalty 129.590898 = -243.608403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.283747 sec): 3 clusters Score: Raw -365.877502 + Penalty 129.590898 = -236.286604 nChanged 1 SP:Iteration 1F (33.283942 sec): 2 clusters Score: Raw -373.199302 + Penalty 129.590898 = -243.608403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.284400 sec): 2 clusters Score: Raw -156.708865 + Penalty 3.465736 = -153.243129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.284587 sec): 2 clusters Score: Raw -156.708865 + Penalty 3.465736 = -153.243129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 201 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.285068 sec): 2 clusters Score: Raw -379.448779 + Penalty 162.586181 = -216.862598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.285282 sec): 3 clusters Score: Raw -367.093167 + Penalty 325.172362 = -41.920805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.285765 sec): 2 clusters Score: Raw -547.103141 + Penalty 186.183764 = -360.919377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.285970 sec): 2 clusters Score: Raw -547.103141 + Penalty 186.183764 = -360.919377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.286435 sec): 2 clusters Score: Raw -83.064770 + Penalty 0.000000 = -83.064770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.286626 sec): 2 clusters Score: Raw -83.064770 + Penalty 0.000000 = -83.064770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.287104 sec): 2 clusters Score: Raw -584.061044 + Penalty 235.958421 = -348.102624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.287321 sec): 3 clusters Score: Raw -573.803747 + Penalty 235.958421 = -337.845326 nChanged 1 SP:Iteration 1F (33.287517 sec): 2 clusters Score: Raw -584.061044 + Penalty 235.958421 = -348.102624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.287979 sec): 2 clusters Score: Raw -88.055229 + Penalty 0.000000 = -88.055229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.288187 sec): 2 clusters Score: Raw -88.055229 + Penalty 0.000000 = -88.055229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.288655 sec): 2 clusters Score: Raw -181.702980 + Penalty 84.913778 = -96.789202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.288863 sec): 3 clusters Score: Raw -174.767487 + Penalty 169.827555 = -4.939932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.289327 sec): 2 clusters Score: Raw -87.335325 + Penalty 0.000000 = -87.335325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.289517 sec): 2 clusters Score: Raw -87.335325 + Penalty 0.000000 = -87.335325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.289983 sec): 2 clusters Score: Raw -175.523681 + Penalty 40.483445 = -135.040236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.290175 sec): 2 clusters Score: Raw -175.523681 + Penalty 40.483445 = -135.040236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 224 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.290715 sec): 2 clusters Score: Raw -2387.388470 + Penalty 139.494776 = -2247.893694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.290977 sec): 3 clusters Score: Raw -2392.928905 + Penalty 292.351066 = -2100.577839 nChanged 3 SP:Iteration 1F (33.291234 sec): 3 clusters Score: Raw -2401.025925 + Penalty 302.910641 = -2098.115284 nChanged 2 SP:Iteration 2F (33.291492 sec): 3 clusters Score: Raw -2413.862303 + Penalty 311.611303 = -2102.250999 nChanged 1 SP:Iteration 3Q (33.291738 sec): 3 clusters Score: Raw -2419.631788 + Penalty 311.611303 = -2108.020485 nChanged 0 SP:Iteration 4F (33.291994 sec): 3 clusters Score: Raw -2419.631788 + Penalty 311.611303 = -2108.020485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.292453 sec): 2 clusters Score: Raw -161.597971 + Penalty 10.701370 = -150.896601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.292643 sec): 3 clusters Score: Raw -158.565734 + Penalty 21.402740 = -137.162994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.293105 sec): 2 clusters Score: Raw -81.589515 + Penalty 0.000000 = -81.589515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.293293 sec): 2 clusters Score: Raw -81.589515 + Penalty 0.000000 = -81.589515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.293747 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.293927 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 Deleting Class 181 (6 points): Lose 82.110095 but Gain 1440.253607 Iteration 20F (36.078754 sec): 164 clusters Score: Raw -3101552.757664 + Penalty 152023.750787 = -2949529.006877 nChanged 560 Deleting Class 210 (6 points): Lose 44.391886 but Gain 1385.863291 Iteration 21Q (36.354196 sec): 163 clusters Score: Raw -3101787.299096 + Penalty 150808.938992 = -2950978.360104 nChanged 319 Deleting Class 22 (62 points): Lose 308.586294 but Gain 1648.260105 Iteration 22Q (36.606834 sec): 162 clusters Score: Raw -3101701.699373 + Penalty 149519.493520 = -2952182.205852 nChanged 344 Deleting Class 79 (17 points): Lose 143.596664 but Gain 1468.870149 Iteration 23Q (36.862392 sec): 161 clusters Score: Raw -3101986.366705 + Penalty 148285.801784 = -2953700.564921 nChanged 315 Deleting Class 99 (22 points): Lose 81.390847 but Gain 1405.809453 Iteration 24Q (37.112881 sec): 160 clusters Score: Raw -3102266.341617 + Penalty 146965.050346 = -2955301.291271 nChanged 306 Deleting Class 174 (8 points): Lose 67.015531 but Gain 1366.005600 Iteration 25Q (37.366645 sec): 159 clusters Score: Raw -3102493.620256 + Penalty 145384.322475 = -2957109.297782 nChanged 310 Deleting Class 133 (4 points): Lose 16.959230 but Gain 1314.771731 Iteration 26Q (37.623741 sec): 158 clusters Score: Raw -3102730.479798 + Penalty 143221.053011 = -2959509.426787 nChanged 269 Deleting Class 163 (1 points): Lose 7.944353 but Gain 1304.351156 Iteration 27Q (37.874142 sec): 156 clusters Score: Raw -3102883.701510 + Penalty 141860.429412 = -2961023.272098 nChanged 204 Deleting Class 180 (4 points): Lose 41.818184 but Gain 1330.674673 Iteration 28Q (38.116156 sec): 155 clusters Score: Raw -3102933.332889 + Penalty 140608.740909 = -2962324.591981 nChanged 187 Deleting Class 28 (69 points): Lose 375.899515 but Gain 1652.264710 Iteration 29Q (38.357207 sec): 154 clusters Score: Raw -3102630.608318 + Penalty 139125.564929 = -2963505.043389 nChanged 183 Deleting Class 173 (1 points): Lose 5.238625 but Gain 1277.505984 Iteration 30F (40.943025 sec): 153 clusters Score: Raw -3102848.876083 + Penalty 137029.504989 = -2965819.371094 nChanged 104 Deleting Class 143 (5 points): Lose 19.922508 but Gain 1286.646407 Iteration 31Q (41.168556 sec): 151 clusters Score: Raw -3102884.786972 + Penalty 135787.818686 = -2967096.968286 nChanged 79 Deleting Class 76 (5 points): Lose 17.697411 but Gain 1280.563551 Iteration 32Q (41.393526 sec): 150 clusters Score: Raw -3102899.112303 + Penalty 134555.895749 = -2968343.216554 nChanged 65 Deleting Class 171 (8 points): Lose 76.908740 but Gain 1337.640662 Iteration 33Q (41.613383 sec): 149 clusters Score: Raw -3102853.530994 + Penalty 133254.115773 = -2969599.415222 nChanged 65 Deleting Class 94 (7 points): Lose 76.817775 but Gain 1336.220338 Iteration 34Q (41.832178 sec): 148 clusters Score: Raw -3102820.109108 + Penalty 132018.039761 = -2970802.069347 nChanged 56 Deleting Class 122 (18 points): Lose 122.941359 but Gain 1380.600704 Iteration 35Q (42.049900 sec): 147 clusters Score: Raw -3102759.202092 + Penalty 130772.568880 = -2971986.633212 nChanged 55 Deleting Class 201 (5 points): Lose 29.524883 but Gain 1286.232976 Iteration 36Q (42.265958 sec): 146 clusters Score: Raw -3102783.815101 + Penalty 129552.153288 = -2973231.661814 nChanged 28 Deleting Class 66 (35 points): Lose 128.469477 but Gain 1382.620330 Iteration 37Q (42.481760 sec): 145 clusters Score: Raw -3102675.859901 + Penalty 128333.041464 = -2974342.818437 nChanged 56 Deleting Class 48 (1 points): Lose 87.049794 but Gain 1331.236279 Iteration 38Q (42.696160 sec): 144 clusters Score: Raw -3102661.090903 + Penalty 126995.102085 = -2975665.988818 nChanged 24 Deleting Class 124 (11 points): Lose 35.658645 but Gain 1275.234497 Iteration 39Q (42.907647 sec): 143 clusters Score: Raw -3102632.283209 + Penalty 125730.762620 = -2976901.520589 nChanged 23 Deleting Class 114 (22 points): Lose 352.536114 but Gain 1590.360860 Iteration 40F (45.314899 sec): 142 clusters Score: Raw -3102299.160305 + Penalty 124261.509474 = -2978037.650831 nChanged 35 Deleting Class 218 (2 points): Lose 55.693874 but Gain 1289.191162 Iteration 41Q (45.526618 sec): 141 clusters Score: Raw -3102365.494399 + Penalty 122987.361030 = -2979378.133369 nChanged 17 Deleting Class 58 (13 points): Lose 114.211397 but Gain 1339.425443 Iteration 42Q (45.737166 sec): 140 clusters Score: Raw -3102268.533626 + Penalty 121717.385207 = -2980551.148419 nChanged 27 Deleting Class 105 (1 points): Lose 62.147629 but Gain 1273.061533 Iteration 43Q (45.948233 sec): 139 clusters Score: Raw -3102264.754294 + Penalty 120396.944801 = -2981867.809493 nChanged 9 Deleting Class 157 (13 points): Lose 51.351511 but Gain 1256.289646 Iteration 44Q (46.157380 sec): 138 clusters Score: Raw -3102231.365034 + Penalty 119148.205886 = -2983083.159148 nChanged 18 Deleting Class 64 (5 points): Lose 295.280772 but Gain 1494.850290 Iteration 45Q (46.364993 sec): 137 clusters Score: Raw -3101957.518873 + Penalty 117792.931407 = -2984164.587467 nChanged 11 Deleting Class 182 (6 points): Lose 42.317775 but Gain 1235.478422 Iteration 46Q (46.572065 sec): 136 clusters Score: Raw -3101944.675901 + Penalty 116511.376012 = -2985433.299889 nChanged 10 Deleting Class 128 (4 points): Lose 24.903413 but Gain 1218.061248 Iteration 47Q (46.775373 sec): 135 clusters Score: Raw -3101938.804483 + Penalty 115311.044241 = -2986627.760242 nChanged 10 Deleting Class 82 (20 points): Lose 86.383850 but Gain 1277.812393 Iteration 48Q (46.978603 sec): 134 clusters Score: Raw -3101861.258215 + Penalty 114161.264578 = -2987699.993637 nChanged 28 Deleting Class 130 (6 points): Lose 26.977081 but Gain 1206.207300 Iteration 49Q (47.182884 sec): 133 clusters Score: Raw -3101885.686497 + Penalty 112962.015900 = -2988923.670597 nChanged 14 Deleting Class 139 (15 points): Lose 86.994522 but Gain 1263.449556 Iteration 50F (49.411684 sec): 132 clusters Score: Raw -3101806.983540 + Penalty 111846.180084 = -2989960.803457 nChanged 26 Deleting Class 211 (1 points): Lose 6.070883 but Gain 1179.077451 Iteration 51Q (49.615122 sec): 131 clusters Score: Raw -3101847.769741 + Penalty 110711.561642 = -2991136.208099 nChanged 15 Deleting Class 89 (33 points): Lose 142.969777 but Gain 1315.156450 Iteration 52Q (49.816659 sec): 130 clusters Score: Raw -3101722.932617 + Penalty 109444.050308 = -2992278.882309 nChanged 42 Deleting Class 90 (11 points): Lose 151.351919 but Gain 1313.812758 Iteration 53Q (50.020435 sec): 129 clusters Score: Raw -3101644.015844 + Penalty 108123.431090 = -2993520.584753 nChanged 29 Deleting Class 176 (5 points): Lose 53.578445 but Gain 1204.824774 Iteration 54Q (50.222904 sec): 128 clusters Score: Raw -3101634.057002 + Penalty 106966.494109 = -2994667.562893 nChanged 10 Deleting Class 83 (26 points): Lose 300.899175 but Gain 1447.614330 Iteration 55Q (50.422794 sec): 127 clusters Score: Raw -3101356.951329 + Penalty 105623.840232 = -2995733.111098 nChanged 29 Deleting Class 161 (6 points): Lose 47.410231 but Gain 1177.253955 Iteration 56Q (50.622141 sec): 126 clusters Score: Raw -3101467.319288 + Penalty 104573.428774 = -2996893.890514 nChanged 30 Deleting Class 10 (8 points): Lose 66.545323 but Gain 1191.298227 Iteration 57Q (50.820536 sec): 125 clusters Score: Raw -3101466.274618 + Penalty 103456.076141 = -2998010.198477 nChanged 27 Deleting Class 43 (34 points): Lose 157.235006 but Gain 1278.319070 Iteration 58Q (51.019790 sec): 124 clusters Score: Raw -3101341.385359 + Penalty 102273.756969 = -2999067.628390 nChanged 51 Deleting Class 97 (8 points): Lose 47.916696 but Gain 1162.769140 Iteration 59Q (51.219178 sec): 123 clusters Score: Raw -3101370.172139 + Penalty 101148.243564 = -3000221.928575 nChanged 28 Deleting Class 151 (10 points): Lose 65.109263 but Gain 1206.371093 Iteration 60F (53.287056 sec): 122 clusters Score: Raw -3101336.038845 + Penalty 99988.298979 = -3001347.739865 nChanged 22 Deleting Class 63 (3 points): Lose 32.670120 but Gain 1147.958662 Iteration 61Q (53.482066 sec): 121 clusters Score: Raw -3101321.310884 + Penalty 98876.616533 = -3002444.694351 nChanged 8 Deleting Class 25 (10 points): Lose 48.431551 but Gain 1152.047514 Iteration 62Q (53.674623 sec): 120 clusters Score: Raw -3101284.254343 + Penalty 97782.530717 = -3003501.723626 nChanged 14 Deleting Class 96 (4 points): Lose 26.550348 but Gain 1116.988602 Iteration 63Q (53.868346 sec): 119 clusters Score: Raw -3101279.663141 + Penalty 96708.620134 = -3004571.043007 nChanged 9 Deleting Class 31 (98 points): Lose 460.360067 but Gain 1538.879386 Iteration 64Q (54.058556 sec): 118 clusters Score: Raw -3100833.052317 + Penalty 95694.178392 = -3005138.873926 nChanged 101 Deleting Class 203 (8 points): Lose 106.789389 but Gain 1187.499630 Iteration 65Q (54.256826 sec): 117 clusters Score: Raw -3101064.463490 + Penalty 94628.662643 = -3006435.800847 nChanged 37 Deleting Class 77 (62 points): Lose 262.533558 but Gain 1337.033895 Iteration 66Q (54.448253 sec): 116 clusters Score: Raw -3100859.314100 + Penalty 93447.714970 = -3007411.599130 nChanged 82 Deleting Class 86 (26 points): Lose 72.045716 but Gain 1126.299531 Iteration 67Q (54.641254 sec): 115 clusters Score: Raw -3100928.162990 + Penalty 92385.339037 = -3008542.823952 nChanged 50 Deleting Class 101 (18 points): Lose 75.032025 but Gain 1124.789260 Iteration 68Q (54.831526 sec): 114 clusters Score: Raw -3100913.792693 + Penalty 91322.000686 = -3009591.792006 nChanged 38 Deleting Class 142 (11 points): Lose 78.558149 but Gain 1125.370335 Iteration 69Q (55.021914 sec): 113 clusters Score: Raw -3100892.480644 + Penalty 90306.406314 = -3010586.074330 nChanged 32 Deleting Class 220 (1 points): Lose 28.543668 but Gain 1074.099254 Iteration 70F (56.920863 sec): 112 clusters Score: Raw -3100927.032528 + Penalty 89326.614546 = -3011600.417982 nChanged 29 Deleting Class 147 (7 points): Lose 26.069100 but Gain 1071.412071 Iteration 71Q (57.115403 sec): 111 clusters Score: Raw -3100938.248854 + Penalty 88288.820126 = -3012649.428728 nChanged 29 Deleting Class 113 (9 points): Lose 89.817820 but Gain 1131.578801 Iteration 72Q (57.310018 sec): 110 clusters Score: Raw -3100868.067453 + Penalty 87282.275562 = -3013585.791891 nChanged 22 Deleting Class 50 (62 points): Lose 330.849191 but Gain 1355.962062 Iteration 73Q (57.504609 sec): 109 clusters Score: Raw -3100580.610811 + Penalty 86112.942791 = -3014467.668020 nChanged 69 Deleting Class 71 (32 points): Lose 86.663012 but Gain 1129.604007 Iteration 74Q (57.698954 sec): 108 clusters Score: Raw -3100691.714767 + Penalty 85120.045361 = -3015571.669406 nChanged 51 Deleting Class 155 (2 points): Lose 20.939422 but Gain 1035.526200 Iteration 75Q (57.890657 sec): 107 clusters Score: Raw -3100742.868671 + Penalty 84096.593461 = -3016646.275210 nChanged 22 Deleting Class 136 (4 points): Lose 103.299259 but Gain 1116.213473 Iteration 76Q (58.080229 sec): 106 clusters Score: Raw -3100660.440139 + Penalty 83093.147700 = -3017567.292439 nChanged 22 Deleting Class 134 (6 points): Lose 27.461949 but Gain 1038.562218 Iteration 77Q (58.267868 sec): 105 clusters Score: Raw -3100659.577046 + Penalty 82091.261038 = -3018568.316007 nChanged 22 Deleting Class 107 (2 points): Lose 4.741220 but Gain 1014.700092 Iteration 78Q (58.455058 sec): 104 clusters Score: Raw -3100708.350377 + Penalty 81072.250085 = -3019636.100292 nChanged 11 Deleting Class 196 (6 points): Lose 42.167128 but Gain 1048.173353 Iteration 79Q (58.643552 sec): 103 clusters Score: Raw -3100684.561998 + Penalty 80021.633956 = -3020662.928041 nChanged 14 Deleting Class 81 (15 points): Lose 235.244677 but Gain 1241.376390 Iteration 80F (60.381466 sec): 102 clusters Score: Raw -3100475.650867 + Penalty 78792.192244 = -3021683.458623 nChanged 23 Deleting Class 18 (19 points): Lose 110.769576 but Gain 1103.416442 Iteration 81Q (60.568336 sec): 101 clusters Score: Raw -3100450.480809 + Penalty 77838.098489 = -3022612.382320 nChanged 34 Deleting Class 49 (13 points): Lose 97.083157 but Gain 1087.229921 Iteration 82Q (60.754289 sec): 100 clusters Score: Raw -3100435.123875 + Penalty 76761.394413 = -3023673.729462 nChanged 26 Deleting Class 23 (36 points): Lose 212.405258 but Gain 1198.701011 Iteration 83Q (60.938282 sec): 99 clusters Score: Raw -3100259.887707 + Penalty 75637.600754 = -3024622.286953 nChanged 56 Deleting Class 55 (2 points): Lose 9.549586 but Gain 994.745272 Iteration 84Q (61.123675 sec): 98 clusters Score: Raw -3100348.322328 + Penalty 74750.092559 = -3025598.229769 nChanged 26 Deleting Class 137 (6 points): Lose 46.670549 but Gain 1030.867126 Iteration 85Q (61.308136 sec): 97 clusters Score: Raw -3100343.334441 + Penalty 73789.224199 = -3026554.110242 nChanged 24 Deleting Class 131 (2 points): Lose 23.708332 but Gain 993.898977 Iteration 86Q (61.491349 sec): 96 clusters Score: Raw -3100351.773776 + Penalty 72825.856667 = -3027525.917109 nChanged 17 Deleting Class 175 (7 points): Lose 75.557434 but Gain 1038.119947 Iteration 87Q (61.672625 sec): 95 clusters Score: Raw -3100296.022034 + Penalty 71851.335915 = -3028444.686118 nChanged 22 Deleting Class 30 (82 points): Lose 409.255591 but Gain 1367.610250 Iteration 88Q (61.853174 sec): 94 clusters Score: Raw -3099931.196936 + Penalty 70713.405122 = -3029217.791815 nChanged 92 Deleting Class 67 (23 points): Lose 614.840294 but Gain 1560.414643 Iteration 89Q (62.035758 sec): 93 clusters Score: Raw -3099554.456569 + Penalty 69771.923493 = -3029782.533077 nChanged 42 Deleting Class 75 (7 points): Lose 82.324429 but Gain 1184.034439 Iteration 90F (63.586302 sec): 92 clusters Score: Raw -3099777.740828 + Penalty 68740.040945 = -3031037.699883 nChanged 25 Deleting Class 166 (11 points): Lose 113.292603 but Gain 1078.070591 Iteration 91Q (63.764956 sec): 91 clusters Score: Raw -3099741.831690 + Penalty 67883.782871 = -3031858.048819 nChanged 21 Deleting Class 46 (29 points): Lose 178.645029 but Gain 1124.678162 Iteration 92Q (63.942313 sec): 90 clusters Score: Raw -3099635.656432 + Penalty 66875.826460 = -3032759.829972 nChanged 44 Deleting Class 188 (1 points): Lose 1.636534 but Gain 931.517959 Iteration 93Q (64.119971 sec): 89 clusters Score: Raw -3099742.663744 + Penalty 65921.675627 = -3033820.988117 nChanged 20 Deleting Class 135 (5 points): Lose 47.789939 but Gain 970.961135 Iteration 94Q (64.295014 sec): 88 clusters Score: Raw -3099717.460265 + Penalty 64963.551918 = -3034753.908346 nChanged 17 Deleting Class 187 (1 points): Lose 84.952588 but Gain 999.742660 Iteration 95Q (64.470576 sec): 87 clusters Score: Raw -3099649.883789 + Penalty 63956.283892 = -3035693.599897 nChanged 12 Deleting Class 92 (53 points): Lose 308.135108 but Gain 1210.380700 Iteration 96Q (64.644229 sec): 86 clusters Score: Raw -3099345.281038 + Penalty 63022.597056 = -3036322.683982 nChanged 56 Deleting Class 170 (11 points): Lose 72.768973 but Gain 1053.368413 Iteration 97Q (64.819413 sec): 85 clusters Score: Raw -3099433.785471 + Penalty 62125.506235 = -3037308.279236 nChanged 29 Deleting Class 108 (1 points): Lose 5.411396 but Gain 907.301317 Iteration 98Q (64.993472 sec): 84 clusters Score: Raw -3099477.494080 + Penalty 61285.977867 = -3038191.516213 nChanged 16 Deleting Class 93 (2 points): Lose 86.993890 but Gain 986.229631 Iteration 99Q (65.160445 sec): 83 clusters Score: Raw -3099410.065036 + Penalty 60323.637588 = -3039086.427448 nChanged 8 Deleting Class 59 (15 points): Lose 124.881287 but Gain 1024.931164 Iteration 100F (66.543246 sec): 82 clusters Score: Raw -3099296.227890 + Penalty 59253.702798 = -3040042.525091 nChanged 16 Deleting Class 179 (6 points): Lose 42.591028 but Gain 938.568044 Iteration 101Q (66.707861 sec): 81 clusters Score: Raw -3099336.776636 + Penalty 58348.731803 = -3040988.044833 nChanged 14 Deleting Class 39 (23 points): Lose 121.261369 but Gain 1013.312656 Iteration 102Q (66.872025 sec): 80 clusters Score: Raw -3099249.042028 + Penalty 57440.331393 = -3041808.710635 nChanged 29 Deleting Class 78 (6 points): Lose 31.882773 but Gain 921.422451 Iteration 103Q (67.035835 sec): 79 clusters Score: Raw -3099292.476215 + Penalty 56529.940516 = -3042762.535699 nChanged 18 Deleting Class 72 (3 points): Lose 25.099916 but Gain 897.283131 Iteration 104Q (67.199283 sec): 78 clusters Score: Raw -3099300.030208 + Penalty 55656.656259 = -3043643.373949 nChanged 10 Deleting Class 132 (36 points): Lose 252.911166 but Gain 1119.400303 Iteration 105Q (67.362250 sec): 77 clusters Score: Raw -3099064.355653 + Penalty 55187.766113 = -3043876.589540 nChanged 42 Deleting Class 184 (9 points): Lose 77.315460 but Gain 1013.078574 Iteration 106Q (67.525353 sec): 76 clusters Score: Raw -3099190.035169 + Penalty 54266.948684 = -3044923.086485 nChanged 26 Deleting Class 106 (16 points): Lose 63.850982 but Gain 933.939138 Iteration 107Q (67.687080 sec): 75 clusters Score: Raw -3099237.182361 + Penalty 53349.173487 = -3045888.008874 nChanged 28 Deleting Class 37 (20 points): Lose 164.553463 but Gain 1012.856509 Iteration 108Q (67.853069 sec): 74 clusters Score: Raw -3099114.067477 + Penalty 52351.873110 = -3046762.194367 nChanged 34 Deleting Class 109 (13 points): Lose 71.755078 but Gain 917.448197 Iteration 109Q (68.018172 sec): 73 clusters Score: Raw -3099087.880123 + Penalty 51430.273907 = -3047657.606216 nChanged 28 Deleting Class 80 (7 points): Lose 15.683540 but Gain 861.311246 Iteration 110F (69.236184 sec): 72 clusters Score: Raw -3099103.082748 + Penalty 50559.015925 = -3048544.066823 nChanged 18 Deleting Class 21 (62 points): Lose 119.965758 but Gain 965.219608 Iteration 111Q (69.395261 sec): 71 clusters Score: Raw -3099007.983178 + Penalty 49608.700652 = -3049399.282527 nChanged 78 Deleting Class 119 (4 points): Lose 16.468623 but Gain 857.527091 Iteration 112Q (69.555050 sec): 70 clusters Score: Raw -3099080.112593 + Penalty 48765.960617 = -3050314.151976 nChanged 25 Deleting Class 222 (8 points): Lose 113.412783 but Gain 940.929895 Iteration 113Q (69.716256 sec): 69 clusters Score: Raw -3098980.503085 + Penalty 47824.210834 = -3051156.292251 nChanged 19 Deleting Class 118 (3 points): Lose 87.197027 but Gain 910.141899 Iteration 114Q (69.873503 sec): 68 clusters Score: Raw -3098913.953961 + Penalty 46899.360134 = -3052014.593828 nChanged 11 Deleting Class 160 (41 points): Lose 177.101861 but Gain 994.515181 Iteration 115Q (70.027802 sec): 67 clusters Score: Raw -3098748.133852 + Penalty 46330.266094 = -3052417.867758 nChanged 47 Deleting Class 144 (28 points): Lose 154.143729 but Gain 992.045869 Iteration 116Q (70.184766 sec): 66 clusters Score: Raw -3098722.070791 + Penalty 45554.281218 = -3053167.789572 nChanged 32 Deleting Class 44 (17 points): Lose 110.106279 but Gain 869.627759 Iteration 117Q (70.339160 sec): 65 clusters Score: Raw -3098720.427150 + Penalty 44694.792733 = -3054025.634417 nChanged 25 Deleting Class 74 (3 points): Lose 7.206701 but Gain 754.159464 Iteration 118Q (70.492190 sec): 64 clusters Score: Raw -3098750.681202 + Penalty 43939.987447 = -3054810.693755 nChanged 18 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -3098750.681202 + Penalty 43939.987447 = -3054810.693755Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 1 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.615840 sec): 2 clusters Score: Raw -52152.383783 + Penalty 661.460192 = -51490.923590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.617065 sec): 3 clusters Score: Raw -51886.153851 + Penalty 1322.805242 = -50563.348609 nChanged 175 SP:Iteration 1F (70.618204 sec): 3 clusters Score: Raw -52016.873655 + Penalty 1324.346200 = -50692.527455 nChanged 62 SP:Iteration 2F (70.619340 sec): 3 clusters Score: Raw -52059.187609 + Penalty 1326.143108 = -50733.044501 nChanged 25 SP:Iteration 3Q (70.620591 sec): 3 clusters Score: Raw -52078.671080 + Penalty 1330.227812 = -50748.443268 nChanged 16 SP:Iteration 4Q (70.621758 sec): 3 clusters Score: Raw -52090.719332 + Penalty 1340.447091 = -50750.272241 nChanged 23 SP:Iteration 5Q (70.622899 sec): 3 clusters Score: Raw -52112.973687 + Penalty 1354.729742 = -50758.243945 nChanged 26 SP:Iteration 6Q (70.624043 sec): 3 clusters Score: Raw -52134.140209 + Penalty 1372.610223 = -50761.529985 nChanged 25 SP:Iteration 7Q (70.625183 sec): 3 clusters Score: Raw -52164.671155 + Penalty 1390.976072 = -50773.695084 nChanged 23 SP:Iteration 8Q (70.626321 sec): 3 clusters Score: Raw -52185.147601 + Penalty 1405.094933 = -50780.052667 nChanged 16 SP:Iteration 9Q (70.627454 sec): 3 clusters Score: Raw -52204.409741 + Penalty 1411.605507 = -50792.804233 nChanged 12 SP:Iteration 10F (70.628602 sec): 3 clusters Score: Raw -52213.000887 + Penalty 1412.663232 = -50800.337655 nChanged 6 SP:Iteration 11Q (70.629736 sec): 3 clusters Score: Raw -52215.862868 + Penalty 1412.663232 = -50803.199635 nChanged 0 SP:Iteration 12F (70.630884 sec): 3 clusters Score: Raw -52215.862868 + Penalty 1412.663232 = -50803.199635 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 2 (8660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.670913 sec): 2 clusters Score: Raw -709933.726197 + Penalty 248.899110 = -709684.827087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.687295 sec): 3 clusters Score: Raw -704090.663759 + Penalty 487.407748 = -703603.256011 nChanged 4078 SP:Iteration 1F (70.703190 sec): 3 clusters Score: Raw -705902.726335 + Penalty 458.282780 = -705444.443555 nChanged 1457 SP:Iteration 2F (70.719083 sec): 3 clusters Score: Raw -707164.084216 + Penalty 452.472699 = -706711.611518 nChanged 910 SP:Iteration 3F (70.734653 sec): 3 clusters Score: Raw -708245.909489 + Penalty 458.426376 = -707787.483113 nChanged 515 SP:Iteration 4F (70.750706 sec): 3 clusters Score: Raw -708898.316476 + Penalty 471.034154 = -708427.282322 nChanged 329 SP:Iteration 5Q (70.764663 sec): 3 clusters Score: Raw -709230.291439 + Penalty 481.707716 = -708748.583723 nChanged 269 SP:Iteration 6Q (70.777626 sec): 3 clusters Score: Raw -709446.166959 + Penalty 489.153872 = -708957.013088 nChanged 244 SP:Iteration 7Q (70.790809 sec): 3 clusters Score: Raw -709653.460551 + Penalty 507.501896 = -709145.958655 nChanged 167 SP:Iteration 8Q (70.803478 sec): 3 clusters Score: Raw -709806.112545 + Penalty 549.988574 = -709256.123972 nChanged 76 SP:Iteration 9Q (70.816184 sec): 3 clusters Score: Raw -709868.012064 + Penalty 609.653506 = -709258.358558 nChanged 35 SP:Iteration 10F (70.832389 sec): 3 clusters Score: Raw -709897.363462 + Penalty 672.576064 = -709224.787398 nChanged 23 SP:Iteration 11F (70.848236 sec): 3 clusters Score: Raw -709914.793597 + Penalty 693.886971 = -709220.906626 nChanged 14 SP:Iteration 12F (70.864350 sec): 3 clusters Score: Raw -709922.972841 + Penalty 709.640843 = -709213.331998 nChanged 10 SP:Iteration 13F (70.879989 sec): 3 clusters Score: Raw -709932.048195 + Penalty 758.785898 = -709173.262297 nChanged 6 SP:Iteration 14F (70.895479 sec): 3 clusters Score: Raw -709938.662503 + Penalty 762.089903 = -709176.572600 nChanged 2 SP:Iteration 15Q (70.907558 sec): 3 clusters Score: Raw -709939.541396 + Penalty 787.786582 = -709151.754813 nChanged 3 SP:Iteration 16F (70.923243 sec): 3 clusters Score: Raw -709941.183217 + Penalty 810.453921 = -709130.729296 nChanged 2 SP:Iteration 17F (70.938839 sec): 3 clusters Score: Raw -709942.016946 + Penalty 818.178928 = -709123.838017 nChanged 2 SP:Iteration 18F (70.954587 sec): 3 clusters Score: Raw -709946.826911 + Penalty 818.178928 = -709128.647983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 3 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.960241 sec): 2 clusters Score: Raw -14935.301280 + Penalty 265.081586 = -14670.219694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.960755 sec): 3 clusters Score: Raw -14860.255310 + Penalty 527.877765 = -14332.377546 nChanged 50 SP:Iteration 1F (70.961279 sec): 3 clusters Score: Raw -14900.662976 + Penalty 534.628041 = -14366.034935 nChanged 22 SP:Iteration 2F (70.961785 sec): 3 clusters Score: Raw -14921.341695 + Penalty 546.899444 = -14374.442251 nChanged 12 SP:Iteration 3F (70.962293 sec): 3 clusters Score: Raw -14930.074675 + Penalty 549.488560 = -14380.586115 nChanged 4 SP:Iteration 4Q (70.962804 sec): 3 clusters Score: Raw -14932.730174 + Penalty 542.443290 = -14390.286885 nChanged 5 SP:Iteration 5Q (70.963313 sec): 3 clusters Score: Raw -14942.635674 + Penalty 546.589756 = -14396.045918 nChanged 7 SP:Iteration 6Q (70.963821 sec): 3 clusters Score: Raw -14951.703549 + Penalty 551.416229 = -14400.287320 nChanged 3 SP:Iteration 7Q (70.964326 sec): 3 clusters Score: Raw -14958.467377 + Penalty 545.787086 = -14412.680291 nChanged 2 SP:Iteration 8Q (70.964816 sec): 3 clusters Score: Raw -14960.084938 + Penalty 545.787086 = -14414.297852 nChanged 0 SP:Iteration 9F (70.965322 sec): 3 clusters Score: Raw -14960.084938 + Penalty 545.787086 = -14414.297852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 4 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.966878 sec): 2 clusters Score: Raw -22348.827391 + Penalty 133.411460 = -22215.415931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.967556 sec): 3 clusters Score: Raw -22195.348560 + Penalty 269.408210 = -21925.940349 nChanged 106 SP:Iteration 1F (70.968202 sec): 3 clusters Score: Raw -22281.523842 + Penalty 261.082310 = -22020.441532 nChanged 30 SP:Iteration 2F (70.968865 sec): 3 clusters Score: Raw -22317.522781 + Penalty 341.044309 = -21976.478472 nChanged 23 SP:Iteration 3F (70.969491 sec): 3 clusters Score: Raw -22346.021849 + Penalty 133.411460 = -22212.610390 nChanged 2 SP:Iteration 4Q (70.970008 sec): 2 clusters Score: Raw -22348.827391 + Penalty 133.411460 = -22215.415931 nChanged 0 SP:Iteration 5F (70.970528 sec): 2 clusters Score: Raw -22348.827391 + Penalty 133.411460 = -22215.415931 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.975131 sec): 2 clusters Score: Raw -72910.750543 + Penalty 450.059712 = -72460.690830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.976738 sec): 3 clusters Score: Raw -72541.225128 + Penalty 898.173724 = -71643.051404 nChanged 312 SP:Iteration 1F (70.978323 sec): 3 clusters Score: Raw -72934.171262 + Penalty 894.220239 = -72039.951023 nChanged 121 SP:Iteration 2F (70.979949 sec): 3 clusters Score: Raw -73109.867681 + Penalty 897.207468 = -72212.660213 nChanged 61 SP:Iteration 3F (70.981579 sec): 3 clusters Score: Raw -73166.347951 + Penalty 897.654982 = -72268.692970 nChanged 35 SP:Iteration 4Q (70.983195 sec): 3 clusters Score: Raw -73194.678498 + Penalty 897.170308 = -72297.508191 nChanged 18 SP:Iteration 5Q (70.984801 sec): 3 clusters Score: Raw -73211.311810 + Penalty 896.419601 = -72314.892209 nChanged 15 SP:Iteration 6Q (70.986353 sec): 3 clusters Score: Raw -73221.636704 + Penalty 895.885610 = -72325.751094 nChanged 8 SP:Iteration 7Q (70.987883 sec): 3 clusters Score: Raw -73224.725255 + Penalty 896.031657 = -72328.693598 nChanged 2 SP:Iteration 8Q (70.989397 sec): 3 clusters Score: Raw -73225.204055 + Penalty 896.031657 = -72329.172398 nChanged 0 SP:Iteration 9F (70.990935 sec): 3 clusters Score: Raw -73225.204055 + Penalty 896.031657 = -72329.172398 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 6 (3616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.009392 sec): 2 clusters Score: Raw -318381.824274 + Penalty 382.799071 = -317999.025203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.016426 sec): 3 clusters Score: Raw -316062.513365 + Penalty 787.689866 = -315274.823500 nChanged 1668 SP:Iteration 1F (71.023037 sec): 3 clusters Score: Raw -317622.923507 + Penalty 813.575622 = -316809.347885 nChanged 336 SP:Iteration 2F (71.029856 sec): 3 clusters Score: Raw -317961.188644 + Penalty 833.106266 = -317128.082378 nChanged 149 SP:Iteration 3Q (71.036144 sec): 3 clusters Score: Raw -318068.230654 + Penalty 844.956117 = -317223.274537 nChanged 91 SP:Iteration 4Q (71.042380 sec): 3 clusters Score: Raw -318114.535245 + Penalty 854.270971 = -317260.264274 nChanged 59 SP:Iteration 5Q (71.048383 sec): 3 clusters Score: Raw -318143.809302 + Penalty 863.617109 = -317280.192193 nChanged 59 SP:Iteration 6Q (71.054332 sec): 3 clusters Score: Raw -318171.080272 + Penalty 873.748163 = -317297.332109 nChanged 49 SP:Iteration 7Q (71.060118 sec): 3 clusters Score: Raw -318193.787725 + Penalty 881.957641 = -317311.830084 nChanged 43 SP:Iteration 8Q (71.066044 sec): 3 clusters Score: Raw -318210.860919 + Penalty 887.943052 = -317322.917867 nChanged 34 SP:Iteration 9Q (71.071984 sec): 3 clusters Score: Raw -318223.864180 + Penalty 901.791834 = -317322.072346 nChanged 41 SP:Iteration 10F (71.078526 sec): 3 clusters Score: Raw -318238.099226 + Penalty 914.598089 = -317323.501137 nChanged 37 SP:Iteration 11Q (71.084407 sec): 3 clusters Score: Raw -318253.858069 + Penalty 918.265379 = -317335.592690 nChanged 38 SP:Iteration 12Q (71.089951 sec): 3 clusters Score: Raw -318272.430569 + Penalty 933.591218 = -317338.839351 nChanged 30 SP:Iteration 13Q (71.095381 sec): 3 clusters Score: Raw -318285.365867 + Penalty 948.629888 = -317336.735979 nChanged 23 SP:Iteration 14F (71.102020 sec): 3 clusters Score: Raw -318297.263247 + Penalty 984.503966 = -317312.759281 nChanged 42 SP:Iteration 15F (71.108438 sec): 3 clusters Score: Raw -318332.369324 + Penalty 1020.962274 = -317311.407051 nChanged 35 SP:Iteration 16F (71.115150 sec): 3 clusters Score: Raw -318359.405398 + Penalty 1068.875825 = -317290.529572 nChanged 23 SP:Iteration 17F (71.121663 sec): 3 clusters Score: Raw -318379.156868 + Penalty 1120.074404 = -317259.082464 nChanged 16 SP:Iteration 18F (71.128208 sec): 3 clusters Score: Raw -318394.790688 + Penalty 1161.182622 = -317233.608066 nChanged 11 SP:Iteration 19F (71.135117 sec): 3 clusters Score: Raw -318404.802951 + Penalty 1172.004453 = -317232.798497 nChanged 6 SP:Iteration 20F (71.141681 sec): 3 clusters Score: Raw -318405.126803 + Penalty 1184.666681 = -317220.460122 nChanged 2 SP:Iteration 21F (71.148524 sec): 3 clusters Score: Raw -318405.862267 + Penalty 1184.666681 = -317221.195586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.155824 sec): 2 clusters Score: Raw -52983.373897 + Penalty 369.283822 = -52614.090075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.157146 sec): 3 clusters Score: Raw -52626.996645 + Penalty 719.087482 = -51907.909162 nChanged 231 SP:Iteration 1F (71.158367 sec): 3 clusters Score: Raw -52779.560359 + Penalty 730.981372 = -52048.578987 nChanged 87 SP:Iteration 2F (71.159589 sec): 3 clusters Score: Raw -52879.661167 + Penalty 775.047156 = -52104.614012 nChanged 55 SP:Iteration 3F (71.160809 sec): 3 clusters Score: Raw -52955.969525 + Penalty 802.207530 = -52153.761995 nChanged 20 SP:Iteration 4Q (71.161934 sec): 3 clusters Score: Raw -52974.736698 + Penalty 822.886680 = -52151.850018 nChanged 11 SP:Iteration 5F (71.163202 sec): 3 clusters Score: Raw -52981.923198 + Penalty 845.916417 = -52136.006780 nChanged 8 SP:Iteration 6F (71.164492 sec): 3 clusters Score: Raw -52986.665544 + Penalty 940.520099 = -52046.145444 nChanged 8 SP:Iteration 7F (71.165773 sec): 3 clusters Score: Raw -52998.047558 + Penalty 1046.249406 = -51951.798151 nChanged 5 SP:Iteration 8F (71.167053 sec): 3 clusters Score: Raw -53005.235805 + Penalty 1112.087290 = -51893.148515 nChanged 2 SP:Iteration 9F (71.168338 sec): 3 clusters Score: Raw -53006.103201 + Penalty 1112.087290 = -51894.015911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 8 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.169549 sec): 2 clusters Score: Raw -23578.396953 + Penalty 615.261470 = -22963.135483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.170231 sec): 3 clusters Score: Raw -23519.466949 + Penalty 1233.189659 = -22286.277290 nChanged 66 SP:Iteration 1F (71.170903 sec): 3 clusters Score: Raw -23609.343667 + Penalty 1236.432217 = -22372.911451 nChanged 14 SP:Iteration 2F (71.171576 sec): 3 clusters Score: Raw -23624.493462 + Penalty 1237.712354 = -22386.781107 nChanged 5 SP:Iteration 3Q (71.172229 sec): 3 clusters Score: Raw -23629.325172 + Penalty 1242.856342 = -22386.468829 nChanged 7 SP:Iteration 4F (71.172889 sec): 3 clusters Score: Raw -23636.526174 + Penalty 1246.901448 = -22389.624726 nChanged 6 SP:Iteration 5Q (71.173518 sec): 3 clusters Score: Raw -23646.735183 + Penalty 1256.146645 = -22390.588538 nChanged 11 SP:Iteration 6Q (71.174152 sec): 3 clusters Score: Raw -23665.615266 + Penalty 1265.176761 = -22400.438505 nChanged 9 SP:Iteration 7Q (71.174780 sec): 3 clusters Score: Raw -23683.484308 + Penalty 1269.912938 = -22413.571370 nChanged 5 SP:Iteration 8Q (71.175437 sec): 3 clusters Score: Raw -23694.208390 + Penalty 1273.356108 = -22420.852282 nChanged 3 SP:Iteration 9Q (71.176058 sec): 3 clusters Score: Raw -23702.369480 + Penalty 1276.104513 = -22426.264967 nChanged 1 SP:Iteration 10F (71.176706 sec): 3 clusters Score: Raw -23703.180289 + Penalty 1276.104513 = -22427.075776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.185608 sec): 2 clusters Score: Raw -165670.785581 + Penalty 568.201170 = -165102.584411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.188973 sec): 3 clusters Score: Raw -164748.333647 + Penalty 1134.268064 = -163614.065583 nChanged 724 SP:Iteration 1F (71.192533 sec): 3 clusters Score: Raw -165183.893723 + Penalty 1132.019013 = -164051.874710 nChanged 153 SP:Iteration 2F (71.195854 sec): 3 clusters Score: Raw -165292.966424 + Penalty 1130.423682 = -164162.542742 nChanged 129 SP:Iteration 3F (71.199161 sec): 3 clusters Score: Raw -165375.654650 + Penalty 1126.023629 = -164249.631021 nChanged 104 SP:Iteration 4F (71.202414 sec): 3 clusters Score: Raw -165440.476248 + Penalty 1120.074873 = -164320.401375 nChanged 68 SP:Iteration 5Q (71.205641 sec): 3 clusters Score: Raw -165477.467855 + Penalty 1114.321410 = -164363.146445 nChanged 60 SP:Iteration 6Q (71.208859 sec): 3 clusters Score: Raw -165509.803950 + Penalty 1104.387497 = -164405.416453 nChanged 56 SP:Iteration 7Q (71.212104 sec): 3 clusters Score: Raw -165545.795204 + Penalty 1095.739215 = -164450.055989 nChanged 61 SP:Iteration 8Q (71.215646 sec): 3 clusters Score: Raw -165579.733142 + Penalty 1088.939876 = -164490.793266 nChanged 53 SP:Iteration 9Q (71.218931 sec): 3 clusters Score: Raw -165613.875210 + Penalty 1079.989041 = -164533.886168 nChanged 39 SP:Iteration 10F (71.222149 sec): 3 clusters Score: Raw -165636.539913 + Penalty 1075.504476 = -164561.035438 nChanged 38 SP:Iteration 11Q (71.225352 sec): 3 clusters Score: Raw -165661.063902 + Penalty 1068.292569 = -164592.771334 nChanged 36 SP:Iteration 12Q (71.228540 sec): 3 clusters Score: Raw -165685.058807 + Penalty 1063.828963 = -164621.229844 nChanged 22 SP:Iteration 13Q (71.231749 sec): 3 clusters Score: Raw -165698.626898 + Penalty 1059.468636 = -164639.158261 nChanged 18 SP:Iteration 14Q (71.235031 sec): 3 clusters Score: Raw -165710.458672 + Penalty 1053.846628 = -164656.612044 nChanged 16 SP:Iteration 15Q (71.238225 sec): 3 clusters Score: Raw -165720.532626 + Penalty 1046.725660 = -164673.806966 nChanged 13 SP:Iteration 16Q (71.241345 sec): 3 clusters Score: Raw -165728.446448 + Penalty 1041.777911 = -164686.668536 nChanged 13 SP:Iteration 17Q (71.244441 sec): 3 clusters Score: Raw -165735.078266 + Penalty 1041.883082 = -164693.195183 nChanged 7 SP:Iteration 18Q (71.247750 sec): 3 clusters Score: Raw -165738.471713 + Penalty 1042.638359 = -164695.833354 nChanged 6 SP:Iteration 19Q (71.251040 sec): 3 clusters Score: Raw -165742.508167 + Penalty 1040.119665 = -164702.388502 nChanged 2 SP:Iteration 20F (71.254275 sec): 3 clusters Score: Raw -165744.119309 + Penalty 1039.559064 = -164704.560245 nChanged 2 SP:Iteration 21Q (71.257446 sec): 3 clusters Score: Raw -165746.766309 + Penalty 1039.824498 = -164706.941810 nChanged 1 SP:Iteration 22Q (71.260754 sec): 3 clusters Score: Raw -165747.416820 + Penalty 1039.824498 = -164707.592322 nChanged 0 SP:Iteration 23F (71.264302 sec): 3 clusters Score: Raw -165747.416820 + Penalty 1039.824498 = -164707.592322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 11 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.266233 sec): 2 clusters Score: Raw -154.864526 + Penalty 6.584898 = -148.279628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.266445 sec): 3 clusters Score: Raw -157.631538 + Penalty 13.169796 = -144.461741 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.273348 sec): 2 clusters Score: Raw -160576.032824 + Penalty 167.912462 = -160408.120361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.277052 sec): 3 clusters Score: Raw -159344.582809 + Penalty 333.736865 = -159010.845944 nChanged 862 SP:Iteration 1F (71.280639 sec): 3 clusters Score: Raw -160130.065641 + Penalty 335.786978 = -159794.278663 nChanged 261 SP:Iteration 2F (71.284399 sec): 3 clusters Score: Raw -160411.213112 + Penalty 349.561961 = -160061.651151 nChanged 128 SP:Iteration 3F (71.287850 sec): 3 clusters Score: Raw -160639.070178 + Penalty 374.311016 = -160264.759163 nChanged 67 SP:Iteration 4Q (71.291022 sec): 3 clusters Score: Raw -160775.172478 + Penalty 383.333233 = -160391.839245 nChanged 31 SP:Iteration 5Q (71.293854 sec): 3 clusters Score: Raw -160804.079948 + Penalty 386.518691 = -160417.561257 nChanged 14 SP:Iteration 6Q (71.296681 sec): 3 clusters Score: Raw -160811.032809 + Penalty 385.999305 = -160425.033505 nChanged 7 SP:Iteration 7Q (71.299500 sec): 3 clusters Score: Raw -160814.390193 + Penalty 384.240899 = -160430.149294 nChanged 5 SP:Iteration 8Q (71.302309 sec): 3 clusters Score: Raw -160815.482042 + Penalty 383.051626 = -160432.430416 nChanged 2 SP:Iteration 9Q (71.305119 sec): 3 clusters Score: Raw -160815.702383 + Penalty 381.045110 = -160434.657273 nChanged 3 SP:Iteration 10F (71.308559 sec): 3 clusters Score: Raw -160816.047957 + Penalty 380.772442 = -160435.275515 nChanged 1 SP:Iteration 11Q (71.311395 sec): 3 clusters Score: Raw -160816.093297 + Penalty 380.772442 = -160435.320855 nChanged 0 SP:Iteration 12F (71.315002 sec): 3 clusters Score: Raw -160816.093297 + Penalty 380.772442 = -160435.320855 nChanged 0 Score: Raw -3111545.470512 + Penalty 44236.287833 = -3067309.182679 Splitting cluster 12 changes total score from -3054810.693755 to -3067309.182679 So it's getting split into cluster 10. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.399492 sec): 2 clusters Score: Raw -66906.875785 + Penalty 338.577557 = -66568.298228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.401098 sec): 3 clusters Score: Raw -66436.043649 + Penalty 708.921179 = -65727.122471 nChanged 308 SP:Iteration 1F (72.402620 sec): 3 clusters Score: Raw -66710.196660 + Penalty 745.117249 = -65965.079411 nChanged 114 SP:Iteration 2F (72.404219 sec): 3 clusters Score: Raw -66821.815627 + Penalty 777.996183 = -66043.819444 nChanged 60 SP:Iteration 3F (72.405822 sec): 3 clusters Score: Raw -66886.180968 + Penalty 792.437189 = -66093.743779 nChanged 20 SP:Iteration 4Q (72.407259 sec): 3 clusters Score: Raw -66898.949153 + Penalty 813.697726 = -66085.251427 nChanged 14 SP:Iteration 5F (72.408753 sec): 3 clusters Score: Raw -66909.251226 + Penalty 832.788918 = -66076.462308 nChanged 9 SP:Iteration 6F (72.410374 sec): 3 clusters Score: Raw -66914.284472 + Penalty 848.570221 = -66065.714251 nChanged 8 SP:Iteration 7F (72.411978 sec): 3 clusters Score: Raw -66920.780593 + Penalty 860.809509 = -66059.971083 nChanged 6 SP:Iteration 8F (72.413505 sec): 3 clusters Score: Raw -66926.154915 + Penalty 865.153951 = -66061.000964 nChanged 2 SP:Iteration 9Q (72.414770 sec): 3 clusters Score: Raw -66927.700522 + Penalty 871.249706 = -66056.450816 nChanged 2 SP:Iteration 10F (72.416404 sec): 3 clusters Score: Raw -66929.025938 + Penalty 871.249706 = -66057.776232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 15 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.419116 sec): 2 clusters Score: Raw -46010.745130 + Penalty 586.337163 = -45424.407967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.420198 sec): 3 clusters Score: Raw -45801.254605 + Penalty 1171.352087 = -44629.902518 nChanged 152 SP:Iteration 1F (72.421296 sec): 3 clusters Score: Raw -45954.395180 + Penalty 1167.820044 = -44786.575136 nChanged 44 SP:Iteration 2F (72.422358 sec): 3 clusters Score: Raw -45988.560096 + Penalty 1164.258937 = -44824.301160 nChanged 18 SP:Iteration 3Q (72.423415 sec): 3 clusters Score: Raw -45997.091800 + Penalty 1161.864660 = -44835.227140 nChanged 11 SP:Iteration 4Q (72.424470 sec): 3 clusters Score: Raw -46003.552281 + Penalty 1161.085459 = -44842.466822 nChanged 7 SP:Iteration 5Q (72.425529 sec): 3 clusters Score: Raw -46008.520691 + Penalty 1157.255001 = -44851.265690 nChanged 8 SP:Iteration 6Q (72.426585 sec): 3 clusters Score: Raw -46015.726383 + Penalty 1156.856754 = -44858.869630 nChanged 10 SP:Iteration 7Q (72.427657 sec): 3 clusters Score: Raw -46026.726406 + Penalty 1151.986790 = -44874.739616 nChanged 9 SP:Iteration 8Q (72.428700 sec): 3 clusters Score: Raw -46037.357539 + Penalty 1152.844399 = -44884.513139 nChanged 4 SP:Iteration 9Q (72.429729 sec): 3 clusters Score: Raw -46040.187551 + Penalty 1150.707160 = -44889.480391 nChanged 6 SP:Iteration 10F (72.430789 sec): 3 clusters Score: Raw -46048.377571 + Penalty 1153.019602 = -44895.357969 nChanged 1 SP:Iteration 11Q (72.431798 sec): 3 clusters Score: Raw -46050.007440 + Penalty 1150.478287 = -44899.529153 nChanged 3 SP:Iteration 12Q (72.432806 sec): 3 clusters Score: Raw -46052.522894 + Penalty 1148.411317 = -44904.111577 nChanged 4 SP:Iteration 13Q (72.433809 sec): 3 clusters Score: Raw -46055.190761 + Penalty 1144.271719 = -44910.919042 nChanged 4 SP:Iteration 14Q (72.434813 sec): 3 clusters Score: Raw -46059.218378 + Penalty 1145.591461 = -44913.626917 nChanged 4 SP:Iteration 15Q (72.435810 sec): 3 clusters Score: Raw -46063.228653 + Penalty 1142.947479 = -44920.281174 nChanged 6 SP:Iteration 16Q (72.436803 sec): 3 clusters Score: Raw -46069.911525 + Penalty 1143.021595 = -44926.889929 nChanged 4 SP:Iteration 17Q (72.437789 sec): 3 clusters Score: Raw -46075.179363 + Penalty 1142.726732 = -44932.452632 nChanged 6 SP:Iteration 18Q (72.438763 sec): 3 clusters Score: Raw -46080.824254 + Penalty 1140.513859 = -44940.310394 nChanged 5 SP:Iteration 19Q (72.439725 sec): 3 clusters Score: Raw -46084.426651 + Penalty 1139.977814 = -44944.448837 nChanged 5 SP:Iteration 20F (72.440785 sec): 3 clusters Score: Raw -46088.749720 + Penalty 1140.453834 = -44948.295886 nChanged 6 SP:Iteration 21Q (72.441747 sec): 3 clusters Score: Raw -46094.313684 + Penalty 1144.003914 = -44950.309770 nChanged 6 SP:Iteration 22Q (72.442705 sec): 3 clusters Score: Raw -46104.656982 + Penalty 1145.082927 = -44959.574055 nChanged 5 SP:Iteration 23Q (72.443658 sec): 3 clusters Score: Raw -46110.567473 + Penalty 1144.934503 = -44965.632970 nChanged 2 SP:Iteration 24Q (72.444612 sec): 3 clusters Score: Raw -46111.658352 + Penalty 1144.639800 = -44967.018552 nChanged 1 SP:Iteration 25Q (72.445556 sec): 3 clusters Score: Raw -46112.346764 + Penalty 1145.148908 = -44967.197856 nChanged 2 SP:Iteration 26Q (72.446503 sec): 3 clusters Score: Raw -46113.313702 + Penalty 1144.981613 = -44968.332088 nChanged 2 SP:Iteration 27Q (72.447452 sec): 3 clusters Score: Raw -46118.120777 + Penalty 1145.813134 = -44972.307643 nChanged 1 SP:Iteration 28Q (72.448396 sec): 3 clusters Score: Raw -46120.075122 + Penalty 1146.498547 = -44973.576575 nChanged 1 SP:Iteration 29Q (72.449344 sec): 3 clusters Score: Raw -46121.548012 + Penalty 1146.498547 = -44975.049465 nChanged 0 SP:Iteration 30F (72.450409 sec): 3 clusters Score: Raw -46121.548012 + Penalty 1146.498547 = -44975.049465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 16 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.451293 sec): 2 clusters Score: Raw -13670.358953 + Penalty 709.176883 = -12961.182070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.451778 sec): 3 clusters Score: Raw -13711.453159 + Penalty 1421.940560 = -12289.512600 nChanged 23 SP:Iteration 1F (72.452283 sec): 3 clusters Score: Raw -13776.644223 + Penalty 1420.724873 = -12355.919350 nChanged 7 SP:Iteration 2Q (72.452740 sec): 3 clusters Score: Raw -13799.580031 + Penalty 1421.028312 = -12378.551719 nChanged 2 SP:Iteration 3Q (72.453183 sec): 3 clusters Score: Raw -13813.117148 + Penalty 1420.289813 = -12392.827335 nChanged 1 SP:Iteration 4Q (72.453623 sec): 3 clusters Score: Raw -13818.271132 + Penalty 1420.289813 = -12397.981319 nChanged 0 SP:Iteration 5F (72.454133 sec): 3 clusters Score: Raw -13818.271132 + Penalty 1420.289813 = -12397.981319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.458854 sec): 2 clusters Score: Raw -76763.581994 + Penalty 465.308224 = -76298.273770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.460559 sec): 3 clusters Score: Raw -76308.371551 + Penalty 927.251815 = -75381.119736 nChanged 326 SP:Iteration 1F (72.462191 sec): 3 clusters Score: Raw -76505.984673 + Penalty 924.119669 = -75581.865004 nChanged 91 SP:Iteration 2F (72.463824 sec): 3 clusters Score: Raw -76560.785040 + Penalty 919.780080 = -75641.004960 nChanged 46 SP:Iteration 3F (72.465471 sec): 3 clusters Score: Raw -76591.604869 + Penalty 914.713731 = -75676.891138 nChanged 40 SP:Iteration 4Q (72.467060 sec): 3 clusters Score: Raw -76613.142670 + Penalty 909.643409 = -75703.499261 nChanged 32 SP:Iteration 5Q (72.468677 sec): 3 clusters Score: Raw -76632.082708 + Penalty 904.966940 = -75727.115768 nChanged 22 SP:Iteration 6Q (72.470364 sec): 3 clusters Score: Raw -76646.281440 + Penalty 901.265106 = -75745.016334 nChanged 16 SP:Iteration 7Q (72.472041 sec): 3 clusters Score: Raw -76653.586352 + Penalty 897.776704 = -75755.809648 nChanged 14 SP:Iteration 8Q (72.473619 sec): 3 clusters Score: Raw -76659.309926 + Penalty 895.484656 = -75763.825270 nChanged 8 SP:Iteration 9Q (72.475182 sec): 3 clusters Score: Raw -76662.216065 + Penalty 894.466952 = -75767.749113 nChanged 8 SP:Iteration 10F (72.476782 sec): 3 clusters Score: Raw -76664.450099 + Penalty 891.450007 = -75773.000092 nChanged 11 SP:Iteration 11Q (72.478444 sec): 3 clusters Score: Raw -76668.791425 + Penalty 889.727406 = -75779.064019 nChanged 9 SP:Iteration 12Q (72.480102 sec): 3 clusters Score: Raw -76672.636991 + Penalty 884.343628 = -75788.293362 nChanged 12 SP:Iteration 13Q (72.481691 sec): 3 clusters Score: Raw -76678.313941 + Penalty 880.919015 = -75797.394925 nChanged 17 SP:Iteration 14Q (72.483317 sec): 3 clusters Score: Raw -76685.654957 + Penalty 873.543609 = -75812.111348 nChanged 20 SP:Iteration 15Q (72.484974 sec): 3 clusters Score: Raw -76693.879531 + Penalty 869.098705 = -75824.780826 nChanged 17 SP:Iteration 16Q (72.486625 sec): 3 clusters Score: Raw -76702.719078 + Penalty 866.996507 = -75835.722571 nChanged 18 SP:Iteration 17Q (72.488183 sec): 3 clusters Score: Raw -76715.508627 + Penalty 867.823229 = -75847.685398 nChanged 18 SP:Iteration 18Q (72.489748 sec): 3 clusters Score: Raw -76722.743407 + Penalty 866.397445 = -75856.345962 nChanged 18 SP:Iteration 19Q (72.491286 sec): 3 clusters Score: Raw -76730.741964 + Penalty 864.176914 = -75866.565050 nChanged 17 SP:Iteration 20F (72.492917 sec): 3 clusters Score: Raw -76738.550634 + Penalty 866.356994 = -75872.193640 nChanged 12 SP:Iteration 21Q (72.494444 sec): 3 clusters Score: Raw -76745.467935 + Penalty 864.265618 = -75881.202317 nChanged 8 SP:Iteration 22Q (72.495957 sec): 3 clusters Score: Raw -76748.347649 + Penalty 868.871792 = -75879.475857 nChanged 9 SP:Iteration 23F (72.497619 sec): 3 clusters Score: Raw -76753.327391 + Penalty 876.285870 = -75877.041521 nChanged 7 SP:Iteration 24F (72.499355 sec): 3 clusters Score: Raw -76754.044013 + Penalty 881.252028 = -75872.791985 nChanged 9 SP:Iteration 25F (72.501048 sec): 3 clusters Score: Raw -76755.689273 + Penalty 878.548688 = -75877.140585 nChanged 5 SP:Iteration 26Q (72.502507 sec): 3 clusters Score: Raw -76757.328326 + Penalty 886.666617 = -75870.661709 nChanged 4 SP:Iteration 27F (72.504249 sec): 3 clusters Score: Raw -76757.922936 + Penalty 889.772778 = -75868.150158 nChanged 5 SP:Iteration 28F (72.505973 sec): 3 clusters Score: Raw -76759.700445 + Penalty 893.329508 = -75866.370937 nChanged 4 SP:Iteration 29F (72.507600 sec): 3 clusters Score: Raw -76761.445834 + Penalty 900.299233 = -75861.146601 nChanged 3 SP:Iteration 30F (72.509204 sec): 3 clusters Score: Raw -76760.917958 + Penalty 903.513378 = -75857.404581 nChanged 1 SP:Iteration 31F (72.510805 sec): 3 clusters Score: Raw -76760.160587 + Penalty 900.836131 = -75859.324457 nChanged 1 SP:Iteration 32Q (72.512335 sec): 3 clusters Score: Raw -76759.962558 + Penalty 904.706315 = -75855.256243 nChanged 1 SP:Iteration 33F (72.514051 sec): 3 clusters Score: Raw -76760.888016 + Penalty 904.706315 = -75856.181701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 19 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.516219 sec): 2 clusters Score: Raw -29590.859734 + Penalty 515.598257 = -29075.261476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.517016 sec): 3 clusters Score: Raw -29468.586391 + Penalty 1051.927283 = -28416.659108 nChanged 99 SP:Iteration 1F (72.517797 sec): 3 clusters Score: Raw -29585.721816 + Penalty 1102.624518 = -28483.097299 nChanged 21 SP:Iteration 2F (72.518578 sec): 3 clusters Score: Raw -29623.519192 + Penalty 1108.345230 = -28515.173962 nChanged 7 SP:Iteration 3Q (72.519307 sec): 3 clusters Score: Raw -29633.239569 + Penalty 1114.545739 = -28518.693829 nChanged 4 SP:Iteration 4Q (72.519998 sec): 3 clusters Score: Raw -29640.193492 + Penalty 1118.158859 = -28522.034633 nChanged 2 SP:Iteration 5Q (72.520674 sec): 3 clusters Score: Raw -29641.905910 + Penalty 1118.158859 = -28523.747051 nChanged 0 SP:Iteration 6F (72.521427 sec): 3 clusters Score: Raw -29641.905910 + Penalty 1118.158859 = -28523.747051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 20 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.523555 sec): 2 clusters Score: Raw -4854.113799 + Penalty 174.636384 = -4679.477414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.523926 sec): 3 clusters Score: Raw -4907.295394 + Penalty 349.668601 = -4557.626794 nChanged 10 SP:Iteration 1F (72.524290 sec): 3 clusters Score: Raw -4925.258544 + Penalty 349.500139 = -4575.758404 nChanged 3 SP:Iteration 2Q (72.524642 sec): 3 clusters Score: Raw -4946.218689 + Penalty 349.500139 = -4596.718550 nChanged 0 SP:Iteration 3F (72.525006 sec): 3 clusters Score: Raw -4946.218689 + Penalty 349.500139 = -4596.718550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 24 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.525592 sec): 2 clusters Score: Raw -701.483161 + Penalty 148.889237 = -552.593924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.525816 sec): 3 clusters Score: Raw -699.872442 + Penalty 290.864756 = -409.007686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 26 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.527775 sec): 2 clusters Score: Raw -28938.432118 + Penalty 353.417354 = -28585.014765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.528575 sec): 3 clusters Score: Raw -28768.907342 + Penalty 712.517867 = -28056.389475 nChanged 120 SP:Iteration 1F (72.529341 sec): 3 clusters Score: Raw -28844.990106 + Penalty 720.087704 = -28124.902402 nChanged 31 SP:Iteration 2F (72.530095 sec): 3 clusters Score: Raw -28876.730251 + Penalty 735.455115 = -28141.275136 nChanged 21 SP:Iteration 3F (72.530849 sec): 3 clusters Score: Raw -28898.764763 + Penalty 769.688986 = -28129.075777 nChanged 21 SP:Iteration 4F (72.531602 sec): 3 clusters Score: Raw -28927.886482 + Penalty 807.175423 = -28120.711060 nChanged 20 SP:Iteration 5F (72.532406 sec): 3 clusters Score: Raw -28957.448809 + Penalty 856.921501 = -28100.527307 nChanged 10 SP:Iteration 6F (72.533159 sec): 3 clusters Score: Raw -28981.081006 + Penalty 885.171048 = -28095.909958 nChanged 4 SP:Iteration 7F (72.533914 sec): 3 clusters Score: Raw -28991.165862 + Penalty 907.296676 = -28083.869186 nChanged 3 SP:Iteration 8F (72.534670 sec): 3 clusters Score: Raw -28998.878481 + Penalty 915.768035 = -28083.110446 nChanged 1 SP:Iteration 9F (72.535423 sec): 3 clusters Score: Raw -29001.147285 + Penalty 919.937603 = -28081.209682 nChanged 1 SP:Iteration 10F (72.536175 sec): 3 clusters Score: Raw -29004.680833 + Penalty 919.937603 = -28084.743230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 27 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.537388 sec): 2 clusters Score: Raw -22529.630033 + Penalty 454.374336 = -22075.255697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.538023 sec): 3 clusters Score: Raw -22426.956319 + Penalty 909.486544 = -21517.469775 nChanged 69 SP:Iteration 1F (72.538648 sec): 3 clusters Score: Raw -22490.751269 + Penalty 909.268673 = -21581.482596 nChanged 21 SP:Iteration 2F (72.539273 sec): 3 clusters Score: Raw -22512.910834 + Penalty 909.770340 = -21603.140494 nChanged 7 SP:Iteration 3Q (72.539892 sec): 3 clusters Score: Raw -22517.800079 + Penalty 910.118646 = -21607.681433 nChanged 8 SP:Iteration 4Q (72.540509 sec): 3 clusters Score: Raw -22527.691677 + Penalty 911.109497 = -21616.582180 nChanged 9 SP:Iteration 5Q (72.541124 sec): 3 clusters Score: Raw -22535.806380 + Penalty 911.229012 = -21624.577368 nChanged 6 SP:Iteration 6Q (72.541733 sec): 3 clusters Score: Raw -22538.915000 + Penalty 910.767093 = -21628.147908 nChanged 2 SP:Iteration 7Q (72.542341 sec): 3 clusters Score: Raw -22540.342477 + Penalty 910.545853 = -21629.796624 nChanged 1 SP:Iteration 8Q (72.542947 sec): 3 clusters Score: Raw -22540.687975 + Penalty 910.545853 = -21630.142122 nChanged 0 SP:Iteration 9F (72.543569 sec): 3 clusters Score: Raw -22540.687975 + Penalty 910.545853 = -21630.142122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 29 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.544195 sec): 2 clusters Score: Raw -4919.917924 + Penalty 411.251472 = -4508.666452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.544507 sec): 3 clusters Score: Raw -4944.259475 + Penalty 832.062247 = -4112.197228 nChanged 3 SP:Iteration 1F (72.544815 sec): 3 clusters Score: Raw -4952.035867 + Penalty 836.156786 = -4115.879081 nChanged 1 SP:Iteration 2Q (72.545113 sec): 3 clusters Score: Raw -4954.943193 + Penalty 841.310862 = -4113.632331 nChanged 1 SP:Iteration 3F (72.545420 sec): 3 clusters Score: Raw -4957.190651 + Penalty 846.499801 = -4110.690850 nChanged 1 SP:Iteration 4F (72.545727 sec): 3 clusters Score: Raw -4961.683744 + Penalty 851.804095 = -4109.879649 nChanged 1 SP:Iteration 5F (72.546032 sec): 3 clusters Score: Raw -4964.992843 + Penalty 851.804095 = -4113.188748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.548002 sec): 2 clusters Score: Raw -52041.889975 + Penalty 755.312810 = -51286.577165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.549193 sec): 3 clusters Score: Raw -51840.323302 + Penalty 1516.655756 = -50323.667545 nChanged 139 SP:Iteration 1F (72.550385 sec): 3 clusters Score: Raw -51986.445453 + Penalty 1526.453482 = -50459.991971 nChanged 44 SP:Iteration 2F (72.551562 sec): 3 clusters Score: Raw -52044.203613 + Penalty 1542.057668 = -50502.145946 nChanged 37 SP:Iteration 3F (72.552732 sec): 3 clusters Score: Raw -52110.090120 + Penalty 1552.888685 = -50557.201435 nChanged 24 SP:Iteration 4Q (72.553894 sec): 3 clusters Score: Raw -52142.695432 + Penalty 1561.633709 = -50581.061722 nChanged 13 SP:Iteration 5Q (72.555037 sec): 3 clusters Score: Raw -52158.175734 + Penalty 1567.654585 = -50590.521149 nChanged 7 SP:Iteration 6Q (72.556206 sec): 3 clusters Score: Raw -52165.652518 + Penalty 1570.576589 = -50595.075930 nChanged 6 SP:Iteration 7Q (72.557364 sec): 3 clusters Score: Raw -52171.496437 + Penalty 1576.962156 = -50594.534281 nChanged 6 SP:Iteration 8F (72.558541 sec): 3 clusters Score: Raw -52184.200157 + Penalty 1582.979671 = -50601.220486 nChanged 10 SP:Iteration 9Q (72.559653 sec): 3 clusters Score: Raw -52205.775247 + Penalty 1588.899422 = -50616.875825 nChanged 9 SP:Iteration 10F (72.560816 sec): 3 clusters Score: Raw -52226.609076 + Penalty 1593.848526 = -50632.760551 nChanged 5 SP:Iteration 11Q (72.561903 sec): 3 clusters Score: Raw -52241.133925 + Penalty 1596.981327 = -50644.152598 nChanged 7 SP:Iteration 12Q (72.562978 sec): 3 clusters Score: Raw -52254.950509 + Penalty 1601.424138 = -50653.526371 nChanged 5 SP:Iteration 13Q (72.564059 sec): 3 clusters Score: Raw -52258.275903 + Penalty 1603.863608 = -50654.412295 nChanged 2 SP:Iteration 14Q (72.565119 sec): 3 clusters Score: Raw -52258.915364 + Penalty 1603.863608 = -50655.051756 nChanged 0 SP:Iteration 15F (72.566283 sec): 3 clusters Score: Raw -52258.915364 + Penalty 1603.863608 = -50655.051756 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.568940 sec): 2 clusters Score: Raw -64550.685391 + Penalty 181.068605 = -64369.616785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.570616 sec): 3 clusters Score: Raw -64097.636942 + Penalty 409.844646 = -63687.792296 nChanged 335 SP:Iteration 1F (72.572156 sec): 3 clusters Score: Raw -64492.803057 + Penalty 437.062174 = -64055.740883 nChanged 76 SP:Iteration 2F (72.573670 sec): 3 clusters Score: Raw -64552.699739 + Penalty 446.988976 = -64105.710763 nChanged 29 SP:Iteration 3Q (72.575165 sec): 3 clusters Score: Raw -64569.621758 + Penalty 451.005334 = -64118.616424 nChanged 11 SP:Iteration 4Q (72.576654 sec): 3 clusters Score: Raw -64574.217822 + Penalty 453.970129 = -64120.247694 nChanged 12 SP:Iteration 5Q (72.578179 sec): 3 clusters Score: Raw -64579.551642 + Penalty 454.460356 = -64125.091286 nChanged 6 SP:Iteration 6Q (72.579702 sec): 3 clusters Score: Raw -64584.115396 + Penalty 453.554699 = -64130.560697 nChanged 8 SP:Iteration 7Q (72.581202 sec): 3 clusters Score: Raw -64586.663504 + Penalty 455.685981 = -64130.977523 nChanged 5 SP:Iteration 8Q (72.582736 sec): 3 clusters Score: Raw -64587.719158 + Penalty 456.891859 = -64130.827299 nChanged 2 SP:Iteration 9F (72.584382 sec): 3 clusters Score: Raw -64587.892877 + Penalty 458.587663 = -64129.305214 nChanged 3 SP:Iteration 10F (72.586005 sec): 3 clusters Score: Raw -64588.157573 + Penalty 461.645864 = -64126.511708 nChanged 4 SP:Iteration 11F (72.587541 sec): 3 clusters Score: Raw -64588.853374 + Penalty 464.283842 = -64124.569531 nChanged 3 SP:Iteration 12F (72.589050 sec): 3 clusters Score: Raw -64589.474582 + Penalty 467.902926 = -64121.571656 nChanged 5 SP:Iteration 13F (72.590567 sec): 3 clusters Score: Raw -64591.661270 + Penalty 475.998373 = -64115.662897 nChanged 8 SP:Iteration 14F (72.592123 sec): 3 clusters Score: Raw -64595.106016 + Penalty 478.733280 = -64116.372736 nChanged 7 SP:Iteration 15Q (72.593540 sec): 3 clusters Score: Raw -64598.618752 + Penalty 480.314079 = -64118.304672 nChanged 7 SP:Iteration 16Q (72.594930 sec): 3 clusters Score: Raw -64603.083040 + Penalty 481.187227 = -64121.895813 nChanged 7 SP:Iteration 17Q (72.596350 sec): 3 clusters Score: Raw -64608.014005 + Penalty 483.872022 = -64124.141984 nChanged 5 SP:Iteration 18Q (72.597808 sec): 3 clusters Score: Raw -64609.358501 + Penalty 481.890012 = -64127.468490 nChanged 3 SP:Iteration 19Q (72.599180 sec): 3 clusters Score: Raw -64610.120904 + Penalty 483.194486 = -64126.926418 nChanged 4 SP:Iteration 20F (72.600845 sec): 3 clusters Score: Raw -64611.377148 + Penalty 486.978485 = -64124.398664 nChanged 4 SP:Iteration 21F (72.602468 sec): 3 clusters Score: Raw -64613.597615 + Penalty 488.323750 = -64125.273865 nChanged 5 SP:Iteration 22Q (72.603877 sec): 3 clusters Score: Raw -64615.292269 + Penalty 489.776053 = -64125.516216 nChanged 1 SP:Iteration 23Q (72.605220 sec): 3 clusters Score: Raw -64615.474242 + Penalty 489.776053 = -64125.698189 nChanged 0 SP:Iteration 24F (72.606731 sec): 3 clusters Score: Raw -64615.474242 + Penalty 489.776053 = -64125.698189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 34 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.607309 sec): 2 clusters Score: Raw -987.319349 + Penalty 144.795729 = -842.523620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.607539 sec): 3 clusters Score: Raw -978.127379 + Penalty 284.849187 = -693.278193 nChanged 1 SP:Iteration 1F (72.607763 sec): 3 clusters Score: Raw -979.905196 + Penalty 309.815305 = -670.089891 nChanged 2 SP:Iteration 2F (72.607983 sec): 3 clusters Score: Raw -981.449213 + Penalty 309.815305 = -671.633908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.609589 sec): 2 clusters Score: Raw -38807.017034 + Penalty 423.381899 = -38383.635135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.610598 sec): 3 clusters Score: Raw -38609.185514 + Penalty 854.232472 = -37754.953042 nChanged 138 SP:Iteration 1F (72.611541 sec): 3 clusters Score: Raw -38713.258893 + Penalty 867.236874 = -37846.022019 nChanged 45 SP:Iteration 2F (72.612468 sec): 3 clusters Score: Raw -38756.936887 + Penalty 875.710170 = -37881.226717 nChanged 27 SP:Iteration 3F (72.613476 sec): 3 clusters Score: Raw -38789.209273 + Penalty 875.832772 = -37913.376502 nChanged 16 SP:Iteration 4Q (72.614445 sec): 3 clusters Score: Raw -38803.938377 + Penalty 875.773442 = -37928.164934 nChanged 10 SP:Iteration 5Q (72.615411 sec): 3 clusters Score: Raw -38816.751946 + Penalty 873.304186 = -37943.447760 nChanged 12 SP:Iteration 6Q (72.616366 sec): 3 clusters Score: Raw -38831.620991 + Penalty 866.539065 = -37965.081926 nChanged 8 SP:Iteration 7Q (72.617261 sec): 3 clusters Score: Raw -38840.183702 + Penalty 860.890301 = -37979.293400 nChanged 6 SP:Iteration 8Q (72.618146 sec): 3 clusters Score: Raw -38843.159567 + Penalty 861.679633 = -37981.479933 nChanged 2 SP:Iteration 9Q (72.619029 sec): 3 clusters Score: Raw -38844.650760 + Penalty 862.238447 = -37982.412313 nChanged 1 SP:Iteration 10F (72.619968 sec): 3 clusters Score: Raw -38845.371002 + Penalty 863.352395 = -37982.018607 nChanged 1 SP:Iteration 11F (72.620908 sec): 3 clusters Score: Raw -38846.902964 + Penalty 864.749995 = -37982.152969 nChanged 1 SP:Iteration 12Q (72.621782 sec): 3 clusters Score: Raw -38847.767010 + Penalty 863.068753 = -37984.698257 nChanged 1 SP:Iteration 13Q (72.622655 sec): 3 clusters Score: Raw -38848.598152 + Penalty 863.068753 = -37985.529399 nChanged 0 SP:Iteration 14F (72.623594 sec): 3 clusters Score: Raw -38848.598152 + Penalty 863.068753 = -37985.529399 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 36 (6603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.653218 sec): 2 clusters Score: Raw -553885.048411 + Penalty 126.530797 = -553758.517614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.665499 sec): 3 clusters Score: Raw -549501.559241 + Penalty 249.567332 = -549251.991910 nChanged 3166 SP:Iteration 1F (72.677459 sec): 3 clusters Score: Raw -552339.862965 + Penalty 243.971463 = -552095.891503 nChanged 696 SP:Iteration 2F (72.689807 sec): 3 clusters Score: Raw -552919.463862 + Penalty 241.985194 = -552677.478668 nChanged 474 SP:Iteration 3F (72.701820 sec): 3 clusters Score: Raw -553193.613292 + Penalty 240.053766 = -552953.559526 nChanged 258 SP:Iteration 4Q (72.713647 sec): 3 clusters Score: Raw -553294.520640 + Penalty 238.660988 = -553055.859652 nChanged 167 SP:Iteration 5Q (72.725222 sec): 3 clusters Score: Raw -553357.574396 + Penalty 237.245347 = -553120.329049 nChanged 136 SP:Iteration 6Q (72.736440 sec): 3 clusters Score: Raw -553403.045857 + Penalty 235.653249 = -553167.392608 nChanged 129 SP:Iteration 7Q (72.747634 sec): 3 clusters Score: Raw -553450.680475 + Penalty 234.348950 = -553216.331525 nChanged 114 SP:Iteration 8Q (72.759142 sec): 3 clusters Score: Raw -553494.358076 + Penalty 233.478500 = -553260.879576 nChanged 110 SP:Iteration 9Q (72.770213 sec): 3 clusters Score: Raw -553536.260819 + Penalty 231.914979 = -553304.345841 nChanged 85 SP:Iteration 10F (72.781985 sec): 3 clusters Score: Raw -553562.573928 + Penalty 230.572386 = -553332.001543 nChanged 84 SP:Iteration 11Q (72.793191 sec): 3 clusters Score: Raw -553589.501612 + Penalty 229.607145 = -553359.894467 nChanged 89 SP:Iteration 12Q (72.804077 sec): 3 clusters Score: Raw -553619.606890 + Penalty 229.587954 = -553390.018935 nChanged 85 SP:Iteration 13Q (72.814941 sec): 3 clusters Score: Raw -553649.423690 + Penalty 228.815775 = -553420.607915 nChanged 81 SP:Iteration 14Q (72.825951 sec): 3 clusters Score: Raw -553678.224515 + Penalty 227.549951 = -553450.674564 nChanged 78 SP:Iteration 15Q (72.837040 sec): 3 clusters Score: Raw -553706.411837 + Penalty 226.468920 = -553479.942917 nChanged 85 SP:Iteration 16Q (72.847298 sec): 3 clusters Score: Raw -553736.131911 + Penalty 226.234593 = -553509.897318 nChanged 66 SP:Iteration 17Q (72.857946 sec): 3 clusters Score: Raw -553756.523256 + Penalty 224.944474 = -553531.578783 nChanged 50 SP:Iteration 18Q (72.868402 sec): 3 clusters Score: Raw -553768.589024 + Penalty 225.288517 = -553543.300506 nChanged 47 SP:Iteration 19Q (72.878525 sec): 3 clusters Score: Raw -553780.629315 + Penalty 223.990293 = -553556.639022 nChanged 46 SP:Iteration 20F (72.890739 sec): 3 clusters Score: Raw -553793.079224 + Penalty 224.975892 = -553568.103332 nChanged 41 SP:Iteration 21Q (72.900965 sec): 3 clusters Score: Raw -553803.139886 + Penalty 223.725685 = -553579.414201 nChanged 37 SP:Iteration 22Q (72.911699 sec): 3 clusters Score: Raw -553812.565060 + Penalty 224.323729 = -553588.241331 nChanged 27 SP:Iteration 23Q (72.921799 sec): 3 clusters Score: Raw -553818.818054 + Penalty 224.484608 = -553594.333446 nChanged 29 SP:Iteration 24Q (72.931736 sec): 3 clusters Score: Raw -553824.757639 + Penalty 225.483632 = -553599.274008 nChanged 22 SP:Iteration 25Q (72.941840 sec): 3 clusters Score: Raw -553829.377218 + Penalty 225.737054 = -553603.640164 nChanged 31 SP:Iteration 26Q (72.951867 sec): 3 clusters Score: Raw -553835.558566 + Penalty 224.767858 = -553610.790708 nChanged 25 SP:Iteration 27Q (72.961950 sec): 3 clusters Score: Raw -553840.189352 + Penalty 224.947754 = -553615.241598 nChanged 21 SP:Iteration 28Q (72.971788 sec): 3 clusters Score: Raw -553844.367210 + Penalty 223.826022 = -553620.541187 nChanged 21 SP:Iteration 29Q (72.981704 sec): 3 clusters Score: Raw -553848.306567 + Penalty 224.736194 = -553623.570373 nChanged 19 SP:Iteration 30F (72.993897 sec): 3 clusters Score: Raw -553851.286802 + Penalty 223.070711 = -553628.216091 nChanged 13 SP:Iteration 31Q (73.003664 sec): 3 clusters Score: Raw -553853.103242 + Penalty 223.963592 = -553629.139650 nChanged 15 SP:Iteration 32Q (73.013628 sec): 3 clusters Score: Raw -553855.759968 + Penalty 224.493137 = -553631.266831 nChanged 15 SP:Iteration 33Q (73.023597 sec): 3 clusters Score: Raw -553858.749855 + Penalty 224.506732 = -553634.243123 nChanged 21 SP:Iteration 34Q (73.033416 sec): 3 clusters Score: Raw -553863.312371 + Penalty 224.509044 = -553638.803327 nChanged 19 SP:Iteration 35Q (73.042946 sec): 3 clusters Score: Raw -553867.523556 + Penalty 224.010671 = -553643.512885 nChanged 14 SP:Iteration 36Q (73.052834 sec): 3 clusters Score: Raw -553869.658767 + Penalty 224.481362 = -553645.177404 nChanged 11 SP:Iteration 37Q (73.062473 sec): 3 clusters Score: Raw -553871.121652 + Penalty 224.740993 = -553646.380659 nChanged 12 SP:Iteration 38Q (73.072211 sec): 3 clusters Score: Raw -553872.849586 + Penalty 225.243583 = -553647.606003 nChanged 9 SP:Iteration 39Q (73.081775 sec): 3 clusters Score: Raw -553874.233376 + Penalty 225.877488 = -553648.355888 nChanged 9 SP:Iteration 40F (73.093851 sec): 3 clusters Score: Raw -553876.040965 + Penalty 226.802925 = -553649.238040 nChanged 9 SP:Iteration 41Q (73.103522 sec): 3 clusters Score: Raw -553877.769976 + Penalty 227.281838 = -553650.488138 nChanged 9 SP:Iteration 42Q (73.113199 sec): 3 clusters Score: Raw -553879.880779 + Penalty 227.479848 = -553652.400930 nChanged 8 SP:Iteration 43Q (73.123441 sec): 3 clusters Score: Raw -553881.391839 + Penalty 226.939804 = -553654.452035 nChanged 7 SP:Iteration 44Q (73.133033 sec): 3 clusters Score: Raw -553882.183542 + Penalty 227.453266 = -553654.730275 nChanged 4 SP:Iteration 45Q (73.142822 sec): 3 clusters Score: Raw -553882.384190 + Penalty 227.364554 = -553655.019636 nChanged 3 SP:Iteration 46Q (73.152524 sec): 3 clusters Score: Raw -553882.873026 + Penalty 227.481863 = -553655.391163 nChanged 3 SP:Iteration 47Q (73.162263 sec): 3 clusters Score: Raw -553883.209177 + Penalty 228.181385 = -553655.027793 nChanged 5 SP:Iteration 48F (73.174225 sec): 3 clusters Score: Raw -553883.719819 + Penalty 228.449282 = -553655.270536 nChanged 10 SP:Iteration 49Q (73.183906 sec): 3 clusters Score: Raw -553885.508249 + Penalty 228.655058 = -553656.853191 nChanged 5 SP:Iteration 50F (73.195892 sec): 3 clusters Score: Raw -553886.102622 + Penalty 228.314968 = -553657.787654 nChanged 5 SP:Iteration 51Q (73.205357 sec): 3 clusters Score: Raw -553886.521210 + Penalty 228.225905 = -553658.295305 nChanged 4 SP:Iteration 52Q (73.214957 sec): 3 clusters Score: Raw -553886.741666 + Penalty 228.264149 = -553658.477517 nChanged 2 SP:Iteration 53Q (73.224744 sec): 3 clusters Score: Raw -553886.830882 + Penalty 228.021706 = -553658.809176 nChanged 3 SP:Iteration 54Q (73.234373 sec): 3 clusters Score: Raw -553886.945922 + Penalty 228.021706 = -553658.924216 nChanged 0 SP:Iteration 55F (73.246117 sec): 3 clusters Score: Raw -553886.945922 + Penalty 228.021706 = -553658.924216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 38 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.251247 sec): 2 clusters Score: Raw -32001.346549 + Penalty 763.367963 = -31237.978586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.252062 sec): 3 clusters Score: Raw -31903.536300 + Penalty 1526.238417 = -30377.297883 nChanged 71 SP:Iteration 1F (73.252866 sec): 3 clusters Score: Raw -31994.175934 + Penalty 1531.769496 = -30462.406438 nChanged 31 SP:Iteration 2F (73.253664 sec): 3 clusters Score: Raw -32031.212298 + Penalty 1537.442888 = -30493.769411 nChanged 13 SP:Iteration 3Q (73.254451 sec): 3 clusters Score: Raw -32051.065297 + Penalty 1548.722934 = -30502.342363 nChanged 13 SP:Iteration 4Q (73.255207 sec): 3 clusters Score: Raw -32073.431715 + Penalty 1558.373429 = -30515.058286 nChanged 7 SP:Iteration 5Q (73.255957 sec): 3 clusters Score: Raw -32085.578150 + Penalty 1565.537652 = -30520.040498 nChanged 6 SP:Iteration 6Q (73.256699 sec): 3 clusters Score: Raw -32099.011965 + Penalty 1569.640908 = -30529.371057 nChanged 3 SP:Iteration 7Q (73.257436 sec): 3 clusters Score: Raw -32103.835249 + Penalty 1572.845593 = -30530.989656 nChanged 3 SP:Iteration 8Q (73.258166 sec): 3 clusters Score: Raw -32109.790498 + Penalty 1572.839710 = -30536.950788 nChanged 1 SP:Iteration 9Q (73.258893 sec): 3 clusters Score: Raw -32110.686157 + Penalty 1575.100707 = -30535.585450 nChanged 1 SP:Iteration 10F (73.259731 sec): 3 clusters Score: Raw -32112.664152 + Penalty 1576.768690 = -30535.895462 nChanged 2 SP:Iteration 11Q (73.260495 sec): 3 clusters Score: Raw -32115.278699 + Penalty 1578.817099 = -30536.461600 nChanged 1 SP:Iteration 12Q (73.261458 sec): 3 clusters Score: Raw -32117.870102 + Penalty 1584.382859 = -30533.487244 nChanged 2 SP:Iteration 13F (73.262304 sec): 3 clusters Score: Raw -32121.281595 + Penalty 1584.714761 = -30536.566834 nChanged 1 SP:Iteration 14Q (73.263052 sec): 3 clusters Score: Raw -32124.242239 + Penalty 1585.346805 = -30538.895433 nChanged 1 SP:Iteration 15Q (73.263798 sec): 3 clusters Score: Raw -32126.175464 + Penalty 1586.865488 = -30539.309975 nChanged 1 SP:Iteration 16Q (73.264540 sec): 3 clusters Score: Raw -32129.685113 + Penalty 1588.302985 = -30541.382127 nChanged 1 SP:Iteration 17Q (73.265284 sec): 3 clusters Score: Raw -32131.545846 + Penalty 1588.302985 = -30543.242861 nChanged 0 SP:Iteration 18F (73.266080 sec): 3 clusters Score: Raw -32131.545846 + Penalty 1588.302985 = -30543.242861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 40 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.267385 sec): 2 clusters Score: Raw -6375.709144 + Penalty 22.443182 = -6353.265963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.267647 sec): 3 clusters Score: Raw -6338.122276 + Penalty 44.886364 = -6293.235912 nChanged 32 SP:Iteration 1F (73.267898 sec): 3 clusters Score: Raw -6359.845372 + Penalty 44.886364 = -6314.959008 nChanged 5 SP:Iteration 2F (73.268141 sec): 3 clusters Score: Raw -6365.018979 + Penalty 44.886364 = -6320.132615 nChanged 5 SP:Iteration 3F (73.268385 sec): 3 clusters Score: Raw -6371.138852 + Penalty 44.886364 = -6326.252489 nChanged 2 SP:Iteration 4Q (73.268621 sec): 3 clusters Score: Raw -6372.796372 + Penalty 44.886364 = -6327.910009 nChanged 2 SP:Iteration 5Q (73.268854 sec): 3 clusters Score: Raw -6373.408900 + Penalty 44.886364 = -6328.522536 nChanged 0 SP:Iteration 6F (73.269095 sec): 3 clusters Score: Raw -6373.408900 + Penalty 44.886364 = -6328.522536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.270602 sec): 2 clusters Score: Raw -16446.223794 + Penalty 430.553696 = -16015.670099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.271168 sec): 3 clusters Score: Raw -16409.040477 + Penalty 860.140034 = -15548.900443 nChanged 48 SP:Iteration 1F (73.271720 sec): 3 clusters Score: Raw -16480.646753 + Penalty 859.088595 = -15621.558158 nChanged 10 SP:Iteration 2F (73.272270 sec): 3 clusters Score: Raw -16510.559258 + Penalty 860.273762 = -15650.285497 nChanged 10 SP:Iteration 3F (73.272821 sec): 3 clusters Score: Raw -16535.815927 + Penalty 862.712776 = -15673.103152 nChanged 8 SP:Iteration 4Q (73.273347 sec): 3 clusters Score: Raw -16548.787458 + Penalty 865.812032 = -15682.975426 nChanged 7 SP:Iteration 5Q (73.273872 sec): 3 clusters Score: Raw -16560.866709 + Penalty 868.373124 = -15692.493585 nChanged 4 SP:Iteration 6Q (73.274394 sec): 3 clusters Score: Raw -16565.413392 + Penalty 869.520911 = -15695.892481 nChanged 3 SP:Iteration 7Q (73.274918 sec): 3 clusters Score: Raw -16569.524891 + Penalty 869.423319 = -15700.101572 nChanged 3 SP:Iteration 8Q (73.275437 sec): 3 clusters Score: Raw -16582.585021 + Penalty 869.733224 = -15712.851797 nChanged 1 SP:Iteration 9Q (73.275953 sec): 3 clusters Score: Raw -16585.511026 + Penalty 869.733224 = -15715.777802 nChanged 0 SP:Iteration 10F (73.276502 sec): 3 clusters Score: Raw -16585.511026 + Penalty 869.733224 = -15715.777802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.277352 sec): 2 clusters Score: Raw -640.707822 + Penalty 202.770925 = -437.936896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.277576 sec): 3 clusters Score: Raw -712.997857 + Penalty 400.589869 = -312.407987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.280213 sec): 2 clusters Score: Raw -56291.922740 + Penalty 408.279820 = -55883.642920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.281618 sec): 3 clusters Score: Raw -55974.724813 + Penalty 860.440550 = -55114.284264 nChanged 243 SP:Iteration 1F (73.282974 sec): 3 clusters Score: Raw -56226.943814 + Penalty 918.007672 = -55308.936142 nChanged 84 SP:Iteration 2F (73.284399 sec): 3 clusters Score: Raw -56343.774793 + Penalty 938.764119 = -55405.010673 nChanged 40 SP:Iteration 3F (73.285790 sec): 3 clusters Score: Raw -56394.823286 + Penalty 945.697381 = -55449.125905 nChanged 24 SP:Iteration 4Q (73.287115 sec): 3 clusters Score: Raw -56428.101408 + Penalty 950.177912 = -55477.923496 nChanged 11 SP:Iteration 5Q (73.288359 sec): 3 clusters Score: Raw -56436.233352 + Penalty 943.733411 = -55492.499941 nChanged 7 SP:Iteration 6Q (73.289608 sec): 3 clusters Score: Raw -56438.841017 + Penalty 943.226237 = -55495.614779 nChanged 1 SP:Iteration 7Q (73.290885 sec): 3 clusters Score: Raw -56439.192404 + Penalty 941.454751 = -55497.737653 nChanged 1 SP:Iteration 8Q (73.292160 sec): 3 clusters Score: Raw -56440.871895 + Penalty 941.454751 = -55499.417143 nChanged 0 SP:Iteration 9F (73.293540 sec): 3 clusters Score: Raw -56440.871895 + Penalty 941.454751 = -55499.417143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.299049 sec): 2 clusters Score: Raw -91990.934105 + Penalty 762.856784 = -91228.077320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.300949 sec): 3 clusters Score: Raw -91576.319713 + Penalty 1526.683372 = -90049.636341 nChanged 307 SP:Iteration 1F (73.302747 sec): 3 clusters Score: Raw -91765.715283 + Penalty 1529.704947 = -90236.010336 nChanged 81 SP:Iteration 2F (73.304545 sec): 3 clusters Score: Raw -91839.173951 + Penalty 1531.728375 = -90307.445577 nChanged 48 SP:Iteration 3F (73.306300 sec): 3 clusters Score: Raw -91875.504690 + Penalty 1534.004590 = -90341.500100 nChanged 42 SP:Iteration 4Q (73.308223 sec): 3 clusters Score: Raw -91900.711439 + Penalty 1536.396243 = -90364.315196 nChanged 26 SP:Iteration 5Q (73.310029 sec): 3 clusters Score: Raw -91919.348662 + Penalty 1540.742571 = -90378.606091 nChanged 28 SP:Iteration 6Q (73.311768 sec): 3 clusters Score: Raw -91941.433593 + Penalty 1547.204032 = -90394.229562 nChanged 30 SP:Iteration 7Q (73.313535 sec): 3 clusters Score: Raw -91966.723306 + Penalty 1551.956835 = -90414.766470 nChanged 35 SP:Iteration 8Q (73.315447 sec): 3 clusters Score: Raw -91995.378438 + Penalty 1560.575767 = -90434.802671 nChanged 33 SP:Iteration 9Q (73.317347 sec): 3 clusters Score: Raw -92026.501294 + Penalty 1571.079968 = -90455.421326 nChanged 32 SP:Iteration 10F (73.319244 sec): 3 clusters Score: Raw -92047.134914 + Penalty 1584.530552 = -90462.604363 nChanged 29 SP:Iteration 11Q (73.321042 sec): 3 clusters Score: Raw -92070.266519 + Penalty 1608.782285 = -90461.484235 nChanged 35 SP:Iteration 12F (73.322833 sec): 3 clusters Score: Raw -92108.305459 + Penalty 1627.041497 = -90481.263961 nChanged 28 SP:Iteration 13Q (73.324510 sec): 3 clusters Score: Raw -92140.837997 + Penalty 1644.083705 = -90496.754292 nChanged 28 SP:Iteration 14Q (73.326145 sec): 3 clusters Score: Raw -92166.036014 + Penalty 1652.634532 = -90513.401481 nChanged 12 SP:Iteration 15Q (73.327818 sec): 3 clusters Score: Raw -92174.975065 + Penalty 1655.779699 = -90519.195366 nChanged 6 SP:Iteration 16Q (73.329434 sec): 3 clusters Score: Raw -92180.526394 + Penalty 1658.521587 = -90522.004807 nChanged 3 SP:Iteration 17Q (73.331035 sec): 3 clusters Score: Raw -92182.508232 + Penalty 1658.521587 = -90523.986645 nChanged 0 SP:Iteration 18F (73.332788 sec): 3 clusters Score: Raw -92182.508232 + Penalty 1658.521587 = -90523.986645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 52 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.335614 sec): 2 clusters Score: Raw -42671.534632 + Penalty 635.178141 = -42036.356491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.336726 sec): 3 clusters Score: Raw -42470.020344 + Penalty 1270.868659 = -41199.151685 nChanged 142 SP:Iteration 1F (73.337760 sec): 3 clusters Score: Raw -42571.580143 + Penalty 1272.530179 = -41299.049964 nChanged 37 SP:Iteration 2F (73.338783 sec): 3 clusters Score: Raw -42607.715216 + Penalty 1274.414074 = -41333.301142 nChanged 24 SP:Iteration 3F (73.339805 sec): 3 clusters Score: Raw -42628.168689 + Penalty 1276.373685 = -41351.795003 nChanged 16 SP:Iteration 4Q (73.340817 sec): 3 clusters Score: Raw -42641.137882 + Penalty 1278.307556 = -41362.830326 nChanged 11 SP:Iteration 5Q (73.341808 sec): 3 clusters Score: Raw -42645.117491 + Penalty 1281.226266 = -41363.891226 nChanged 11 SP:Iteration 6Q (73.342777 sec): 3 clusters Score: Raw -42651.931315 + Penalty 1283.824327 = -41368.106987 nChanged 10 SP:Iteration 7Q (73.343746 sec): 3 clusters Score: Raw -42658.366444 + Penalty 1289.901929 = -41368.464515 nChanged 10 SP:Iteration 8Q (73.344713 sec): 3 clusters Score: Raw -42665.985496 + Penalty 1296.279816 = -41369.705680 nChanged 11 SP:Iteration 9Q (73.345683 sec): 3 clusters Score: Raw -42678.673609 + Penalty 1301.770416 = -41376.903193 nChanged 15 SP:Iteration 10F (73.346661 sec): 3 clusters Score: Raw -42695.245281 + Penalty 1314.028495 = -41381.216786 nChanged 17 SP:Iteration 11Q (73.347621 sec): 3 clusters Score: Raw -42710.918168 + Penalty 1317.664027 = -41393.254141 nChanged 13 SP:Iteration 12Q (73.348572 sec): 3 clusters Score: Raw -42723.265972 + Penalty 1322.765017 = -41400.500956 nChanged 7 SP:Iteration 13Q (73.349586 sec): 3 clusters Score: Raw -42727.415360 + Penalty 1327.428677 = -41399.986683 nChanged 5 SP:Iteration 14F (73.350607 sec): 3 clusters Score: Raw -42730.693265 + Penalty 1329.011247 = -41401.682018 nChanged 3 SP:Iteration 15Q (73.351586 sec): 3 clusters Score: Raw -42732.115720 + Penalty 1329.011247 = -41403.104472 nChanged 0 SP:Iteration 16F (73.352603 sec): 3 clusters Score: Raw -42732.115720 + Penalty 1329.011247 = -41403.104472 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.363473 sec): 2 clusters Score: Raw -195307.411106 + Penalty 143.637869 = -195163.773237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.367761 sec): 3 clusters Score: Raw -193778.195177 + Penalty 289.179769 = -193489.015408 nChanged 1090 SP:Iteration 1F (73.372054 sec): 3 clusters Score: Raw -194472.132492 + Penalty 291.941406 = -194180.191085 nChanged 254 SP:Iteration 2F (73.376235 sec): 3 clusters Score: Raw -194696.254995 + Penalty 291.431418 = -194404.823577 nChanged 188 SP:Iteration 3F (73.380397 sec): 3 clusters Score: Raw -194878.821582 + Penalty 291.114543 = -194587.707038 nChanged 145 SP:Iteration 4F (73.384654 sec): 3 clusters Score: Raw -194960.704209 + Penalty 291.218063 = -194669.486146 nChanged 61 SP:Iteration 5Q (73.389043 sec): 3 clusters Score: Raw -194974.440577 + Penalty 291.857769 = -194682.582809 nChanged 33 SP:Iteration 6Q (73.393160 sec): 3 clusters Score: Raw -194983.833421 + Penalty 292.476575 = -194691.356847 nChanged 33 SP:Iteration 7Q (73.397204 sec): 3 clusters Score: Raw -194994.108362 + Penalty 293.658675 = -194700.449686 nChanged 46 SP:Iteration 8Q (73.401218 sec): 3 clusters Score: Raw -195008.079738 + Penalty 295.019496 = -194713.060241 nChanged 44 SP:Iteration 9Q (73.405217 sec): 3 clusters Score: Raw -195022.145912 + Penalty 296.883265 = -194725.262647 nChanged 39 SP:Iteration 10F (73.409380 sec): 3 clusters Score: Raw -195033.577603 + Penalty 298.469779 = -194735.107824 nChanged 34 SP:Iteration 11Q (73.413387 sec): 3 clusters Score: Raw -195044.130288 + Penalty 300.180480 = -194743.949808 nChanged 35 SP:Iteration 12Q (73.417837 sec): 3 clusters Score: Raw -195054.116757 + Penalty 301.823891 = -194752.292866 nChanged 37 SP:Iteration 13Q (73.422086 sec): 3 clusters Score: Raw -195065.974894 + Penalty 302.534216 = -194763.440679 nChanged 36 SP:Iteration 14Q (73.426210 sec): 3 clusters Score: Raw -195079.120824 + Penalty 303.222439 = -194775.898386 nChanged 37 SP:Iteration 15Q (73.430092 sec): 3 clusters Score: Raw -195093.352986 + Penalty 304.439794 = -194788.913192 nChanged 34 SP:Iteration 16Q (73.433995 sec): 3 clusters Score: Raw -195107.019270 + Penalty 306.606259 = -194800.413011 nChanged 33 SP:Iteration 17Q (73.438148 sec): 3 clusters Score: Raw -195118.015610 + Penalty 308.170833 = -194809.844778 nChanged 23 SP:Iteration 18Q (73.441956 sec): 3 clusters Score: Raw -195122.913905 + Penalty 307.355772 = -194815.558133 nChanged 22 SP:Iteration 19Q (73.445763 sec): 3 clusters Score: Raw -195129.631098 + Penalty 308.553190 = -194821.077907 nChanged 21 SP:Iteration 20F (73.450144 sec): 3 clusters Score: Raw -195134.682182 + Penalty 310.913420 = -194823.768762 nChanged 18 SP:Iteration 21Q (73.454264 sec): 3 clusters Score: Raw -195137.745288 + Penalty 312.059124 = -194825.686164 nChanged 14 SP:Iteration 22Q (73.458073 sec): 3 clusters Score: Raw -195140.247367 + Penalty 314.444816 = -194825.802551 nChanged 18 SP:Iteration 23Q (73.462018 sec): 3 clusters Score: Raw -195143.000653 + Penalty 315.461120 = -194827.539532 nChanged 14 SP:Iteration 24Q (73.465767 sec): 3 clusters Score: Raw -195145.073315 + Penalty 316.993585 = -194828.079730 nChanged 17 SP:Iteration 25Q (73.469639 sec): 3 clusters Score: Raw -195147.802160 + Penalty 320.023504 = -194827.778656 nChanged 18 SP:Iteration 26F (73.473989 sec): 3 clusters Score: Raw -195150.919925 + Penalty 322.402474 = -194828.517451 nChanged 14 SP:Iteration 27Q (73.477736 sec): 3 clusters Score: Raw -195152.421181 + Penalty 322.354770 = -194830.066412 nChanged 8 SP:Iteration 28Q (73.481462 sec): 3 clusters Score: Raw -195153.195008 + Penalty 323.495514 = -194829.699494 nChanged 9 SP:Iteration 29F (73.485778 sec): 3 clusters Score: Raw -195154.386692 + Penalty 325.545685 = -194828.841006 nChanged 12 SP:Iteration 30F (73.490116 sec): 3 clusters Score: Raw -195155.828631 + Penalty 327.117281 = -194828.711349 nChanged 10 SP:Iteration 31F (73.494261 sec): 3 clusters Score: Raw -195157.060027 + Penalty 329.265040 = -194827.794988 nChanged 13 SP:Iteration 32F (73.498479 sec): 3 clusters Score: Raw -195159.194964 + Penalty 330.458937 = -194828.736027 nChanged 16 SP:Iteration 33Q (73.502224 sec): 3 clusters Score: Raw -195162.076467 + Penalty 333.156760 = -194828.919707 nChanged 11 SP:Iteration 34Q (73.505907 sec): 3 clusters Score: Raw -195164.093245 + Penalty 334.872428 = -194829.220817 nChanged 15 SP:Iteration 35Q (73.509530 sec): 3 clusters Score: Raw -195167.494587 + Penalty 334.040845 = -194833.453742 nChanged 16 SP:Iteration 36Q (73.513261 sec): 3 clusters Score: Raw -195170.501657 + Penalty 334.070446 = -194836.431211 nChanged 16 SP:Iteration 37Q (73.516905 sec): 3 clusters Score: Raw -195175.103932 + Penalty 336.377738 = -194838.726194 nChanged 16 SP:Iteration 38Q (73.520684 sec): 3 clusters Score: Raw -195180.303939 + Penalty 333.879264 = -194846.424675 nChanged 18 SP:Iteration 39Q (73.524567 sec): 3 clusters Score: Raw -195184.846909 + Penalty 339.970962 = -194844.875947 nChanged 23 SP:Iteration 40F (73.529040 sec): 3 clusters Score: Raw -195190.781864 + Penalty 343.487093 = -194847.294771 nChanged 23 SP:Iteration 41Q (73.532738 sec): 3 clusters Score: Raw -195196.119709 + Penalty 339.409160 = -194856.710550 nChanged 18 SP:Iteration 42Q (73.536328 sec): 3 clusters Score: Raw -195199.534166 + Penalty 339.626441 = -194859.907725 nChanged 22 SP:Iteration 43Q (73.539866 sec): 3 clusters Score: Raw -195204.623016 + Penalty 340.114069 = -194864.508947 nChanged 16 SP:Iteration 44Q (73.543388 sec): 3 clusters Score: Raw -195210.092562 + Penalty 347.219811 = -194862.872752 nChanged 22 SP:Iteration 45F (73.547536 sec): 3 clusters Score: Raw -195221.734715 + Penalty 352.052513 = -194869.682203 nChanged 24 SP:Iteration 46Q (73.551171 sec): 3 clusters Score: Raw -195230.863337 + Penalty 358.102667 = -194872.760669 nChanged 18 SP:Iteration 47Q (73.554975 sec): 3 clusters Score: Raw -195239.293439 + Penalty 384.095167 = -194855.198272 nChanged 29 SP:Iteration 48F (73.559118 sec): 3 clusters Score: Raw -195259.863191 + Penalty 431.416736 = -194828.446455 nChanged 29 SP:Iteration 49F (73.563275 sec): 3 clusters Score: Raw -195290.031703 + Penalty 525.392866 = -194764.638837 nChanged 21 SP:Iteration 50F (73.567417 sec): 3 clusters Score: Raw -195313.684083 + Penalty 539.206783 = -194774.477300 nChanged 6 SP:Iteration 51Q (73.571063 sec): 3 clusters Score: Raw -195318.580644 + Penalty 552.303768 = -194766.276875 nChanged 1 SP:Iteration 52F (73.575567 sec): 3 clusters Score: Raw -195318.323498 + Penalty 558.699977 = -194759.623521 nChanged 2 SP:Iteration 53F (73.580117 sec): 3 clusters Score: Raw -195317.761770 + Penalty 558.699977 = -194759.061792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.586054 sec): 2 clusters Score: Raw -31537.705717 + Penalty 526.182849 = -31011.522868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.586882 sec): 3 clusters Score: Raw -31412.600496 + Penalty 1055.018218 = -30357.582278 nChanged 84 SP:Iteration 1F (73.587703 sec): 3 clusters Score: Raw -31488.605382 + Penalty 1062.671016 = -30425.934366 nChanged 33 SP:Iteration 2F (73.588511 sec): 3 clusters Score: Raw -31534.160732 + Penalty 1075.861018 = -30458.299714 nChanged 29 SP:Iteration 3F (73.589284 sec): 3 clusters Score: Raw -31568.681997 + Penalty 1099.252541 = -30469.429456 nChanged 21 SP:Iteration 4F (73.590066 sec): 3 clusters Score: Raw -31600.635382 + Penalty 1114.603396 = -30486.031986 nChanged 12 SP:Iteration 5Q (73.590845 sec): 3 clusters Score: Raw -31618.844551 + Penalty 1125.948024 = -30492.896527 nChanged 5 SP:Iteration 6Q (73.591615 sec): 3 clusters Score: Raw -31625.270962 + Penalty 1125.342394 = -30499.928568 nChanged 3 SP:Iteration 7Q (73.592378 sec): 3 clusters Score: Raw -31627.748583 + Penalty 1125.901515 = -30501.847069 nChanged 1 SP:Iteration 8Q (73.593140 sec): 3 clusters Score: Raw -31627.886060 + Penalty 1127.893869 = -30499.992191 nChanged 1 SP:Iteration 9F (73.593926 sec): 3 clusters Score: Raw -31628.063197 + Penalty 1127.893869 = -30500.169328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.594596 sec): 2 clusters Score: Raw -780.716098 + Penalty 142.504132 = -638.211965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.594825 sec): 3 clusters Score: Raw -782.275112 + Penalty 281.116736 = -501.158377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.595298 sec): 2 clusters Score: Raw -329.438256 + Penalty 56.000969 = -273.437287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.595498 sec): 3 clusters Score: Raw -337.308257 + Penalty 112.001938 = -225.306319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 61 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.598593 sec): 2 clusters Score: Raw -68327.885017 + Penalty 245.690842 = -68082.194176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.600218 sec): 3 clusters Score: Raw -67860.170413 + Penalty 501.386710 = -67358.783702 nChanged 367 SP:Iteration 1F (73.601824 sec): 3 clusters Score: Raw -68182.613121 + Penalty 512.228599 = -67670.384522 nChanged 68 SP:Iteration 2F (73.603438 sec): 3 clusters Score: Raw -68280.568610 + Penalty 517.678711 = -67762.889899 nChanged 41 SP:Iteration 3F (73.604997 sec): 3 clusters Score: Raw -68318.046814 + Penalty 518.861629 = -67799.185185 nChanged 31 SP:Iteration 4Q (73.606579 sec): 3 clusters Score: Raw -68347.338240 + Penalty 521.411896 = -67825.926344 nChanged 33 SP:Iteration 5Q (73.608102 sec): 3 clusters Score: Raw -68377.903633 + Penalty 523.270000 = -67854.633632 nChanged 27 SP:Iteration 6Q (73.609599 sec): 3 clusters Score: Raw -68394.054147 + Penalty 523.770573 = -67870.283575 nChanged 21 SP:Iteration 7Q (73.611086 sec): 3 clusters Score: Raw -68401.642693 + Penalty 523.839310 = -67877.803384 nChanged 14 SP:Iteration 8Q (73.612599 sec): 3 clusters Score: Raw -68408.334224 + Penalty 519.939963 = -67888.394261 nChanged 19 SP:Iteration 9Q (73.614125 sec): 3 clusters Score: Raw -68414.370314 + Penalty 514.681608 = -67899.688706 nChanged 16 SP:Iteration 10F (73.615712 sec): 3 clusters Score: Raw -68417.622135 + Penalty 510.620215 = -67907.001920 nChanged 11 SP:Iteration 11Q (73.617215 sec): 3 clusters Score: Raw -68419.899395 + Penalty 507.060429 = -67912.838966 nChanged 10 SP:Iteration 12Q (73.618784 sec): 3 clusters Score: Raw -68422.310534 + Penalty 503.391522 = -67918.919012 nChanged 10 SP:Iteration 13Q (73.620400 sec): 3 clusters Score: Raw -68424.326244 + Penalty 500.917952 = -67923.408292 nChanged 7 SP:Iteration 14Q (73.621992 sec): 3 clusters Score: Raw -68425.301867 + Penalty 499.902865 = -67925.399002 nChanged 3 SP:Iteration 15Q (73.623533 sec): 3 clusters Score: Raw -68425.384200 + Penalty 499.602699 = -67925.781501 nChanged 1 SP:Iteration 16Q (73.625135 sec): 3 clusters Score: Raw -68425.402215 + Penalty 499.602699 = -67925.799516 nChanged 0 SP:Iteration 17F (73.626804 sec): 3 clusters Score: Raw -68425.402215 + Penalty 499.602699 = -67925.799516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 65 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.627505 sec): 2 clusters Score: Raw -5686.745198 + Penalty 352.173799 = -5334.571399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.627829 sec): 3 clusters Score: Raw -5681.178087 + Penalty 714.864791 = -4966.313296 nChanged 7 SP:Iteration 1F (73.628145 sec): 3 clusters Score: Raw -5693.558910 + Penalty 719.732122 = -4973.826788 nChanged 2 SP:Iteration 2Q (73.628457 sec): 3 clusters Score: Raw -5696.733843 + Penalty 719.732122 = -4977.001721 nChanged 0 SP:Iteration 3F (73.628773 sec): 3 clusters Score: Raw -5696.733843 + Penalty 719.732122 = -4977.001721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 68 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.629513 sec): 2 clusters Score: Raw -9065.617583 + Penalty 416.232224 = -8649.385359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.629903 sec): 3 clusters Score: Raw -9060.285279 + Penalty 828.863718 = -8231.421561 nChanged 14 SP:Iteration 1F (73.630289 sec): 3 clusters Score: Raw -9077.023182 + Penalty 837.520761 = -8239.502421 nChanged 8 SP:Iteration 2F (73.630671 sec): 3 clusters Score: Raw -9098.493929 + Penalty 863.275208 = -8235.218722 nChanged 8 SP:Iteration 3F (73.631054 sec): 3 clusters Score: Raw -9119.722011 + Penalty 885.098529 = -8234.623482 nChanged 5 SP:Iteration 4F (73.631438 sec): 3 clusters Score: Raw -9128.794985 + Penalty 899.115951 = -8229.679035 nChanged 3 SP:Iteration 5F (73.631829 sec): 3 clusters Score: Raw -9133.229362 + Penalty 904.303339 = -8228.926023 nChanged 2 SP:Iteration 6F (73.632211 sec): 3 clusters Score: Raw -9140.657534 + Penalty 917.744145 = -8222.913389 nChanged 3 SP:Iteration 7F (73.632594 sec): 3 clusters Score: Raw -9150.636458 + Penalty 920.298618 = -8230.337840 nChanged 1 SP:Iteration 8Q (73.632946 sec): 3 clusters Score: Raw -9153.512745 + Penalty 920.298618 = -8233.214127 nChanged 0 SP:Iteration 9F (73.633327 sec): 3 clusters Score: Raw -9153.512745 + Penalty 920.298618 = -8233.214127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 70 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.634454 sec): 2 clusters Score: Raw -12450.038246 + Penalty 508.812706 = -11941.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.634911 sec): 3 clusters Score: Raw -12436.747438 + Penalty 1039.823364 = -11396.924074 nChanged 34 SP:Iteration 1F (73.635383 sec): 3 clusters Score: Raw -12497.741308 + Penalty 1058.041449 = -11439.699859 nChanged 9 SP:Iteration 2F (73.635840 sec): 3 clusters Score: Raw -12517.644843 + Penalty 1067.716958 = -11449.927885 nChanged 3 SP:Iteration 3Q (73.636283 sec): 3 clusters Score: Raw -12530.523631 + Penalty 1072.359297 = -11458.164335 nChanged 1 SP:Iteration 4Q (73.636715 sec): 3 clusters Score: Raw -12532.025841 + Penalty 1072.359297 = -11459.666544 nChanged 0 SP:Iteration 5F (73.637171 sec): 3 clusters Score: Raw -12532.025841 + Penalty 1072.359297 = -11459.666544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 84 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.638348 sec): 2 clusters Score: Raw -12506.121240 + Penalty 590.155753 = -11915.965487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.638813 sec): 3 clusters Score: Raw -12530.236096 + Penalty 1183.120685 = -11347.115412 nChanged 20 SP:Iteration 1F (73.639262 sec): 3 clusters Score: Raw -12585.052825 + Penalty 1183.142838 = -11401.909987 nChanged 6 SP:Iteration 2Q (73.639694 sec): 3 clusters Score: Raw -12599.452192 + Penalty 1185.166091 = -11414.286101 nChanged 2 SP:Iteration 3Q (73.640127 sec): 3 clusters Score: Raw -12606.833199 + Penalty 1185.166091 = -11421.667107 nChanged 0 SP:Iteration 4F (73.640578 sec): 3 clusters Score: Raw -12606.833199 + Penalty 1185.166091 = -11421.667107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.641403 sec): 2 clusters Score: Raw -500.923927 + Penalty 150.561460 = -350.362467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.641637 sec): 3 clusters Score: Raw -526.516085 + Penalty 301.122921 = -225.393164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.642097 sec): 2 clusters Score: Raw -83.819801 + Penalty 0.000000 = -83.819801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.642281 sec): 2 clusters Score: Raw -83.819801 + Penalty 0.000000 = -83.819801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.642751 sec): 2 clusters Score: Raw -353.949094 + Penalty 135.847609 = -218.101484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.642956 sec): 3 clusters Score: Raw -355.650846 + Penalty 268.928789 = -86.722057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.643421 sec): 2 clusters Score: Raw -83.268242 + Penalty 0.000000 = -83.268242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.643611 sec): 2 clusters Score: Raw -83.268242 + Penalty 0.000000 = -83.268242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.644348 sec): 2 clusters Score: Raw -8972.231375 + Penalty 601.713257 = -8370.518119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.644750 sec): 3 clusters Score: Raw -9036.174630 + Penalty 1200.985557 = -7835.189073 nChanged 9 SP:Iteration 1F (73.645151 sec): 3 clusters Score: Raw -9064.796871 + Penalty 1201.398307 = -7863.398564 nChanged 1 SP:Iteration 2Q (73.645529 sec): 3 clusters Score: Raw -9066.986307 + Penalty 1201.966442 = -7865.019865 nChanged 1 SP:Iteration 3Q (73.645931 sec): 3 clusters Score: Raw -9070.451867 + Penalty 1201.966442 = -7868.485425 nChanged 0 SP:Iteration 4F (73.646327 sec): 3 clusters Score: Raw -9070.451867 + Penalty 1201.966442 = -7868.485425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.646788 sec): 2 clusters Score: Raw -159.003935 + Penalty 3.465736 = -155.538199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.646977 sec): 3 clusters Score: Raw -155.841817 + Penalty 6.931472 = -148.910345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 110 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.647563 sec): 2 clusters Score: Raw -3796.026054 + Penalty 290.523053 = -3505.503001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.647860 sec): 3 clusters Score: Raw -3806.917133 + Penalty 599.380357 = -3207.536776 nChanged 3 SP:Iteration 1F (73.648147 sec): 3 clusters Score: Raw -3813.444379 + Penalty 602.833224 = -3210.611155 nChanged 1 SP:Iteration 2Q (73.648433 sec): 3 clusters Score: Raw -3814.909032 + Penalty 602.833224 = -3212.075808 nChanged 0 SP:Iteration 3F (73.648721 sec): 3 clusters Score: Raw -3814.909032 + Penalty 602.833224 = -3212.075808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 121 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.649252 sec): 2 clusters Score: Raw -2262.116685 + Penalty 186.341186 = -2075.775499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.649509 sec): 3 clusters Score: Raw -2280.660080 + Penalty 369.899544 = -1910.760536 nChanged 1 SP:Iteration 1Q (73.649757 sec): 3 clusters Score: Raw -2283.321406 + Penalty 370.862259 = -1912.459147 nChanged 1 SP:Iteration 2Q (73.650005 sec): 3 clusters Score: Raw -2286.309019 + Penalty 372.682371 = -1913.626648 nChanged 1 SP:Iteration 3Q (73.650253 sec): 3 clusters Score: Raw -2288.674888 + Penalty 372.682371 = -1915.992517 nChanged 0 SP:Iteration 4F (73.650506 sec): 3 clusters Score: Raw -2288.674888 + Penalty 372.682371 = -1915.992517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.650966 sec): 2 clusters Score: Raw -166.302748 + Penalty 19.061547 = -147.241201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.651149 sec): 2 clusters Score: Raw -166.302748 + Penalty 19.061547 = -147.241201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 125 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.651663 sec): 2 clusters Score: Raw -1592.746104 + Penalty 103.787246 = -1488.958858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.651907 sec): 3 clusters Score: Raw -1595.205338 + Penalty 201.772528 = -1393.432811 nChanged 4 SP:Iteration 1F (73.652149 sec): 3 clusters Score: Raw -1600.128929 + Penalty 201.772528 = -1398.356402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 129 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.652704 sec): 2 clusters Score: Raw -3093.715894 + Penalty 293.799278 = -2799.916616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.652978 sec): 3 clusters Score: Raw -3118.777088 + Penalty 574.686621 = -2544.090467 nChanged 2 SP:Iteration 1F (73.653248 sec): 3 clusters Score: Raw -3124.577977 + Penalty 574.686621 = -2549.891356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 150 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.653827 sec): 2 clusters Score: Raw -3345.451368 + Penalty 125.078045 = -3220.373322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.654137 sec): 3 clusters Score: Raw -3337.325683 + Penalty 259.977911 = -3077.347773 nChanged 7 SP:Iteration 1F (73.654419 sec): 3 clusters Score: Raw -3357.325675 + Penalty 270.127114 = -3087.198561 nChanged 2 SP:Iteration 2Q (73.654695 sec): 3 clusters Score: Raw -3366.515682 + Penalty 275.778510 = -3090.737172 nChanged 1 SP:Iteration 3Q (73.654969 sec): 3 clusters Score: Raw -3374.892439 + Penalty 275.778510 = -3099.113928 nChanged 0 SP:Iteration 4F (73.655253 sec): 3 clusters Score: Raw -3374.892439 + Penalty 275.778510 = -3099.113928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 154 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.655782 sec): 2 clusters Score: Raw -2199.367214 + Penalty 174.316303 = -2025.050911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.656036 sec): 3 clusters Score: Raw -2202.559354 + Penalty 351.135181 = -1851.424173 nChanged 1 SP:Iteration 1Q (73.656284 sec): 3 clusters Score: Raw -2205.965725 + Penalty 351.135181 = -1854.830544 nChanged 0 SP:Iteration 2F (73.656533 sec): 3 clusters Score: Raw -2205.965725 + Penalty 351.135181 = -1854.830544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.656988 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.657170 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.657647 sec): 2 clusters Score: Raw -408.489372 + Penalty 127.866647 = -280.622725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.657861 sec): 3 clusters Score: Raw -409.098430 + Penalty 355.983555 = -53.114875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.658339 sec): 2 clusters Score: Raw -415.886972 + Penalty 85.317592 = -330.569380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.658552 sec): 3 clusters Score: Raw -411.785972 + Penalty 162.547381 = -249.238591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.659018 sec): 2 clusters Score: Raw -172.045414 + Penalty 43.537655 = -128.507759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.659211 sec): 2 clusters Score: Raw -172.045414 + Penalty 43.537655 = -128.507759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 224 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.659873 sec): 2 clusters Score: Raw -6299.185347 + Penalty 327.068161 = -5972.117186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.660221 sec): 3 clusters Score: Raw -6284.662188 + Penalty 648.535970 = -5636.126219 nChanged 9 SP:Iteration 1F (73.660563 sec): 3 clusters Score: Raw -6296.500381 + Penalty 642.244719 = -5654.255662 nChanged 7 SP:Iteration 2F (73.660903 sec): 3 clusters Score: Raw -6309.440857 + Penalty 646.292665 = -5663.148192 nChanged 4 SP:Iteration 3F (73.661244 sec): 3 clusters Score: Raw -6314.994162 + Penalty 639.205411 = -5675.788751 nChanged 2 SP:Iteration 4Q (73.661579 sec): 3 clusters Score: Raw -6319.251443 + Penalty 639.205411 = -5680.046032 nChanged 0 SP:Iteration 5F (73.661919 sec): 3 clusters Score: Raw -6319.251443 + Penalty 639.205411 = -5680.046032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.662379 sec): 2 clusters Score: Raw -161.597971 + Penalty 10.701370 = -150.896601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.662580 sec): 2 clusters Score: Raw -161.597971 + Penalty 10.701370 = -150.896601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.663043 sec): 2 clusters Score: Raw -161.699728 + Penalty 12.499779 = -149.199949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.663241 sec): 3 clusters Score: Raw -159.160434 + Penalty 24.999558 = -134.160876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.663694 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.663876 sec): 2 clusters Score: Raw -78.431734 + Penalty 0.000000 = -78.431734 nChanged 0 Deleting Class 168 (5 points): Lose 107.219031 but Gain 836.079681 Iteration 119Q (73.842147 sec): 64 clusters Score: Raw -3098902.139734 + Penalty 43114.689100 = -3055787.450634 nChanged 45 Deleting Class 29 (58 points): Lose 368.370310 but Gain 1076.749644 Iteration 120F (74.911968 sec): 63 clusters Score: Raw -3098595.151985 + Penalty 42264.140348 = -3056331.011637 nChanged 91 Deleting Class 24 (8 points): Lose 48.100180 but Gain 753.496443 Iteration 121Q (75.066105 sec): 62 clusters Score: Raw -3098748.524170 + Penalty 41572.618870 = -3057175.905299 nChanged 41 Deleting Class 88 (4 points): Lose 346.603375 but Gain 1031.243354 Iteration 122Q (75.214635 sec): 61 clusters Score: Raw -3098437.868986 + Penalty 40281.422833 = -3058156.446153 nChanged 32 Deleting Class 57 (10 points): Lose 51.992251 but Gain 711.293417 Iteration 123Q (75.363296 sec): 60 clusters Score: Raw -3098409.203865 + Penalty 39553.633734 = -3058855.570131 nChanged 27 Deleting Class 209 (2 points): Lose 9.987963 but Gain 661.004159 Iteration 124Q (75.509579 sec): 59 clusters Score: Raw -3098430.004030 + Penalty 38884.558832 = -3059545.445198 nChanged 18 Deleting Class 65 (65 points): Lose 280.260560 but Gain 909.499548 Iteration 125Q (75.655125 sec): 58 clusters Score: Raw -3098162.544667 + Penalty 37955.562631 = -3060206.982035 nChanged 80 Deleting Class 85 (6 points): Lose 298.947208 but Gain 884.298176 Iteration 126Q (75.802610 sec): 57 clusters Score: Raw -3097983.592467 + Penalty 37076.742361 = -3060906.850105 nChanged 33 Deleting Class 34 (11 points): Lose 58.173631 but Gain 635.462841 Iteration 127Q (75.946369 sec): 56 clusters Score: Raw -3097958.287872 + Penalty 36434.753903 = -3061523.533969 nChanged 30 Deleting Class 70 (137 points): Lose 518.837136 but Gain 1080.367997 Iteration 128Q (76.090785 sec): 55 clusters Score: Raw -3097455.366182 + Penalty 35648.951086 = -3061806.415095 nChanged 145 Deleting Class 84 (140 points): Lose 704.244630 but Gain 1256.781987 Iteration 129Q (76.234383 sec): 54 clusters Score: Raw -3097032.163542 + Penalty 34553.687444 = -3062478.476098 nChanged 178 Deleting Class 16 (160 points): Lose 947.293802 but Gain 1493.863724 Iteration 130F (77.117894 sec): 53 clusters Score: Raw -3096532.647296 + Penalty 33384.694804 = -3063147.952493 nChanged 206 Deleting Class 110 (53 points): Lose 342.815033 but Gain 897.524615 Iteration 131Q (77.262736 sec): 52 clusters Score: Raw -3096755.776928 + Penalty 33698.812284 = -3063056.964644 nChanged 116 Deleting Class 230 (7 points): Lose 110.446745 but Gain 746.997038 Iteration 132F (78.127010 sec): 51 clusters Score: Raw -3096954.069394 + Penalty 33134.286602 = -3063819.782792 nChanged 67 Deleting Class 42 (9 points): Lose 441.129665 but Gain 971.171331 Iteration 133Q (78.266397 sec): 50 clusters Score: Raw -3096641.217921 + Penalty 32199.798482 = -3064441.419439 nChanged 54 Deleting Class 129 (66 points): Lose 530.620930 but Gain 1057.659246 Iteration 134Q (78.405874 sec): 49 clusters Score: Raw -3096192.067985 + Penalty 31464.842393 = -3064727.225592 nChanged 102 Deleting Class 200 (13 points): Lose 165.707713 but Gain 894.590783 Iteration 135Q (78.544598 sec): 48 clusters Score: Raw -3096296.286290 + Penalty 30853.035582 = -3065443.250708 nChanged 71 Deleting Class 27 (246 points): Lose 409.591966 but Gain 869.122422 Iteration 136Q (78.681666 sec): 47 clusters Score: Raw -3096052.046822 + Penalty 30093.984160 = -3065958.062662 nChanged 298 Deleting Class 68 (117 points): Lose 473.435772 but Gain 930.971895 Iteration 137Q (78.820653 sec): 46 clusters Score: Raw -3095936.147401 + Penalty 29258.764733 = -3066677.382668 nChanged 198 Deleting Class 87 (1 points): Lose 79.758704 but Gain 535.287532 Iteration 138Q (78.958909 sec): 45 clusters Score: Raw -3096082.007355 + Penalty 28745.153466 = -3067336.853889 nChanged 75 Deleting Class 121 (29 points): Lose 236.710367 but Gain 679.077928 Iteration 139Q (79.091969 sec): 44 clusters Score: Raw -3095879.546293 + Penalty 28019.817431 = -3067859.728862 nChanged 73 Deleting Class 104 (19 points): Lose 143.911744 but Gain 609.164327 Iteration 140F (79.823208 sec): 43 clusters Score: Raw -3095824.115844 + Penalty 27509.134729 = -3068314.981115 nChanged 60 Deleting Class 60 (6 points): Lose 151.651474 but Gain 687.018700 Iteration 141Q (79.955313 sec): 42 clusters Score: Raw -3095800.266859 + Penalty 26842.739914 = -3068957.526945 nChanged 46 Deleting Class 154 (46 points): Lose 218.531611 but Gain 586.368601 Iteration 142Q (80.086887 sec): 41 clusters Score: Raw -3095672.084246 + Penalty 26238.085994 = -3069433.998252 nChanged 67 Deleting Class 224 (158 points): Lose 738.717297 but Gain 1064.590883 Iteration 143Q (80.217687 sec): 40 clusters Score: Raw -3095026.735837 + Penalty 25335.253677 = -3069691.482160 nChanged 175 Deleting Class 19 (311 points): Lose 695.835160 but Gain 992.116373 Iteration 144Q (80.348923 sec): 39 clusters Score: Raw -3094764.439189 + Penalty 24456.961447 = -3070307.477742 nChanged 368 Deleting Class 123 (2 points): Lose 58.498073 but Gain 289.399191 Iteration 145Q (80.482184 sec): 38 clusters Score: Raw -3095155.867167 + Penalty 24170.179921 = -3070985.687246 nChanged 106 Deleting Class 228 (2 points): Lose 36.674475 but Gain 162.472004 Iteration 146Q (80.609094 sec): 37 clusters Score: Raw -3095151.631598 + Penalty 24006.513228 = -3071145.118370 nChanged 58 Deleting Class 234 (1 points): Lose 15.080294 but Gain 52.618035 Iteration 147Q (80.733452 sec): 36 clusters Score: Raw -3095155.926988 + Penalty 23959.962590 = -3071195.964398 nChanged 47 Deleting Class 162 (1 points): Lose 15.707093 but Gain 52.618035 Iteration 148Q (80.858097 sec): 35 clusters Score: Raw -3095161.667891 + Penalty 23913.356378 = -3071248.311513 nChanged 42 Deleting Class 11 (2 points): Lose 72.427582 but Gain 99.974266 Iteration 149Q (80.980612 sec): 34 clusters Score: Raw -3095104.413215 + Penalty 23819.600355 = -3071284.812860 nChanged 27 Deleting Class 150 (104 points): Lose 715.409167 but Gain 735.152788 Iteration 150F (81.576701 sec): 33 clusters Score: Raw -3094422.457936 + Penalty 23057.489166 = -3071364.968770 nChanged 122 Deleting Class 95 (1 points): Lose 33.009896 but Gain 52.618035 Iteration 151Q (81.699148 sec): 32 clusters Score: Raw -3094623.000061 + Penalty 23009.931925 = -3071613.068135 nChanged 48 Deleting Class 26 (329 points): Lose 647.969859 but Gain 664.584885 Iteration 152Q (81.822537 sec): 31 clusters Score: Raw -3094003.306345 + Penalty 22351.444109 = -3071651.862237 nChanged 356 Deleting Class 4 (245 points): Lose 243.511974 but Gain 253.355371 Iteration 153Q (81.949441 sec): 30 clusters Score: Raw -3094165.298310 + Penalty 22091.449698 = -3072073.848613 nChanged 331 Iteration 154Q (82.074506 sec): 30 clusters Score: Raw -3094443.690918 + Penalty 22092.323369 = -3072351.367549 nChanged 63 Iteration 155Q (82.195078 sec): 30 clusters Score: Raw -3094454.744272 + Penalty 22089.541904 = -3072365.202367 nChanged 38 Iteration 156Q (82.318734 sec): 30 clusters Score: Raw -3094458.629828 + Penalty 22088.738286 = -3072369.891542 nChanged 30 Iteration 157Q (82.440039 sec): 30 clusters Score: Raw -3094461.248634 + Penalty 22089.880579 = -3072371.368055 nChanged 24 Iteration 158Q (82.560113 sec): 30 clusters Score: Raw -3094464.089527 + Penalty 22090.270533 = -3072373.818994 nChanged 22 Iteration 159Q (82.679991 sec): 30 clusters Score: Raw -3094467.232627 + Penalty 22089.644149 = -3072377.588478 nChanged 17 Iteration 160F (83.216453 sec): 30 clusters Score: Raw -3094470.467897 + Penalty 22090.109911 = -3072380.357986 nChanged 12 Iteration 161Q (83.335019 sec): 30 clusters Score: Raw -3094471.347435 + Penalty 22090.666669 = -3072380.680766 nChanged 6 Iteration 162Q (83.455587 sec): 30 clusters Score: Raw -3094472.086028 + Penalty 22091.149505 = -3072380.936522 nChanged 6 Iteration 163Q (83.576480 sec): 30 clusters Score: Raw -3094472.637648 + Penalty 22092.854914 = -3072379.782734 nChanged 1 Iteration 164F (84.115979 sec): 30 clusters Score: Raw -3094472.648792 + Penalty 22091.925804 = -3072380.722988 nChanged 1 Iteration 165Q (84.236719 sec): 30 clusters Score: Raw -3094472.803973 + Penalty 22091.014767 = -3072381.789207 nChanged 1 Iteration 166Q (84.358089 sec): 30 clusters Score: Raw -3094473.011045 + Penalty 22091.014767 = -3072381.996279 nChanged 0 Iteration 167F (84.898163 sec): 30 clusters Score: Raw -3094473.011045 + Penalty 22091.014767 = -3072381.996279 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -3094473.011045 + Penalty 22091.014767 = -3072381.996279Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 1 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.024067 sec): 2 clusters Score: Raw -53017.568138 + Penalty 666.370801 = -52351.197337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.025298 sec): 3 clusters Score: Raw -52743.157966 + Penalty 1336.277483 = -51406.880483 nChanged 183 SP:Iteration 1F (85.026476 sec): 3 clusters Score: Raw -52872.111143 + Penalty 1335.407243 = -51536.703901 nChanged 67 SP:Iteration 2F (85.027651 sec): 3 clusters Score: Raw -52929.384791 + Penalty 1329.572310 = -51599.812481 nChanged 36 SP:Iteration 3F (85.028823 sec): 3 clusters Score: Raw -52962.991259 + Penalty 1321.856927 = -51641.134332 nChanged 25 SP:Iteration 4Q (85.029989 sec): 3 clusters Score: Raw -52994.861112 + Penalty 1315.721032 = -51679.140080 nChanged 16 SP:Iteration 5Q (85.031150 sec): 3 clusters Score: Raw -53015.681654 + Penalty 1310.672240 = -51705.009413 nChanged 11 SP:Iteration 6Q (85.032304 sec): 3 clusters Score: Raw -53023.606415 + Penalty 1308.902886 = -51714.703530 nChanged 9 SP:Iteration 7Q (85.033457 sec): 3 clusters Score: Raw -53030.661045 + Penalty 1306.071562 = -51724.589483 nChanged 5 SP:Iteration 8Q (85.034610 sec): 3 clusters Score: Raw -53033.915125 + Penalty 1306.611702 = -51727.303423 nChanged 4 SP:Iteration 9Q (85.035759 sec): 3 clusters Score: Raw -53037.144131 + Penalty 1306.117047 = -51731.027084 nChanged 2 SP:Iteration 10F (85.036944 sec): 3 clusters Score: Raw -53038.032242 + Penalty 1305.187367 = -51732.844875 nChanged 2 SP:Iteration 11Q (85.038095 sec): 3 clusters Score: Raw -53039.340583 + Penalty 1305.611265 = -51733.729318 nChanged 1 SP:Iteration 12Q (85.039228 sec): 3 clusters Score: Raw -53039.899743 + Penalty 1305.611265 = -51734.288478 nChanged 0 SP:Iteration 13F (85.040384 sec): 3 clusters Score: Raw -53039.899743 + Penalty 1305.611265 = -51734.288478 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 2 (9166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.083422 sec): 2 clusters Score: Raw -751408.064850 + Penalty 255.657544 = -751152.407306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.100912 sec): 3 clusters Score: Raw -745237.049115 + Penalty 566.613596 = -744670.435519 nChanged 4329 SP:Iteration 1F (85.117983 sec): 3 clusters Score: Raw -748879.630259 + Penalty 563.892095 = -748315.738164 nChanged 937 SP:Iteration 2F (85.134731 sec): 3 clusters Score: Raw -750114.007751 + Penalty 540.050848 = -749573.956903 nChanged 322 SP:Iteration 3Q (85.151279 sec): 3 clusters Score: Raw -750686.638462 + Penalty 520.484440 = -750166.154023 nChanged 186 SP:Iteration 4Q (85.165549 sec): 3 clusters Score: Raw -750876.355390 + Penalty 508.807521 = -750367.547869 nChanged 148 SP:Iteration 5Q (85.180123 sec): 3 clusters Score: Raw -750983.068116 + Penalty 494.833326 = -750488.234790 nChanged 135 SP:Iteration 6Q (85.194107 sec): 3 clusters Score: Raw -751072.609900 + Penalty 484.749909 = -750587.859991 nChanged 116 SP:Iteration 7Q (85.208143 sec): 3 clusters Score: Raw -751140.631252 + Penalty 477.199644 = -750663.431608 nChanged 115 SP:Iteration 8Q (85.222491 sec): 3 clusters Score: Raw -751199.327256 + Penalty 468.076698 = -750731.250557 nChanged 100 SP:Iteration 9Q (85.236778 sec): 3 clusters Score: Raw -751250.413375 + Penalty 462.782772 = -750787.630602 nChanged 74 SP:Iteration 10F (85.253941 sec): 3 clusters Score: Raw -751284.528323 + Penalty 458.081274 = -750826.447050 nChanged 59 SP:Iteration 11Q (85.267665 sec): 3 clusters Score: Raw -751306.180616 + Penalty 454.060991 = -750852.119625 nChanged 54 SP:Iteration 12Q (85.282238 sec): 3 clusters Score: Raw -751322.785844 + Penalty 452.898653 = -750869.887192 nChanged 45 SP:Iteration 13Q (85.295876 sec): 3 clusters Score: Raw -751335.617841 + Penalty 451.249230 = -750884.368610 nChanged 29 SP:Iteration 14Q (85.309468 sec): 3 clusters Score: Raw -751343.218319 + Penalty 452.731184 = -750890.487136 nChanged 23 SP:Iteration 15Q (85.323287 sec): 3 clusters Score: Raw -751348.165085 + Penalty 454.018848 = -750894.146237 nChanged 23 SP:Iteration 16Q (85.336733 sec): 3 clusters Score: Raw -751354.210857 + Penalty 455.268559 = -750898.942298 nChanged 18 SP:Iteration 17Q (85.350969 sec): 3 clusters Score: Raw -751358.395036 + Penalty 457.836694 = -750900.558342 nChanged 18 SP:Iteration 18Q (85.364702 sec): 3 clusters Score: Raw -751364.094770 + Penalty 460.616719 = -750903.478050 nChanged 16 SP:Iteration 19Q (85.378146 sec): 3 clusters Score: Raw -751368.660262 + Penalty 459.579008 = -750909.081254 nChanged 12 SP:Iteration 20F (85.395393 sec): 3 clusters Score: Raw -751371.949611 + Penalty 453.979618 = -750917.969993 nChanged 9 SP:Iteration 21Q (85.409187 sec): 3 clusters Score: Raw -751374.268056 + Penalty 449.054482 = -750925.213574 nChanged 9 SP:Iteration 22Q (85.423015 sec): 3 clusters Score: Raw -751376.280439 + Penalty 448.158943 = -750928.121496 nChanged 5 SP:Iteration 23Q (85.436386 sec): 3 clusters Score: Raw -751377.089467 + Penalty 447.311707 = -750929.777761 nChanged 3 SP:Iteration 24Q (85.449880 sec): 3 clusters Score: Raw -751377.430433 + Penalty 446.723155 = -750930.707278 nChanged 3 SP:Iteration 25Q (85.463568 sec): 3 clusters Score: Raw -751378.132881 + Penalty 446.112801 = -750932.020080 nChanged 2 SP:Iteration 26Q (85.477074 sec): 3 clusters Score: Raw -751378.351714 + Penalty 445.548390 = -750932.803325 nChanged 1 SP:Iteration 27Q (85.491274 sec): 3 clusters Score: Raw -751378.523597 + Penalty 445.647560 = -750932.876037 nChanged 1 SP:Iteration 28Q (85.507098 sec): 3 clusters Score: Raw -751378.692646 + Penalty 446.507992 = -750932.184654 nChanged 2 SP:Iteration 29F (85.526189 sec): 3 clusters Score: Raw -751379.011363 + Penalty 446.507992 = -750932.503370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 3 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.531457 sec): 2 clusters Score: Raw -15530.376185 + Penalty 270.531430 = -15259.844755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.531981 sec): 3 clusters Score: Raw -15460.115185 + Penalty 548.217801 = -14911.897383 nChanged 47 SP:Iteration 1F (85.532495 sec): 3 clusters Score: Raw -15510.025042 + Penalty 564.107822 = -14945.917220 nChanged 11 SP:Iteration 2F (85.533007 sec): 3 clusters Score: Raw -15525.485281 + Penalty 592.533236 = -14932.952045 nChanged 12 SP:Iteration 3F (85.533518 sec): 3 clusters Score: Raw -15543.522572 + Penalty 614.089313 = -14929.433259 nChanged 12 SP:Iteration 4F (85.534067 sec): 3 clusters Score: Raw -15566.473620 + Penalty 636.611268 = -14929.862352 nChanged 8 SP:Iteration 5Q (85.534556 sec): 3 clusters Score: Raw -15577.677947 + Penalty 660.413361 = -14917.264586 nChanged 5 SP:Iteration 6F (85.535067 sec): 3 clusters Score: Raw -15589.944461 + Penalty 666.957857 = -14922.986604 nChanged 2 SP:Iteration 7Q (85.535537 sec): 3 clusters Score: Raw -15591.987937 + Penalty 669.575513 = -14922.412423 nChanged 1 SP:Iteration 8F (85.536047 sec): 3 clusters Score: Raw -15592.335571 + Penalty 673.843486 = -14918.492085 nChanged 1 SP:Iteration 9F (85.536557 sec): 3 clusters Score: Raw -15593.447798 + Penalty 671.936507 = -14921.511291 nChanged 1 SP:Iteration 10F (85.537068 sec): 3 clusters Score: Raw -15594.506191 + Penalty 671.936507 = -14922.569684 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.541421 sec): 2 clusters Score: Raw -75601.669653 + Penalty 464.452200 = -75137.217453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.543146 sec): 3 clusters Score: Raw -75204.487260 + Penalty 927.930660 = -74276.556600 nChanged 326 SP:Iteration 1F (85.544776 sec): 3 clusters Score: Raw -75491.575419 + Penalty 923.887206 = -74567.688213 nChanged 112 SP:Iteration 2F (85.546398 sec): 3 clusters Score: Raw -75691.501350 + Penalty 920.628144 = -74770.873207 nChanged 94 SP:Iteration 3F (85.548019 sec): 3 clusters Score: Raw -75820.469840 + Penalty 918.804662 = -74901.665177 nChanged 66 SP:Iteration 4F (85.549613 sec): 3 clusters Score: Raw -75882.648979 + Penalty 918.930534 = -74963.718445 nChanged 26 SP:Iteration 5Q (85.551176 sec): 3 clusters Score: Raw -75898.095159 + Penalty 918.885637 = -74979.209522 nChanged 13 SP:Iteration 6Q (85.552855 sec): 3 clusters Score: Raw -75904.975106 + Penalty 919.580464 = -74985.394643 nChanged 9 SP:Iteration 7Q (85.554549 sec): 3 clusters Score: Raw -75909.963960 + Penalty 920.295080 = -74989.668881 nChanged 5 SP:Iteration 8Q (85.556227 sec): 3 clusters Score: Raw -75913.413440 + Penalty 919.738499 = -74993.674941 nChanged 3 SP:Iteration 9Q (85.557847 sec): 3 clusters Score: Raw -75915.312743 + Penalty 919.403289 = -74995.909454 nChanged 2 SP:Iteration 10F (85.559445 sec): 3 clusters Score: Raw -75916.592528 + Penalty 919.356639 = -74997.235889 nChanged 2 SP:Iteration 11Q (85.561008 sec): 3 clusters Score: Raw -75917.257007 + Penalty 919.356639 = -74997.900368 nChanged 0 SP:Iteration 12F (85.562599 sec): 3 clusters Score: Raw -75917.257007 + Penalty 919.356639 = -74997.900368 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 6 (3925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.581627 sec): 2 clusters Score: Raw -345423.736150 + Penalty 405.443899 = -345018.292251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.589490 sec): 3 clusters Score: Raw -342866.108687 + Penalty 827.887143 = -342038.221544 nChanged 1772 SP:Iteration 1F (85.596625 sec): 3 clusters Score: Raw -344156.387816 + Penalty 821.411204 = -343334.976612 nChanged 478 SP:Iteration 2F (85.603715 sec): 3 clusters Score: Raw -344524.996830 + Penalty 809.645045 = -343715.351785 nChanged 267 SP:Iteration 3F (85.611277 sec): 3 clusters Score: Raw -344709.462793 + Penalty 799.945926 = -343909.516867 nChanged 183 SP:Iteration 4Q (85.618337 sec): 3 clusters Score: Raw -344810.073605 + Penalty 790.730355 = -344019.343250 nChanged 123 SP:Iteration 5Q (85.625517 sec): 3 clusters Score: Raw -344861.240431 + Penalty 783.946221 = -344077.294209 nChanged 85 SP:Iteration 6Q (85.632431 sec): 3 clusters Score: Raw -344884.106436 + Penalty 779.505341 = -344104.601094 nChanged 58 SP:Iteration 7Q (85.639426 sec): 3 clusters Score: Raw -344899.342863 + Penalty 775.333539 = -344124.009324 nChanged 55 SP:Iteration 8Q (85.646290 sec): 3 clusters Score: Raw -344911.935256 + Penalty 771.817857 = -344140.117399 nChanged 50 SP:Iteration 9Q (85.653249 sec): 3 clusters Score: Raw -344922.400700 + Penalty 767.889019 = -344154.511681 nChanged 50 SP:Iteration 10F (85.660635 sec): 3 clusters Score: Raw -344933.280616 + Penalty 764.215618 = -344169.064998 nChanged 51 SP:Iteration 11Q (85.667396 sec): 3 clusters Score: Raw -344945.981843 + Penalty 761.132200 = -344184.849643 nChanged 55 SP:Iteration 12Q (85.674156 sec): 3 clusters Score: Raw -344961.066445 + Penalty 757.692640 = -344203.373805 nChanged 57 SP:Iteration 13Q (85.681022 sec): 3 clusters Score: Raw -344977.182519 + Penalty 753.453066 = -344223.729453 nChanged 55 SP:Iteration 14Q (85.687794 sec): 3 clusters Score: Raw -344993.323602 + Penalty 748.549650 = -344244.773952 nChanged 61 SP:Iteration 15Q (85.694560 sec): 3 clusters Score: Raw -345011.295039 + Penalty 744.855136 = -344266.439903 nChanged 58 SP:Iteration 16Q (85.701094 sec): 3 clusters Score: Raw -345026.713813 + Penalty 741.386247 = -344285.327567 nChanged 56 SP:Iteration 17Q (85.708123 sec): 3 clusters Score: Raw -345040.368694 + Penalty 739.809164 = -344300.559530 nChanged 53 SP:Iteration 18Q (85.715003 sec): 3 clusters Score: Raw -345054.218192 + Penalty 738.123711 = -344316.094481 nChanged 52 SP:Iteration 19Q (85.721571 sec): 3 clusters Score: Raw -345069.674191 + Penalty 738.287097 = -344331.387095 nChanged 55 SP:Iteration 20F (85.728880 sec): 3 clusters Score: Raw -345087.448961 + Penalty 735.661688 = -344351.787274 nChanged 62 SP:Iteration 21Q (85.735357 sec): 3 clusters Score: Raw -345110.870121 + Penalty 734.427251 = -344376.442870 nChanged 70 SP:Iteration 22Q (85.741695 sec): 3 clusters Score: Raw -345142.073311 + Penalty 728.995517 = -344413.077793 nChanged 73 SP:Iteration 23Q (85.748031 sec): 3 clusters Score: Raw -345177.892342 + Penalty 730.080730 = -344447.811611 nChanged 66 SP:Iteration 24Q (85.754139 sec): 3 clusters Score: Raw -345214.295509 + Penalty 730.881087 = -344483.414422 nChanged 56 SP:Iteration 25Q (85.760653 sec): 3 clusters Score: Raw -345241.048944 + Penalty 729.857749 = -344511.191195 nChanged 49 SP:Iteration 26Q (85.766992 sec): 3 clusters Score: Raw -345264.080593 + Penalty 725.795995 = -344538.284598 nChanged 39 SP:Iteration 27Q (85.773628 sec): 3 clusters Score: Raw -345280.285212 + Penalty 720.831352 = -344559.453859 nChanged 34 SP:Iteration 28Q (85.779860 sec): 3 clusters Score: Raw -345292.143590 + Penalty 722.937740 = -344569.205850 nChanged 31 SP:Iteration 29Q (85.785851 sec): 3 clusters Score: Raw -345301.729439 + Penalty 715.566599 = -344586.162840 nChanged 29 SP:Iteration 30F (85.793426 sec): 3 clusters Score: Raw -345309.859863 + Penalty 716.796189 = -344593.063674 nChanged 32 SP:Iteration 31Q (85.799368 sec): 3 clusters Score: Raw -345321.246858 + Penalty 713.719371 = -344607.527487 nChanged 31 SP:Iteration 32Q (85.805294 sec): 3 clusters Score: Raw -345331.037832 + Penalty 699.453281 = -344631.584552 nChanged 22 SP:Iteration 33Q (85.811614 sec): 3 clusters Score: Raw -345335.947439 + Penalty 689.137916 = -344646.809523 nChanged 28 SP:Iteration 34Q (85.817777 sec): 3 clusters Score: Raw -345343.073326 + Penalty 703.221399 = -344639.851927 nChanged 30 SP:Iteration 35F (85.825142 sec): 3 clusters Score: Raw -345358.612141 + Penalty 790.545578 = -344568.066563 nChanged 42 SP:Iteration 36F (85.832231 sec): 3 clusters Score: Raw -345405.396260 + Penalty 1091.333773 = -344314.062487 nChanged 19 SP:Iteration 37F (85.839300 sec): 3 clusters Score: Raw -345431.209724 + Penalty 1161.506085 = -344269.703639 nChanged 1 SP:Iteration 38F (85.846306 sec): 3 clusters Score: Raw -345434.180240 + Penalty 1161.506085 = -344272.674154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.854197 sec): 2 clusters Score: Raw -56752.074810 + Penalty 403.636707 = -56348.438103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.855629 sec): 3 clusters Score: Raw -56380.138623 + Penalty 818.310349 = -55561.828274 nChanged 250 SP:Iteration 1F (85.857074 sec): 3 clusters Score: Raw -56569.319569 + Penalty 842.799988 = -55726.519582 nChanged 69 SP:Iteration 2F (85.858450 sec): 3 clusters Score: Raw -56621.543655 + Penalty 873.702740 = -55747.840915 nChanged 46 SP:Iteration 3F (85.859779 sec): 3 clusters Score: Raw -56657.236787 + Penalty 911.630488 = -55745.606299 nChanged 39 SP:Iteration 4F (85.861090 sec): 3 clusters Score: Raw -56690.369984 + Penalty 944.876679 = -55745.493305 nChanged 27 SP:Iteration 5F (85.862406 sec): 3 clusters Score: Raw -56722.259546 + Penalty 983.497632 = -55738.761913 nChanged 26 SP:Iteration 6F (85.863726 sec): 3 clusters Score: Raw -56761.357679 + Penalty 1005.903098 = -55755.454581 nChanged 21 SP:Iteration 7Q (85.864942 sec): 3 clusters Score: Raw -56791.105379 + Penalty 1016.258032 = -55774.847347 nChanged 14 SP:Iteration 8Q (85.866108 sec): 3 clusters Score: Raw -56814.395207 + Penalty 1008.160384 = -55806.234823 nChanged 9 SP:Iteration 9Q (85.867232 sec): 3 clusters Score: Raw -56829.899495 + Penalty 1005.932205 = -55823.967290 nChanged 5 SP:Iteration 10F (85.868528 sec): 3 clusters Score: Raw -56840.040192 + Penalty 1006.742386 = -55833.297806 nChanged 1 SP:Iteration 11Q (85.869652 sec): 3 clusters Score: Raw -56840.740664 + Penalty 1006.742386 = -55833.998278 nChanged 0 SP:Iteration 12F (85.870967 sec): 3 clusters Score: Raw -56840.740664 + Penalty 1006.742386 = -55833.998278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 8 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.872205 sec): 2 clusters Score: Raw -24692.156138 + Penalty 626.973253 = -24065.182884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.872916 sec): 3 clusters Score: Raw -24628.767624 + Penalty 1261.048426 = -23367.719198 nChanged 67 SP:Iteration 1F (85.873637 sec): 3 clusters Score: Raw -24738.899936 + Penalty 1280.640885 = -23458.259051 nChanged 27 SP:Iteration 2F (85.874345 sec): 3 clusters Score: Raw -24786.150367 + Penalty 1304.499889 = -23481.650479 nChanged 15 SP:Iteration 3F (85.875050 sec): 3 clusters Score: Raw -24812.467698 + Penalty 1316.282405 = -23496.185292 nChanged 6 SP:Iteration 4Q (85.875716 sec): 3 clusters Score: Raw -24817.914894 + Penalty 1320.509613 = -23497.405281 nChanged 3 SP:Iteration 5Q (85.876386 sec): 3 clusters Score: Raw -24820.999459 + Penalty 1322.542969 = -23498.456490 nChanged 1 SP:Iteration 6Q (85.877036 sec): 3 clusters Score: Raw -24822.619517 + Penalty 1322.244155 = -23500.375362 nChanged 1 SP:Iteration 7Q (85.877694 sec): 3 clusters Score: Raw -24827.693781 + Penalty 1324.152947 = -23503.540834 nChanged 1 SP:Iteration 8Q (85.878349 sec): 3 clusters Score: Raw -24828.646162 + Penalty 1326.228992 = -23502.417171 nChanged 1 SP:Iteration 9F (85.879054 sec): 3 clusters Score: Raw -24829.408384 + Penalty 1326.228992 = -23503.179392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.888103 sec): 2 clusters Score: Raw -170260.914061 + Penalty 572.654583 = -169688.259477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.891861 sec): 3 clusters Score: Raw -169262.945967 + Penalty 1142.074431 = -168120.871536 nChanged 734 SP:Iteration 1F (85.895239 sec): 3 clusters Score: Raw -169748.962374 + Penalty 1137.416926 = -168611.545447 nChanged 168 SP:Iteration 2F (85.898781 sec): 3 clusters Score: Raw -169874.181460 + Penalty 1133.576690 = -168740.604770 nChanged 127 SP:Iteration 3F (85.902248 sec): 3 clusters Score: Raw -169954.955916 + Penalty 1129.197200 = -168825.758716 nChanged 97 SP:Iteration 4F (85.905713 sec): 3 clusters Score: Raw -170012.393006 + Penalty 1123.549818 = -168888.843189 nChanged 70 SP:Iteration 5Q (85.909304 sec): 3 clusters Score: Raw -170054.474692 + Penalty 1117.827789 = -168936.646904 nChanged 63 SP:Iteration 6Q (85.912792 sec): 3 clusters Score: Raw -170095.680351 + Penalty 1113.257569 = -168982.422782 nChanged 56 SP:Iteration 7Q (85.916492 sec): 3 clusters Score: Raw -170134.600881 + Penalty 1105.644179 = -169028.956702 nChanged 50 SP:Iteration 8Q (85.919832 sec): 3 clusters Score: Raw -170166.553157 + Penalty 1098.686542 = -169067.866616 nChanged 47 SP:Iteration 9Q (85.923327 sec): 3 clusters Score: Raw -170198.658657 + Penalty 1091.453502 = -169107.205155 nChanged 33 SP:Iteration 10F (85.926926 sec): 3 clusters Score: Raw -170222.821746 + Penalty 1082.505257 = -169140.316489 nChanged 35 SP:Iteration 11Q (85.930257 sec): 3 clusters Score: Raw -170250.855000 + Penalty 1076.247061 = -169174.607939 nChanged 30 SP:Iteration 12Q (85.933631 sec): 3 clusters Score: Raw -170268.316270 + Penalty 1075.349960 = -169192.966310 nChanged 14 SP:Iteration 13Q (85.936910 sec): 3 clusters Score: Raw -170275.372325 + Penalty 1073.305664 = -169202.066661 nChanged 11 SP:Iteration 14Q (85.940141 sec): 3 clusters Score: Raw -170283.331408 + Penalty 1072.807026 = -169210.524383 nChanged 12 SP:Iteration 15Q (85.943284 sec): 3 clusters Score: Raw -170290.730023 + Penalty 1070.332091 = -169220.397932 nChanged 15 SP:Iteration 16Q (85.946406 sec): 3 clusters Score: Raw -170296.396541 + Penalty 1067.935721 = -169228.460819 nChanged 9 SP:Iteration 17Q (85.949508 sec): 3 clusters Score: Raw -170299.902373 + Penalty 1064.328221 = -169235.574152 nChanged 10 SP:Iteration 18Q (85.952599 sec): 3 clusters Score: Raw -170307.426230 + Penalty 1062.240125 = -169245.186105 nChanged 14 SP:Iteration 19Q (85.955839 sec): 3 clusters Score: Raw -170314.966639 + Penalty 1061.033393 = -169253.933247 nChanged 12 SP:Iteration 20F (85.959375 sec): 3 clusters Score: Raw -170319.108727 + Penalty 1059.983654 = -169259.125072 nChanged 8 SP:Iteration 21Q (85.962442 sec): 3 clusters Score: Raw -170321.618164 + Penalty 1058.357401 = -169263.260763 nChanged 5 SP:Iteration 22Q (85.965607 sec): 3 clusters Score: Raw -170323.389809 + Penalty 1056.564141 = -169266.825668 nChanged 7 SP:Iteration 23Q (85.968685 sec): 3 clusters Score: Raw -170326.319944 + Penalty 1054.889585 = -169271.430359 nChanged 9 SP:Iteration 24Q (85.971787 sec): 3 clusters Score: Raw -170328.573416 + Penalty 1054.133193 = -169274.440223 nChanged 5 SP:Iteration 25Q (85.974935 sec): 3 clusters Score: Raw -170329.434313 + Penalty 1053.352571 = -169276.081742 nChanged 2 SP:Iteration 26Q (85.978071 sec): 3 clusters Score: Raw -170330.030393 + Penalty 1051.793743 = -169278.236649 nChanged 3 SP:Iteration 27Q (85.981218 sec): 3 clusters Score: Raw -170331.146597 + Penalty 1050.489609 = -169280.656988 nChanged 6 SP:Iteration 28Q (85.984285 sec): 3 clusters Score: Raw -170332.094503 + Penalty 1050.136622 = -169281.957881 nChanged 3 SP:Iteration 29Q (85.987314 sec): 3 clusters Score: Raw -170333.316217 + Penalty 1049.207884 = -169284.108333 nChanged 2 SP:Iteration 30F (85.990932 sec): 3 clusters Score: Raw -170333.813996 + Penalty 1049.207884 = -169284.606112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 10 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.993362 sec): 2 clusters Score: Raw -19949.219604 + Penalty 187.579315 = -19761.640289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.994017 sec): 3 clusters Score: Raw -19830.005689 + Penalty 356.250950 = -19473.754739 nChanged 84 SP:Iteration 1F (85.994653 sec): 3 clusters Score: Raw -19901.038151 + Penalty 332.039935 = -19568.998216 nChanged 26 SP:Iteration 2F (85.995286 sec): 3 clusters Score: Raw -19933.818852 + Penalty 338.159195 = -19595.659656 nChanged 20 SP:Iteration 3F (85.995920 sec): 3 clusters Score: Raw -19944.919656 + Penalty 346.140672 = -19598.778984 nChanged 11 SP:Iteration 4Q (85.996538 sec): 3 clusters Score: Raw -19950.087830 + Penalty 353.236445 = -19596.851384 nChanged 8 SP:Iteration 5F (85.997171 sec): 3 clusters Score: Raw -19957.755475 + Penalty 362.277913 = -19595.477561 nChanged 7 SP:Iteration 6F (85.997836 sec): 3 clusters Score: Raw -19961.457822 + Penalty 368.977989 = -19592.479833 nChanged 5 SP:Iteration 7F (85.998468 sec): 3 clusters Score: Raw -19963.259399 + Penalty 373.069493 = -19590.189906 nChanged 3 SP:Iteration 8F (85.999099 sec): 3 clusters Score: Raw -19964.249492 + Penalty 378.685529 = -19585.563963 nChanged 4 SP:Iteration 9F (85.999730 sec): 3 clusters Score: Raw -19965.898791 + Penalty 384.358467 = -19581.540324 nChanged 4 SP:Iteration 10F (86.000362 sec): 3 clusters Score: Raw -19968.516311 + Penalty 388.754045 = -19579.762266 nChanged 3 SP:Iteration 11F (86.000995 sec): 3 clusters Score: Raw -19970.137477 + Penalty 394.855327 = -19575.282150 nChanged 4 SP:Iteration 12F (86.001627 sec): 3 clusters Score: Raw -19972.009563 + Penalty 403.034670 = -19568.974893 nChanged 5 SP:Iteration 13F (86.002259 sec): 3 clusters Score: Raw -19974.666321 + Penalty 411.310385 = -19563.355935 nChanged 5 SP:Iteration 14F (86.002890 sec): 3 clusters Score: Raw -19978.616564 + Penalty 423.138911 = -19555.477653 nChanged 6 SP:Iteration 15F (86.003520 sec): 3 clusters Score: Raw -19987.750897 + Penalty 447.372668 = -19540.378229 nChanged 11 SP:Iteration 16F (86.004154 sec): 3 clusters Score: Raw -20005.739778 + Penalty 471.578890 = -19534.160888 nChanged 10 SP:Iteration 17F (86.004785 sec): 3 clusters Score: Raw -20020.726932 + Penalty 483.529355 = -19537.197577 nChanged 5 SP:Iteration 18Q (86.005369 sec): 3 clusters Score: Raw -20023.695924 + Penalty 489.771440 = -19533.924484 nChanged 2 SP:Iteration 19F (86.006000 sec): 3 clusters Score: Raw -20024.670611 + Penalty 504.952656 = -19519.717955 nChanged 4 SP:Iteration 20F (86.006630 sec): 3 clusters Score: Raw -20026.883414 + Penalty 508.921638 = -19517.961776 nChanged 1 SP:Iteration 21F (86.007258 sec): 3 clusters Score: Raw -20027.864373 + Penalty 508.921638 = -19518.942734 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (1688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.012922 sec): 2 clusters Score: Raw -141768.140257 + Penalty 158.936665 = -141609.203592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.016294 sec): 3 clusters Score: Raw -140689.828024 + Penalty 329.617046 = -140360.210978 nChanged 770 SP:Iteration 1F (86.019571 sec): 3 clusters Score: Raw -141423.792674 + Penalty 342.118699 = -141081.673976 nChanged 170 SP:Iteration 2F (86.022808 sec): 3 clusters Score: Raw -141577.906566 + Penalty 350.660998 = -141227.245568 nChanged 73 SP:Iteration 3Q (86.026037 sec): 3 clusters Score: Raw -141630.931798 + Penalty 356.609373 = -141274.322425 nChanged 36 SP:Iteration 4Q (86.028928 sec): 3 clusters Score: Raw -141646.245792 + Penalty 361.809708 = -141284.436084 nChanged 30 SP:Iteration 5Q (86.031783 sec): 3 clusters Score: Raw -141658.780190 + Penalty 363.272843 = -141295.507347 nChanged 27 SP:Iteration 6Q (86.034624 sec): 3 clusters Score: Raw -141670.409730 + Penalty 365.437195 = -141304.972535 nChanged 24 SP:Iteration 7Q (86.037438 sec): 3 clusters Score: Raw -141678.321797 + Penalty 368.750008 = -141309.571788 nChanged 23 SP:Iteration 8Q (86.040308 sec): 3 clusters Score: Raw -141685.401493 + Penalty 370.996975 = -141314.404518 nChanged 20 SP:Iteration 9Q (86.043141 sec): 3 clusters Score: Raw -141690.825380 + Penalty 372.299730 = -141318.525649 nChanged 17 SP:Iteration 10F (86.046221 sec): 3 clusters Score: Raw -141695.524987 + Penalty 373.076346 = -141322.448641 nChanged 13 SP:Iteration 11Q (86.048977 sec): 3 clusters Score: Raw -141698.553434 + Penalty 375.075159 = -141323.478274 nChanged 13 SP:Iteration 12Q (86.051728 sec): 3 clusters Score: Raw -141701.378263 + Penalty 376.469495 = -141324.908768 nChanged 11 SP:Iteration 13Q (86.054476 sec): 3 clusters Score: Raw -141704.615517 + Penalty 377.978355 = -141326.637162 nChanged 14 SP:Iteration 14Q (86.057465 sec): 3 clusters Score: Raw -141710.627811 + Penalty 377.811401 = -141332.816409 nChanged 14 SP:Iteration 15Q (86.060281 sec): 3 clusters Score: Raw -141721.404219 + Penalty 378.302129 = -141343.102090 nChanged 14 SP:Iteration 16Q (86.063080 sec): 3 clusters Score: Raw -141731.086531 + Penalty 382.120668 = -141348.965863 nChanged 13 SP:Iteration 17Q (86.065825 sec): 3 clusters Score: Raw -141736.594389 + Penalty 385.741904 = -141350.852485 nChanged 12 SP:Iteration 18Q (86.068653 sec): 3 clusters Score: Raw -141740.441371 + Penalty 387.734036 = -141352.707335 nChanged 10 SP:Iteration 19Q (86.071437 sec): 3 clusters Score: Raw -141744.739721 + Penalty 390.219054 = -141354.520667 nChanged 11 SP:Iteration 20F (86.074509 sec): 3 clusters Score: Raw -141748.703617 + Penalty 394.240382 = -141354.463235 nChanged 7 SP:Iteration 21F (86.077705 sec): 3 clusters Score: Raw -141750.572858 + Penalty 398.715435 = -141351.857423 nChanged 8 SP:Iteration 22F (86.080845 sec): 3 clusters Score: Raw -141752.076463 + Penalty 403.625478 = -141348.450985 nChanged 7 SP:Iteration 23F (86.084038 sec): 3 clusters Score: Raw -141753.229647 + Penalty 406.067838 = -141347.161810 nChanged 3 SP:Iteration 24F (86.087111 sec): 3 clusters Score: Raw -141753.739811 + Penalty 409.239346 = -141344.500464 nChanged 4 SP:Iteration 25F (86.090470 sec): 3 clusters Score: Raw -141755.211681 + Penalty 411.138311 = -141344.073370 nChanged 2 SP:Iteration 26F (86.093700 sec): 3 clusters Score: Raw -141755.491651 + Penalty 411.138311 = -141344.353340 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.099219 sec): 2 clusters Score: Raw -75272.666547 + Penalty 362.397366 = -74910.269181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.100918 sec): 3 clusters Score: Raw -74761.495794 + Penalty 722.844950 = -74038.650844 nChanged 351 SP:Iteration 1F (86.102631 sec): 3 clusters Score: Raw -75017.113116 + Penalty 727.313739 = -74289.799377 nChanged 94 SP:Iteration 2F (86.104324 sec): 3 clusters Score: Raw -75099.588045 + Penalty 733.048315 = -74366.539729 nChanged 60 SP:Iteration 3F (86.105996 sec): 3 clusters Score: Raw -75130.712882 + Penalty 737.438843 = -74393.274039 nChanged 37 SP:Iteration 4Q (86.107647 sec): 3 clusters Score: Raw -75147.281633 + Penalty 740.023509 = -74407.258124 nChanged 25 SP:Iteration 5Q (86.109297 sec): 3 clusters Score: Raw -75160.844736 + Penalty 743.078925 = -74417.765811 nChanged 26 SP:Iteration 6Q (86.110945 sec): 3 clusters Score: Raw -75172.452241 + Penalty 745.819931 = -74426.632310 nChanged 22 SP:Iteration 7Q (86.112619 sec): 3 clusters Score: Raw -75183.781871 + Penalty 746.021167 = -74437.760704 nChanged 12 SP:Iteration 8Q (86.114453 sec): 3 clusters Score: Raw -75189.812153 + Penalty 746.591247 = -74443.220906 nChanged 13 SP:Iteration 9Q (86.116126 sec): 3 clusters Score: Raw -75197.865246 + Penalty 745.351969 = -74452.513278 nChanged 11 SP:Iteration 10F (86.117828 sec): 3 clusters Score: Raw -75202.869937 + Penalty 744.756690 = -74458.113247 nChanged 9 SP:Iteration 11Q (86.119477 sec): 3 clusters Score: Raw -75205.382293 + Penalty 744.799387 = -74460.582906 nChanged 6 SP:Iteration 12Q (86.121272 sec): 3 clusters Score: Raw -75206.487104 + Penalty 746.364898 = -74460.122206 nChanged 5 SP:Iteration 13F (86.123064 sec): 3 clusters Score: Raw -75207.112760 + Penalty 746.571515 = -74460.541244 nChanged 6 SP:Iteration 14Q (86.124775 sec): 3 clusters Score: Raw -75208.222466 + Penalty 747.016259 = -74461.206208 nChanged 3 SP:Iteration 15Q (86.126417 sec): 3 clusters Score: Raw -75208.412094 + Penalty 747.616537 = -74460.795557 nChanged 3 SP:Iteration 16F (86.128107 sec): 3 clusters Score: Raw -75208.783847 + Penalty 748.252340 = -74460.531506 nChanged 2 SP:Iteration 17F (86.129832 sec): 3 clusters Score: Raw -75209.148117 + Penalty 748.163763 = -74460.984354 nChanged 2 SP:Iteration 18Q (86.131468 sec): 3 clusters Score: Raw -75209.694812 + Penalty 748.409299 = -74461.285513 nChanged 1 SP:Iteration 19Q (86.133096 sec): 3 clusters Score: Raw -75209.805612 + Penalty 748.539367 = -74461.266245 nChanged 1 SP:Iteration 20F (86.134818 sec): 3 clusters Score: Raw -75209.896215 + Penalty 748.324319 = -74461.571897 nChanged 1 SP:Iteration 21Q (86.136558 sec): 3 clusters Score: Raw -75209.887916 + Penalty 748.375324 = -74461.512592 nChanged 1 SP:Iteration 22F (86.138347 sec): 3 clusters Score: Raw -75210.006696 + Penalty 747.848351 = -74462.158346 nChanged 3 SP:Iteration 23Q (86.139968 sec): 3 clusters Score: Raw -75210.617079 + Penalty 747.229772 = -74463.387306 nChanged 3 SP:Iteration 24Q (86.141590 sec): 3 clusters Score: Raw -75211.958082 + Penalty 747.071444 = -74464.886638 nChanged 5 SP:Iteration 25Q (86.143194 sec): 3 clusters Score: Raw -75213.342519 + Penalty 748.682124 = -74464.660395 nChanged 5 SP:Iteration 26F (86.144858 sec): 3 clusters Score: Raw -75213.907887 + Penalty 749.938682 = -74463.969205 nChanged 5 SP:Iteration 27F (86.146663 sec): 3 clusters Score: Raw -75214.501245 + Penalty 752.134032 = -74462.367213 nChanged 5 SP:Iteration 28F (86.148454 sec): 3 clusters Score: Raw -75215.064777 + Penalty 753.942160 = -74461.122617 nChanged 6 SP:Iteration 29F (86.150146 sec): 3 clusters Score: Raw -75215.736279 + Penalty 754.513757 = -74461.222523 nChanged 2 SP:Iteration 30F (86.151881 sec): 3 clusters Score: Raw -75215.817093 + Penalty 754.513757 = -74461.303336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.155766 sec): 2 clusters Score: Raw -51308.109859 + Penalty 595.632657 = -50712.477202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.156975 sec): 3 clusters Score: Raw -51064.322955 + Penalty 1196.181119 = -49868.141836 nChanged 174 SP:Iteration 1F (86.158162 sec): 3 clusters Score: Raw -51166.671086 + Penalty 1201.478751 = -49965.192335 nChanged 51 SP:Iteration 2F (86.159294 sec): 3 clusters Score: Raw -51205.279555 + Penalty 1207.974227 = -49997.305327 nChanged 39 SP:Iteration 3F (86.160425 sec): 3 clusters Score: Raw -51241.027428 + Penalty 1218.482181 = -50022.545247 nChanged 35 SP:Iteration 4F (86.161554 sec): 3 clusters Score: Raw -51273.415614 + Penalty 1233.585144 = -50039.830470 nChanged 31 SP:Iteration 5F (86.162685 sec): 3 clusters Score: Raw -51298.220889 + Penalty 1246.911502 = -50051.309387 nChanged 20 SP:Iteration 6Q (86.163815 sec): 3 clusters Score: Raw -51312.600859 + Penalty 1259.287607 = -50053.313252 nChanged 12 SP:Iteration 7Q (86.164949 sec): 3 clusters Score: Raw -51318.106346 + Penalty 1266.211087 = -50051.895259 nChanged 5 SP:Iteration 8F (86.166079 sec): 3 clusters Score: Raw -51320.124298 + Penalty 1274.460916 = -50045.663382 nChanged 6 SP:Iteration 9F (86.167237 sec): 3 clusters Score: Raw -51324.739436 + Penalty 1277.959436 = -50046.780000 nChanged 4 SP:Iteration 10F (86.168373 sec): 3 clusters Score: Raw -51327.009343 + Penalty 1285.040492 = -50041.968851 nChanged 6 SP:Iteration 11F (86.169503 sec): 3 clusters Score: Raw -51333.220886 + Penalty 1291.628586 = -50041.592300 nChanged 4 SP:Iteration 12F (86.170632 sec): 3 clusters Score: Raw -51337.274292 + Penalty 1301.117261 = -50036.157031 nChanged 5 SP:Iteration 13F (86.171761 sec): 3 clusters Score: Raw -51341.559433 + Penalty 1307.545011 = -50034.014422 nChanged 3 SP:Iteration 14F (86.172891 sec): 3 clusters Score: Raw -51343.253738 + Penalty 1310.227531 = -50033.026207 nChanged 1 SP:Iteration 15F (86.174022 sec): 3 clusters Score: Raw -51343.532780 + Penalty 1317.188232 = -50026.344548 nChanged 2 SP:Iteration 16F (86.175139 sec): 3 clusters Score: Raw -51344.822176 + Penalty 1321.196959 = -50023.625216 nChanged 2 SP:Iteration 17F (86.176273 sec): 3 clusters Score: Raw -51345.246304 + Penalty 1321.196959 = -50024.049345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.180053 sec): 2 clusters Score: Raw -89702.956629 + Penalty 464.395659 = -89238.560970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.181991 sec): 3 clusters Score: Raw -89142.761205 + Penalty 942.422805 = -88200.338399 nChanged 381 SP:Iteration 1F (86.183980 sec): 3 clusters Score: Raw -89424.664435 + Penalty 965.318494 = -88459.345941 nChanged 124 SP:Iteration 2F (86.185928 sec): 3 clusters Score: Raw -89543.816377 + Penalty 979.545424 = -88564.270953 nChanged 60 SP:Iteration 3F (86.187799 sec): 3 clusters Score: Raw -89589.851380 + Penalty 983.746937 = -88606.104443 nChanged 38 SP:Iteration 4Q (86.189865 sec): 3 clusters Score: Raw -89625.585741 + Penalty 992.114352 = -88633.471389 nChanged 29 SP:Iteration 5Q (86.191841 sec): 3 clusters Score: Raw -89645.932191 + Penalty 999.255061 = -88646.677130 nChanged 25 SP:Iteration 6Q (86.193673 sec): 3 clusters Score: Raw -89664.042849 + Penalty 1001.417478 = -88662.625371 nChanged 18 SP:Iteration 7Q (86.195469 sec): 3 clusters Score: Raw -89675.994685 + Penalty 1004.528381 = -88671.466304 nChanged 14 SP:Iteration 8Q (86.197238 sec): 3 clusters Score: Raw -89682.392366 + Penalty 1005.815548 = -88676.576819 nChanged 6 SP:Iteration 9Q (86.198988 sec): 3 clusters Score: Raw -89686.622147 + Penalty 1007.125653 = -88679.496494 nChanged 6 SP:Iteration 10F (86.200850 sec): 3 clusters Score: Raw -89689.360638 + Penalty 1008.005588 = -88681.355050 nChanged 5 SP:Iteration 11Q (86.202633 sec): 3 clusters Score: Raw -89690.274851 + Penalty 1009.740607 = -88680.534243 nChanged 5 SP:Iteration 12F (86.204541 sec): 3 clusters Score: Raw -89691.921576 + Penalty 1013.183548 = -88678.738028 nChanged 4 SP:Iteration 13F (86.206419 sec): 3 clusters Score: Raw -89692.896762 + Penalty 1014.069225 = -88678.827537 nChanged 3 SP:Iteration 14Q (86.208151 sec): 3 clusters Score: Raw -89694.326426 + Penalty 1020.070186 = -88674.256240 nChanged 9 SP:Iteration 15F (86.210014 sec): 3 clusters Score: Raw -89700.530825 + Penalty 1021.848778 = -88678.682047 nChanged 7 SP:Iteration 16Q (86.211735 sec): 3 clusters Score: Raw -89703.752422 + Penalty 1020.760116 = -88682.992306 nChanged 7 SP:Iteration 17Q (86.213448 sec): 3 clusters Score: Raw -89705.146166 + Penalty 1026.080946 = -88679.065220 nChanged 6 SP:Iteration 18F (86.215338 sec): 3 clusters Score: Raw -89706.898345 + Penalty 1029.633162 = -88677.265183 nChanged 8 SP:Iteration 19F (86.217247 sec): 3 clusters Score: Raw -89710.208676 + Penalty 1039.149988 = -88671.058688 nChanged 15 SP:Iteration 20F (86.219255 sec): 3 clusters Score: Raw -89716.309511 + Penalty 1038.800060 = -88677.509451 nChanged 9 SP:Iteration 21Q (86.221085 sec): 3 clusters Score: Raw -89719.255125 + Penalty 1038.620726 = -88680.634399 nChanged 6 SP:Iteration 22Q (86.222907 sec): 3 clusters Score: Raw -89721.253375 + Penalty 1038.102391 = -88683.150984 nChanged 1 SP:Iteration 23Q (86.224710 sec): 3 clusters Score: Raw -89721.216770 + Penalty 1037.907638 = -88683.309132 nChanged 1 SP:Iteration 24Q (86.226392 sec): 3 clusters Score: Raw -89721.219951 + Penalty 1039.613899 = -88681.606052 nChanged 1 SP:Iteration 25F (86.228307 sec): 3 clusters Score: Raw -89721.095075 + Penalty 1037.812010 = -88683.283065 nChanged 1 SP:Iteration 26Q (86.230067 sec): 3 clusters Score: Raw -89721.303290 + Penalty 1037.385122 = -88683.918168 nChanged 1 SP:Iteration 27Q (86.231771 sec): 3 clusters Score: Raw -89721.958731 + Penalty 1037.404498 = -88684.554233 nChanged 1 SP:Iteration 28Q (86.233450 sec): 3 clusters Score: Raw -89722.894225 + Penalty 1037.730506 = -88685.163719 nChanged 4 SP:Iteration 29Q (86.235131 sec): 3 clusters Score: Raw -89725.539499 + Penalty 1038.392443 = -88687.147057 nChanged 2 SP:Iteration 30F (86.236997 sec): 3 clusters Score: Raw -89726.904931 + Penalty 1037.945032 = -88688.959899 nChanged 2 SP:Iteration 31Q (86.238701 sec): 3 clusters Score: Raw -89727.680857 + Penalty 1038.838026 = -88688.842831 nChanged 2 SP:Iteration 32F (86.240624 sec): 3 clusters Score: Raw -89727.437041 + Penalty 1039.450902 = -88687.986139 nChanged 1 SP:Iteration 33F (86.242528 sec): 3 clusters Score: Raw -89727.771061 + Penalty 1039.450902 = -88688.320159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 20 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.243969 sec): 2 clusters Score: Raw -5420.012220 + Penalty 178.286807 = -5241.725413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.244369 sec): 3 clusters Score: Raw -5505.632399 + Penalty 364.418750 = -5141.213650 nChanged 22 SP:Iteration 1F (86.244751 sec): 3 clusters Score: Raw -5557.175477 + Penalty 365.449442 = -5191.726035 nChanged 7 SP:Iteration 2F (86.245139 sec): 3 clusters Score: Raw -5570.134826 + Penalty 365.449442 = -5204.685383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.247678 sec): 2 clusters Score: Raw -54276.106134 + Penalty 780.767577 = -53495.338558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.248933 sec): 3 clusters Score: Raw -54077.007251 + Penalty 1563.877455 = -52513.129796 nChanged 148 SP:Iteration 1F (86.250120 sec): 3 clusters Score: Raw -54213.216349 + Penalty 1569.725779 = -52643.490571 nChanged 50 SP:Iteration 2F (86.251297 sec): 3 clusters Score: Raw -54265.452215 + Penalty 1578.356583 = -52687.095631 nChanged 29 SP:Iteration 3F (86.252472 sec): 3 clusters Score: Raw -54300.456376 + Penalty 1589.688724 = -52710.767652 nChanged 23 SP:Iteration 4Q (86.253635 sec): 3 clusters Score: Raw -54321.508931 + Penalty 1600.960443 = -52720.548488 nChanged 20 SP:Iteration 5Q (86.254878 sec): 3 clusters Score: Raw -54342.414031 + Penalty 1611.032208 = -52731.381823 nChanged 19 SP:Iteration 6Q (86.256035 sec): 3 clusters Score: Raw -54363.831923 + Penalty 1618.862783 = -52744.969140 nChanged 15 SP:Iteration 7Q (86.257185 sec): 3 clusters Score: Raw -54384.962482 + Penalty 1629.846240 = -52755.116242 nChanged 19 SP:Iteration 8Q (86.258329 sec): 3 clusters Score: Raw -54412.911787 + Penalty 1635.075466 = -52777.836321 nChanged 14 SP:Iteration 9Q (86.259466 sec): 3 clusters Score: Raw -54443.382803 + Penalty 1647.792129 = -52795.590674 nChanged 12 SP:Iteration 10F (86.260642 sec): 3 clusters Score: Raw -54463.074401 + Penalty 1655.049526 = -52808.024875 nChanged 6 SP:Iteration 11Q (86.261750 sec): 3 clusters Score: Raw -54473.154234 + Penalty 1658.267306 = -52814.886928 nChanged 5 SP:Iteration 12Q (86.262849 sec): 3 clusters Score: Raw -54480.561050 + Penalty 1659.927008 = -52820.634041 nChanged 2 SP:Iteration 13Q (86.263939 sec): 3 clusters Score: Raw -54482.415502 + Penalty 1659.927008 = -52822.488493 nChanged 0 SP:Iteration 14F (86.265117 sec): 3 clusters Score: Raw -54482.415502 + Penalty 1659.927008 = -52822.488493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.270275 sec): 2 clusters Score: Raw -72016.048518 + Penalty 218.729604 = -71797.318914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.272104 sec): 3 clusters Score: Raw -71469.798447 + Penalty 435.631573 = -71034.166874 nChanged 392 SP:Iteration 1F (86.273813 sec): 3 clusters Score: Raw -71673.809822 + Penalty 434.167081 = -71239.642741 nChanged 107 SP:Iteration 2F (86.275514 sec): 3 clusters Score: Raw -71742.347968 + Penalty 432.220676 = -71310.127292 nChanged 81 SP:Iteration 3F (86.277236 sec): 3 clusters Score: Raw -71796.860760 + Penalty 430.838848 = -71366.021912 nChanged 60 SP:Iteration 4F (86.279007 sec): 3 clusters Score: Raw -71838.419390 + Penalty 437.776565 = -71400.642826 nChanged 60 SP:Iteration 5F (86.280750 sec): 3 clusters Score: Raw -71894.679806 + Penalty 455.151496 = -71439.528310 nChanged 60 SP:Iteration 6F (86.282471 sec): 3 clusters Score: Raw -71955.098502 + Penalty 483.800413 = -71471.298089 nChanged 57 SP:Iteration 7F (86.284199 sec): 3 clusters Score: Raw -72014.212535 + Penalty 520.003663 = -71494.208872 nChanged 42 SP:Iteration 8Q (86.285825 sec): 3 clusters Score: Raw -72057.300552 + Penalty 554.343420 = -71502.957132 nChanged 31 SP:Iteration 9Q (86.287374 sec): 3 clusters Score: Raw -72085.049892 + Penalty 577.667147 = -71507.382745 nChanged 20 SP:Iteration 10F (86.289202 sec): 3 clusters Score: Raw -72099.313898 + Penalty 592.099081 = -71507.214817 nChanged 10 SP:Iteration 11F (86.291001 sec): 3 clusters Score: Raw -72104.171555 + Penalty 603.680730 = -71500.490825 nChanged 6 SP:Iteration 12F (86.292770 sec): 3 clusters Score: Raw -72107.001562 + Penalty 602.237073 = -71504.764489 nChanged 1 SP:Iteration 13Q (86.294378 sec): 3 clusters Score: Raw -72107.348223 + Penalty 603.494875 = -71503.853348 nChanged 1 SP:Iteration 14F (86.296178 sec): 3 clusters Score: Raw -72107.400331 + Penalty 603.494875 = -71503.905456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.299276 sec): 2 clusters Score: Raw -38410.974677 + Penalty 420.739144 = -37990.235533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.300262 sec): 3 clusters Score: Raw -38224.462827 + Penalty 865.979024 = -37358.483802 nChanged 140 SP:Iteration 1F (86.301218 sec): 3 clusters Score: Raw -38361.798765 + Penalty 879.873215 = -37481.925550 nChanged 33 SP:Iteration 2F (86.302187 sec): 3 clusters Score: Raw -38394.793896 + Penalty 901.849860 = -37492.944036 nChanged 25 SP:Iteration 3F (86.303151 sec): 3 clusters Score: Raw -38427.635013 + Penalty 918.645451 = -37508.989561 nChanged 15 SP:Iteration 4Q (86.304116 sec): 3 clusters Score: Raw -38448.333473 + Penalty 916.826211 = -37531.507262 nChanged 12 SP:Iteration 5Q (86.305066 sec): 3 clusters Score: Raw -38459.809938 + Penalty 915.516327 = -37544.293611 nChanged 2 SP:Iteration 6Q (86.305988 sec): 3 clusters Score: Raw -38462.318897 + Penalty 915.516327 = -37546.802571 nChanged 0 SP:Iteration 7F (86.306952 sec): 3 clusters Score: Raw -38462.318897 + Penalty 915.516327 = -37546.802571 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 36 (6684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.336436 sec): 2 clusters Score: Raw -560856.657288 + Penalty 131.811846 = -560724.845442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.349174 sec): 3 clusters Score: Raw -556355.847058 + Penalty 229.697546 = -556126.149512 nChanged 3262 SP:Iteration 1F (86.361467 sec): 3 clusters Score: Raw -559191.415001 + Penalty 236.036827 = -558955.378174 nChanged 538 SP:Iteration 2F (86.373503 sec): 3 clusters Score: Raw -559724.649478 + Penalty 239.731215 = -559484.918263 nChanged 239 SP:Iteration 3Q (86.385200 sec): 3 clusters Score: Raw -559830.640449 + Penalty 239.583195 = -559591.057254 nChanged 170 SP:Iteration 4Q (86.396698 sec): 3 clusters Score: Raw -559900.374063 + Penalty 237.329758 = -559663.044305 nChanged 157 SP:Iteration 5Q (86.407991 sec): 3 clusters Score: Raw -559969.082734 + Penalty 235.171087 = -559733.911647 nChanged 154 SP:Iteration 6Q (86.419271 sec): 3 clusters Score: Raw -560034.415013 + Penalty 233.991221 = -559800.423792 nChanged 142 SP:Iteration 7Q (86.431238 sec): 3 clusters Score: Raw -560094.871914 + Penalty 231.894423 = -559862.977492 nChanged 154 SP:Iteration 8Q (86.442415 sec): 3 clusters Score: Raw -560175.956527 + Penalty 230.886421 = -559945.070105 nChanged 162 SP:Iteration 9Q (86.453475 sec): 3 clusters Score: Raw -560261.205877 + Penalty 229.002633 = -560032.203244 nChanged 147 SP:Iteration 10F (86.465947 sec): 3 clusters Score: Raw -560354.214624 + Penalty 228.074803 = -560126.139821 nChanged 155 SP:Iteration 11Q (86.476848 sec): 3 clusters Score: Raw -560455.637657 + Penalty 225.698104 = -560229.939553 nChanged 132 SP:Iteration 12Q (86.487837 sec): 3 clusters Score: Raw -560544.385177 + Penalty 225.550215 = -560318.834962 nChanged 115 SP:Iteration 13Q (86.498652 sec): 3 clusters Score: Raw -560627.776467 + Penalty 224.458978 = -560403.317488 nChanged 98 SP:Iteration 14Q (86.508962 sec): 3 clusters Score: Raw -560697.278159 + Penalty 225.287005 = -560471.991154 nChanged 88 SP:Iteration 15Q (86.519186 sec): 3 clusters Score: Raw -560752.318134 + Penalty 226.847533 = -560525.470601 nChanged 63 SP:Iteration 16Q (86.529863 sec): 3 clusters Score: Raw -560793.524354 + Penalty 227.828923 = -560565.695432 nChanged 53 SP:Iteration 17Q (86.539758 sec): 3 clusters Score: Raw -560817.608791 + Penalty 226.404475 = -560591.204317 nChanged 32 SP:Iteration 18Q (86.549472 sec): 3 clusters Score: Raw -560827.956390 + Penalty 228.456584 = -560599.499806 nChanged 22 SP:Iteration 19Q (86.559547 sec): 3 clusters Score: Raw -560837.606498 + Penalty 230.134732 = -560607.471766 nChanged 18 SP:Iteration 20F (86.571437 sec): 3 clusters Score: Raw -560846.989832 + Penalty 228.038619 = -560618.951214 nChanged 18 SP:Iteration 21Q (86.581779 sec): 3 clusters Score: Raw -560853.735271 + Penalty 229.926141 = -560623.809130 nChanged 14 SP:Iteration 22Q (86.592078 sec): 3 clusters Score: Raw -560856.731463 + Penalty 230.579523 = -560626.151940 nChanged 9 SP:Iteration 23Q (86.601866 sec): 3 clusters Score: Raw -560858.397791 + Penalty 229.767234 = -560628.630558 nChanged 8 SP:Iteration 24Q (86.611516 sec): 3 clusters Score: Raw -560859.439157 + Penalty 228.015752 = -560631.423405 nChanged 6 SP:Iteration 25Q (86.621119 sec): 3 clusters Score: Raw -560859.831858 + Penalty 228.192371 = -560631.639486 nChanged 3 SP:Iteration 26Q (86.631446 sec): 3 clusters Score: Raw -560860.076757 + Penalty 228.808763 = -560631.267993 nChanged 4 SP:Iteration 27F (86.643388 sec): 3 clusters Score: Raw -560860.412426 + Penalty 229.029022 = -560631.383404 nChanged 1 SP:Iteration 28Q (86.652986 sec): 3 clusters Score: Raw -560860.432788 + Penalty 229.251412 = -560631.181375 nChanged 1 SP:Iteration 29F (86.665331 sec): 3 clusters Score: Raw -560860.497042 + Penalty 229.475964 = -560631.021078 nChanged 1 SP:Iteration 30F (86.677652 sec): 3 clusters Score: Raw -560860.511863 + Penalty 229.475964 = -560631.035899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 38 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.683553 sec): 2 clusters Score: Raw -35574.612286 + Penalty 771.868966 = -34802.743320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.684463 sec): 3 clusters Score: Raw -35457.206665 + Penalty 1544.261133 = -33912.945533 nChanged 83 SP:Iteration 1F (86.685335 sec): 3 clusters Score: Raw -35558.852148 + Penalty 1545.516729 = -34013.335419 nChanged 27 SP:Iteration 2F (86.686208 sec): 3 clusters Score: Raw -35599.865191 + Penalty 1546.703974 = -34053.161217 nChanged 12 SP:Iteration 3Q (86.687073 sec): 3 clusters Score: Raw -35612.909682 + Penalty 1549.207186 = -34063.702495 nChanged 12 SP:Iteration 4Q (86.687922 sec): 3 clusters Score: Raw -35630.155851 + Penalty 1553.019230 = -34077.136620 nChanged 12 SP:Iteration 5Q (86.688739 sec): 3 clusters Score: Raw -35639.884457 + Penalty 1557.334758 = -34082.549699 nChanged 10 SP:Iteration 6Q (86.689633 sec): 3 clusters Score: Raw -35647.067149 + Penalty 1559.279588 = -34087.787561 nChanged 8 SP:Iteration 7Q (86.690488 sec): 3 clusters Score: Raw -35654.013544 + Penalty 1560.167171 = -34093.846374 nChanged 2 SP:Iteration 8Q (86.691344 sec): 3 clusters Score: Raw -35654.725384 + Penalty 1560.585893 = -34094.139490 nChanged 1 SP:Iteration 9Q (86.692188 sec): 3 clusters Score: Raw -35655.012818 + Penalty 1561.827874 = -34093.184944 nChanged 1 SP:Iteration 10F (86.693053 sec): 3 clusters Score: Raw -35655.354858 + Penalty 1562.261129 = -34093.093729 nChanged 1 SP:Iteration 11F (86.693919 sec): 3 clusters Score: Raw -35655.358894 + Penalty 1562.261129 = -34093.097765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 40 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.694527 sec): 2 clusters Score: Raw -6475.477021 + Penalty 23.000426 = -6452.476594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.694820 sec): 3 clusters Score: Raw -6438.775077 + Penalty 46.377274 = -6392.397802 nChanged 39 SP:Iteration 1F (86.695070 sec): 3 clusters Score: Raw -6469.215210 + Penalty 46.558514 = -6422.656696 nChanged 8 SP:Iteration 2F (86.695319 sec): 3 clusters Score: Raw -6476.866222 + Penalty 46.873714 = -6429.992508 nChanged 7 SP:Iteration 3F (86.695567 sec): 3 clusters Score: Raw -6486.410188 + Penalty 47.245318 = -6439.164870 nChanged 4 SP:Iteration 4Q (86.695814 sec): 3 clusters Score: Raw -6490.865525 + Penalty 47.645954 = -6443.219572 nChanged 3 SP:Iteration 5Q (86.696061 sec): 3 clusters Score: Raw -6494.720396 + Penalty 48.231498 = -6446.488898 nChanged 3 SP:Iteration 6Q (86.696306 sec): 3 clusters Score: Raw -6500.333352 + Penalty 48.491740 = -6451.841612 nChanged 1 SP:Iteration 7Q (86.696545 sec): 3 clusters Score: Raw -6500.956483 + Penalty 48.799298 = -6452.157185 nChanged 1 SP:Iteration 8Q (86.696781 sec): 3 clusters Score: Raw -6502.202078 + Penalty 49.168369 = -6453.033709 nChanged 1 SP:Iteration 9Q (86.697016 sec): 3 clusters Score: Raw -6503.430103 + Penalty 49.619455 = -6453.810648 nChanged 1 SP:Iteration 10F (86.697259 sec): 3 clusters Score: Raw -6504.574859 + Penalty 50.183312 = -6454.391547 nChanged 1 SP:Iteration 11Q (86.697493 sec): 3 clusters Score: Raw -6506.610384 + Penalty 50.908272 = -6455.702113 nChanged 1 SP:Iteration 12Q (86.697723 sec): 3 clusters Score: Raw -6508.173616 + Penalty 50.908272 = -6457.265344 nChanged 0 SP:Iteration 13F (86.697968 sec): 3 clusters Score: Raw -6508.173616 + Penalty 50.908272 = -6457.265344 nChanged 0 Score: Raw -3106929.508610 + Penalty 22156.122357 = -3084773.386253 Splitting cluster 40 changes total score from -3072381.996279 to -3084773.386253 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.241291 sec): 2 clusters Score: Raw -25104.374590 + Penalty 522.324250 = -24582.050340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.242059 sec): 3 clusters Score: Raw -25045.981632 + Penalty 1052.069397 = -23993.912235 nChanged 78 SP:Iteration 1F (87.242811 sec): 3 clusters Score: Raw -25196.374608 + Penalty 1049.145717 = -24147.228891 nChanged 25 SP:Iteration 2F (87.243562 sec): 3 clusters Score: Raw -25247.637459 + Penalty 1044.103379 = -24203.534079 nChanged 15 SP:Iteration 3F (87.244315 sec): 3 clusters Score: Raw -25270.485756 + Penalty 1045.249048 = -24225.236708 nChanged 9 SP:Iteration 4Q (87.245003 sec): 3 clusters Score: Raw -25296.097310 + Penalty 1047.776617 = -24248.320693 nChanged 6 SP:Iteration 5Q (87.245697 sec): 3 clusters Score: Raw -25303.614894 + Penalty 1047.776617 = -24255.838277 nChanged 0 SP:Iteration 6F (87.246444 sec): 3 clusters Score: Raw -25303.614894 + Penalty 1047.776617 = -24255.838277 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.248919 sec): 2 clusters Score: Raw -58283.114990 + Penalty 419.898083 = -57863.216907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.250447 sec): 3 clusters Score: Raw -57935.363852 + Penalty 843.491009 = -57091.872843 nChanged 234 SP:Iteration 1F (87.251965 sec): 3 clusters Score: Raw -58098.333018 + Penalty 868.878618 = -57229.454400 nChanged 102 SP:Iteration 2F (87.253464 sec): 3 clusters Score: Raw -58217.605767 + Penalty 925.804671 = -57291.801096 nChanged 80 SP:Iteration 3F (87.254946 sec): 3 clusters Score: Raw -58327.009066 + Penalty 982.940883 = -57344.068183 nChanged 43 SP:Iteration 4F (87.256403 sec): 3 clusters Score: Raw -58380.647585 + Penalty 1010.418383 = -57370.229202 nChanged 20 SP:Iteration 5Q (87.257925 sec): 3 clusters Score: Raw -58403.678082 + Penalty 1020.929378 = -57382.748704 nChanged 9 SP:Iteration 6Q (87.259439 sec): 3 clusters Score: Raw -58413.257572 + Penalty 1026.914685 = -57386.342887 nChanged 4 SP:Iteration 7Q (87.260837 sec): 3 clusters Score: Raw -58416.442866 + Penalty 1028.381170 = -57388.061696 nChanged 5 SP:Iteration 8Q (87.262201 sec): 3 clusters Score: Raw -58423.334950 + Penalty 1032.605046 = -57390.729905 nChanged 3 SP:Iteration 9Q (87.263515 sec): 3 clusters Score: Raw -58426.891161 + Penalty 1031.772060 = -57395.119102 nChanged 2 SP:Iteration 10F (87.264906 sec): 3 clusters Score: Raw -58430.101261 + Penalty 1030.458155 = -57399.643106 nChanged 3 SP:Iteration 11Q (87.266178 sec): 3 clusters Score: Raw -58435.450635 + Penalty 1025.281976 = -57410.168659 nChanged 2 SP:Iteration 12Q (87.267442 sec): 3 clusters Score: Raw -58436.168393 + Penalty 1025.281976 = -57410.886417 nChanged 0 SP:Iteration 13F (87.268809 sec): 3 clusters Score: Raw -58436.168393 + Penalty 1025.281976 = -57410.886417 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.274467 sec): 2 clusters Score: Raw -104738.324774 + Penalty 758.666740 = -103979.658034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.276605 sec): 3 clusters Score: Raw -104259.666570 + Penalty 1515.748392 = -102743.918178 nChanged 384 SP:Iteration 1F (87.278722 sec): 3 clusters Score: Raw -104522.587405 + Penalty 1514.073606 = -103008.513799 nChanged 98 SP:Iteration 2F (87.280952 sec): 3 clusters Score: Raw -104613.482685 + Penalty 1510.719523 = -103102.763161 nChanged 72 SP:Iteration 3F (87.283143 sec): 3 clusters Score: Raw -104680.836251 + Penalty 1506.761883 = -103174.074368 nChanged 69 SP:Iteration 4F (87.285340 sec): 3 clusters Score: Raw -104736.654957 + Penalty 1504.535106 = -103232.119851 nChanged 45 SP:Iteration 5Q (87.287544 sec): 3 clusters Score: Raw -104769.250106 + Penalty 1503.985858 = -103265.264248 nChanged 32 SP:Iteration 6Q (87.289666 sec): 3 clusters Score: Raw -104798.300539 + Penalty 1504.150854 = -103294.149685 nChanged 26 SP:Iteration 7Q (87.291832 sec): 3 clusters Score: Raw -104816.980751 + Penalty 1504.859859 = -103312.120893 nChanged 21 SP:Iteration 8Q (87.293990 sec): 3 clusters Score: Raw -104830.342159 + Penalty 1505.426915 = -103324.915245 nChanged 16 SP:Iteration 9Q (87.295988 sec): 3 clusters Score: Raw -104840.490229 + Penalty 1505.469082 = -103335.021148 nChanged 7 SP:Iteration 10F (87.298012 sec): 3 clusters Score: Raw -104843.198045 + Penalty 1505.471956 = -103337.726090 nChanged 4 SP:Iteration 11Q (87.300036 sec): 3 clusters Score: Raw -104844.756084 + Penalty 1505.620039 = -103339.136044 nChanged 1 SP:Iteration 12Q (87.302065 sec): 3 clusters Score: Raw -104845.133962 + Penalty 1505.808561 = -103339.325401 nChanged 2 SP:Iteration 13Q (87.304101 sec): 3 clusters Score: Raw -104845.541810 + Penalty 1505.808561 = -103339.733250 nChanged 0 SP:Iteration 14F (87.306368 sec): 3 clusters Score: Raw -104845.541810 + Penalty 1505.808561 = -103339.733250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 52 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.311765 sec): 2 clusters Score: Raw -52966.299609 + Penalty 670.197339 = -52296.102270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.312974 sec): 3 clusters Score: Raw -52715.524759 + Penalty 1346.309843 = -51369.214916 nChanged 186 SP:Iteration 1F (87.314160 sec): 3 clusters Score: Raw -52898.745631 + Penalty 1365.698289 = -51533.047342 nChanged 61 SP:Iteration 2F (87.315353 sec): 3 clusters Score: Raw -52976.153011 + Penalty 1383.551477 = -51592.601534 nChanged 37 SP:Iteration 3F (87.316610 sec): 3 clusters Score: Raw -53024.603683 + Penalty 1395.949955 = -51628.653728 nChanged 27 SP:Iteration 4Q (87.317786 sec): 3 clusters Score: Raw -53051.436884 + Penalty 1400.316620 = -51651.120263 nChanged 13 SP:Iteration 5Q (87.318925 sec): 3 clusters Score: Raw -53068.206992 + Penalty 1402.558031 = -51665.648962 nChanged 10 SP:Iteration 6Q (87.320088 sec): 3 clusters Score: Raw -53079.168392 + Penalty 1402.088998 = -51677.079395 nChanged 7 SP:Iteration 7Q (87.321207 sec): 3 clusters Score: Raw -53085.319079 + Penalty 1402.088998 = -51683.230081 nChanged 0 SP:Iteration 8F (87.322386 sec): 3 clusters Score: Raw -53085.319079 + Penalty 1402.088998 = -51683.230081 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (2268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.333728 sec): 2 clusters Score: Raw -192336.719319 + Penalty 144.136125 = -192192.583195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.337980 sec): 3 clusters Score: Raw -190855.946703 + Penalty 290.472089 = -190565.474614 nChanged 1045 SP:Iteration 1F (87.342452 sec): 3 clusters Score: Raw -191628.781381 + Penalty 290.325873 = -191338.455507 nChanged 249 SP:Iteration 2F (87.347315 sec): 3 clusters Score: Raw -191881.740093 + Penalty 289.180506 = -191592.559587 nChanged 185 SP:Iteration 3F (87.351850 sec): 3 clusters Score: Raw -192026.386204 + Penalty 287.419903 = -191738.966301 nChanged 118 SP:Iteration 4F (87.356280 sec): 3 clusters Score: Raw -192067.730485 + Penalty 286.978954 = -191780.751531 nChanged 48 SP:Iteration 5Q (87.360957 sec): 3 clusters Score: Raw -192074.071613 + Penalty 286.697542 = -191787.374072 nChanged 26 SP:Iteration 6Q (87.365277 sec): 3 clusters Score: Raw -192077.475972 + Penalty 286.778335 = -191790.697637 nChanged 20 SP:Iteration 7Q (87.369533 sec): 3 clusters Score: Raw -192080.822945 + Penalty 286.620670 = -191794.202275 nChanged 16 SP:Iteration 8Q (87.373813 sec): 3 clusters Score: Raw -192083.369154 + Penalty 286.527595 = -191796.841558 nChanged 16 SP:Iteration 9Q (87.378025 sec): 3 clusters Score: Raw -192085.735444 + Penalty 286.516094 = -191799.219350 nChanged 19 SP:Iteration 10F (87.382402 sec): 3 clusters Score: Raw -192088.482938 + Penalty 286.708097 = -191801.774840 nChanged 23 SP:Iteration 11Q (87.386638 sec): 3 clusters Score: Raw -192092.213584 + Penalty 286.888860 = -191805.324723 nChanged 26 SP:Iteration 12Q (87.390958 sec): 3 clusters Score: Raw -192097.029949 + Penalty 286.596072 = -191810.433877 nChanged 24 SP:Iteration 13Q (87.395474 sec): 3 clusters Score: Raw -192101.355792 + Penalty 286.558612 = -191814.797180 nChanged 25 SP:Iteration 14Q (87.399654 sec): 3 clusters Score: Raw -192105.473727 + Penalty 286.813220 = -191818.660507 nChanged 21 SP:Iteration 15Q (87.403982 sec): 3 clusters Score: Raw -192109.325973 + Penalty 286.955230 = -191822.370743 nChanged 24 SP:Iteration 16Q (87.408170 sec): 3 clusters Score: Raw -192113.944025 + Penalty 287.247217 = -191826.696808 nChanged 24 SP:Iteration 17Q (87.412282 sec): 3 clusters Score: Raw -192118.604735 + Penalty 286.559256 = -191832.045479 nChanged 18 SP:Iteration 18Q (87.416370 sec): 3 clusters Score: Raw -192121.901750 + Penalty 285.655131 = -191836.246619 nChanged 19 SP:Iteration 19Q (87.420479 sec): 3 clusters Score: Raw -192125.608236 + Penalty 284.865698 = -191840.742537 nChanged 30 SP:Iteration 20F (87.424960 sec): 3 clusters Score: Raw -192134.663684 + Penalty 284.262126 = -191850.401558 nChanged 40 SP:Iteration 21Q (87.429304 sec): 3 clusters Score: Raw -192147.502574 + Penalty 281.775096 = -191865.727478 nChanged 36 SP:Iteration 22Q (87.433629 sec): 3 clusters Score: Raw -192161.227917 + Penalty 279.468976 = -191881.758941 nChanged 37 SP:Iteration 23Q (87.437655 sec): 3 clusters Score: Raw -192173.637692 + Penalty 277.414152 = -191896.223541 nChanged 34 SP:Iteration 24Q (87.441827 sec): 3 clusters Score: Raw -192183.307578 + Penalty 276.552344 = -191906.755234 nChanged 30 SP:Iteration 25Q (87.445946 sec): 3 clusters Score: Raw -192192.490180 + Penalty 277.237517 = -191915.252663 nChanged 24 SP:Iteration 26Q (87.449907 sec): 3 clusters Score: Raw -192200.266293 + Penalty 276.953181 = -191923.313112 nChanged 24 SP:Iteration 27Q (87.453964 sec): 3 clusters Score: Raw -192210.795162 + Penalty 276.084730 = -191934.710432 nChanged 31 SP:Iteration 28Q (87.458148 sec): 3 clusters Score: Raw -192227.832158 + Penalty 275.391322 = -191952.440836 nChanged 26 SP:Iteration 29Q (87.462239 sec): 3 clusters Score: Raw -192241.154604 + Penalty 276.594508 = -191964.560096 nChanged 33 SP:Iteration 30F (87.466910 sec): 3 clusters Score: Raw -192256.894255 + Penalty 277.095895 = -191979.798360 nChanged 22 SP:Iteration 31Q (87.470963 sec): 3 clusters Score: Raw -192268.335388 + Penalty 276.930290 = -191991.405097 nChanged 20 SP:Iteration 32Q (87.474742 sec): 3 clusters Score: Raw -192276.778471 + Penalty 277.219724 = -191999.558747 nChanged 16 SP:Iteration 33Q (87.478756 sec): 3 clusters Score: Raw -192280.643126 + Penalty 278.522359 = -192002.120767 nChanged 12 SP:Iteration 34Q (87.482427 sec): 3 clusters Score: Raw -192283.464968 + Penalty 276.480300 = -192006.984668 nChanged 12 SP:Iteration 35Q (87.486108 sec): 3 clusters Score: Raw -192285.531803 + Penalty 276.581038 = -192008.950766 nChanged 6 SP:Iteration 36Q (87.489787 sec): 3 clusters Score: Raw -192286.350414 + Penalty 274.655367 = -192011.695047 nChanged 4 SP:Iteration 37Q (87.493814 sec): 3 clusters Score: Raw -192287.759452 + Penalty 274.175141 = -192013.584311 nChanged 6 SP:Iteration 38Q (87.497577 sec): 3 clusters Score: Raw -192288.578318 + Penalty 272.161959 = -192016.416359 nChanged 7 SP:Iteration 39Q (87.501213 sec): 3 clusters Score: Raw -192289.653154 + Penalty 272.313316 = -192017.339838 nChanged 10 SP:Iteration 40F (87.505569 sec): 3 clusters Score: Raw -192291.973289 + Penalty 274.335662 = -192017.637627 nChanged 11 SP:Iteration 41Q (87.509254 sec): 3 clusters Score: Raw -192295.933198 + Penalty 276.343281 = -192019.589917 nChanged 11 SP:Iteration 42Q (87.512979 sec): 3 clusters Score: Raw -192298.961832 + Penalty 274.441691 = -192024.520142 nChanged 9 SP:Iteration 43Q (87.516588 sec): 3 clusters Score: Raw -192301.122957 + Penalty 275.056102 = -192026.066855 nChanged 7 SP:Iteration 44Q (87.520192 sec): 3 clusters Score: Raw -192303.112631 + Penalty 275.342080 = -192027.770551 nChanged 6 SP:Iteration 45Q (87.523803 sec): 3 clusters Score: Raw -192304.244285 + Penalty 275.101110 = -192029.143175 nChanged 2 SP:Iteration 46Q (87.527722 sec): 3 clusters Score: Raw -192304.324704 + Penalty 274.568902 = -192029.755802 nChanged 4 SP:Iteration 47Q (87.531325 sec): 3 clusters Score: Raw -192304.334132 + Penalty 274.773254 = -192029.560878 nChanged 6 SP:Iteration 48F (87.535577 sec): 3 clusters Score: Raw -192304.496697 + Penalty 272.498567 = -192031.998130 nChanged 9 SP:Iteration 49Q (87.539143 sec): 3 clusters Score: Raw -192305.895658 + Penalty 274.632429 = -192031.263229 nChanged 8 SP:Iteration 50F (87.543369 sec): 3 clusters Score: Raw -192306.416884 + Penalty 275.714031 = -192030.702853 nChanged 5 SP:Iteration 51F (87.547651 sec): 3 clusters Score: Raw -192307.469144 + Penalty 275.328775 = -192032.140369 nChanged 4 SP:Iteration 52Q (87.551256 sec): 3 clusters Score: Raw -192307.218889 + Penalty 276.276348 = -192030.942541 nChanged 2 SP:Iteration 53F (87.555490 sec): 3 clusters Score: Raw -192306.896023 + Penalty 278.064259 = -192028.831764 nChanged 3 SP:Iteration 54F (87.559974 sec): 3 clusters Score: Raw -192306.561289 + Penalty 276.777661 = -192029.783628 nChanged 1 SP:Iteration 55Q (87.563762 sec): 3 clusters Score: Raw -192306.421148 + Penalty 277.246791 = -192029.174357 nChanged 1 SP:Iteration 56F (87.567974 sec): 3 clusters Score: Raw -192306.101356 + Penalty 277.246791 = -192028.854565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.571180 sec): 2 clusters Score: Raw -24086.287865 + Penalty 550.523637 = -23535.764229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.571861 sec): 3 clusters Score: Raw -24014.730756 + Penalty 1103.596752 = -22911.134004 nChanged 58 SP:Iteration 1F (87.572532 sec): 3 clusters Score: Raw -24111.728921 + Penalty 1108.765440 = -23002.963481 nChanged 21 SP:Iteration 2F (87.573275 sec): 3 clusters Score: Raw -24141.413955 + Penalty 1118.220165 = -23023.193790 nChanged 18 SP:Iteration 3F (87.573994 sec): 3 clusters Score: Raw -24171.142759 + Penalty 1130.364204 = -23040.778555 nChanged 15 SP:Iteration 4F (87.574658 sec): 3 clusters Score: Raw -24199.836214 + Penalty 1139.085280 = -23060.750934 nChanged 8 SP:Iteration 5Q (87.575327 sec): 3 clusters Score: Raw -24205.686740 + Penalty 1153.215649 = -23052.471090 nChanged 7 SP:Iteration 6F (87.576014 sec): 3 clusters Score: Raw -24212.448010 + Penalty 1167.072355 = -23045.375655 nChanged 6 SP:Iteration 7F (87.576697 sec): 3 clusters Score: Raw -24219.749360 + Penalty 1172.388627 = -23047.360733 nChanged 3 SP:Iteration 8Q (87.577349 sec): 3 clusters Score: Raw -24229.220053 + Penalty 1182.155273 = -23047.064779 nChanged 5 SP:Iteration 9F (87.578032 sec): 3 clusters Score: Raw -24240.524075 + Penalty 1191.527546 = -23048.996529 nChanged 3 SP:Iteration 10F (87.578706 sec): 3 clusters Score: Raw -24245.521140 + Penalty 1196.461647 = -23049.059492 nChanged 1 SP:Iteration 11Q (87.579323 sec): 3 clusters Score: Raw -24249.673843 + Penalty 1201.068882 = -23048.604960 nChanged 2 SP:Iteration 12F (87.579982 sec): 3 clusters Score: Raw -24252.911961 + Penalty 1201.068882 = -23051.843079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 61 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.582981 sec): 2 clusters Score: Raw -72875.654188 + Penalty 268.777660 = -72606.876528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.584770 sec): 3 clusters Score: Raw -72387.258174 + Penalty 527.587899 = -71859.670275 nChanged 364 SP:Iteration 1F (87.586491 sec): 3 clusters Score: Raw -72650.708884 + Penalty 513.813046 = -72136.895838 nChanged 130 SP:Iteration 2F (87.588207 sec): 3 clusters Score: Raw -72782.621831 + Penalty 502.396587 = -72280.225244 nChanged 83 SP:Iteration 3F (87.589880 sec): 3 clusters Score: Raw -72891.242014 + Penalty 500.630295 = -72390.611718 nChanged 71 SP:Iteration 4F (87.591721 sec): 3 clusters Score: Raw -72966.070676 + Penalty 502.478545 = -72463.592131 nChanged 43 SP:Iteration 5F (87.593538 sec): 3 clusters Score: Raw -73004.694880 + Penalty 505.982111 = -72498.712768 nChanged 31 SP:Iteration 6Q (87.595262 sec): 3 clusters Score: Raw -73026.403480 + Penalty 511.631472 = -72514.772008 nChanged 26 SP:Iteration 7Q (87.596960 sec): 3 clusters Score: Raw -73038.881564 + Penalty 513.843270 = -72525.038294 nChanged 11 SP:Iteration 8Q (87.598729 sec): 3 clusters Score: Raw -73043.896338 + Penalty 516.353823 = -72527.542515 nChanged 9 SP:Iteration 9Q (87.600496 sec): 3 clusters Score: Raw -73047.868706 + Penalty 518.055675 = -72529.813032 nChanged 7 SP:Iteration 10F (87.602209 sec): 3 clusters Score: Raw -73050.942852 + Penalty 520.013750 = -72530.929102 nChanged 5 SP:Iteration 11Q (87.603844 sec): 3 clusters Score: Raw -73053.449438 + Penalty 522.502638 = -72530.946800 nChanged 3 SP:Iteration 12Q (87.605486 sec): 3 clusters Score: Raw -73056.284546 + Penalty 524.981290 = -72531.303256 nChanged 5 SP:Iteration 13Q (87.607147 sec): 3 clusters Score: Raw -73058.606169 + Penalty 525.746456 = -72532.859712 nChanged 3 SP:Iteration 14Q (87.608801 sec): 3 clusters Score: Raw -73059.177737 + Penalty 525.901493 = -72533.276244 nChanged 2 SP:Iteration 15Q (87.610475 sec): 3 clusters Score: Raw -73059.396847 + Penalty 525.901493 = -72533.495354 nChanged 0 SP:Iteration 16F (87.612190 sec): 3 clusters Score: Raw -73059.396847 + Penalty 525.901493 = -72533.495354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.613257 sec): 2 clusters Score: Raw -15469.395171 + Penalty 685.279805 = -14784.115366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.613800 sec): 3 clusters Score: Raw -15484.354605 + Penalty 1371.712464 = -14112.642142 nChanged 27 SP:Iteration 1F (87.614361 sec): 3 clusters Score: Raw -15588.357543 + Penalty 1374.635787 = -14213.721756 nChanged 16 SP:Iteration 2F (87.614894 sec): 3 clusters Score: Raw -15674.718621 + Penalty 1375.242712 = -14299.475909 nChanged 7 SP:Iteration 3Q (87.615384 sec): 3 clusters Score: Raw -15693.102478 + Penalty 1374.071123 = -14319.031355 nChanged 2 SP:Iteration 4Q (87.615873 sec): 3 clusters Score: Raw -15696.662881 + Penalty 1374.009541 = -14322.653340 nChanged 2 SP:Iteration 5Q (87.616360 sec): 3 clusters Score: Raw -15704.588624 + Penalty 1374.517679 = -14330.070945 nChanged 1 SP:Iteration 6Q (87.616846 sec): 3 clusters Score: Raw -15705.820476 + Penalty 1375.121995 = -14330.698481 nChanged 2 SP:Iteration 7Q (87.617332 sec): 3 clusters Score: Raw -15709.695654 + Penalty 1375.826937 = -14333.868717 nChanged 2 SP:Iteration 8Q (87.617816 sec): 3 clusters Score: Raw -15712.366871 + Penalty 1375.826937 = -14336.539934 nChanged 0 SP:Iteration 9F (87.618346 sec): 3 clusters Score: Raw -15712.366871 + Penalty 1375.826937 = -14336.539934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 125 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.619344 sec): 2 clusters Score: Raw -15563.490602 + Penalty 381.769599 = -15181.721003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.619910 sec): 3 clusters Score: Raw -15547.123136 + Penalty 752.048264 = -14795.074872 nChanged 56 SP:Iteration 1F (87.620465 sec): 3 clusters Score: Raw -15623.653759 + Penalty 751.716146 = -14871.937613 nChanged 20 SP:Iteration 2F (87.621019 sec): 3 clusters Score: Raw -15658.742970 + Penalty 752.763493 = -14905.979476 nChanged 6 SP:Iteration 3Q (87.621551 sec): 3 clusters Score: Raw -15676.857578 + Penalty 746.031295 = -14930.826283 nChanged 5 SP:Iteration 4Q (87.622083 sec): 3 clusters Score: Raw -15698.031008 + Penalty 743.377782 = -14954.653226 nChanged 2 SP:Iteration 5Q (87.622599 sec): 3 clusters Score: Raw -15705.109092 + Penalty 743.964669 = -14961.144423 nChanged 1 SP:Iteration 6Q (87.623152 sec): 3 clusters Score: Raw -15705.959667 + Penalty 742.832822 = -14963.126846 nChanged 1 SP:Iteration 7Q (87.623672 sec): 3 clusters Score: Raw -15706.942469 + Penalty 742.832822 = -14964.109647 nChanged 0 SP:Iteration 8F (87.624241 sec): 3 clusters Score: Raw -15706.942469 + Penalty 742.832822 = -14964.109647 nChanged 0 Iteration 168F (88.190462 sec): 31 clusters Score: Raw -3094505.681740 + Penalty 22156.122357 = -3072349.559383 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -3094505.681740 + Penalty 22156.122357 = -3072349.559383Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 1 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.313504 sec): 2 clusters Score: Raw -53017.568138 + Penalty 666.370801 = -52351.197337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.314715 sec): 3 clusters Score: Raw -52770.341283 + Penalty 1337.822300 = -51432.518983 nChanged 159 SP:Iteration 1F (88.315900 sec): 3 clusters Score: Raw -52902.766739 + Penalty 1347.896237 = -51554.870502 nChanged 52 SP:Iteration 2F (88.317084 sec): 3 clusters Score: Raw -52958.469410 + Penalty 1365.743533 = -51592.725877 nChanged 46 SP:Iteration 3F (88.318260 sec): 3 clusters Score: Raw -53010.655643 + Penalty 1378.338623 = -51632.317021 nChanged 33 SP:Iteration 4F (88.319442 sec): 3 clusters Score: Raw -53045.098482 + Penalty 1395.197953 = -51649.900528 nChanged 25 SP:Iteration 5Q (88.320637 sec): 3 clusters Score: Raw -53073.577284 + Penalty 1410.856852 = -51662.720432 nChanged 18 SP:Iteration 6Q (88.321864 sec): 3 clusters Score: Raw -53090.769148 + Penalty 1433.903958 = -51656.865191 nChanged 15 SP:Iteration 7F (88.323104 sec): 3 clusters Score: Raw -53105.880427 + Penalty 1459.033549 = -51646.846878 nChanged 14 SP:Iteration 8F (88.324314 sec): 3 clusters Score: Raw -53125.558671 + Penalty 1466.256124 = -51659.302547 nChanged 10 SP:Iteration 9Q (88.325409 sec): 3 clusters Score: Raw -53137.713384 + Penalty 1468.153508 = -51669.559876 nChanged 2 SP:Iteration 10F (88.326586 sec): 3 clusters Score: Raw -53138.799000 + Penalty 1468.937429 = -51669.861571 nChanged 1 SP:Iteration 11Q (88.327639 sec): 3 clusters Score: Raw -53140.221581 + Penalty 1468.937429 = -51671.284152 nChanged 0 SP:Iteration 12F (88.328812 sec): 3 clusters Score: Raw -53140.221581 + Penalty 1468.937429 = -51671.284152 nChanged 0 Memory request: 0.04 GB would take us to total of 0.38 GB. Trying to split cluster 2 (9166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.371099 sec): 2 clusters Score: Raw -751408.064850 + Penalty 255.657544 = -751152.407306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.388862 sec): 3 clusters Score: Raw -745308.395033 + Penalty 495.816734 = -744812.578299 nChanged 4344 SP:Iteration 1F (88.406232 sec): 3 clusters Score: Raw -747844.261379 + Penalty 502.102801 = -747342.158578 nChanged 1460 SP:Iteration 2F (88.423233 sec): 3 clusters Score: Raw -749676.603748 + Penalty 508.854595 = -749167.749153 nChanged 530 SP:Iteration 3F (88.441068 sec): 3 clusters Score: Raw -750463.898394 + Penalty 508.799163 = -749955.099231 nChanged 274 SP:Iteration 4Q (88.456653 sec): 3 clusters Score: Raw -750730.883291 + Penalty 503.955141 = -750226.928150 nChanged 218 SP:Iteration 5Q (88.471736 sec): 3 clusters Score: Raw -750878.880802 + Penalty 496.968241 = -750381.912560 nChanged 184 SP:Iteration 6Q (88.486460 sec): 3 clusters Score: Raw -750982.071054 + Penalty 487.771977 = -750494.299076 nChanged 167 SP:Iteration 7Q (88.501107 sec): 3 clusters Score: Raw -751070.298510 + Penalty 480.566382 = -750589.732129 nChanged 134 SP:Iteration 8Q (88.515516 sec): 3 clusters Score: Raw -751135.982800 + Penalty 474.294764 = -750661.688036 nChanged 124 SP:Iteration 9Q (88.529658 sec): 3 clusters Score: Raw -751194.918551 + Penalty 467.557418 = -750727.361133 nChanged 108 SP:Iteration 10F (88.546810 sec): 3 clusters Score: Raw -751241.227804 + Penalty 462.417714 = -750778.810091 nChanged 84 SP:Iteration 11Q (88.560567 sec): 3 clusters Score: Raw -751273.847792 + Penalty 460.445110 = -750813.402682 nChanged 65 SP:Iteration 12Q (88.574716 sec): 3 clusters Score: Raw -751296.581296 + Penalty 458.672043 = -750837.909253 nChanged 54 SP:Iteration 13Q (88.588969 sec): 3 clusters Score: Raw -751313.492264 + Penalty 455.491127 = -750858.001137 nChanged 50 SP:Iteration 14Q (88.602994 sec): 3 clusters Score: Raw -751328.745898 + Penalty 455.832368 = -750872.913530 nChanged 36 SP:Iteration 15Q (88.616854 sec): 3 clusters Score: Raw -751338.123444 + Penalty 452.209099 = -750885.914345 nChanged 25 SP:Iteration 16Q (88.630821 sec): 3 clusters Score: Raw -751344.172833 + Penalty 453.406620 = -750890.766213 nChanged 22 SP:Iteration 17Q (88.645381 sec): 3 clusters Score: Raw -751349.518441 + Penalty 454.191033 = -750895.327408 nChanged 19 SP:Iteration 18Q (88.659001 sec): 3 clusters Score: Raw -751354.541248 + Penalty 455.151266 = -750899.389983 nChanged 17 SP:Iteration 19Q (88.672824 sec): 3 clusters Score: Raw -751358.821984 + Penalty 458.825195 = -750899.996789 nChanged 17 SP:Iteration 20F (88.689664 sec): 3 clusters Score: Raw -751363.995520 + Penalty 460.668061 = -750903.327460 nChanged 17 SP:Iteration 21Q (88.704325 sec): 3 clusters Score: Raw -751368.699651 + Penalty 459.800177 = -750908.899473 nChanged 13 SP:Iteration 22Q (88.718120 sec): 3 clusters Score: Raw -751371.803781 + Penalty 456.327153 = -750915.476628 nChanged 10 SP:Iteration 23Q (88.731663 sec): 3 clusters Score: Raw -751374.375109 + Penalty 450.383652 = -750923.991457 nChanged 10 SP:Iteration 24Q (88.745628 sec): 3 clusters Score: Raw -751376.353643 + Penalty 449.728008 = -750926.625635 nChanged 3 SP:Iteration 25Q (88.758992 sec): 3 clusters Score: Raw -751377.047800 + Penalty 448.594968 = -750928.452832 nChanged 3 SP:Iteration 26Q (88.773049 sec): 3 clusters Score: Raw -751377.451369 + Penalty 448.191601 = -750929.259768 nChanged 1 SP:Iteration 27Q (88.787149 sec): 3 clusters Score: Raw -751377.400306 + Penalty 446.532556 = -750930.867750 nChanged 2 SP:Iteration 28Q (88.800926 sec): 3 clusters Score: Raw -751377.474783 + Penalty 445.646721 = -750931.828062 nChanged 1 SP:Iteration 29Q (88.815363 sec): 3 clusters Score: Raw -751377.581802 + Penalty 445.965971 = -750931.615831 nChanged 2 SP:Iteration 30F (88.832967 sec): 3 clusters Score: Raw -751377.874686 + Penalty 445.803071 = -750932.071614 nChanged 2 SP:Iteration 31Q (88.847411 sec): 3 clusters Score: Raw -751378.073784 + Penalty 445.630755 = -750932.443029 nChanged 4 SP:Iteration 32Q (88.861348 sec): 3 clusters Score: Raw -751378.823947 + Penalty 444.968359 = -750933.855588 nChanged 2 SP:Iteration 33Q (88.875307 sec): 3 clusters Score: Raw -751379.124486 + Penalty 445.271568 = -750933.852918 nChanged 4 SP:Iteration 34F (88.892652 sec): 3 clusters Score: Raw -751379.530061 + Penalty 446.438461 = -750933.091600 nChanged 3 SP:Iteration 35F (88.910342 sec): 3 clusters Score: Raw -751379.939825 + Penalty 447.653481 = -750932.286344 nChanged 5 SP:Iteration 36F (88.927634 sec): 3 clusters Score: Raw -751380.491718 + Penalty 446.237217 = -750934.254501 nChanged 4 SP:Iteration 37Q (88.941560 sec): 3 clusters Score: Raw -751381.041418 + Penalty 445.665633 = -750935.375785 nChanged 4 SP:Iteration 38Q (88.955722 sec): 3 clusters Score: Raw -751381.522051 + Penalty 445.197860 = -750936.324191 nChanged 5 SP:Iteration 39Q (88.969420 sec): 3 clusters Score: Raw -751381.783355 + Penalty 445.663441 = -750936.119915 nChanged 1 SP:Iteration 40F (88.987059 sec): 3 clusters Score: Raw -751382.112421 + Penalty 445.578205 = -750936.534216 nChanged 1 SP:Iteration 41Q (89.000966 sec): 3 clusters Score: Raw -751382.342641 + Penalty 444.719468 = -750937.623173 nChanged 4 SP:Iteration 42Q (89.015138 sec): 3 clusters Score: Raw -751383.422569 + Penalty 443.573793 = -750939.848776 nChanged 1 SP:Iteration 43Q (89.028899 sec): 3 clusters Score: Raw -751383.711078 + Penalty 442.628359 = -750941.082719 nChanged 2 SP:Iteration 44Q (89.042723 sec): 3 clusters Score: Raw -751383.825762 + Penalty 440.535806 = -750943.289956 nChanged 2 SP:Iteration 45Q (89.056839 sec): 3 clusters Score: Raw -751384.182597 + Penalty 440.535806 = -750943.646791 nChanged 0 SP:Iteration 46F (89.073817 sec): 3 clusters Score: Raw -751384.182597 + Penalty 440.535806 = -750943.646791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 3 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.079065 sec): 2 clusters Score: Raw -15530.376185 + Penalty 270.531430 = -15259.844755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.079626 sec): 3 clusters Score: Raw -15448.406058 + Penalty 564.595496 = -14883.810562 nChanged 60 SP:Iteration 1F (89.080181 sec): 3 clusters Score: Raw -15498.277525 + Penalty 618.674567 = -14879.602958 nChanged 26 SP:Iteration 2F (89.080725 sec): 3 clusters Score: Raw -15536.592958 + Penalty 660.501210 = -14876.091749 nChanged 11 SP:Iteration 3F (89.081271 sec): 3 clusters Score: Raw -15550.426492 + Penalty 701.060410 = -14849.366082 nChanged 7 SP:Iteration 4F (89.081817 sec): 3 clusters Score: Raw -15571.567066 + Penalty 725.872163 = -14845.694903 nChanged 2 SP:Iteration 5F (89.082389 sec): 3 clusters Score: Raw -15581.339809 + Penalty 725.872163 = -14855.467646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 4 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.083023 sec): 2 clusters Score: Raw -6040.630574 + Penalty 22.154084 = -6018.476490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.083271 sec): 3 clusters Score: Raw -5996.115729 + Penalty 44.308168 = -5951.807561 nChanged 30 SP:Iteration 1F (89.083513 sec): 3 clusters Score: Raw -6023.724554 + Penalty 44.308168 = -5979.416386 nChanged 10 SP:Iteration 2F (89.083784 sec): 3 clusters Score: Raw -6029.270469 + Penalty 44.308168 = -5984.962301 nChanged 2 SP:Iteration 3Q (89.084020 sec): 3 clusters Score: Raw -6031.108691 + Penalty 44.308168 = -5986.800523 nChanged 0 SP:Iteration 4F (89.084258 sec): 3 clusters Score: Raw -6031.108691 + Penalty 44.308168 = -5986.800523 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.088995 sec): 2 clusters Score: Raw -75601.669653 + Penalty 464.452200 = -75137.217453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.090810 sec): 3 clusters Score: Raw -75235.380176 + Penalty 929.342927 = -74306.037249 nChanged 301 SP:Iteration 1F (89.092577 sec): 3 clusters Score: Raw -75464.153245 + Penalty 931.696626 = -74532.456619 nChanged 70 SP:Iteration 2F (89.094327 sec): 3 clusters Score: Raw -75513.430826 + Penalty 936.916966 = -74576.513860 nChanged 54 SP:Iteration 3F (89.096069 sec): 3 clusters Score: Raw -75559.646655 + Penalty 947.137218 = -74612.509437 nChanged 51 SP:Iteration 4F (89.097821 sec): 3 clusters Score: Raw -75616.969938 + Penalty 957.044721 = -74659.925217 nChanged 42 SP:Iteration 5F (89.099642 sec): 3 clusters Score: Raw -75650.467959 + Penalty 963.429779 = -74687.038180 nChanged 26 SP:Iteration 6Q (89.101430 sec): 3 clusters Score: Raw -75669.327432 + Penalty 966.072794 = -74703.254638 nChanged 23 SP:Iteration 7Q (89.103205 sec): 3 clusters Score: Raw -75687.335110 + Penalty 969.131936 = -74718.203174 nChanged 20 SP:Iteration 8Q (89.104962 sec): 3 clusters Score: Raw -75700.124551 + Penalty 960.607392 = -74739.517159 nChanged 14 SP:Iteration 9Q (89.106720 sec): 3 clusters Score: Raw -75718.153246 + Penalty 959.470603 = -74758.682643 nChanged 21 SP:Iteration 10F (89.108531 sec): 3 clusters Score: Raw -75742.113571 + Penalty 951.825393 = -74790.288178 nChanged 20 SP:Iteration 11Q (89.110402 sec): 3 clusters Score: Raw -75783.593083 + Penalty 948.216817 = -74835.376265 nChanged 28 SP:Iteration 12Q (89.112294 sec): 3 clusters Score: Raw -75847.811920 + Penalty 939.230647 = -74908.581274 nChanged 25 SP:Iteration 13Q (89.114169 sec): 3 clusters Score: Raw -75887.987997 + Penalty 937.309603 = -74950.678394 nChanged 13 SP:Iteration 14Q (89.115895 sec): 3 clusters Score: Raw -75901.357803 + Penalty 935.287191 = -74966.070612 nChanged 11 SP:Iteration 15Q (89.117625 sec): 3 clusters Score: Raw -75912.044601 + Penalty 934.167501 = -74977.877100 nChanged 12 SP:Iteration 16Q (89.119355 sec): 3 clusters Score: Raw -75919.601105 + Penalty 933.395668 = -74986.205437 nChanged 6 SP:Iteration 17Q (89.121112 sec): 3 clusters Score: Raw -75923.453495 + Penalty 933.282005 = -74990.171491 nChanged 2 SP:Iteration 18Q (89.122874 sec): 3 clusters Score: Raw -75924.710877 + Penalty 932.862693 = -74991.848184 nChanged 1 SP:Iteration 19Q (89.124628 sec): 3 clusters Score: Raw -75925.413346 + Penalty 932.751335 = -74992.662010 nChanged 1 SP:Iteration 20F (89.126428 sec): 3 clusters Score: Raw -75926.081248 + Penalty 932.751335 = -74993.329913 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 6 (3925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.145379 sec): 2 clusters Score: Raw -345423.736150 + Penalty 405.443899 = -345018.292251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.153367 sec): 3 clusters Score: Raw -342955.279075 + Penalty 869.421536 = -342085.857539 nChanged 1756 SP:Iteration 1F (89.161339 sec): 3 clusters Score: Raw -344527.664322 + Penalty 965.113832 = -343562.550490 nChanged 479 SP:Iteration 2F (89.169276 sec): 3 clusters Score: Raw -345068.448494 + Penalty 1034.142631 = -344034.305863 nChanged 184 SP:Iteration 3Q (89.177204 sec): 3 clusters Score: Raw -345258.745492 + Penalty 1097.277840 = -344161.467652 nChanged 105 SP:Iteration 4Q (89.184878 sec): 3 clusters Score: Raw -345357.352490 + Penalty 1160.279373 = -344197.073118 nChanged 65 SP:Iteration 5Q (89.192371 sec): 3 clusters Score: Raw -345419.376639 + Penalty 1190.067456 = -344229.309183 nChanged 35 SP:Iteration 6Q (89.199250 sec): 3 clusters Score: Raw -345449.803435 + Penalty 1204.207199 = -344245.596237 nChanged 24 SP:Iteration 7Q (89.206140 sec): 3 clusters Score: Raw -345474.034254 + Penalty 1196.678215 = -344277.356039 nChanged 25 SP:Iteration 8Q (89.213160 sec): 3 clusters Score: Raw -345509.952748 + Penalty 1196.355286 = -344313.597462 nChanged 14 SP:Iteration 9Q (89.219889 sec): 3 clusters Score: Raw -345536.894555 + Penalty 1182.191564 = -344354.702991 nChanged 12 SP:Iteration 10F (89.227955 sec): 3 clusters Score: Raw -345558.642852 + Penalty 1176.557289 = -344382.085564 nChanged 2 SP:Iteration 11Q (89.234501 sec): 3 clusters Score: Raw -345561.283024 + Penalty 1176.557289 = -344384.725736 nChanged 0 SP:Iteration 12F (89.242536 sec): 3 clusters Score: Raw -345561.283024 + Penalty 1176.557289 = -344384.725736 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.250438 sec): 2 clusters Score: Raw -56752.074810 + Penalty 403.636707 = -56348.438103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.251833 sec): 3 clusters Score: Raw -56387.762096 + Penalty 801.395256 = -55586.366840 nChanged 224 SP:Iteration 1F (89.253162 sec): 3 clusters Score: Raw -56527.720531 + Penalty 805.936546 = -55721.783985 nChanged 106 SP:Iteration 2F (89.254485 sec): 3 clusters Score: Raw -56616.088178 + Penalty 853.063399 = -55763.024779 nChanged 67 SP:Iteration 3F (89.255823 sec): 3 clusters Score: Raw -56688.262798 + Penalty 894.144854 = -55794.117944 nChanged 32 SP:Iteration 4F (89.257133 sec): 3 clusters Score: Raw -56722.389916 + Penalty 934.518403 = -55787.871513 nChanged 22 SP:Iteration 5F (89.258443 sec): 3 clusters Score: Raw -56755.347409 + Penalty 961.452568 = -55793.894841 nChanged 21 SP:Iteration 6Q (89.259665 sec): 3 clusters Score: Raw -56784.985392 + Penalty 982.143233 = -55802.842160 nChanged 14 SP:Iteration 7Q (89.260843 sec): 3 clusters Score: Raw -56803.584421 + Penalty 995.978223 = -55807.606198 nChanged 10 SP:Iteration 8Q (89.261985 sec): 3 clusters Score: Raw -56816.131765 + Penalty 994.429704 = -55821.702061 nChanged 8 SP:Iteration 9Q (89.263110 sec): 3 clusters Score: Raw -56829.044081 + Penalty 1001.765781 = -55827.278300 nChanged 4 SP:Iteration 10F (89.264422 sec): 3 clusters Score: Raw -56836.469856 + Penalty 1004.061439 = -55832.408417 nChanged 2 SP:Iteration 11Q (89.265542 sec): 3 clusters Score: Raw -56838.240304 + Penalty 1004.061439 = -55834.178865 nChanged 0 SP:Iteration 12F (89.266841 sec): 3 clusters Score: Raw -56838.240304 + Penalty 1004.061439 = -55834.178865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 8 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.268597 sec): 2 clusters Score: Raw -24692.156138 + Penalty 626.973253 = -24065.182884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.269295 sec): 3 clusters Score: Raw -24627.735212 + Penalty 1254.504762 = -23373.230450 nChanged 61 SP:Iteration 1F (89.269981 sec): 3 clusters Score: Raw -24712.330373 + Penalty 1254.402154 = -23457.928220 nChanged 25 SP:Iteration 2F (89.270662 sec): 3 clusters Score: Raw -24746.758525 + Penalty 1252.543649 = -23494.214876 nChanged 13 SP:Iteration 3Q (89.271333 sec): 3 clusters Score: Raw -24765.781088 + Penalty 1250.597466 = -23515.183621 nChanged 10 SP:Iteration 4Q (89.271999 sec): 3 clusters Score: Raw -24790.619322 + Penalty 1254.297204 = -23536.322117 nChanged 11 SP:Iteration 5Q (89.272663 sec): 3 clusters Score: Raw -24809.810818 + Penalty 1258.040470 = -23551.770348 nChanged 3 SP:Iteration 6Q (89.273317 sec): 3 clusters Score: Raw -24813.408828 + Penalty 1260.776294 = -23552.632534 nChanged 1 SP:Iteration 7Q (89.273969 sec): 3 clusters Score: Raw -24815.004062 + Penalty 1260.776294 = -23554.227767 nChanged 0 SP:Iteration 8F (89.274678 sec): 3 clusters Score: Raw -24815.004062 + Penalty 1260.776294 = -23554.227767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.283734 sec): 2 clusters Score: Raw -170260.914061 + Penalty 572.654583 = -169688.259477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.287730 sec): 3 clusters Score: Raw -169216.216749 + Penalty 1146.070705 = -168070.146044 nChanged 783 SP:Iteration 1F (89.291612 sec): 3 clusters Score: Raw -169692.409098 + Penalty 1145.897525 = -168546.511573 nChanged 184 SP:Iteration 2F (89.295495 sec): 3 clusters Score: Raw -169828.814054 + Penalty 1143.111927 = -168685.702127 nChanged 152 SP:Iteration 3F (89.299239 sec): 3 clusters Score: Raw -169938.407764 + Penalty 1137.711143 = -168800.696621 nChanged 122 SP:Iteration 4F (89.302921 sec): 3 clusters Score: Raw -170038.424151 + Penalty 1130.037533 = -168908.386618 nChanged 103 SP:Iteration 5F (89.306595 sec): 3 clusters Score: Raw -170103.951480 + Penalty 1123.670430 = -168980.281050 nChanged 80 SP:Iteration 6Q (89.310423 sec): 3 clusters Score: Raw -170153.812366 + Penalty 1115.932549 = -169037.879817 nChanged 76 SP:Iteration 7Q (89.314451 sec): 3 clusters Score: Raw -170194.471259 + Penalty 1108.503435 = -169085.967824 nChanged 49 SP:Iteration 8Q (89.318169 sec): 3 clusters Score: Raw -170219.102789 + Penalty 1103.799359 = -169115.303430 nChanged 40 SP:Iteration 9Q (89.321866 sec): 3 clusters Score: Raw -170238.292719 + Penalty 1097.388677 = -169140.904041 nChanged 39 SP:Iteration 10F (89.325667 sec): 3 clusters Score: Raw -170254.554226 + Penalty 1092.050374 = -169162.503852 nChanged 28 SP:Iteration 11Q (89.329515 sec): 3 clusters Score: Raw -170264.262016 + Penalty 1088.645660 = -169175.616355 nChanged 19 SP:Iteration 12Q (89.333336 sec): 3 clusters Score: Raw -170270.835572 + Penalty 1082.472646 = -169188.362926 nChanged 20 SP:Iteration 13Q (89.337072 sec): 3 clusters Score: Raw -170280.638536 + Penalty 1077.501547 = -169203.136989 nChanged 18 SP:Iteration 14Q (89.340785 sec): 3 clusters Score: Raw -170287.516033 + Penalty 1072.883380 = -169214.632654 nChanged 19 SP:Iteration 15Q (89.344666 sec): 3 clusters Score: Raw -170296.146756 + Penalty 1070.173403 = -169225.973353 nChanged 18 SP:Iteration 16Q (89.348737 sec): 3 clusters Score: Raw -170302.637177 + Penalty 1068.744884 = -169233.892294 nChanged 10 SP:Iteration 17Q (89.352795 sec): 3 clusters Score: Raw -170306.837407 + Penalty 1066.329077 = -169240.508330 nChanged 7 SP:Iteration 18Q (89.356714 sec): 3 clusters Score: Raw -170309.628958 + Penalty 1064.646559 = -169244.982399 nChanged 9 SP:Iteration 19Q (89.360614 sec): 3 clusters Score: Raw -170313.172491 + Penalty 1062.909876 = -169250.262616 nChanged 7 SP:Iteration 20F (89.364422 sec): 3 clusters Score: Raw -170315.701666 + Penalty 1062.077178 = -169253.624488 nChanged 4 SP:Iteration 21Q (89.367813 sec): 3 clusters Score: Raw -170317.305997 + Penalty 1061.409854 = -169255.896143 nChanged 2 SP:Iteration 22Q (89.371172 sec): 3 clusters Score: Raw -170318.634031 + Penalty 1060.856275 = -169257.777756 nChanged 2 SP:Iteration 23Q (89.374512 sec): 3 clusters Score: Raw -170319.620560 + Penalty 1060.936650 = -169258.683911 nChanged 1 SP:Iteration 24Q (89.378012 sec): 3 clusters Score: Raw -170320.393277 + Penalty 1060.771408 = -169259.621869 nChanged 1 SP:Iteration 25Q (89.381606 sec): 3 clusters Score: Raw -170320.769714 + Penalty 1060.072453 = -169260.697261 nChanged 2 SP:Iteration 26Q (89.385013 sec): 3 clusters Score: Raw -170322.005094 + Penalty 1060.068718 = -169261.936375 nChanged 1 SP:Iteration 27Q (89.388336 sec): 3 clusters Score: Raw -170322.046772 + Penalty 1060.068718 = -169261.978053 nChanged 0 SP:Iteration 28F (89.391770 sec): 3 clusters Score: Raw -170322.046772 + Penalty 1060.068718 = -169261.978053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 10 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.394033 sec): 2 clusters Score: Raw -19949.219604 + Penalty 187.579315 = -19761.640289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.394706 sec): 3 clusters Score: Raw -19833.347450 + Penalty 362.849172 = -19470.498278 nChanged 85 SP:Iteration 1F (89.395351 sec): 3 clusters Score: Raw -19909.403446 + Penalty 354.450780 = -19554.952666 nChanged 33 SP:Iteration 2F (89.395995 sec): 3 clusters Score: Raw -19939.659945 + Penalty 353.566488 = -19586.093457 nChanged 6 SP:Iteration 3Q (89.396629 sec): 3 clusters Score: Raw -19946.412069 + Penalty 361.980869 = -19584.431200 nChanged 7 SP:Iteration 4F (89.397272 sec): 3 clusters Score: Raw -19950.424370 + Penalty 376.506888 = -19573.917481 nChanged 7 SP:Iteration 5F (89.397914 sec): 3 clusters Score: Raw -19956.906423 + Penalty 405.408500 = -19551.497923 nChanged 7 SP:Iteration 6F (89.398553 sec): 3 clusters Score: Raw -19962.441576 + Penalty 430.638056 = -19531.803521 nChanged 4 SP:Iteration 7F (89.399224 sec): 3 clusters Score: Raw -19966.528738 + Penalty 464.184085 = -19502.344654 nChanged 4 SP:Iteration 8F (89.399870 sec): 3 clusters Score: Raw -19969.944755 + Penalty 481.882869 = -19488.061886 nChanged 1 SP:Iteration 9F (89.400502 sec): 3 clusters Score: Raw -19970.859667 + Penalty 531.041077 = -19439.818590 nChanged 2 SP:Iteration 10F (89.401131 sec): 3 clusters Score: Raw -19973.705728 + Penalty 568.428677 = -19405.277052 nChanged 1 SP:Iteration 11F (89.401758 sec): 3 clusters Score: Raw -19977.843891 + Penalty 595.793729 = -19382.050162 nChanged 1 SP:Iteration 12F (89.402423 sec): 3 clusters Score: Raw -19982.432215 + Penalty 595.793729 = -19386.638487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (1688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.407942 sec): 2 clusters Score: Raw -141768.140257 + Penalty 158.936665 = -141609.203592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.411316 sec): 3 clusters Score: Raw -140695.424932 + Penalty 342.094187 = -140353.330745 nChanged 783 SP:Iteration 1F (89.414679 sec): 3 clusters Score: Raw -141269.760352 + Penalty 355.574483 = -140914.185869 nChanged 210 SP:Iteration 2F (89.417793 sec): 3 clusters Score: Raw -141418.522096 + Penalty 362.759556 = -141055.762539 nChanged 123 SP:Iteration 3F (89.420874 sec): 3 clusters Score: Raw -141542.934140 + Penalty 360.800568 = -141182.133572 nChanged 97 SP:Iteration 4F (89.423993 sec): 3 clusters Score: Raw -141652.675551 + Penalty 372.821940 = -141279.853611 nChanged 54 SP:Iteration 5Q (89.427103 sec): 3 clusters Score: Raw -141718.952773 + Penalty 391.336296 = -141327.616477 nChanged 34 SP:Iteration 6Q (89.429821 sec): 3 clusters Score: Raw -141745.786085 + Penalty 403.330501 = -141342.455584 nChanged 17 SP:Iteration 7Q (89.432469 sec): 3 clusters Score: Raw -141757.966094 + Penalty 410.969374 = -141346.996719 nChanged 14 SP:Iteration 8Q (89.435113 sec): 3 clusters Score: Raw -141767.859477 + Penalty 442.245425 = -141325.614052 nChanged 12 SP:Iteration 9F (89.438215 sec): 3 clusters Score: Raw -141775.406553 + Penalty 505.571225 = -141269.835328 nChanged 6 SP:Iteration 10F (89.441286 sec): 3 clusters Score: Raw -141783.053313 + Penalty 544.395154 = -141238.658159 nChanged 3 SP:Iteration 11F (89.444723 sec): 3 clusters Score: Raw -141787.386766 + Penalty 544.395154 = -141242.991612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.449968 sec): 2 clusters Score: Raw -75272.666547 + Penalty 362.397366 = -74910.269181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.451659 sec): 3 clusters Score: Raw -74753.207209 + Penalty 750.585420 = -74002.621789 nChanged 362 SP:Iteration 1F (89.453319 sec): 3 clusters Score: Raw -75061.847629 + Penalty 777.664489 = -74284.183139 nChanged 95 SP:Iteration 2F (89.455057 sec): 3 clusters Score: Raw -75144.433436 + Penalty 805.105394 = -74339.328042 nChanged 58 SP:Iteration 3F (89.456734 sec): 3 clusters Score: Raw -75186.522685 + Penalty 817.818803 = -74368.703882 nChanged 23 SP:Iteration 4Q (89.458346 sec): 3 clusters Score: Raw -75202.329589 + Penalty 829.969379 = -74372.360210 nChanged 24 SP:Iteration 5Q (89.459931 sec): 3 clusters Score: Raw -75217.893103 + Penalty 838.197396 = -74379.695707 nChanged 15 SP:Iteration 6Q (89.461502 sec): 3 clusters Score: Raw -75226.227748 + Penalty 846.841512 = -74379.386236 nChanged 15 SP:Iteration 7F (89.463212 sec): 3 clusters Score: Raw -75233.990252 + Penalty 853.246489 = -74380.743763 nChanged 13 SP:Iteration 8Q (89.464748 sec): 3 clusters Score: Raw -75241.839618 + Penalty 867.783399 = -74374.056219 nChanged 14 SP:Iteration 9F (89.466443 sec): 3 clusters Score: Raw -75250.520879 + Penalty 874.364780 = -74376.156099 nChanged 10 SP:Iteration 10F (89.468130 sec): 3 clusters Score: Raw -75254.953729 + Penalty 879.889576 = -74375.064153 nChanged 11 SP:Iteration 11F (89.469791 sec): 3 clusters Score: Raw -75260.492083 + Penalty 886.579922 = -74373.912161 nChanged 10 SP:Iteration 12F (89.471448 sec): 3 clusters Score: Raw -75264.695502 + Penalty 899.565891 = -74365.129611 nChanged 8 SP:Iteration 13F (89.473105 sec): 3 clusters Score: Raw -75273.057614 + Penalty 906.182624 = -74366.874990 nChanged 3 SP:Iteration 14Q (89.474555 sec): 3 clusters Score: Raw -75274.494357 + Penalty 918.649644 = -74355.844713 nChanged 3 SP:Iteration 15F (89.476262 sec): 3 clusters Score: Raw -75278.853939 + Penalty 919.872505 = -74358.981434 nChanged 1 SP:Iteration 16Q (89.477836 sec): 3 clusters Score: Raw -75278.654332 + Penalty 919.872505 = -74358.781826 nChanged 0 SP:Iteration 17F (89.479641 sec): 3 clusters Score: Raw -75278.654332 + Penalty 919.872505 = -74358.781826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.484591 sec): 2 clusters Score: Raw -51308.109859 + Penalty 595.632657 = -50712.477202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.485808 sec): 3 clusters Score: Raw -51028.944148 + Penalty 1190.793319 = -49838.150829 nChanged 180 SP:Iteration 1F (89.487006 sec): 3 clusters Score: Raw -51151.730655 + Penalty 1192.515955 = -49959.214699 nChanged 59 SP:Iteration 2F (89.488146 sec): 3 clusters Score: Raw -51201.705985 + Penalty 1194.646597 = -50007.059388 nChanged 32 SP:Iteration 3F (89.489351 sec): 3 clusters Score: Raw -51221.281806 + Penalty 1195.854142 = -50025.427664 nChanged 17 SP:Iteration 4Q (89.490558 sec): 3 clusters Score: Raw -51229.938158 + Penalty 1197.486253 = -50032.451905 nChanged 12 SP:Iteration 5Q (89.491841 sec): 3 clusters Score: Raw -51238.334032 + Penalty 1199.585511 = -50038.748521 nChanged 11 SP:Iteration 6Q (89.493139 sec): 3 clusters Score: Raw -51247.409903 + Penalty 1202.378587 = -50045.031315 nChanged 11 SP:Iteration 7Q (89.494428 sec): 3 clusters Score: Raw -51255.597290 + Penalty 1203.874306 = -50051.722985 nChanged 5 SP:Iteration 8Q (89.495716 sec): 3 clusters Score: Raw -51259.763649 + Penalty 1204.692148 = -50055.071501 nChanged 3 SP:Iteration 9Q (89.497007 sec): 3 clusters Score: Raw -51262.755045 + Penalty 1205.573259 = -50057.181786 nChanged 4 SP:Iteration 10F (89.498305 sec): 3 clusters Score: Raw -51265.396565 + Penalty 1205.906723 = -50059.489842 nChanged 3 SP:Iteration 11Q (89.499595 sec): 3 clusters Score: Raw -51268.371613 + Penalty 1206.409063 = -50061.962550 nChanged 5 SP:Iteration 12Q (89.500869 sec): 3 clusters Score: Raw -51272.608065 + Penalty 1206.409063 = -50066.199002 nChanged 0 SP:Iteration 13F (89.502166 sec): 3 clusters Score: Raw -51272.608065 + Penalty 1206.409063 = -50066.199002 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 17 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.506311 sec): 2 clusters Score: Raw -89702.956629 + Penalty 464.395659 = -89238.560970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.508453 sec): 3 clusters Score: Raw -89159.715532 + Penalty 920.357395 = -88239.358137 nChanged 381 SP:Iteration 1F (89.510615 sec): 3 clusters Score: Raw -89446.091739 + Penalty 914.767707 = -88531.324032 nChanged 109 SP:Iteration 2F (89.512820 sec): 3 clusters Score: Raw -89551.197341 + Penalty 911.639696 = -88639.557645 nChanged 83 SP:Iteration 3F (89.514986 sec): 3 clusters Score: Raw -89611.273413 + Penalty 906.258049 = -88705.015364 nChanged 56 SP:Iteration 4F (89.517118 sec): 3 clusters Score: Raw -89646.229695 + Penalty 900.012882 = -88746.216813 nChanged 37 SP:Iteration 5Q (89.519309 sec): 3 clusters Score: Raw -89664.899083 + Penalty 892.642245 = -88772.256838 nChanged 28 SP:Iteration 6Q (89.521396 sec): 3 clusters Score: Raw -89675.400300 + Penalty 888.071006 = -88787.329294 nChanged 17 SP:Iteration 7Q (89.523478 sec): 3 clusters Score: Raw -89680.450967 + Penalty 886.172625 = -88794.278342 nChanged 14 SP:Iteration 8Q (89.525544 sec): 3 clusters Score: Raw -89683.834878 + Penalty 882.957744 = -88800.877134 nChanged 11 SP:Iteration 9Q (89.527634 sec): 3 clusters Score: Raw -89686.919740 + Penalty 881.894888 = -88805.024852 nChanged 8 SP:Iteration 10F (89.529845 sec): 3 clusters Score: Raw -89688.386928 + Penalty 879.727752 = -88808.659176 nChanged 4 SP:Iteration 11Q (89.532021 sec): 3 clusters Score: Raw -89688.723312 + Penalty 875.404020 = -88813.319292 nChanged 4 SP:Iteration 12Q (89.534099 sec): 3 clusters Score: Raw -89689.361193 + Penalty 874.159893 = -88815.201301 nChanged 2 SP:Iteration 13Q (89.536261 sec): 3 clusters Score: Raw -89689.974800 + Penalty 874.289629 = -88815.685171 nChanged 1 SP:Iteration 14Q (89.538409 sec): 3 clusters Score: Raw -89690.555971 + Penalty 873.036158 = -88817.519813 nChanged 2 SP:Iteration 15Q (89.540473 sec): 3 clusters Score: Raw -89690.999124 + Penalty 870.894469 = -88820.104654 nChanged 3 SP:Iteration 16Q (89.542565 sec): 3 clusters Score: Raw -89691.888809 + Penalty 867.806492 = -88824.082317 nChanged 6 SP:Iteration 17Q (89.544741 sec): 3 clusters Score: Raw -89694.386820 + Penalty 865.156595 = -88829.230225 nChanged 8 SP:Iteration 18Q (89.546882 sec): 3 clusters Score: Raw -89699.122721 + Penalty 865.378676 = -88833.744045 nChanged 8 SP:Iteration 19Q (89.548966 sec): 3 clusters Score: Raw -89704.861590 + Penalty 860.290228 = -88844.571363 nChanged 11 SP:Iteration 20F (89.551099 sec): 3 clusters Score: Raw -89710.925846 + Penalty 859.086690 = -88851.839156 nChanged 12 SP:Iteration 21Q (89.553283 sec): 3 clusters Score: Raw -89715.751360 + Penalty 859.758122 = -88855.993238 nChanged 6 SP:Iteration 22Q (89.555447 sec): 3 clusters Score: Raw -89717.817512 + Penalty 860.745402 = -88857.072110 nChanged 3 SP:Iteration 23Q (89.557624 sec): 3 clusters Score: Raw -89718.023808 + Penalty 861.130050 = -88856.893758 nChanged 2 SP:Iteration 24F (89.559832 sec): 3 clusters Score: Raw -89717.980077 + Penalty 858.932967 = -88859.047109 nChanged 2 SP:Iteration 25Q (89.562154 sec): 3 clusters Score: Raw -89717.957603 + Penalty 859.462186 = -88858.495417 nChanged 1 SP:Iteration 26F (89.564398 sec): 3 clusters Score: Raw -89718.204604 + Penalty 859.906979 = -88858.297625 nChanged 1 SP:Iteration 27F (89.566500 sec): 3 clusters Score: Raw -89718.292684 + Penalty 861.273436 = -88857.019248 nChanged 4 SP:Iteration 28F (89.568541 sec): 3 clusters Score: Raw -89718.780873 + Penalty 861.471804 = -88857.309069 nChanged 4 SP:Iteration 29Q (89.570495 sec): 3 clusters Score: Raw -89719.373056 + Penalty 862.081964 = -88857.291092 nChanged 2 SP:Iteration 30F (89.572364 sec): 3 clusters Score: Raw -89720.832587 + Penalty 861.502185 = -88859.330402 nChanged 3 SP:Iteration 31Q (89.574179 sec): 3 clusters Score: Raw -89721.342553 + Penalty 861.502185 = -88859.840368 nChanged 0 SP:Iteration 32F (89.576214 sec): 3 clusters Score: Raw -89721.342553 + Penalty 861.502185 = -88859.840368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 20 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.577836 sec): 2 clusters Score: Raw -5420.012220 + Penalty 178.286807 = -5241.725413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.578233 sec): 3 clusters Score: Raw -5495.384230 + Penalty 355.399790 = -5139.984441 nChanged 14 SP:Iteration 1F (89.578615 sec): 3 clusters Score: Raw -5537.173486 + Penalty 356.465221 = -5180.708266 nChanged 10 SP:Iteration 2F (89.579016 sec): 3 clusters Score: Raw -5584.930774 + Penalty 357.011741 = -5227.919034 nChanged 2 SP:Iteration 3Q (89.579378 sec): 3 clusters Score: Raw -5586.271608 + Penalty 357.011741 = -5229.259867 nChanged 0 SP:Iteration 4F (89.579763 sec): 3 clusters Score: Raw -5586.271608 + Penalty 357.011741 = -5229.259867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.582190 sec): 2 clusters Score: Raw -54276.106134 + Penalty 780.767577 = -53495.338558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.583401 sec): 3 clusters Score: Raw -54101.268646 + Penalty 1575.641829 = -52525.626817 nChanged 171 SP:Iteration 1F (89.584578 sec): 3 clusters Score: Raw -54322.329833 + Penalty 1603.162614 = -52719.167218 nChanged 62 SP:Iteration 2F (89.585752 sec): 3 clusters Score: Raw -54400.284543 + Penalty 1620.659069 = -52779.625474 nChanged 27 SP:Iteration 3Q (89.586904 sec): 3 clusters Score: Raw -54433.515150 + Penalty 1632.392508 = -52801.122642 nChanged 19 SP:Iteration 4Q (89.588053 sec): 3 clusters Score: Raw -54453.276086 + Penalty 1641.379078 = -52811.897008 nChanged 10 SP:Iteration 5Q (89.589200 sec): 3 clusters Score: Raw -54465.236844 + Penalty 1647.141419 = -52818.095425 nChanged 6 SP:Iteration 6Q (89.590338 sec): 3 clusters Score: Raw -54476.149092 + Penalty 1652.430713 = -52823.718379 nChanged 9 SP:Iteration 7Q (89.591469 sec): 3 clusters Score: Raw -54487.399380 + Penalty 1653.083438 = -52834.315942 nChanged 2 SP:Iteration 8Q (89.592587 sec): 3 clusters Score: Raw -54489.303460 + Penalty 1654.396295 = -52834.907166 nChanged 2 SP:Iteration 9Q (89.593722 sec): 3 clusters Score: Raw -54491.178460 + Penalty 1657.212350 = -52833.966109 nChanged 3 SP:Iteration 10F (89.594915 sec): 3 clusters Score: Raw -54493.148824 + Penalty 1658.859787 = -52834.289037 nChanged 1 SP:Iteration 11Q (89.596027 sec): 3 clusters Score: Raw -54494.630895 + Penalty 1658.915483 = -52835.715413 nChanged 1 SP:Iteration 12Q (89.597138 sec): 3 clusters Score: Raw -54494.848687 + Penalty 1658.915483 = -52835.933205 nChanged 0 SP:Iteration 13F (89.598310 sec): 3 clusters Score: Raw -54494.848687 + Penalty 1658.915483 = -52835.933205 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.603292 sec): 2 clusters Score: Raw -72016.048518 + Penalty 218.729604 = -71797.318914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.605001 sec): 3 clusters Score: Raw -71492.284387 + Penalty 421.588440 = -71070.695948 nChanged 363 SP:Iteration 1F (89.606679 sec): 3 clusters Score: Raw -71716.517840 + Penalty 422.183378 = -71294.334462 nChanged 103 SP:Iteration 2F (89.608392 sec): 3 clusters Score: Raw -71803.346777 + Penalty 451.915259 = -71351.431518 nChanged 93 SP:Iteration 3F (89.610100 sec): 3 clusters Score: Raw -71931.948943 + Penalty 570.271999 = -71361.676944 nChanged 71 SP:Iteration 4F (89.611927 sec): 3 clusters Score: Raw -72040.291167 + Penalty 667.290085 = -71373.001082 nChanged 24 SP:Iteration 5Q (89.613663 sec): 3 clusters Score: Raw -72093.455939 + Penalty 696.983854 = -71396.472085 nChanged 12 SP:Iteration 6Q (89.615194 sec): 3 clusters Score: Raw -72114.445560 + Penalty 717.104008 = -71397.341552 nChanged 7 SP:Iteration 7Q (89.616723 sec): 3 clusters Score: Raw -72126.040764 + Penalty 725.243118 = -71400.797646 nChanged 7 SP:Iteration 8Q (89.618288 sec): 3 clusters Score: Raw -72136.688983 + Penalty 720.841927 = -71415.847056 nChanged 5 SP:Iteration 9Q (89.619821 sec): 3 clusters Score: Raw -72139.400601 + Penalty 721.119470 = -71418.281131 nChanged 1 SP:Iteration 10F (89.621551 sec): 3 clusters Score: Raw -72140.230218 + Penalty 714.628339 = -71425.601878 nChanged 2 SP:Iteration 11Q (89.623002 sec): 3 clusters Score: Raw -72140.922992 + Penalty 713.888018 = -71427.034974 nChanged 1 SP:Iteration 12Q (89.624440 sec): 3 clusters Score: Raw -72141.022680 + Penalty 713.888018 = -71427.134663 nChanged 0 SP:Iteration 13F (89.626160 sec): 3 clusters Score: Raw -72141.022680 + Penalty 713.888018 = -71427.134663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 35 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.629650 sec): 2 clusters Score: Raw -38410.974677 + Penalty 420.739144 = -37990.235533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.630596 sec): 3 clusters Score: Raw -38193.015367 + Penalty 844.427779 = -37348.587588 nChanged 143 SP:Iteration 1F (89.631550 sec): 3 clusters Score: Raw -38286.315328 + Penalty 847.875597 = -37438.439732 nChanged 42 SP:Iteration 2F (89.632477 sec): 3 clusters Score: Raw -38323.474612 + Penalty 859.021447 = -37464.453165 nChanged 34 SP:Iteration 3F (89.633402 sec): 3 clusters Score: Raw -38359.745584 + Penalty 882.188051 = -37477.557533 nChanged 33 SP:Iteration 4F (89.634326 sec): 3 clusters Score: Raw -38396.907174 + Penalty 895.207934 = -37501.699241 nChanged 13 SP:Iteration 5Q (89.635239 sec): 3 clusters Score: Raw -38407.228397 + Penalty 911.701705 = -37495.526692 nChanged 8 SP:Iteration 6F (89.636162 sec): 3 clusters Score: Raw -38416.385636 + Penalty 943.247650 = -37473.137986 nChanged 13 SP:Iteration 7F (89.637084 sec): 3 clusters Score: Raw -38432.698663 + Penalty 967.803721 = -37464.894942 nChanged 9 SP:Iteration 8F (89.638012 sec): 3 clusters Score: Raw -38444.116193 + Penalty 977.583620 = -37466.532572 nChanged 3 SP:Iteration 9Q (89.638846 sec): 3 clusters Score: Raw -38446.525290 + Penalty 977.583620 = -37468.941669 nChanged 0 SP:Iteration 10F (89.639769 sec): 3 clusters Score: Raw -38446.525290 + Penalty 977.583620 = -37468.941669 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 36 (6684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.668781 sec): 2 clusters Score: Raw -560856.657288 + Penalty 131.811846 = -560724.845442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.681352 sec): 3 clusters Score: Raw -556428.536584 + Penalty 266.545873 = -556161.990711 nChanged 3208 SP:Iteration 1F (89.693358 sec): 3 clusters Score: Raw -559461.346740 + Penalty 264.308991 = -559197.037749 nChanged 530 SP:Iteration 2F (89.705520 sec): 3 clusters Score: Raw -559802.283848 + Penalty 263.602981 = -559538.680867 nChanged 305 SP:Iteration 3Q (89.717867 sec): 3 clusters Score: Raw -559926.785608 + Penalty 263.083264 = -559663.702345 nChanged 155 SP:Iteration 4Q (89.729870 sec): 3 clusters Score: Raw -559965.163081 + Penalty 262.563181 = -559702.599900 nChanged 106 SP:Iteration 5Q (89.741674 sec): 3 clusters Score: Raw -559995.340691 + Penalty 261.884363 = -559733.456328 nChanged 104 SP:Iteration 6Q (89.753667 sec): 3 clusters Score: Raw -560024.853621 + Penalty 261.314051 = -559763.539569 nChanged 90 SP:Iteration 7Q (89.765236 sec): 3 clusters Score: Raw -560049.143559 + Penalty 260.605882 = -559788.537677 nChanged 83 SP:Iteration 8Q (89.776781 sec): 3 clusters Score: Raw -560073.981934 + Penalty 259.951073 = -559814.030861 nChanged 81 SP:Iteration 9Q (89.788721 sec): 3 clusters Score: Raw -560093.418425 + Penalty 259.242376 = -559834.176049 nChanged 70 SP:Iteration 10F (89.800728 sec): 3 clusters Score: Raw -560109.833658 + Penalty 258.738656 = -559851.095001 nChanged 68 SP:Iteration 11Q (89.812743 sec): 3 clusters Score: Raw -560127.674143 + Penalty 258.133383 = -559869.540760 nChanged 67 SP:Iteration 12Q (89.824587 sec): 3 clusters Score: Raw -560146.685413 + Penalty 257.953000 = -559888.732413 nChanged 56 SP:Iteration 13Q (89.836483 sec): 3 clusters Score: Raw -560157.718081 + Penalty 257.756548 = -559899.961533 nChanged 63 SP:Iteration 14Q (89.848484 sec): 3 clusters Score: Raw -560169.608672 + Penalty 257.701752 = -559911.906920 nChanged 51 SP:Iteration 15Q (89.859922 sec): 3 clusters Score: Raw -560176.937598 + Penalty 257.791908 = -559919.145689 nChanged 52 SP:Iteration 16Q (89.871382 sec): 3 clusters Score: Raw -560183.832547 + Penalty 257.989630 = -559925.842917 nChanged 51 SP:Iteration 17Q (89.883180 sec): 3 clusters Score: Raw -560190.478158 + Penalty 258.140083 = -559932.338075 nChanged 46 SP:Iteration 18Q (89.894654 sec): 3 clusters Score: Raw -560195.320806 + Penalty 258.322127 = -559936.998679 nChanged 34 SP:Iteration 19Q (89.906343 sec): 3 clusters Score: Raw -560199.160736 + Penalty 258.546868 = -559940.613867 nChanged 34 SP:Iteration 20F (89.918862 sec): 3 clusters Score: Raw -560203.288037 + Penalty 258.817285 = -559944.470751 nChanged 29 SP:Iteration 21Q (89.930328 sec): 3 clusters Score: Raw -560205.390684 + Penalty 258.973710 = -559946.416973 nChanged 18 SP:Iteration 22Q (89.941843 sec): 3 clusters Score: Raw -560206.339041 + Penalty 259.016929 = -559947.322112 nChanged 13 SP:Iteration 23Q (89.953691 sec): 3 clusters Score: Raw -560207.037370 + Penalty 259.049817 = -559947.987553 nChanged 11 SP:Iteration 24Q (89.965348 sec): 3 clusters Score: Raw -560207.620161 + Penalty 259.094744 = -559948.525417 nChanged 13 SP:Iteration 25Q (89.977296 sec): 3 clusters Score: Raw -560208.796325 + Penalty 259.289580 = -559949.506745 nChanged 22 SP:Iteration 26Q (89.989136 sec): 3 clusters Score: Raw -560210.216323 + Penalty 259.375622 = -559950.840701 nChanged 12 SP:Iteration 27Q (90.000666 sec): 3 clusters Score: Raw -560210.784480 + Penalty 259.496293 = -559951.288187 nChanged 13 SP:Iteration 28Q (90.012480 sec): 3 clusters Score: Raw -560211.570401 + Penalty 259.528715 = -559952.041687 nChanged 17 SP:Iteration 29Q (90.024743 sec): 3 clusters Score: Raw -560212.402182 + Penalty 259.653883 = -559952.748299 nChanged 13 SP:Iteration 30F (90.036877 sec): 3 clusters Score: Raw -560213.156683 + Penalty 259.852760 = -559953.303923 nChanged 11 SP:Iteration 31Q (90.048603 sec): 3 clusters Score: Raw -560213.688460 + Penalty 260.044925 = -559953.643535 nChanged 11 SP:Iteration 32Q (90.060955 sec): 3 clusters Score: Raw -560214.025338 + Penalty 260.159420 = -559953.865917 nChanged 8 SP:Iteration 33Q (90.073472 sec): 3 clusters Score: Raw -560214.201373 + Penalty 260.238574 = -559953.962799 nChanged 6 SP:Iteration 34Q (90.086562 sec): 3 clusters Score: Raw -560214.383052 + Penalty 260.350496 = -559954.032556 nChanged 8 SP:Iteration 35Q (90.099325 sec): 3 clusters Score: Raw -560214.609816 + Penalty 260.426697 = -559954.183118 nChanged 5 SP:Iteration 36Q (90.112108 sec): 3 clusters Score: Raw -560214.770945 + Penalty 260.525930 = -559954.245014 nChanged 7 SP:Iteration 37Q (90.125716 sec): 3 clusters Score: Raw -560214.991936 + Penalty 260.690709 = -559954.301227 nChanged 11 SP:Iteration 38Q (90.137952 sec): 3 clusters Score: Raw -560215.331173 + Penalty 260.805903 = -559954.525270 nChanged 11 SP:Iteration 39Q (90.150001 sec): 3 clusters Score: Raw -560215.706504 + Penalty 260.922604 = -559954.783900 nChanged 10 SP:Iteration 40F (90.162029 sec): 3 clusters Score: Raw -560215.857553 + Penalty 260.991724 = -559954.865829 nChanged 4 SP:Iteration 41Q (90.173567 sec): 3 clusters Score: Raw -560215.918183 + Penalty 261.087173 = -559954.831010 nChanged 7 SP:Iteration 42F (90.185879 sec): 3 clusters Score: Raw -560215.999625 + Penalty 261.141729 = -559954.857897 nChanged 4 SP:Iteration 43Q (90.197470 sec): 3 clusters Score: Raw -560216.046901 + Penalty 261.189615 = -559954.857285 nChanged 3 SP:Iteration 44F (90.209434 sec): 3 clusters Score: Raw -560216.100509 + Penalty 261.275318 = -559954.825191 nChanged 5 SP:Iteration 45F (90.221943 sec): 3 clusters Score: Raw -560216.165791 + Penalty 261.319762 = -559954.846029 nChanged 3 SP:Iteration 46Q (90.233582 sec): 3 clusters Score: Raw -560216.193028 + Penalty 261.363636 = -559954.829392 nChanged 3 SP:Iteration 47F (90.245592 sec): 3 clusters Score: Raw -560216.225042 + Penalty 261.426077 = -559954.798965 nChanged 4 SP:Iteration 48F (90.257938 sec): 3 clusters Score: Raw -560216.248715 + Penalty 261.440865 = -559954.807850 nChanged 1 SP:Iteration 49Q (90.269396 sec): 3 clusters Score: Raw -560216.261087 + Penalty 261.454842 = -559954.806245 nChanged 1 SP:Iteration 50F (90.281682 sec): 3 clusters Score: Raw -560216.264603 + Penalty 261.468878 = -559954.795725 nChanged 1 SP:Iteration 51F (90.293616 sec): 3 clusters Score: Raw -560216.268026 + Penalty 261.468878 = -559954.799148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 38 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.299394 sec): 2 clusters Score: Raw -35574.612286 + Penalty 771.868966 = -34802.743320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.300246 sec): 3 clusters Score: Raw -35467.212836 + Penalty 1543.955910 = -33923.256926 nChanged 77 SP:Iteration 1F (90.301082 sec): 3 clusters Score: Raw -35543.506140 + Penalty 1543.537436 = -33999.968704 nChanged 29 SP:Iteration 2F (90.301917 sec): 3 clusters Score: Raw -35591.566602 + Penalty 1543.734528 = -34047.832075 nChanged 24 SP:Iteration 3F (90.302751 sec): 3 clusters Score: Raw -35623.331417 + Penalty 1544.752764 = -34078.578653 nChanged 17 SP:Iteration 4Q (90.303570 sec): 3 clusters Score: Raw -35642.837679 + Penalty 1546.649647 = -34096.188031 nChanged 7 SP:Iteration 5Q (90.304384 sec): 3 clusters Score: Raw -35648.618390 + Penalty 1547.514194 = -34101.104195 nChanged 3 SP:Iteration 6Q (90.305197 sec): 3 clusters Score: Raw -35650.836272 + Penalty 1547.514194 = -34103.322078 nChanged 0 SP:Iteration 7F (90.306028 sec): 3 clusters Score: Raw -35650.836272 + Penalty 1547.514194 = -34103.322078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.306518 sec): 2 clusters Score: Raw -491.437122 + Penalty 12.231435 = -479.205687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.306719 sec): 3 clusters Score: Raw -501.015444 + Penalty 22.961740 = -478.053704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 41 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.308129 sec): 2 clusters Score: Raw -25104.374590 + Penalty 522.324250 = -24582.050340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.308881 sec): 3 clusters Score: Raw -25025.053255 + Penalty 1051.005218 = -23974.048036 nChanged 73 SP:Iteration 1F (90.309624 sec): 3 clusters Score: Raw -25093.650453 + Penalty 1052.569567 = -24041.080886 nChanged 15 SP:Iteration 2F (90.310363 sec): 3 clusters Score: Raw -25117.146900 + Penalty 1049.192126 = -24067.954774 nChanged 14 SP:Iteration 3Q (90.311086 sec): 3 clusters Score: Raw -25140.852994 + Penalty 1048.828988 = -24092.024005 nChanged 6 SP:Iteration 4Q (90.311841 sec): 3 clusters Score: Raw -25151.725303 + Penalty 1049.953800 = -24101.771503 nChanged 5 SP:Iteration 5Q (90.312567 sec): 3 clusters Score: Raw -25163.114968 + Penalty 1049.868098 = -24113.246871 nChanged 4 SP:Iteration 6Q (90.313292 sec): 3 clusters Score: Raw -25172.104514 + Penalty 1049.457151 = -24122.647363 nChanged 4 SP:Iteration 7Q (90.314006 sec): 3 clusters Score: Raw -25174.420641 + Penalty 1050.218193 = -24124.202448 nChanged 2 SP:Iteration 8Q (90.314716 sec): 3 clusters Score: Raw -25175.481808 + Penalty 1049.300310 = -24126.181498 nChanged 2 SP:Iteration 9Q (90.315426 sec): 3 clusters Score: Raw -25179.097710 + Penalty 1049.631048 = -24129.466662 nChanged 2 SP:Iteration 10F (90.316195 sec): 3 clusters Score: Raw -25183.892204 + Penalty 1048.826684 = -24135.065520 nChanged 3 SP:Iteration 11Q (90.316909 sec): 3 clusters Score: Raw -25188.432273 + Penalty 1049.912898 = -24138.519374 nChanged 2 SP:Iteration 12Q (90.317620 sec): 3 clusters Score: Raw -25192.920696 + Penalty 1049.340028 = -24143.580668 nChanged 1 SP:Iteration 13Q (90.318328 sec): 3 clusters Score: Raw -25195.702803 + Penalty 1049.340028 = -24146.362775 nChanged 0 SP:Iteration 14F (90.319067 sec): 3 clusters Score: Raw -25195.702803 + Penalty 1049.340028 = -24146.362775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.321473 sec): 2 clusters Score: Raw -58283.114990 + Penalty 419.898083 = -57863.216907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.322924 sec): 3 clusters Score: Raw -57949.804434 + Penalty 875.211178 = -57074.593256 nChanged 244 SP:Iteration 1F (90.324310 sec): 3 clusters Score: Raw -58207.559597 + Penalty 930.651741 = -57276.907856 nChanged 95 SP:Iteration 2F (90.325679 sec): 3 clusters Score: Raw -58343.492827 + Penalty 958.672598 = -57384.820230 nChanged 50 SP:Iteration 3F (90.327039 sec): 3 clusters Score: Raw -58407.493246 + Penalty 966.718776 = -57440.774471 nChanged 19 SP:Iteration 4Q (90.328388 sec): 3 clusters Score: Raw -58435.101340 + Penalty 964.813231 = -57470.288109 nChanged 14 SP:Iteration 5Q (90.329713 sec): 3 clusters Score: Raw -58447.063561 + Penalty 964.300832 = -57482.762729 nChanged 4 SP:Iteration 6Q (90.330991 sec): 3 clusters Score: Raw -58449.761672 + Penalty 966.212122 = -57483.549549 nChanged 2 SP:Iteration 7Q (90.332264 sec): 3 clusters Score: Raw -58450.819134 + Penalty 966.212122 = -57484.607011 nChanged 0 SP:Iteration 8F (90.333629 sec): 3 clusters Score: Raw -58450.819134 + Penalty 966.212122 = -57484.607011 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 47 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.339098 sec): 2 clusters Score: Raw -104738.324774 + Penalty 758.666740 = -103979.658034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.341138 sec): 3 clusters Score: Raw -104241.519684 + Penalty 1518.189133 = -102723.330551 nChanged 359 SP:Iteration 1F (90.343187 sec): 3 clusters Score: Raw -104495.405284 + Penalty 1520.604412 = -102974.800871 nChanged 107 SP:Iteration 2F (90.345331 sec): 3 clusters Score: Raw -104566.635342 + Penalty 1524.077746 = -103042.557596 nChanged 66 SP:Iteration 3F (90.347502 sec): 3 clusters Score: Raw -104606.392786 + Penalty 1527.906904 = -103078.485882 nChanged 49 SP:Iteration 4Q (90.349546 sec): 3 clusters Score: Raw -104643.767604 + Penalty 1535.155572 = -103108.612033 nChanged 50 SP:Iteration 5Q (90.351542 sec): 3 clusters Score: Raw -104693.812644 + Penalty 1546.606811 = -103147.205833 nChanged 56 SP:Iteration 6F (90.353542 sec): 3 clusters Score: Raw -104748.955972 + Penalty 1562.231525 = -103186.724447 nChanged 51 SP:Iteration 7Q (90.355594 sec): 3 clusters Score: Raw -104811.233694 + Penalty 1578.340491 = -103232.893203 nChanged 45 SP:Iteration 8Q (90.357666 sec): 3 clusters Score: Raw -104857.465128 + Penalty 1602.078880 = -103255.386248 nChanged 39 SP:Iteration 9Q (90.359652 sec): 3 clusters Score: Raw -104906.573226 + Penalty 1626.777860 = -103279.795366 nChanged 28 SP:Iteration 10F (90.361653 sec): 3 clusters Score: Raw -104942.825650 + Penalty 1643.519163 = -103299.306488 nChanged 20 SP:Iteration 11Q (90.363666 sec): 3 clusters Score: Raw -104970.178237 + Penalty 1651.810519 = -103318.367719 nChanged 10 SP:Iteration 12Q (90.365628 sec): 3 clusters Score: Raw -104983.050844 + Penalty 1655.113152 = -103327.937692 nChanged 4 SP:Iteration 13Q (90.367479 sec): 3 clusters Score: Raw -104986.486106 + Penalty 1656.652909 = -103329.833196 nChanged 2 SP:Iteration 14Q (90.369365 sec): 3 clusters Score: Raw -104987.948779 + Penalty 1656.652909 = -103331.295870 nChanged 0 SP:Iteration 15F (90.371438 sec): 3 clusters Score: Raw -104987.948779 + Penalty 1656.652909 = -103331.295870 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 52 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.376647 sec): 2 clusters Score: Raw -52966.299609 + Penalty 670.197339 = -52296.102270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.377941 sec): 3 clusters Score: Raw -52699.633989 + Penalty 1346.283421 = -51353.350568 nChanged 172 SP:Iteration 1F (90.379193 sec): 3 clusters Score: Raw -52856.204505 + Penalty 1352.832404 = -51503.372101 nChanged 81 SP:Iteration 2F (90.380442 sec): 3 clusters Score: Raw -52949.268348 + Penalty 1356.249468 = -51593.018880 nChanged 33 SP:Iteration 3F (90.381688 sec): 3 clusters Score: Raw -52985.897294 + Penalty 1355.027457 = -51630.869837 nChanged 19 SP:Iteration 4Q (90.382893 sec): 3 clusters Score: Raw -53007.701539 + Penalty 1352.831598 = -51654.869941 nChanged 16 SP:Iteration 5Q (90.384059 sec): 3 clusters Score: Raw -53025.989720 + Penalty 1349.173043 = -51676.816677 nChanged 15 SP:Iteration 6Q (90.385208 sec): 3 clusters Score: Raw -53045.123604 + Penalty 1341.194477 = -51703.929128 nChanged 9 SP:Iteration 7Q (90.386349 sec): 3 clusters Score: Raw -53054.721569 + Penalty 1341.492358 = -51713.229211 nChanged 5 SP:Iteration 8Q (90.387486 sec): 3 clusters Score: Raw -53059.455977 + Penalty 1341.312340 = -51718.143637 nChanged 7 SP:Iteration 9Q (90.388620 sec): 3 clusters Score: Raw -53064.225032 + Penalty 1341.621453 = -51722.603579 nChanged 6 SP:Iteration 10F (90.389830 sec): 3 clusters Score: Raw -53067.562177 + Penalty 1341.205236 = -51726.356941 nChanged 1 SP:Iteration 11Q (90.390959 sec): 3 clusters Score: Raw -53068.479773 + Penalty 1339.557523 = -51728.922250 nChanged 3 SP:Iteration 12Q (90.392087 sec): 3 clusters Score: Raw -53070.674043 + Penalty 1339.840907 = -51730.833136 nChanged 1 SP:Iteration 13Q (90.393241 sec): 3 clusters Score: Raw -53070.915704 + Penalty 1339.840907 = -51731.074797 nChanged 0 SP:Iteration 14F (90.394434 sec): 3 clusters Score: Raw -53070.915704 + Penalty 1339.840907 = -51731.074797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 53 (2268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.405141 sec): 2 clusters Score: Raw -192336.719319 + Penalty 144.136125 = -192192.583195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.409368 sec): 3 clusters Score: Raw -190864.640432 + Penalty 295.285028 = -190569.355404 nChanged 1038 SP:Iteration 1F (90.413848 sec): 3 clusters Score: Raw -191543.288275 + Penalty 289.873360 = -191253.414915 nChanged 250 SP:Iteration 2F (90.418098 sec): 3 clusters Score: Raw -191800.900759 + Penalty 283.294587 = -191517.606172 nChanged 142 SP:Iteration 3F (90.422427 sec): 3 clusters Score: Raw -191926.615574 + Penalty 278.174244 = -191648.441329 nChanged 129 SP:Iteration 4F (90.426502 sec): 3 clusters Score: Raw -192020.455747 + Penalty 276.166043 = -191744.289703 nChanged 93 SP:Iteration 5Q (90.430411 sec): 3 clusters Score: Raw -192092.297542 + Penalty 276.114476 = -191816.183067 nChanged 78 SP:Iteration 6Q (90.434238 sec): 3 clusters Score: Raw -192158.525436 + Penalty 273.996161 = -191884.529276 nChanged 60 SP:Iteration 7Q (90.438020 sec): 3 clusters Score: Raw -192205.663034 + Penalty 273.515861 = -191932.147173 nChanged 36 SP:Iteration 8Q (90.441715 sec): 3 clusters Score: Raw -192223.914204 + Penalty 273.336517 = -191950.577686 nChanged 31 SP:Iteration 9Q (90.445609 sec): 3 clusters Score: Raw -192235.603348 + Penalty 271.491535 = -191964.111813 nChanged 18 SP:Iteration 10F (90.449956 sec): 3 clusters Score: Raw -192240.230556 + Penalty 270.649510 = -191969.581046 nChanged 14 SP:Iteration 11Q (90.453585 sec): 3 clusters Score: Raw -192242.861548 + Penalty 270.740609 = -191972.120939 nChanged 11 SP:Iteration 12Q (90.457320 sec): 3 clusters Score: Raw -192244.415689 + Penalty 270.232374 = -191974.183315 nChanged 6 SP:Iteration 13Q (90.461035 sec): 3 clusters Score: Raw -192244.933218 + Penalty 270.050942 = -191974.882277 nChanged 2 SP:Iteration 14Q (90.464771 sec): 3 clusters Score: Raw -192244.994884 + Penalty 269.998531 = -191974.996353 nChanged 3 SP:Iteration 15Q (90.468454 sec): 3 clusters Score: Raw -192245.218236 + Penalty 269.626246 = -191975.591990 nChanged 3 SP:Iteration 16Q (90.472162 sec): 3 clusters Score: Raw -192245.411191 + Penalty 269.115682 = -191976.295509 nChanged 3 SP:Iteration 17Q (90.475743 sec): 3 clusters Score: Raw -192245.610177 + Penalty 269.236511 = -191976.373667 nChanged 1 SP:Iteration 18Q (90.479553 sec): 3 clusters Score: Raw -192245.659554 + Penalty 269.453680 = -191976.205874 nChanged 2 SP:Iteration 19F (90.483641 sec): 3 clusters Score: Raw -192245.712739 + Penalty 269.453680 = -191976.259059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 56 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.486789 sec): 2 clusters Score: Raw -24086.287865 + Penalty 550.523637 = -23535.764229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.487483 sec): 3 clusters Score: Raw -24008.380268 + Penalty 1114.863124 = -22893.517144 nChanged 66 SP:Iteration 1F (90.488153 sec): 3 clusters Score: Raw -24104.656204 + Penalty 1136.924180 = -22967.732024 nChanged 31 SP:Iteration 2F (90.488823 sec): 3 clusters Score: Raw -24153.505319 + Penalty 1158.119509 = -22995.385810 nChanged 16 SP:Iteration 3F (90.489496 sec): 3 clusters Score: Raw -24179.851619 + Penalty 1167.373209 = -23012.478410 nChanged 5 SP:Iteration 4Q (90.490145 sec): 3 clusters Score: Raw -24189.135724 + Penalty 1174.340753 = -23014.794971 nChanged 3 SP:Iteration 5Q (90.490789 sec): 3 clusters Score: Raw -24194.124254 + Penalty 1177.813073 = -23016.311181 nChanged 1 SP:Iteration 6Q (90.491429 sec): 3 clusters Score: Raw -24196.016196 + Penalty 1177.813073 = -23018.203123 nChanged 0 SP:Iteration 7F (90.492096 sec): 3 clusters Score: Raw -24196.016196 + Penalty 1177.813073 = -23018.203123 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 61 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.494905 sec): 2 clusters Score: Raw -72875.654188 + Penalty 268.777660 = -72606.876528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.496650 sec): 3 clusters Score: Raw -72393.800459 + Penalty 565.519790 = -71828.280670 nChanged 369 SP:Iteration 1F (90.498349 sec): 3 clusters Score: Raw -72796.907294 + Penalty 595.452926 = -72201.454368 nChanged 139 SP:Iteration 2F (90.500044 sec): 3 clusters Score: Raw -72954.335223 + Penalty 618.034465 = -72336.300758 nChanged 50 SP:Iteration 3F (90.501698 sec): 3 clusters Score: Raw -73004.001471 + Penalty 637.083913 = -72366.917558 nChanged 30 SP:Iteration 4Q (90.503278 sec): 3 clusters Score: Raw -73029.453014 + Penalty 659.456249 = -72369.996765 nChanged 30 SP:Iteration 5Q (90.504848 sec): 3 clusters Score: Raw -73056.760112 + Penalty 683.281696 = -72373.478415 nChanged 26 SP:Iteration 6Q (90.506372 sec): 3 clusters Score: Raw -73075.986040 + Penalty 706.676710 = -72369.309330 nChanged 21 SP:Iteration 7F (90.508031 sec): 3 clusters Score: Raw -73090.469019 + Penalty 727.437444 = -72363.031575 nChanged 18 SP:Iteration 8F (90.509686 sec): 3 clusters Score: Raw -73101.599157 + Penalty 739.979141 = -72361.620017 nChanged 11 SP:Iteration 9F (90.511508 sec): 3 clusters Score: Raw -73108.229262 + Penalty 755.927338 = -72352.301924 nChanged 11 SP:Iteration 10F (90.513286 sec): 3 clusters Score: Raw -73113.356962 + Penalty 768.346472 = -72345.010490 nChanged 7 SP:Iteration 11F (90.515045 sec): 3 clusters Score: Raw -73116.798340 + Penalty 777.863801 = -72338.934540 nChanged 4 SP:Iteration 12F (90.516746 sec): 3 clusters Score: Raw -73119.144368 + Penalty 780.935894 = -72338.208474 nChanged 3 SP:Iteration 13F (90.518465 sec): 3 clusters Score: Raw -73122.672653 + Penalty 784.951113 = -72337.721541 nChanged 2 SP:Iteration 14F (90.520151 sec): 3 clusters Score: Raw -73123.714774 + Penalty 787.721209 = -72335.993566 nChanged 2 SP:Iteration 15F (90.521963 sec): 3 clusters Score: Raw -73124.595286 + Penalty 790.170460 = -72334.424826 nChanged 1 SP:Iteration 16F (90.523712 sec): 3 clusters Score: Raw -73124.861761 + Penalty 790.170460 = -72334.691301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 102 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.524727 sec): 2 clusters Score: Raw -15469.395171 + Penalty 685.279805 = -14784.115366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.525265 sec): 3 clusters Score: Raw -15478.128005 + Penalty 1372.342946 = -14105.785059 nChanged 27 SP:Iteration 1F (90.525791 sec): 3 clusters Score: Raw -15544.111514 + Penalty 1372.162031 = -14171.949483 nChanged 11 SP:Iteration 2F (90.526318 sec): 3 clusters Score: Raw -15588.935238 + Penalty 1371.921402 = -14217.013836 nChanged 13 SP:Iteration 3F (90.526843 sec): 3 clusters Score: Raw -15635.020096 + Penalty 1371.362027 = -14263.658070 nChanged 3 SP:Iteration 4Q (90.527335 sec): 3 clusters Score: Raw -15645.774328 + Penalty 1370.849877 = -14274.924451 nChanged 5 SP:Iteration 5Q (90.527822 sec): 3 clusters Score: Raw -15670.528709 + Penalty 1370.861916 = -14299.666793 nChanged 4 SP:Iteration 6Q (90.528306 sec): 3 clusters Score: Raw -15683.595527 + Penalty 1371.720229 = -14311.875297 nChanged 4 SP:Iteration 7Q (90.528789 sec): 3 clusters Score: Raw -15696.321219 + Penalty 1371.427796 = -14324.893422 nChanged 2 SP:Iteration 8Q (90.529271 sec): 3 clusters Score: Raw -15713.144351 + Penalty 1370.724366 = -14342.419985 nChanged 2 SP:Iteration 9Q (90.529747 sec): 3 clusters Score: Raw -15728.993102 + Penalty 1370.415898 = -14358.577204 nChanged 1 SP:Iteration 10F (90.530272 sec): 3 clusters Score: Raw -15733.444434 + Penalty 1370.415898 = -14363.028535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.34 GB. Trying to split cluster 125 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.531266 sec): 2 clusters Score: Raw -15563.490602 + Penalty 381.769599 = -15181.721003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.531827 sec): 3 clusters Score: Raw -15541.202879 + Penalty 756.216106 = -14784.986773 nChanged 55 SP:Iteration 1F (90.532380 sec): 3 clusters Score: Raw -15634.009042 + Penalty 768.640281 = -14865.368761 nChanged 18 SP:Iteration 2F (90.532931 sec): 3 clusters Score: Raw -15666.324814 + Penalty 765.534807 = -14900.790007 nChanged 7 SP:Iteration 3Q (90.533460 sec): 3 clusters Score: Raw -15677.765259 + Penalty 772.265377 = -14905.499882 nChanged 4 SP:Iteration 4Q (90.533977 sec): 3 clusters Score: Raw -15681.642890 + Penalty 783.266365 = -14898.376525 nChanged 3 SP:Iteration 5F (90.534526 sec): 3 clusters Score: Raw -15685.708984 + Penalty 820.432529 = -14865.276455 nChanged 6 SP:Iteration 6F (90.535076 sec): 3 clusters Score: Raw -15701.410918 + Penalty 825.115215 = -14876.295703 nChanged 2 SP:Iteration 7Q (90.535583 sec): 3 clusters Score: Raw -15702.604209 + Penalty 825.115215 = -14877.488994 nChanged 0 SP:Iteration 8F (90.536132 sec): 3 clusters Score: Raw -15702.604209 + Penalty 825.115215 = -14877.488994 nChanged 0 Time taken for this iteration:89.505393 seconds. 300->31 Clusters: Score -3072349.559383, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 169 (time per iteration =535.960272 ms) Total iterations: 2748 (time per iteration =32.961167 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6431057500.000000 (time per metric unit =14.084353ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 160776437500.000000 (time per metric unit=563.374132ps) That took 90.577286 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 2 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.53 GB of RAM. Memory request: 0.18 GB would take us to total of 0.18 GB. ---------------------------------------------------------- Loaded 38322 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 38322 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 129 (2 points): Lose 12.383958 but Gain 1612.598074 Iteration 0F (5.432173 sec): 240 clusters Score: Raw -3198658.449979 + Penalty 252309.370459 = -2946349.079520 nChanged 10519 Deleting Class 153 (5 points): Lose 65.575944 but Gain 1644.372654 Iteration 1F (9.567994 sec): 233 clusters Score: Raw -3220276.034148 + Penalty 249793.104126 = -2970482.930023 nChanged 3994 Deleting Class 218 (2 points): Lose 8.251181 but Gain 1549.327152 Iteration 2F (13.640061 sec): 229 clusters Score: Raw -3225638.843066 + Penalty 246844.247625 = -2978794.595440 nChanged 2180 Deleting Class 221 (4 points): Lose 28.792261 but Gain 1543.663192 Iteration 3F (17.683437 sec): 228 clusters Score: Raw -3228442.985402 + Penalty 244490.021657 = -2983952.963745 nChanged 1540 Deleting Class 147 (19 points): Lose 143.640016 but Gain 1650.462307 Iteration 4Q (18.227427 sec): 227 clusters Score: Raw -3230069.121854 + Penalty 243119.708517 = -2986949.413337 nChanged 1146 Deleting Class 189 (4 points): Lose 75.004761 but Gain 1572.522434 Iteration 5Q (18.709517 sec): 226 clusters Score: Raw -3230992.897385 + Penalty 241790.578671 = -2989202.318713 nChanged 964 Deleting Class 148 (14 points): Lose 163.568934 but Gain 1641.661062 Iteration 6Q (19.158861 sec): 225 clusters Score: Raw -3231644.633665 + Penalty 239828.751302 = -2991815.882363 nChanged 895 Deleting Class 198 (3 points): Lose 55.489127 but Gain 1532.510747 Iteration 7Q (19.595333 sec): 223 clusters Score: Raw -3232326.971690 + Penalty 238593.440168 = -2993733.531522 nChanged 779 Deleting Class 226 (1 points): Lose 3.982850 but Gain 1470.544675 Iteration 8Q (20.008313 sec): 222 clusters Score: Raw -3232880.703384 + Penalty 237386.323024 = -2995494.380361 nChanged 767 Deleting Class 188 (1 points): Lose 1.584392 but Gain 1461.039250 Iteration 9Q (20.416056 sec): 221 clusters Score: Raw -3233389.954525 + Penalty 236093.243274 = -2997296.711251 nChanged 773 Deleting Class 152 (5 points): Lose 78.316801 but Gain 1535.149898 Iteration 10F (24.308108 sec): 220 clusters Score: Raw -3233815.866142 + Penalty 234655.212318 = -2999160.653825 nChanged 780 Deleting Class 213 (2 points): Lose 14.850774 but Gain 1453.703170 Iteration 11Q (24.727377 sec): 219 clusters Score: Raw -3234244.653430 + Penalty 233406.370987 = -3000838.282443 nChanged 774 Deleting Class 123 (3 points): Lose 28.785582 but Gain 1460.484655 Iteration 12Q (25.144227 sec): 218 clusters Score: Raw -3234570.089901 + Penalty 231952.732819 = -3002617.357081 nChanged 704 Deleting Class 206 (2 points): Lose 3.768348 but Gain 1428.896538 Iteration 13Q (25.547930 sec): 217 clusters Score: Raw -3234877.142190 + Penalty 229363.765519 = -3005513.376671 nChanged 664 Deleting Class 230 (2 points): Lose 25.723079 but Gain 1448.851437 Iteration 14Q (25.940574 sec): 215 clusters Score: Raw -3235148.004213 + Penalty 228101.150679 = -3007046.853534 nChanged 629 Deleting Class 164 (12 points): Lose 115.577731 but Gain 1536.636257 Iteration 15Q (26.324239 sec): 214 clusters Score: Raw -3235332.628196 + Penalty 226679.043331 = -3008653.584865 nChanged 627 Deleting Class 180 (10 points): Lose 87.316162 but Gain 1498.819232 Iteration 16Q (26.694592 sec): 213 clusters Score: Raw -3235541.738391 + Penalty 225334.297795 = -3010207.440595 nChanged 606 Deleting Class 235 (1 points): Lose 9.511450 but Gain 1415.514329 Iteration 17Q (27.057845 sec): 212 clusters Score: Raw -3235836.440719 + Penalty 224101.608442 = -3011734.832277 nChanged 592 Deleting Class 228 (3 points): Lose 53.461871 but Gain 1452.046513 Iteration 18Q (27.419261 sec): 211 clusters Score: Raw -3236062.074142 + Penalty 223025.661116 = -3013036.413027 nChanged 556 Deleting Class 196 (2 points): Lose 22.021362 but Gain 1418.691140 Iteration 19Q (27.780164 sec): 210 clusters Score: Raw -3236332.826624 + Penalty 221765.105454 = -3014567.721171 nChanged 495 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3236332.826624 + Penalty 221765.105454 = -3014567.721171Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.921070 sec): 2 clusters Score: Raw -77898.424363 + Penalty 663.213976 = -77235.210387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.922744 sec): 3 clusters Score: Raw -77455.205624 + Penalty 1326.593487 = -76128.612137 nChanged 289 SP:Iteration 1F (27.924350 sec): 3 clusters Score: Raw -77634.392705 + Penalty 1328.928012 = -76305.464693 nChanged 89 SP:Iteration 2F (27.926094 sec): 3 clusters Score: Raw -77707.192955 + Penalty 1333.250032 = -76373.942923 nChanged 60 SP:Iteration 3F (27.927784 sec): 3 clusters Score: Raw -77763.203769 + Penalty 1336.755867 = -76426.447902 nChanged 42 SP:Iteration 4F (27.929478 sec): 3 clusters Score: Raw -77799.271659 + Penalty 1342.351272 = -76456.920387 nChanged 37 SP:Iteration 5Q (27.931214 sec): 3 clusters Score: Raw -77831.151154 + Penalty 1349.623052 = -76481.528103 nChanged 36 SP:Iteration 6Q (27.932908 sec): 3 clusters Score: Raw -77863.571954 + Penalty 1359.709221 = -76503.862733 nChanged 33 SP:Iteration 7Q (27.934479 sec): 3 clusters Score: Raw -77892.946348 + Penalty 1370.591509 = -76522.354840 nChanged 27 SP:Iteration 8Q (27.936021 sec): 3 clusters Score: Raw -77916.123795 + Penalty 1377.612505 = -76538.511290 nChanged 22 SP:Iteration 9Q (27.937550 sec): 3 clusters Score: Raw -77930.653672 + Penalty 1383.141011 = -76547.512662 nChanged 17 SP:Iteration 10F (27.939205 sec): 3 clusters Score: Raw -77939.705706 + Penalty 1386.545474 = -76553.160232 nChanged 11 SP:Iteration 11Q (27.940824 sec): 3 clusters Score: Raw -77947.364278 + Penalty 1393.803318 = -76553.560960 nChanged 12 SP:Iteration 12Q (27.942445 sec): 3 clusters Score: Raw -77954.468087 + Penalty 1398.221414 = -76556.246673 nChanged 7 SP:Iteration 13Q (27.944001 sec): 3 clusters Score: Raw -77960.532448 + Penalty 1403.433972 = -76557.098476 nChanged 6 SP:Iteration 14Q (27.945603 sec): 3 clusters Score: Raw -77964.574627 + Penalty 1406.403182 = -76558.171445 nChanged 5 SP:Iteration 15Q (27.947216 sec): 3 clusters Score: Raw -77968.866255 + Penalty 1410.883918 = -76557.982338 nChanged 6 SP:Iteration 16F (27.948921 sec): 3 clusters Score: Raw -77972.321907 + Penalty 1412.744939 = -76559.576968 nChanged 5 SP:Iteration 17Q (27.950420 sec): 3 clusters Score: Raw -77976.087192 + Penalty 1414.470081 = -76561.617111 nChanged 2 SP:Iteration 18Q (27.951898 sec): 3 clusters Score: Raw -77978.399805 + Penalty 1414.682319 = -76563.717486 nChanged 1 SP:Iteration 19Q (27.953407 sec): 3 clusters Score: Raw -77978.444032 + Penalty 1414.682319 = -76563.761713 nChanged 0 SP:Iteration 20F (27.955035 sec): 3 clusters Score: Raw -77978.444032 + Penalty 1414.682319 = -76563.761713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.955969 sec): 2 clusters Score: Raw -14307.771435 + Penalty 708.016054 = -13599.755381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.956458 sec): 3 clusters Score: Raw -14337.556589 + Penalty 1419.096916 = -12918.459672 nChanged 20 SP:Iteration 1F (27.956937 sec): 3 clusters Score: Raw -14401.357166 + Penalty 1419.227883 = -12982.129283 nChanged 1 SP:Iteration 2Q (27.957397 sec): 3 clusters Score: Raw -14403.816599 + Penalty 1419.227883 = -12984.588715 nChanged 0 SP:Iteration 3F (27.957876 sec): 3 clusters Score: Raw -14403.816599 + Penalty 1419.227883 = -12984.588715 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 3 (5625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.983391 sec): 2 clusters Score: Raw -487563.706851 + Penalty 230.112961 = -487333.593890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993903 sec): 3 clusters Score: Raw -483927.064900 + Penalty 461.987272 = -483465.077628 nChanged 2657 SP:Iteration 1F (28.004052 sec): 3 clusters Score: Raw -486517.212853 + Penalty 466.950864 = -486050.261989 nChanged 495 SP:Iteration 2F (28.014366 sec): 3 clusters Score: Raw -486844.193300 + Penalty 468.868039 = -486375.325260 nChanged 189 SP:Iteration 3Q (28.024222 sec): 3 clusters Score: Raw -486935.653954 + Penalty 471.287885 = -486464.366069 nChanged 120 SP:Iteration 4Q (28.034507 sec): 3 clusters Score: Raw -486988.448997 + Penalty 473.697580 = -486514.751417 nChanged 101 SP:Iteration 5Q (28.044455 sec): 3 clusters Score: Raw -487024.227086 + Penalty 476.330723 = -486547.896363 nChanged 89 SP:Iteration 6Q (28.054701 sec): 3 clusters Score: Raw -487050.766753 + Penalty 478.853826 = -486571.912927 nChanged 72 SP:Iteration 7Q (28.064503 sec): 3 clusters Score: Raw -487069.500912 + Penalty 481.168541 = -486588.332371 nChanged 83 SP:Iteration 8Q (28.074264 sec): 3 clusters Score: Raw -487095.848440 + Penalty 484.160593 = -486611.687847 nChanged 92 SP:Iteration 9Q (28.084449 sec): 3 clusters Score: Raw -487123.944236 + Penalty 486.985714 = -486636.958523 nChanged 88 SP:Iteration 10F (28.094435 sec): 3 clusters Score: Raw -487150.978801 + Penalty 490.527767 = -486660.451034 nChanged 103 SP:Iteration 11Q (28.104258 sec): 3 clusters Score: Raw -487184.153598 + Penalty 494.426798 = -486689.726800 nChanged 102 SP:Iteration 12Q (28.114125 sec): 3 clusters Score: Raw -487217.927011 + Penalty 497.468145 = -486720.458866 nChanged 108 SP:Iteration 13Q (28.123921 sec): 3 clusters Score: Raw -487253.705399 + Penalty 501.215855 = -486752.489543 nChanged 106 SP:Iteration 14Q (28.133752 sec): 3 clusters Score: Raw -487287.133457 + Penalty 503.147790 = -486783.985667 nChanged 92 SP:Iteration 15Q (28.143600 sec): 3 clusters Score: Raw -487316.097621 + Penalty 506.604856 = -486809.492765 nChanged 93 SP:Iteration 16Q (28.153245 sec): 3 clusters Score: Raw -487348.477363 + Penalty 509.851289 = -486838.626074 nChanged 92 SP:Iteration 17Q (28.162491 sec): 3 clusters Score: Raw -487377.811028 + Penalty 513.112359 = -486864.698670 nChanged 76 SP:Iteration 18Q (28.171952 sec): 3 clusters Score: Raw -487404.000156 + Penalty 514.907028 = -486889.093127 nChanged 77 SP:Iteration 19Q (28.181148 sec): 3 clusters Score: Raw -487428.133468 + Penalty 514.535413 = -486913.598055 nChanged 64 SP:Iteration 20F (28.191331 sec): 3 clusters Score: Raw -487445.774769 + Penalty 515.715706 = -486930.059063 nChanged 48 SP:Iteration 21Q (28.200423 sec): 3 clusters Score: Raw -487456.838260 + Penalty 516.938773 = -486939.899487 nChanged 48 SP:Iteration 22Q (28.209352 sec): 3 clusters Score: Raw -487471.065797 + Penalty 517.256659 = -486953.809138 nChanged 58 SP:Iteration 23Q (28.218691 sec): 3 clusters Score: Raw -487486.788695 + Penalty 516.490069 = -486970.298626 nChanged 40 SP:Iteration 24Q (28.227484 sec): 3 clusters Score: Raw -487493.861774 + Penalty 515.890903 = -486977.970871 nChanged 20 SP:Iteration 25Q (28.236515 sec): 3 clusters Score: Raw -487496.585260 + Penalty 518.074177 = -486978.511083 nChanged 21 SP:Iteration 26Q (28.245765 sec): 3 clusters Score: Raw -487499.288452 + Penalty 518.256627 = -486981.031826 nChanged 22 SP:Iteration 27Q (28.254904 sec): 3 clusters Score: Raw -487502.999006 + Penalty 517.727649 = -486985.271357 nChanged 30 SP:Iteration 28Q (28.263973 sec): 3 clusters Score: Raw -487509.740202 + Penalty 518.005201 = -486991.735001 nChanged 20 SP:Iteration 29Q (28.272853 sec): 3 clusters Score: Raw -487513.033713 + Penalty 517.384018 = -486995.649695 nChanged 18 SP:Iteration 30F (28.283593 sec): 3 clusters Score: Raw -487515.650795 + Penalty 516.730173 = -486998.920622 nChanged 15 SP:Iteration 31Q (28.292366 sec): 3 clusters Score: Raw -487517.663187 + Penalty 517.553903 = -487000.109284 nChanged 13 SP:Iteration 32Q (28.301331 sec): 3 clusters Score: Raw -487518.715692 + Penalty 517.858899 = -487000.856793 nChanged 6 SP:Iteration 33Q (28.310148 sec): 3 clusters Score: Raw -487519.140895 + Penalty 517.408614 = -487001.732281 nChanged 9 SP:Iteration 34Q (28.319431 sec): 3 clusters Score: Raw -487520.017098 + Penalty 518.130335 = -487001.886763 nChanged 6 SP:Iteration 35Q (28.328212 sec): 3 clusters Score: Raw -487520.665770 + Penalty 518.874171 = -487001.791599 nChanged 5 SP:Iteration 36F (28.338988 sec): 3 clusters Score: Raw -487521.495630 + Penalty 518.677672 = -487002.817958 nChanged 5 SP:Iteration 37Q (28.348223 sec): 3 clusters Score: Raw -487522.416238 + Penalty 518.759932 = -487003.656306 nChanged 5 SP:Iteration 38Q (28.357212 sec): 3 clusters Score: Raw -487522.951976 + Penalty 519.508387 = -487003.443588 nChanged 4 SP:Iteration 39F (28.367748 sec): 3 clusters Score: Raw -487523.308177 + Penalty 519.133613 = -487004.174564 nChanged 5 SP:Iteration 40F (28.377972 sec): 3 clusters Score: Raw -487523.866007 + Penalty 519.885616 = -487003.980391 nChanged 5 SP:Iteration 41F (28.388756 sec): 3 clusters Score: Raw -487524.026974 + Penalty 520.488443 = -487003.538531 nChanged 3 SP:Iteration 42F (28.398914 sec): 3 clusters Score: Raw -487524.090562 + Penalty 520.211974 = -487003.878588 nChanged 1 SP:Iteration 43Q (28.407672 sec): 3 clusters Score: Raw -487524.111868 + Penalty 520.131086 = -487003.980782 nChanged 1 SP:Iteration 44Q (28.416711 sec): 3 clusters Score: Raw -487524.153464 + Penalty 520.483230 = -487003.670234 nChanged 1 SP:Iteration 45F (28.427156 sec): 3 clusters Score: Raw -487524.280390 + Penalty 520.483230 = -487003.797159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.435654 sec): 2 clusters Score: Raw -103536.108023 + Penalty 493.437597 = -103042.670427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.437986 sec): 3 clusters Score: Raw -102901.583558 + Penalty 984.979485 = -101916.604073 nChanged 428 SP:Iteration 1F (28.440374 sec): 3 clusters Score: Raw -103159.127068 + Penalty 985.240377 = -102173.886692 nChanged 118 SP:Iteration 2F (28.442721 sec): 3 clusters Score: Raw -103230.744595 + Penalty 984.069292 = -102246.675303 nChanged 83 SP:Iteration 3F (28.445024 sec): 3 clusters Score: Raw -103285.055037 + Penalty 983.563047 = -102301.491990 nChanged 71 SP:Iteration 4F (28.447376 sec): 3 clusters Score: Raw -103330.089906 + Penalty 983.792444 = -102346.297462 nChanged 61 SP:Iteration 5F (28.449703 sec): 3 clusters Score: Raw -103371.430652 + Penalty 989.721064 = -102381.709588 nChanged 56 SP:Iteration 6Q (28.451905 sec): 3 clusters Score: Raw -103410.073265 + Penalty 1000.582979 = -102409.490286 nChanged 54 SP:Iteration 7Q (28.454089 sec): 3 clusters Score: Raw -103451.027180 + Penalty 1009.002243 = -102442.024937 nChanged 46 SP:Iteration 8Q (28.456234 sec): 3 clusters Score: Raw -103483.232234 + Penalty 1011.860639 = -102471.371595 nChanged 24 SP:Iteration 9Q (28.458338 sec): 3 clusters Score: Raw -103498.597281 + Penalty 1010.743340 = -102487.853941 nChanged 24 SP:Iteration 10F (28.460493 sec): 3 clusters Score: Raw -103518.568617 + Penalty 1010.207552 = -102508.361064 nChanged 24 SP:Iteration 11Q (28.462548 sec): 3 clusters Score: Raw -103542.552213 + Penalty 1018.277965 = -102524.274248 nChanged 21 SP:Iteration 12Q (28.464686 sec): 3 clusters Score: Raw -103565.245063 + Penalty 1024.783663 = -102540.461400 nChanged 11 SP:Iteration 13Q (28.466839 sec): 3 clusters Score: Raw -103576.057886 + Penalty 1034.074984 = -102541.982902 nChanged 6 SP:Iteration 14Q (28.468806 sec): 3 clusters Score: Raw -103581.630809 + Penalty 1033.655575 = -102547.975234 nChanged 2 SP:Iteration 15Q (28.470773 sec): 3 clusters Score: Raw -103583.116651 + Penalty 1035.803875 = -102547.312776 nChanged 1 SP:Iteration 16F (28.472981 sec): 3 clusters Score: Raw -103583.769624 + Penalty 1036.604100 = -102547.165524 nChanged 2 SP:Iteration 17F (28.475145 sec): 3 clusters Score: Raw -103585.168495 + Penalty 1039.232346 = -102545.936149 nChanged 3 SP:Iteration 18F (28.477345 sec): 3 clusters Score: Raw -103589.593888 + Penalty 1038.878616 = -102550.715272 nChanged 2 SP:Iteration 19Q (28.479301 sec): 3 clusters Score: Raw -103590.259290 + Penalty 1038.046399 = -102552.212891 nChanged 1 SP:Iteration 20F (28.481673 sec): 3 clusters Score: Raw -103590.354024 + Penalty 1039.171752 = -102551.182273 nChanged 1 SP:Iteration 21F (28.483971 sec): 3 clusters Score: Raw -103590.347484 + Penalty 1040.248255 = -102550.099230 nChanged 1 SP:Iteration 22F (28.486156 sec): 3 clusters Score: Raw -103590.975594 + Penalty 1040.366627 = -102550.608968 nChanged 1 SP:Iteration 23Q (28.488072 sec): 3 clusters Score: Raw -103591.154534 + Penalty 1038.226659 = -102552.927875 nChanged 1 SP:Iteration 24Q (28.490003 sec): 3 clusters Score: Raw -103591.300302 + Penalty 1038.337359 = -102552.962942 nChanged 1 SP:Iteration 25Q (28.491956 sec): 3 clusters Score: Raw -103591.482484 + Penalty 1038.337359 = -102553.145125 nChanged 0 SP:Iteration 26F (28.494150 sec): 3 clusters Score: Raw -103591.482484 + Penalty 1038.337359 = -102553.145125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.495881 sec): 2 clusters Score: Raw -13457.960456 + Penalty 437.228000 = -13020.732455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.496376 sec): 3 clusters Score: Raw -13441.871649 + Penalty 874.470670 = -12567.400979 nChanged 25 SP:Iteration 1F (28.496863 sec): 3 clusters Score: Raw -13467.310283 + Penalty 874.747073 = -12592.563211 nChanged 3 SP:Iteration 2Q (28.497340 sec): 3 clusters Score: Raw -13474.570415 + Penalty 874.747073 = -12599.823342 nChanged 0 SP:Iteration 3F (28.497824 sec): 3 clusters Score: Raw -13474.570415 + Penalty 874.747073 = -12599.823342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 6 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.498327 sec): 2 clusters Score: Raw -1069.822189 + Penalty 286.026077 = -783.796113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.498559 sec): 3 clusters Score: Raw -1076.694837 + Penalty 576.527039 = -500.167798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.499742 sec): 2 clusters Score: Raw -22964.942262 + Penalty 222.234539 = -22742.707723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.500415 sec): 3 clusters Score: Raw -22817.909259 + Penalty 477.763839 = -22340.145420 nChanged 78 SP:Iteration 1F (28.501108 sec): 3 clusters Score: Raw -22905.695581 + Penalty 501.049778 = -22404.645803 nChanged 31 SP:Iteration 2F (28.501770 sec): 3 clusters Score: Raw -22937.597950 + Penalty 511.690327 = -22425.907623 nChanged 13 SP:Iteration 3F (28.502432 sec): 3 clusters Score: Raw -22946.721187 + Penalty 516.409834 = -22430.311353 nChanged 7 SP:Iteration 4Q (28.503070 sec): 3 clusters Score: Raw -22950.643089 + Penalty 515.516303 = -22435.126786 nChanged 4 SP:Iteration 5Q (28.503685 sec): 3 clusters Score: Raw -22951.766433 + Penalty 520.625931 = -22431.140502 nChanged 3 SP:Iteration 6F (28.504328 sec): 3 clusters Score: Raw -22953.199833 + Penalty 553.135746 = -22400.064087 nChanged 7 SP:Iteration 7F (28.504968 sec): 3 clusters Score: Raw -22964.087325 + Penalty 565.054298 = -22399.033027 nChanged 4 SP:Iteration 8F (28.505607 sec): 3 clusters Score: Raw -22969.192264 + Penalty 583.946849 = -22385.245415 nChanged 2 SP:Iteration 9F (28.506246 sec): 3 clusters Score: Raw -22973.408523 + Penalty 583.946849 = -22389.461674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.506873 sec): 2 clusters Score: Raw -5280.406005 + Penalty 416.964946 = -4863.441059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.507186 sec): 3 clusters Score: Raw -5318.707972 + Penalty 834.414536 = -4484.293436 nChanged 1 SP:Iteration 1Q (28.507486 sec): 3 clusters Score: Raw -5321.202810 + Penalty 834.146583 = -4487.056227 nChanged 1 SP:Iteration 2Q (28.507786 sec): 3 clusters Score: Raw -5326.020094 + Penalty 833.693807 = -4492.326287 nChanged 1 SP:Iteration 3Q (28.508104 sec): 3 clusters Score: Raw -5328.906188 + Penalty 833.282224 = -4495.623963 nChanged 1 SP:Iteration 4Q (28.508401 sec): 3 clusters Score: Raw -5333.602330 + Penalty 833.282224 = -4500.320105 nChanged 0 SP:Iteration 5F (28.508707 sec): 3 clusters Score: Raw -5333.602330 + Penalty 833.282224 = -4500.320105 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 9 (7801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.543031 sec): 2 clusters Score: Raw -671158.574766 + Penalty 249.512579 = -670909.062187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.558059 sec): 3 clusters Score: Raw -666032.258197 + Penalty 525.115897 = -665507.142300 nChanged 3712 SP:Iteration 1F (28.572069 sec): 3 clusters Score: Raw -670104.348278 + Penalty 516.746977 = -669587.601301 nChanged 615 SP:Iteration 2F (28.586358 sec): 3 clusters Score: Raw -670698.777052 + Penalty 507.529248 = -670191.247803 nChanged 242 SP:Iteration 3Q (28.600585 sec): 3 clusters Score: Raw -670934.802063 + Penalty 496.274610 = -670438.527454 nChanged 146 SP:Iteration 4Q (28.614718 sec): 3 clusters Score: Raw -671076.415141 + Penalty 485.421693 = -670590.993447 nChanged 81 SP:Iteration 5Q (28.627270 sec): 3 clusters Score: Raw -671133.644370 + Penalty 481.731803 = -670651.912566 nChanged 43 SP:Iteration 6Q (28.638902 sec): 3 clusters Score: Raw -671161.254256 + Penalty 479.866849 = -670681.387407 nChanged 43 SP:Iteration 7Q (28.650793 sec): 3 clusters Score: Raw -671184.888841 + Penalty 478.790058 = -670706.098783 nChanged 28 SP:Iteration 8Q (28.662009 sec): 3 clusters Score: Raw -671197.475932 + Penalty 481.426244 = -670716.049688 nChanged 16 SP:Iteration 9Q (28.673224 sec): 3 clusters Score: Raw -671206.405639 + Penalty 476.135484 = -670730.270155 nChanged 12 SP:Iteration 10F (28.687430 sec): 3 clusters Score: Raw -671211.214225 + Penalty 475.391515 = -670735.822710 nChanged 10 SP:Iteration 11Q (28.698590 sec): 3 clusters Score: Raw -671213.246610 + Penalty 475.265127 = -670737.981483 nChanged 4 SP:Iteration 12Q (28.709735 sec): 3 clusters Score: Raw -671214.458530 + Penalty 473.117089 = -670741.341441 nChanged 3 SP:Iteration 13Q (28.721267 sec): 3 clusters Score: Raw -671214.810688 + Penalty 474.555647 = -670740.255041 nChanged 3 SP:Iteration 14F (28.735426 sec): 3 clusters Score: Raw -671215.891002 + Penalty 473.603144 = -670742.287858 nChanged 4 SP:Iteration 15Q (28.746983 sec): 3 clusters Score: Raw -671216.307451 + Penalty 474.334196 = -670741.973255 nChanged 2 SP:Iteration 16F (28.761294 sec): 3 clusters Score: Raw -671216.326648 + Penalty 474.339304 = -670741.987344 nChanged 1 SP:Iteration 17Q (28.772310 sec): 3 clusters Score: Raw -671216.315451 + Penalty 474.339304 = -670741.976147 nChanged 0 SP:Iteration 18F (28.786529 sec): 3 clusters Score: Raw -671216.315451 + Penalty 474.339304 = -670741.976147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.798763 sec): 2 clusters Score: Raw -128520.124897 + Penalty 336.292639 = -128183.832259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.801342 sec): 3 clusters Score: Raw -127710.080050 + Penalty 668.051602 = -127042.028448 nChanged 579 SP:Iteration 1F (28.803862 sec): 3 clusters Score: Raw -128045.227747 + Penalty 666.736230 = -127378.491518 nChanged 126 SP:Iteration 2F (28.806369 sec): 3 clusters Score: Raw -128122.411864 + Penalty 666.271312 = -127456.140552 nChanged 99 SP:Iteration 3F (28.808869 sec): 3 clusters Score: Raw -128206.541353 + Penalty 671.376805 = -127535.164548 nChanged 102 SP:Iteration 4F (28.811390 sec): 3 clusters Score: Raw -128292.259967 + Penalty 681.303901 = -127610.956066 nChanged 78 SP:Iteration 5F (28.813961 sec): 3 clusters Score: Raw -128353.587734 + Penalty 699.898927 = -127653.688807 nChanged 67 SP:Iteration 6Q (28.816633 sec): 3 clusters Score: Raw -128419.566652 + Penalty 717.887592 = -127701.679061 nChanged 40 SP:Iteration 7Q (28.819097 sec): 3 clusters Score: Raw -128471.321388 + Penalty 733.526951 = -127737.794436 nChanged 23 SP:Iteration 8Q (28.821517 sec): 3 clusters Score: Raw -128516.790335 + Penalty 747.219417 = -127769.570918 nChanged 14 SP:Iteration 9Q (28.823762 sec): 3 clusters Score: Raw -128535.223217 + Penalty 755.466441 = -127779.756776 nChanged 9 SP:Iteration 10F (28.826276 sec): 3 clusters Score: Raw -128546.882610 + Penalty 770.408399 = -127776.474211 nChanged 10 SP:Iteration 11F (28.828831 sec): 3 clusters Score: Raw -128560.989651 + Penalty 773.262554 = -127787.727098 nChanged 4 SP:Iteration 12Q (28.830979 sec): 3 clusters Score: Raw -128565.574889 + Penalty 774.607091 = -127790.967798 nChanged 2 SP:Iteration 13Q (28.833132 sec): 3 clusters Score: Raw -128565.987858 + Penalty 778.276056 = -127787.711802 nChanged 2 SP:Iteration 14F (28.835692 sec): 3 clusters Score: Raw -128566.536388 + Penalty 779.874879 = -127786.661509 nChanged 1 SP:Iteration 15F (28.838194 sec): 3 clusters Score: Raw -128568.005919 + Penalty 779.874879 = -127788.131040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 11 (1383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.846499 sec): 2 clusters Score: Raw -122621.527940 + Penalty 379.174643 = -122242.353297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.849281 sec): 3 clusters Score: Raw -121804.726194 + Penalty 767.631299 = -121037.094896 nChanged 552 SP:Iteration 1F (28.852066 sec): 3 clusters Score: Raw -122129.017365 + Penalty 781.997475 = -121347.019890 nChanged 196 SP:Iteration 2F (28.854847 sec): 3 clusters Score: Raw -122246.518851 + Penalty 798.148949 = -121448.369902 nChanged 119 SP:Iteration 3F (28.857490 sec): 3 clusters Score: Raw -122335.114604 + Penalty 814.498532 = -121520.616072 nChanged 86 SP:Iteration 4F (28.860042 sec): 3 clusters Score: Raw -122411.541931 + Penalty 838.430660 = -121573.111272 nChanged 73 SP:Iteration 5F (28.862602 sec): 3 clusters Score: Raw -122485.040292 + Penalty 878.069215 = -121606.971077 nChanged 57 SP:Iteration 6Q (28.865350 sec): 3 clusters Score: Raw -122542.217112 + Penalty 896.673294 = -121645.543819 nChanged 34 SP:Iteration 7Q (28.868033 sec): 3 clusters Score: Raw -122574.364376 + Penalty 904.904971 = -121669.459405 nChanged 24 SP:Iteration 8Q (28.870475 sec): 3 clusters Score: Raw -122596.880530 + Penalty 917.464853 = -121679.415677 nChanged 11 SP:Iteration 9Q (28.872814 sec): 3 clusters Score: Raw -122607.366477 + Penalty 925.222674 = -121682.143803 nChanged 11 SP:Iteration 10F (28.875375 sec): 3 clusters Score: Raw -122614.573310 + Penalty 923.366269 = -121691.207041 nChanged 7 SP:Iteration 11Q (28.877634 sec): 3 clusters Score: Raw -122617.954518 + Penalty 924.672438 = -121693.282080 nChanged 6 SP:Iteration 12Q (28.879874 sec): 3 clusters Score: Raw -122621.391595 + Penalty 926.929411 = -121694.462184 nChanged 8 SP:Iteration 13Q (28.882277 sec): 3 clusters Score: Raw -122630.068275 + Penalty 929.684836 = -121700.383439 nChanged 4 SP:Iteration 14Q (28.884669 sec): 3 clusters Score: Raw -122635.121139 + Penalty 932.776777 = -121702.344362 nChanged 1 SP:Iteration 15Q (28.887020 sec): 3 clusters Score: Raw -122637.636445 + Penalty 932.421890 = -121705.214555 nChanged 1 SP:Iteration 16Q (28.889387 sec): 3 clusters Score: Raw -122637.941151 + Penalty 932.421890 = -121705.519261 nChanged 0 SP:Iteration 17F (28.891942 sec): 3 clusters Score: Raw -122637.941151 + Penalty 932.421890 = -121705.519261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.893679 sec): 2 clusters Score: Raw -8797.062646 + Penalty 201.388155 = -8595.674490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.894115 sec): 3 clusters Score: Raw -8779.156485 + Penalty 407.888688 = -8371.267796 nChanged 17 SP:Iteration 1F (28.894513 sec): 3 clusters Score: Raw -8797.350185 + Penalty 405.197622 = -8392.152563 nChanged 6 SP:Iteration 2F (28.894908 sec): 3 clusters Score: Raw -8803.368648 + Penalty 402.776310 = -8400.592338 nChanged 2 SP:Iteration 3Q (28.895299 sec): 3 clusters Score: Raw -8804.430402 + Penalty 402.776310 = -8401.654092 nChanged 0 SP:Iteration 4F (28.895693 sec): 3 clusters Score: Raw -8804.430402 + Penalty 402.776310 = -8401.654092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.899561 sec): 2 clusters Score: Raw -97105.980600 + Penalty 407.803253 = -96698.177347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.901735 sec): 3 clusters Score: Raw -96466.729402 + Penalty 820.541257 = -95646.188145 nChanged 405 SP:Iteration 1F (28.903814 sec): 3 clusters Score: Raw -96714.542390 + Penalty 829.142123 = -95885.400267 nChanged 146 SP:Iteration 2F (28.905893 sec): 3 clusters Score: Raw -96824.927934 + Penalty 841.646032 = -95983.281902 nChanged 95 SP:Iteration 3F (28.907966 sec): 3 clusters Score: Raw -96914.030286 + Penalty 863.004489 = -96051.025797 nChanged 77 SP:Iteration 4F (28.910040 sec): 3 clusters Score: Raw -97004.583663 + Penalty 903.725075 = -96100.858587 nChanged 57 SP:Iteration 5F (28.912115 sec): 3 clusters Score: Raw -97079.722945 + Penalty 936.809247 = -96142.913698 nChanged 25 SP:Iteration 6Q (28.914086 sec): 3 clusters Score: Raw -97127.514981 + Penalty 935.381756 = -96192.133225 nChanged 3 SP:Iteration 7Q (28.915924 sec): 3 clusters Score: Raw -97129.638326 + Penalty 935.754721 = -96193.883606 nChanged 2 SP:Iteration 8Q (28.917810 sec): 3 clusters Score: Raw -97133.392830 + Penalty 938.981626 = -96194.411204 nChanged 1 SP:Iteration 9Q (28.919662 sec): 3 clusters Score: Raw -97134.947489 + Penalty 944.452702 = -96190.494787 nChanged 1 SP:Iteration 10F (28.921792 sec): 3 clusters Score: Raw -97135.106827 + Penalty 944.452702 = -96190.654125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.923167 sec): 2 clusters Score: Raw -16922.332918 + Penalty 597.153368 = -16325.179550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.923733 sec): 3 clusters Score: Raw -16899.377321 + Penalty 1190.984009 = -15708.393311 nChanged 31 SP:Iteration 1F (28.924282 sec): 3 clusters Score: Raw -16959.458497 + Penalty 1188.588023 = -15770.870474 nChanged 10 SP:Iteration 2F (28.924818 sec): 3 clusters Score: Raw -16980.043241 + Penalty 1188.369266 = -15791.673975 nChanged 4 SP:Iteration 3Q (28.925339 sec): 3 clusters Score: Raw -16986.651892 + Penalty 1187.004293 = -15799.647599 nChanged 1 SP:Iteration 4Q (28.925857 sec): 3 clusters Score: Raw -16987.670130 + Penalty 1187.004293 = -15800.665836 nChanged 0 SP:Iteration 5F (28.926391 sec): 3 clusters Score: Raw -16987.670130 + Penalty 1187.004293 = -15800.665836 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 15 (8688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.965661 sec): 2 clusters Score: Raw -738104.057449 + Penalty 252.785934 = -737851.271515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.981779 sec): 3 clusters Score: Raw -732265.708282 + Penalty 503.403497 = -731762.304785 nChanged 3988 SP:Iteration 1F (28.997654 sec): 3 clusters Score: Raw -733731.610506 + Penalty 495.886623 = -733235.723882 nChanged 1090 SP:Iteration 2F (29.013328 sec): 3 clusters Score: Raw -734146.682847 + Penalty 485.331381 = -733661.351465 nChanged 568 SP:Iteration 3F (29.029348 sec): 3 clusters Score: Raw -734370.569321 + Penalty 471.445870 = -733899.123451 nChanged 513 SP:Iteration 4F (29.045027 sec): 3 clusters Score: Raw -734607.121789 + Penalty 453.635569 = -734153.486221 nChanged 652 SP:Iteration 5F (29.061654 sec): 3 clusters Score: Raw -735134.259736 + Penalty 434.831421 = -734699.428315 nChanged 1065 SP:Iteration 6F (29.077352 sec): 3 clusters Score: Raw -736396.405354 + Penalty 443.294598 = -735953.110756 nChanged 987 SP:Iteration 7F (29.093430 sec): 3 clusters Score: Raw -737586.807796 + Penalty 425.246338 = -737161.561458 nChanged 379 SP:Iteration 8Q (29.109741 sec): 3 clusters Score: Raw -738032.915512 + Penalty 397.035636 = -737635.879876 nChanged 75 SP:Iteration 9Q (29.123412 sec): 3 clusters Score: Raw -738124.934609 + Penalty 382.890940 = -737742.043669 nChanged 7 SP:Iteration 10F (29.139490 sec): 3 clusters Score: Raw -738163.257178 + Penalty 377.546107 = -737785.711071 nChanged 5 SP:Iteration 11Q (29.152628 sec): 3 clusters Score: Raw -738164.290168 + Penalty 377.546107 = -737786.744061 nChanged 0 SP:Iteration 12F (29.168850 sec): 3 clusters Score: Raw -738164.290168 + Penalty 377.546107 = -737786.744061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.178130 sec): 2 clusters Score: Raw -36811.061274 + Penalty 266.089790 = -36544.971484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.179121 sec): 3 clusters Score: Raw -36599.170453 + Penalty 532.263007 = -36066.907446 nChanged 141 SP:Iteration 1F (29.180092 sec): 3 clusters Score: Raw -36709.393652 + Penalty 532.985440 = -36176.408213 nChanged 41 SP:Iteration 2F (29.181059 sec): 3 clusters Score: Raw -36738.704868 + Penalty 534.103638 = -36204.601230 nChanged 21 SP:Iteration 3Q (29.182034 sec): 3 clusters Score: Raw -36751.416338 + Penalty 535.166506 = -36216.249832 nChanged 18 SP:Iteration 4Q (29.182991 sec): 3 clusters Score: Raw -36761.783478 + Penalty 535.838336 = -36225.945141 nChanged 13 SP:Iteration 5Q (29.183945 sec): 3 clusters Score: Raw -36769.707404 + Penalty 535.279344 = -36234.428060 nChanged 12 SP:Iteration 6Q (29.184895 sec): 3 clusters Score: Raw -36776.646001 + Penalty 534.260979 = -36242.385022 nChanged 10 SP:Iteration 7Q (29.185826 sec): 3 clusters Score: Raw -36781.689708 + Penalty 534.378044 = -36247.311665 nChanged 4 SP:Iteration 8Q (29.186734 sec): 3 clusters Score: Raw -36784.970167 + Penalty 534.288926 = -36250.681241 nChanged 3 SP:Iteration 9Q (29.187649 sec): 3 clusters Score: Raw -36786.351581 + Penalty 534.375059 = -36251.976521 nChanged 2 SP:Iteration 10F (29.188648 sec): 3 clusters Score: Raw -36786.687214 + Penalty 534.375059 = -36252.312154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.189215 sec): 2 clusters Score: Raw -2766.443770 + Penalty 294.612710 = -2471.831060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.189482 sec): 3 clusters Score: Raw -2775.011859 + Penalty 580.772551 = -2194.239307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 18 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.192285 sec): 2 clusters Score: Raw -51159.684998 + Penalty 494.987687 = -50664.697312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.193497 sec): 3 clusters Score: Raw -50896.394934 + Penalty 991.465423 = -49904.929511 nChanged 167 SP:Iteration 1F (29.194643 sec): 3 clusters Score: Raw -50983.964491 + Penalty 992.433236 = -49991.531254 nChanged 37 SP:Iteration 2F (29.195763 sec): 3 clusters Score: Raw -51012.666237 + Penalty 995.276477 = -50017.389760 nChanged 29 SP:Iteration 3F (29.196887 sec): 3 clusters Score: Raw -51045.992421 + Penalty 996.680503 = -50049.311918 nChanged 25 SP:Iteration 4Q (29.198004 sec): 3 clusters Score: Raw -51067.833633 + Penalty 997.865093 = -50069.968540 nChanged 25 SP:Iteration 5Q (29.199115 sec): 3 clusters Score: Raw -51086.144004 + Penalty 998.928190 = -50087.215815 nChanged 15 SP:Iteration 6Q (29.200219 sec): 3 clusters Score: Raw -51096.493333 + Penalty 1000.132203 = -50096.361130 nChanged 11 SP:Iteration 7Q (29.201400 sec): 3 clusters Score: Raw -51104.524766 + Penalty 1001.279382 = -50103.245384 nChanged 12 SP:Iteration 8Q (29.202580 sec): 3 clusters Score: Raw -51114.570201 + Penalty 1001.549376 = -50113.020825 nChanged 7 SP:Iteration 9Q (29.203732 sec): 3 clusters Score: Raw -51119.365807 + Penalty 1002.238540 = -50117.127267 nChanged 5 SP:Iteration 10F (29.204910 sec): 3 clusters Score: Raw -51126.525446 + Penalty 1001.653730 = -50124.871715 nChanged 5 SP:Iteration 11Q (29.206045 sec): 3 clusters Score: Raw -51136.453802 + Penalty 1002.169421 = -50134.284381 nChanged 8 SP:Iteration 12Q (29.207168 sec): 3 clusters Score: Raw -51141.583359 + Penalty 1001.523566 = -50140.059793 nChanged 4 SP:Iteration 13Q (29.208237 sec): 3 clusters Score: Raw -51143.979976 + Penalty 1000.272909 = -50143.707067 nChanged 7 SP:Iteration 14Q (29.209327 sec): 3 clusters Score: Raw -51154.435866 + Penalty 1000.016614 = -50154.419252 nChanged 6 SP:Iteration 15Q (29.210392 sec): 3 clusters Score: Raw -51159.826628 + Penalty 999.959387 = -50159.867241 nChanged 3 SP:Iteration 16Q (29.211463 sec): 3 clusters Score: Raw -51161.638256 + Penalty 1000.214626 = -50161.423630 nChanged 3 SP:Iteration 17Q (29.212526 sec): 3 clusters Score: Raw -51162.882813 + Penalty 1000.266755 = -50162.616058 nChanged 3 SP:Iteration 18Q (29.213662 sec): 3 clusters Score: Raw -51164.640880 + Penalty 1000.272684 = -50164.368196 nChanged 1 SP:Iteration 19Q (29.214817 sec): 3 clusters Score: Raw -51165.274936 + Penalty 999.204702 = -50166.070234 nChanged 2 SP:Iteration 20F (29.216014 sec): 3 clusters Score: Raw -51167.420175 + Penalty 999.068740 = -50168.351435 nChanged 4 SP:Iteration 21Q (29.217139 sec): 3 clusters Score: Raw -51168.749710 + Penalty 999.068740 = -50169.680970 nChanged 0 SP:Iteration 22F (29.218262 sec): 3 clusters Score: Raw -51168.749710 + Penalty 999.068740 = -50169.680970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.220055 sec): 2 clusters Score: Raw -26615.993170 + Penalty 344.576955 = -26271.416215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.220801 sec): 3 clusters Score: Raw -26476.973260 + Penalty 689.329868 = -25787.643391 nChanged 88 SP:Iteration 1F (29.221564 sec): 3 clusters Score: Raw -26535.742476 + Penalty 689.376531 = -25846.365945 nChanged 24 SP:Iteration 2F (29.222296 sec): 3 clusters Score: Raw -26561.517488 + Penalty 689.398427 = -25872.119061 nChanged 11 SP:Iteration 3Q (29.223020 sec): 3 clusters Score: Raw -26573.757186 + Penalty 691.078459 = -25882.678727 nChanged 10 SP:Iteration 4Q (29.223732 sec): 3 clusters Score: Raw -26584.203056 + Penalty 694.385111 = -25889.817945 nChanged 10 SP:Iteration 5Q (29.224429 sec): 3 clusters Score: Raw -26593.052234 + Penalty 700.178207 = -25892.874027 nChanged 9 SP:Iteration 6Q (29.225129 sec): 3 clusters Score: Raw -26601.230469 + Penalty 706.422100 = -25894.808369 nChanged 7 SP:Iteration 7Q (29.225839 sec): 3 clusters Score: Raw -26609.747240 + Penalty 714.581227 = -25895.166013 nChanged 10 SP:Iteration 8Q (29.226567 sec): 3 clusters Score: Raw -26617.728368 + Penalty 721.247498 = -25896.480870 nChanged 7 SP:Iteration 9Q (29.227288 sec): 3 clusters Score: Raw -26625.753186 + Penalty 726.592377 = -25899.160809 nChanged 9 SP:Iteration 10F (29.228017 sec): 3 clusters Score: Raw -26632.610524 + Penalty 728.331984 = -25904.278540 nChanged 3 SP:Iteration 11Q (29.228731 sec): 3 clusters Score: Raw -26634.874205 + Penalty 731.414535 = -25903.459670 nChanged 5 SP:Iteration 12F (29.229462 sec): 3 clusters Score: Raw -26639.737200 + Penalty 731.414535 = -25908.322666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.230815 sec): 2 clusters Score: Raw -14947.330889 + Penalty 357.273211 = -14590.057678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.231341 sec): 3 clusters Score: Raw -14886.064704 + Penalty 714.301587 = -14171.763117 nChanged 50 SP:Iteration 1F (29.231855 sec): 3 clusters Score: Raw -14934.697298 + Penalty 715.970712 = -14218.726587 nChanged 7 SP:Iteration 2Q (29.232367 sec): 3 clusters Score: Raw -14946.508455 + Penalty 718.484220 = -14228.024235 nChanged 5 SP:Iteration 3Q (29.232874 sec): 3 clusters Score: Raw -14951.744958 + Penalty 719.288202 = -14232.456756 nChanged 1 SP:Iteration 4Q (29.233386 sec): 3 clusters Score: Raw -14954.332066 + Penalty 720.130996 = -14234.201070 nChanged 1 SP:Iteration 5Q (29.233894 sec): 3 clusters Score: Raw -14955.620381 + Penalty 721.717156 = -14233.903226 nChanged 2 SP:Iteration 6F (29.234406 sec): 3 clusters Score: Raw -14958.710372 + Penalty 723.880336 = -14234.830036 nChanged 3 SP:Iteration 7Q (29.234909 sec): 3 clusters Score: Raw -14962.761109 + Penalty 726.499627 = -14236.261482 nChanged 3 SP:Iteration 8Q (29.235411 sec): 3 clusters Score: Raw -14967.304927 + Penalty 726.749205 = -14240.555722 nChanged 1 SP:Iteration 9Q (29.235912 sec): 3 clusters Score: Raw -14967.952424 + Penalty 726.749205 = -14241.203219 nChanged 0 SP:Iteration 10F (29.236422 sec): 3 clusters Score: Raw -14967.952424 + Penalty 726.749205 = -14241.203219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.237690 sec): 2 clusters Score: Raw -7818.040933 + Penalty 298.073041 = -7519.967892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.238070 sec): 3 clusters Score: Raw -7801.293036 + Penalty 595.405223 = -7205.887814 nChanged 17 SP:Iteration 1F (29.238444 sec): 3 clusters Score: Raw -7822.039990 + Penalty 596.614160 = -7225.425830 nChanged 7 SP:Iteration 2F (29.238818 sec): 3 clusters Score: Raw -7831.794682 + Penalty 596.490743 = -7235.303939 nChanged 1 SP:Iteration 3Q (29.239186 sec): 3 clusters Score: Raw -7833.547566 + Penalty 597.108946 = -7236.438620 nChanged 2 SP:Iteration 4Q (29.239550 sec): 3 clusters Score: Raw -7835.762012 + Penalty 597.444262 = -7238.317750 nChanged 2 SP:Iteration 5Q (29.239924 sec): 3 clusters Score: Raw -7838.925568 + Penalty 597.444262 = -7241.481306 nChanged 0 SP:Iteration 6F (29.240298 sec): 3 clusters Score: Raw -7838.925568 + Penalty 597.444262 = -7241.481306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.241621 sec): 2 clusters Score: Raw -15997.991101 + Penalty 267.902020 = -15730.089081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.242148 sec): 3 clusters Score: Raw -15926.442219 + Penalty 534.654437 = -15391.787782 nChanged 48 SP:Iteration 1F (29.242665 sec): 3 clusters Score: Raw -15965.818369 + Penalty 533.623366 = -15432.195003 nChanged 17 SP:Iteration 2F (29.243182 sec): 3 clusters Score: Raw -15979.847834 + Penalty 533.029700 = -15446.818134 nChanged 9 SP:Iteration 3F (29.243698 sec): 3 clusters Score: Raw -15989.501763 + Penalty 532.419658 = -15457.082105 nChanged 3 SP:Iteration 4Q (29.244210 sec): 3 clusters Score: Raw -15993.594443 + Penalty 531.850289 = -15461.744154 nChanged 1 SP:Iteration 5Q (29.244721 sec): 3 clusters Score: Raw -15995.962622 + Penalty 531.379445 = -15464.583176 nChanged 1 SP:Iteration 6Q (29.245231 sec): 3 clusters Score: Raw -15996.374067 + Penalty 531.379445 = -15464.994622 nChanged 0 SP:Iteration 7F (29.245745 sec): 3 clusters Score: Raw -15996.374067 + Penalty 531.379445 = -15464.994622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.247409 sec): 2 clusters Score: Raw -30617.558452 + Penalty 497.729331 = -30119.829121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.248229 sec): 3 clusters Score: Raw -30509.183435 + Penalty 996.411180 = -29512.772255 nChanged 95 SP:Iteration 1F (29.249025 sec): 3 clusters Score: Raw -30621.821160 + Penalty 997.390508 = -29624.430652 nChanged 32 SP:Iteration 2F (29.249805 sec): 3 clusters Score: Raw -30652.146149 + Penalty 999.291048 = -29652.855101 nChanged 15 SP:Iteration 3Q (29.250545 sec): 3 clusters Score: Raw -30672.501440 + Penalty 1007.326450 = -29665.174990 nChanged 14 SP:Iteration 4Q (29.251306 sec): 3 clusters Score: Raw -30696.958876 + Penalty 1006.925828 = -29690.033047 nChanged 7 SP:Iteration 5Q (29.252061 sec): 3 clusters Score: Raw -30705.684965 + Penalty 1008.537551 = -29697.147415 nChanged 5 SP:Iteration 6Q (29.252795 sec): 3 clusters Score: Raw -30712.137638 + Penalty 1011.061771 = -29701.075867 nChanged 3 SP:Iteration 7Q (29.253548 sec): 3 clusters Score: Raw -30713.753856 + Penalty 1013.266303 = -29700.487553 nChanged 3 SP:Iteration 8F (29.254307 sec): 3 clusters Score: Raw -30716.779336 + Penalty 1013.722072 = -29703.057264 nChanged 2 SP:Iteration 9Q (29.255044 sec): 3 clusters Score: Raw -30719.539082 + Penalty 1013.722072 = -29705.817009 nChanged 0 SP:Iteration 10F (29.255812 sec): 3 clusters Score: Raw -30719.539082 + Penalty 1013.722072 = -29705.817009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.256748 sec): 2 clusters Score: Raw -1216.209018 + Penalty 227.819138 = -988.389881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.256979 sec): 3 clusters Score: Raw -1213.002545 + Penalty 446.998429 = -766.004116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.258054 sec): 2 clusters Score: Raw -11060.258722 + Penalty 669.409158 = -10390.849564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.258476 sec): 3 clusters Score: Raw -11096.802148 + Penalty 1338.384231 = -9758.417917 nChanged 13 SP:Iteration 1F (29.258890 sec): 3 clusters Score: Raw -11142.953235 + Penalty 1337.564413 = -9805.388823 nChanged 5 SP:Iteration 2Q (29.259287 sec): 3 clusters Score: Raw -11167.356743 + Penalty 1337.726758 = -9829.629985 nChanged 2 SP:Iteration 3Q (29.259679 sec): 3 clusters Score: Raw -11174.608664 + Penalty 1337.726758 = -9836.881906 nChanged 0 SP:Iteration 4F (29.260120 sec): 3 clusters Score: Raw -11174.608664 + Penalty 1337.726758 = -9836.881906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.261995 sec): 2 clusters Score: Raw -35687.769781 + Penalty 285.290330 = -35402.479451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.262963 sec): 3 clusters Score: Raw -35456.528769 + Penalty 581.156512 = -34875.372257 nChanged 135 SP:Iteration 1F (29.263850 sec): 3 clusters Score: Raw -35588.528059 + Penalty 582.897213 = -35005.630846 nChanged 56 SP:Iteration 2F (29.264766 sec): 3 clusters Score: Raw -35646.325206 + Penalty 581.824276 = -35064.500930 nChanged 20 SP:Iteration 3F (29.265650 sec): 3 clusters Score: Raw -35661.968588 + Penalty 582.296841 = -35079.671747 nChanged 8 SP:Iteration 4Q (29.266540 sec): 3 clusters Score: Raw -35666.477238 + Penalty 582.694515 = -35083.782723 nChanged 8 SP:Iteration 5Q (29.267410 sec): 3 clusters Score: Raw -35671.985008 + Penalty 586.972355 = -35085.012653 nChanged 11 SP:Iteration 6Q (29.268268 sec): 3 clusters Score: Raw -35678.094008 + Penalty 592.566835 = -35085.527172 nChanged 7 SP:Iteration 7Q (29.269117 sec): 3 clusters Score: Raw -35681.733674 + Penalty 602.924351 = -35078.809323 nChanged 9 SP:Iteration 8F (29.270005 sec): 3 clusters Score: Raw -35688.685330 + Penalty 620.282884 = -35068.402446 nChanged 9 SP:Iteration 9F (29.270885 sec): 3 clusters Score: Raw -35695.210553 + Penalty 631.622689 = -35063.587864 nChanged 5 SP:Iteration 10F (29.271768 sec): 3 clusters Score: Raw -35697.782044 + Penalty 636.453322 = -35061.328722 nChanged 3 SP:Iteration 11F (29.272652 sec): 3 clusters Score: Raw -35700.161252 + Penalty 642.089646 = -35058.071607 nChanged 3 SP:Iteration 12F (29.273531 sec): 3 clusters Score: Raw -35704.019016 + Penalty 646.447292 = -35057.571724 nChanged 1 SP:Iteration 13F (29.274410 sec): 3 clusters Score: Raw -35705.102397 + Penalty 648.847223 = -35056.255174 nChanged 2 SP:Iteration 14F (29.275290 sec): 3 clusters Score: Raw -35706.118306 + Penalty 648.847223 = -35057.271083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.276623 sec): 2 clusters Score: Raw -13722.091510 + Penalty 534.775629 = -13187.315881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.277106 sec): 3 clusters Score: Raw -13707.575647 + Penalty 1070.548120 = -12637.027527 nChanged 25 SP:Iteration 1F (29.277580 sec): 3 clusters Score: Raw -13758.073000 + Penalty 1070.714724 = -12687.358275 nChanged 6 SP:Iteration 2Q (29.278042 sec): 3 clusters Score: Raw -13774.956472 + Penalty 1069.789361 = -12705.167111 nChanged 2 SP:Iteration 3Q (29.278502 sec): 3 clusters Score: Raw -13781.526719 + Penalty 1070.662878 = -12710.863841 nChanged 2 SP:Iteration 4Q (29.278994 sec): 3 clusters Score: Raw -13784.455806 + Penalty 1070.662878 = -12713.792927 nChanged 0 SP:Iteration 5F (29.279479 sec): 3 clusters Score: Raw -13784.455806 + Penalty 1070.662878 = -12713.792927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.280339 sec): 2 clusters Score: Raw -1056.995546 + Penalty 360.165859 = -696.829687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.280572 sec): 3 clusters Score: Raw -1271.222679 + Penalty 722.068770 = -549.153909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.281447 sec): 2 clusters Score: Raw -4081.953274 + Penalty 276.139514 = -3805.813760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.281738 sec): 3 clusters Score: Raw -4077.333605 + Penalty 549.186991 = -3528.146614 nChanged 5 SP:Iteration 1F (29.282051 sec): 3 clusters Score: Raw -4087.860005 + Penalty 548.968544 = -3538.891461 nChanged 2 SP:Iteration 2Q (29.282334 sec): 3 clusters Score: Raw -4092.151774 + Penalty 549.979177 = -3542.172597 nChanged 2 SP:Iteration 3Q (29.282616 sec): 3 clusters Score: Raw -4096.603152 + Penalty 551.647095 = -3544.956057 nChanged 2 SP:Iteration 4Q (29.282897 sec): 3 clusters Score: Raw -4102.225082 + Penalty 553.533901 = -3548.691181 nChanged 1 SP:Iteration 5Q (29.283177 sec): 3 clusters Score: Raw -4104.253081 + Penalty 553.533901 = -3550.719179 nChanged 0 SP:Iteration 6F (29.283463 sec): 3 clusters Score: Raw -4104.253081 + Penalty 553.533901 = -3550.719179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.284665 sec): 2 clusters Score: Raw -13458.924602 + Penalty 439.515290 = -13019.409312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.285141 sec): 3 clusters Score: Raw -13445.566323 + Penalty 879.193867 = -12566.372456 nChanged 22 SP:Iteration 1F (29.285622 sec): 3 clusters Score: Raw -13486.356802 + Penalty 879.083198 = -12607.273604 nChanged 7 SP:Iteration 2Q (29.286079 sec): 3 clusters Score: Raw -13496.395654 + Penalty 878.576879 = -12617.818775 nChanged 5 SP:Iteration 3Q (29.286550 sec): 3 clusters Score: Raw -13503.173079 + Penalty 878.576879 = -12624.596201 nChanged 0 SP:Iteration 4F (29.287016 sec): 3 clusters Score: Raw -13503.173079 + Penalty 878.576879 = -12624.596201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.288431 sec): 2 clusters Score: Raw -19419.562947 + Penalty 297.617821 = -19121.945127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.289029 sec): 3 clusters Score: Raw -19319.952570 + Penalty 595.681963 = -18724.270607 nChanged 75 SP:Iteration 1F (29.289614 sec): 3 clusters Score: Raw -19364.817755 + Penalty 597.387106 = -18767.430649 nChanged 16 SP:Iteration 2F (29.290219 sec): 3 clusters Score: Raw -19381.350156 + Penalty 599.584075 = -18781.766081 nChanged 13 SP:Iteration 3F (29.290800 sec): 3 clusters Score: Raw -19393.410831 + Penalty 602.984648 = -18790.426184 nChanged 8 SP:Iteration 4Q (29.291384 sec): 3 clusters Score: Raw -19402.114224 + Penalty 608.186259 = -18793.927965 nChanged 7 SP:Iteration 5Q (29.291979 sec): 3 clusters Score: Raw -19408.009003 + Penalty 613.995209 = -18794.013794 nChanged 7 SP:Iteration 6Q (29.292551 sec): 3 clusters Score: Raw -19416.160147 + Penalty 616.793351 = -18799.366797 nChanged 5 SP:Iteration 7Q (29.293121 sec): 3 clusters Score: Raw -19421.644079 + Penalty 621.970009 = -18799.674071 nChanged 7 SP:Iteration 8Q (29.293688 sec): 3 clusters Score: Raw -19427.608023 + Penalty 629.118959 = -18798.489064 nChanged 5 SP:Iteration 9F (29.294271 sec): 3 clusters Score: Raw -19430.134194 + Penalty 638.505814 = -18791.628380 nChanged 5 SP:Iteration 10F (29.294854 sec): 3 clusters Score: Raw -19433.448074 + Penalty 647.551865 = -18785.896209 nChanged 5 SP:Iteration 11F (29.295436 sec): 3 clusters Score: Raw -19437.331810 + Penalty 658.874489 = -18778.457321 nChanged 4 SP:Iteration 12F (29.296020 sec): 3 clusters Score: Raw -19439.322410 + Penalty 669.375426 = -18769.946984 nChanged 3 SP:Iteration 13F (29.296602 sec): 3 clusters Score: Raw -19440.599126 + Penalty 675.891478 = -18764.707647 nChanged 2 SP:Iteration 14F (29.297184 sec): 3 clusters Score: Raw -19441.378106 + Penalty 690.452915 = -18750.925191 nChanged 4 SP:Iteration 15F (29.297766 sec): 3 clusters Score: Raw -19443.463382 + Penalty 695.426539 = -18748.036843 nChanged 1 SP:Iteration 16F (29.298348 sec): 3 clusters Score: Raw -19443.980431 + Penalty 698.190368 = -18745.790062 nChanged 1 SP:Iteration 17F (29.298929 sec): 3 clusters Score: Raw -19444.352504 + Penalty 698.190368 = -18746.162136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.299979 sec): 2 clusters Score: Raw -6179.207575 + Penalty 227.076416 = -5952.131159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.300318 sec): 3 clusters Score: Raw -6167.617175 + Penalty 448.525600 = -5719.091575 nChanged 13 SP:Iteration 1F (29.300652 sec): 3 clusters Score: Raw -6186.875715 + Penalty 443.745213 = -5743.130501 nChanged 3 SP:Iteration 2Q (29.300983 sec): 3 clusters Score: Raw -6189.295531 + Penalty 436.837033 = -5752.458498 nChanged 4 SP:Iteration 3F (29.301320 sec): 3 clusters Score: Raw -6193.132317 + Penalty 436.837033 = -5756.295284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.302152 sec): 2 clusters Score: Raw -1670.215841 + Penalty 342.975447 = -1327.240393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.302394 sec): 3 clusters Score: Raw -1724.155955 + Penalty 685.950895 = -1038.205060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 34 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.305836 sec): 2 clusters Score: Raw -50620.528948 + Penalty 406.590932 = -50213.938016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.307029 sec): 3 clusters Score: Raw -50347.754469 + Penalty 814.133978 = -49533.620492 nChanged 189 SP:Iteration 1F (29.308182 sec): 3 clusters Score: Raw -50472.389841 + Penalty 815.441558 = -49656.948283 nChanged 49 SP:Iteration 2F (29.309332 sec): 3 clusters Score: Raw -50508.702413 + Penalty 818.860543 = -49689.841870 nChanged 33 SP:Iteration 3F (29.310487 sec): 3 clusters Score: Raw -50543.450550 + Penalty 827.615972 = -49715.834578 nChanged 36 SP:Iteration 4F (29.311640 sec): 3 clusters Score: Raw -50591.092447 + Penalty 836.360260 = -49754.732187 nChanged 34 SP:Iteration 5F (29.312878 sec): 3 clusters Score: Raw -50633.527541 + Penalty 844.633420 = -49788.894122 nChanged 19 SP:Iteration 6Q (29.314028 sec): 3 clusters Score: Raw -50658.729738 + Penalty 852.050156 = -49806.679582 nChanged 17 SP:Iteration 7Q (29.315192 sec): 3 clusters Score: Raw -50670.791860 + Penalty 853.739593 = -49817.052267 nChanged 5 SP:Iteration 8Q (29.316335 sec): 3 clusters Score: Raw -50672.890960 + Penalty 854.516042 = -49818.374919 nChanged 1 SP:Iteration 9Q (29.317476 sec): 3 clusters Score: Raw -50673.038500 + Penalty 855.492122 = -49817.546379 nChanged 1 SP:Iteration 10F (29.318623 sec): 3 clusters Score: Raw -50673.436496 + Penalty 856.054053 = -49817.382443 nChanged 1 SP:Iteration 11F (29.319773 sec): 3 clusters Score: Raw -50673.675108 + Penalty 856.903735 = -49816.771373 nChanged 1 SP:Iteration 12F (29.320921 sec): 3 clusters Score: Raw -50673.840388 + Penalty 858.329065 = -49815.511323 nChanged 2 SP:Iteration 13F (29.322070 sec): 3 clusters Score: Raw -50674.248839 + Penalty 858.755218 = -49815.493621 nChanged 1 SP:Iteration 14F (29.323220 sec): 3 clusters Score: Raw -50674.459495 + Penalty 859.469787 = -49814.989708 nChanged 1 SP:Iteration 15F (29.324368 sec): 3 clusters Score: Raw -50674.929815 + Penalty 860.275384 = -49814.654431 nChanged 1 SP:Iteration 16F (29.325517 sec): 3 clusters Score: Raw -50675.257312 + Penalty 860.275384 = -49814.981928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.327579 sec): 2 clusters Score: Raw -18093.589105 + Penalty 529.992439 = -17563.596666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.328135 sec): 3 clusters Score: Raw -18063.225126 + Penalty 1058.274925 = -17004.950201 nChanged 42 SP:Iteration 1F (29.328689 sec): 3 clusters Score: Raw -18133.033966 + Penalty 1057.897435 = -17075.136531 nChanged 9 SP:Iteration 2Q (29.329264 sec): 3 clusters Score: Raw -18149.032436 + Penalty 1059.595919 = -17089.436517 nChanged 5 SP:Iteration 3Q (29.329796 sec): 3 clusters Score: Raw -18160.724766 + Penalty 1060.451863 = -17100.272903 nChanged 3 SP:Iteration 4Q (29.330340 sec): 3 clusters Score: Raw -18161.356093 + Penalty 1059.847200 = -17101.508894 nChanged 1 SP:Iteration 5Q (29.330872 sec): 3 clusters Score: Raw -18161.969909 + Penalty 1059.808110 = -17102.161799 nChanged 1 SP:Iteration 6Q (29.331416 sec): 3 clusters Score: Raw -18162.464369 + Penalty 1060.110157 = -17102.354212 nChanged 1 SP:Iteration 7Q (29.331950 sec): 3 clusters Score: Raw -18163.224740 + Penalty 1060.222860 = -17103.001880 nChanged 1 SP:Iteration 8Q (29.332480 sec): 3 clusters Score: Raw -18164.270872 + Penalty 1060.081064 = -17104.189808 nChanged 2 SP:Iteration 9Q (29.333008 sec): 3 clusters Score: Raw -18169.125280 + Penalty 1060.081064 = -17109.044216 nChanged 0 SP:Iteration 10F (29.333551 sec): 3 clusters Score: Raw -18169.125280 + Penalty 1060.081064 = -17109.044216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.335511 sec): 2 clusters Score: Raw -34725.696304 + Penalty 454.447140 = -34271.249164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.336373 sec): 3 clusters Score: Raw -34592.248035 + Penalty 909.534295 = -33682.713740 nChanged 114 SP:Iteration 1F (29.337220 sec): 3 clusters Score: Raw -34676.630938 + Penalty 909.456499 = -33767.174439 nChanged 31 SP:Iteration 2F (29.338067 sec): 3 clusters Score: Raw -34716.573225 + Penalty 910.322675 = -33806.250549 nChanged 20 SP:Iteration 3F (29.338913 sec): 3 clusters Score: Raw -34734.037715 + Penalty 910.982193 = -33823.055521 nChanged 9 SP:Iteration 4Q (29.339743 sec): 3 clusters Score: Raw -34741.570437 + Penalty 911.284311 = -33830.286127 nChanged 5 SP:Iteration 5Q (29.340574 sec): 3 clusters Score: Raw -34743.536250 + Penalty 911.506332 = -33832.029918 nChanged 2 SP:Iteration 6Q (29.341407 sec): 3 clusters Score: Raw -34745.657413 + Penalty 911.942265 = -33833.715148 nChanged 3 SP:Iteration 7Q (29.342237 sec): 3 clusters Score: Raw -34747.601713 + Penalty 912.522882 = -33835.078831 nChanged 4 SP:Iteration 8Q (29.343065 sec): 3 clusters Score: Raw -34749.728644 + Penalty 913.298639 = -33836.430006 nChanged 3 SP:Iteration 9Q (29.343894 sec): 3 clusters Score: Raw -34751.641541 + Penalty 913.809256 = -33837.832285 nChanged 4 SP:Iteration 10F (29.344739 sec): 3 clusters Score: Raw -34753.775385 + Penalty 914.209099 = -33839.566286 nChanged 2 SP:Iteration 11Q (29.345644 sec): 3 clusters Score: Raw -34755.626270 + Penalty 914.209099 = -33841.417171 nChanged 0 SP:Iteration 12F (29.346526 sec): 3 clusters Score: Raw -34755.626270 + Penalty 914.209099 = -33841.417171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.347574 sec): 2 clusters Score: Raw -4978.218927 + Penalty 386.360054 = -4591.858873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.347885 sec): 3 clusters Score: Raw -4995.254970 + Penalty 775.115374 = -4220.139596 nChanged 4 SP:Iteration 1F (29.348190 sec): 3 clusters Score: Raw -5007.203267 + Penalty 776.347574 = -4230.855692 nChanged 1 SP:Iteration 2Q (29.348487 sec): 3 clusters Score: Raw -5010.764173 + Penalty 776.339341 = -4234.424831 nChanged 1 SP:Iteration 3Q (29.348786 sec): 3 clusters Score: Raw -5012.989658 + Penalty 776.339341 = -4236.650316 nChanged 0 SP:Iteration 4F (29.349090 sec): 3 clusters Score: Raw -5012.989658 + Penalty 776.339341 = -4236.650316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.350008 sec): 2 clusters Score: Raw -4832.128356 + Penalty 377.451306 = -4454.677050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.350352 sec): 3 clusters Score: Raw -4861.614707 + Penalty 754.085175 = -4107.529532 nChanged 1 SP:Iteration 1Q (29.350655 sec): 3 clusters Score: Raw -4864.060494 + Penalty 753.849056 = -4110.211438 nChanged 1 SP:Iteration 2Q (29.350949 sec): 3 clusters Score: Raw -4867.756010 + Penalty 753.849056 = -4113.906953 nChanged 0 SP:Iteration 3F (29.351254 sec): 3 clusters Score: Raw -4867.756010 + Penalty 753.849056 = -4113.906953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.352137 sec): 2 clusters Score: Raw -2349.320626 + Penalty 417.760330 = -1931.560296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.352391 sec): 3 clusters Score: Raw -2426.741463 + Penalty 833.942126 = -1592.799337 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 40 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.355436 sec): 2 clusters Score: Raw -64884.842139 + Penalty 471.335464 = -64413.506675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.356943 sec): 3 clusters Score: Raw -64510.410069 + Penalty 946.085909 = -63564.324161 nChanged 257 SP:Iteration 1F (29.358370 sec): 3 clusters Score: Raw -64668.899593 + Penalty 952.119709 = -63716.779884 nChanged 78 SP:Iteration 2F (29.359816 sec): 3 clusters Score: Raw -64740.533274 + Penalty 959.544416 = -63780.988858 nChanged 50 SP:Iteration 3F (29.361248 sec): 3 clusters Score: Raw -64790.558911 + Penalty 966.809509 = -63823.749402 nChanged 40 SP:Iteration 4F (29.362668 sec): 3 clusters Score: Raw -64827.467381 + Penalty 970.957086 = -63856.510295 nChanged 27 SP:Iteration 5Q (29.364081 sec): 3 clusters Score: Raw -64844.942848 + Penalty 971.919923 = -63873.022926 nChanged 15 SP:Iteration 6Q (29.365502 sec): 3 clusters Score: Raw -64854.755105 + Penalty 975.062892 = -63879.692213 nChanged 15 SP:Iteration 7Q (29.366948 sec): 3 clusters Score: Raw -64864.047829 + Penalty 974.246150 = -63889.801679 nChanged 11 SP:Iteration 8Q (29.368381 sec): 3 clusters Score: Raw -64869.797586 + Penalty 976.201809 = -63893.595776 nChanged 6 SP:Iteration 9Q (29.369779 sec): 3 clusters Score: Raw -64873.265963 + Penalty 977.631677 = -63895.634286 nChanged 4 SP:Iteration 10F (29.371175 sec): 3 clusters Score: Raw -64876.011443 + Penalty 978.006395 = -63898.005049 nChanged 4 SP:Iteration 11Q (29.372500 sec): 3 clusters Score: Raw -64877.645392 + Penalty 977.910943 = -63899.734449 nChanged 3 SP:Iteration 12Q (29.373822 sec): 3 clusters Score: Raw -64878.377598 + Penalty 977.910943 = -63900.466655 nChanged 0 SP:Iteration 13F (29.375246 sec): 3 clusters Score: Raw -64878.377598 + Penalty 977.910943 = -63900.466655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.379335 sec): 2 clusters Score: Raw -4693.475426 + Penalty 526.803396 = -4166.672030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.379639 sec): 3 clusters Score: Raw -4787.571252 + Penalty 1053.572708 = -3733.998544 nChanged 1 SP:Iteration 1Q (29.379918 sec): 3 clusters Score: Raw -4792.426835 + Penalty 1053.572708 = -3738.854127 nChanged 0 SP:Iteration 2F (29.380212 sec): 3 clusters Score: Raw -4792.426835 + Penalty 1053.572708 = -3738.854127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.380903 sec): 2 clusters Score: Raw -7649.077049 + Penalty 405.899301 = -7243.177748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.381263 sec): 3 clusters Score: Raw -7639.233838 + Penalty 808.479826 = -6830.754012 nChanged 7 SP:Iteration 1F (29.381613 sec): 3 clusters Score: Raw -7653.641959 + Penalty 807.851011 = -6845.790948 nChanged 3 SP:Iteration 2Q (29.381990 sec): 3 clusters Score: Raw -7660.476499 + Penalty 807.851011 = -6852.625488 nChanged 0 SP:Iteration 3F (29.382340 sec): 3 clusters Score: Raw -7660.476499 + Penalty 807.851011 = -6852.625488 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 43 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.384542 sec): 2 clusters Score: Raw -59390.112934 + Penalty 413.950037 = -58976.162897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.385979 sec): 3 clusters Score: Raw -59022.818807 + Penalty 828.597203 = -58194.221604 nChanged 238 SP:Iteration 1F (29.387379 sec): 3 clusters Score: Raw -59170.435620 + Penalty 834.059433 = -58336.376187 nChanged 80 SP:Iteration 2F (29.388752 sec): 3 clusters Score: Raw -59242.784739 + Penalty 842.560712 = -58400.224027 nChanged 51 SP:Iteration 3F (29.390082 sec): 3 clusters Score: Raw -59291.423884 + Penalty 846.235767 = -58445.188117 nChanged 29 SP:Iteration 4Q (29.391383 sec): 3 clusters Score: Raw -59322.294002 + Penalty 849.714845 = -58472.579157 nChanged 22 SP:Iteration 5Q (29.392672 sec): 3 clusters Score: Raw -59336.861555 + Penalty 854.775286 = -58482.086270 nChanged 18 SP:Iteration 6Q (29.393912 sec): 3 clusters Score: Raw -59345.206078 + Penalty 857.783250 = -58487.422829 nChanged 11 SP:Iteration 7Q (29.395134 sec): 3 clusters Score: Raw -59347.516510 + Penalty 862.142872 = -58485.373638 nChanged 7 SP:Iteration 8F (29.396435 sec): 3 clusters Score: Raw -59350.828175 + Penalty 866.283591 = -58484.544584 nChanged 6 SP:Iteration 9F (29.397738 sec): 3 clusters Score: Raw -59353.365312 + Penalty 869.149498 = -58484.215814 nChanged 5 SP:Iteration 10F (29.399123 sec): 3 clusters Score: Raw -59354.566572 + Penalty 871.361292 = -58483.205280 nChanged 2 SP:Iteration 11F (29.400490 sec): 3 clusters Score: Raw -59355.285432 + Penalty 872.871476 = -58482.413955 nChanged 2 SP:Iteration 12F (29.401840 sec): 3 clusters Score: Raw -59355.623244 + Penalty 874.122088 = -58481.501156 nChanged 2 SP:Iteration 13F (29.403145 sec): 3 clusters Score: Raw -59356.013727 + Penalty 874.805187 = -58481.208540 nChanged 1 SP:Iteration 14F (29.404420 sec): 3 clusters Score: Raw -59356.400870 + Penalty 876.278015 = -58480.122855 nChanged 1 SP:Iteration 15F (29.405702 sec): 3 clusters Score: Raw -59357.367228 + Penalty 878.686993 = -58478.680236 nChanged 2 SP:Iteration 16F (29.407009 sec): 3 clusters Score: Raw -59358.056069 + Penalty 883.519630 = -58474.536438 nChanged 5 SP:Iteration 17F (29.408326 sec): 3 clusters Score: Raw -59361.766868 + Penalty 892.374187 = -58469.392681 nChanged 6 SP:Iteration 18F (29.409639 sec): 3 clusters Score: Raw -59364.949509 + Penalty 897.354549 = -58467.594960 nChanged 7 SP:Iteration 19F (29.410942 sec): 3 clusters Score: Raw -59369.541818 + Penalty 904.453834 = -58465.087984 nChanged 8 SP:Iteration 20F (29.412247 sec): 3 clusters Score: Raw -59379.677534 + Penalty 912.557554 = -58467.119981 nChanged 8 SP:Iteration 21Q (29.413495 sec): 3 clusters Score: Raw -59387.948280 + Penalty 921.019426 = -58466.928853 nChanged 5 SP:Iteration 22F (29.414894 sec): 3 clusters Score: Raw -59392.400488 + Penalty 930.612757 = -58461.787731 nChanged 7 SP:Iteration 23F (29.416264 sec): 3 clusters Score: Raw -59397.689128 + Penalty 940.334989 = -58457.354139 nChanged 5 SP:Iteration 24F (29.417624 sec): 3 clusters Score: Raw -59401.330569 + Penalty 944.502721 = -58456.827848 nChanged 2 SP:Iteration 25F (29.418946 sec): 3 clusters Score: Raw -59402.291268 + Penalty 951.182340 = -58451.108929 nChanged 2 SP:Iteration 26F (29.420247 sec): 3 clusters Score: Raw -59404.439557 + Penalty 948.320380 = -58456.119177 nChanged 1 SP:Iteration 27Q (29.421381 sec): 3 clusters Score: Raw -59406.059832 + Penalty 948.320380 = -58457.739453 nChanged 0 SP:Iteration 28F (29.422683 sec): 3 clusters Score: Raw -59406.059832 + Penalty 948.320380 = -58457.739453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.423274 sec): 2 clusters Score: Raw -1344.804776 + Penalty 243.715528 = -1101.089248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.423517 sec): 3 clusters Score: Raw -1366.221024 + Penalty 493.562239 = -872.658785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.424163 sec): 2 clusters Score: Raw -2775.478231 + Penalty 455.162911 = -2320.315320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.424505 sec): 3 clusters Score: Raw -3094.874405 + Penalty 903.459218 = -2191.415187 nChanged 7 SP:Iteration 1F (29.424844 sec): 3 clusters Score: Raw -3162.445769 + Penalty 903.459218 = -2258.986550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.425320 sec): 2 clusters Score: Raw -363.749791 + Penalty 107.596734 = -256.153057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.425534 sec): 3 clusters Score: Raw -360.703295 + Penalty 215.193468 = -145.509827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.426005 sec): 2 clusters Score: Raw -291.415787 + Penalty 137.380952 = -154.034835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.426200 sec): 2 clusters Score: Raw -291.415787 + Penalty 137.380952 = -154.034835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.426911 sec): 2 clusters Score: Raw -7734.121632 + Penalty 542.348499 = -7191.773134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.427285 sec): 3 clusters Score: Raw -7790.886801 + Penalty 1084.968751 = -6705.918050 nChanged 5 SP:Iteration 1F (29.427649 sec): 3 clusters Score: Raw -7815.958422 + Penalty 1084.968751 = -6730.989671 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 49 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.430022 sec): 2 clusters Score: Raw -62382.935371 + Penalty 346.452207 = -62036.483164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.431519 sec): 3 clusters Score: Raw -62006.476859 + Penalty 697.812829 = -61308.664030 nChanged 251 SP:Iteration 1F (29.432920 sec): 3 clusters Score: Raw -62150.322285 + Penalty 702.602547 = -61447.719738 nChanged 85 SP:Iteration 2F (29.434311 sec): 3 clusters Score: Raw -62220.652497 + Penalty 709.889814 = -61510.762683 nChanged 53 SP:Iteration 3F (29.435705 sec): 3 clusters Score: Raw -62297.131901 + Penalty 711.563052 = -61585.568849 nChanged 32 SP:Iteration 4Q (29.437093 sec): 3 clusters Score: Raw -62329.419638 + Penalty 711.432431 = -61617.987207 nChanged 21 SP:Iteration 5Q (29.438454 sec): 3 clusters Score: Raw -62341.159879 + Penalty 713.269110 = -61627.890769 nChanged 11 SP:Iteration 6Q (29.439794 sec): 3 clusters Score: Raw -62345.344775 + Penalty 714.599331 = -61630.745444 nChanged 5 SP:Iteration 7Q (29.441145 sec): 3 clusters Score: Raw -62346.986537 + Penalty 716.053244 = -61630.933293 nChanged 6 SP:Iteration 8Q (29.442497 sec): 3 clusters Score: Raw -62349.073501 + Penalty 717.344936 = -61631.728566 nChanged 3 SP:Iteration 9Q (29.443886 sec): 3 clusters Score: Raw -62349.858905 + Penalty 718.726031 = -61631.132874 nChanged 5 SP:Iteration 10F (29.445252 sec): 3 clusters Score: Raw -62351.749773 + Penalty 720.066160 = -61631.683613 nChanged 8 SP:Iteration 11Q (29.446709 sec): 3 clusters Score: Raw -62354.722800 + Penalty 722.545351 = -61632.177450 nChanged 6 SP:Iteration 12Q (29.448109 sec): 3 clusters Score: Raw -62356.568353 + Penalty 725.620148 = -61630.948205 nChanged 7 SP:Iteration 13F (29.449592 sec): 3 clusters Score: Raw -62359.329733 + Penalty 728.995604 = -61630.334128 nChanged 6 SP:Iteration 14F (29.451003 sec): 3 clusters Score: Raw -62361.328459 + Penalty 732.625999 = -61628.702460 nChanged 10 SP:Iteration 15F (29.452406 sec): 3 clusters Score: Raw -62364.258973 + Penalty 733.884099 = -61630.374873 nChanged 4 SP:Iteration 16Q (29.453726 sec): 3 clusters Score: Raw -62365.249238 + Penalty 734.950057 = -61630.299181 nChanged 3 SP:Iteration 17F (29.455127 sec): 3 clusters Score: Raw -62366.045391 + Penalty 736.661048 = -61629.384343 nChanged 3 SP:Iteration 18F (29.456554 sec): 3 clusters Score: Raw -62366.734468 + Penalty 737.009198 = -61629.725270 nChanged 1 SP:Iteration 19Q (29.457962 sec): 3 clusters Score: Raw -62366.790143 + Penalty 737.009198 = -61629.780945 nChanged 0 SP:Iteration 20F (29.459358 sec): 3 clusters Score: Raw -62366.790143 + Penalty 737.009198 = -61629.780945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.459903 sec): 2 clusters Score: Raw -1241.135537 + Penalty 236.480726 = -1004.654811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.460135 sec): 3 clusters Score: Raw -1239.407201 + Penalty 478.747948 = -760.659253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.460752 sec): 2 clusters Score: Raw -4912.236671 + Penalty 431.837697 = -4480.398974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.461063 sec): 3 clusters Score: Raw -4934.997017 + Penalty 864.129252 = -4070.867765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.461561 sec): 2 clusters Score: Raw -1036.191857 + Penalty 159.592975 = -876.598881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.461789 sec): 3 clusters Score: Raw -1044.683185 + Penalty 290.301404 = -754.381781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.462291 sec): 2 clusters Score: Raw -1416.005579 + Penalty 412.479097 = -1003.526481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.462526 sec): 3 clusters Score: Raw -1478.888295 + Penalty 826.516698 = -652.371596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.462999 sec): 2 clusters Score: Raw -380.022768 + Penalty 170.268883 = -209.753886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.463214 sec): 3 clusters Score: Raw -372.385600 + Penalty 363.804050 = -8.581549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.463694 sec): 2 clusters Score: Raw -475.546190 + Penalty 187.941418 = -287.604773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.463908 sec): 3 clusters Score: Raw -473.541085 + Penalty 373.931232 = -99.609853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.464439 sec): 2 clusters Score: Raw -2532.443153 + Penalty 421.231613 = -2111.211539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.464693 sec): 3 clusters Score: Raw -2571.444230 + Penalty 844.883716 = -1726.560514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.465181 sec): 2 clusters Score: Raw -795.779193 + Penalty 212.138641 = -583.640552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.465424 sec): 3 clusters Score: Raw -831.832705 + Penalty 402.442883 = -429.389823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.465962 sec): 2 clusters Score: Raw -2919.575402 + Penalty 495.973082 = -2423.602319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.466222 sec): 3 clusters Score: Raw -2969.718573 + Penalty 991.188477 = -1978.530096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.467029 sec): 2 clusters Score: Raw -12265.467203 + Penalty 625.509946 = -11639.957257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.467476 sec): 3 clusters Score: Raw -12292.789838 + Penalty 1252.369124 = -11040.420714 nChanged 11 SP:Iteration 1F (29.467918 sec): 3 clusters Score: Raw -12315.271380 + Penalty 1252.441932 = -11062.829448 nChanged 2 SP:Iteration 2Q (29.468348 sec): 3 clusters Score: Raw -12318.548240 + Penalty 1252.441932 = -11066.106308 nChanged 0 SP:Iteration 3F (29.468787 sec): 3 clusters Score: Raw -12318.548240 + Penalty 1252.441932 = -11066.106308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.469315 sec): 2 clusters Score: Raw -2061.950473 + Penalty 297.253024 = -1764.697449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.469563 sec): 3 clusters Score: Raw -2094.968053 + Penalty 596.394965 = -1498.573087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.470337 sec): 2 clusters Score: Raw -9539.519030 + Penalty 331.661955 = -9207.857076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.470751 sec): 3 clusters Score: Raw -9539.502889 + Penalty 663.237494 = -8876.265395 nChanged 18 SP:Iteration 1F (29.471161 sec): 3 clusters Score: Raw -9572.752089 + Penalty 663.192159 = -8909.559930 nChanged 6 SP:Iteration 2F (29.471574 sec): 3 clusters Score: Raw -9583.420001 + Penalty 661.408730 = -8922.011271 nChanged 5 SP:Iteration 3Q (29.471975 sec): 3 clusters Score: Raw -9589.764694 + Penalty 658.422661 = -8931.342033 nChanged 4 SP:Iteration 4Q (29.472377 sec): 3 clusters Score: Raw -9593.512767 + Penalty 658.422661 = -8935.090105 nChanged 0 SP:Iteration 5F (29.472788 sec): 3 clusters Score: Raw -9593.512767 + Penalty 658.422661 = -8935.090105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.473282 sec): 2 clusters Score: Raw -1036.514523 + Penalty 245.732748 = -790.781776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.473509 sec): 3 clusters Score: Raw -1051.916111 + Penalty 491.249556 = -560.666555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.474002 sec): 2 clusters Score: Raw -1193.440841 + Penalty 329.057162 = -864.383679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.474230 sec): 3 clusters Score: Raw -1205.908445 + Penalty 658.114324 = -547.794121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.474765 sec): 2 clusters Score: Raw -2493.928722 + Penalty 303.262989 = -2190.665733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.475023 sec): 3 clusters Score: Raw -2530.121508 + Penalty 606.525978 = -1923.595530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.475863 sec): 2 clusters Score: Raw -13094.317687 + Penalty 687.226467 = -12407.091220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.476331 sec): 3 clusters Score: Raw -13138.763269 + Penalty 1373.640427 = -11765.122842 nChanged 11 SP:Iteration 1F (29.476791 sec): 3 clusters Score: Raw -13168.746760 + Penalty 1373.355495 = -11795.391266 nChanged 4 SP:Iteration 2Q (29.477235 sec): 3 clusters Score: Raw -13178.699500 + Penalty 1373.355495 = -11805.344006 nChanged 0 SP:Iteration 3F (29.477694 sec): 3 clusters Score: Raw -13178.699500 + Penalty 1373.355495 = -11805.344006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.478651 sec): 2 clusters Score: Raw -7836.379924 + Penalty 304.367001 = -7532.012923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.479046 sec): 3 clusters Score: Raw -7817.532311 + Penalty 608.549739 = -7208.982572 nChanged 15 SP:Iteration 1F (29.479431 sec): 3 clusters Score: Raw -7841.061257 + Penalty 608.510980 = -7232.550277 nChanged 4 SP:Iteration 2Q (29.479809 sec): 3 clusters Score: Raw -7847.177845 + Penalty 608.734002 = -7238.443843 nChanged 1 SP:Iteration 3Q (29.480185 sec): 3 clusters Score: Raw -7848.705792 + Penalty 608.734002 = -7239.971790 nChanged 0 SP:Iteration 4F (29.480566 sec): 3 clusters Score: Raw -7848.705792 + Penalty 608.734002 = -7239.971790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.481071 sec): 2 clusters Score: Raw -393.220418 + Penalty 152.520152 = -240.700266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.481287 sec): 3 clusters Score: Raw -381.813485 + Penalty 152.520152 = -229.293333 nChanged 1 SP:Iteration 1F (29.481481 sec): 2 clusters Score: Raw -393.220418 + Penalty 152.520152 = -240.700266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.481986 sec): 2 clusters Score: Raw -1545.317572 + Penalty 355.054622 = -1190.262950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.482221 sec): 3 clusters Score: Raw -1566.551301 + Penalty 713.558336 = -852.992965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.482746 sec): 2 clusters Score: Raw -2280.376040 + Penalty 290.107128 = -1990.268913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.482997 sec): 3 clusters Score: Raw -2288.793100 + Penalty 581.410941 = -1707.382159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.483489 sec): 2 clusters Score: Raw -1043.087853 + Penalty 300.511970 = -742.575883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.483715 sec): 3 clusters Score: Raw -1054.010796 + Penalty 613.921223 = -440.089573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.484331 sec): 2 clusters Score: Raw -4929.663301 + Penalty 631.512198 = -4298.151103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.484646 sec): 3 clusters Score: Raw -5133.295342 + Penalty 1269.709547 = -3863.585794 nChanged 1 SP:Iteration 1Q (29.484933 sec): 3 clusters Score: Raw -5136.513746 + Penalty 1269.709547 = -3866.804199 nChanged 0 SP:Iteration 2F (29.485241 sec): 3 clusters Score: Raw -5136.513746 + Penalty 1269.709547 = -3866.804199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.485787 sec): 2 clusters Score: Raw -2130.362734 + Penalty 205.593471 = -1924.769263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.486037 sec): 3 clusters Score: Raw -2134.286589 + Penalty 417.066090 = -1717.220499 nChanged 1 SP:Iteration 1Q (29.486279 sec): 3 clusters Score: Raw -2135.008801 + Penalty 421.821329 = -1713.187472 nChanged 1 SP:Iteration 2F (29.486524 sec): 3 clusters Score: Raw -2135.381290 + Penalty 421.821329 = -1713.559961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.487012 sec): 2 clusters Score: Raw -890.792100 + Penalty 265.266970 = -625.525130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.487236 sec): 3 clusters Score: Raw -887.182583 + Penalty 530.074264 = -357.108319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.487726 sec): 2 clusters Score: Raw -1041.105295 + Penalty 266.424440 = -774.680856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.487953 sec): 3 clusters Score: Raw -1056.904676 + Penalty 522.408163 = -534.496513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.489091 sec): 2 clusters Score: Raw -25826.343578 + Penalty 576.726071 = -25249.617507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.489766 sec): 3 clusters Score: Raw -25776.515457 + Penalty 1155.854995 = -24620.660462 nChanged 60 SP:Iteration 1F (29.490435 sec): 3 clusters Score: Raw -25838.889059 + Penalty 1157.107416 = -24681.781643 nChanged 9 SP:Iteration 2Q (29.491087 sec): 3 clusters Score: Raw -25852.215003 + Penalty 1159.279200 = -24692.935803 nChanged 6 SP:Iteration 3Q (29.491742 sec): 3 clusters Score: Raw -25861.835477 + Penalty 1162.124044 = -24699.711433 nChanged 7 SP:Iteration 4Q (29.492391 sec): 3 clusters Score: Raw -25869.181885 + Penalty 1163.460677 = -24705.721208 nChanged 4 SP:Iteration 5Q (29.493040 sec): 3 clusters Score: Raw -25872.962160 + Penalty 1163.460677 = -24709.501483 nChanged 0 SP:Iteration 6F (29.493700 sec): 3 clusters Score: Raw -25872.962160 + Penalty 1163.460677 = -24709.501483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.494413 sec): 2 clusters Score: Raw -7994.294307 + Penalty 394.736550 = -7599.557756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.494784 sec): 3 clusters Score: Raw -7993.029053 + Penalty 790.235052 = -7202.794000 nChanged 7 SP:Iteration 1F (29.495146 sec): 3 clusters Score: Raw -8009.938682 + Penalty 797.364797 = -7212.573885 nChanged 4 SP:Iteration 2Q (29.495504 sec): 3 clusters Score: Raw -8016.906955 + Penalty 801.586816 = -7215.320140 nChanged 1 SP:Iteration 3Q (29.495858 sec): 3 clusters Score: Raw -8019.319252 + Penalty 807.497583 = -7211.821669 nChanged 2 SP:Iteration 4F (29.496217 sec): 3 clusters Score: Raw -8021.691103 + Penalty 809.943560 = -7211.747544 nChanged 1 SP:Iteration 5F (29.496577 sec): 3 clusters Score: Raw -8022.294359 + Penalty 814.826331 = -7207.468028 nChanged 2 SP:Iteration 6F (29.496935 sec): 3 clusters Score: Raw -8023.866571 + Penalty 820.138304 = -7203.728267 nChanged 1 SP:Iteration 7F (29.497294 sec): 3 clusters Score: Raw -8025.997488 + Penalty 821.602026 = -7204.395462 nChanged 1 SP:Iteration 8Q (29.497645 sec): 3 clusters Score: Raw -8025.733595 + Penalty 821.602026 = -7204.131570 nChanged 0 SP:Iteration 9F (29.498016 sec): 3 clusters Score: Raw -8025.733595 + Penalty 821.602026 = -7204.131570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.498876 sec): 2 clusters Score: Raw -12062.828593 + Penalty 691.425589 = -11371.403004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.499331 sec): 3 clusters Score: Raw -12138.232620 + Penalty 1381.818947 = -10756.413673 nChanged 12 SP:Iteration 1F (29.499775 sec): 3 clusters Score: Raw -12168.128501 + Penalty 1381.670474 = -10786.458027 nChanged 4 SP:Iteration 2Q (29.500196 sec): 3 clusters Score: Raw -12181.653540 + Penalty 1381.670474 = -10799.983066 nChanged 0 SP:Iteration 3F (29.500639 sec): 3 clusters Score: Raw -12181.653540 + Penalty 1381.670474 = -10799.983066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.501128 sec): 2 clusters Score: Raw -554.913380 + Penalty 147.083850 = -407.829529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.501348 sec): 3 clusters Score: Raw -550.497715 + Penalty 284.407718 = -266.089997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.501849 sec): 2 clusters Score: Raw -1356.926656 + Penalty 198.658171 = -1158.268485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.502084 sec): 3 clusters Score: Raw -1360.812312 + Penalty 399.825783 = -960.986529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.502564 sec): 2 clusters Score: Raw -552.169282 + Penalty 171.206492 = -380.962789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.502779 sec): 3 clusters Score: Raw -548.937674 + Penalty 366.211705 = -182.725969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.503414 sec): 2 clusters Score: Raw -5012.170711 + Penalty 355.180927 = -4656.989783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.503737 sec): 3 clusters Score: Raw -5047.124559 + Penalty 697.739255 = -4349.385304 nChanged 6 SP:Iteration 1F (29.504056 sec): 3 clusters Score: Raw -5064.929721 + Penalty 702.546925 = -4362.382796 nChanged 2 SP:Iteration 2Q (29.504361 sec): 3 clusters Score: Raw -5070.241312 + Penalty 705.980464 = -4364.260848 nChanged 1 SP:Iteration 3Q (29.504668 sec): 3 clusters Score: Raw -5076.935749 + Penalty 708.951973 = -4367.983776 nChanged 1 SP:Iteration 4Q (29.504974 sec): 3 clusters Score: Raw -5082.973389 + Penalty 708.951973 = -4374.021416 nChanged 0 SP:Iteration 5F (29.505292 sec): 3 clusters Score: Raw -5082.973389 + Penalty 708.951973 = -4374.021416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.505773 sec): 2 clusters Score: Raw -559.881642 + Penalty 157.182300 = -402.699343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.505990 sec): 3 clusters Score: Raw -555.048262 + Penalty 318.845337 = -236.202925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.506475 sec): 2 clusters Score: Raw -759.566898 + Penalty 274.531023 = -485.035874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.506696 sec): 3 clusters Score: Raw -771.102291 + Penalty 545.675610 = -225.426681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.507174 sec): 2 clusters Score: Raw -531.468151 + Penalty 102.448795 = -429.019356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.507412 sec): 3 clusters Score: Raw -531.463920 + Penalty 213.028385 = -318.435534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.507889 sec): 2 clusters Score: Raw -491.936312 + Penalty 203.604904 = -288.331408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.508105 sec): 3 clusters Score: Raw -483.779312 + Penalty 403.031712 = -80.747600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.508580 sec): 2 clusters Score: Raw -381.179696 + Penalty 142.922643 = -238.257054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.508793 sec): 3 clusters Score: Raw -372.222140 + Penalty 285.845285 = -86.376854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.509250 sec): 2 clusters Score: Raw -78.216961 + Penalty 0.000000 = -78.216961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.509432 sec): 2 clusters Score: Raw -78.216961 + Penalty 0.000000 = -78.216961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.509991 sec): 2 clusters Score: Raw -3257.984285 + Penalty 550.217652 = -2707.766633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.510262 sec): 3 clusters Score: Raw -3393.407672 + Penalty 1100.735246 = -2292.672426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.510757 sec): 2 clusters Score: Raw -1105.560111 + Penalty 244.598795 = -860.961316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.510988 sec): 3 clusters Score: Raw -1132.943152 + Penalty 487.017827 = -645.925325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.511473 sec): 2 clusters Score: Raw -561.761891 + Penalty 180.479169 = -381.282722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.511691 sec): 3 clusters Score: Raw -560.525499 + Penalty 360.506417 = -200.019082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.512183 sec): 2 clusters Score: Raw -1042.797873 + Penalty 245.902398 = -796.895475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.512410 sec): 3 clusters Score: Raw -1044.104860 + Penalty 494.982926 = -549.121934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.512933 sec): 2 clusters Score: Raw -2225.430157 + Penalty 346.634212 = -1878.795945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.513185 sec): 3 clusters Score: Raw -2280.458728 + Penalty 691.920253 = -1588.538475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.513672 sec): 2 clusters Score: Raw -847.985050 + Penalty 236.926853 = -611.058197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.513896 sec): 3 clusters Score: Raw -859.888479 + Penalty 484.282341 = -375.606138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.514372 sec): 2 clusters Score: Raw -454.113891 + Penalty 79.289304 = -374.824588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.514603 sec): 3 clusters Score: Raw -448.208907 + Penalty 157.252026 = -290.956881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.515074 sec): 2 clusters Score: Raw -289.450918 + Penalty 127.658162 = -161.792755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.515267 sec): 2 clusters Score: Raw -289.450918 + Penalty 127.658162 = -161.792755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.515734 sec): 2 clusters Score: Raw -188.808706 + Penalty 83.747005 = -105.061700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.515937 sec): 3 clusters Score: Raw -183.299617 + Penalty 167.494011 = -15.805606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.516417 sec): 2 clusters Score: Raw -647.514391 + Penalty 171.717873 = -475.796518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.516636 sec): 3 clusters Score: Raw -648.487026 + Penalty 338.197198 = -310.289828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.517105 sec): 2 clusters Score: Raw -276.680546 + Penalty 99.653421 = -177.027125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.517314 sec): 3 clusters Score: Raw -270.119485 + Penalty 199.723437 = -70.396048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.517783 sec): 2 clusters Score: Raw -279.804041 + Penalty 97.447290 = -182.356751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.517989 sec): 3 clusters Score: Raw -277.233045 + Penalty 186.190353 = -91.042692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.518467 sec): 2 clusters Score: Raw -565.529459 + Penalty 166.830025 = -398.699434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.518684 sec): 3 clusters Score: Raw -556.506597 + Penalty 333.660051 = -222.846547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.519241 sec): 2 clusters Score: Raw -3161.941672 + Penalty 316.812747 = -2845.128924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.519511 sec): 3 clusters Score: Raw -3172.057266 + Penalty 639.349516 = -2532.707750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.519980 sec): 2 clusters Score: Raw -179.893025 + Penalty 58.295726 = -121.597299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.520184 sec): 3 clusters Score: Raw -174.365888 + Penalty 116.591452 = -57.774436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.520665 sec): 2 clusters Score: Raw -652.868973 + Penalty 186.816319 = -466.052655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.520884 sec): 3 clusters Score: Raw -655.698186 + Penalty 370.565474 = -285.132711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.521358 sec): 2 clusters Score: Raw -328.138181 + Penalty 6.931472 = -321.206709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.521546 sec): 3 clusters Score: Raw -328.441145 + Penalty 13.862944 = -314.578202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.522019 sec): 2 clusters Score: Raw -393.841720 + Penalty 177.854267 = -215.987453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.522232 sec): 3 clusters Score: Raw -383.330364 + Penalty 369.597026 = -13.733339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.522725 sec): 2 clusters Score: Raw -1163.324367 + Penalty 291.734545 = -871.589822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.522954 sec): 3 clusters Score: Raw -1158.235257 + Penalty 578.449405 = -579.785852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.523430 sec): 2 clusters Score: Raw -456.571635 + Penalty 125.299839 = -331.271796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.523643 sec): 3 clusters Score: Raw -451.535627 + Penalty 246.399277 = -205.136349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.524116 sec): 2 clusters Score: Raw -378.326196 + Penalty 142.619338 = -235.706857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.524328 sec): 3 clusters Score: Raw -374.579159 + Penalty 285.238677 = -89.340482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.524831 sec): 2 clusters Score: Raw -1561.439892 + Penalty 372.277316 = -1189.162576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.525067 sec): 3 clusters Score: Raw -1585.231256 + Penalty 738.385673 = -846.845584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.525562 sec): 2 clusters Score: Raw -1161.468122 + Penalty 188.891444 = -972.576678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.525792 sec): 3 clusters Score: Raw -1170.400223 + Penalty 379.794128 = -790.606095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.526275 sec): 2 clusters Score: Raw -768.409117 + Penalty 249.061092 = -519.348025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.526495 sec): 3 clusters Score: Raw -769.474291 + Penalty 504.418769 = -265.055522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.526982 sec): 2 clusters Score: Raw -947.156269 + Penalty 254.616181 = -692.540088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.527207 sec): 3 clusters Score: Raw -958.497950 + Penalty 501.965811 = -456.532139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.527712 sec): 2 clusters Score: Raw -1601.846001 + Penalty 390.413408 = -1211.432593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.527948 sec): 3 clusters Score: Raw -1629.056697 + Penalty 780.826816 = -848.229880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.528453 sec): 2 clusters Score: Raw -741.677713 + Penalty 188.073855 = -553.603858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.528674 sec): 3 clusters Score: Raw -741.562720 + Penalty 361.365538 = -380.197182 nChanged 1 SP:Iteration 1F (29.528891 sec): 3 clusters Score: Raw -743.839640 + Penalty 361.365538 = -382.474102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.529368 sec): 2 clusters Score: Raw -481.804158 + Penalty 162.824040 = -318.980118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.529582 sec): 3 clusters Score: Raw -475.582451 + Penalty 324.796595 = -150.785856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.530140 sec): 2 clusters Score: Raw -3572.484828 + Penalty 374.827571 = -3197.657258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.530418 sec): 3 clusters Score: Raw -3596.319913 + Penalty 748.440278 = -2847.879636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.530899 sec): 2 clusters Score: Raw -590.781636 + Penalty 226.219127 = -364.562509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.531115 sec): 3 clusters Score: Raw -585.525713 + Penalty 452.087146 = -133.438567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.531634 sec): 2 clusters Score: Raw -1886.797210 + Penalty 329.624165 = -1557.173045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.531878 sec): 3 clusters Score: Raw -1912.676977 + Penalty 657.618686 = -1255.058291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.532386 sec): 2 clusters Score: Raw -1695.128018 + Penalty 308.333209 = -1386.794809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.532626 sec): 3 clusters Score: Raw -1709.146337 + Penalty 624.517182 = -1084.629154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.533110 sec): 2 clusters Score: Raw -855.803058 + Penalty 234.002798 = -621.800260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.533334 sec): 3 clusters Score: Raw -864.620985 + Penalty 466.315609 = -398.305376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.533818 sec): 2 clusters Score: Raw -908.241075 + Penalty 275.819963 = -632.421112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.534042 sec): 3 clusters Score: Raw -897.323972 + Penalty 552.122057 = -345.201916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.534515 sec): 2 clusters Score: Raw -396.025724 + Penalty 183.037175 = -212.988549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.534728 sec): 3 clusters Score: Raw -385.470739 + Penalty 356.315872 = -29.154868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.535219 sec): 2 clusters Score: Raw -997.745407 + Penalty 254.257528 = -743.487878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.535459 sec): 3 clusters Score: Raw -1031.453110 + Penalty 507.179917 = -524.273193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.535929 sec): 2 clusters Score: Raw -284.771398 + Penalty 112.178159 = -172.593239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.536139 sec): 3 clusters Score: Raw -276.241716 + Penalty 222.108160 = -54.133556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.536640 sec): 2 clusters Score: Raw -1411.235169 + Penalty 336.401131 = -1074.834039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.536873 sec): 3 clusters Score: Raw -1457.842012 + Penalty 671.552811 = -786.289201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.537380 sec): 2 clusters Score: Raw -1764.775689 + Penalty 406.112616 = -1358.663074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.537620 sec): 3 clusters Score: Raw -1804.204024 + Penalty 810.218870 = -993.985154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.538090 sec): 2 clusters Score: Raw -276.096074 + Penalty 95.958875 = -180.137198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.538299 sec): 3 clusters Score: Raw -270.258536 + Penalty 197.459054 = -72.799481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.538832 sec): 2 clusters Score: Raw -2629.659240 + Penalty 291.994498 = -2337.664742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.539089 sec): 3 clusters Score: Raw -2640.308763 + Penalty 583.988996 = -2056.319767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.539586 sec): 2 clusters Score: Raw -1165.036386 + Penalty 219.614480 = -945.421906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.539816 sec): 3 clusters Score: Raw -1198.544865 + Penalty 438.251592 = -760.293273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.540284 sec): 2 clusters Score: Raw -192.531743 + Penalty 82.249994 = -110.281749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.540491 sec): 3 clusters Score: Raw -182.263702 + Penalty 164.499989 = -17.763714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.540984 sec): 2 clusters Score: Raw -1135.348579 + Penalty 218.859015 = -916.489564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.541213 sec): 3 clusters Score: Raw -1139.423471 + Penalty 442.406341 = -697.017130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.541697 sec): 2 clusters Score: Raw -744.893086 + Penalty 185.915644 = -558.977442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.541917 sec): 3 clusters Score: Raw -747.538915 + Penalty 371.831289 = -375.707626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.542393 sec): 2 clusters Score: Raw -481.904333 + Penalty 139.763112 = -342.141220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.542621 sec): 3 clusters Score: Raw -475.274502 + Penalty 139.763112 = -335.511389 nChanged 1 SP:Iteration 1F (29.542815 sec): 2 clusters Score: Raw -481.904333 + Penalty 139.763112 = -342.141220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.543332 sec): 2 clusters Score: Raw -2030.218468 + Penalty 426.979223 = -1603.239245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.543577 sec): 3 clusters Score: Raw -2091.823824 + Penalty 854.962502 = -1236.861323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.544045 sec): 2 clusters Score: Raw -189.994430 + Penalty 85.194806 = -104.799624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.544239 sec): 2 clusters Score: Raw -189.994430 + Penalty 85.194806 = -104.799624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.544728 sec): 2 clusters Score: Raw -971.486562 + Penalty 306.147079 = -665.339483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.544954 sec): 3 clusters Score: Raw -983.050691 + Penalty 612.294159 = -370.756533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.545411 sec): 2 clusters Score: Raw -248.848709 + Penalty 6.174230 = -242.674479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.545593 sec): 2 clusters Score: Raw -248.848709 + Penalty 6.174230 = -242.674479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.546094 sec): 2 clusters Score: Raw -1444.705658 + Penalty 374.509455 = -1070.196203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.546328 sec): 3 clusters Score: Raw -1496.981129 + Penalty 747.784364 = -749.196764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.546785 sec): 2 clusters Score: Raw -157.137072 + Penalty 13.551035 = -143.586037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.546968 sec): 2 clusters Score: Raw -157.137072 + Penalty 13.551035 = -143.586037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.547436 sec): 2 clusters Score: Raw -193.388476 + Penalty 93.703686 = -99.684790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.547645 sec): 3 clusters Score: Raw -183.584628 + Penalty 187.407372 = 3.822744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.548122 sec): 2 clusters Score: Raw -384.661733 + Penalty 152.957329 = -231.704404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.548336 sec): 3 clusters Score: Raw -376.244155 + Penalty 305.914657 = -70.329498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 145 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.548830 sec): 2 clusters Score: Raw -1149.443698 + Penalty 326.008572 = -823.435126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.549059 sec): 3 clusters Score: Raw -1178.185079 + Penalty 651.800042 = -526.385036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.549562 sec): 2 clusters Score: Raw -845.979467 + Penalty 266.201946 = -579.777520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.549786 sec): 3 clusters Score: Raw -856.507370 + Penalty 533.032288 = -323.475082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.550311 sec): 2 clusters Score: Raw -2374.299417 + Penalty 431.926174 = -1942.373242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.550566 sec): 3 clusters Score: Raw -2425.223010 + Penalty 871.460468 = -1553.762542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.551059 sec): 2 clusters Score: Raw -1193.612966 + Penalty 311.707536 = -881.905430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.551291 sec): 3 clusters Score: Raw -1189.001642 + Penalty 623.415072 = -565.586569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.551765 sec): 2 clusters Score: Raw -390.793933 + Penalty 168.188157 = -222.605777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.551978 sec): 3 clusters Score: Raw -382.689436 + Penalty 334.470048 = -48.219388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.552461 sec): 2 clusters Score: Raw -789.033151 + Penalty 247.885043 = -541.148108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.552681 sec): 3 clusters Score: Raw -778.329460 + Penalty 495.770086 = -282.559373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.553159 sec): 2 clusters Score: Raw -593.623682 + Penalty 173.606474 = -420.017208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.553377 sec): 3 clusters Score: Raw -579.640043 + Penalty 347.212948 = -232.427095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.553846 sec): 2 clusters Score: Raw -291.614455 + Penalty 131.463634 = -160.150821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.554040 sec): 2 clusters Score: Raw -291.614455 + Penalty 131.463634 = -160.150821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.554509 sec): 2 clusters Score: Raw -279.827892 + Penalty 98.572240 = -181.255652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.554720 sec): 3 clusters Score: Raw -273.711234 + Penalty 194.764199 = -78.947034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.555202 sec): 2 clusters Score: Raw -809.336091 + Penalty 256.097433 = -553.238658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.555424 sec): 3 clusters Score: Raw -800.862461 + Penalty 511.923409 = -288.939052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.555905 sec): 2 clusters Score: Raw -679.471731 + Penalty 216.335974 = -463.135757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.556126 sec): 3 clusters Score: Raw -673.770179 + Penalty 436.184537 = -237.585641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.556611 sec): 2 clusters Score: Raw -189.307829 + Penalty 76.673044 = -112.634785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.556804 sec): 2 clusters Score: Raw -189.307829 + Penalty 76.673044 = -112.634785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.557270 sec): 2 clusters Score: Raw -192.071633 + Penalty 86.707586 = -105.364047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.557463 sec): 2 clusters Score: Raw -192.071633 + Penalty 86.707586 = -105.364047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.557962 sec): 2 clusters Score: Raw -1490.506169 + Penalty 373.309719 = -1117.196450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.558196 sec): 3 clusters Score: Raw -1518.063979 + Penalty 754.080880 = -763.983099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.558669 sec): 2 clusters Score: Raw -398.261672 + Penalty 186.243677 = -212.017994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.558882 sec): 3 clusters Score: Raw -386.582719 + Penalty 372.487355 = -14.095364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.559367 sec): 2 clusters Score: Raw -843.187709 + Penalty 225.097335 = -618.090374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.559592 sec): 3 clusters Score: Raw -849.154156 + Penalty 448.268793 = -400.885362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.560064 sec): 2 clusters Score: Raw -372.693703 + Penalty 115.522767 = -257.170936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.560277 sec): 3 clusters Score: Raw -367.411057 + Penalty 231.045534 = -136.365523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.560759 sec): 2 clusters Score: Raw -702.028204 + Penalty 275.574159 = -426.454045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.560977 sec): 3 clusters Score: Raw -700.343023 + Penalty 558.331054 = -142.011969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.561486 sec): 2 clusters Score: Raw -1576.165513 + Penalty 421.987889 = -1154.177623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.561723 sec): 3 clusters Score: Raw -1626.989653 + Penalty 857.561663 = -769.427990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.562231 sec): 2 clusters Score: Raw -1784.946874 + Penalty 374.760876 = -1410.185999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.562469 sec): 3 clusters Score: Raw -1799.618104 + Penalty 750.901271 = -1048.716833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.562941 sec): 2 clusters Score: Raw -392.112296 + Penalty 166.565049 = -225.547247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.563154 sec): 3 clusters Score: Raw -381.325650 + Penalty 166.565049 = -214.760602 nChanged 1 SP:Iteration 1F (29.563364 sec): 2 clusters Score: Raw -392.112296 + Penalty 166.565049 = -225.547247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.563868 sec): 2 clusters Score: Raw -1587.719998 + Penalty 332.155574 = -1255.564424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.564103 sec): 3 clusters Score: Raw -1583.362994 + Penalty 668.876217 = -914.486778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.564599 sec): 2 clusters Score: Raw -1226.466362 + Penalty 254.893511 = -971.572851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.564828 sec): 3 clusters Score: Raw -1242.380459 + Penalty 507.811054 = -734.569405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.565303 sec): 2 clusters Score: Raw -468.078873 + Penalty 167.833007 = -300.245867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.565501 sec): 2 clusters Score: Raw -468.078873 + Penalty 167.833007 = -300.245867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.565989 sec): 2 clusters Score: Raw -996.395285 + Penalty 297.884024 = -698.511261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.566216 sec): 3 clusters Score: Raw -992.951965 + Penalty 595.229594 = -397.722371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.566690 sec): 2 clusters Score: Raw -472.149411 + Penalty 126.843319 = -345.306092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.566902 sec): 3 clusters Score: Raw -466.215832 + Penalty 244.865605 = -221.350227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.567369 sec): 2 clusters Score: Raw -193.154116 + Penalty 85.168869 = -107.985247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.567575 sec): 3 clusters Score: Raw -182.776160 + Penalty 170.337738 = -12.438422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.568048 sec): 2 clusters Score: Raw -389.680513 + Penalty 170.480861 = -219.199653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.568244 sec): 2 clusters Score: Raw -389.680513 + Penalty 170.480861 = -219.199653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.568717 sec): 2 clusters Score: Raw -396.521139 + Penalty 182.480202 = -214.040937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.568929 sec): 3 clusters Score: Raw -385.857585 + Penalty 360.592703 = -25.264883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.569407 sec): 2 clusters Score: Raw -568.354614 + Penalty 187.499795 = -380.854819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.569623 sec): 3 clusters Score: Raw -563.532839 + Penalty 386.360108 = -177.172731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.570117 sec): 2 clusters Score: Raw -1047.189925 + Penalty 149.859892 = -897.330033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.570357 sec): 3 clusters Score: Raw -1054.662598 + Penalty 311.572884 = -743.089714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.570835 sec): 2 clusters Score: Raw -493.729294 + Penalty 204.523019 = -289.206275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.571048 sec): 3 clusters Score: Raw -483.218487 + Penalty 397.834948 = -85.383539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.571517 sec): 2 clusters Score: Raw -188.288777 + Penalty 69.857244 = -118.431533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.571710 sec): 2 clusters Score: Raw -188.288777 + Penalty 69.857244 = -118.431533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 186 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.572198 sec): 2 clusters Score: Raw -980.563148 + Penalty 274.017523 = -706.545625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.572424 sec): 3 clusters Score: Raw -976.149543 + Penalty 570.342834 = -405.806709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.572892 sec): 2 clusters Score: Raw -191.852846 + Penalty 79.731585 = -112.121262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.573097 sec): 3 clusters Score: Raw -182.055483 + Penalty 159.463169 = -22.592314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.573575 sec): 2 clusters Score: Raw -585.953460 + Penalty 198.445388 = -387.508072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.573793 sec): 3 clusters Score: Raw -579.140071 + Penalty 396.890776 = -182.249295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.574269 sec): 2 clusters Score: Raw -480.541196 + Penalty 127.596734 = -352.944461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.574482 sec): 3 clusters Score: Raw -471.918904 + Penalty 267.944049 = -203.974855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.574970 sec): 2 clusters Score: Raw -953.385529 + Penalty 248.204225 = -705.181304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.575196 sec): 3 clusters Score: Raw -957.807136 + Penalty 519.708688 = -438.098448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.575658 sec): 2 clusters Score: Raw -92.119644 + Penalty 0.000000 = -92.119644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.575849 sec): 2 clusters Score: Raw -92.119644 + Penalty 0.000000 = -92.119644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.576323 sec): 2 clusters Score: Raw -395.323052 + Penalty 179.297299 = -216.025753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.576536 sec): 3 clusters Score: Raw -385.109356 + Penalty 358.594599 = -26.514757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.577441 sec): 2 clusters Score: Raw -13136.202982 + Penalty 200.200006 = -12936.002976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.577944 sec): 3 clusters Score: Raw -13077.071277 + Penalty 404.466264 = -12672.605013 nChanged 38 SP:Iteration 1F (29.578439 sec): 3 clusters Score: Raw -13120.303684 + Penalty 404.257600 = -12716.046085 nChanged 12 SP:Iteration 2F (29.578932 sec): 3 clusters Score: Raw -13132.894694 + Penalty 402.468493 = -12730.426201 nChanged 4 SP:Iteration 3Q (29.579421 sec): 3 clusters Score: Raw -13135.674763 + Penalty 403.284451 = -12732.390312 nChanged 2 SP:Iteration 4Q (29.579908 sec): 3 clusters Score: Raw -13136.624759 + Penalty 403.666152 = -12732.958607 nChanged 1 SP:Iteration 5Q (29.580398 sec): 3 clusters Score: Raw -13137.000740 + Penalty 403.246107 = -12733.754633 nChanged 2 SP:Iteration 6Q (29.580885 sec): 3 clusters Score: Raw -13141.001475 + Penalty 403.524090 = -12737.477385 nChanged 2 SP:Iteration 7Q (29.581376 sec): 3 clusters Score: Raw -13143.530147 + Penalty 404.321565 = -12739.208582 nChanged 1 SP:Iteration 8Q (29.581862 sec): 3 clusters Score: Raw -13145.111659 + Penalty 403.616521 = -12741.495138 nChanged 2 SP:Iteration 9Q (29.582346 sec): 3 clusters Score: Raw -13147.428084 + Penalty 402.989245 = -12744.438838 nChanged 1 SP:Iteration 10F (29.582837 sec): 3 clusters Score: Raw -13147.615632 + Penalty 402.989245 = -12744.626387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.583316 sec): 2 clusters Score: Raw -455.985414 + Penalty 80.187115 = -375.798299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.583522 sec): 3 clusters Score: Raw -451.798507 + Penalty 168.242322 = -283.556185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.584016 sec): 2 clusters Score: Raw -1218.352993 + Penalty 353.185065 = -865.167927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.584245 sec): 3 clusters Score: Raw -1219.429285 + Penalty 696.157215 = -523.272070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.584726 sec): 2 clusters Score: Raw -674.301620 + Penalty 232.038221 = -442.263399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.584944 sec): 3 clusters Score: Raw -670.207046 + Penalty 459.540796 = -210.666250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.585411 sec): 2 clusters Score: Raw -189.847630 + Penalty 85.453279 = -104.394351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.585618 sec): 3 clusters Score: Raw -181.566110 + Penalty 170.906558 = -10.659552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.586085 sec): 2 clusters Score: Raw -195.767080 + Penalty 91.388498 = -104.378582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.586290 sec): 3 clusters Score: Raw -184.278576 + Penalty 182.776996 = -1.501580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.586779 sec): 2 clusters Score: Raw -939.429009 + Penalty 247.544957 = -691.884052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.587002 sec): 3 clusters Score: Raw -944.917012 + Penalty 536.570848 = -408.346163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.587514 sec): 2 clusters Score: Raw -1249.626988 + Penalty 312.722794 = -936.904194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.587745 sec): 3 clusters Score: Raw -1258.384455 + Penalty 642.540819 = -615.843636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.588218 sec): 2 clusters Score: Raw -398.662819 + Penalty 173.882458 = -224.780361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.588431 sec): 3 clusters Score: Raw -386.951860 + Penalty 332.232163 = -54.719697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.588908 sec): 2 clusters Score: Raw -480.387854 + Penalty 158.728242 = -321.659612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.589122 sec): 3 clusters Score: Raw -471.942941 + Penalty 352.589106 = -119.353836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.589592 sec): 2 clusters Score: Raw -285.582842 + Penalty 112.702252 = -172.880590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.589803 sec): 3 clusters Score: Raw -277.716506 + Penalty 249.898135 = -27.818371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.590272 sec): 2 clusters Score: Raw -295.687483 + Penalty 130.376123 = -165.311359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.590482 sec): 3 clusters Score: Raw -283.583517 + Penalty 263.899239 = -19.684278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.590957 sec): 2 clusters Score: Raw -459.306703 + Penalty 145.495046 = -313.811657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.591172 sec): 3 clusters Score: Raw -460.232617 + Penalty 287.981191 = -172.251426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.591638 sec): 2 clusters Score: Raw -88.887934 + Penalty 0.000000 = -88.887934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.591827 sec): 2 clusters Score: Raw -88.887934 + Penalty 0.000000 = -88.887934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.592309 sec): 2 clusters Score: Raw -699.639528 + Penalty 240.497947 = -459.141581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.592527 sec): 3 clusters Score: Raw -687.973246 + Penalty 487.933970 = -200.039276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.592990 sec): 2 clusters Score: Raw -185.081172 + Penalty 55.224337 = -129.856835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.593191 sec): 3 clusters Score: Raw -179.050186 + Penalty 110.448674 = -68.601512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.593660 sec): 2 clusters Score: Raw -290.934529 + Penalty 131.590672 = -159.343857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.593870 sec): 3 clusters Score: Raw -282.647464 + Penalty 254.154728 = -28.492736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.594349 sec): 2 clusters Score: Raw -187.894732 + Penalty 62.667498 = -125.227234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.594555 sec): 3 clusters Score: Raw -178.855870 + Penalty 125.334997 = -53.520873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.595017 sec): 2 clusters Score: Raw -90.771159 + Penalty 0.000000 = -90.771159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.595207 sec): 2 clusters Score: Raw -90.771159 + Penalty 0.000000 = -90.771159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.595662 sec): 2 clusters Score: Raw -84.535676 + Penalty 0.000000 = -84.535676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.595847 sec): 2 clusters Score: Raw -84.535676 + Penalty 0.000000 = -84.535676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.596319 sec): 2 clusters Score: Raw -389.015198 + Penalty 168.459394 = -220.555803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.596530 sec): 3 clusters Score: Raw -380.075587 + Penalty 313.511555 = -66.564032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.596993 sec): 2 clusters Score: Raw -90.053791 + Penalty 0.000000 = -90.053791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.597182 sec): 2 clusters Score: Raw -90.053791 + Penalty 0.000000 = -90.053791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 231 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.597658 sec): 2 clusters Score: Raw -496.451854 + Penalty 189.822298 = -306.629556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.597873 sec): 3 clusters Score: Raw -482.457437 + Penalty 376.050249 = -106.407188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.598340 sec): 2 clusters Score: Raw -189.366955 + Penalty 85.796573 = -103.570382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.598532 sec): 2 clusters Score: Raw -189.366955 + Penalty 85.796573 = -103.570382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.598992 sec): 2 clusters Score: Raw -86.871288 + Penalty 0.000000 = -86.871288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.599179 sec): 2 clusters Score: Raw -86.871288 + Penalty 0.000000 = -86.871288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.599639 sec): 2 clusters Score: Raw -92.345023 + Penalty 0.000000 = -92.345023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.599829 sec): 2 clusters Score: Raw -92.345023 + Penalty 0.000000 = -92.345023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.600436 sec): 2 clusters Score: Raw -4557.566658 + Penalty 69.062331 = -4488.504327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.600758 sec): 3 clusters Score: Raw -4568.635643 + Penalty 149.310670 = -4419.324974 nChanged 20 SP:Iteration 1F (29.601073 sec): 3 clusters Score: Raw -4603.280155 + Penalty 141.645403 = -4461.634752 nChanged 7 SP:Iteration 2F (29.601405 sec): 3 clusters Score: Raw -4613.559078 + Penalty 141.645403 = -4471.913676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.601865 sec): 2 clusters Score: Raw -85.297950 + Penalty 0.000000 = -85.297950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.602049 sec): 2 clusters Score: Raw -85.297950 + Penalty 0.000000 = -85.297950 nChanged 0 Deleting Class 234 (1 points): Lose 12.039657 but Gain 1407.635907 Iteration 20F (33.314887 sec): 209 clusters Score: Raw -3236561.489445 + Penalty 220480.021014 = -3016081.468432 nChanged 411 Deleting Class 167 (7 points): Lose 99.094003 but Gain 1494.595673 Iteration 21Q (33.651947 sec): 208 clusters Score: Raw -3236648.464049 + Penalty 219173.940942 = -3017474.523107 nChanged 327 Deleting Class 163 (4 points): Lose 30.476727 but Gain 1417.862429 Iteration 22Q (33.974958 sec): 207 clusters Score: Raw -3236806.400287 + Penalty 217910.989056 = -3018895.411231 nChanged 266 Deleting Class 202 (2 points): Lose 7.273536 but Gain 1391.470782 Iteration 23Q (34.285331 sec): 206 clusters Score: Raw -3236901.744071 + Penalty 216481.283274 = -3020420.460797 nChanged 224 Deleting Class 199 (12 points): Lose 119.484997 but Gain 1500.031107 Iteration 24Q (34.590288 sec): 205 clusters Score: Raw -3236878.893565 + Penalty 215124.145670 = -3021754.747896 nChanged 220 Deleting Class 143 (2 points): Lose 54.870450 but Gain 1426.721567 Iteration 25Q (34.891833 sec): 204 clusters Score: Raw -3236961.373084 + Penalty 213723.838654 = -3023237.534430 nChanged 209 Deleting Class 193 (1 points): Lose 3.050326 but Gain 1368.498101 Iteration 26Q (35.191478 sec): 203 clusters Score: Raw -3237058.174509 + Penalty 212390.552455 = -3024667.622054 nChanged 191 Deleting Class 128 (18 points): Lose 119.230353 but Gain 1482.862180 Iteration 27Q (35.489718 sec): 202 clusters Score: Raw -3237028.399866 + Penalty 211047.162624 = -3025981.237241 nChanged 172 Deleting Class 181 (4 points): Lose 26.385168 but Gain 1389.211307 Iteration 28Q (35.782857 sec): 201 clusters Score: Raw -3237118.671239 + Penalty 209689.712413 = -3027428.958826 nChanged 158 Deleting Class 53 (15 points): Lose 253.660727 but Gain 1607.508386 Iteration 29Q (36.072561 sec): 200 clusters Score: Raw -3236949.595864 + Penalty 208223.191934 = -3028726.403930 nChanged 160 Deleting Class 124 (5 points): Lose 68.592890 but Gain 1444.413811 Iteration 30F (39.690380 sec): 199 clusters Score: Raw -3237077.779800 + Penalty 206929.694091 = -3030148.085709 nChanged 160 Deleting Class 88 (34 points): Lose 298.538650 but Gain 1646.705064 Iteration 31Q (39.991363 sec): 198 clusters Score: Raw -3236908.199591 + Penalty 205551.023341 = -3031357.176250 nChanged 179 Deleting Class 156 (3 points): Lose 42.380711 but Gain 1420.393792 Iteration 32Q (40.284527 sec): 197 clusters Score: Raw -3237126.252532 + Penalty 204149.288346 = -3032976.964185 nChanged 117 Deleting Class 58 (30 points): Lose 208.539714 but Gain 1553.516982 Iteration 33Q (40.568325 sec): 196 clusters Score: Raw -3236972.174156 + Penalty 202662.080290 = -3034310.093866 nChanged 127 Deleting Class 139 (10 points): Lose 60.482087 but Gain 1403.209270 Iteration 34Q (40.849953 sec): 195 clusters Score: Raw -3237001.264011 + Penalty 201286.688536 = -3035714.575475 nChanged 95 Deleting Class 137 (21 points): Lose 140.169711 but Gain 1480.115396 Iteration 35Q (41.127289 sec): 194 clusters Score: Raw -3236910.897367 + Penalty 199859.188800 = -3037051.708567 nChanged 82 Deleting Class 63 (12 points): Lose 79.461126 but Gain 1416.561128 Iteration 36Q (41.403639 sec): 193 clusters Score: Raw -3236898.218636 + Penalty 198462.333548 = -3038435.885087 nChanged 74 Deleting Class 231 (4 points): Lose 30.257831 but Gain 1366.999748 Iteration 37Q (41.676588 sec): 192 clusters Score: Raw -3236908.284650 + Penalty 197094.513956 = -3039813.770694 nChanged 53 Deleting Class 141 (15 points): Lose 124.687071 but Gain 1459.533571 Iteration 38Q (41.946193 sec): 191 clusters Score: Raw -3236804.841502 + Penalty 195678.888554 = -3041125.952949 nChanged 48 Deleting Class 110 (17 points): Lose 96.971752 but Gain 1431.285631 Iteration 39Q (42.215715 sec): 190 clusters Score: Raw -3236753.698175 + Penalty 194319.880064 = -3042433.818111 nChanged 43 Deleting Class 194 (4 points): Lose 37.793630 but Gain 1364.980051 Iteration 40F (45.585327 sec): 189 clusters Score: Raw -3236757.432656 + Penalty 192967.216524 = -3043790.216132 nChanged 25 Deleting Class 105 (4 points): Lose 32.555575 but Gain 1353.994326 Iteration 41Q (45.849362 sec): 188 clusters Score: Raw -3236740.037823 + Penalty 191657.308859 = -3045082.728965 nChanged 24 Deleting Class 162 (16 points): Lose 147.344222 but Gain 1467.519341 Iteration 42Q (46.113742 sec): 187 clusters Score: Raw -3236610.204880 + Penalty 190237.046418 = -3046373.158462 nChanged 31 Deleting Class 114 (17 points): Lose 177.844780 but Gain 1495.019753 Iteration 43Q (46.380991 sec): 186 clusters Score: Raw -3236469.883797 + Penalty 188836.695007 = -3047633.188791 nChanged 29 Deleting Class 161 (2 points): Lose 7.135751 but Gain 1320.199753 Iteration 44Q (46.645840 sec): 185 clusters Score: Raw -3236520.363372 + Penalty 187533.429442 = -3048986.933930 nChanged 19 Deleting Class 207 (4 points): Lose 25.238425 but Gain 1323.757176 Iteration 45Q (46.908170 sec): 184 clusters Score: Raw -3236515.115007 + Penalty 186213.376369 = -3050301.738638 nChanged 14 Deleting Class 168 (16 points): Lose 274.129508 but Gain 1567.293942 Iteration 46Q (47.165835 sec): 183 clusters Score: Raw -3236263.165666 + Penalty 185177.482665 = -3051085.683001 nChanged 27 Deleting Class 216 (4 points): Lose 51.452005 but Gain 1349.026436 Iteration 47Q (47.428329 sec): 182 clusters Score: Raw -3236370.223055 + Penalty 184075.190330 = -3052295.032725 nChanged 18 Deleting Class 227 (5 points): Lose 67.740455 but Gain 1359.769482 Iteration 48Q (47.688973 sec): 181 clusters Score: Raw -3236358.986355 + Penalty 182715.960508 = -3053643.025847 nChanged 13 Deleting Class 138 (2 points): Lose 6.406645 but Gain 1297.166341 Iteration 49Q (47.947071 sec): 180 clusters Score: Raw -3236372.733065 + Penalty 181420.535837 = -3054952.197228 nChanged 11 Deleting Class 232 (2 points): Lose 16.700253 but Gain 1306.328772 Iteration 50F (51.122618 sec): 179 clusters Score: Raw -3236379.718039 + Penalty 180116.126012 = -3056263.592027 nChanged 10 Deleting Class 122 (11 points): Lose 83.726601 but Gain 1369.114304 Iteration 51Q (51.384139 sec): 178 clusters Score: Raw -3236300.869230 + Penalty 178760.736798 = -3057540.132431 nChanged 16 Deleting Class 47 (3 points): Lose 35.152855 but Gain 1319.745175 Iteration 52Q (51.640347 sec): 177 clusters Score: Raw -3236281.555187 + Penalty 177446.200600 = -3058835.354587 nChanged 9 Deleting Class 85 (6 points): Lose 93.511721 but Gain 1376.846216 Iteration 53Q (51.895574 sec): 176 clusters Score: Raw -3236199.666882 + Penalty 176101.815958 = -3060097.850924 nChanged 9 Deleting Class 175 (12 points): Lose 113.485705 but Gain 1396.150714 Iteration 54Q (52.147369 sec): 175 clusters Score: Raw -3236124.790909 + Penalty 174846.331788 = -3061278.459122 nChanged 17 Deleting Class 118 (6 points): Lose 49.825860 but Gain 1332.470572 Iteration 55Q (52.400700 sec): 174 clusters Score: Raw -3236133.094065 + Penalty 173581.093677 = -3062552.000388 nChanged 14 Deleting Class 184 (5 points): Lose 59.925436 but Gain 1341.145761 Iteration 56Q (52.651397 sec): 173 clusters Score: Raw -3236111.137861 + Penalty 172240.020945 = -3063871.116917 nChanged 14 Deleting Class 71 (56 points): Lose 373.319880 but Gain 1650.103147 Iteration 57Q (52.902086 sec): 172 clusters Score: Raw -3235755.909501 + Penalty 170739.556419 = -3065016.353082 nChanged 65 Deleting Class 201 (2 points): Lose 28.715933 but Gain 1301.101818 Iteration 58Q (53.159581 sec): 171 clusters Score: Raw -3235980.384223 + Penalty 169479.395614 = -3066500.988609 nChanged 24 Deleting Class 177 (2 points): Lose 24.555410 but Gain 1296.771422 Iteration 59Q (53.415989 sec): 170 clusters Score: Raw -3235997.737130 + Penalty 168232.949781 = -3067764.787350 nChanged 23 Deleting Class 70 (13 points): Lose 90.428797 but Gain 1355.364831 Iteration 60F (56.395293 sec): 169 clusters Score: Raw -3235940.069350 + Penalty 166930.093438 = -3069009.975913 nChanged 26 Deleting Class 39 (27 points): Lose 128.363447 but Gain 1392.604354 Iteration 61Q (56.643755 sec): 168 clusters Score: Raw -3235850.148327 + Penalty 165731.584438 = -3070118.563889 nChanged 43 Deleting Class 179 (4 points): Lose 36.083018 but Gain 1297.861012 Iteration 62Q (56.892678 sec): 167 clusters Score: Raw -3235897.589712 + Penalty 164448.676150 = -3071448.913562 nChanged 28 Deleting Class 169 (19 points): Lose 120.031070 but Gain 1376.707288 Iteration 63Q (57.139357 sec): 166 clusters Score: Raw -3235798.246645 + Penalty 163098.128703 = -3072700.117942 nChanged 41 Deleting Class 151 (4 points): Lose 25.852022 but Gain 1280.406787 Iteration 64Q (57.387438 sec): 165 clusters Score: Raw -3235819.914964 + Penalty 161825.041433 = -3073994.873531 nChanged 24 Deleting Class 214 (7 points): Lose 51.441758 but Gain 1304.357388 Iteration 65Q (57.643192 sec): 164 clusters Score: Raw -3235783.358775 + Penalty 160536.994102 = -3075246.364673 nChanged 28 Deleting Class 145 (12 points): Lose 126.621271 but Gain 1379.333946 Iteration 66Q (57.888800 sec): 163 clusters Score: Raw -3235685.102542 + Penalty 159248.370201 = -3076436.732340 nChanged 36 Deleting Class 68 (17 points): Lose 105.188700 but Gain 1353.049060 Iteration 67Q (58.133919 sec): 162 clusters Score: Raw -3235640.972513 + Penalty 157995.109100 = -3077645.863413 nChanged 38 Deleting Class 158 (8 points): Lose 51.935386 but Gain 1299.770041 Iteration 68Q (58.377695 sec): 161 clusters Score: Raw -3235646.804537 + Penalty 156719.906230 = -3078926.898307 nChanged 33 Deleting Class 133 (2 points): Lose 7.115920 but Gain 1252.328975 Iteration 69Q (58.620368 sec): 160 clusters Score: Raw -3235667.122247 + Penalty 155484.419892 = -3080182.702355 nChanged 29 Deleting Class 149 (26 points): Lose 171.831584 but Gain 1422.851276 Iteration 70F (61.431157 sec): 159 clusters Score: Raw -3235511.447067 + Penalty 154158.127194 = -3081353.319873 nChanged 57 Deleting Class 150 (13 points): Lose 75.230340 but Gain 1319.510334 Iteration 71Q (61.685149 sec): 158 clusters Score: Raw -3235529.065155 + Penalty 152841.156700 = -3082687.908455 nChanged 38 Deleting Class 223 (1 points): Lose 0.035229 but Gain 1235.788427 Iteration 72Q (61.926433 sec): 157 clusters Score: Raw -3235577.439878 + Penalty 151601.668051 = -3083975.771827 nChanged 24 Deleting Class 210 (3 points): Lose 16.892682 but Gain 1252.453538 Iteration 73Q (62.166701 sec): 156 clusters Score: Raw -3235570.124696 + Penalty 150350.509686 = -3085219.615010 nChanged 19 Deleting Class 144 (6 points): Lose 46.850966 but Gain 1271.353359 Iteration 74Q (62.405375 sec): 155 clusters Score: Raw -3235532.248940 + Penalty 149112.169926 = -3086420.079014 nChanged 13 Deleting Class 127 (15 points): Lose 86.964953 but Gain 1311.018285 Iteration 75Q (62.646443 sec): 154 clusters Score: Raw -3235463.073977 + Penalty 147842.913284 = -3087620.160693 nChanged 23 Deleting Class 171 (4 points): Lose 53.351843 but Gain 1268.050160 Iteration 76Q (62.890758 sec): 153 clusters Score: Raw -3235446.875938 + Penalty 146632.803697 = -3088814.072241 nChanged 14 Deleting Class 205 (19 points): Lose 145.747559 but Gain 1358.852529 Iteration 77Q (63.135969 sec): 152 clusters Score: Raw -3235323.753652 + Penalty 145382.158132 = -3089941.595520 nChanged 24 Deleting Class 56 (31 points): Lose 155.021589 but Gain 1367.223524 Iteration 78Q (63.380072 sec): 151 clusters Score: Raw -3235226.272012 + Penalty 144090.017482 = -3091136.254530 nChanged 35 Deleting Class 187 (2 points): Lose 7.071161 but Gain 1213.983957 Iteration 79Q (63.625099 sec): 150 clusters Score: Raw -3235279.389081 + Penalty 142837.694445 = -3092441.694636 nChanged 13 Deleting Class 73 (9 points): Lose 66.723777 but Gain 1274.138802 Iteration 80F (66.247005 sec): 149 clusters Score: Raw -3235222.222140 + Penalty 141604.728825 = -3093617.493315 nChanged 15 Deleting Class 172 (17 points): Lose 84.920235 but Gain 1287.959812 Iteration 81Q (66.479113 sec): 148 clusters Score: Raw -3235164.114375 + Penalty 140329.928596 = -3094834.185779 nChanged 23 Deleting Class 154 (8 points): Lose 56.091733 but Gain 1258.089740 Iteration 82Q (66.719644 sec): 147 clusters Score: Raw -3235142.469226 + Penalty 139123.436388 = -3096019.032837 nChanged 16 Deleting Class 200 (7 points): Lose 57.065402 but Gain 1258.475477 Iteration 83Q (66.956062 sec): 146 clusters Score: Raw -3235110.741547 + Penalty 137903.982965 = -3097206.758582 nChanged 16 Deleting Class 95 (3 points): Lose 26.806352 but Gain 1226.343543 Iteration 84Q (67.186586 sec): 145 clusters Score: Raw -3235107.762328 + Penalty 136696.054005 = -3098411.708323 nChanged 11 Deleting Class 146 (9 points): Lose 80.980419 but Gain 1278.629709 Iteration 85Q (67.417948 sec): 144 clusters Score: Raw -3235039.023671 + Penalty 135509.391429 = -3099529.632242 nChanged 17 Deleting Class 112 (9 points): Lose 73.129371 but Gain 1270.273550 Iteration 86Q (67.647796 sec): 143 clusters Score: Raw -3235003.909018 + Penalty 134291.870726 = -3100712.038292 nChanged 16 Deleting Class 55 (5 points): Lose 36.004273 but Gain 1232.413039 Iteration 87Q (67.875409 sec): 142 clusters Score: Raw -3235004.949089 + Penalty 133061.123375 = -3101943.825714 nChanged 16 Deleting Class 6 (11 points): Lose 63.917658 but Gain 1258.877381 Iteration 88Q (68.103018 sec): 141 clusters Score: Raw -3234951.586886 + Penalty 131845.439578 = -3103106.147307 nChanged 19 Deleting Class 106 (12 points): Lose 58.846736 but Gain 1243.510365 Iteration 89Q (68.331371 sec): 140 clusters Score: Raw -3234912.694386 + Penalty 130613.064636 = -3104299.629751 nChanged 18 Deleting Class 96 (2 points): Lose 91.505060 but Gain 1275.122294 Iteration 90F (70.800766 sec): 139 clusters Score: Raw -3234837.837542 + Penalty 129356.785083 = -3105481.052459 nChanged 7 Deleting Class 186 (11 points): Lose 74.470560 but Gain 1256.968117 Iteration 91Q (71.024859 sec): 138 clusters Score: Raw -3234787.373325 + Penalty 128135.791055 = -3106651.582270 nChanged 17 Deleting Class 212 (3 points): Lose 32.463423 but Gain 1208.921280 Iteration 92Q (71.253023 sec): 137 clusters Score: Raw -3234778.705585 + Penalty 126970.826759 = -3107807.878826 nChanged 13 Deleting Class 83 (8 points): Lose 222.300281 but Gain 1393.325950 Iteration 93Q (71.477760 sec): 136 clusters Score: Raw -3234577.677976 + Penalty 125652.144348 = -3108925.533628 nChanged 17 Deleting Class 190 (9 points): Lose 60.059763 but Gain 1226.075593 Iteration 94Q (71.700684 sec): 135 clusters Score: Raw -3234604.050430 + Penalty 124593.415736 = -3110010.634694 nChanged 24 Deleting Class 160 (2 points): Lose 6.851178 but Gain 1167.414974 Iteration 95Q (71.925692 sec): 134 clusters Score: Raw -3234656.296797 + Penalty 123447.433166 = -3111208.863631 nChanged 20 Deleting Class 159 (7 points): Lose 26.127405 but Gain 1173.313247 Iteration 96Q (72.148743 sec): 133 clusters Score: Raw -3234648.963391 + Penalty 122298.532535 = -3112350.430856 nChanged 28 Deleting Class 41 (57 points): Lose 286.394283 but Gain 1432.744502 Iteration 97Q (72.371147 sec): 132 clusters Score: Raw -3234380.960207 + Penalty 120960.592774 = -3113420.367433 nChanged 70 Deleting Class 67 (3 points): Lose 8.133593 but Gain 1153.711541 Iteration 98Q (72.594031 sec): 131 clusters Score: Raw -3234509.075110 + Penalty 119813.770420 = -3114695.304690 nChanged 23 Deleting Class 54 (4 points): Lose 160.953117 but Gain 1296.247234 Iteration 99Q (72.815282 sec): 130 clusters Score: Raw -3234379.130296 + Penalty 118491.667578 = -3115887.462718 nChanged 18 Deleting Class 33 (18 points): Lose 122.880063 but Gain 1252.325833 Iteration 100F (75.105874 sec): 129 clusters Score: Raw -3234278.102778 + Penalty 117287.701500 = -3116990.401278 nChanged 31 Deleting Class 204 (8 points): Lose 39.405878 but Gain 1165.161948 Iteration 101Q (75.326673 sec): 128 clusters Score: Raw -3234299.931937 + Penalty 116138.813076 = -3118161.118860 nChanged 17 Deleting Class 80 (7 points): Lose 73.936552 but Gain 1196.940345 Iteration 102Q (75.545360 sec): 127 clusters Score: Raw -3234244.413681 + Penalty 114951.890803 = -3119292.522878 nChanged 14 Deleting Class 113 (10 points): Lose 45.964502 but Gain 1167.020066 Iteration 103Q (75.761170 sec): 126 clusters Score: Raw -3234219.361912 + Penalty 113797.148171 = -3120422.213741 nChanged 21 Deleting Class 74 (11 points): Lose 78.483075 but Gain 1172.605327 Iteration 104Q (75.977401 sec): 125 clusters Score: Raw -3234160.003424 + Penalty 112634.105633 = -3121525.897791 nChanged 25 Deleting Class 121 (8 points): Lose 41.996017 but Gain 1134.636714 Iteration 105Q (76.193710 sec): 124 clusters Score: Raw -3234142.696260 + Penalty 111516.108006 = -3122626.588254 nChanged 18 Deleting Class 192 (13 points): Lose 102.386957 but Gain 1183.392617 Iteration 106Q (76.406706 sec): 123 clusters Score: Raw -3234056.545214 + Penalty 110460.766201 = -3123595.779013 nChanged 27 Deleting Class 219 (4 points): Lose 17.494619 but Gain 1166.362039 Iteration 107Q (76.619371 sec): 122 clusters Score: Raw -3234079.774815 + Penalty 109418.799328 = -3124660.975487 nChanged 12 Deleting Class 182 (6 points): Lose 25.563228 but Gain 1104.406879 Iteration 108Q (76.831322 sec): 121 clusters Score: Raw -3234060.789075 + Penalty 108311.928538 = -3125748.860538 nChanged 9 Deleting Class 93 (9 points): Lose 63.376282 but Gain 1138.014642 Iteration 109Q (77.042620 sec): 120 clusters Score: Raw -3234005.159968 + Penalty 107188.258400 = -3126816.901568 nChanged 12 Deleting Class 119 (19 points): Lose 78.167296 but Gain 1151.997644 Iteration 110F (79.153035 sec): 119 clusters Score: Raw -3233943.413012 + Penalty 106085.705424 = -3127857.707588 nChanged 23 Deleting Class 126 (3 points): Lose 12.317361 but Gain 1077.635447 Iteration 111Q (79.363175 sec): 118 clusters Score: Raw -3233963.376346 + Penalty 105012.304265 = -3128951.072082 nChanged 10 Deleting Class 209 (3 points): Lose 17.850023 but Gain 1082.670128 Iteration 112Q (79.571143 sec): 117 clusters Score: Raw -3233953.170434 + Penalty 103934.556537 = -3130018.613897 nChanged 7 Deleting Class 91 (13 points): Lose 64.211799 but Gain 1124.944473 Iteration 113Q (79.778109 sec): 116 clusters Score: Raw -3233894.280313 + Penalty 102835.433666 = -3131058.846647 nChanged 17 Deleting Class 174 (5 points): Lose 41.473054 but Gain 1100.553504 Iteration 114Q (79.984463 sec): 115 clusters Score: Raw -3233874.015524 + Penalty 101744.018406 = -3132129.997118 nChanged 9 Deleting Class 86 (4 points): Lose 30.230235 but Gain 1088.061877 Iteration 115Q (80.191497 sec): 114 clusters Score: Raw -3233854.867537 + Penalty 100661.558608 = -3133193.308930 nChanged 6 Deleting Class 185 (2 points): Lose 5.943118 but Gain 1063.638377 Iteration 116Q (80.397871 sec): 113 clusters Score: Raw -3233859.667630 + Penalty 99602.784176 = -3134256.883454 nChanged 6 Deleting Class 62 (12 points): Lose 50.764651 but Gain 1102.470375 Iteration 117Q (80.604822 sec): 112 clusters Score: Raw -3233812.593134 + Penalty 98516.014448 = -3135296.578686 nChanged 14 Deleting Class 120 (17 points): Lose 80.058691 but Gain 1130.180217 Iteration 118Q (80.810343 sec): 111 clusters Score: Raw -3233755.714396 + Penalty 97410.900780 = -3136344.813616 nChanged 21 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3233755.714396 + Penalty 97410.900780 = -3136344.813616Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.934924 sec): 2 clusters Score: Raw -54181.249741 + Penalty 706.525428 = -53474.724314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.936157 sec): 3 clusters Score: Raw -53923.920028 + Penalty 1412.941620 = -52510.978408 nChanged 158 SP:Iteration 1F (80.937381 sec): 3 clusters Score: Raw -54041.472189 + Penalty 1412.611668 = -52628.860521 nChanged 61 SP:Iteration 2F (80.938591 sec): 3 clusters Score: Raw -54096.675103 + Penalty 1411.080676 = -52685.594427 nChanged 20 SP:Iteration 3Q (80.939825 sec): 3 clusters Score: Raw -54114.914005 + Penalty 1409.530334 = -52705.383671 nChanged 19 SP:Iteration 4Q (80.941025 sec): 3 clusters Score: Raw -54131.526069 + Penalty 1409.491531 = -52722.034538 nChanged 15 SP:Iteration 5Q (80.942251 sec): 3 clusters Score: Raw -54148.870649 + Penalty 1410.422393 = -52738.448256 nChanged 13 SP:Iteration 6Q (80.943447 sec): 3 clusters Score: Raw -54155.558568 + Penalty 1411.499722 = -52744.058846 nChanged 7 SP:Iteration 7Q (80.944637 sec): 3 clusters Score: Raw -54158.575583 + Penalty 1412.442405 = -52746.133178 nChanged 5 SP:Iteration 8Q (80.945827 sec): 3 clusters Score: Raw -54160.662003 + Penalty 1412.839647 = -52747.822357 nChanged 2 SP:Iteration 9Q (80.946994 sec): 3 clusters Score: Raw -54161.236085 + Penalty 1413.266434 = -52747.969651 nChanged 2 SP:Iteration 10F (80.948305 sec): 3 clusters Score: Raw -54161.537676 + Penalty 1413.715867 = -52747.821809 nChanged 2 SP:Iteration 11F (80.949578 sec): 3 clusters Score: Raw -54161.902875 + Penalty 1414.177625 = -52747.725249 nChanged 2 SP:Iteration 12F (80.950841 sec): 3 clusters Score: Raw -54162.533863 + Penalty 1414.839413 = -52747.694450 nChanged 3 SP:Iteration 13F (80.952112 sec): 3 clusters Score: Raw -54163.653806 + Penalty 1415.599110 = -52748.054697 nChanged 3 SP:Iteration 14Q (80.953303 sec): 3 clusters Score: Raw -54164.618923 + Penalty 1415.955004 = -52748.663919 nChanged 3 SP:Iteration 15Q (80.954492 sec): 3 clusters Score: Raw -54166.978667 + Penalty 1417.177764 = -52749.800903 nChanged 6 SP:Iteration 16Q (80.955681 sec): 3 clusters Score: Raw -54170.062545 + Penalty 1418.250094 = -52751.812451 nChanged 4 SP:Iteration 17Q (80.956850 sec): 3 clusters Score: Raw -54172.411165 + Penalty 1418.341564 = -52754.069601 nChanged 2 SP:Iteration 18Q (80.958021 sec): 3 clusters Score: Raw -54173.691442 + Penalty 1419.043118 = -52754.648324 nChanged 4 SP:Iteration 19Q (80.959239 sec): 3 clusters Score: Raw -54175.811440 + Penalty 1419.116338 = -52756.695102 nChanged 2 SP:Iteration 20F (80.960477 sec): 3 clusters Score: Raw -54176.738646 + Penalty 1419.223219 = -52757.515427 nChanged 2 SP:Iteration 21Q (80.961670 sec): 3 clusters Score: Raw -54177.544426 + Penalty 1419.223219 = -52758.321207 nChanged 0 SP:Iteration 22F (80.962872 sec): 3 clusters Score: Raw -54177.544426 + Penalty 1419.223219 = -52758.321207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.963795 sec): 2 clusters Score: Raw -13968.883808 + Penalty 712.271071 = -13256.612737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.964285 sec): 3 clusters Score: Raw -14049.245238 + Penalty 1424.498572 = -12624.746666 nChanged 16 SP:Iteration 1F (80.964815 sec): 3 clusters Score: Raw -14088.087612 + Penalty 1424.498572 = -12663.589040 nChanged 0 Memory request: 0.03 GB would take us to total of 0.38 GB. Trying to split cluster 3 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.988258 sec): 2 clusters Score: Raw -443386.654073 + Penalty 216.392319 = -443170.261754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.997938 sec): 3 clusters Score: Raw -440004.324129 + Penalty 429.199239 = -439575.124890 nChanged 2426 SP:Iteration 1F (81.007429 sec): 3 clusters Score: Raw -441205.577228 + Penalty 426.829686 = -440778.747543 nChanged 634 SP:Iteration 2F (81.017070 sec): 3 clusters Score: Raw -441521.682156 + Penalty 431.557479 = -441090.124677 nChanged 528 SP:Iteration 3F (81.026499 sec): 3 clusters Score: Raw -441893.142622 + Penalty 441.916211 = -441451.226412 nChanged 473 SP:Iteration 4F (81.035934 sec): 3 clusters Score: Raw -442314.955447 + Penalty 459.624160 = -441855.331287 nChanged 410 SP:Iteration 5F (81.045388 sec): 3 clusters Score: Raw -442776.979124 + Penalty 471.637157 = -442305.341967 nChanged 295 SP:Iteration 6F (81.055307 sec): 3 clusters Score: Raw -443121.250100 + Penalty 471.093242 = -442650.156858 nChanged 155 SP:Iteration 7Q (81.064945 sec): 3 clusters Score: Raw -443303.552815 + Penalty 475.508271 = -442828.044544 nChanged 42 SP:Iteration 8Q (81.072974 sec): 3 clusters Score: Raw -443352.833519 + Penalty 464.719295 = -442888.114223 nChanged 13 SP:Iteration 9Q (81.080714 sec): 3 clusters Score: Raw -443363.513473 + Penalty 455.257150 = -442908.256322 nChanged 8 SP:Iteration 10F (81.090291 sec): 3 clusters Score: Raw -443367.814354 + Penalty 443.141747 = -442924.672608 nChanged 4 SP:Iteration 11Q (81.097526 sec): 3 clusters Score: Raw -443370.479908 + Penalty 443.025286 = -442927.454621 nChanged 1 SP:Iteration 12Q (81.104770 sec): 3 clusters Score: Raw -443371.588727 + Penalty 440.043931 = -442931.544796 nChanged 2 SP:Iteration 13Q (81.111839 sec): 3 clusters Score: Raw -443373.526566 + Penalty 432.123454 = -442941.403112 nChanged 2 SP:Iteration 14Q (81.119106 sec): 3 clusters Score: Raw -443375.021568 + Penalty 431.500619 = -442943.520949 nChanged 2 SP:Iteration 15Q (81.126205 sec): 3 clusters Score: Raw -443375.306446 + Penalty 429.697317 = -442945.609129 nChanged 1 SP:Iteration 16Q (81.133365 sec): 3 clusters Score: Raw -443375.469365 + Penalty 429.697317 = -442945.772048 nChanged 0 SP:Iteration 17F (81.142707 sec): 3 clusters Score: Raw -443375.469365 + Penalty 429.697317 = -442945.772048 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.152266 sec): 2 clusters Score: Raw -125288.041346 + Penalty 531.105863 = -124756.935483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.155009 sec): 3 clusters Score: Raw -124496.191399 + Penalty 1062.253143 = -123433.938256 nChanged 529 SP:Iteration 1F (81.157652 sec): 3 clusters Score: Raw -124774.241178 + Penalty 1064.513787 = -123709.727391 nChanged 152 SP:Iteration 2F (81.160326 sec): 3 clusters Score: Raw -124863.219215 + Penalty 1069.645117 = -123793.574098 nChanged 101 SP:Iteration 3F (81.163065 sec): 3 clusters Score: Raw -124929.519696 + Penalty 1077.204281 = -123852.315416 nChanged 86 SP:Iteration 4F (81.165874 sec): 3 clusters Score: Raw -124982.545991 + Penalty 1087.835129 = -123894.710862 nChanged 79 SP:Iteration 5F (81.168710 sec): 3 clusters Score: Raw -125038.406249 + Penalty 1102.480929 = -123935.925319 nChanged 70 SP:Iteration 6Q (81.171474 sec): 3 clusters Score: Raw -125093.345390 + Penalty 1115.852939 = -123977.492451 nChanged 79 SP:Iteration 7F (81.174254 sec): 3 clusters Score: Raw -125154.390674 + Penalty 1125.857987 = -124028.532687 nChanged 47 SP:Iteration 8Q (81.177034 sec): 3 clusters Score: Raw -125192.730343 + Penalty 1130.322425 = -124062.407918 nChanged 38 SP:Iteration 9Q (81.179795 sec): 3 clusters Score: Raw -125222.212927 + Penalty 1135.454927 = -124086.758000 nChanged 27 SP:Iteration 10F (81.182522 sec): 3 clusters Score: Raw -125242.277946 + Penalty 1137.344197 = -124104.933749 nChanged 16 SP:Iteration 11Q (81.185035 sec): 3 clusters Score: Raw -125252.378790 + Penalty 1142.529722 = -124109.849067 nChanged 16 SP:Iteration 12Q (81.187529 sec): 3 clusters Score: Raw -125261.177188 + Penalty 1145.455798 = -124115.721391 nChanged 17 SP:Iteration 13Q (81.190008 sec): 3 clusters Score: Raw -125274.307855 + Penalty 1143.605384 = -124130.702472 nChanged 11 SP:Iteration 14Q (81.192459 sec): 3 clusters Score: Raw -125283.192939 + Penalty 1150.844775 = -124132.348164 nChanged 9 SP:Iteration 15Q (81.194876 sec): 3 clusters Score: Raw -125289.830682 + Penalty 1149.496410 = -124140.334272 nChanged 4 SP:Iteration 16Q (81.197258 sec): 3 clusters Score: Raw -125293.992422 + Penalty 1148.719987 = -124145.272435 nChanged 6 SP:Iteration 17Q (81.199746 sec): 3 clusters Score: Raw -125299.210869 + Penalty 1151.288224 = -124147.922645 nChanged 6 SP:Iteration 18Q (81.202185 sec): 3 clusters Score: Raw -125304.372498 + Penalty 1151.481283 = -124152.891215 nChanged 4 SP:Iteration 19Q (81.204604 sec): 3 clusters Score: Raw -125306.726959 + Penalty 1149.457673 = -124157.269285 nChanged 2 SP:Iteration 20F (81.207324 sec): 3 clusters Score: Raw -125308.722022 + Penalty 1149.457673 = -124159.264348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.208502 sec): 2 clusters Score: Raw -9977.459018 + Penalty 466.109327 = -9511.349691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.208926 sec): 3 clusters Score: Raw -9980.724583 + Penalty 929.112714 = -9051.611869 nChanged 16 SP:Iteration 1F (81.209336 sec): 3 clusters Score: Raw -10012.042042 + Penalty 929.264021 = -9082.778021 nChanged 4 SP:Iteration 2Q (81.209735 sec): 3 clusters Score: Raw -10021.615099 + Penalty 929.366325 = -9092.248774 nChanged 3 SP:Iteration 3Q (81.210133 sec): 3 clusters Score: Raw -10025.377698 + Penalty 929.366325 = -9096.011373 nChanged 0 SP:Iteration 4F (81.210570 sec): 3 clusters Score: Raw -10025.377698 + Penalty 929.366325 = -9096.011373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.211763 sec): 2 clusters Score: Raw -8752.419359 + Penalty 226.283718 = -8526.135641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.212151 sec): 3 clusters Score: Raw -8716.107609 + Penalty 472.990609 = -8243.117000 nChanged 25 SP:Iteration 1F (81.212525 sec): 3 clusters Score: Raw -8744.031899 + Penalty 533.216624 = -8210.815275 nChanged 7 SP:Iteration 2F (81.212897 sec): 3 clusters Score: Raw -8753.781958 + Penalty 545.895774 = -8207.886184 nChanged 1 SP:Iteration 3F (81.213270 sec): 3 clusters Score: Raw -8753.675286 + Penalty 545.895774 = -8207.779512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.214240 sec): 2 clusters Score: Raw -5945.045598 + Penalty 446.917062 = -5498.128537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.214562 sec): 3 clusters Score: Raw -5980.115248 + Penalty 895.232239 = -5084.883009 nChanged 1 SP:Iteration 1Q (81.214870 sec): 3 clusters Score: Raw -5981.857644 + Penalty 895.232239 = -5086.625406 nChanged 0 SP:Iteration 2F (81.215184 sec): 3 clusters Score: Raw -5981.857644 + Penalty 895.232239 = -5086.625406 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 9 (7712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.249372 sec): 2 clusters Score: Raw -663893.774360 + Penalty 250.004520 = -663643.769840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.264048 sec): 3 clusters Score: Raw -658740.329125 + Penalty 503.101697 = -658237.227428 nChanged 3713 SP:Iteration 1F (81.278533 sec): 3 clusters Score: Raw -661625.072172 + Penalty 493.514747 = -661131.557426 nChanged 952 SP:Iteration 2F (81.293297 sec): 3 clusters Score: Raw -662392.517693 + Penalty 481.326062 = -661911.191631 nChanged 621 SP:Iteration 3F (81.306965 sec): 3 clusters Score: Raw -663006.686022 + Penalty 474.062587 = -662532.623436 nChanged 465 SP:Iteration 4F (81.322192 sec): 3 clusters Score: Raw -663469.532542 + Penalty 480.567337 = -662988.965205 nChanged 251 SP:Iteration 5Q (81.336191 sec): 3 clusters Score: Raw -663716.038529 + Penalty 472.977304 = -663243.061225 nChanged 131 SP:Iteration 6Q (81.350130 sec): 3 clusters Score: Raw -663851.219585 + Penalty 469.711339 = -663381.508247 nChanged 45 SP:Iteration 7Q (81.361738 sec): 3 clusters Score: Raw -663903.529613 + Penalty 466.586065 = -663436.943548 nChanged 18 SP:Iteration 8Q (81.372927 sec): 3 clusters Score: Raw -663914.164410 + Penalty 463.797602 = -663450.366808 nChanged 9 SP:Iteration 9Q (81.384362 sec): 3 clusters Score: Raw -663917.349999 + Penalty 459.817410 = -663457.532589 nChanged 7 SP:Iteration 10F (81.398372 sec): 3 clusters Score: Raw -663921.693843 + Penalty 461.593353 = -663460.100490 nChanged 4 SP:Iteration 11Q (81.409231 sec): 3 clusters Score: Raw -663923.528741 + Penalty 463.384960 = -663460.143781 nChanged 2 SP:Iteration 12Q (81.420756 sec): 3 clusters Score: Raw -663923.682528 + Penalty 465.028810 = -663458.653718 nChanged 1 SP:Iteration 13F (81.434619 sec): 3 clusters Score: Raw -663923.725860 + Penalty 465.028810 = -663458.697050 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.444826 sec): 2 clusters Score: Raw -128963.951450 + Penalty 336.736083 = -128627.215367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.447562 sec): 3 clusters Score: Raw -128144.581478 + Penalty 674.284328 = -127470.297150 nChanged 578 SP:Iteration 1F (81.450331 sec): 3 clusters Score: Raw -128523.547841 + Penalty 675.738077 = -127847.809764 nChanged 118 SP:Iteration 2F (81.452997 sec): 3 clusters Score: Raw -128575.291167 + Penalty 677.687806 = -127897.603361 nChanged 70 SP:Iteration 3F (81.455571 sec): 3 clusters Score: Raw -128603.398794 + Penalty 679.242511 = -127924.156283 nChanged 49 SP:Iteration 4Q (81.458196 sec): 3 clusters Score: Raw -128622.107850 + Penalty 680.640390 = -127941.467461 nChanged 36 SP:Iteration 5Q (81.460971 sec): 3 clusters Score: Raw -128642.486798 + Penalty 681.981418 = -127960.505380 nChanged 40 SP:Iteration 6Q (81.463570 sec): 3 clusters Score: Raw -128669.462012 + Penalty 684.137674 = -127985.324338 nChanged 48 SP:Iteration 7Q (81.466154 sec): 3 clusters Score: Raw -128702.995049 + Penalty 686.637770 = -128016.357280 nChanged 46 SP:Iteration 8Q (81.468768 sec): 3 clusters Score: Raw -128737.640546 + Penalty 688.574177 = -128049.066369 nChanged 45 SP:Iteration 9Q (81.471324 sec): 3 clusters Score: Raw -128761.130719 + Penalty 690.634264 = -128070.496455 nChanged 40 SP:Iteration 10F (81.473850 sec): 3 clusters Score: Raw -128783.060289 + Penalty 692.711817 = -128090.348472 nChanged 31 SP:Iteration 11Q (81.476296 sec): 3 clusters Score: Raw -128800.167591 + Penalty 697.777472 = -128102.390120 nChanged 39 SP:Iteration 12Q (81.478765 sec): 3 clusters Score: Raw -128822.757229 + Penalty 705.469683 = -128117.287546 nChanged 37 SP:Iteration 13Q (81.481267 sec): 3 clusters Score: Raw -128843.373281 + Penalty 715.839561 = -128127.533720 nChanged 30 SP:Iteration 14Q (81.483873 sec): 3 clusters Score: Raw -128857.945234 + Penalty 728.443874 = -128129.501360 nChanged 30 SP:Iteration 15Q (81.486478 sec): 3 clusters Score: Raw -128881.014434 + Penalty 746.046557 = -128134.967877 nChanged 27 SP:Iteration 16Q (81.489060 sec): 3 clusters Score: Raw -128906.600359 + Penalty 757.674652 = -128148.925707 nChanged 23 SP:Iteration 17Q (81.491474 sec): 3 clusters Score: Raw -128931.458628 + Penalty 762.674778 = -128168.783850 nChanged 13 SP:Iteration 18Q (81.493774 sec): 3 clusters Score: Raw -128946.056127 + Penalty 773.338094 = -128172.718034 nChanged 11 SP:Iteration 19Q (81.496067 sec): 3 clusters Score: Raw -128955.276786 + Penalty 784.139393 = -128171.137393 nChanged 9 SP:Iteration 20F (81.498833 sec): 3 clusters Score: Raw -128962.450830 + Penalty 794.834511 = -128167.616320 nChanged 10 SP:Iteration 21F (81.501496 sec): 3 clusters Score: Raw -128972.495910 + Penalty 793.752457 = -128178.743453 nChanged 6 SP:Iteration 22Q (81.503725 sec): 3 clusters Score: Raw -128982.572430 + Penalty 800.712467 = -128181.859963 nChanged 3 SP:Iteration 23Q (81.506007 sec): 3 clusters Score: Raw -128985.189058 + Penalty 801.154057 = -128184.035001 nChanged 2 SP:Iteration 24Q (81.508195 sec): 3 clusters Score: Raw -128986.421794 + Penalty 802.596755 = -128183.825039 nChanged 1 SP:Iteration 25F (81.510742 sec): 3 clusters Score: Raw -128987.643545 + Penalty 807.664029 = -128179.979516 nChanged 3 SP:Iteration 26F (81.513263 sec): 3 clusters Score: Raw -128991.814097 + Penalty 807.153892 = -128184.660204 nChanged 2 SP:Iteration 27Q (81.515519 sec): 3 clusters Score: Raw -128995.926179 + Penalty 802.774314 = -128193.151865 nChanged 3 SP:Iteration 28Q (81.517691 sec): 3 clusters Score: Raw -129006.621265 + Penalty 807.284343 = -128199.336922 nChanged 2 SP:Iteration 29Q (81.519743 sec): 3 clusters Score: Raw -129011.728842 + Penalty 808.187917 = -128203.540925 nChanged 2 SP:Iteration 30F (81.522262 sec): 3 clusters Score: Raw -129015.285588 + Penalty 803.838439 = -128211.447149 nChanged 2 SP:Iteration 31Q (81.524303 sec): 3 clusters Score: Raw -129021.380239 + Penalty 803.838439 = -128217.541800 nChanged 0 SP:Iteration 32F (81.526816 sec): 3 clusters Score: Raw -129021.380239 + Penalty 803.838439 = -128217.541800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.529267 sec): 2 clusters Score: Raw -42728.729145 + Penalty 334.922286 = -42393.806859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.530369 sec): 3 clusters Score: Raw -42471.807662 + Penalty 668.875227 = -41802.932435 nChanged 161 SP:Iteration 1F (81.531440 sec): 3 clusters Score: Raw -42560.823920 + Penalty 669.603003 = -41891.220917 nChanged 50 SP:Iteration 2F (81.532480 sec): 3 clusters Score: Raw -42594.099822 + Penalty 670.970517 = -41923.129306 nChanged 39 SP:Iteration 3F (81.533497 sec): 3 clusters Score: Raw -42625.073999 + Penalty 682.472478 = -41942.601521 nChanged 29 SP:Iteration 4F (81.534514 sec): 3 clusters Score: Raw -42659.302354 + Penalty 696.527876 = -41962.774478 nChanged 19 SP:Iteration 5Q (81.535532 sec): 3 clusters Score: Raw -42678.859267 + Penalty 704.880315 = -41973.978952 nChanged 15 SP:Iteration 6Q (81.536529 sec): 3 clusters Score: Raw -42689.259163 + Penalty 713.380004 = -41975.879159 nChanged 12 SP:Iteration 7Q (81.537519 sec): 3 clusters Score: Raw -42695.482133 + Penalty 728.927656 = -41966.554477 nChanged 11 SP:Iteration 8F (81.538536 sec): 3 clusters Score: Raw -42703.830384 + Penalty 744.346479 = -41959.483905 nChanged 10 SP:Iteration 9F (81.539553 sec): 3 clusters Score: Raw -42711.951425 + Penalty 767.275962 = -41944.675463 nChanged 9 SP:Iteration 10F (81.540573 sec): 3 clusters Score: Raw -42719.825974 + Penalty 803.319382 = -41916.506591 nChanged 10 SP:Iteration 11F (81.541589 sec): 3 clusters Score: Raw -42730.325624 + Penalty 818.534552 = -41911.791073 nChanged 5 SP:Iteration 12F (81.542606 sec): 3 clusters Score: Raw -42734.491758 + Penalty 832.245173 = -41902.246585 nChanged 4 SP:Iteration 13F (81.543624 sec): 3 clusters Score: Raw -42738.863762 + Penalty 853.330863 = -41885.532899 nChanged 4 SP:Iteration 14F (81.544639 sec): 3 clusters Score: Raw -42744.611741 + Penalty 894.641094 = -41849.970647 nChanged 4 SP:Iteration 15F (81.545655 sec): 3 clusters Score: Raw -42748.379588 + Penalty 894.641094 = -41853.738495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.547279 sec): 2 clusters Score: Raw -19083.487093 + Penalty 150.072673 = -18933.414420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.547917 sec): 3 clusters Score: Raw -18969.688102 + Penalty 301.019578 = -18668.668524 nChanged 83 SP:Iteration 1F (81.548542 sec): 3 clusters Score: Raw -19045.490058 + Penalty 302.785551 = -18742.704508 nChanged 31 SP:Iteration 2F (81.549166 sec): 3 clusters Score: Raw -19083.523275 + Penalty 307.801809 = -18775.721467 nChanged 24 SP:Iteration 3F (81.549791 sec): 3 clusters Score: Raw -19128.020745 + Penalty 310.944009 = -18817.076735 nChanged 11 SP:Iteration 4Q (81.550383 sec): 3 clusters Score: Raw -19156.348138 + Penalty 309.159097 = -18847.189040 nChanged 7 SP:Iteration 5Q (81.550982 sec): 3 clusters Score: Raw -19169.329258 + Penalty 309.159097 = -18860.170161 nChanged 0 SP:Iteration 6F (81.551606 sec): 3 clusters Score: Raw -19169.329258 + Penalty 309.159097 = -18860.170161 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.555701 sec): 2 clusters Score: Raw -102859.929346 + Penalty 498.560937 = -102361.368409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.557868 sec): 3 clusters Score: Raw -102242.940243 + Penalty 998.773378 = -101244.166865 nChanged 432 SP:Iteration 1F (81.560052 sec): 3 clusters Score: Raw -102469.144919 + Penalty 1002.365841 = -101466.779078 nChanged 111 SP:Iteration 2F (81.562265 sec): 3 clusters Score: Raw -102524.363202 + Penalty 1007.358427 = -101517.004775 nChanged 86 SP:Iteration 3F (81.564438 sec): 3 clusters Score: Raw -102584.062670 + Penalty 1018.669224 = -101565.393446 nChanged 88 SP:Iteration 4F (81.566589 sec): 3 clusters Score: Raw -102650.821558 + Penalty 1027.769094 = -101623.052464 nChanged 65 SP:Iteration 5F (81.568777 sec): 3 clusters Score: Raw -102708.058909 + Penalty 1047.879502 = -101660.179407 nChanged 76 SP:Iteration 6F (81.570998 sec): 3 clusters Score: Raw -102775.417313 + Penalty 1073.578154 = -101701.839159 nChanged 53 SP:Iteration 7Q (81.573206 sec): 3 clusters Score: Raw -102819.214642 + Penalty 1090.384617 = -101728.830025 nChanged 35 SP:Iteration 8Q (81.575366 sec): 3 clusters Score: Raw -102853.230579 + Penalty 1100.456540 = -101752.774039 nChanged 21 SP:Iteration 9Q (81.577510 sec): 3 clusters Score: Raw -102875.509157 + Penalty 1115.810527 = -101759.698630 nChanged 13 SP:Iteration 10F (81.579644 sec): 3 clusters Score: Raw -102886.427049 + Penalty 1124.601645 = -101761.825403 nChanged 7 SP:Iteration 11Q (81.581953 sec): 3 clusters Score: Raw -102893.690740 + Penalty 1126.200692 = -101767.490048 nChanged 5 SP:Iteration 12Q (81.584374 sec): 3 clusters Score: Raw -102898.850456 + Penalty 1124.362286 = -101774.488170 nChanged 5 SP:Iteration 13Q (81.586544 sec): 3 clusters Score: Raw -102902.936652 + Penalty 1127.649361 = -101775.287291 nChanged 1 SP:Iteration 14Q (81.588696 sec): 3 clusters Score: Raw -102903.927090 + Penalty 1132.324841 = -101771.602250 nChanged 1 SP:Iteration 15F (81.590861 sec): 3 clusters Score: Raw -102905.077123 + Penalty 1132.324841 = -101772.752282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.592473 sec): 2 clusters Score: Raw -18744.095762 + Penalty 627.906489 = -18116.189273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.593073 sec): 3 clusters Score: Raw -18743.107464 + Penalty 1255.563754 = -17487.543709 nChanged 32 SP:Iteration 1F (81.593650 sec): 3 clusters Score: Raw -18798.397980 + Penalty 1251.959269 = -17546.438711 nChanged 9 SP:Iteration 2Q (81.594214 sec): 3 clusters Score: Raw -18815.794387 + Penalty 1251.709604 = -17564.084783 nChanged 5 SP:Iteration 3Q (81.594774 sec): 3 clusters Score: Raw -18827.016717 + Penalty 1251.709604 = -17575.307113 nChanged 0 SP:Iteration 4F (81.595347 sec): 3 clusters Score: Raw -18827.016717 + Penalty 1251.709604 = -17575.307113 nChanged 0 Memory request: 0.05 GB would take us to total of 0.40 GB. Trying to split cluster 15 (10518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.641765 sec): 2 clusters Score: Raw -894204.401828 + Penalty 293.825717 = -893910.576111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.661739 sec): 3 clusters Score: Raw -887183.588413 + Penalty 611.063747 = -886572.524666 nChanged 4940 SP:Iteration 1F (81.681616 sec): 3 clusters Score: Raw -890349.935419 + Penalty 647.203283 = -889702.732135 nChanged 1378 SP:Iteration 2F (81.701318 sec): 3 clusters Score: Raw -891274.630234 + Penalty 682.282912 = -890592.347323 nChanged 899 SP:Iteration 3F (81.721100 sec): 3 clusters Score: Raw -892025.965776 + Penalty 723.111702 = -891302.854074 nChanged 791 SP:Iteration 4F (81.740085 sec): 3 clusters Score: Raw -892722.383101 + Penalty 771.782747 = -891950.600355 nChanged 665 SP:Iteration 5F (81.759601 sec): 3 clusters Score: Raw -893341.168402 + Penalty 816.917098 = -892524.251305 nChanged 435 SP:Iteration 6Q (81.777897 sec): 3 clusters Score: Raw -893715.958708 + Penalty 839.093283 = -892876.865425 nChanged 267 SP:Iteration 7Q (81.795968 sec): 3 clusters Score: Raw -893927.630941 + Penalty 857.163330 = -893070.467611 nChanged 151 SP:Iteration 8Q (81.812184 sec): 3 clusters Score: Raw -894036.231263 + Penalty 855.421433 = -893180.809830 nChanged 99 SP:Iteration 9Q (81.828446 sec): 3 clusters Score: Raw -894105.453308 + Penalty 844.239722 = -893261.213586 nChanged 60 SP:Iteration 10F (81.847681 sec): 3 clusters Score: Raw -894148.726918 + Penalty 848.371376 = -893300.355541 nChanged 38 SP:Iteration 11Q (81.863187 sec): 3 clusters Score: Raw -894171.938432 + Penalty 854.192144 = -893317.746288 nChanged 32 SP:Iteration 12Q (81.878579 sec): 3 clusters Score: Raw -894190.311749 + Penalty 857.152786 = -893333.158963 nChanged 17 SP:Iteration 13Q (81.894597 sec): 3 clusters Score: Raw -894199.677500 + Penalty 863.668649 = -893336.008852 nChanged 8 SP:Iteration 14Q (81.909665 sec): 3 clusters Score: Raw -894204.187774 + Penalty 874.490951 = -893329.696823 nChanged 15 SP:Iteration 15F (81.929441 sec): 3 clusters Score: Raw -894213.062012 + Penalty 887.417535 = -893325.644477 nChanged 8 SP:Iteration 16F (81.948397 sec): 3 clusters Score: Raw -894217.719311 + Penalty 893.532289 = -893324.187022 nChanged 6 SP:Iteration 17F (81.967878 sec): 3 clusters Score: Raw -894220.084519 + Penalty 895.323586 = -893324.760933 nChanged 6 SP:Iteration 18Q (81.982833 sec): 3 clusters Score: Raw -894222.660504 + Penalty 901.834232 = -893320.826272 nChanged 6 SP:Iteration 19F (82.002982 sec): 3 clusters Score: Raw -894225.124487 + Penalty 921.449184 = -893303.675303 nChanged 10 SP:Iteration 20F (82.022186 sec): 3 clusters Score: Raw -894228.878372 + Penalty 931.049849 = -893297.828523 nChanged 5 SP:Iteration 21F (82.041189 sec): 3 clusters Score: Raw -894230.231898 + Penalty 938.971938 = -893291.259960 nChanged 3 SP:Iteration 22F (82.060470 sec): 3 clusters Score: Raw -894231.089571 + Penalty 944.410435 = -893286.679136 nChanged 4 SP:Iteration 23F (82.079633 sec): 3 clusters Score: Raw -894233.451300 + Penalty 948.782931 = -893284.668368 nChanged 2 SP:Iteration 24F (82.099698 sec): 3 clusters Score: Raw -894234.207201 + Penalty 960.608970 = -893273.598230 nChanged 4 SP:Iteration 25F (82.119652 sec): 3 clusters Score: Raw -894237.215737 + Penalty 981.029385 = -893256.186351 nChanged 4 SP:Iteration 26F (82.138740 sec): 3 clusters Score: Raw -894240.004329 + Penalty 990.290286 = -893249.714043 nChanged 6 SP:Iteration 27F (82.158091 sec): 3 clusters Score: Raw -894244.640893 + Penalty 1008.575920 = -893236.064974 nChanged 4 SP:Iteration 28F (82.177098 sec): 3 clusters Score: Raw -894246.344894 + Penalty 1023.739310 = -893222.605584 nChanged 3 SP:Iteration 29F (82.196702 sec): 3 clusters Score: Raw -894247.998915 + Penalty 1029.977877 = -893218.021038 nChanged 2 SP:Iteration 30F (82.216128 sec): 3 clusters Score: Raw -894248.975957 + Penalty 1033.884886 = -893215.091071 nChanged 1 SP:Iteration 31F (82.235513 sec): 3 clusters Score: Raw -894249.644091 + Penalty 1037.880938 = -893211.763153 nChanged 2 SP:Iteration 32F (82.255016 sec): 3 clusters Score: Raw -894252.340046 + Penalty 1033.671625 = -893218.668421 nChanged 2 SP:Iteration 33Q (82.269747 sec): 3 clusters Score: Raw -894255.246936 + Penalty 1052.847868 = -893202.399068 nChanged 2 SP:Iteration 34F (82.289247 sec): 3 clusters Score: Raw -894258.551586 + Penalty 1051.945047 = -893206.606539 nChanged 1 SP:Iteration 35Q (82.304837 sec): 3 clusters Score: Raw -894258.618906 + Penalty 1051.945047 = -893206.673860 nChanged 0 SP:Iteration 36F (82.324322 sec): 3 clusters Score: Raw -894258.618906 + Penalty 1051.945047 = -893206.673860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 16 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.334169 sec): 2 clusters Score: Raw -37369.984611 + Penalty 276.750983 = -37093.233628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.335197 sec): 3 clusters Score: Raw -37138.866725 + Penalty 555.102453 = -36583.764272 nChanged 164 SP:Iteration 1F (82.336168 sec): 3 clusters Score: Raw -37267.894289 + Penalty 560.681594 = -36707.212694 nChanged 52 SP:Iteration 2F (82.337120 sec): 3 clusters Score: Raw -37333.402192 + Penalty 565.024835 = -36768.377357 nChanged 32 SP:Iteration 3F (82.338068 sec): 3 clusters Score: Raw -37370.130772 + Penalty 569.674178 = -36800.456594 nChanged 26 SP:Iteration 4F (82.339014 sec): 3 clusters Score: Raw -37403.083622 + Penalty 574.490667 = -36828.592954 nChanged 19 SP:Iteration 5Q (82.339919 sec): 3 clusters Score: Raw -37438.255525 + Penalty 577.711726 = -36860.543799 nChanged 15 SP:Iteration 6Q (82.340808 sec): 3 clusters Score: Raw -37479.830726 + Penalty 578.313846 = -36901.516880 nChanged 7 SP:Iteration 7Q (82.341672 sec): 3 clusters Score: Raw -37491.174829 + Penalty 581.148181 = -36910.026648 nChanged 7 SP:Iteration 8Q (82.342525 sec): 3 clusters Score: Raw -37503.803019 + Penalty 578.867106 = -36924.935912 nChanged 7 SP:Iteration 9Q (82.343373 sec): 3 clusters Score: Raw -37521.808286 + Penalty 578.047489 = -36943.760797 nChanged 5 SP:Iteration 10F (82.344319 sec): 3 clusters Score: Raw -37523.905108 + Penalty 577.194789 = -36946.710319 nChanged 1 SP:Iteration 11Q (82.345164 sec): 3 clusters Score: Raw -37525.111580 + Penalty 577.312384 = -36947.799196 nChanged 1 SP:Iteration 12Q (82.346008 sec): 3 clusters Score: Raw -37525.945715 + Penalty 577.439782 = -36948.505933 nChanged 2 SP:Iteration 13Q (82.346851 sec): 3 clusters Score: Raw -37526.754526 + Penalty 577.439782 = -36949.314745 nChanged 0 SP:Iteration 14F (82.347796 sec): 3 clusters Score: Raw -37526.754526 + Penalty 577.439782 = -36949.314745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.349029 sec): 2 clusters Score: Raw -2770.815880 + Penalty 300.185310 = -2470.630570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.349296 sec): 3 clusters Score: Raw -2774.584092 + Penalty 598.708783 = -2175.875308 nChanged 1 SP:Iteration 1Q (82.349554 sec): 3 clusters Score: Raw -2777.400930 + Penalty 598.708783 = -2178.692147 nChanged 0 SP:Iteration 2F (82.349815 sec): 3 clusters Score: Raw -2777.400930 + Penalty 598.708783 = -2178.692147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 18 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.352028 sec): 2 clusters Score: Raw -51324.485094 + Penalty 495.428147 = -50829.056948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.353241 sec): 3 clusters Score: Raw -51039.534551 + Penalty 990.791792 = -50048.742759 nChanged 183 SP:Iteration 1F (82.354413 sec): 3 clusters Score: Raw -51143.338561 + Penalty 991.207703 = -50152.130858 nChanged 65 SP:Iteration 2F (82.355551 sec): 3 clusters Score: Raw -51203.622196 + Penalty 991.521832 = -50212.100364 nChanged 40 SP:Iteration 3F (82.356675 sec): 3 clusters Score: Raw -51242.868268 + Penalty 991.198780 = -50251.669487 nChanged 31 SP:Iteration 4F (82.357796 sec): 3 clusters Score: Raw -51267.219671 + Penalty 990.827868 = -50276.391804 nChanged 18 SP:Iteration 5Q (82.358932 sec): 3 clusters Score: Raw -51286.772171 + Penalty 990.407432 = -50296.364739 nChanged 13 SP:Iteration 6Q (82.360059 sec): 3 clusters Score: Raw -51295.143418 + Penalty 990.535674 = -50304.607744 nChanged 13 SP:Iteration 7Q (82.361180 sec): 3 clusters Score: Raw -51300.457156 + Penalty 990.571797 = -50309.885359 nChanged 8 SP:Iteration 8Q (82.362295 sec): 3 clusters Score: Raw -51309.462601 + Penalty 990.711131 = -50318.751470 nChanged 8 SP:Iteration 9Q (82.363404 sec): 3 clusters Score: Raw -51317.956038 + Penalty 991.572132 = -50326.383906 nChanged 10 SP:Iteration 10F (82.364540 sec): 3 clusters Score: Raw -51333.815958 + Penalty 991.635670 = -50342.180288 nChanged 12 SP:Iteration 11Q (82.365656 sec): 3 clusters Score: Raw -51340.800971 + Penalty 991.513570 = -50349.287401 nChanged 7 SP:Iteration 12Q (82.366735 sec): 3 clusters Score: Raw -51349.113094 + Penalty 991.652111 = -50357.460983 nChanged 8 SP:Iteration 13Q (82.367807 sec): 3 clusters Score: Raw -51353.757027 + Penalty 991.544324 = -50362.212703 nChanged 6 SP:Iteration 14Q (82.368876 sec): 3 clusters Score: Raw -51358.256766 + Penalty 991.457813 = -50366.798953 nChanged 9 SP:Iteration 15Q (82.369944 sec): 3 clusters Score: Raw -51362.833569 + Penalty 991.314969 = -50371.518600 nChanged 4 SP:Iteration 16Q (82.371015 sec): 3 clusters Score: Raw -51363.890584 + Penalty 991.291561 = -50372.599022 nChanged 1 SP:Iteration 17Q (82.372084 sec): 3 clusters Score: Raw -51364.450033 + Penalty 991.152043 = -50373.297990 nChanged 4 SP:Iteration 18Q (82.373151 sec): 3 clusters Score: Raw -51367.845797 + Penalty 990.977200 = -50376.868597 nChanged 6 SP:Iteration 19Q (82.374219 sec): 3 clusters Score: Raw -51370.845692 + Penalty 990.878691 = -50379.967001 nChanged 6 SP:Iteration 20F (82.375354 sec): 3 clusters Score: Raw -51374.432965 + Penalty 990.873735 = -50383.559231 nChanged 4 SP:Iteration 21Q (82.376423 sec): 3 clusters Score: Raw -51377.492354 + Penalty 990.861521 = -50386.630833 nChanged 2 SP:Iteration 22Q (82.377490 sec): 3 clusters Score: Raw -51377.962736 + Penalty 990.856294 = -50387.106443 nChanged 1 SP:Iteration 23Q (82.378557 sec): 3 clusters Score: Raw -51378.113333 + Penalty 990.835543 = -50387.277790 nChanged 2 SP:Iteration 24Q (82.379624 sec): 3 clusters Score: Raw -51379.249748 + Penalty 990.835543 = -50388.414204 nChanged 0 SP:Iteration 25F (82.380762 sec): 3 clusters Score: Raw -51379.249748 + Penalty 990.835543 = -50388.414204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.382565 sec): 2 clusters Score: Raw -24826.876038 + Penalty 377.382956 = -24449.493082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.383281 sec): 3 clusters Score: Raw -24719.275643 + Penalty 763.530822 = -23955.744822 nChanged 72 SP:Iteration 1F (82.383981 sec): 3 clusters Score: Raw -24776.182590 + Penalty 768.839619 = -24007.342971 nChanged 21 SP:Iteration 2F (82.384687 sec): 3 clusters Score: Raw -24793.403528 + Penalty 774.341035 = -24019.062493 nChanged 9 SP:Iteration 3Q (82.385386 sec): 3 clusters Score: Raw -24800.124345 + Penalty 772.301498 = -24027.822847 nChanged 6 SP:Iteration 4Q (82.386077 sec): 3 clusters Score: Raw -24803.497921 + Penalty 773.143658 = -24030.354264 nChanged 1 SP:Iteration 5Q (82.386766 sec): 3 clusters Score: Raw -24804.283360 + Penalty 773.143658 = -24031.139702 nChanged 0 SP:Iteration 6F (82.387463 sec): 3 clusters Score: Raw -24804.283360 + Penalty 773.143658 = -24031.139702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.389132 sec): 2 clusters Score: Raw -16647.052825 + Penalty 411.483903 = -16235.568923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.389692 sec): 3 clusters Score: Raw -16607.293468 + Penalty 821.841127 = -15785.452341 nChanged 41 SP:Iteration 1F (82.390244 sec): 3 clusters Score: Raw -16649.187955 + Penalty 821.077084 = -15828.110871 nChanged 8 SP:Iteration 2Q (82.390792 sec): 3 clusters Score: Raw -16662.412901 + Penalty 818.105424 = -15844.307477 nChanged 9 SP:Iteration 3Q (82.391331 sec): 3 clusters Score: Raw -16672.803689 + Penalty 817.416627 = -15855.387062 nChanged 5 SP:Iteration 4Q (82.391869 sec): 3 clusters Score: Raw -16679.696088 + Penalty 816.648118 = -15863.047970 nChanged 4 SP:Iteration 5Q (82.392387 sec): 3 clusters Score: Raw -16685.430918 + Penalty 816.488300 = -15868.942617 nChanged 4 SP:Iteration 6Q (82.392908 sec): 3 clusters Score: Raw -16689.401819 + Penalty 817.992279 = -15871.409540 nChanged 6 SP:Iteration 7Q (82.393455 sec): 3 clusters Score: Raw -16697.140128 + Penalty 823.755786 = -15873.384342 nChanged 6 SP:Iteration 8Q (82.393969 sec): 3 clusters Score: Raw -16701.831979 + Penalty 829.562112 = -15872.269867 nChanged 4 SP:Iteration 9F (82.394504 sec): 3 clusters Score: Raw -16705.289018 + Penalty 829.763013 = -15875.526005 nChanged 1 SP:Iteration 10F (82.395098 sec): 3 clusters Score: Raw -16705.738445 + Penalty 831.592311 = -15874.146133 nChanged 1 SP:Iteration 11F (82.395650 sec): 3 clusters Score: Raw -16706.392137 + Penalty 834.715029 = -15871.677108 nChanged 2 SP:Iteration 12F (82.396180 sec): 3 clusters Score: Raw -16708.916362 + Penalty 836.608972 = -15872.307389 nChanged 2 SP:Iteration 13Q (82.396703 sec): 3 clusters Score: Raw -16712.300814 + Penalty 839.760530 = -15872.540284 nChanged 3 SP:Iteration 14Q (82.397224 sec): 3 clusters Score: Raw -16718.989827 + Penalty 840.048435 = -15878.941392 nChanged 1 SP:Iteration 15Q (82.397739 sec): 3 clusters Score: Raw -16721.143751 + Penalty 840.048435 = -15881.095316 nChanged 0 SP:Iteration 16F (82.398289 sec): 3 clusters Score: Raw -16721.143751 + Penalty 840.048435 = -15881.095316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.399445 sec): 2 clusters Score: Raw -9249.547038 + Penalty 340.666202 = -8908.880836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.399840 sec): 3 clusters Score: Raw -9229.748440 + Penalty 678.982636 = -8550.765804 nChanged 18 SP:Iteration 1F (82.400235 sec): 3 clusters Score: Raw -9247.138605 + Penalty 679.383470 = -8567.755135 nChanged 6 SP:Iteration 2F (82.400643 sec): 3 clusters Score: Raw -9254.295961 + Penalty 679.736284 = -8574.559676 nChanged 5 SP:Iteration 3Q (82.401028 sec): 3 clusters Score: Raw -9257.702067 + Penalty 678.003606 = -8579.698461 nChanged 2 SP:Iteration 4Q (82.401411 sec): 3 clusters Score: Raw -9259.223234 + Penalty 679.556145 = -8579.667089 nChanged 1 SP:Iteration 5F (82.401799 sec): 3 clusters Score: Raw -9260.539258 + Penalty 679.556145 = -8580.983113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.402978 sec): 2 clusters Score: Raw -11356.951017 + Penalty 268.290850 = -11088.660167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.403424 sec): 3 clusters Score: Raw -11313.925431 + Penalty 540.814869 = -10773.110562 nChanged 31 SP:Iteration 1F (82.403861 sec): 3 clusters Score: Raw -11355.307719 + Penalty 540.072576 = -10815.235142 nChanged 5 SP:Iteration 2Q (82.404289 sec): 3 clusters Score: Raw -11359.571696 + Penalty 540.659975 = -10818.911720 nChanged 3 SP:Iteration 3Q (82.404752 sec): 3 clusters Score: Raw -11360.348131 + Penalty 540.659975 = -10819.688155 nChanged 0 SP:Iteration 4F (82.405191 sec): 3 clusters Score: Raw -11360.348131 + Penalty 540.659975 = -10819.688155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.406990 sec): 2 clusters Score: Raw -31439.472369 + Penalty 504.032400 = -30935.439968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.407814 sec): 3 clusters Score: Raw -31323.331518 + Penalty 1009.626274 = -30313.705244 nChanged 88 SP:Iteration 1F (82.408623 sec): 3 clusters Score: Raw -31422.931021 + Penalty 1012.891296 = -30410.039724 nChanged 36 SP:Iteration 2F (82.409431 sec): 3 clusters Score: Raw -31468.618593 + Penalty 1015.034413 = -30453.584181 nChanged 17 SP:Iteration 3F (82.410224 sec): 3 clusters Score: Raw -31490.590530 + Penalty 1020.379509 = -30470.211021 nChanged 12 SP:Iteration 4Q (82.411013 sec): 3 clusters Score: Raw -31505.438312 + Penalty 1026.503469 = -30478.934843 nChanged 14 SP:Iteration 5Q (82.411775 sec): 3 clusters Score: Raw -31520.597553 + Penalty 1029.531504 = -30491.066048 nChanged 9 SP:Iteration 6Q (82.412566 sec): 3 clusters Score: Raw -31529.598133 + Penalty 1032.304995 = -30497.293138 nChanged 7 SP:Iteration 7Q (82.413328 sec): 3 clusters Score: Raw -31535.292217 + Penalty 1035.505448 = -30499.786769 nChanged 6 SP:Iteration 8Q (82.414088 sec): 3 clusters Score: Raw -31538.408123 + Penalty 1038.426020 = -30499.982103 nChanged 2 SP:Iteration 9Q (82.414845 sec): 3 clusters Score: Raw -31540.528752 + Penalty 1041.876882 = -30498.651870 nChanged 4 SP:Iteration 10F (82.415687 sec): 3 clusters Score: Raw -31542.619667 + Penalty 1041.876882 = -30500.742785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.416831 sec): 2 clusters Score: Raw -552.206727 + Penalty 150.974932 = -401.231795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.417049 sec): 3 clusters Score: Raw -547.173055 + Penalty 284.497683 = -262.675372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.418164 sec): 2 clusters Score: Raw -12060.459642 + Penalty 681.190363 = -11379.269280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.418609 sec): 3 clusters Score: Raw -12105.997137 + Penalty 1358.371468 = -10747.625669 nChanged 10 SP:Iteration 1F (82.419047 sec): 3 clusters Score: Raw -12135.105799 + Penalty 1358.407421 = -10776.698378 nChanged 2 SP:Iteration 2Q (82.419467 sec): 3 clusters Score: Raw -12136.471430 + Penalty 1358.407421 = -10778.064009 nChanged 0 SP:Iteration 3F (82.419904 sec): 3 clusters Score: Raw -12136.471430 + Penalty 1358.407421 = -10778.064009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.421747 sec): 2 clusters Score: Raw -29918.812545 + Penalty 287.769918 = -29631.042627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.422557 sec): 3 clusters Score: Raw -29745.156187 + Penalty 575.646576 = -29169.509611 nChanged 119 SP:Iteration 1F (82.423351 sec): 3 clusters Score: Raw -29826.784554 + Penalty 575.422018 = -29251.362536 nChanged 31 SP:Iteration 2F (82.424139 sec): 3 clusters Score: Raw -29859.695242 + Penalty 574.981330 = -29284.713912 nChanged 14 SP:Iteration 3Q (82.424918 sec): 3 clusters Score: Raw -29871.659239 + Penalty 574.314856 = -29297.344383 nChanged 7 SP:Iteration 4Q (82.425677 sec): 3 clusters Score: Raw -29873.315408 + Penalty 573.662703 = -29299.652705 nChanged 3 SP:Iteration 5Q (82.426437 sec): 3 clusters Score: Raw -29873.864022 + Penalty 573.345456 = -29300.518566 nChanged 2 SP:Iteration 6Q (82.427194 sec): 3 clusters Score: Raw -29873.932648 + Penalty 572.943442 = -29300.989206 nChanged 2 SP:Iteration 7Q (82.427946 sec): 3 clusters Score: Raw -29874.125325 + Penalty 572.719433 = -29301.405892 nChanged 2 SP:Iteration 8Q (82.428700 sec): 3 clusters Score: Raw -29874.796298 + Penalty 572.396952 = -29302.399345 nChanged 4 SP:Iteration 9Q (82.429454 sec): 3 clusters Score: Raw -29876.191368 + Penalty 572.011407 = -29304.179961 nChanged 4 SP:Iteration 10F (82.430233 sec): 3 clusters Score: Raw -29877.882471 + Penalty 571.940859 = -29305.941611 nChanged 4 SP:Iteration 11Q (82.430989 sec): 3 clusters Score: Raw -29878.721109 + Penalty 571.005483 = -29307.715626 nChanged 5 SP:Iteration 12Q (82.431740 sec): 3 clusters Score: Raw -29879.837595 + Penalty 570.128469 = -29309.709126 nChanged 3 SP:Iteration 13Q (82.432490 sec): 3 clusters Score: Raw -29882.082600 + Penalty 568.314084 = -29313.768515 nChanged 7 SP:Iteration 14Q (82.433238 sec): 3 clusters Score: Raw -29886.637262 + Penalty 566.516959 = -29320.120303 nChanged 9 SP:Iteration 15Q (82.433981 sec): 3 clusters Score: Raw -29891.410416 + Penalty 566.101708 = -29325.308708 nChanged 5 SP:Iteration 16Q (82.434751 sec): 3 clusters Score: Raw -29892.712643 + Penalty 566.321438 = -29326.391204 nChanged 4 SP:Iteration 17Q (82.435486 sec): 3 clusters Score: Raw -29894.379561 + Penalty 567.372853 = -29327.006708 nChanged 4 SP:Iteration 18Q (82.436219 sec): 3 clusters Score: Raw -29894.887009 + Penalty 567.983344 = -29326.903664 nChanged 2 SP:Iteration 19F (82.436980 sec): 3 clusters Score: Raw -29896.057953 + Penalty 568.062999 = -29327.994954 nChanged 1 SP:Iteration 20F (82.437760 sec): 3 clusters Score: Raw -29895.960483 + Penalty 568.062999 = -29327.897483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.439444 sec): 2 clusters Score: Raw -18081.968956 + Penalty 619.299994 = -17462.668962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.440016 sec): 3 clusters Score: Raw -18072.430529 + Penalty 1234.233642 = -16838.196888 nChanged 30 SP:Iteration 1F (82.440579 sec): 3 clusters Score: Raw -18117.976841 + Penalty 1234.543690 = -16883.433151 nChanged 6 SP:Iteration 2Q (82.441132 sec): 3 clusters Score: Raw -18143.296685 + Penalty 1234.115196 = -16909.181489 nChanged 7 SP:Iteration 3Q (82.441676 sec): 3 clusters Score: Raw -18160.412508 + Penalty 1234.534739 = -16925.877770 nChanged 3 SP:Iteration 4Q (82.442216 sec): 3 clusters Score: Raw -18168.150452 + Penalty 1238.599987 = -16929.550465 nChanged 4 SP:Iteration 5Q (82.442756 sec): 3 clusters Score: Raw -18182.206943 + Penalty 1240.909863 = -16941.297080 nChanged 4 SP:Iteration 6Q (82.443293 sec): 3 clusters Score: Raw -18191.007360 + Penalty 1242.973703 = -16948.033658 nChanged 4 SP:Iteration 7Q (82.443828 sec): 3 clusters Score: Raw -18205.532039 + Penalty 1246.702644 = -16958.829395 nChanged 3 SP:Iteration 8Q (82.444360 sec): 3 clusters Score: Raw -18213.047817 + Penalty 1249.502035 = -16963.545782 nChanged 2 SP:Iteration 9Q (82.444889 sec): 3 clusters Score: Raw -18216.630389 + Penalty 1250.885301 = -16965.745089 nChanged 1 SP:Iteration 10F (82.445449 sec): 3 clusters Score: Raw -18217.512418 + Penalty 1252.408384 = -16965.104034 nChanged 1 SP:Iteration 11F (82.446010 sec): 3 clusters Score: Raw -18218.162436 + Penalty 1254.922077 = -16963.240359 nChanged 2 SP:Iteration 12F (82.446570 sec): 3 clusters Score: Raw -18222.628527 + Penalty 1254.922077 = -16967.706450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.447438 sec): 2 clusters Score: Raw -1056.995546 + Penalty 360.165859 = -696.829687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.447680 sec): 3 clusters Score: Raw -1236.799368 + Penalty 720.379754 = -516.419614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.448619 sec): 2 clusters Score: Raw -6126.489670 + Penalty 385.439499 = -5741.050171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.448954 sec): 3 clusters Score: Raw -6124.104954 + Penalty 763.882400 = -5360.222554 nChanged 4 SP:Iteration 1F (82.449284 sec): 3 clusters Score: Raw -6128.365085 + Penalty 765.403137 = -5362.961949 nChanged 1 SP:Iteration 2Q (82.449610 sec): 3 clusters Score: Raw -6129.791719 + Penalty 765.403137 = -5364.388583 nChanged 0 SP:Iteration 3F (82.449938 sec): 3 clusters Score: Raw -6129.791719 + Penalty 765.403137 = -5364.388583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.451097 sec): 2 clusters Score: Raw -13835.644483 + Penalty 457.198598 = -13378.445885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.451579 sec): 3 clusters Score: Raw -13823.089845 + Penalty 914.250986 = -12908.838860 nChanged 22 SP:Iteration 1F (82.452083 sec): 3 clusters Score: Raw -13863.224854 + Penalty 916.329751 = -12946.895104 nChanged 9 SP:Iteration 2F (82.452548 sec): 3 clusters Score: Raw -13878.227044 + Penalty 916.462259 = -12961.764785 nChanged 3 SP:Iteration 3Q (82.453002 sec): 3 clusters Score: Raw -13882.710624 + Penalty 918.089123 = -12964.621501 nChanged 3 SP:Iteration 4Q (82.453454 sec): 3 clusters Score: Raw -13884.668245 + Penalty 918.089123 = -12966.579122 nChanged 0 SP:Iteration 5F (82.453918 sec): 3 clusters Score: Raw -13884.668245 + Penalty 918.089123 = -12966.579122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.455709 sec): 2 clusters Score: Raw -28795.941781 + Penalty 313.205411 = -28482.736369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.456494 sec): 3 clusters Score: Raw -28632.428906 + Penalty 638.865699 = -27993.563206 nChanged 105 SP:Iteration 1F (82.457264 sec): 3 clusters Score: Raw -28725.053712 + Penalty 654.109835 = -28070.943877 nChanged 41 SP:Iteration 2F (82.458034 sec): 3 clusters Score: Raw -28772.065087 + Penalty 676.232692 = -28095.832395 nChanged 28 SP:Iteration 3F (82.458803 sec): 3 clusters Score: Raw -28814.465296 + Penalty 688.303639 = -28126.161657 nChanged 12 SP:Iteration 4Q (82.459527 sec): 3 clusters Score: Raw -28832.514652 + Penalty 698.662379 = -28133.852273 nChanged 6 SP:Iteration 5Q (82.460236 sec): 3 clusters Score: Raw -28838.289593 + Penalty 701.208455 = -28137.081138 nChanged 4 SP:Iteration 6Q (82.460945 sec): 3 clusters Score: Raw -28844.104310 + Penalty 707.232409 = -28136.871902 nChanged 5 SP:Iteration 7F (82.461712 sec): 3 clusters Score: Raw -28848.333775 + Penalty 708.423323 = -28139.910452 nChanged 1 SP:Iteration 8Q (82.462407 sec): 3 clusters Score: Raw -28848.691926 + Penalty 708.423323 = -28140.268603 nChanged 0 SP:Iteration 9F (82.463174 sec): 3 clusters Score: Raw -28848.691926 + Penalty 708.423323 = -28140.268603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.464460 sec): 2 clusters Score: Raw -6096.720068 + Penalty 257.137670 = -5839.582398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.464797 sec): 3 clusters Score: Raw -6091.739484 + Penalty 513.827886 = -5577.911598 nChanged 10 SP:Iteration 1F (82.465138 sec): 3 clusters Score: Raw -6102.182331 + Penalty 514.493892 = -5587.688439 nChanged 5 SP:Iteration 2F (82.465476 sec): 3 clusters Score: Raw -6112.121784 + Penalty 514.493892 = -5597.627892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 34 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.467756 sec): 2 clusters Score: Raw -47276.650258 + Penalty 415.907697 = -46860.742562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.468867 sec): 3 clusters Score: Raw -47040.238902 + Penalty 835.175617 = -46205.063284 nChanged 175 SP:Iteration 1F (82.469961 sec): 3 clusters Score: Raw -47170.762109 + Penalty 839.180584 = -46331.581524 nChanged 54 SP:Iteration 2F (82.471057 sec): 3 clusters Score: Raw -47217.376017 + Penalty 843.114909 = -46374.261108 nChanged 28 SP:Iteration 3F (82.472149 sec): 3 clusters Score: Raw -47236.756194 + Penalty 850.642235 = -46386.113959 nChanged 19 SP:Iteration 4Q (82.473234 sec): 3 clusters Score: Raw -47256.425503 + Penalty 861.044242 = -46395.381261 nChanged 20 SP:Iteration 5Q (82.474310 sec): 3 clusters Score: Raw -47273.841473 + Penalty 875.083545 = -46398.757928 nChanged 22 SP:Iteration 6Q (82.475383 sec): 3 clusters Score: Raw -47289.640994 + Penalty 887.164035 = -46402.476959 nChanged 18 SP:Iteration 7Q (82.476442 sec): 3 clusters Score: Raw -47301.540961 + Penalty 901.082947 = -46400.458014 nChanged 17 SP:Iteration 8F (82.477551 sec): 3 clusters Score: Raw -47312.858445 + Penalty 912.485014 = -46400.373431 nChanged 10 SP:Iteration 9F (82.478665 sec): 3 clusters Score: Raw -47318.850105 + Penalty 921.215190 = -46397.634915 nChanged 9 SP:Iteration 10F (82.479758 sec): 3 clusters Score: Raw -47326.838575 + Penalty 936.508927 = -46390.329648 nChanged 12 SP:Iteration 11F (82.480930 sec): 3 clusters Score: Raw -47339.617794 + Penalty 945.503678 = -46394.114116 nChanged 6 SP:Iteration 12Q (82.482018 sec): 3 clusters Score: Raw -47344.791253 + Penalty 952.004296 = -46392.786957 nChanged 4 SP:Iteration 13F (82.483156 sec): 3 clusters Score: Raw -47348.080053 + Penalty 954.376160 = -46393.703893 nChanged 3 SP:Iteration 14Q (82.484221 sec): 3 clusters Score: Raw -47350.378201 + Penalty 956.635179 = -46393.743022 nChanged 1 SP:Iteration 15Q (82.485245 sec): 3 clusters Score: Raw -47351.325062 + Penalty 956.635179 = -46394.689883 nChanged 0 SP:Iteration 16F (82.486363 sec): 3 clusters Score: Raw -47351.325062 + Penalty 956.635179 = -46394.689883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.488049 sec): 2 clusters Score: Raw -18461.706081 + Penalty 544.935202 = -17916.770879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.488604 sec): 3 clusters Score: Raw -18425.522626 + Penalty 1091.767035 = -17333.755591 nChanged 40 SP:Iteration 1F (82.489146 sec): 3 clusters Score: Raw -18479.905108 + Penalty 1092.502551 = -17387.402557 nChanged 10 SP:Iteration 2F (82.489689 sec): 3 clusters Score: Raw -18492.099341 + Penalty 1094.201327 = -17397.898014 nChanged 4 SP:Iteration 3Q (82.490220 sec): 3 clusters Score: Raw -18497.713558 + Penalty 1095.836560 = -17401.876998 nChanged 4 SP:Iteration 4Q (82.490755 sec): 3 clusters Score: Raw -18504.899599 + Penalty 1096.435988 = -17408.463611 nChanged 5 SP:Iteration 5Q (82.491286 sec): 3 clusters Score: Raw -18510.202844 + Penalty 1098.192831 = -17412.010013 nChanged 4 SP:Iteration 6Q (82.491815 sec): 3 clusters Score: Raw -18513.596625 + Penalty 1105.752663 = -17407.843961 nChanged 6 SP:Iteration 7F (82.492356 sec): 3 clusters Score: Raw -18521.868016 + Penalty 1105.752663 = -17416.115353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.494310 sec): 2 clusters Score: Raw -35910.482175 + Penalty 464.807817 = -35445.674357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.495197 sec): 3 clusters Score: Raw -35767.302439 + Penalty 929.728425 = -34837.574015 nChanged 127 SP:Iteration 1F (82.496091 sec): 3 clusters Score: Raw -35870.329062 + Penalty 930.480058 = -34939.849003 nChanged 35 SP:Iteration 2F (82.496966 sec): 3 clusters Score: Raw -35904.503082 + Penalty 931.114055 = -34973.389027 nChanged 17 SP:Iteration 3Q (82.497824 sec): 3 clusters Score: Raw -35911.911241 + Penalty 931.695449 = -34980.215791 nChanged 5 SP:Iteration 4Q (82.498681 sec): 3 clusters Score: Raw -35913.211176 + Penalty 931.571520 = -34981.639657 nChanged 4 SP:Iteration 5Q (82.499535 sec): 3 clusters Score: Raw -35914.969521 + Penalty 931.675410 = -34983.294111 nChanged 2 SP:Iteration 6Q (82.500417 sec): 3 clusters Score: Raw -35915.947124 + Penalty 932.004258 = -34983.942866 nChanged 2 SP:Iteration 7Q (82.501304 sec): 3 clusters Score: Raw -35916.792237 + Penalty 932.249287 = -34984.542949 nChanged 2 SP:Iteration 8Q (82.502172 sec): 3 clusters Score: Raw -35917.290251 + Penalty 932.412098 = -34984.878153 nChanged 1 SP:Iteration 9Q (82.503074 sec): 3 clusters Score: Raw -35917.374503 + Penalty 932.412098 = -34984.962405 nChanged 0 SP:Iteration 10F (82.503980 sec): 3 clusters Score: Raw -35917.374503 + Penalty 932.412098 = -34984.962405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.505307 sec): 2 clusters Score: Raw -5421.950240 + Penalty 401.106668 = -5020.843572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.505658 sec): 3 clusters Score: Raw -5438.501481 + Penalty 796.905790 = -4641.595691 nChanged 5 SP:Iteration 1F (82.505974 sec): 3 clusters Score: Raw -5447.711078 + Penalty 797.856364 = -4649.854714 nChanged 2 SP:Iteration 2Q (82.506281 sec): 3 clusters Score: Raw -5456.763485 + Penalty 797.856364 = -4658.907121 nChanged 0 SP:Iteration 3F (82.506609 sec): 3 clusters Score: Raw -5456.763485 + Penalty 797.856364 = -4658.907121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.507551 sec): 2 clusters Score: Raw -5392.916385 + Penalty 411.579569 = -4981.336816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.507872 sec): 3 clusters Score: Raw -5417.992352 + Penalty 822.436100 = -4595.556252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 40 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.511301 sec): 2 clusters Score: Raw -75605.699394 + Penalty 477.270270 = -75128.429124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.513038 sec): 3 clusters Score: Raw -75162.738822 + Penalty 944.972014 = -74217.766808 nChanged 314 SP:Iteration 1F (82.514848 sec): 3 clusters Score: Raw -75359.322327 + Penalty 936.191530 = -74423.130797 nChanged 100 SP:Iteration 2F (82.516620 sec): 3 clusters Score: Raw -75450.901175 + Penalty 926.848867 = -74524.052308 nChanged 62 SP:Iteration 3F (82.518358 sec): 3 clusters Score: Raw -75524.736107 + Penalty 919.534405 = -74605.201702 nChanged 45 SP:Iteration 4F (82.520038 sec): 3 clusters Score: Raw -75580.617406 + Penalty 914.646451 = -74665.970955 nChanged 48 SP:Iteration 5F (82.521715 sec): 3 clusters Score: Raw -75618.492033 + Penalty 913.028696 = -74705.463338 nChanged 25 SP:Iteration 6Q (82.523324 sec): 3 clusters Score: Raw -75630.298975 + Penalty 911.638326 = -74718.660649 nChanged 13 SP:Iteration 7Q (82.524926 sec): 3 clusters Score: Raw -75634.285848 + Penalty 910.868331 = -74723.417518 nChanged 2 SP:Iteration 8Q (82.526525 sec): 3 clusters Score: Raw -75634.618030 + Penalty 911.037668 = -74723.580362 nChanged 4 SP:Iteration 9Q (82.528125 sec): 3 clusters Score: Raw -75636.056729 + Penalty 910.927596 = -74725.129133 nChanged 5 SP:Iteration 10F (82.529767 sec): 3 clusters Score: Raw -75637.500872 + Penalty 912.479997 = -74725.020874 nChanged 2 SP:Iteration 11F (82.531414 sec): 3 clusters Score: Raw -75638.484988 + Penalty 912.479997 = -74726.004990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.532860 sec): 2 clusters Score: Raw -7949.573807 + Penalty 423.083900 = -7526.489907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.533218 sec): 3 clusters Score: Raw -7938.224019 + Penalty 846.156681 = -7092.067339 nChanged 6 SP:Iteration 1F (82.533571 sec): 3 clusters Score: Raw -7948.815863 + Penalty 847.335733 = -7101.480130 nChanged 2 SP:Iteration 2Q (82.533920 sec): 3 clusters Score: Raw -7951.080227 + Penalty 847.335733 = -7103.744494 nChanged 0 SP:Iteration 3F (82.534271 sec): 3 clusters Score: Raw -7951.080227 + Penalty 847.335733 = -7103.744494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 43 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.537734 sec): 2 clusters Score: Raw -59656.841751 + Penalty 424.502346 = -59232.339405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.539139 sec): 3 clusters Score: Raw -59288.950831 + Penalty 849.542454 = -58439.408377 nChanged 229 SP:Iteration 1F (82.540557 sec): 3 clusters Score: Raw -59420.351522 + Penalty 852.261448 = -58568.090074 nChanged 72 SP:Iteration 2F (82.541940 sec): 3 clusters Score: Raw -59465.348663 + Penalty 856.456516 = -58608.892147 nChanged 46 SP:Iteration 3F (82.543368 sec): 3 clusters Score: Raw -59492.713036 + Penalty 859.413389 = -58633.299648 nChanged 27 SP:Iteration 4Q (82.544735 sec): 3 clusters Score: Raw -59510.471988 + Penalty 863.814991 = -58646.656997 nChanged 24 SP:Iteration 5Q (82.546102 sec): 3 clusters Score: Raw -59534.103298 + Penalty 869.691817 = -58664.411481 nChanged 26 SP:Iteration 6Q (82.547550 sec): 3 clusters Score: Raw -59564.666351 + Penalty 869.823540 = -58694.842811 nChanged 18 SP:Iteration 7Q (82.548886 sec): 3 clusters Score: Raw -59584.684844 + Penalty 865.362887 = -58719.321958 nChanged 15 SP:Iteration 8Q (82.550232 sec): 3 clusters Score: Raw -59603.444960 + Penalty 862.579755 = -58740.865205 nChanged 9 SP:Iteration 9Q (82.551529 sec): 3 clusters Score: Raw -59608.270443 + Penalty 862.867836 = -58745.402608 nChanged 4 SP:Iteration 10F (82.552881 sec): 3 clusters Score: Raw -59609.401318 + Penalty 864.726633 = -58744.674685 nChanged 6 SP:Iteration 11F (82.554224 sec): 3 clusters Score: Raw -59611.103421 + Penalty 864.851310 = -58746.252111 nChanged 3 SP:Iteration 12Q (82.555529 sec): 3 clusters Score: Raw -59613.816696 + Penalty 863.719529 = -58750.097167 nChanged 5 SP:Iteration 13Q (82.556798 sec): 3 clusters Score: Raw -59617.316848 + Penalty 864.331284 = -58752.985564 nChanged 4 SP:Iteration 14Q (82.558076 sec): 3 clusters Score: Raw -59620.814907 + Penalty 864.598908 = -58756.215999 nChanged 4 SP:Iteration 15Q (82.559349 sec): 3 clusters Score: Raw -59623.669316 + Penalty 865.425790 = -58758.243526 nChanged 4 SP:Iteration 16Q (82.560613 sec): 3 clusters Score: Raw -59625.345838 + Penalty 862.971695 = -58762.374143 nChanged 3 SP:Iteration 17Q (82.561858 sec): 3 clusters Score: Raw -59627.082434 + Penalty 864.397590 = -58762.684844 nChanged 3 SP:Iteration 18Q (82.563110 sec): 3 clusters Score: Raw -59628.289825 + Penalty 864.183012 = -58764.106812 nChanged 3 SP:Iteration 19Q (82.564367 sec): 3 clusters Score: Raw -59629.513932 + Penalty 865.034534 = -58764.479398 nChanged 1 SP:Iteration 20F (82.565710 sec): 3 clusters Score: Raw -59629.770414 + Penalty 863.907940 = -58765.862473 nChanged 1 SP:Iteration 21Q (82.566944 sec): 3 clusters Score: Raw -59631.524994 + Penalty 863.789091 = -58767.735903 nChanged 2 SP:Iteration 22Q (82.568180 sec): 3 clusters Score: Raw -59632.977202 + Penalty 863.789091 = -58769.188111 nChanged 0 SP:Iteration 23F (82.569533 sec): 3 clusters Score: Raw -59632.977202 + Penalty 863.789091 = -58769.188111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.573849 sec): 2 clusters Score: Raw -1795.283193 + Penalty 316.935527 = -1478.347666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.574110 sec): 3 clusters Score: Raw -1822.551048 + Penalty 622.759623 = -1199.791425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.575180 sec): 2 clusters Score: Raw -2949.566026 + Penalty 466.998999 = -2482.567027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.575538 sec): 3 clusters Score: Raw -3256.830573 + Penalty 959.054561 = -2297.776011 nChanged 7 SP:Iteration 1F (82.575886 sec): 3 clusters Score: Raw -3311.356988 + Penalty 959.054561 = -2352.302427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.576653 sec): 2 clusters Score: Raw -272.003484 + Penalty 84.186103 = -187.817381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.576863 sec): 3 clusters Score: Raw -266.409396 + Penalty 158.528393 = -107.881004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.577898 sec): 2 clusters Score: Raw -8351.256592 + Penalty 577.750680 = -7773.505912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.578273 sec): 3 clusters Score: Raw -8415.003350 + Penalty 1156.796796 = -7258.206554 nChanged 6 SP:Iteration 1F (82.578642 sec): 3 clusters Score: Raw -8440.139350 + Penalty 1156.796796 = -7283.342554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 49 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.581707 sec): 2 clusters Score: Raw -75431.662415 + Penalty 343.005752 = -75088.656662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.583389 sec): 3 clusters Score: Raw -74966.246081 + Penalty 692.611987 = -74273.634095 nChanged 332 SP:Iteration 1F (82.585066 sec): 3 clusters Score: Raw -75209.743663 + Penalty 695.135046 = -74514.608617 nChanged 100 SP:Iteration 2F (82.586729 sec): 3 clusters Score: Raw -75287.868537 + Penalty 697.380992 = -74590.487546 nChanged 49 SP:Iteration 3F (82.588415 sec): 3 clusters Score: Raw -75320.805485 + Penalty 700.831774 = -74619.973711 nChanged 35 SP:Iteration 4Q (82.590058 sec): 3 clusters Score: Raw -75348.299252 + Penalty 701.853148 = -74646.446104 nChanged 23 SP:Iteration 5Q (82.591726 sec): 3 clusters Score: Raw -75361.152038 + Penalty 703.626239 = -74657.525799 nChanged 13 SP:Iteration 6Q (82.593363 sec): 3 clusters Score: Raw -75366.713316 + Penalty 705.989826 = -74660.723490 nChanged 12 SP:Iteration 7Q (82.594957 sec): 3 clusters Score: Raw -75371.703164 + Penalty 707.314246 = -74664.388918 nChanged 9 SP:Iteration 8Q (82.596539 sec): 3 clusters Score: Raw -75375.417462 + Penalty 707.648153 = -74667.769308 nChanged 6 SP:Iteration 9Q (82.598139 sec): 3 clusters Score: Raw -75378.006489 + Penalty 708.118606 = -74669.887883 nChanged 4 SP:Iteration 10F (82.599806 sec): 3 clusters Score: Raw -75379.436608 + Penalty 709.652379 = -74669.784228 nChanged 8 SP:Iteration 11F (82.601478 sec): 3 clusters Score: Raw -75382.505545 + Penalty 710.753271 = -74671.752274 nChanged 5 SP:Iteration 12Q (82.603058 sec): 3 clusters Score: Raw -75384.263308 + Penalty 711.780791 = -74672.482517 nChanged 3 SP:Iteration 13Q (82.604634 sec): 3 clusters Score: Raw -75385.799920 + Penalty 712.088083 = -74673.711837 nChanged 1 SP:Iteration 14Q (82.606234 sec): 3 clusters Score: Raw -75386.487213 + Penalty 712.661973 = -74673.825239 nChanged 2 SP:Iteration 15Q (82.607861 sec): 3 clusters Score: Raw -75387.009123 + Penalty 713.249328 = -74673.759794 nChanged 2 SP:Iteration 16F (82.609511 sec): 3 clusters Score: Raw -75387.410125 + Penalty 713.233824 = -74674.176301 nChanged 1 SP:Iteration 17Q (82.611090 sec): 3 clusters Score: Raw -75387.814411 + Penalty 713.632758 = -74674.181653 nChanged 1 SP:Iteration 18Q (82.612840 sec): 3 clusters Score: Raw -75387.903053 + Penalty 713.632758 = -74674.270295 nChanged 0 SP:Iteration 19F (82.614682 sec): 3 clusters Score: Raw -75387.903053 + Penalty 713.632758 = -74674.270295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.615696 sec): 2 clusters Score: Raw -1630.110390 + Penalty 279.793901 = -1350.316489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.615936 sec): 3 clusters Score: Raw -1627.832988 + Penalty 536.506717 = -1091.326270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.616851 sec): 2 clusters Score: Raw -5285.768552 + Penalty 443.277594 = -4842.490958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.617168 sec): 3 clusters Score: Raw -5304.969765 + Penalty 885.684505 = -4419.285260 nChanged 3 SP:Iteration 1F (82.617480 sec): 3 clusters Score: Raw -5315.058226 + Penalty 885.927742 = -4429.130484 nChanged 1 SP:Iteration 2Q (82.617783 sec): 3 clusters Score: Raw -5320.587355 + Penalty 885.927742 = -4434.659613 nChanged 0 SP:Iteration 3F (82.618124 sec): 3 clusters Score: Raw -5320.587355 + Penalty 885.927742 = -4434.659613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.618943 sec): 2 clusters Score: Raw -1907.386274 + Penalty 287.683738 = -1619.702536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.619190 sec): 3 clusters Score: Raw -1949.275936 + Penalty 607.402230 = -1341.873705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.619955 sec): 2 clusters Score: Raw -710.516279 + Penalty 199.462697 = -511.053582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.620176 sec): 3 clusters Score: Raw -739.736556 + Penalty 398.925395 = -340.811161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.621341 sec): 2 clusters Score: Raw -15135.043717 + Penalty 668.152688 = -14466.891029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.621841 sec): 3 clusters Score: Raw -15144.094483 + Penalty 1336.554538 = -13807.539945 nChanged 21 SP:Iteration 1F (82.622332 sec): 3 clusters Score: Raw -15183.258640 + Penalty 1336.475685 = -13846.782955 nChanged 4 SP:Iteration 2Q (82.622814 sec): 3 clusters Score: Raw -15190.343753 + Penalty 1336.303662 = -13854.040091 nChanged 2 SP:Iteration 3Q (82.623289 sec): 3 clusters Score: Raw -15194.799442 + Penalty 1336.303662 = -13858.495780 nChanged 0 SP:Iteration 4F (82.623773 sec): 3 clusters Score: Raw -15194.799442 + Penalty 1336.303662 = -13858.495780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.624649 sec): 2 clusters Score: Raw -2218.801458 + Penalty 321.606130 = -1897.195327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.624907 sec): 3 clusters Score: Raw -2264.725459 + Penalty 638.875361 = -1625.850098 nChanged 1 SP:Iteration 1Q (82.625150 sec): 3 clusters Score: Raw -2269.092652 + Penalty 638.875361 = -1630.217291 nChanged 0 SP:Iteration 2F (82.625399 sec): 3 clusters Score: Raw -2269.092652 + Penalty 638.875361 = -1630.217291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.626454 sec): 2 clusters Score: Raw -10003.041709 + Penalty 342.863208 = -9660.178501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.626873 sec): 3 clusters Score: Raw -9993.775665 + Penalty 675.935945 = -9317.839721 nChanged 25 SP:Iteration 1F (82.627282 sec): 3 clusters Score: Raw -10028.821423 + Penalty 675.840412 = -9352.981011 nChanged 6 SP:Iteration 2F (82.627692 sec): 3 clusters Score: Raw -10043.557686 + Penalty 678.343955 = -9365.213731 nChanged 2 SP:Iteration 3Q (82.628093 sec): 3 clusters Score: Raw -10056.493088 + Penalty 679.685649 = -9376.807439 nChanged 1 SP:Iteration 4Q (82.628493 sec): 3 clusters Score: Raw -10058.726387 + Penalty 679.685649 = -9379.040738 nChanged 0 SP:Iteration 5F (82.628902 sec): 3 clusters Score: Raw -10058.726387 + Penalty 679.685649 = -9379.040738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.629765 sec): 2 clusters Score: Raw -2851.880791 + Penalty 341.063313 = -2510.817478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.630039 sec): 3 clusters Score: Raw -2899.151464 + Penalty 688.311779 = -2210.839684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.631212 sec): 2 clusters Score: Raw -14322.496150 + Penalty 720.831959 = -13601.664190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.631708 sec): 3 clusters Score: Raw -14369.887661 + Penalty 1441.122784 = -12928.764877 nChanged 21 SP:Iteration 1F (82.632195 sec): 3 clusters Score: Raw -14430.513125 + Penalty 1440.261684 = -12990.251441 nChanged 4 SP:Iteration 2Q (82.632674 sec): 3 clusters Score: Raw -14447.528814 + Penalty 1439.714046 = -13007.814768 nChanged 3 SP:Iteration 3Q (82.633127 sec): 3 clusters Score: Raw -14456.648871 + Penalty 1440.121582 = -13016.527289 nChanged 1 SP:Iteration 4Q (82.633578 sec): 3 clusters Score: Raw -14463.480454 + Penalty 1440.121582 = -13023.358872 nChanged 0 SP:Iteration 5F (82.634083 sec): 3 clusters Score: Raw -14463.480454 + Penalty 1440.121582 = -13023.358872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.635275 sec): 2 clusters Score: Raw -9982.374495 + Penalty 344.024822 = -9638.349673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.635697 sec): 3 clusters Score: Raw -9960.569654 + Penalty 696.438513 = -9264.131140 nChanged 22 SP:Iteration 1F (82.636112 sec): 3 clusters Score: Raw -9991.279347 + Penalty 702.076382 = -9289.202965 nChanged 6 SP:Iteration 2F (82.636528 sec): 3 clusters Score: Raw -10000.178041 + Penalty 710.975359 = -9289.202682 nChanged 4 SP:Iteration 3F (82.636943 sec): 3 clusters Score: Raw -10009.081274 + Penalty 714.040173 = -9295.041102 nChanged 1 SP:Iteration 4Q (82.637348 sec): 3 clusters Score: Raw -10009.670994 + Penalty 716.310185 = -9293.360809 nChanged 1 SP:Iteration 5F (82.637760 sec): 3 clusters Score: Raw -10010.093849 + Penalty 716.310185 = -9293.783664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.638657 sec): 2 clusters Score: Raw -2280.376040 + Penalty 290.107128 = -1990.268913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.638910 sec): 3 clusters Score: Raw -2291.963867 + Penalty 576.113070 = -1715.850797 nChanged 1 SP:Iteration 1Q (82.639154 sec): 3 clusters Score: Raw -2295.920033 + Penalty 576.113070 = -1719.806962 nChanged 0 SP:Iteration 2F (82.639401 sec): 3 clusters Score: Raw -2295.920033 + Penalty 576.113070 = -1719.806962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.640204 sec): 2 clusters Score: Raw -2130.362734 + Penalty 205.593471 = -1924.769263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.640448 sec): 3 clusters Score: Raw -2142.245806 + Penalty 412.220665 = -1730.025140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.642065 sec): 2 clusters Score: Raw -27272.266360 + Penalty 599.225963 = -26673.040397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.642865 sec): 3 clusters Score: Raw -27210.143271 + Penalty 1198.557794 = -26011.585477 nChanged 57 SP:Iteration 1F (82.643618 sec): 3 clusters Score: Raw -27269.172022 + Penalty 1198.558687 = -26070.613335 nChanged 11 SP:Iteration 2Q (82.644360 sec): 3 clusters Score: Raw -27282.071809 + Penalty 1198.297937 = -26083.773872 nChanged 5 SP:Iteration 3Q (82.645098 sec): 3 clusters Score: Raw -27288.120916 + Penalty 1198.302335 = -26089.818581 nChanged 3 SP:Iteration 4Q (82.645834 sec): 3 clusters Score: Raw -27290.362757 + Penalty 1198.346631 = -26092.016125 nChanged 2 SP:Iteration 5Q (82.646570 sec): 3 clusters Score: Raw -27292.432914 + Penalty 1198.412118 = -26094.020795 nChanged 2 SP:Iteration 6Q (82.647310 sec): 3 clusters Score: Raw -27295.215865 + Penalty 1198.341149 = -26096.874716 nChanged 2 SP:Iteration 7Q (82.648082 sec): 3 clusters Score: Raw -27296.786434 + Penalty 1198.308659 = -26098.477775 nChanged 4 SP:Iteration 8Q (82.648791 sec): 3 clusters Score: Raw -27299.918084 + Penalty 1198.327851 = -26101.590233 nChanged 1 SP:Iteration 9Q (82.649499 sec): 3 clusters Score: Raw -27301.669149 + Penalty 1198.359871 = -26103.309278 nChanged 2 SP:Iteration 10F (82.650220 sec): 3 clusters Score: Raw -27303.842297 + Penalty 1198.076828 = -26105.765470 nChanged 3 SP:Iteration 11Q (82.650931 sec): 3 clusters Score: Raw -27306.738717 + Penalty 1197.736420 = -26109.002298 nChanged 5 SP:Iteration 12Q (82.651641 sec): 3 clusters Score: Raw -27316.316716 + Penalty 1197.634068 = -26118.682648 nChanged 1 SP:Iteration 13Q (82.652348 sec): 3 clusters Score: Raw -27317.061722 + Penalty 1197.646852 = -26119.414870 nChanged 1 SP:Iteration 14Q (82.653054 sec): 3 clusters Score: Raw -27317.946475 + Penalty 1197.646852 = -26120.299623 nChanged 0 SP:Iteration 15F (82.653775 sec): 3 clusters Score: Raw -27317.946475 + Penalty 1197.646852 = -26120.299623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.655199 sec): 2 clusters Score: Raw -8733.499603 + Penalty 408.568929 = -8324.930674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.655574 sec): 3 clusters Score: Raw -8765.129734 + Penalty 836.130558 = -7928.999176 nChanged 12 SP:Iteration 1F (82.655955 sec): 3 clusters Score: Raw -8791.425378 + Penalty 841.699135 = -7949.726243 nChanged 4 SP:Iteration 2Q (82.656323 sec): 3 clusters Score: Raw -8796.348187 + Penalty 843.616473 = -7952.731714 nChanged 2 SP:Iteration 3Q (82.656712 sec): 3 clusters Score: Raw -8799.901742 + Penalty 843.616473 = -7956.285269 nChanged 0 SP:Iteration 4F (82.657086 sec): 3 clusters Score: Raw -8799.901742 + Penalty 843.616473 = -7956.285269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.658377 sec): 2 clusters Score: Raw -17036.544162 + Penalty 753.715936 = -16282.828226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.658932 sec): 3 clusters Score: Raw -17060.827229 + Penalty 1507.496675 = -15553.330554 nChanged 31 SP:Iteration 1F (82.659480 sec): 3 clusters Score: Raw -17113.280721 + Penalty 1507.467673 = -15605.813048 nChanged 2 SP:Iteration 2Q (82.660014 sec): 3 clusters Score: Raw -17117.212057 + Penalty 1507.467673 = -15609.744383 nChanged 0 SP:Iteration 3F (82.660550 sec): 3 clusters Score: Raw -17117.212057 + Penalty 1507.467673 = -15609.744383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.661421 sec): 2 clusters Score: Raw -554.913380 + Penalty 147.083850 = -407.829529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.661643 sec): 3 clusters Score: Raw -550.379193 + Penalty 147.083850 = -403.295343 nChanged 1 SP:Iteration 1F (82.661846 sec): 2 clusters Score: Raw -554.913380 + Penalty 147.083850 = -407.829529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.662628 sec): 2 clusters Score: Raw -1356.926656 + Penalty 198.658171 = -1158.268485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.662863 sec): 3 clusters Score: Raw -1363.843572 + Penalty 390.701626 = -973.141946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.663834 sec): 2 clusters Score: Raw -7263.604568 + Penalty 484.644360 = -6778.960208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.664228 sec): 3 clusters Score: Raw -7299.707710 + Penalty 971.730063 = -6327.977647 nChanged 6 SP:Iteration 1F (82.664593 sec): 3 clusters Score: Raw -7314.286083 + Penalty 973.222498 = -6341.063585 nChanged 1 SP:Iteration 2Q (82.664943 sec): 3 clusters Score: Raw -7318.106329 + Penalty 973.117358 = -6344.988972 nChanged 1 SP:Iteration 3Q (82.665293 sec): 3 clusters Score: Raw -7322.053787 + Penalty 973.117358 = -6348.936429 nChanged 0 SP:Iteration 4F (82.665656 sec): 3 clusters Score: Raw -7322.053787 + Penalty 973.117358 = -6348.936429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.666446 sec): 2 clusters Score: Raw -559.881642 + Penalty 157.182300 = -402.699343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.666663 sec): 3 clusters Score: Raw -558.386124 + Penalty 315.507251 = -242.878872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.667418 sec): 2 clusters Score: Raw -531.468151 + Penalty 102.448795 = -429.019356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.667636 sec): 3 clusters Score: Raw -535.044122 + Penalty 186.644145 = -348.399977 nChanged 1 SP:Iteration 1F (82.667843 sec): 3 clusters Score: Raw -538.581740 + Penalty 186.644145 = -351.937595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.668573 sec): 2 clusters Score: Raw -78.216961 + Penalty 0.000000 = -78.216961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.668756 sec): 2 clusters Score: Raw -78.216961 + Penalty 0.000000 = -78.216961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.669528 sec): 2 clusters Score: Raw -1378.866061 + Penalty 289.409363 = -1089.456699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.669763 sec): 3 clusters Score: Raw -1402.227726 + Penalty 575.598182 = -826.629544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.670520 sec): 2 clusters Score: Raw -465.425094 + Penalty 152.566362 = -312.858732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.670734 sec): 3 clusters Score: Raw -462.393079 + Penalty 300.562551 = -161.830529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.671534 sec): 2 clusters Score: Raw -2318.848133 + Penalty 345.893501 = -1972.954631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.671788 sec): 3 clusters Score: Raw -2365.162287 + Penalty 689.938639 = -1675.223648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.672545 sec): 2 clusters Score: Raw -454.113891 + Penalty 79.289304 = -374.824588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.672757 sec): 3 clusters Score: Raw -444.763641 + Penalty 151.664581 = -293.099059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.673511 sec): 2 clusters Score: Raw -647.514391 + Penalty 171.717873 = -475.796518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.673731 sec): 3 clusters Score: Raw -645.415161 + Penalty 339.709556 = -305.705605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.674493 sec): 2 clusters Score: Raw -276.680546 + Penalty 99.653421 = -177.027125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.674687 sec): 2 clusters Score: Raw -276.680546 + Penalty 99.653421 = -177.027125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.675437 sec): 2 clusters Score: Raw -279.804041 + Penalty 97.447290 = -182.356751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.675645 sec): 3 clusters Score: Raw -271.738892 + Penalty 189.564517 = -82.174375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.676404 sec): 2 clusters Score: Raw -856.872657 + Penalty 226.557080 = -630.315577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.676630 sec): 3 clusters Score: Raw -857.577714 + Penalty 446.710144 = -410.867570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.677542 sec): 2 clusters Score: Raw -5678.060798 + Penalty 442.540846 = -5235.519953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.677861 sec): 3 clusters Score: Raw -5689.300566 + Penalty 888.589141 = -4800.711425 nChanged 3 SP:Iteration 1Q (82.678171 sec): 3 clusters Score: Raw -5701.424256 + Penalty 888.589141 = -4812.835115 nChanged 0 SP:Iteration 2F (82.678486 sec): 3 clusters Score: Raw -5701.424256 + Penalty 888.589141 = -4812.835115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.679241 sec): 2 clusters Score: Raw -87.101384 + Penalty 0.000000 = -87.101384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.679429 sec): 2 clusters Score: Raw -87.101384 + Penalty 0.000000 = -87.101384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.680184 sec): 2 clusters Score: Raw -652.868973 + Penalty 186.816319 = -466.052655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.680403 sec): 3 clusters Score: Raw -656.127369 + Penalty 375.866178 = -280.261191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.681136 sec): 2 clusters Score: Raw -328.138181 + Penalty 6.931472 = -321.206709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.681324 sec): 3 clusters Score: Raw -329.936813 + Penalty 13.862944 = -316.073869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.682075 sec): 2 clusters Score: Raw -456.571635 + Penalty 125.299839 = -331.271796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.682286 sec): 3 clusters Score: Raw -450.219195 + Penalty 281.046421 = -169.172774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.683030 sec): 2 clusters Score: Raw -378.326196 + Penalty 142.619338 = -235.706857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.683244 sec): 3 clusters Score: Raw -374.385532 + Penalty 285.238677 = -89.146855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.684023 sec): 2 clusters Score: Raw -1539.770393 + Penalty 264.961945 = -1274.808448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.684281 sec): 3 clusters Score: Raw -1556.504833 + Penalty 533.173483 = -1023.331349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.685045 sec): 2 clusters Score: Raw -741.677713 + Penalty 188.073855 = -553.603858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.685267 sec): 3 clusters Score: Raw -738.585365 + Penalty 373.117066 = -365.468299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.686020 sec): 2 clusters Score: Raw -481.804158 + Penalty 162.824040 = -318.980118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.686236 sec): 3 clusters Score: Raw -475.483069 + Penalty 326.631117 = -148.851952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.687112 sec): 2 clusters Score: Raw -3878.400547 + Penalty 398.106694 = -3480.293853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.687395 sec): 3 clusters Score: Raw -3898.967308 + Penalty 815.403897 = -3083.563411 nChanged 1 SP:Iteration 1Q (82.687668 sec): 3 clusters Score: Raw -3902.842576 + Penalty 815.403897 = -3087.438679 nChanged 0 SP:Iteration 2F (82.687946 sec): 3 clusters Score: Raw -3902.842576 + Penalty 815.403897 = -3087.438679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.688781 sec): 2 clusters Score: Raw -1175.513973 + Penalty 279.447340 = -896.066632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.689012 sec): 3 clusters Score: Raw -1219.062954 + Penalty 542.776209 = -676.286745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.689764 sec): 2 clusters Score: Raw -276.096074 + Penalty 95.958875 = -180.137198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.689975 sec): 3 clusters Score: Raw -270.258536 + Penalty 197.459054 = -72.799481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.690793 sec): 2 clusters Score: Raw -2912.361353 + Penalty 305.082397 = -2607.278956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.691061 sec): 3 clusters Score: Raw -2928.070498 + Penalty 609.782869 = -2318.287628 nChanged 1 SP:Iteration 1Q (82.691321 sec): 3 clusters Score: Raw -2930.337927 + Penalty 610.079246 = -2320.258682 nChanged 1 SP:Iteration 2Q (82.691580 sec): 3 clusters Score: Raw -2932.758994 + Penalty 610.079246 = -2322.679748 nChanged 0 SP:Iteration 3F (82.691844 sec): 3 clusters Score: Raw -2932.758994 + Penalty 610.079246 = -2322.679748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.692648 sec): 2 clusters Score: Raw -1604.078171 + Penalty 267.834313 = -1336.243858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.692887 sec): 3 clusters Score: Raw -1638.127440 + Penalty 530.114597 = -1108.012842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.693661 sec): 2 clusters Score: Raw -1135.348579 + Penalty 218.859015 = -916.489564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.693888 sec): 3 clusters Score: Raw -1130.917789 + Penalty 420.450936 = -710.466852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.694673 sec): 2 clusters Score: Raw -836.424976 + Penalty 197.859819 = -638.565157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.694896 sec): 3 clusters Score: Raw -841.465589 + Penalty 406.574165 = -434.891423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.695648 sec): 2 clusters Score: Raw -582.433896 + Penalty 157.063927 = -425.369969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.695866 sec): 3 clusters Score: Raw -573.005715 + Penalty 314.127854 = -258.877860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.696598 sec): 2 clusters Score: Raw -248.848709 + Penalty 6.174230 = -242.674479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.696786 sec): 3 clusters Score: Raw -247.846254 + Penalty 13.029629 = -234.816625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.697522 sec): 2 clusters Score: Raw -157.137072 + Penalty 13.551035 = -143.586037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.697706 sec): 2 clusters Score: Raw -157.137072 + Penalty 13.551035 = -143.586037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.698456 sec): 2 clusters Score: Raw -593.623682 + Penalty 173.606474 = -420.017208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.698674 sec): 3 clusters Score: Raw -580.803709 + Penalty 347.212948 = -233.590761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.699415 sec): 2 clusters Score: Raw -279.827892 + Penalty 98.572240 = -181.255652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.699626 sec): 3 clusters Score: Raw -273.769487 + Penalty 190.688226 = -83.081261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.700387 sec): 2 clusters Score: Raw -843.187709 + Penalty 225.097335 = -618.090374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.700613 sec): 3 clusters Score: Raw -849.334486 + Penalty 450.301277 = -399.033209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.701362 sec): 2 clusters Score: Raw -372.693703 + Penalty 115.522767 = -257.170936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.701571 sec): 3 clusters Score: Raw -367.979334 + Penalty 211.242603 = -156.736731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.702349 sec): 2 clusters Score: Raw -1226.553276 + Penalty 259.355000 = -967.198276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.702579 sec): 3 clusters Score: Raw -1235.899145 + Penalty 523.213389 = -712.685756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.703334 sec): 2 clusters Score: Raw -569.595975 + Penalty 142.607075 = -426.988900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.703546 sec): 3 clusters Score: Raw -561.051002 + Penalty 298.655841 = -262.395161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.704336 sec): 2 clusters Score: Raw -1134.301468 + Penalty 160.056532 = -974.244936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.704566 sec): 3 clusters Score: Raw -1141.365553 + Penalty 324.301595 = -817.063957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.705322 sec): 2 clusters Score: Raw -480.541196 + Penalty 127.596734 = -352.944461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.705537 sec): 3 clusters Score: Raw -471.155463 + Penalty 127.596734 = -343.558728 nChanged 1 SP:Iteration 1F (82.705730 sec): 2 clusters Score: Raw -480.541196 + Penalty 127.596734 = -352.944461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.706936 sec): 2 clusters Score: Raw -14728.812538 + Penalty 231.242240 = -14497.570297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.707476 sec): 3 clusters Score: Raw -14665.123855 + Penalty 458.908534 = -14206.215320 nChanged 48 SP:Iteration 1F (82.707994 sec): 3 clusters Score: Raw -14722.141602 + Penalty 461.018662 = -14261.122940 nChanged 17 SP:Iteration 2F (82.708512 sec): 3 clusters Score: Raw -14744.435770 + Penalty 458.727407 = -14285.708363 nChanged 6 SP:Iteration 3Q (82.709055 sec): 3 clusters Score: Raw -14751.860601 + Penalty 461.139279 = -14290.721322 nChanged 2 SP:Iteration 4Q (82.709577 sec): 3 clusters Score: Raw -14753.855271 + Penalty 459.167584 = -14294.687687 nChanged 3 SP:Iteration 5Q (82.710111 sec): 3 clusters Score: Raw -14759.855545 + Penalty 457.698566 = -14302.156979 nChanged 2 SP:Iteration 6Q (82.710631 sec): 3 clusters Score: Raw -14764.005658 + Penalty 457.714084 = -14306.291575 nChanged 1 SP:Iteration 7Q (82.711146 sec): 3 clusters Score: Raw -14764.399254 + Penalty 457.714084 = -14306.685171 nChanged 0 SP:Iteration 8F (82.711674 sec): 3 clusters Score: Raw -14764.399254 + Penalty 457.714084 = -14306.685171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.712522 sec): 2 clusters Score: Raw -455.985414 + Penalty 80.187115 = -375.798299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.712730 sec): 3 clusters Score: Raw -451.126324 + Penalty 160.198110 = -290.928214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 208 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.713510 sec): 2 clusters Score: Raw -770.355581 + Penalty 221.289660 = -549.065921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.713732 sec): 3 clusters Score: Raw -765.957930 + Penalty 453.119243 = -312.838687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.714498 sec): 2 clusters Score: Raw -459.306703 + Penalty 145.495046 = -313.811657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.714697 sec): 2 clusters Score: Raw -459.306703 + Penalty 145.495046 = -313.811657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.715439 sec): 2 clusters Score: Raw -185.081172 + Penalty 55.224337 = -129.856835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.715629 sec): 2 clusters Score: Raw -185.081172 + Penalty 55.224337 = -129.856835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.716384 sec): 2 clusters Score: Raw -84.535676 + Penalty 0.000000 = -84.535676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.716569 sec): 2 clusters Score: Raw -84.535676 + Penalty 0.000000 = -84.535676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.717304 sec): 2 clusters Score: Raw -90.053791 + Penalty 0.000000 = -90.053791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.717494 sec): 2 clusters Score: Raw -90.053791 + Penalty 0.000000 = -90.053791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.718228 sec): 2 clusters Score: Raw -86.871288 + Penalty 0.000000 = -86.871288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.718416 sec): 2 clusters Score: Raw -86.871288 + Penalty 0.000000 = -86.871288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.719236 sec): 2 clusters Score: Raw -2612.017370 + Penalty 96.587882 = -2515.429488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.719512 sec): 3 clusters Score: Raw -2645.618659 + Penalty 198.272777 = -2447.345882 nChanged 4 SP:Iteration 1F (82.719783 sec): 3 clusters Score: Raw -2650.330307 + Penalty 214.159266 = -2436.171041 nChanged 3 SP:Iteration 2F (82.720053 sec): 3 clusters Score: Raw -2659.226354 + Penalty 222.818821 = -2436.407533 nChanged 1 SP:Iteration 3Q (82.720314 sec): 3 clusters Score: Raw -2663.346420 + Penalty 233.849279 = -2429.497141 nChanged 1 SP:Iteration 4F (82.720588 sec): 3 clusters Score: Raw -2671.405146 + Penalty 247.962053 = -2423.443093 nChanged 1 SP:Iteration 5F (82.720857 sec): 3 clusters Score: Raw -2686.096423 + Penalty 247.962053 = -2438.134369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.721598 sec): 2 clusters Score: Raw -85.297950 + Penalty 0.000000 = -85.297950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.721783 sec): 2 clusters Score: Raw -85.297950 + Penalty 0.000000 = -85.297950 nChanged 0 Deleting Class 208 (8 points): Lose 73.934064 but Gain 1123.110323 Iteration 119Q (82.940434 sec): 110 clusters Score: Raw -3233715.077066 + Penalty 96330.142997 = -3137384.934069 nChanged 16 Deleting Class 165 (9 points): Lose 35.903922 but Gain 1081.194725 Iteration 120F (84.896271 sec): 109 clusters Score: Raw -3233704.666914 + Penalty 95256.110622 = -3138448.556292 nChanged 13 Deleting Class 116 (5 points): Lose 27.844963 but Gain 1067.707547 Iteration 121Q (85.098021 sec): 108 clusters Score: Raw -3233692.847446 + Penalty 94193.476430 = -3139499.371017 nChanged 8 Deleting Class 92 (25 points): Lose 97.193324 but Gain 1134.086530 Iteration 122Q (85.301184 sec): 107 clusters Score: Raw -3233604.119583 + Penalty 93095.602530 = -3140508.517052 nChanged 26 Deleting Class 100 (9 points): Lose 57.167614 but Gain 1088.206218 Iteration 123Q (85.504801 sec): 106 clusters Score: Raw -3233593.230693 + Penalty 92026.159388 = -3141567.071305 nChanged 18 Deleting Class 25 (129 points): Lose 451.162477 but Gain 1479.302540 Iteration 124Q (85.705138 sec): 105 clusters Score: Raw -3233162.308122 + Penalty 90678.088959 = -3142484.219163 nChanged 135 Deleting Class 125 (13 points): Lose 132.710022 but Gain 1149.818253 Iteration 125Q (85.909646 sec): 104 clusters Score: Raw -3233293.743561 + Penalty 89559.178637 = -3143734.564924 nChanged 54 Deleting Class 173 (13 points): Lose 52.879573 but Gain 1067.146004 Iteration 126Q (86.111201 sec): 103 clusters Score: Raw -3233307.558220 + Penalty 88580.412436 = -3144727.145784 nChanged 39 Deleting Class 50 (17 points): Lose 43.328078 but Gain 1042.238179 Iteration 127Q (86.309927 sec): 102 clusters Score: Raw -3233310.373356 + Penalty 87549.351633 = -3145761.021723 nChanged 36 Deleting Class 155 (6 points): Lose 24.198516 but Gain 1022.572765 Iteration 128Q (86.511742 sec): 101 clusters Score: Raw -3233311.327710 + Penalty 86535.507565 = -3146775.820145 nChanged 25 Deleting Class 103 (7 points): Lose 16.825809 but Gain 1013.211334 Iteration 129Q (86.708018 sec): 100 clusters Score: Raw -3233307.805220 + Penalty 85534.984599 = -3147772.820621 nChanged 28 Deleting Class 44 (20 points): Lose 121.682373 but Gain 1116.544249 Iteration 130F (88.454670 sec): 99 clusters Score: Raw -3233201.377950 + Penalty 84452.487104 = -3148748.890846 nChanged 36 Deleting Class 117 (41 points): Lose 136.578735 but Gain 1131.398599 Iteration 131Q (88.648966 sec): 98 clusters Score: Raw -3233115.089611 + Penalty 83335.938517 = -3149779.151094 nChanged 57 Deleting Class 89 (15 points): Lose 136.873720 but Gain 1127.882554 Iteration 132Q (88.843921 sec): 97 clusters Score: Raw -3233044.671023 + Penalty 82306.523162 = -3150738.147862 nChanged 32 Deleting Class 60 (23 points): Lose 90.417877 but Gain 1077.165811 Iteration 133Q (89.036954 sec): 96 clusters Score: Raw -3233017.223216 + Penalty 81312.675668 = -3151704.547548 nChanged 37 Deleting Class 51 (60 points): Lose 180.539869 but Gain 1156.672441 Iteration 134Q (89.227724 sec): 95 clusters Score: Raw -3232887.818561 + Penalty 80184.583307 = -3152703.235254 nChanged 84 Deleting Class 111 (19 points): Lose 67.512659 but Gain 1037.371845 Iteration 135Q (89.423003 sec): 94 clusters Score: Raw -3232936.703354 + Penalty 79151.369311 = -3153785.334043 nChanged 50 Deleting Class 48 (100 points): Lose 393.498138 but Gain 1362.883911 Iteration 136Q (89.613593 sec): 93 clusters Score: Raw -3232591.438372 + Penalty 77905.899141 = -3154685.539231 nChanged 122 Deleting Class 90 (5 points): Lose 33.573998 but Gain 1000.443521 Iteration 137Q (89.806267 sec): 92 clusters Score: Raw -3232788.576911 + Penalty 76917.954405 = -3155870.622506 nChanged 42 Deleting Class 233 (1 points): Lose 47.557958 but Gain 1009.819252 Iteration 138Q (89.994284 sec): 91 clusters Score: Raw -3232798.034810 + Penalty 75924.574491 = -3156873.460319 nChanged 25 Deleting Class 108 (4 points): Lose 130.125831 but Gain 1085.752840 Iteration 139Q (90.180853 sec): 90 clusters Score: Raw -3232702.969400 + Penalty 74863.149275 = -3157839.820125 nChanged 25 Deleting Class 8 (62 points): Lose 206.413638 but Gain 1164.454352 Iteration 140F (91.761213 sec): 89 clusters Score: Raw -3232538.036969 + Penalty 73766.646131 = -3158771.390838 nChanged 77 Deleting Class 135 (12 points): Lose 60.102099 but Gain 1015.785308 Iteration 141Q (91.948033 sec): 88 clusters Score: Raw -3232600.000348 + Penalty 72780.844257 = -3159819.156091 nChanged 36 Deleting Class 229 (1 points): Lose 9.327075 but Gain 958.837889 Iteration 142Q (92.131440 sec): 87 clusters Score: Raw -3232623.715342 + Penalty 71855.159554 = -3160768.555787 nChanged 22 Deleting Class 98 (3 points): Lose 9.389851 but Gain 957.317002 Iteration 143Q (92.315826 sec): 86 clusters Score: Raw -3232631.544754 + Penalty 70913.550030 = -3161717.994724 nChanged 20 Deleting Class 24 (6 points): Lose 31.180247 but Gain 965.536880 Iteration 144Q (92.499320 sec): 85 clusters Score: Raw -3232614.627669 + Penalty 69966.842779 = -3162647.784891 nChanged 18 Deleting Class 157 (3 points): Lose 16.783422 but Gain 946.930680 Iteration 145Q (92.682320 sec): 84 clusters Score: Raw -3232615.651171 + Penalty 69021.005573 = -3163594.645598 nChanged 15 Deleting Class 115 (9 points): Lose 42.524049 but Gain 964.103154 Iteration 146Q (92.863918 sec): 83 clusters Score: Raw -3232581.551783 + Penalty 68064.745846 = -3164516.805937 nChanged 24 Deleting Class 211 (5 points): Lose 35.665691 but Gain 954.073846 Iteration 147Q (93.044375 sec): 82 clusters Score: Raw -3232561.240211 + Penalty 67110.275458 = -3165450.964753 nChanged 12 Deleting Class 38 (62 points): Lose 187.179509 but Gain 1103.259921 Iteration 148Q (93.223395 sec): 81 clusters Score: Raw -3232380.973314 + Penalty 66040.454953 = -3166340.518361 nChanged 70 Deleting Class 136 (6 points): Lose 13.113972 but Gain 925.134245 Iteration 149Q (93.408535 sec): 80 clusters Score: Raw -3232479.825677 + Penalty 65149.879532 = -3167329.946145 nChanged 31 Deleting Class 130 (3 points): Lose 13.029857 but Gain 921.825484 Iteration 150F (94.802178 sec): 79 clusters Score: Raw -3232494.274323 + Penalty 64245.896329 = -3168248.377993 nChanged 18 Deleting Class 69 (28 points): Lose 80.798935 but Gain 982.894900 Iteration 151Q (94.984118 sec): 78 clusters Score: Raw -3232435.267416 + Penalty 63268.149561 = -3169167.117854 nChanged 42 Deleting Class 132 (16 points): Lose 94.276724 but Gain 996.624454 Iteration 152Q (95.166204 sec): 77 clusters Score: Raw -3232389.393141 + Penalty 62289.343407 = -3170100.049735 nChanged 32 Deleting Class 82 (6 points): Lose 32.822323 but Gain 925.831480 Iteration 153Q (95.347128 sec): 76 clusters Score: Raw -3232398.558826 + Penalty 61368.385222 = -3171030.173604 nChanged 26 Deleting Class 37 (62 points): Lose 154.738587 but Gain 1045.190718 Iteration 154Q (95.526781 sec): 75 clusters Score: Raw -3232266.015091 + Penalty 60337.855846 = -3171928.159245 nChanged 74 Deleting Class 134 (14 points): Lose 42.298482 but Gain 930.379747 Iteration 155Q (95.710408 sec): 74 clusters Score: Raw -3232299.324961 + Penalty 59409.731069 = -3172889.593892 nChanged 30 Deleting Class 64 (34 points): Lose 168.355450 but Gain 1050.325376 Iteration 156Q (95.889621 sec): 73 clusters Score: Raw -3232152.045307 + Penalty 58402.127473 = -3173749.917834 nChanged 45 Deleting Class 101 (59 points): Lose 308.861423 but Gain 1188.522185 Iteration 157Q (96.066340 sec): 72 clusters Score: Raw -3231900.833233 + Penalty 57241.956617 = -3174658.876617 nChanged 74 Deleting Class 166 (4 points): Lose 6.442690 but Gain 879.468195 Iteration 158Q (96.245090 sec): 71 clusters Score: Raw -3232000.421688 + Penalty 56354.076821 = -3175646.344867 nChanged 34 Deleting Class 97 (6 points): Lose 32.609699 but Gain 896.480116 Iteration 159Q (96.423125 sec): 70 clusters Score: Raw -3231982.240518 + Penalty 55461.294091 = -3176520.946427 nChanged 18 Deleting Class 131 (31 points): Lose 90.722964 but Gain 937.619195 Iteration 160F (97.641948 sec): 69 clusters Score: Raw -3231904.151192 + Penalty 54530.532291 = -3177373.618901 nChanged 44 Deleting Class 78 (6 points): Lose 21.083049 but Gain 866.349832 Iteration 161Q (97.817456 sec): 68 clusters Score: Raw -3231928.145057 + Penalty 53682.246646 = -3178245.898412 nChanged 21 Deleting Class 99 (3 points): Lose 95.729598 but Gain 936.123885 Iteration 162Q (97.993245 sec): 67 clusters Score: Raw -3231845.375783 + Penalty 52770.460884 = -3179074.914899 nChanged 14 Deleting Class 102 (1 points): Lose 10.749910 but Gain 845.954603 Iteration 163Q (98.167677 sec): 66 clusters Score: Raw -3231860.679591 + Penalty 51967.014060 = -3179893.665531 nChanged 14 Deleting Class 176 (7 points): Lose 45.215914 but Gain 875.614868 Iteration 164Q (98.338211 sec): 65 clusters Score: Raw -3231835.201770 + Penalty 51092.466747 = -3180742.735023 nChanged 19 Deleting Class 57 (8 points): Lose 183.692877 but Gain 1012.332047 Iteration 165Q (98.509955 sec): 64 clusters Score: Raw -3231662.300698 + Penalty 50078.657117 = -3181583.643581 nChanged 14 Deleting Class 191 (5 points): Lose 14.075609 but Gain 836.706890 Iteration 166Q (98.679247 sec): 63 clusters Score: Raw -3231748.367586 + Penalty 49260.415965 = -3182487.951621 nChanged 9 Deleting Class 107 (5 points): Lose 15.245916 but Gain 821.645155 Iteration 167Q (98.846031 sec): 62 clusters Score: Raw -3231752.224283 + Penalty 48438.845497 = -3183313.378786 nChanged 12 Deleting Class 17 (29 points): Lose 135.021920 but Gain 940.840871 Iteration 168Q (99.012766 sec): 61 clusters Score: Raw -3231624.030070 + Penalty 47507.576673 = -3184116.453396 nChanged 32 Deleting Class 29 (93 points): Lose 259.317660 but Gain 1055.490292 Iteration 169Q (99.180871 sec): 60 clusters Score: Raw -3231413.149463 + Penalty 46468.253037 = -3184944.896426 nChanged 97 Deleting Class 46 (3 points): Lose 19.789860 but Gain 808.730771 Iteration 170F (100.241008 sec): 59 clusters Score: Raw -3231539.804679 + Penalty 45690.817594 = -3185848.987085 nChanged 26 Deleting Class 52 (28 points): Lose 185.836407 but Gain 969.721723 Iteration 171Q (100.404916 sec): 58 clusters Score: Raw -3231380.671189 + Penalty 44730.856070 = -3186649.815119 nChanged 47 Deleting Class 42 (114 points): Lose 330.285072 but Gain 1108.340346 Iteration 172Q (100.569087 sec): 57 clusters Score: Raw -3231145.451640 + Penalty 43666.852928 = -3187478.598712 nChanged 147 Deleting Class 2 (156 points): Lose 726.495076 but Gain 1489.930519 Iteration 173Q (100.730874 sec): 56 clusters Score: Raw -3230647.113498 + Penalty 42354.018065 = -3188293.095433 nChanged 209 Deleting Class 79 (15 points): Lose 61.566069 but Gain 774.208143 Iteration 174Q (100.893260 sec): 55 clusters Score: Raw -3231073.195458 + Penalty 41617.219071 = -3189455.976387 nChanged 93 Deleting Class 215 (3 points): Lose 113.719998 but Gain 815.636668 Iteration 175Q (101.053556 sec): 54 clusters Score: Raw -3231029.418519 + Penalty 40830.781720 = -3190198.636798 nChanged 48 Deleting Class 28 (14 points): Lose 745.124076 but Gain 1440.329085 Iteration 176Q (101.209806 sec): 53 clusters Score: Raw -3230326.651558 + Penalty 39428.515966 = -3190898.135592 nChanged 55 Deleting Class 65 (165 points): Lose 851.715537 but Gain 1515.174821 Iteration 177Q (101.363811 sec): 52 clusters Score: Raw -3229615.748434 + Penalty 38089.188007 = -3191526.560427 nChanged 200 Deleting Class 72 (23 points): Lose 80.693562 but Gain 692.008337 Iteration 178Q (101.520365 sec): 51 clusters Score: Raw -3230103.926365 + Penalty 37435.412826 = -3192668.513539 nChanged 93 Deleting Class 30 (156 points): Lose 394.281883 but Gain 977.092721 Iteration 179Q (101.672878 sec): 50 clusters Score: Raw -3229791.756530 + Penalty 36487.430659 = -3193304.325871 nChanged 212 Deleting Class 5 (114 points): Lose 523.706926 but Gain 1099.686691 Iteration 180F (102.542018 sec): 49 clusters Score: Raw -3229593.729249 + Penalty 35612.606216 = -3193981.123032 nChanged 187 Deleting Class 183 (20 points): Lose 100.401141 but Gain 663.224536 Iteration 181Q (102.696180 sec): 48 clusters Score: Raw -3229817.479908 + Penalty 34981.490621 = -3194835.989287 nChanged 134 Deleting Class 84 (6 points): Lose 61.904307 but Gain 603.441479 Iteration 182Q (102.853470 sec): 47 clusters Score: Raw -3229862.598174 + Penalty 34389.503431 = -3195473.094743 nChanged 95 Deleting Class 94 (4 points): Lose 13.578207 but Gain 522.833859 Iteration 183Q (103.006721 sec): 46 clusters Score: Raw -3229908.093265 + Penalty 33898.939110 = -3196009.154155 nChanged 71 Deleting Class 14 (226 points): Lose 720.305891 but Gain 1223.678177 Iteration 184Q (103.157988 sec): 45 clusters Score: Raw -3229233.096703 + Penalty 32839.157576 = -3196393.939127 nChanged 262 Deleting Class 32 (75 points): Lose 254.731510 but Gain 767.228648 Iteration 185Q (103.310864 sec): 44 clusters Score: Raw -3229453.439279 + Penalty 32067.619614 = -3197385.819664 nChanged 158 Deleting Class 76 (131 points): Lose 569.960555 but Gain 1040.757701 Iteration 186Q (103.461533 sec): 43 clusters Score: Raw -3229035.549569 + Penalty 31045.198313 = -3197990.351256 nChanged 190 Deleting Class 197 (5 points): Lose 56.477559 but Gain 525.821543 Iteration 187Q (103.608076 sec): 42 clusters Score: Raw -3229241.957707 + Penalty 30530.437193 = -3198711.520514 nChanged 85 Deleting Class 59 (342 points): Lose 982.496454 but Gain 1376.500343 Iteration 188Q (103.751440 sec): 41 clusters Score: Raw -3228303.200690 + Penalty 29321.237922 = -3198981.962768 nChanged 397 Deleting Class 7 (101 points): Lose 184.242875 but Gain 578.251432 Iteration 189Q (103.900663 sec): 40 clusters Score: Raw -3228684.092205 + Penalty 28717.046132 = -3199967.046073 nChanged 244 Deleting Class 22 (123 points): Lose 240.346723 but Gain 587.767242 Iteration 190F (104.599076 sec): 39 clusters Score: Raw -3228618.003267 + Penalty 28105.012444 = -3200512.990822 nChanged 225 Deleting Class 225 (1 points): Lose 14.874442 but Gain 356.469985 Iteration 191Q (104.743839 sec): 38 clusters Score: Raw -3228813.530623 + Penalty 27734.009742 = -3201079.520880 nChanged 102 Deleting Class 87 (1 points): Lose 62.204122 but Gain 385.914367 Iteration 192Q (104.884091 sec): 37 clusters Score: Raw -3228793.911544 + Penalty 27326.149243 = -3201467.762301 nChanged 76 Deleting Class 35 (165 points): Lose 868.777075 but Gain 1177.885724 Iteration 193Q (105.022690 sec): 36 clusters Score: Raw -3227971.154123 + Penalty 26328.040799 = -3201643.113325 nChanged 220 Deleting Class 21 (119 points): Lose 527.699437 but Gain 807.700410 Iteration 194Q (105.162323 sec): 35 clusters Score: Raw -3227998.883709 + Penalty 25528.830476 = -3202470.053233 nChanged 198 Deleting Class 240 (1 points): Lose 14.567423 but Gain 286.903250 Iteration 195Q (105.303601 sec): 34 clusters Score: Raw -3228282.476573 + Penalty 25233.869461 = -3203048.607112 nChanged 89 Deleting Class 19 (282 points): Lose 558.433914 but Gain 749.137545 Iteration 196Q (105.443542 sec): 33 clusters Score: Raw -3227772.791004 + Penalty 24514.022886 = -3203258.768119 nChanged 338 Deleting Class 20 (251 points): Lose 844.957768 but Gain 1020.209453 Iteration 197Q (105.585273 sec): 32 clusters Score: Raw -3227288.818015 + Penalty 23507.899513 = -3203780.918502 nChanged 320 Deleting Class 26 (298 points): Lose 376.976942 but Gain 505.943236 Iteration 198Q (105.723895 sec): 31 clusters Score: Raw -3227408.424115 + Penalty 22970.963485 = -3204437.460630 nChanged 414 Deleting Class 142 (2 points): Lose 119.297365 but Gain 206.326508 Iteration 199Q (105.861638 sec): 30 clusters Score: Raw -3227724.830688 + Penalty 22606.467619 = -3205118.363069 nChanged 108 Iteration 200F (106.410656 sec): 30 clusters Score: Raw -3227800.305212 + Penalty 22770.963585 = -3205029.341627 nChanged 83 Iteration 201F (106.950034 sec): 30 clusters Score: Raw -3227885.197118 + Penalty 22763.627775 = -3205121.569343 nChanged 61 Iteration 202Q (107.083562 sec): 30 clusters Score: Raw -3227919.777127 + Penalty 22759.372994 = -3205160.404133 nChanged 49 Iteration 203Q (107.216657 sec): 30 clusters Score: Raw -3227934.994016 + Penalty 22757.132649 = -3205177.861367 nChanged 36 Iteration 204Q (107.349160 sec): 30 clusters Score: Raw -3227942.597004 + Penalty 22755.276526 = -3205187.320478 nChanged 34 Iteration 205Q (107.482368 sec): 30 clusters Score: Raw -3227950.937686 + Penalty 22752.337890 = -3205198.599796 nChanged 39 Iteration 206Q (107.616469 sec): 30 clusters Score: Raw -3227965.720563 + Penalty 22757.427031 = -3205208.293532 nChanged 42 Iteration 207Q (107.751813 sec): 30 clusters Score: Raw -3227985.997111 + Penalty 22761.485760 = -3205224.511351 nChanged 58 Deleting Class 75 (241 points): Lose 1285.018308 but Gain 1297.487468 Iteration 208Q (107.885051 sec): 29 clusters Score: Raw -3226735.156947 + Penalty 21599.032708 = -3205136.124238 nChanged 290 Iteration 209F (108.410000 sec): 29 clusters Score: Raw -3227650.178531 + Penalty 21594.515275 = -3206055.663256 nChanged 81 Iteration 210F (108.934383 sec): 29 clusters Score: Raw -3227711.832829 + Penalty 21592.796336 = -3206119.036494 nChanged 66 Iteration 211Q (109.063960 sec): 29 clusters Score: Raw -3227754.854803 + Penalty 21586.438400 = -3206168.416403 nChanged 58 Iteration 212Q (109.194652 sec): 29 clusters Score: Raw -3227777.665109 + Penalty 21587.381495 = -3206190.283615 nChanged 55 Iteration 213Q (109.324149 sec): 29 clusters Score: Raw -3227791.640011 + Penalty 21582.604962 = -3206209.035049 nChanged 47 Iteration 214Q (109.455843 sec): 29 clusters Score: Raw -3227798.814962 + Penalty 21582.273395 = -3206216.541567 nChanged 34 Iteration 215Q (109.587794 sec): 29 clusters Score: Raw -3227802.840392 + Penalty 21578.044946 = -3206224.795445 nChanged 23 Iteration 216Q (109.718170 sec): 29 clusters Score: Raw -3227805.894613 + Penalty 21574.955624 = -3206230.938989 nChanged 17 Iteration 217Q (109.848297 sec): 29 clusters Score: Raw -3227807.972845 + Penalty 21572.953932 = -3206235.018913 nChanged 14 Iteration 218Q (109.979237 sec): 29 clusters Score: Raw -3227810.382221 + Penalty 21571.771624 = -3206238.610597 nChanged 8 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3227810.382221 + Penalty 21571.771624 = -3206238.610597Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 1 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.100484 sec): 2 clusters Score: Raw -51315.670898 + Penalty 790.343337 = -50525.327561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.101702 sec): 3 clusters Score: Raw -51115.992483 + Penalty 1580.686675 = -49535.305808 nChanged 145 SP:Iteration 1F (110.102866 sec): 3 clusters Score: Raw -51234.503826 + Penalty 1580.298924 = -49654.204902 nChanged 42 SP:Iteration 2F (110.104019 sec): 3 clusters Score: Raw -51274.242022 + Penalty 1581.403943 = -49692.838080 nChanged 21 SP:Iteration 3Q (110.105150 sec): 3 clusters Score: Raw -51302.811553 + Penalty 1583.511751 = -49719.299801 nChanged 24 SP:Iteration 4Q (110.106279 sec): 3 clusters Score: Raw -51326.949190 + Penalty 1585.504185 = -49741.445005 nChanged 14 SP:Iteration 5Q (110.107402 sec): 3 clusters Score: Raw -51341.689380 + Penalty 1586.861345 = -49754.828035 nChanged 10 SP:Iteration 6Q (110.108526 sec): 3 clusters Score: Raw -51349.576440 + Penalty 1586.652971 = -49762.923469 nChanged 7 SP:Iteration 7Q (110.109647 sec): 3 clusters Score: Raw -51356.356793 + Penalty 1587.581886 = -49768.774907 nChanged 5 SP:Iteration 8Q (110.110765 sec): 3 clusters Score: Raw -51360.114723 + Penalty 1588.245544 = -49771.869179 nChanged 2 SP:Iteration 9Q (110.111883 sec): 3 clusters Score: Raw -51360.823386 + Penalty 1589.467689 = -49771.355698 nChanged 3 SP:Iteration 10F (110.113044 sec): 3 clusters Score: Raw -51361.860301 + Penalty 1589.785456 = -49772.074845 nChanged 1 SP:Iteration 11Q (110.114167 sec): 3 clusters Score: Raw -51362.603363 + Penalty 1590.041942 = -49772.561421 nChanged 1 SP:Iteration 12Q (110.115287 sec): 3 clusters Score: Raw -51362.783050 + Penalty 1590.437699 = -49772.345351 nChanged 1 SP:Iteration 13F (110.116426 sec): 3 clusters Score: Raw -51363.270618 + Penalty 1590.437699 = -49772.832920 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 3 (4959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.138640 sec): 2 clusters Score: Raw -431223.460054 + Penalty 210.047915 = -431013.412139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.148107 sec): 3 clusters Score: Raw -427923.239071 + Penalty 410.795181 = -427512.443890 nChanged 2389 SP:Iteration 1F (110.157005 sec): 3 clusters Score: Raw -430070.491489 + Penalty 408.348268 = -429662.143221 nChanged 446 SP:Iteration 2F (110.166404 sec): 3 clusters Score: Raw -430402.616976 + Penalty 407.601092 = -429995.015884 nChanged 209 SP:Iteration 3Q (110.175081 sec): 3 clusters Score: Raw -430487.677427 + Penalty 406.715217 = -430080.962210 nChanged 93 SP:Iteration 4Q (110.183880 sec): 3 clusters Score: Raw -430511.547167 + Penalty 406.034603 = -430105.512564 nChanged 65 SP:Iteration 5Q (110.192755 sec): 3 clusters Score: Raw -430532.032511 + Penalty 405.237841 = -430126.794670 nChanged 59 SP:Iteration 6Q (110.201872 sec): 3 clusters Score: Raw -430547.158479 + Penalty 404.124536 = -430143.033943 nChanged 50 SP:Iteration 7Q (110.210536 sec): 3 clusters Score: Raw -430560.772240 + Penalty 402.675737 = -430158.096504 nChanged 49 SP:Iteration 8Q (110.219263 sec): 3 clusters Score: Raw -430574.978757 + Penalty 401.132519 = -430173.846238 nChanged 54 SP:Iteration 9Q (110.227800 sec): 3 clusters Score: Raw -430593.091109 + Penalty 399.819466 = -430193.271643 nChanged 61 SP:Iteration 10F (110.237146 sec): 3 clusters Score: Raw -430614.797758 + Penalty 398.016081 = -430216.781677 nChanged 73 SP:Iteration 11Q (110.245698 sec): 3 clusters Score: Raw -430637.371974 + Penalty 396.927200 = -430240.444774 nChanged 58 SP:Iteration 12Q (110.254747 sec): 3 clusters Score: Raw -430657.195032 + Penalty 395.960990 = -430261.234042 nChanged 66 SP:Iteration 13Q (110.263817 sec): 3 clusters Score: Raw -430675.119779 + Penalty 395.288193 = -430279.831585 nChanged 55 SP:Iteration 14Q (110.272374 sec): 3 clusters Score: Raw -430689.612927 + Penalty 394.420224 = -430295.192703 nChanged 63 SP:Iteration 15Q (110.280686 sec): 3 clusters Score: Raw -430709.882601 + Penalty 392.580965 = -430317.301635 nChanged 64 SP:Iteration 16Q (110.289203 sec): 3 clusters Score: Raw -430726.871716 + Penalty 391.629690 = -430335.242026 nChanged 65 SP:Iteration 17Q (110.297543 sec): 3 clusters Score: Raw -430743.206629 + Penalty 390.611282 = -430352.595347 nChanged 60 SP:Iteration 18Q (110.306014 sec): 3 clusters Score: Raw -430754.849748 + Penalty 390.485150 = -430364.364598 nChanged 40 SP:Iteration 19Q (110.314345 sec): 3 clusters Score: Raw -430761.326376 + Penalty 390.054813 = -430371.271564 nChanged 29 SP:Iteration 20F (110.323351 sec): 3 clusters Score: Raw -430765.791221 + Penalty 388.895282 = -430376.895939 nChanged 27 SP:Iteration 21Q (110.331635 sec): 3 clusters Score: Raw -430770.496532 + Penalty 388.666876 = -430381.829656 nChanged 20 SP:Iteration 22Q (110.340163 sec): 3 clusters Score: Raw -430772.698587 + Penalty 388.640971 = -430384.057615 nChanged 15 SP:Iteration 23Q (110.348549 sec): 3 clusters Score: Raw -430774.264879 + Penalty 388.186395 = -430386.078484 nChanged 12 SP:Iteration 24Q (110.356845 sec): 3 clusters Score: Raw -430775.757905 + Penalty 388.224565 = -430387.533339 nChanged 11 SP:Iteration 25Q (110.365589 sec): 3 clusters Score: Raw -430776.539578 + Penalty 387.864100 = -430388.675478 nChanged 7 SP:Iteration 26Q (110.373791 sec): 3 clusters Score: Raw -430777.173727 + Penalty 387.724181 = -430389.449546 nChanged 8 SP:Iteration 27Q (110.381937 sec): 3 clusters Score: Raw -430778.062612 + Penalty 387.023039 = -430391.039572 nChanged 15 SP:Iteration 28Q (110.390168 sec): 3 clusters Score: Raw -430779.554186 + Penalty 386.853241 = -430392.700944 nChanged 11 SP:Iteration 29Q (110.398573 sec): 3 clusters Score: Raw -430780.765949 + Penalty 386.494155 = -430394.271794 nChanged 16 SP:Iteration 30F (110.407562 sec): 3 clusters Score: Raw -430783.005034 + Penalty 386.094292 = -430396.910742 nChanged 18 SP:Iteration 31Q (110.415886 sec): 3 clusters Score: Raw -430785.752014 + Penalty 385.198413 = -430400.553601 nChanged 18 SP:Iteration 32Q (110.424081 sec): 3 clusters Score: Raw -430788.406285 + Penalty 384.951289 = -430403.454997 nChanged 14 SP:Iteration 33Q (110.432327 sec): 3 clusters Score: Raw -430789.992544 + Penalty 384.579107 = -430405.413436 nChanged 14 SP:Iteration 34Q (110.440546 sec): 3 clusters Score: Raw -430791.257939 + Penalty 384.388150 = -430406.869789 nChanged 14 SP:Iteration 35Q (110.448725 sec): 3 clusters Score: Raw -430792.213364 + Penalty 384.355836 = -430407.857528 nChanged 15 SP:Iteration 36Q (110.456890 sec): 3 clusters Score: Raw -430793.853721 + Penalty 383.834361 = -430410.019360 nChanged 15 SP:Iteration 37Q (110.465257 sec): 3 clusters Score: Raw -430795.735659 + Penalty 383.165702 = -430412.569957 nChanged 16 SP:Iteration 38Q (110.473452 sec): 3 clusters Score: Raw -430797.145922 + Penalty 382.715834 = -430414.430088 nChanged 18 SP:Iteration 39Q (110.481511 sec): 3 clusters Score: Raw -430798.863123 + Penalty 381.767186 = -430417.095937 nChanged 26 SP:Iteration 40F (110.490817 sec): 3 clusters Score: Raw -430802.402482 + Penalty 380.449544 = -430421.952938 nChanged 28 SP:Iteration 41Q (110.499368 sec): 3 clusters Score: Raw -430807.017806 + Penalty 379.336613 = -430427.681193 nChanged 33 SP:Iteration 42Q (110.507493 sec): 3 clusters Score: Raw -430812.670898 + Penalty 378.001613 = -430434.669285 nChanged 27 SP:Iteration 43Q (110.515527 sec): 3 clusters Score: Raw -430817.744450 + Penalty 377.145019 = -430440.599430 nChanged 30 SP:Iteration 44Q (110.523486 sec): 3 clusters Score: Raw -430824.934504 + Penalty 376.845350 = -430448.089154 nChanged 21 SP:Iteration 45Q (110.531526 sec): 3 clusters Score: Raw -430829.704415 + Penalty 375.558941 = -430454.145474 nChanged 30 SP:Iteration 46Q (110.539564 sec): 3 clusters Score: Raw -430834.334118 + Penalty 374.667875 = -430459.666243 nChanged 26 SP:Iteration 47Q (110.547673 sec): 3 clusters Score: Raw -430838.777573 + Penalty 374.253225 = -430464.524348 nChanged 31 SP:Iteration 48Q (110.555873 sec): 3 clusters Score: Raw -430846.128390 + Penalty 373.561025 = -430472.567365 nChanged 45 SP:Iteration 49Q (110.564144 sec): 3 clusters Score: Raw -430861.139467 + Penalty 372.113947 = -430489.025520 nChanged 44 SP:Iteration 50F (110.573353 sec): 3 clusters Score: Raw -430873.198109 + Penalty 369.686528 = -430503.511581 nChanged 44 SP:Iteration 51Q (110.581290 sec): 3 clusters Score: Raw -430885.855111 + Penalty 366.315594 = -430519.539517 nChanged 44 SP:Iteration 52Q (110.589060 sec): 3 clusters Score: Raw -430895.868160 + Penalty 364.156490 = -430531.711671 nChanged 45 SP:Iteration 53Q (110.596812 sec): 3 clusters Score: Raw -430908.067790 + Penalty 361.118461 = -430546.949329 nChanged 55 SP:Iteration 54Q (110.604889 sec): 3 clusters Score: Raw -430924.572262 + Penalty 357.687544 = -430566.884719 nChanged 60 SP:Iteration 55Q (110.612618 sec): 3 clusters Score: Raw -430945.482404 + Penalty 353.866397 = -430591.616006 nChanged 64 SP:Iteration 56Q (110.620536 sec): 3 clusters Score: Raw -430971.089037 + Penalty 350.256793 = -430620.832244 nChanged 66 SP:Iteration 57Q (110.628232 sec): 3 clusters Score: Raw -430998.432395 + Penalty 348.676104 = -430649.756291 nChanged 60 SP:Iteration 58Q (110.636320 sec): 3 clusters Score: Raw -431020.702392 + Penalty 346.479329 = -430674.223062 nChanged 41 SP:Iteration 59Q (110.643928 sec): 3 clusters Score: Raw -431034.956646 + Penalty 344.747591 = -430690.209054 nChanged 50 SP:Iteration 60F (110.652919 sec): 3 clusters Score: Raw -431054.115852 + Penalty 342.641379 = -430711.474473 nChanged 52 SP:Iteration 61Q (110.660553 sec): 3 clusters Score: Raw -431072.631942 + Penalty 339.158250 = -430733.473692 nChanged 45 SP:Iteration 62Q (110.668513 sec): 3 clusters Score: Raw -431089.975338 + Penalty 332.144872 = -430757.830466 nChanged 48 SP:Iteration 63Q (110.676313 sec): 3 clusters Score: Raw -431106.026570 + Penalty 325.378545 = -430780.648024 nChanged 32 SP:Iteration 64Q (110.684039 sec): 3 clusters Score: Raw -431116.616275 + Penalty 324.354142 = -430792.262133 nChanged 36 SP:Iteration 65Q (110.691500 sec): 3 clusters Score: Raw -431128.260902 + Penalty 322.534367 = -430805.726535 nChanged 31 SP:Iteration 66Q (110.699169 sec): 3 clusters Score: Raw -431139.638402 + Penalty 318.358472 = -430821.279930 nChanged 30 SP:Iteration 67Q (110.706573 sec): 3 clusters Score: Raw -431151.015948 + Penalty 318.863354 = -430832.152594 nChanged 28 SP:Iteration 68Q (110.713870 sec): 3 clusters Score: Raw -431163.427418 + Penalty 316.854690 = -430846.572728 nChanged 22 SP:Iteration 69Q (110.721259 sec): 3 clusters Score: Raw -431173.187438 + Penalty 299.127885 = -430874.059552 nChanged 19 SP:Iteration 70F (110.730161 sec): 3 clusters Score: Raw -431180.673183 + Penalty 295.220834 = -430885.452350 nChanged 14 SP:Iteration 71Q (110.737809 sec): 3 clusters Score: Raw -431185.042929 + Penalty 296.645369 = -430888.397560 nChanged 12 SP:Iteration 72Q (110.744917 sec): 3 clusters Score: Raw -431187.296818 + Penalty 301.496357 = -430885.800461 nChanged 11 SP:Iteration 73F (110.753885 sec): 3 clusters Score: Raw -431190.410012 + Penalty 302.645970 = -430887.764041 nChanged 9 SP:Iteration 74Q (110.761023 sec): 3 clusters Score: Raw -431192.460534 + Penalty 305.744780 = -430886.715755 nChanged 14 SP:Iteration 75F (110.770568 sec): 3 clusters Score: Raw -431196.274185 + Penalty 308.785815 = -430887.488370 nChanged 12 SP:Iteration 76Q (110.778019 sec): 3 clusters Score: Raw -431201.215738 + Penalty 311.566716 = -430889.649022 nChanged 12 SP:Iteration 77Q (110.785125 sec): 3 clusters Score: Raw -431205.501595 + Penalty 301.938899 = -430903.562695 nChanged 9 SP:Iteration 78Q (110.792138 sec): 3 clusters Score: Raw -431207.963445 + Penalty 303.138316 = -430904.825129 nChanged 7 SP:Iteration 79Q (110.799522 sec): 3 clusters Score: Raw -431208.345647 + Penalty 304.060756 = -430904.284891 nChanged 3 SP:Iteration 80F (110.808524 sec): 3 clusters Score: Raw -431208.090720 + Penalty 304.162710 = -430903.928009 nChanged 3 SP:Iteration 81F (110.817468 sec): 3 clusters Score: Raw -431207.632944 + Penalty 303.996238 = -430903.636706 nChanged 5 SP:Iteration 82F (110.826078 sec): 3 clusters Score: Raw -431207.583968 + Penalty 305.495296 = -430902.088672 nChanged 1 SP:Iteration 83F (110.835214 sec): 3 clusters Score: Raw -431207.330226 + Penalty 306.681756 = -430900.648470 nChanged 1 SP:Iteration 84F (110.843987 sec): 3 clusters Score: Raw -431206.993655 + Penalty 294.397707 = -430912.595948 nChanged 3 SP:Iteration 85Q (110.851007 sec): 3 clusters Score: Raw -431206.332103 + Penalty 293.357479 = -430912.974624 nChanged 5 SP:Iteration 86Q (110.858036 sec): 3 clusters Score: Raw -431205.476911 + Penalty 291.793978 = -430913.682933 nChanged 7 SP:Iteration 87Q (110.865226 sec): 3 clusters Score: Raw -431207.573354 + Penalty 286.450300 = -430921.123054 nChanged 8 SP:Iteration 88Q (110.872493 sec): 3 clusters Score: Raw -431213.207416 + Penalty 210.047915 = -431003.159501 nChanged 9 SP:Iteration 89Q (110.879647 sec): 2 clusters Score: Raw -431223.460054 + Penalty 210.047915 = -431013.412139 nChanged 0 SP:Iteration 90F (110.886546 sec): 2 clusters Score: Raw -431223.460054 + Penalty 210.047915 = -431013.412139 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.898555 sec): 2 clusters Score: Raw -161777.730107 + Penalty 573.187154 = -161204.542954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.902136 sec): 3 clusters Score: Raw -160699.041237 + Penalty 1150.068791 = -159548.972446 nChanged 741 SP:Iteration 1F (110.905448 sec): 3 clusters Score: Raw -161179.995486 + Penalty 1158.494230 = -160021.501256 nChanged 233 SP:Iteration 2F (110.908849 sec): 3 clusters Score: Raw -161374.513654 + Penalty 1164.096888 = -160210.416765 nChanged 148 SP:Iteration 3F (110.912224 sec): 3 clusters Score: Raw -161510.785013 + Penalty 1163.091669 = -160347.693345 nChanged 117 SP:Iteration 4F (110.915557 sec): 3 clusters Score: Raw -161599.061905 + Penalty 1161.102368 = -160437.959537 nChanged 91 SP:Iteration 5Q (110.918849 sec): 3 clusters Score: Raw -161661.805614 + Penalty 1158.595190 = -160503.210425 nChanged 65 SP:Iteration 6Q (110.922225 sec): 3 clusters Score: Raw -161697.698730 + Penalty 1157.705138 = -160539.993592 nChanged 39 SP:Iteration 7Q (110.925521 sec): 3 clusters Score: Raw -161714.707056 + Penalty 1157.437964 = -160557.269092 nChanged 23 SP:Iteration 8Q (110.928749 sec): 3 clusters Score: Raw -161721.799411 + Penalty 1158.211377 = -160563.588034 nChanged 12 SP:Iteration 9Q (110.932165 sec): 3 clusters Score: Raw -161724.382869 + Penalty 1157.920125 = -160566.462745 nChanged 2 SP:Iteration 10F (110.935704 sec): 3 clusters Score: Raw -161724.494764 + Penalty 1157.920125 = -160566.574640 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 9 (7736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.972730 sec): 2 clusters Score: Raw -665893.510312 + Penalty 249.505868 = -665644.004445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.987012 sec): 3 clusters Score: Raw -660815.468398 + Penalty 521.278702 = -660294.189696 nChanged 3639 SP:Iteration 1F (111.001340 sec): 3 clusters Score: Raw -663467.262886 + Penalty 538.965597 = -662928.297289 nChanged 940 SP:Iteration 2F (111.015309 sec): 3 clusters Score: Raw -664198.396395 + Penalty 551.241480 = -663647.154915 nChanged 589 SP:Iteration 3F (111.029204 sec): 3 clusters Score: Raw -664833.770084 + Penalty 557.301754 = -664276.468330 nChanged 350 SP:Iteration 4Q (111.043155 sec): 3 clusters Score: Raw -665064.345314 + Penalty 560.239126 = -664504.106188 nChanged 204 SP:Iteration 5Q (111.056309 sec): 3 clusters Score: Raw -665123.453444 + Penalty 564.138982 = -664559.314462 nChanged 131 SP:Iteration 6Q (111.069795 sec): 3 clusters Score: Raw -665160.342637 + Penalty 568.843187 = -664591.499449 nChanged 127 SP:Iteration 7Q (111.083021 sec): 3 clusters Score: Raw -665198.104078 + Penalty 571.731133 = -664626.372946 nChanged 118 SP:Iteration 8Q (111.095698 sec): 3 clusters Score: Raw -665232.386014 + Penalty 573.473914 = -664658.912100 nChanged 120 SP:Iteration 9Q (111.108789 sec): 3 clusters Score: Raw -665271.802519 + Penalty 573.584552 = -664698.217968 nChanged 119 SP:Iteration 10F (111.123035 sec): 3 clusters Score: Raw -665314.502746 + Penalty 574.219741 = -664740.283006 nChanged 132 SP:Iteration 11Q (111.136003 sec): 3 clusters Score: Raw -665365.520996 + Penalty 572.219398 = -664793.301598 nChanged 132 SP:Iteration 12Q (111.148429 sec): 3 clusters Score: Raw -665422.104975 + Penalty 574.300317 = -664847.804658 nChanged 129 SP:Iteration 13Q (111.160719 sec): 3 clusters Score: Raw -665481.808519 + Penalty 574.887607 = -664906.920911 nChanged 122 SP:Iteration 14Q (111.173263 sec): 3 clusters Score: Raw -665540.074747 + Penalty 576.241124 = -664963.833623 nChanged 119 SP:Iteration 15Q (111.185488 sec): 3 clusters Score: Raw -665601.700112 + Penalty 580.649987 = -665021.050125 nChanged 96 SP:Iteration 16Q (111.197292 sec): 3 clusters Score: Raw -665647.289467 + Penalty 587.703629 = -665059.585838 nChanged 79 SP:Iteration 17Q (111.209274 sec): 3 clusters Score: Raw -665685.359868 + Penalty 591.913915 = -665093.445953 nChanged 76 SP:Iteration 18Q (111.220864 sec): 3 clusters Score: Raw -665726.107569 + Penalty 595.292192 = -665130.815377 nChanged 63 SP:Iteration 19Q (111.232533 sec): 3 clusters Score: Raw -665759.625167 + Penalty 600.024578 = -665159.600589 nChanged 58 SP:Iteration 20F (111.246860 sec): 3 clusters Score: Raw -665791.009501 + Penalty 601.147763 = -665189.861738 nChanged 47 SP:Iteration 21Q (111.257992 sec): 3 clusters Score: Raw -665816.235156 + Penalty 602.869468 = -665213.365687 nChanged 40 SP:Iteration 22Q (111.269561 sec): 3 clusters Score: Raw -665837.847076 + Penalty 606.644450 = -665231.202626 nChanged 25 SP:Iteration 23Q (111.280519 sec): 3 clusters Score: Raw -665852.926625 + Penalty 616.016121 = -665236.910504 nChanged 26 SP:Iteration 24Q (111.291946 sec): 3 clusters Score: Raw -665870.595398 + Penalty 625.548012 = -665245.047386 nChanged 25 SP:Iteration 25Q (111.303229 sec): 3 clusters Score: Raw -665889.101134 + Penalty 638.807266 = -665250.293868 nChanged 14 SP:Iteration 26Q (111.313976 sec): 3 clusters Score: Raw -665896.795666 + Penalty 652.064676 = -665244.730990 nChanged 7 SP:Iteration 27F (111.327724 sec): 3 clusters Score: Raw -665901.915695 + Penalty 671.107128 = -665230.808567 nChanged 6 SP:Iteration 28F (111.341959 sec): 3 clusters Score: Raw -665908.870618 + Penalty 686.071289 = -665222.799329 nChanged 3 SP:Iteration 29F (111.355650 sec): 3 clusters Score: Raw -665913.126924 + Penalty 675.600231 = -665237.526693 nChanged 2 SP:Iteration 30F (111.370318 sec): 3 clusters Score: Raw -665915.483860 + Penalty 675.600231 = -665239.883629 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.380946 sec): 2 clusters Score: Raw -129966.236688 + Penalty 337.601848 = -129628.634841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.383629 sec): 3 clusters Score: Raw -129166.097688 + Penalty 673.294810 = -128492.802878 nChanged 577 SP:Iteration 1F (111.386431 sec): 3 clusters Score: Raw -129506.551177 + Penalty 673.136351 = -128833.414826 nChanged 106 SP:Iteration 2F (111.389189 sec): 3 clusters Score: Raw -129568.594951 + Penalty 673.538671 = -128895.056280 nChanged 77 SP:Iteration 3F (111.391735 sec): 3 clusters Score: Raw -129608.087746 + Penalty 673.526860 = -128934.560886 nChanged 49 SP:Iteration 4Q (111.394332 sec): 3 clusters Score: Raw -129645.879727 + Penalty 672.822803 = -128973.056924 nChanged 55 SP:Iteration 5Q (111.396864 sec): 3 clusters Score: Raw -129674.777996 + Penalty 672.989490 = -129001.788506 nChanged 37 SP:Iteration 6Q (111.399595 sec): 3 clusters Score: Raw -129689.665564 + Penalty 673.784629 = -129015.880935 nChanged 33 SP:Iteration 7Q (111.402330 sec): 3 clusters Score: Raw -129701.798417 + Penalty 674.052767 = -129027.745650 nChanged 31 SP:Iteration 8Q (111.404894 sec): 3 clusters Score: Raw -129712.782162 + Penalty 674.564776 = -129038.217386 nChanged 22 SP:Iteration 9Q (111.407395 sec): 3 clusters Score: Raw -129719.399323 + Penalty 674.901041 = -129044.498282 nChanged 23 SP:Iteration 10F (111.409932 sec): 3 clusters Score: Raw -129727.905218 + Penalty 675.534938 = -129052.370280 nChanged 24 SP:Iteration 11Q (111.412423 sec): 3 clusters Score: Raw -129736.564235 + Penalty 676.586184 = -129059.978050 nChanged 29 SP:Iteration 12Q (111.414943 sec): 3 clusters Score: Raw -129745.104509 + Penalty 677.339834 = -129067.764674 nChanged 26 SP:Iteration 13Q (111.417486 sec): 3 clusters Score: Raw -129755.255894 + Penalty 679.710478 = -129075.545416 nChanged 38 SP:Iteration 14Q (111.419981 sec): 3 clusters Score: Raw -129771.323593 + Penalty 681.405449 = -129089.918144 nChanged 34 SP:Iteration 15Q (111.422470 sec): 3 clusters Score: Raw -129785.911336 + Penalty 684.039819 = -129101.871517 nChanged 25 SP:Iteration 16Q (111.424959 sec): 3 clusters Score: Raw -129795.289048 + Penalty 686.097192 = -129109.191857 nChanged 16 SP:Iteration 17Q (111.427413 sec): 3 clusters Score: Raw -129799.971021 + Penalty 687.665513 = -129112.305508 nChanged 18 SP:Iteration 18Q (111.429823 sec): 3 clusters Score: Raw -129807.992377 + Penalty 688.875484 = -129119.116893 nChanged 20 SP:Iteration 19Q (111.432317 sec): 3 clusters Score: Raw -129815.616685 + Penalty 690.689146 = -129124.927539 nChanged 18 SP:Iteration 20F (111.435110 sec): 3 clusters Score: Raw -129821.538668 + Penalty 692.200136 = -129129.338532 nChanged 22 SP:Iteration 21Q (111.437644 sec): 3 clusters Score: Raw -129830.366953 + Penalty 695.623885 = -129134.743069 nChanged 19 SP:Iteration 22Q (111.440011 sec): 3 clusters Score: Raw -129836.265175 + Penalty 698.989225 = -129137.275951 nChanged 15 SP:Iteration 23Q (111.442369 sec): 3 clusters Score: Raw -129839.901318 + Penalty 702.951843 = -129136.949476 nChanged 16 SP:Iteration 24F (111.444903 sec): 3 clusters Score: Raw -129845.256180 + Penalty 707.335477 = -129137.920703 nChanged 18 SP:Iteration 25Q (111.447245 sec): 3 clusters Score: Raw -129852.373874 + Penalty 712.706099 = -129139.667774 nChanged 24 SP:Iteration 26Q (111.449614 sec): 3 clusters Score: Raw -129864.831190 + Penalty 717.826424 = -129147.004766 nChanged 24 SP:Iteration 27Q (111.451937 sec): 3 clusters Score: Raw -129877.544034 + Penalty 721.131463 = -129156.412571 nChanged 17 SP:Iteration 28Q (111.454233 sec): 3 clusters Score: Raw -129890.748521 + Penalty 724.490771 = -129166.257750 nChanged 12 SP:Iteration 29Q (111.456502 sec): 3 clusters Score: Raw -129900.281693 + Penalty 729.088007 = -129171.193686 nChanged 15 SP:Iteration 30F (111.459035 sec): 3 clusters Score: Raw -129907.569737 + Penalty 735.171370 = -129172.398367 nChanged 15 SP:Iteration 31Q (111.461285 sec): 3 clusters Score: Raw -129918.134496 + Penalty 742.733204 = -129175.401292 nChanged 18 SP:Iteration 32Q (111.463496 sec): 3 clusters Score: Raw -129935.070324 + Penalty 755.699551 = -129179.370773 nChanged 15 SP:Iteration 33Q (111.465853 sec): 3 clusters Score: Raw -129946.124521 + Penalty 761.819889 = -129184.304632 nChanged 8 SP:Iteration 34Q (111.468176 sec): 3 clusters Score: Raw -129951.721625 + Penalty 766.763954 = -129184.957671 nChanged 6 SP:Iteration 35Q (111.470344 sec): 3 clusters Score: Raw -129955.740011 + Penalty 772.756338 = -129182.983673 nChanged 4 SP:Iteration 36F (111.472935 sec): 3 clusters Score: Raw -129959.088255 + Penalty 775.123321 = -129183.964934 nChanged 3 SP:Iteration 37Q (111.475127 sec): 3 clusters Score: Raw -129963.124683 + Penalty 775.123321 = -129188.001361 nChanged 0 SP:Iteration 38F (111.477737 sec): 3 clusters Score: Raw -129963.124683 + Penalty 775.123321 = -129188.001361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.480129 sec): 2 clusters Score: Raw -43342.291417 + Penalty 395.306308 = -42946.985109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.481170 sec): 3 clusters Score: Raw -43098.443348 + Penalty 790.788812 = -42307.654537 nChanged 153 SP:Iteration 1F (111.482215 sec): 3 clusters Score: Raw -43196.283635 + Penalty 793.084319 = -42403.199316 nChanged 51 SP:Iteration 2F (111.483232 sec): 3 clusters Score: Raw -43258.979265 + Penalty 796.140715 = -42462.838550 nChanged 37 SP:Iteration 3F (111.484265 sec): 3 clusters Score: Raw -43298.048613 + Penalty 800.538405 = -42497.510207 nChanged 26 SP:Iteration 4F (111.485277 sec): 3 clusters Score: Raw -43319.428352 + Penalty 803.657806 = -42515.770546 nChanged 14 SP:Iteration 5Q (111.486279 sec): 3 clusters Score: Raw -43329.081977 + Penalty 806.287677 = -42522.794300 nChanged 6 SP:Iteration 6Q (111.487336 sec): 3 clusters Score: Raw -43334.025226 + Penalty 810.953780 = -42523.071446 nChanged 8 SP:Iteration 7Q (111.488381 sec): 3 clusters Score: Raw -43339.538900 + Penalty 816.574198 = -42522.964702 nChanged 9 SP:Iteration 8F (111.489447 sec): 3 clusters Score: Raw -43344.094192 + Penalty 821.339038 = -42522.755154 nChanged 6 SP:Iteration 9F (111.490510 sec): 3 clusters Score: Raw -43346.526118 + Penalty 827.556659 = -42518.969459 nChanged 7 SP:Iteration 10F (111.491570 sec): 3 clusters Score: Raw -43350.797687 + Penalty 833.341795 = -42517.455892 nChanged 5 SP:Iteration 11F (111.492633 sec): 3 clusters Score: Raw -43354.892816 + Penalty 837.150772 = -42517.742044 nChanged 4 SP:Iteration 12Q (111.493622 sec): 3 clusters Score: Raw -43356.811707 + Penalty 841.233139 = -42515.578568 nChanged 3 SP:Iteration 13F (111.494639 sec): 3 clusters Score: Raw -43358.815736 + Penalty 847.497515 = -42511.318221 nChanged 5 SP:Iteration 14F (111.495655 sec): 3 clusters Score: Raw -43361.881935 + Penalty 853.389236 = -42508.492699 nChanged 5 SP:Iteration 15F (111.496755 sec): 3 clusters Score: Raw -43366.695317 + Penalty 861.078119 = -42505.617198 nChanged 7 SP:Iteration 16F (111.497878 sec): 3 clusters Score: Raw -43381.310411 + Penalty 869.794829 = -42511.515582 nChanged 7 SP:Iteration 17Q (111.498920 sec): 3 clusters Score: Raw -43387.830530 + Penalty 872.526802 = -42515.303728 nChanged 6 SP:Iteration 18Q (111.499924 sec): 3 clusters Score: Raw -43395.985804 + Penalty 880.984011 = -42515.001793 nChanged 7 SP:Iteration 19F (111.500985 sec): 3 clusters Score: Raw -43400.026210 + Penalty 885.023885 = -42515.002324 nChanged 3 SP:Iteration 20F (111.502010 sec): 3 clusters Score: Raw -43401.416304 + Penalty 886.505372 = -42514.910932 nChanged 1 SP:Iteration 21F (111.503027 sec): 3 clusters Score: Raw -43401.437217 + Penalty 886.505372 = -42514.931845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.504640 sec): 2 clusters Score: Raw -21735.305613 + Penalty 166.518044 = -21568.787568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.505309 sec): 3 clusters Score: Raw -21598.476297 + Penalty 327.512707 = -21270.963590 nChanged 88 SP:Iteration 1F (111.505969 sec): 3 clusters Score: Raw -21682.805767 + Penalty 330.632380 = -21352.173388 nChanged 33 SP:Iteration 2F (111.506627 sec): 3 clusters Score: Raw -21709.879831 + Penalty 335.816649 = -21374.063182 nChanged 14 SP:Iteration 3F (111.507284 sec): 3 clusters Score: Raw -21724.266216 + Penalty 343.808543 = -21380.457673 nChanged 10 SP:Iteration 4Q (111.507932 sec): 3 clusters Score: Raw -21732.563955 + Penalty 368.304633 = -21364.259323 nChanged 9 SP:Iteration 5F (111.508620 sec): 3 clusters Score: Raw -21741.848902 + Penalty 385.038333 = -21356.810569 nChanged 9 SP:Iteration 6F (111.509276 sec): 3 clusters Score: Raw -21753.210965 + Penalty 414.953191 = -21338.257774 nChanged 6 SP:Iteration 7F (111.509935 sec): 3 clusters Score: Raw -21758.604185 + Penalty 425.831975 = -21332.772210 nChanged 1 SP:Iteration 8F (111.510592 sec): 3 clusters Score: Raw -21763.719621 + Penalty 425.831975 = -21337.887646 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.515096 sec): 2 clusters Score: Raw -118582.175263 + Penalty 537.193737 = -118044.981526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.517553 sec): 3 clusters Score: Raw -117832.824037 + Penalty 1074.249964 = -116758.574073 nChanged 513 SP:Iteration 1F (111.519989 sec): 3 clusters Score: Raw -118156.546269 + Penalty 1068.070410 = -117088.475859 nChanged 178 SP:Iteration 2F (111.522430 sec): 3 clusters Score: Raw -118280.830022 + Penalty 1063.475099 = -117217.354922 nChanged 111 SP:Iteration 3F (111.524911 sec): 3 clusters Score: Raw -118369.140121 + Penalty 1065.225791 = -117303.914330 nChanged 82 SP:Iteration 4F (111.527380 sec): 3 clusters Score: Raw -118426.776543 + Penalty 1073.548728 = -117353.227815 nChanged 66 SP:Iteration 5F (111.529823 sec): 3 clusters Score: Raw -118474.744390 + Penalty 1079.360324 = -117395.384067 nChanged 43 SP:Iteration 6Q (111.532283 sec): 3 clusters Score: Raw -118504.385514 + Penalty 1085.576517 = -117418.808997 nChanged 34 SP:Iteration 7Q (111.534926 sec): 3 clusters Score: Raw -118533.488297 + Penalty 1087.370947 = -117446.117350 nChanged 27 SP:Iteration 8Q (111.537519 sec): 3 clusters Score: Raw -118548.665975 + Penalty 1098.900813 = -117449.765163 nChanged 16 SP:Iteration 9Q (111.539930 sec): 3 clusters Score: Raw -118554.959764 + Penalty 1106.456161 = -117448.503604 nChanged 11 SP:Iteration 10F (111.542355 sec): 3 clusters Score: Raw -118560.871403 + Penalty 1119.114329 = -117441.757074 nChanged 15 SP:Iteration 11F (111.544761 sec): 3 clusters Score: Raw -118573.082183 + Penalty 1129.386856 = -117443.695327 nChanged 17 SP:Iteration 12Q (111.547172 sec): 3 clusters Score: Raw -118595.087981 + Penalty 1135.061152 = -117460.026830 nChanged 16 SP:Iteration 13Q (111.549650 sec): 3 clusters Score: Raw -118616.649193 + Penalty 1132.316822 = -117484.332371 nChanged 3 SP:Iteration 14Q (111.552033 sec): 3 clusters Score: Raw -118619.226147 + Penalty 1134.284492 = -117484.941655 nChanged 3 SP:Iteration 15Q (111.554363 sec): 3 clusters Score: Raw -118626.339956 + Penalty 1128.213920 = -117498.126036 nChanged 3 SP:Iteration 16Q (111.556619 sec): 3 clusters Score: Raw -118631.916722 + Penalty 1134.257721 = -117497.659002 nChanged 2 SP:Iteration 17F (111.559022 sec): 3 clusters Score: Raw -118634.108881 + Penalty 1135.890866 = -117498.218015 nChanged 1 SP:Iteration 18Q (111.561230 sec): 3 clusters Score: Raw -118635.256422 + Penalty 1135.890866 = -117499.365556 nChanged 0 SP:Iteration 19F (111.563641 sec): 3 clusters Score: Raw -118635.256422 + Penalty 1135.890866 = -117499.365556 nChanged 0 Memory request: 0.05 GB would take us to total of 0.40 GB. Trying to split cluster 15 (11256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.615755 sec): 2 clusters Score: Raw -956867.608679 + Penalty 312.970981 = -956554.637698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.636964 sec): 3 clusters Score: Raw -949350.471571 + Penalty 621.012034 = -948729.459536 nChanged 5312 SP:Iteration 1F (111.657307 sec): 3 clusters Score: Raw -951815.131787 + Penalty 615.218397 = -951199.913389 nChanged 1773 SP:Iteration 2F (111.678052 sec): 3 clusters Score: Raw -952469.342914 + Penalty 612.286867 = -951857.056047 nChanged 679 SP:Iteration 3F (111.699125 sec): 3 clusters Score: Raw -952664.265027 + Penalty 611.503299 = -952052.761728 nChanged 379 SP:Iteration 4Q (111.720385 sec): 3 clusters Score: Raw -952762.644353 + Penalty 612.276965 = -952150.367388 nChanged 369 SP:Iteration 5Q (111.742168 sec): 3 clusters Score: Raw -952864.491718 + Penalty 617.624673 = -952246.867046 nChanged 417 SP:Iteration 6Q (111.762789 sec): 3 clusters Score: Raw -953014.539904 + Penalty 630.340853 = -952384.199051 nChanged 498 SP:Iteration 7Q (111.783945 sec): 3 clusters Score: Raw -953255.714273 + Penalty 650.315990 = -952605.398284 nChanged 590 SP:Iteration 8F (111.804975 sec): 3 clusters Score: Raw -953596.422441 + Penalty 675.857712 = -952920.564729 nChanged 673 SP:Iteration 9F (111.825149 sec): 3 clusters Score: Raw -954088.120882 + Penalty 702.850911 = -953385.269971 nChanged 739 SP:Iteration 10F (111.845800 sec): 3 clusters Score: Raw -954735.131168 + Penalty 724.877778 = -954010.253391 nChanged 665 SP:Iteration 11F (111.865999 sec): 3 clusters Score: Raw -955272.732678 + Penalty 740.344630 = -954532.388048 nChanged 471 SP:Iteration 12Q (111.885651 sec): 3 clusters Score: Raw -955555.694560 + Penalty 751.842824 = -954803.851736 nChanged 351 SP:Iteration 13Q (111.904909 sec): 3 clusters Score: Raw -955732.150335 + Penalty 763.941466 = -954968.208869 nChanged 288 SP:Iteration 14Q (111.922994 sec): 3 clusters Score: Raw -955864.586397 + Penalty 777.358579 = -955087.227818 nChanged 247 SP:Iteration 15Q (111.941404 sec): 3 clusters Score: Raw -955979.587957 + Penalty 792.636314 = -955186.951643 nChanged 229 SP:Iteration 16Q (111.959350 sec): 3 clusters Score: Raw -956084.913086 + Penalty 804.452363 = -955280.460723 nChanged 196 SP:Iteration 17Q (111.977312 sec): 3 clusters Score: Raw -956172.343703 + Penalty 817.385404 = -955354.958299 nChanged 188 SP:Iteration 18Q (111.994937 sec): 3 clusters Score: Raw -956265.222976 + Penalty 837.082886 = -955428.140090 nChanged 190 SP:Iteration 19Q (112.012709 sec): 3 clusters Score: Raw -956370.534650 + Penalty 868.919357 = -955501.615293 nChanged 202 SP:Iteration 20F (112.032908 sec): 3 clusters Score: Raw -956523.527763 + Penalty 909.072393 = -955614.455371 nChanged 205 SP:Iteration 21Q (112.050443 sec): 3 clusters Score: Raw -956725.573641 + Penalty 948.927416 = -955776.646225 nChanged 144 SP:Iteration 22Q (112.067341 sec): 3 clusters Score: Raw -956858.443796 + Penalty 958.618431 = -955899.825365 nChanged 80 SP:Iteration 23Q (112.084210 sec): 3 clusters Score: Raw -956930.790945 + Penalty 961.466940 = -955969.324006 nChanged 51 SP:Iteration 24Q (112.100813 sec): 3 clusters Score: Raw -956969.547941 + Penalty 956.847201 = -956012.700740 nChanged 38 SP:Iteration 25Q (112.117450 sec): 3 clusters Score: Raw -956991.393070 + Penalty 951.033751 = -956040.359319 nChanged 25 SP:Iteration 26Q (112.133694 sec): 3 clusters Score: Raw -957007.499331 + Penalty 940.867997 = -956066.631335 nChanged 19 SP:Iteration 27Q (112.150180 sec): 3 clusters Score: Raw -957020.712691 + Penalty 935.298383 = -956085.414309 nChanged 12 SP:Iteration 28Q (112.166204 sec): 3 clusters Score: Raw -957030.656423 + Penalty 931.045720 = -956099.610704 nChanged 8 SP:Iteration 29Q (112.182523 sec): 3 clusters Score: Raw -957037.138970 + Penalty 925.291244 = -956111.847726 nChanged 10 SP:Iteration 30F (112.203176 sec): 3 clusters Score: Raw -957041.605570 + Penalty 921.489659 = -956120.115911 nChanged 9 SP:Iteration 31Q (112.219569 sec): 3 clusters Score: Raw -957045.453181 + Penalty 922.704998 = -956122.748183 nChanged 5 SP:Iteration 32Q (112.236002 sec): 3 clusters Score: Raw -957048.181540 + Penalty 919.370320 = -956128.811219 nChanged 6 SP:Iteration 33Q (112.252307 sec): 3 clusters Score: Raw -957050.422598 + Penalty 913.632150 = -956136.790448 nChanged 7 SP:Iteration 34Q (112.268548 sec): 3 clusters Score: Raw -957052.351922 + Penalty 905.464000 = -956146.887922 nChanged 8 SP:Iteration 35Q (112.284876 sec): 3 clusters Score: Raw -957055.581876 + Penalty 901.696071 = -956153.885805 nChanged 5 SP:Iteration 36Q (112.301150 sec): 3 clusters Score: Raw -957057.565150 + Penalty 896.414069 = -956161.151081 nChanged 5 SP:Iteration 37Q (112.317717 sec): 3 clusters Score: Raw -957059.094930 + Penalty 895.043744 = -956164.051186 nChanged 2 SP:Iteration 38Q (112.333993 sec): 3 clusters Score: Raw -957060.891750 + Penalty 891.840127 = -956169.051623 nChanged 4 SP:Iteration 39Q (112.350117 sec): 3 clusters Score: Raw -957062.114679 + Penalty 891.840127 = -956170.274553 nChanged 0 SP:Iteration 40F (112.371534 sec): 3 clusters Score: Raw -957062.114679 + Penalty 891.840127 = -956170.274553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.382786 sec): 2 clusters Score: Raw -34760.104030 + Penalty 294.665618 = -34465.438412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.383806 sec): 3 clusters Score: Raw -34558.845267 + Penalty 589.487748 = -33969.357519 nChanged 138 SP:Iteration 1F (112.384840 sec): 3 clusters Score: Raw -34694.741885 + Penalty 600.992750 = -34093.749134 nChanged 53 SP:Iteration 2F (112.385854 sec): 3 clusters Score: Raw -34761.500626 + Penalty 601.516332 = -34159.984294 nChanged 16 SP:Iteration 3Q (112.386821 sec): 3 clusters Score: Raw -34783.945330 + Penalty 609.038051 = -34174.907279 nChanged 10 SP:Iteration 4Q (112.387744 sec): 3 clusters Score: Raw -34792.132474 + Penalty 605.552777 = -34186.579697 nChanged 4 SP:Iteration 5Q (112.388680 sec): 3 clusters Score: Raw -34796.995120 + Penalty 607.046247 = -34189.948873 nChanged 1 SP:Iteration 6Q (112.389613 sec): 3 clusters Score: Raw -34797.434352 + Penalty 606.718285 = -34190.716067 nChanged 2 SP:Iteration 7Q (112.390518 sec): 3 clusters Score: Raw -34798.569000 + Penalty 606.718285 = -34191.850715 nChanged 0 SP:Iteration 8F (112.391468 sec): 3 clusters Score: Raw -34798.569000 + Penalty 606.718285 = -34191.850715 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 18 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.393856 sec): 2 clusters Score: Raw -55615.833761 + Penalty 506.946184 = -55108.887577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.395199 sec): 3 clusters Score: Raw -55302.702931 + Penalty 1014.353812 = -54288.349119 nChanged 217 SP:Iteration 1F (112.396580 sec): 3 clusters Score: Raw -55477.937178 + Penalty 1014.642550 = -54463.294628 nChanged 76 SP:Iteration 2F (112.397960 sec): 3 clusters Score: Raw -55547.481809 + Penalty 1014.974428 = -54532.507381 nChanged 50 SP:Iteration 3F (112.399254 sec): 3 clusters Score: Raw -55585.143396 + Penalty 1015.411151 = -54569.732245 nChanged 28 SP:Iteration 4Q (112.400577 sec): 3 clusters Score: Raw -55599.394495 + Penalty 1016.212853 = -54583.181642 nChanged 17 SP:Iteration 5Q (112.401913 sec): 3 clusters Score: Raw -55607.630931 + Penalty 1014.274608 = -54593.356322 nChanged 10 SP:Iteration 6Q (112.403276 sec): 3 clusters Score: Raw -55612.035878 + Penalty 1012.634205 = -54599.401673 nChanged 8 SP:Iteration 7Q (112.404607 sec): 3 clusters Score: Raw -55616.590047 + Penalty 1013.728913 = -54602.861135 nChanged 6 SP:Iteration 8Q (112.405926 sec): 3 clusters Score: Raw -55619.740925 + Penalty 1011.868871 = -54607.872055 nChanged 3 SP:Iteration 9Q (112.407220 sec): 3 clusters Score: Raw -55621.544507 + Penalty 1010.600540 = -54610.943967 nChanged 3 SP:Iteration 10F (112.408521 sec): 3 clusters Score: Raw -55624.022924 + Penalty 1011.989077 = -54612.033848 nChanged 5 SP:Iteration 11Q (112.409824 sec): 3 clusters Score: Raw -55627.849515 + Penalty 1012.542558 = -54615.306957 nChanged 5 SP:Iteration 12Q (112.411113 sec): 3 clusters Score: Raw -55631.382755 + Penalty 1010.738334 = -54620.644421 nChanged 4 SP:Iteration 13Q (112.412404 sec): 3 clusters Score: Raw -55634.322903 + Penalty 1010.728256 = -54623.594647 nChanged 7 SP:Iteration 14Q (112.413635 sec): 3 clusters Score: Raw -55640.258732 + Penalty 1008.546197 = -54631.712536 nChanged 6 SP:Iteration 15Q (112.414869 sec): 3 clusters Score: Raw -55647.406396 + Penalty 1008.294014 = -54639.112381 nChanged 2 SP:Iteration 16Q (112.416200 sec): 3 clusters Score: Raw -55649.075535 + Penalty 1008.193137 = -54640.882398 nChanged 2 SP:Iteration 17Q (112.417498 sec): 3 clusters Score: Raw -55649.943648 + Penalty 1008.193137 = -54641.750511 nChanged 0 SP:Iteration 18F (112.418829 sec): 3 clusters Score: Raw -55649.943648 + Penalty 1008.193137 = -54641.750511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 23 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.421178 sec): 2 clusters Score: Raw -44065.252678 + Penalty 561.801056 = -43503.451621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.422256 sec): 3 clusters Score: Raw -43878.300728 + Penalty 1124.165614 = -42754.135114 nChanged 150 SP:Iteration 1F (112.423313 sec): 3 clusters Score: Raw -43984.438169 + Penalty 1125.220842 = -42859.217327 nChanged 36 SP:Iteration 2F (112.424367 sec): 3 clusters Score: Raw -44020.459200 + Penalty 1125.355517 = -42895.103683 nChanged 25 SP:Iteration 3F (112.425403 sec): 3 clusters Score: Raw -44050.425981 + Penalty 1127.322858 = -42923.103123 nChanged 17 SP:Iteration 4Q (112.426454 sec): 3 clusters Score: Raw -44071.127552 + Penalty 1130.711869 = -42940.415683 nChanged 19 SP:Iteration 5Q (112.427507 sec): 3 clusters Score: Raw -44090.628260 + Penalty 1139.403059 = -42951.225201 nChanged 22 SP:Iteration 6Q (112.428536 sec): 3 clusters Score: Raw -44113.338944 + Penalty 1149.094468 = -42964.244476 nChanged 18 SP:Iteration 7Q (112.429558 sec): 3 clusters Score: Raw -44140.031407 + Penalty 1170.550638 = -42969.480769 nChanged 21 SP:Iteration 8Q (112.430573 sec): 3 clusters Score: Raw -44170.110290 + Penalty 1185.687587 = -42984.422702 nChanged 13 SP:Iteration 9Q (112.431587 sec): 3 clusters Score: Raw -44199.223588 + Penalty 1192.139657 = -43007.083931 nChanged 8 SP:Iteration 10F (112.432624 sec): 3 clusters Score: Raw -44210.535485 + Penalty 1197.220596 = -43013.314889 nChanged 4 SP:Iteration 11Q (112.433601 sec): 3 clusters Score: Raw -44215.231651 + Penalty 1197.020634 = -43018.211017 nChanged 2 SP:Iteration 12Q (112.434569 sec): 3 clusters Score: Raw -44217.657539 + Penalty 1198.021578 = -43019.635960 nChanged 1 SP:Iteration 13Q (112.435534 sec): 3 clusters Score: Raw -44220.140062 + Penalty 1198.577519 = -43021.562543 nChanged 1 SP:Iteration 14Q (112.436499 sec): 3 clusters Score: Raw -44221.287415 + Penalty 1198.777020 = -43022.510395 nChanged 1 SP:Iteration 15Q (112.437453 sec): 3 clusters Score: Raw -44225.706810 + Penalty 1198.777020 = -43026.929791 nChanged 0 SP:Iteration 16F (112.438494 sec): 3 clusters Score: Raw -44225.706810 + Penalty 1198.777020 = -43026.929791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.440834 sec): 2 clusters Score: Raw -23734.442790 + Penalty 741.776375 = -22992.666415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.441551 sec): 3 clusters Score: Raw -23719.064990 + Penalty 1483.965596 = -22235.099394 nChanged 51 SP:Iteration 1F (112.442255 sec): 3 clusters Score: Raw -23782.678821 + Penalty 1484.433092 = -22298.245729 nChanged 15 SP:Iteration 2F (112.442959 sec): 3 clusters Score: Raw -23811.222842 + Penalty 1483.863667 = -22327.359175 nChanged 8 SP:Iteration 3Q (112.443641 sec): 3 clusters Score: Raw -23823.423700 + Penalty 1483.552750 = -22339.870951 nChanged 1 SP:Iteration 4Q (112.444318 sec): 3 clusters Score: Raw -23824.047207 + Penalty 1483.552750 = -22340.494457 nChanged 0 SP:Iteration 5F (112.445019 sec): 3 clusters Score: Raw -23824.047207 + Penalty 1483.552750 = -22340.494457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.446789 sec): 2 clusters Score: Raw -26529.325361 + Penalty 338.967347 = -26190.358014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.447601 sec): 3 clusters Score: Raw -26395.821018 + Penalty 688.206737 = -25707.614281 nChanged 97 SP:Iteration 1F (112.448366 sec): 3 clusters Score: Raw -26472.873835 + Penalty 704.421373 = -25768.452462 nChanged 32 SP:Iteration 2F (112.449132 sec): 3 clusters Score: Raw -26514.521118 + Penalty 725.612342 = -25788.908776 nChanged 21 SP:Iteration 3F (112.449898 sec): 3 clusters Score: Raw -26550.292447 + Penalty 750.647349 = -25799.645098 nChanged 16 SP:Iteration 4F (112.450665 sec): 3 clusters Score: Raw -26572.908009 + Penalty 761.041467 = -25811.866541 nChanged 8 SP:Iteration 5Q (112.451386 sec): 3 clusters Score: Raw -26582.214497 + Penalty 770.482463 = -25811.732033 nChanged 5 SP:Iteration 6F (112.452159 sec): 3 clusters Score: Raw -26587.634862 + Penalty 775.564945 = -25812.069917 nChanged 3 SP:Iteration 7Q (112.452862 sec): 3 clusters Score: Raw -26591.782659 + Penalty 775.564945 = -25816.217714 nChanged 0 SP:Iteration 8F (112.453634 sec): 3 clusters Score: Raw -26591.782659 + Penalty 775.564945 = -25816.217714 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 34 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.458056 sec): 2 clusters Score: Raw -62051.419869 + Penalty 438.353320 = -61613.066549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.459522 sec): 3 clusters Score: Raw -61702.382708 + Penalty 893.566889 = -60808.815819 nChanged 243 SP:Iteration 1F (112.460925 sec): 3 clusters Score: Raw -61910.237913 + Penalty 918.589749 = -60991.648164 nChanged 82 SP:Iteration 2F (112.462411 sec): 3 clusters Score: Raw -61980.273519 + Penalty 944.905020 = -61035.368498 nChanged 41 SP:Iteration 3F (112.463879 sec): 3 clusters Score: Raw -62024.762350 + Penalty 971.433925 = -61053.328426 nChanged 35 SP:Iteration 4F (112.465299 sec): 3 clusters Score: Raw -62063.436043 + Penalty 994.764916 = -61068.671127 nChanged 23 SP:Iteration 5Q (112.466751 sec): 3 clusters Score: Raw -62088.001838 + Penalty 1026.082104 = -61061.919734 nChanged 22 SP:Iteration 6F (112.468233 sec): 3 clusters Score: Raw -62116.015187 + Penalty 1045.188825 = -61070.826362 nChanged 17 SP:Iteration 7Q (112.469625 sec): 3 clusters Score: Raw -62140.769330 + Penalty 1057.875906 = -61082.893424 nChanged 8 SP:Iteration 8Q (112.470954 sec): 3 clusters Score: Raw -62161.490803 + Penalty 1062.310532 = -61099.180271 nChanged 6 SP:Iteration 9Q (112.472282 sec): 3 clusters Score: Raw -62168.148367 + Penalty 1064.026277 = -61104.122090 nChanged 3 SP:Iteration 10F (112.473742 sec): 3 clusters Score: Raw -62172.497977 + Penalty 1064.026277 = -61108.471700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 36 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.478932 sec): 2 clusters Score: Raw -66879.914942 + Penalty 600.327529 = -66279.587412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.480517 sec): 3 clusters Score: Raw -66548.887005 + Penalty 1203.239834 = -65345.647170 nChanged 258 SP:Iteration 1F (112.482053 sec): 3 clusters Score: Raw -66731.178094 + Penalty 1207.020334 = -65524.157760 nChanged 71 SP:Iteration 2F (112.483564 sec): 3 clusters Score: Raw -66784.482528 + Penalty 1213.698045 = -65570.784483 nChanged 44 SP:Iteration 3F (112.485051 sec): 3 clusters Score: Raw -66826.285947 + Penalty 1222.890129 = -65603.395818 nChanged 45 SP:Iteration 4F (112.486505 sec): 3 clusters Score: Raw -66863.546275 + Penalty 1234.626100 = -65628.920175 nChanged 37 SP:Iteration 5F (112.487959 sec): 3 clusters Score: Raw -66896.262580 + Penalty 1246.996016 = -65649.266564 nChanged 26 SP:Iteration 6Q (112.489384 sec): 3 clusters Score: Raw -66917.914110 + Penalty 1253.318520 = -65664.595590 nChanged 20 SP:Iteration 7Q (112.490792 sec): 3 clusters Score: Raw -66938.547156 + Penalty 1259.785335 = -65678.761821 nChanged 17 SP:Iteration 8Q (112.492236 sec): 3 clusters Score: Raw -66953.019381 + Penalty 1264.522550 = -65688.496831 nChanged 10 SP:Iteration 9Q (112.493691 sec): 3 clusters Score: Raw -66958.787093 + Penalty 1267.092944 = -65691.694150 nChanged 6 SP:Iteration 10F (112.495151 sec): 3 clusters Score: Raw -66961.832880 + Penalty 1266.848322 = -65694.984558 nChanged 4 SP:Iteration 11Q (112.496594 sec): 3 clusters Score: Raw -66964.542457 + Penalty 1266.848322 = -65697.694135 nChanged 0 SP:Iteration 12F (112.498063 sec): 3 clusters Score: Raw -66964.542457 + Penalty 1266.848322 = -65697.694135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 40 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.508363 sec): 2 clusters Score: Raw -95920.404304 + Penalty 506.527186 = -95413.877118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.510668 sec): 3 clusters Score: Raw -95342.008639 + Penalty 1012.487305 = -94329.521334 nChanged 402 SP:Iteration 1F (112.512877 sec): 3 clusters Score: Raw -95569.627204 + Penalty 1012.968190 = -94556.659014 nChanged 122 SP:Iteration 2F (112.515036 sec): 3 clusters Score: Raw -95694.855468 + Penalty 1016.084266 = -94678.771202 nChanged 111 SP:Iteration 3F (112.517096 sec): 3 clusters Score: Raw -95828.503299 + Penalty 1012.621346 = -94815.881952 nChanged 70 SP:Iteration 4F (112.519173 sec): 3 clusters Score: Raw -95902.342616 + Penalty 1010.404829 = -94891.937787 nChanged 43 SP:Iteration 5Q (112.521191 sec): 3 clusters Score: Raw -95935.290816 + Penalty 1008.442112 = -94926.848704 nChanged 34 SP:Iteration 6Q (112.523203 sec): 3 clusters Score: Raw -95956.506479 + Penalty 1006.785213 = -94949.721266 nChanged 17 SP:Iteration 7Q (112.525199 sec): 3 clusters Score: Raw -95965.201060 + Penalty 1005.119430 = -94960.081630 nChanged 13 SP:Iteration 8Q (112.527202 sec): 3 clusters Score: Raw -95976.958505 + Penalty 1004.214993 = -94972.743512 nChanged 15 SP:Iteration 9Q (112.529188 sec): 3 clusters Score: Raw -95983.271631 + Penalty 1003.335136 = -94979.936495 nChanged 11 SP:Iteration 10F (112.531268 sec): 3 clusters Score: Raw -95987.506569 + Penalty 1003.328884 = -94984.177685 nChanged 4 SP:Iteration 11Q (112.533354 sec): 3 clusters Score: Raw -95988.005980 + Penalty 1003.418745 = -94984.587235 nChanged 2 SP:Iteration 12Q (112.535454 sec): 3 clusters Score: Raw -95988.319088 + Penalty 1003.131792 = -94985.187296 nChanged 1 SP:Iteration 13Q (112.537487 sec): 3 clusters Score: Raw -95988.679808 + Penalty 1002.184567 = -94986.495241 nChanged 3 SP:Iteration 14Q (112.539439 sec): 3 clusters Score: Raw -95989.492306 + Penalty 1001.891537 = -94987.600768 nChanged 1 SP:Iteration 15Q (112.541382 sec): 3 clusters Score: Raw -95989.564631 + Penalty 1001.891537 = -94987.673094 nChanged 0 SP:Iteration 16F (112.543399 sec): 3 clusters Score: Raw -95989.564631 + Penalty 1001.891537 = -94987.673094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 43 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.550278 sec): 2 clusters Score: Raw -102914.969303 + Penalty 457.936687 = -102457.032616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.552751 sec): 3 clusters Score: Raw -102251.368864 + Penalty 913.886967 = -101337.481898 nChanged 458 SP:Iteration 1F (112.555137 sec): 3 clusters Score: Raw -102473.098695 + Penalty 914.142980 = -101558.955715 nChanged 140 SP:Iteration 2F (112.557386 sec): 3 clusters Score: Raw -102563.054797 + Penalty 916.668168 = -101646.386629 nChanged 95 SP:Iteration 3F (112.559625 sec): 3 clusters Score: Raw -102648.597907 + Penalty 924.509815 = -101724.088092 nChanged 98 SP:Iteration 4F (112.561934 sec): 3 clusters Score: Raw -102747.870621 + Penalty 939.860745 = -101808.009876 nChanged 91 SP:Iteration 5F (112.564247 sec): 3 clusters Score: Raw -102813.580438 + Penalty 957.138810 = -101856.441628 nChanged 51 SP:Iteration 6Q (112.566708 sec): 3 clusters Score: Raw -102850.220266 + Penalty 978.067873 = -101872.152393 nChanged 52 SP:Iteration 7Q (112.569137 sec): 3 clusters Score: Raw -102894.821142 + Penalty 1004.669759 = -101890.151383 nChanged 54 SP:Iteration 8Q (112.571382 sec): 3 clusters Score: Raw -102938.379686 + Penalty 1022.321022 = -101916.058663 nChanged 39 SP:Iteration 9Q (112.573604 sec): 3 clusters Score: Raw -102963.024439 + Penalty 1036.271116 = -101926.753324 nChanged 27 SP:Iteration 10F (112.575905 sec): 3 clusters Score: Raw -102979.018194 + Penalty 1045.151440 = -101933.866754 nChanged 15 SP:Iteration 11Q (112.578092 sec): 3 clusters Score: Raw -102985.991108 + Penalty 1049.644407 = -101936.346701 nChanged 8 SP:Iteration 12Q (112.580263 sec): 3 clusters Score: Raw -102989.884591 + Penalty 1052.538158 = -101937.346433 nChanged 11 SP:Iteration 13Q (112.582428 sec): 3 clusters Score: Raw -102997.220304 + Penalty 1053.014031 = -101944.206273 nChanged 5 SP:Iteration 14Q (112.584688 sec): 3 clusters Score: Raw -102999.988964 + Penalty 1053.731999 = -101946.256966 nChanged 2 SP:Iteration 15Q (112.586914 sec): 3 clusters Score: Raw -103001.306869 + Penalty 1054.886126 = -101946.420743 nChanged 4 SP:Iteration 16Q (112.589142 sec): 3 clusters Score: Raw -103004.981959 + Penalty 1056.456261 = -101948.525698 nChanged 3 SP:Iteration 17Q (112.591359 sec): 3 clusters Score: Raw -103007.550220 + Penalty 1057.092872 = -101950.457348 nChanged 3 SP:Iteration 18Q (112.593576 sec): 3 clusters Score: Raw -103009.019654 + Penalty 1059.184085 = -101949.835569 nChanged 4 SP:Iteration 19F (112.595980 sec): 3 clusters Score: Raw -103011.325665 + Penalty 1062.463510 = -101948.862155 nChanged 6 SP:Iteration 20F (112.598365 sec): 3 clusters Score: Raw -103013.780122 + Penalty 1065.023090 = -101948.757032 nChanged 4 SP:Iteration 21F (112.600910 sec): 3 clusters Score: Raw -103016.039032 + Penalty 1065.023090 = -101951.015942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.602215 sec): 2 clusters Score: Raw -3513.736812 + Penalty 488.197642 = -3025.539170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.602624 sec): 3 clusters Score: Raw -3722.082822 + Penalty 978.624258 = -2743.458564 nChanged 11 SP:Iteration 1F (112.603016 sec): 3 clusters Score: Raw -3832.509371 + Penalty 977.195418 = -2855.313953 nChanged 3 SP:Iteration 2Q (112.603378 sec): 3 clusters Score: Raw -3852.455029 + Penalty 983.765249 = -2868.689781 nChanged 3 SP:Iteration 3Q (112.603739 sec): 3 clusters Score: Raw -3858.922119 + Penalty 987.374320 = -2871.547798 nChanged 1 SP:Iteration 4Q (112.604100 sec): 3 clusters Score: Raw -3859.898646 + Penalty 987.374320 = -2872.524325 nChanged 0 SP:Iteration 5F (112.604493 sec): 3 clusters Score: Raw -3859.898646 + Penalty 987.374320 = -2872.524325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 49 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.607504 sec): 2 clusters Score: Raw -82282.727569 + Penalty 366.115077 = -81916.612492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.609351 sec): 3 clusters Score: Raw -81768.554584 + Penalty 739.521850 = -81029.032734 nChanged 366 SP:Iteration 1F (112.611149 sec): 3 clusters Score: Raw -82013.427163 + Penalty 749.443678 = -81263.983484 nChanged 117 SP:Iteration 2F (112.613039 sec): 3 clusters Score: Raw -82143.441274 + Penalty 756.445203 = -81386.996071 nChanged 73 SP:Iteration 3F (112.614941 sec): 3 clusters Score: Raw -82203.504920 + Penalty 761.440456 = -81442.064464 nChanged 33 SP:Iteration 4Q (112.616777 sec): 3 clusters Score: Raw -82219.226331 + Penalty 764.716677 = -81454.509655 nChanged 14 SP:Iteration 5Q (112.618511 sec): 3 clusters Score: Raw -82229.103480 + Penalty 766.940620 = -81462.162860 nChanged 14 SP:Iteration 6Q (112.620222 sec): 3 clusters Score: Raw -82238.461750 + Penalty 771.672149 = -81466.789601 nChanged 10 SP:Iteration 7Q (112.621892 sec): 3 clusters Score: Raw -82246.044279 + Penalty 775.324374 = -81470.719905 nChanged 10 SP:Iteration 8Q (112.623588 sec): 3 clusters Score: Raw -82253.436560 + Penalty 777.643918 = -81475.792642 nChanged 12 SP:Iteration 9Q (112.625259 sec): 3 clusters Score: Raw -82265.715430 + Penalty 785.041206 = -81480.674225 nChanged 14 SP:Iteration 10F (112.627047 sec): 3 clusters Score: Raw -82275.726389 + Penalty 789.943853 = -81485.782536 nChanged 9 SP:Iteration 11Q (112.628720 sec): 3 clusters Score: Raw -82279.681126 + Penalty 791.438426 = -81488.242700 nChanged 7 SP:Iteration 12Q (112.630391 sec): 3 clusters Score: Raw -82284.985895 + Penalty 794.670326 = -81490.315569 nChanged 7 SP:Iteration 13Q (112.632025 sec): 3 clusters Score: Raw -82288.831629 + Penalty 798.655619 = -81490.176010 nChanged 11 SP:Iteration 14F (112.633963 sec): 3 clusters Score: Raw -82296.187066 + Penalty 799.694010 = -81496.493055 nChanged 7 SP:Iteration 15Q (112.635708 sec): 3 clusters Score: Raw -82301.103083 + Penalty 804.951828 = -81496.151255 nChanged 5 SP:Iteration 16F (112.637526 sec): 3 clusters Score: Raw -82305.574851 + Penalty 805.632043 = -81499.942808 nChanged 4 SP:Iteration 17Q (112.639134 sec): 3 clusters Score: Raw -82308.990122 + Penalty 809.315269 = -81499.674853 nChanged 4 SP:Iteration 18F (112.640889 sec): 3 clusters Score: Raw -82310.647284 + Penalty 809.713338 = -81500.933947 nChanged 3 SP:Iteration 19Q (112.642489 sec): 3 clusters Score: Raw -82311.188145 + Penalty 811.232575 = -81499.955569 nChanged 1 SP:Iteration 20F (112.644245 sec): 3 clusters Score: Raw -82311.141481 + Penalty 812.561243 = -81498.580238 nChanged 1 SP:Iteration 21F (112.646034 sec): 3 clusters Score: Raw -82311.363430 + Penalty 812.561243 = -81498.802187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.647295 sec): 2 clusters Score: Raw -13502.274968 + Penalty 410.878036 = -13091.396932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.647772 sec): 3 clusters Score: Raw -13498.635473 + Penalty 797.790413 = -12700.845060 nChanged 38 SP:Iteration 1F (112.648242 sec): 3 clusters Score: Raw -13544.202741 + Penalty 797.104901 = -12747.097840 nChanged 5 SP:Iteration 2Q (112.648700 sec): 3 clusters Score: Raw -13546.761625 + Penalty 797.104901 = -12749.656724 nChanged 0 SP:Iteration 3F (112.649167 sec): 3 clusters Score: Raw -13546.761625 + Penalty 797.104901 = -12749.656724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.651040 sec): 2 clusters Score: Raw -27975.419578 + Penalty 508.215429 = -27467.204149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.651814 sec): 3 clusters Score: Raw -27874.266047 + Penalty 1021.447972 = -26852.818075 nChanged 89 SP:Iteration 1F (112.652576 sec): 3 clusters Score: Raw -27975.454796 + Penalty 1022.877099 = -26952.577697 nChanged 29 SP:Iteration 2F (112.653337 sec): 3 clusters Score: Raw -28024.048798 + Penalty 1020.426541 = -27003.622257 nChanged 15 SP:Iteration 3Q (112.654079 sec): 3 clusters Score: Raw -28040.759494 + Penalty 1020.754964 = -27020.004530 nChanged 8 SP:Iteration 4Q (112.654827 sec): 3 clusters Score: Raw -28053.501723 + Penalty 1021.698464 = -27031.803259 nChanged 5 SP:Iteration 5Q (112.655585 sec): 3 clusters Score: Raw -28058.330835 + Penalty 1023.480414 = -27034.850422 nChanged 4 SP:Iteration 6Q (112.656348 sec): 3 clusters Score: Raw -28060.314223 + Penalty 1026.148597 = -27034.165626 nChanged 3 SP:Iteration 7F (112.657134 sec): 3 clusters Score: Raw -28062.739960 + Penalty 1026.982032 = -27035.757928 nChanged 1 SP:Iteration 8Q (112.657889 sec): 3 clusters Score: Raw -28064.915961 + Penalty 1027.914878 = -27037.001083 nChanged 1 SP:Iteration 9Q (112.658645 sec): 3 clusters Score: Raw -28065.200702 + Penalty 1027.914878 = -27037.285824 nChanged 0 SP:Iteration 10F (112.659412 sec): 3 clusters Score: Raw -28065.200702 + Penalty 1027.914878 = -27037.285824 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 77 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.662062 sec): 2 clusters Score: Raw -68539.895049 + Penalty 894.390884 = -67645.504166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.663634 sec): 3 clusters Score: Raw -68227.163102 + Penalty 1788.565157 = -66438.597945 nChanged 238 SP:Iteration 1F (112.665166 sec): 3 clusters Score: Raw -68437.735785 + Penalty 1787.059135 = -66650.676651 nChanged 66 SP:Iteration 2F (112.666775 sec): 3 clusters Score: Raw -68522.116129 + Penalty 1785.553559 = -66736.562571 nChanged 38 SP:Iteration 3Q (112.668365 sec): 3 clusters Score: Raw -68562.943173 + Penalty 1784.811555 = -66778.131618 nChanged 21 SP:Iteration 4Q (112.669955 sec): 3 clusters Score: Raw -68590.628698 + Penalty 1784.611345 = -66806.017353 nChanged 18 SP:Iteration 5Q (112.671472 sec): 3 clusters Score: Raw -68619.133486 + Penalty 1785.335291 = -66833.798195 nChanged 20 SP:Iteration 6Q (112.672939 sec): 3 clusters Score: Raw -68654.160348 + Penalty 1786.035765 = -66868.124584 nChanged 19 SP:Iteration 7Q (112.674443 sec): 3 clusters Score: Raw -68684.685726 + Penalty 1785.037905 = -66899.647822 nChanged 16 SP:Iteration 8Q (112.675919 sec): 3 clusters Score: Raw -68696.576111 + Penalty 1784.708953 = -66911.867158 nChanged 14 SP:Iteration 9Q (112.677377 sec): 3 clusters Score: Raw -68703.728826 + Penalty 1784.162931 = -66919.565895 nChanged 5 SP:Iteration 10F (112.678874 sec): 3 clusters Score: Raw -68706.051203 + Penalty 1783.992422 = -66922.058781 nChanged 1 SP:Iteration 11Q (112.680363 sec): 3 clusters Score: Raw -68706.437721 + Penalty 1783.864700 = -66922.573022 nChanged 1 SP:Iteration 12Q (112.681831 sec): 3 clusters Score: Raw -68706.841555 + Penalty 1783.761778 = -66923.079778 nChanged 1 SP:Iteration 13Q (112.683416 sec): 3 clusters Score: Raw -68707.440926 + Penalty 1783.442009 = -66923.998916 nChanged 2 SP:Iteration 14Q (112.685003 sec): 3 clusters Score: Raw -68708.503981 + Penalty 1783.339720 = -66925.164260 nChanged 1 SP:Iteration 15Q (112.686565 sec): 3 clusters Score: Raw -68708.767153 + Penalty 1783.339720 = -66925.427432 nChanged 0 SP:Iteration 16F (112.688174 sec): 3 clusters Score: Raw -68708.767153 + Penalty 1783.339720 = -66925.427432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.690477 sec): 2 clusters Score: Raw -31944.150094 + Penalty 609.336291 = -31334.813803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.691373 sec): 3 clusters Score: Raw -31847.305570 + Penalty 1222.930611 = -30624.374959 nChanged 97 SP:Iteration 1F (112.692257 sec): 3 clusters Score: Raw -31955.107385 + Penalty 1226.796618 = -30728.310766 nChanged 36 SP:Iteration 2F (112.693137 sec): 3 clusters Score: Raw -32004.737048 + Penalty 1230.720421 = -30774.016627 nChanged 15 SP:Iteration 3Q (112.693998 sec): 3 clusters Score: Raw -32022.679486 + Penalty 1233.939674 = -30788.739812 nChanged 7 SP:Iteration 4Q (112.694850 sec): 3 clusters Score: Raw -32036.138951 + Penalty 1237.143430 = -30798.995522 nChanged 4 SP:Iteration 5Q (112.695770 sec): 3 clusters Score: Raw -32041.966011 + Penalty 1243.070052 = -30798.895959 nChanged 8 SP:Iteration 6F (112.696704 sec): 3 clusters Score: Raw -32053.560877 + Penalty 1245.666072 = -30807.894806 nChanged 4 SP:Iteration 7Q (112.697581 sec): 3 clusters Score: Raw -32056.267761 + Penalty 1248.496728 = -30807.771033 nChanged 4 SP:Iteration 8F (112.698490 sec): 3 clusters Score: Raw -32059.431753 + Penalty 1251.225013 = -30808.206740 nChanged 2 SP:Iteration 9Q (112.699328 sec): 3 clusters Score: Raw -32061.054063 + Penalty 1251.882925 = -30809.171137 nChanged 1 SP:Iteration 10F (112.700276 sec): 3 clusters Score: Raw -32062.069744 + Penalty 1253.281938 = -30808.787806 nChanged 2 SP:Iteration 11F (112.701216 sec): 3 clusters Score: Raw -32063.075567 + Penalty 1254.608201 = -30808.467366 nChanged 2 SP:Iteration 12F (112.702126 sec): 3 clusters Score: Raw -32064.416158 + Penalty 1254.608201 = -30809.807957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.703107 sec): 2 clusters Score: Raw -328.138181 + Penalty 6.931472 = -321.206709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.703297 sec): 3 clusters Score: Raw -327.320934 + Penalty 13.862944 = -313.457991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.704047 sec): 2 clusters Score: Raw -248.848709 + Penalty 6.174230 = -242.674479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.704238 sec): 3 clusters Score: Raw -246.610770 + Penalty 12.007876 = -234.602895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.705705 sec): 2 clusters Score: Raw -20871.968311 + Penalty 318.494865 = -20553.473446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.706372 sec): 3 clusters Score: Raw -20761.533302 + Penalty 636.515306 = -20125.017996 nChanged 56 SP:Iteration 1F (112.707026 sec): 3 clusters Score: Raw -20832.796118 + Penalty 636.989730 = -20195.806388 nChanged 29 SP:Iteration 2F (112.707713 sec): 3 clusters Score: Raw -20877.864393 + Penalty 636.989730 = -20240.874663 nChanged 22 SP:Iteration 3F (112.708387 sec): 3 clusters Score: Raw -20904.642731 + Penalty 639.507106 = -20265.135625 nChanged 7 SP:Iteration 4Q (112.709046 sec): 3 clusters Score: Raw -20911.420805 + Penalty 640.395277 = -20271.025527 nChanged 1 SP:Iteration 5Q (112.709703 sec): 3 clusters Score: Raw -20911.776990 + Penalty 641.294865 = -20270.482125 nChanged 1 SP:Iteration 6F (112.710378 sec): 3 clusters Score: Raw -20912.067334 + Penalty 642.237420 = -20269.829914 nChanged 1 SP:Iteration 7F (112.711036 sec): 3 clusters Score: Raw -20912.253926 + Penalty 642.237420 = -20270.016506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.712000 sec): 2 clusters Score: Raw -3204.053255 + Penalty 137.665396 = -3066.387859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.712295 sec): 3 clusters Score: Raw -3243.774996 + Penalty 277.508766 = -2966.266230 nChanged 9 SP:Iteration 1F (112.712591 sec): 3 clusters Score: Raw -3272.572002 + Penalty 277.508766 = -2995.063236 nChanged 0 Iteration 219Q (112.856831 sec): 29 clusters Score: Raw -3227811.804226 + Penalty 21574.258854 = -3206237.545372 nChanged 7 Iteration 220F (113.383242 sec): 29 clusters Score: Raw -3227813.027106 + Penalty 21574.717887 = -3206238.309219 nChanged 4 Iteration 221Q (113.514012 sec): 29 clusters Score: Raw -3227814.310130 + Penalty 21573.558373 = -3206240.751757 nChanged 3 Iteration 222Q (113.645662 sec): 29 clusters Score: Raw -3227814.649341 + Penalty 21573.026436 = -3206241.622905 nChanged 2 Iteration 223Q (113.777005 sec): 29 clusters Score: Raw -3227814.657606 + Penalty 21573.026436 = -3206241.631170 nChanged 0 Iteration 224F (114.312214 sec): 29 clusters Score: Raw -3227814.657606 + Penalty 21573.026436 = -3206241.631170 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3227814.657606 + Penalty 21573.026436 = -3206241.631170Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 1 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.436041 sec): 2 clusters Score: Raw -51315.670898 + Penalty 790.343337 = -50525.327561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.437387 sec): 3 clusters Score: Raw -51121.323942 + Penalty 1582.825894 = -49538.498048 nChanged 144 SP:Iteration 1F (114.438617 sec): 3 clusters Score: Raw -51239.689476 + Penalty 1587.570825 = -49652.118651 nChanged 45 SP:Iteration 2F (114.439837 sec): 3 clusters Score: Raw -51296.204965 + Penalty 1593.728428 = -49702.476537 nChanged 32 SP:Iteration 3F (114.441027 sec): 3 clusters Score: Raw -51327.089973 + Penalty 1600.356832 = -49726.733141 nChanged 18 SP:Iteration 4Q (114.442178 sec): 3 clusters Score: Raw -51344.934553 + Penalty 1606.636607 = -49738.297946 nChanged 13 SP:Iteration 5Q (114.443321 sec): 3 clusters Score: Raw -51359.722452 + Penalty 1608.878586 = -49750.843866 nChanged 6 SP:Iteration 6Q (114.444457 sec): 3 clusters Score: Raw -51363.294355 + Penalty 1612.467442 = -49750.826913 nChanged 7 SP:Iteration 7F (114.445609 sec): 3 clusters Score: Raw -51370.494058 + Penalty 1615.580963 = -49754.913095 nChanged 6 SP:Iteration 8Q (114.446744 sec): 3 clusters Score: Raw -51377.413358 + Penalty 1615.826825 = -49761.586533 nChanged 2 SP:Iteration 9Q (114.447871 sec): 3 clusters Score: Raw -51382.771040 + Penalty 1618.218097 = -49764.552943 nChanged 2 SP:Iteration 10F (114.449027 sec): 3 clusters Score: Raw -51384.683668 + Penalty 1622.768159 = -49761.915509 nChanged 4 SP:Iteration 11F (114.450177 sec): 3 clusters Score: Raw -51388.989081 + Penalty 1624.358914 = -49764.630167 nChanged 4 SP:Iteration 12Q (114.451317 sec): 3 clusters Score: Raw -51392.641722 + Penalty 1628.171662 = -49764.470060 nChanged 4 SP:Iteration 13F (114.452471 sec): 3 clusters Score: Raw -51397.344375 + Penalty 1630.257636 = -49767.086739 nChanged 3 SP:Iteration 14Q (114.453589 sec): 3 clusters Score: Raw -51400.060992 + Penalty 1631.059682 = -49769.001310 nChanged 1 SP:Iteration 15Q (114.454695 sec): 3 clusters Score: Raw -51400.789662 + Penalty 1631.808222 = -49768.981440 nChanged 1 SP:Iteration 16F (114.455845 sec): 3 clusters Score: Raw -51403.389131 + Penalty 1631.792140 = -49771.596991 nChanged 1 SP:Iteration 17Q (114.456952 sec): 3 clusters Score: Raw -51403.467845 + Penalty 1631.792140 = -49771.675705 nChanged 0 SP:Iteration 18F (114.458100 sec): 3 clusters Score: Raw -51403.467845 + Penalty 1631.792140 = -49771.675705 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 3 (4959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.481390 sec): 2 clusters Score: Raw -431223.460054 + Penalty 210.047915 = -431013.412139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.490512 sec): 3 clusters Score: Raw -427939.043166 + Penalty 478.835706 = -427460.207460 nChanged 2350 SP:Iteration 1F (114.499514 sec): 3 clusters Score: Raw -430073.348918 + Penalty 503.747964 = -429569.600955 nChanged 609 SP:Iteration 2F (114.509006 sec): 3 clusters Score: Raw -430706.138138 + Penalty 501.976774 = -430204.161364 nChanged 227 SP:Iteration 3Q (114.517412 sec): 3 clusters Score: Raw -430855.660995 + Penalty 501.071224 = -430354.589771 nChanged 132 SP:Iteration 4Q (114.525572 sec): 3 clusters Score: Raw -430923.504321 + Penalty 502.666554 = -430420.837767 nChanged 88 SP:Iteration 5Q (114.533883 sec): 3 clusters Score: Raw -430970.223061 + Penalty 507.948048 = -430462.275014 nChanged 71 SP:Iteration 6Q (114.542146 sec): 3 clusters Score: Raw -431005.370638 + Penalty 511.586688 = -430493.783951 nChanged 58 SP:Iteration 7Q (114.549823 sec): 3 clusters Score: Raw -431030.274769 + Penalty 515.261466 = -430515.013303 nChanged 53 SP:Iteration 8Q (114.557494 sec): 3 clusters Score: Raw -431052.095432 + Penalty 518.266312 = -430533.829120 nChanged 51 SP:Iteration 9Q (114.565467 sec): 3 clusters Score: Raw -431074.950949 + Penalty 520.673476 = -430554.277472 nChanged 44 SP:Iteration 10F (114.574853 sec): 3 clusters Score: Raw -431096.585691 + Penalty 523.576824 = -430573.008866 nChanged 42 SP:Iteration 11Q (114.582270 sec): 3 clusters Score: Raw -431117.668103 + Penalty 524.433705 = -430593.234398 nChanged 38 SP:Iteration 12Q (114.589657 sec): 3 clusters Score: Raw -431140.285798 + Penalty 527.169130 = -430613.116668 nChanged 38 SP:Iteration 13Q (114.597015 sec): 3 clusters Score: Raw -431163.379636 + Penalty 528.474382 = -430634.905255 nChanged 19 SP:Iteration 14Q (114.604521 sec): 3 clusters Score: Raw -431171.986343 + Penalty 528.865888 = -430643.120455 nChanged 11 SP:Iteration 15Q (114.611844 sec): 3 clusters Score: Raw -431175.796036 + Penalty 527.608862 = -430648.187174 nChanged 12 SP:Iteration 16Q (114.619215 sec): 3 clusters Score: Raw -431180.798041 + Penalty 529.241006 = -430651.557036 nChanged 9 SP:Iteration 17Q (114.626914 sec): 3 clusters Score: Raw -431183.608259 + Penalty 525.995263 = -430657.612996 nChanged 12 SP:Iteration 18Q (114.634172 sec): 3 clusters Score: Raw -431189.086902 + Penalty 526.578955 = -430662.507947 nChanged 15 SP:Iteration 19Q (114.641752 sec): 3 clusters Score: Raw -431194.647597 + Penalty 525.021331 = -430669.626266 nChanged 11 SP:Iteration 20F (114.650597 sec): 3 clusters Score: Raw -431197.324949 + Penalty 528.680540 = -430668.644409 nChanged 5 SP:Iteration 21F (114.659445 sec): 3 clusters Score: Raw -431198.357449 + Penalty 531.478945 = -430666.878504 nChanged 6 SP:Iteration 22F (114.668595 sec): 3 clusters Score: Raw -431199.141676 + Penalty 532.606978 = -430666.534698 nChanged 7 SP:Iteration 23F (114.677935 sec): 3 clusters Score: Raw -431200.402376 + Penalty 526.146845 = -430674.255531 nChanged 6 SP:Iteration 24Q (114.685019 sec): 3 clusters Score: Raw -431202.512678 + Penalty 525.646764 = -430676.865915 nChanged 6 SP:Iteration 25Q (114.692660 sec): 3 clusters Score: Raw -431203.697903 + Penalty 523.135375 = -430680.562529 nChanged 3 SP:Iteration 26Q (114.699878 sec): 3 clusters Score: Raw -431205.138432 + Penalty 524.049654 = -430681.088778 nChanged 5 SP:Iteration 27Q (114.707554 sec): 3 clusters Score: Raw -431206.915315 + Penalty 523.414328 = -430683.500987 nChanged 1 SP:Iteration 28Q (114.714656 sec): 3 clusters Score: Raw -431207.059365 + Penalty 523.414328 = -430683.645037 nChanged 0 SP:Iteration 29F (114.723842 sec): 3 clusters Score: Raw -431207.059365 + Penalty 523.414328 = -430683.645037 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.735609 sec): 2 clusters Score: Raw -161686.460469 + Penalty 572.929797 = -161113.530672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.739389 sec): 3 clusters Score: Raw -160661.214192 + Penalty 1141.536552 = -159519.677640 nChanged 714 SP:Iteration 1F (114.742808 sec): 3 clusters Score: Raw -161167.412094 + Penalty 1138.011111 = -160029.400982 nChanged 237 SP:Iteration 2F (114.746183 sec): 3 clusters Score: Raw -161349.352229 + Penalty 1134.959506 = -160214.392723 nChanged 157 SP:Iteration 3F (114.749527 sec): 3 clusters Score: Raw -161473.744614 + Penalty 1132.577863 = -160341.166751 nChanged 92 SP:Iteration 4F (114.752863 sec): 3 clusters Score: Raw -161525.194907 + Penalty 1130.665786 = -160394.529120 nChanged 51 SP:Iteration 5Q (114.756275 sec): 3 clusters Score: Raw -161548.485794 + Penalty 1130.473562 = -160418.012232 nChanged 32 SP:Iteration 6Q (114.759631 sec): 3 clusters Score: Raw -161565.143768 + Penalty 1132.063375 = -160433.080392 nChanged 30 SP:Iteration 7Q (114.763010 sec): 3 clusters Score: Raw -161576.617740 + Penalty 1134.160166 = -160442.457573 nChanged 25 SP:Iteration 8Q (114.766561 sec): 3 clusters Score: Raw -161585.606370 + Penalty 1135.067839 = -160450.538530 nChanged 22 SP:Iteration 9Q (114.770008 sec): 3 clusters Score: Raw -161590.332328 + Penalty 1136.781654 = -160453.550674 nChanged 13 SP:Iteration 10F (114.773688 sec): 3 clusters Score: Raw -161595.053789 + Penalty 1138.847651 = -160456.206138 nChanged 13 SP:Iteration 11Q (114.777038 sec): 3 clusters Score: Raw -161599.105151 + Penalty 1140.780717 = -160458.324434 nChanged 14 SP:Iteration 12Q (114.780346 sec): 3 clusters Score: Raw -161602.749059 + Penalty 1142.791340 = -160459.957720 nChanged 13 SP:Iteration 13Q (114.783665 sec): 3 clusters Score: Raw -161607.173089 + Penalty 1144.555854 = -160462.617235 nChanged 12 SP:Iteration 14Q (114.786952 sec): 3 clusters Score: Raw -161610.486136 + Penalty 1146.299607 = -160464.186529 nChanged 14 SP:Iteration 15Q (114.790246 sec): 3 clusters Score: Raw -161614.659423 + Penalty 1147.782460 = -160466.876963 nChanged 10 SP:Iteration 16Q (114.793515 sec): 3 clusters Score: Raw -161617.056383 + Penalty 1148.807258 = -160468.249126 nChanged 7 SP:Iteration 17Q (114.796779 sec): 3 clusters Score: Raw -161618.177590 + Penalty 1149.733532 = -160468.444058 nChanged 6 SP:Iteration 18Q (114.800084 sec): 3 clusters Score: Raw -161619.036683 + Penalty 1150.998595 = -160468.038088 nChanged 8 SP:Iteration 19F (114.803573 sec): 3 clusters Score: Raw -161620.158288 + Penalty 1151.771381 = -160468.386907 nChanged 5 SP:Iteration 20F (114.807181 sec): 3 clusters Score: Raw -161621.119731 + Penalty 1152.395796 = -160468.723935 nChanged 4 SP:Iteration 21Q (114.810538 sec): 3 clusters Score: Raw -161621.721313 + Penalty 1152.904918 = -160468.816395 nChanged 3 SP:Iteration 22Q (114.813807 sec): 3 clusters Score: Raw -161622.217069 + Penalty 1153.575010 = -160468.642059 nChanged 4 SP:Iteration 23F (114.817201 sec): 3 clusters Score: Raw -161622.964461 + Penalty 1154.265700 = -160468.698761 nChanged 6 SP:Iteration 24Q (114.820520 sec): 3 clusters Score: Raw -161625.454418 + Penalty 1155.470513 = -160469.983905 nChanged 8 SP:Iteration 25Q (114.823904 sec): 3 clusters Score: Raw -161632.648738 + Penalty 1156.740445 = -160475.908293 nChanged 9 SP:Iteration 26Q (114.827252 sec): 3 clusters Score: Raw -161637.577634 + Penalty 1157.501161 = -160480.076473 nChanged 5 SP:Iteration 27Q (114.830525 sec): 3 clusters Score: Raw -161640.137051 + Penalty 1157.881207 = -160482.255844 nChanged 5 SP:Iteration 28Q (114.833771 sec): 3 clusters Score: Raw -161641.687161 + Penalty 1158.301670 = -160483.385491 nChanged 8 SP:Iteration 29Q (114.837215 sec): 3 clusters Score: Raw -161644.096998 + Penalty 1158.913651 = -160485.183347 nChanged 6 SP:Iteration 30F (114.840843 sec): 3 clusters Score: Raw -161645.461480 + Penalty 1158.736905 = -160486.724575 nChanged 3 SP:Iteration 31Q (114.844080 sec): 3 clusters Score: Raw -161645.823032 + Penalty 1158.597835 = -160487.225197 nChanged 1 SP:Iteration 32Q (114.847320 sec): 3 clusters Score: Raw -161645.937278 + Penalty 1158.751782 = -160487.185496 nChanged 1 SP:Iteration 33F (114.850674 sec): 3 clusters Score: Raw -161646.070247 + Penalty 1158.883567 = -160487.186679 nChanged 1 SP:Iteration 34Q (114.853920 sec): 3 clusters Score: Raw -161646.143791 + Penalty 1158.883567 = -160487.260224 nChanged 0 SP:Iteration 35F (114.857258 sec): 3 clusters Score: Raw -161646.143791 + Penalty 1158.883567 = -160487.260224 nChanged 0 Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 9 (7736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.892735 sec): 2 clusters Score: Raw -665893.510312 + Penalty 249.505868 = -665644.004445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.907534 sec): 3 clusters Score: Raw -660857.442313 + Penalty 559.775570 = -660297.666743 nChanged 3660 SP:Iteration 1F (114.921415 sec): 3 clusters Score: Raw -664323.012512 + Penalty 569.077520 = -663753.934992 nChanged 823 SP:Iteration 2F (114.935446 sec): 3 clusters Score: Raw -665063.065691 + Penalty 554.137470 = -664508.928221 nChanged 464 SP:Iteration 3F (114.949704 sec): 3 clusters Score: Raw -665488.902128 + Penalty 533.942352 = -664954.959775 nChanged 216 SP:Iteration 4Q (114.963264 sec): 3 clusters Score: Raw -665687.936009 + Penalty 523.200570 = -665164.735438 nChanged 110 SP:Iteration 5Q (114.976433 sec): 3 clusters Score: Raw -665805.518190 + Penalty 508.083374 = -665297.434816 nChanged 57 SP:Iteration 6Q (114.988263 sec): 3 clusters Score: Raw -665881.751996 + Penalty 504.548833 = -665377.203164 nChanged 26 SP:Iteration 7Q (114.999452 sec): 3 clusters Score: Raw -665898.730747 + Penalty 504.765963 = -665393.964784 nChanged 17 SP:Iteration 8Q (115.011033 sec): 3 clusters Score: Raw -665908.199072 + Penalty 503.235164 = -665404.963908 nChanged 10 SP:Iteration 9Q (115.022078 sec): 3 clusters Score: Raw -665910.479980 + Penalty 504.955766 = -665405.524214 nChanged 7 SP:Iteration 10F (115.036084 sec): 3 clusters Score: Raw -665911.127143 + Penalty 504.910729 = -665406.216414 nChanged 2 SP:Iteration 11Q (115.047555 sec): 3 clusters Score: Raw -665911.855386 + Penalty 505.844394 = -665406.010992 nChanged 1 SP:Iteration 12F (115.061541 sec): 3 clusters Score: Raw -665911.867806 + Penalty 506.920142 = -665404.947665 nChanged 1 SP:Iteration 13F (115.075815 sec): 3 clusters Score: Raw -665911.895655 + Penalty 506.071714 = -665405.823942 nChanged 1 SP:Iteration 14Q (115.086879 sec): 3 clusters Score: Raw -665911.866724 + Penalty 506.071714 = -665405.795010 nChanged 0 SP:Iteration 15F (115.100621 sec): 3 clusters Score: Raw -665911.866724 + Penalty 506.071714 = -665405.795010 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.111182 sec): 2 clusters Score: Raw -129966.236688 + Penalty 337.601848 = -129628.634841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.113790 sec): 3 clusters Score: Raw -129122.263293 + Penalty 676.962907 = -128445.300386 nChanged 596 SP:Iteration 1F (115.116374 sec): 3 clusters Score: Raw -129472.920075 + Penalty 679.371402 = -128793.548673 nChanged 146 SP:Iteration 2F (115.118926 sec): 3 clusters Score: Raw -129598.195529 + Penalty 683.212002 = -128914.983527 nChanged 119 SP:Iteration 3F (115.121549 sec): 3 clusters Score: Raw -129707.594933 + Penalty 686.405632 = -129021.189301 nChanged 92 SP:Iteration 4F (115.124160 sec): 3 clusters Score: Raw -129763.061813 + Penalty 690.005990 = -129073.055823 nChanged 54 SP:Iteration 5Q (115.126627 sec): 3 clusters Score: Raw -129799.793443 + Penalty 692.785431 = -129107.008012 nChanged 43 SP:Iteration 6Q (115.129108 sec): 3 clusters Score: Raw -129821.820179 + Penalty 695.003577 = -129126.816602 nChanged 24 SP:Iteration 7Q (115.131532 sec): 3 clusters Score: Raw -129830.015116 + Penalty 695.865453 = -129134.149664 nChanged 16 SP:Iteration 8Q (115.133929 sec): 3 clusters Score: Raw -129833.272135 + Penalty 698.257624 = -129135.014511 nChanged 15 SP:Iteration 9Q (115.136367 sec): 3 clusters Score: Raw -129837.706721 + Penalty 701.844898 = -129135.861823 nChanged 16 SP:Iteration 10F (115.139115 sec): 3 clusters Score: Raw -129845.204898 + Penalty 706.926803 = -129138.278095 nChanged 21 SP:Iteration 11Q (115.141707 sec): 3 clusters Score: Raw -129854.728682 + Penalty 713.012338 = -129141.716344 nChanged 22 SP:Iteration 12Q (115.144117 sec): 3 clusters Score: Raw -129865.675427 + Penalty 719.928217 = -129145.747210 nChanged 29 SP:Iteration 13Q (115.146476 sec): 3 clusters Score: Raw -129884.267179 + Penalty 727.266576 = -129157.000603 nChanged 28 SP:Iteration 14Q (115.148811 sec): 3 clusters Score: Raw -129898.806441 + Penalty 734.244732 = -129164.561709 nChanged 28 SP:Iteration 15Q (115.151124 sec): 3 clusters Score: Raw -129918.766642 + Penalty 740.881306 = -129177.885336 nChanged 20 SP:Iteration 16Q (115.153430 sec): 3 clusters Score: Raw -129934.565849 + Penalty 753.289574 = -129181.276276 nChanged 22 SP:Iteration 17Q (115.155689 sec): 3 clusters Score: Raw -129951.131382 + Penalty 760.726109 = -129190.405272 nChanged 18 SP:Iteration 18Q (115.157922 sec): 3 clusters Score: Raw -129969.451739 + Penalty 764.258219 = -129205.193520 nChanged 13 SP:Iteration 19Q (115.160090 sec): 3 clusters Score: Raw -129982.423965 + Penalty 766.831324 = -129215.592641 nChanged 5 SP:Iteration 20F (115.162624 sec): 3 clusters Score: Raw -129986.934734 + Penalty 767.863751 = -129219.070983 nChanged 5 SP:Iteration 21Q (115.164766 sec): 3 clusters Score: Raw -129990.546352 + Penalty 767.863751 = -129222.682601 nChanged 0 SP:Iteration 22F (115.167335 sec): 3 clusters Score: Raw -129990.546352 + Penalty 767.863751 = -129222.682601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.169735 sec): 2 clusters Score: Raw -43528.053225 + Penalty 395.579469 = -43132.473757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.170903 sec): 3 clusters Score: Raw -43281.119811 + Penalty 801.158311 = -42479.961500 nChanged 155 SP:Iteration 1F (115.171993 sec): 3 clusters Score: Raw -43410.943935 + Penalty 827.114123 = -42583.829812 nChanged 68 SP:Iteration 2F (115.173065 sec): 3 clusters Score: Raw -43483.459120 + Penalty 841.718693 = -42641.740427 nChanged 26 SP:Iteration 3F (115.174134 sec): 3 clusters Score: Raw -43506.172433 + Penalty 855.420470 = -42650.751962 nChanged 14 SP:Iteration 4Q (115.175194 sec): 3 clusters Score: Raw -43522.579772 + Penalty 883.731311 = -42638.848462 nChanged 17 SP:Iteration 5F (115.176265 sec): 3 clusters Score: Raw -43542.472962 + Penalty 916.190817 = -42626.282144 nChanged 15 SP:Iteration 6F (115.177275 sec): 3 clusters Score: Raw -43571.764970 + Penalty 940.863132 = -42630.901839 nChanged 8 SP:Iteration 7Q (115.178240 sec): 3 clusters Score: Raw -43590.757391 + Penalty 946.151662 = -42644.605729 nChanged 5 SP:Iteration 8Q (115.179176 sec): 3 clusters Score: Raw -43599.941088 + Penalty 947.040923 = -42652.900165 nChanged 1 SP:Iteration 9Q (115.180096 sec): 3 clusters Score: Raw -43602.267702 + Penalty 950.311291 = -42651.956411 nChanged 2 SP:Iteration 10F (115.181114 sec): 3 clusters Score: Raw -43603.672817 + Penalty 950.311291 = -42653.361526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.182702 sec): 2 clusters Score: Raw -21735.305613 + Penalty 166.518044 = -21568.787568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.183377 sec): 3 clusters Score: Raw -21595.116907 + Penalty 334.079538 = -21261.037369 nChanged 94 SP:Iteration 1F (115.184041 sec): 3 clusters Score: Raw -21680.529227 + Penalty 341.998163 = -21338.531064 nChanged 37 SP:Iteration 2F (115.184702 sec): 3 clusters Score: Raw -21723.806400 + Penalty 347.646064 = -21376.160335 nChanged 17 SP:Iteration 3F (115.185365 sec): 3 clusters Score: Raw -21745.447302 + Penalty 349.346219 = -21396.101083 nChanged 10 SP:Iteration 4Q (115.186004 sec): 3 clusters Score: Raw -21757.156461 + Penalty 349.978331 = -21407.178130 nChanged 7 SP:Iteration 5Q (115.186646 sec): 3 clusters Score: Raw -21764.812354 + Penalty 349.274664 = -21415.537689 nChanged 7 SP:Iteration 6Q (115.187283 sec): 3 clusters Score: Raw -21777.092107 + Penalty 350.400625 = -21426.691482 nChanged 6 SP:Iteration 7Q (115.187898 sec): 3 clusters Score: Raw -21786.391732 + Penalty 348.457689 = -21437.934043 nChanged 3 SP:Iteration 8Q (115.188507 sec): 3 clusters Score: Raw -21793.927781 + Penalty 347.953860 = -21445.973921 nChanged 3 SP:Iteration 9Q (115.189113 sec): 3 clusters Score: Raw -21798.886887 + Penalty 351.982838 = -21446.904049 nChanged 5 SP:Iteration 10F (115.189773 sec): 3 clusters Score: Raw -21810.576723 + Penalty 349.018507 = -21461.558216 nChanged 8 SP:Iteration 11Q (115.190371 sec): 3 clusters Score: Raw -21822.730268 + Penalty 346.841091 = -21475.889177 nChanged 6 SP:Iteration 12Q (115.190968 sec): 3 clusters Score: Raw -21831.085968 + Penalty 346.703305 = -21484.382663 nChanged 2 SP:Iteration 13Q (115.191591 sec): 3 clusters Score: Raw -21833.834939 + Penalty 346.108532 = -21487.726407 nChanged 2 SP:Iteration 14Q (115.192211 sec): 3 clusters Score: Raw -21834.646892 + Penalty 345.975652 = -21488.671240 nChanged 1 SP:Iteration 15Q (115.192800 sec): 3 clusters Score: Raw -21834.958429 + Penalty 345.975652 = -21488.982777 nChanged 0 SP:Iteration 16F (115.193502 sec): 3 clusters Score: Raw -21834.958429 + Penalty 345.975652 = -21488.982777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.198132 sec): 2 clusters Score: Raw -118582.175263 + Penalty 537.193737 = -118044.981526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.200618 sec): 3 clusters Score: Raw -117827.588080 + Penalty 1079.516531 = -116748.071549 nChanged 515 SP:Iteration 1F (115.203058 sec): 3 clusters Score: Raw -118134.376980 + Penalty 1081.100920 = -117053.276059 nChanged 141 SP:Iteration 2F (115.205718 sec): 3 clusters Score: Raw -118224.257644 + Penalty 1081.883923 = -117142.373721 nChanged 99 SP:Iteration 3F (115.208359 sec): 3 clusters Score: Raw -118298.863472 + Penalty 1083.820840 = -117215.042632 nChanged 92 SP:Iteration 4F (115.210907 sec): 3 clusters Score: Raw -118378.551971 + Penalty 1085.955758 = -117292.596213 nChanged 68 SP:Iteration 5F (115.213336 sec): 3 clusters Score: Raw -118421.698181 + Penalty 1088.024822 = -117333.673359 nChanged 40 SP:Iteration 6Q (115.215804 sec): 3 clusters Score: Raw -118442.601625 + Penalty 1091.920595 = -117350.681030 nChanged 36 SP:Iteration 7Q (115.218258 sec): 3 clusters Score: Raw -118467.211686 + Penalty 1098.179990 = -117369.031696 nChanged 34 SP:Iteration 8Q (115.220651 sec): 3 clusters Score: Raw -118497.017317 + Penalty 1104.587334 = -117392.429983 nChanged 40 SP:Iteration 9Q (115.223076 sec): 3 clusters Score: Raw -118525.080088 + Penalty 1110.870246 = -117414.209843 nChanged 35 SP:Iteration 10F (115.225521 sec): 3 clusters Score: Raw -118544.112726 + Penalty 1115.957532 = -117428.155194 nChanged 23 SP:Iteration 11Q (115.227829 sec): 3 clusters Score: Raw -118556.670215 + Penalty 1120.667363 = -117436.002852 nChanged 22 SP:Iteration 12Q (115.230115 sec): 3 clusters Score: Raw -118566.139516 + Penalty 1123.517508 = -117442.622008 nChanged 16 SP:Iteration 13Q (115.232424 sec): 3 clusters Score: Raw -118572.544962 + Penalty 1124.481648 = -117448.063314 nChanged 12 SP:Iteration 14Q (115.234747 sec): 3 clusters Score: Raw -118578.147303 + Penalty 1125.817317 = -117452.329986 nChanged 16 SP:Iteration 15Q (115.237071 sec): 3 clusters Score: Raw -118586.175476 + Penalty 1127.308011 = -117458.867466 nChanged 10 SP:Iteration 16Q (115.239533 sec): 3 clusters Score: Raw -118590.753231 + Penalty 1128.655623 = -117462.097608 nChanged 12 SP:Iteration 17Q (115.241958 sec): 3 clusters Score: Raw -118596.679661 + Penalty 1129.763362 = -117466.916299 nChanged 9 SP:Iteration 18Q (115.244218 sec): 3 clusters Score: Raw -118602.083880 + Penalty 1131.940789 = -117470.143091 nChanged 8 SP:Iteration 19Q (115.246481 sec): 3 clusters Score: Raw -118605.593200 + Penalty 1132.551109 = -117473.042090 nChanged 5 SP:Iteration 20F (115.248965 sec): 3 clusters Score: Raw -118608.270357 + Penalty 1132.674789 = -117475.595568 nChanged 5 SP:Iteration 21Q (115.251200 sec): 3 clusters Score: Raw -118610.550518 + Penalty 1134.113360 = -117476.437158 nChanged 4 SP:Iteration 22Q (115.253405 sec): 3 clusters Score: Raw -118611.836371 + Penalty 1133.663805 = -117478.172566 nChanged 1 SP:Iteration 23Q (115.255791 sec): 3 clusters Score: Raw -118612.560014 + Penalty 1134.161872 = -117478.398142 nChanged 2 SP:Iteration 24Q (115.258249 sec): 3 clusters Score: Raw -118612.910760 + Penalty 1134.161872 = -117478.748889 nChanged 0 SP:Iteration 25F (115.260935 sec): 3 clusters Score: Raw -118612.910760 + Penalty 1134.161872 = -117478.748889 nChanged 0 Memory request: 0.05 GB would take us to total of 0.40 GB. Trying to split cluster 15 (11249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.314462 sec): 2 clusters Score: Raw -956268.982348 + Penalty 312.846648 = -955956.135700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.335464 sec): 3 clusters Score: Raw -948723.221970 + Penalty 597.778835 = -948125.443136 nChanged 5306 SP:Iteration 1F (115.356507 sec): 3 clusters Score: Raw -951583.555079 + Penalty 567.676435 = -951015.878645 nChanged 1844 SP:Iteration 2F (115.377565 sec): 3 clusters Score: Raw -952657.943002 + Penalty 541.489950 = -952116.453052 nChanged 1032 SP:Iteration 3F (115.397745 sec): 3 clusters Score: Raw -953663.147757 + Penalty 523.935486 = -953139.212271 nChanged 1105 SP:Iteration 4F (115.418640 sec): 3 clusters Score: Raw -954986.513897 + Penalty 569.080233 = -954417.433663 nChanged 800 SP:Iteration 5F (115.439349 sec): 3 clusters Score: Raw -955962.932827 + Penalty 754.101019 = -955208.831808 nChanged 243 SP:Iteration 6Q (115.457495 sec): 3 clusters Score: Raw -956249.646223 + Penalty 845.772988 = -955403.873235 nChanged 31 SP:Iteration 7Q (115.473824 sec): 3 clusters Score: Raw -956297.036870 + Penalty 896.132382 = -955400.904487 nChanged 13 SP:Iteration 8F (115.495064 sec): 3 clusters Score: Raw -956309.142275 + Penalty 911.937874 = -955397.204401 nChanged 2 SP:Iteration 9F (115.515689 sec): 3 clusters Score: Raw -956315.736858 + Penalty 913.496381 = -955402.240477 nChanged 1 SP:Iteration 10F (115.536153 sec): 3 clusters Score: Raw -956321.301561 + Penalty 901.212321 = -955420.089240 nChanged 1 SP:Iteration 11Q (115.552238 sec): 3 clusters Score: Raw -956323.696473 + Penalty 901.212321 = -955422.484151 nChanged 0 SP:Iteration 12F (115.573062 sec): 3 clusters Score: Raw -956323.696473 + Penalty 901.212321 = -955422.484151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.583755 sec): 2 clusters Score: Raw -34760.104030 + Penalty 294.665618 = -34465.438412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.584732 sec): 3 clusters Score: Raw -34563.680487 + Penalty 601.111568 = -33962.568919 nChanged 155 SP:Iteration 1F (115.585664 sec): 3 clusters Score: Raw -34716.584412 + Penalty 622.320926 = -34094.263487 nChanged 53 SP:Iteration 2F (115.586588 sec): 3 clusters Score: Raw -34762.546251 + Penalty 633.230506 = -34129.315745 nChanged 16 SP:Iteration 3Q (115.587469 sec): 3 clusters Score: Raw -34779.234260 + Penalty 648.202616 = -34131.031643 nChanged 13 SP:Iteration 4Q (115.588346 sec): 3 clusters Score: Raw -34793.127584 + Penalty 664.678176 = -34128.449408 nChanged 10 SP:Iteration 5F (115.589236 sec): 3 clusters Score: Raw -34806.800128 + Penalty 677.668607 = -34129.131521 nChanged 6 SP:Iteration 6Q (115.590101 sec): 3 clusters Score: Raw -34813.696819 + Penalty 683.368134 = -34130.328685 nChanged 4 SP:Iteration 7Q (115.590959 sec): 3 clusters Score: Raw -34819.873043 + Penalty 694.922855 = -34124.950188 nChanged 5 SP:Iteration 8F (115.591848 sec): 3 clusters Score: Raw -34827.663244 + Penalty 710.078954 = -34117.584290 nChanged 6 SP:Iteration 9F (115.592738 sec): 3 clusters Score: Raw -34840.838978 + Penalty 720.658140 = -34120.180838 nChanged 4 SP:Iteration 10F (115.593628 sec): 3 clusters Score: Raw -34849.629964 + Penalty 727.339021 = -34122.290942 nChanged 4 SP:Iteration 11Q (115.594449 sec): 3 clusters Score: Raw -34854.538944 + Penalty 729.622425 = -34124.916519 nChanged 1 SP:Iteration 12Q (115.595264 sec): 3 clusters Score: Raw -34856.208024 + Penalty 729.622425 = -34126.585599 nChanged 0 SP:Iteration 13F (115.596152 sec): 3 clusters Score: Raw -34856.208024 + Penalty 729.622425 = -34126.585599 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 18 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.598415 sec): 2 clusters Score: Raw -55615.833761 + Penalty 506.946184 = -55108.887577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.599707 sec): 3 clusters Score: Raw -55321.676665 + Penalty 1011.284480 = -54310.392185 nChanged 218 SP:Iteration 1F (115.600913 sec): 3 clusters Score: Raw -55473.138446 + Penalty 1008.822104 = -54464.316342 nChanged 77 SP:Iteration 2F (115.602194 sec): 3 clusters Score: Raw -55530.669733 + Penalty 1008.200486 = -54522.469247 nChanged 29 SP:Iteration 3Q (115.603533 sec): 3 clusters Score: Raw -55548.930484 + Penalty 1009.096922 = -54539.833562 nChanged 24 SP:Iteration 4Q (115.604799 sec): 3 clusters Score: Raw -55579.903726 + Penalty 1009.908046 = -54569.995680 nChanged 23 SP:Iteration 5Q (115.606058 sec): 3 clusters Score: Raw -55619.978459 + Penalty 1011.200448 = -54608.778011 nChanged 21 SP:Iteration 6Q (115.607243 sec): 3 clusters Score: Raw -55645.872263 + Penalty 1011.305773 = -54634.566490 nChanged 14 SP:Iteration 7Q (115.608459 sec): 3 clusters Score: Raw -55654.840456 + Penalty 1010.357487 = -54644.482969 nChanged 8 SP:Iteration 8Q (115.609670 sec): 3 clusters Score: Raw -55663.119650 + Penalty 1009.435902 = -54653.683748 nChanged 9 SP:Iteration 9Q (115.610872 sec): 3 clusters Score: Raw -55669.419070 + Penalty 1008.749692 = -54660.669378 nChanged 5 SP:Iteration 10F (115.612131 sec): 3 clusters Score: Raw -55670.272141 + Penalty 1008.649101 = -54661.623039 nChanged 2 SP:Iteration 11Q (115.613256 sec): 3 clusters Score: Raw -55670.685627 + Penalty 1008.538182 = -54662.147445 nChanged 1 SP:Iteration 12Q (115.614392 sec): 3 clusters Score: Raw -55671.325315 + Penalty 1008.312918 = -54663.012397 nChanged 3 SP:Iteration 13Q (115.615570 sec): 3 clusters Score: Raw -55674.565359 + Penalty 1008.254734 = -54666.310625 nChanged 3 SP:Iteration 14Q (115.616719 sec): 3 clusters Score: Raw -55675.545796 + Penalty 1008.121524 = -54667.424272 nChanged 2 SP:Iteration 15Q (115.617864 sec): 3 clusters Score: Raw -55677.266865 + Penalty 1007.897743 = -54669.369121 nChanged 2 SP:Iteration 16Q (115.619010 sec): 3 clusters Score: Raw -55678.881509 + Penalty 1007.584606 = -54671.296903 nChanged 2 SP:Iteration 17Q (115.620153 sec): 3 clusters Score: Raw -55683.852851 + Penalty 1006.879717 = -54676.973134 nChanged 7 SP:Iteration 18Q (115.621317 sec): 3 clusters Score: Raw -55692.696127 + Penalty 1006.575976 = -54686.120151 nChanged 7 SP:Iteration 19Q (115.622454 sec): 3 clusters Score: Raw -55697.159049 + Penalty 1006.456562 = -54690.702487 nChanged 5 SP:Iteration 20F (115.623658 sec): 3 clusters Score: Raw -55699.756736 + Penalty 1006.497090 = -54693.259646 nChanged 4 SP:Iteration 21Q (115.624792 sec): 3 clusters Score: Raw -55703.099189 + Penalty 1005.980343 = -54697.118845 nChanged 4 SP:Iteration 22Q (115.625917 sec): 3 clusters Score: Raw -55705.801226 + Penalty 1005.524438 = -54700.276788 nChanged 4 SP:Iteration 23Q (115.627079 sec): 3 clusters Score: Raw -55709.048308 + Penalty 1005.395443 = -54703.652865 nChanged 5 SP:Iteration 24Q (115.628200 sec): 3 clusters Score: Raw -55711.985975 + Penalty 1005.314386 = -54706.671589 nChanged 3 SP:Iteration 25Q (115.629316 sec): 3 clusters Score: Raw -55714.066221 + Penalty 1004.953337 = -54709.112883 nChanged 2 SP:Iteration 26Q (115.630427 sec): 3 clusters Score: Raw -55714.877170 + Penalty 1004.634951 = -54710.242219 nChanged 4 SP:Iteration 27Q (115.631536 sec): 3 clusters Score: Raw -55716.334809 + Penalty 1004.281248 = -54712.053562 nChanged 3 SP:Iteration 28Q (115.632644 sec): 3 clusters Score: Raw -55718.099071 + Penalty 1003.908834 = -54714.190237 nChanged 4 SP:Iteration 29Q (115.633746 sec): 3 clusters Score: Raw -55721.988327 + Penalty 1003.725435 = -54718.262892 nChanged 5 SP:Iteration 30F (115.635070 sec): 3 clusters Score: Raw -55728.410544 + Penalty 1004.366851 = -54724.043694 nChanged 5 SP:Iteration 31Q (115.636222 sec): 3 clusters Score: Raw -55737.090174 + Penalty 1003.522432 = -54733.567741 nChanged 8 SP:Iteration 32Q (115.637332 sec): 3 clusters Score: Raw -55751.031428 + Penalty 1001.787194 = -54749.244234 nChanged 6 SP:Iteration 33Q (115.638433 sec): 3 clusters Score: Raw -55757.537844 + Penalty 1001.042972 = -54756.494872 nChanged 3 SP:Iteration 34Q (115.639519 sec): 3 clusters Score: Raw -55759.518611 + Penalty 1000.462996 = -54759.055615 nChanged 1 SP:Iteration 35Q (115.640602 sec): 3 clusters Score: Raw -55760.372606 + Penalty 999.638616 = -54760.733990 nChanged 2 SP:Iteration 36Q (115.641678 sec): 3 clusters Score: Raw -55761.558233 + Penalty 999.046352 = -54762.511881 nChanged 1 SP:Iteration 37Q (115.642753 sec): 3 clusters Score: Raw -55761.776807 + Penalty 999.046352 = -54762.730455 nChanged 0 SP:Iteration 38F (115.644031 sec): 3 clusters Score: Raw -55761.776807 + Penalty 999.046352 = -54762.730455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 23 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.646288 sec): 2 clusters Score: Raw -44065.252678 + Penalty 561.801056 = -43503.451621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.647337 sec): 3 clusters Score: Raw -43897.038280 + Penalty 1130.589901 = -42766.448380 nChanged 141 SP:Iteration 1F (115.648369 sec): 3 clusters Score: Raw -44040.623595 + Penalty 1145.107419 = -42895.516176 nChanged 52 SP:Iteration 2F (115.649365 sec): 3 clusters Score: Raw -44105.969976 + Penalty 1154.980069 = -42950.989907 nChanged 26 SP:Iteration 3F (115.650352 sec): 3 clusters Score: Raw -44143.390844 + Penalty 1159.530003 = -42983.860840 nChanged 19 SP:Iteration 4Q (115.651327 sec): 3 clusters Score: Raw -44167.367962 + Penalty 1162.996472 = -43004.371489 nChanged 7 SP:Iteration 5Q (115.652299 sec): 3 clusters Score: Raw -44176.706668 + Penalty 1164.394891 = -43012.311777 nChanged 4 SP:Iteration 6Q (115.653289 sec): 3 clusters Score: Raw -44182.232928 + Penalty 1165.189040 = -43017.043888 nChanged 1 SP:Iteration 7Q (115.654265 sec): 3 clusters Score: Raw -44187.235931 + Penalty 1166.178922 = -43021.057010 nChanged 3 SP:Iteration 8Q (115.655233 sec): 3 clusters Score: Raw -44197.703621 + Penalty 1167.389375 = -43030.314246 nChanged 4 SP:Iteration 9Q (115.656198 sec): 3 clusters Score: Raw -44201.777474 + Penalty 1167.389375 = -43034.388099 nChanged 0 SP:Iteration 10F (115.657183 sec): 3 clusters Score: Raw -44201.777474 + Penalty 1167.389375 = -43034.388099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.659287 sec): 2 clusters Score: Raw -23470.577949 + Penalty 741.928862 = -22728.649087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.659967 sec): 3 clusters Score: Raw -23443.797344 + Penalty 1484.023330 = -21959.774014 nChanged 44 SP:Iteration 1F (115.660633 sec): 3 clusters Score: Raw -23523.468248 + Penalty 1484.234798 = -22039.233450 nChanged 12 SP:Iteration 2Q (115.661282 sec): 3 clusters Score: Raw -23541.170167 + Penalty 1484.700111 = -22056.470056 nChanged 3 SP:Iteration 3Q (115.661924 sec): 3 clusters Score: Raw -23548.504343 + Penalty 1484.744059 = -22063.760284 nChanged 5 SP:Iteration 4Q (115.662564 sec): 3 clusters Score: Raw -23559.692859 + Penalty 1484.364388 = -22075.328471 nChanged 3 SP:Iteration 5Q (115.663203 sec): 3 clusters Score: Raw -23564.718859 + Penalty 1484.179210 = -22080.539649 nChanged 2 SP:Iteration 6Q (115.663840 sec): 3 clusters Score: Raw -23567.062676 + Penalty 1483.792716 = -22083.269960 nChanged 3 SP:Iteration 7Q (115.664479 sec): 3 clusters Score: Raw -23570.078613 + Penalty 1483.792716 = -22086.285897 nChanged 0 SP:Iteration 8F (115.665143 sec): 3 clusters Score: Raw -23570.078613 + Penalty 1483.792716 = -22086.285897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.666922 sec): 2 clusters Score: Raw -26529.325361 + Penalty 338.967347 = -26190.358014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.667690 sec): 3 clusters Score: Raw -26387.287694 + Penalty 684.320627 = -25702.967067 nChanged 95 SP:Iteration 1F (115.668442 sec): 3 clusters Score: Raw -26462.450661 + Penalty 698.687671 = -25763.762990 nChanged 33 SP:Iteration 2F (115.669195 sec): 3 clusters Score: Raw -26495.433936 + Penalty 715.006446 = -25780.427491 nChanged 18 SP:Iteration 3F (115.669945 sec): 3 clusters Score: Raw -26516.240355 + Penalty 735.532672 = -25780.707683 nChanged 14 SP:Iteration 4Q (115.670718 sec): 3 clusters Score: Raw -26530.532246 + Penalty 750.237118 = -25780.295128 nChanged 11 SP:Iteration 5F (115.671469 sec): 3 clusters Score: Raw -26542.332528 + Penalty 771.326601 = -25771.005927 nChanged 12 SP:Iteration 6F (115.672217 sec): 3 clusters Score: Raw -26567.184070 + Penalty 795.065944 = -25772.118126 nChanged 11 SP:Iteration 7Q (115.672917 sec): 3 clusters Score: Raw -26586.130657 + Penalty 811.148597 = -25774.982060 nChanged 9 SP:Iteration 8Q (115.673601 sec): 3 clusters Score: Raw -26604.172874 + Penalty 838.343457 = -25765.829417 nChanged 8 SP:Iteration 9F (115.674326 sec): 3 clusters Score: Raw -26617.516502 + Penalty 858.218727 = -25759.297775 nChanged 6 SP:Iteration 10F (115.675047 sec): 3 clusters Score: Raw -26625.238226 + Penalty 866.564901 = -25758.673325 nChanged 2 SP:Iteration 11F (115.675773 sec): 3 clusters Score: Raw -26629.211574 + Penalty 871.822295 = -25757.389279 nChanged 1 SP:Iteration 12F (115.676493 sec): 3 clusters Score: Raw -26630.327508 + Penalty 880.025646 = -25750.301862 nChanged 2 SP:Iteration 13F (115.677212 sec): 3 clusters Score: Raw -26635.396253 + Penalty 880.025646 = -25755.370607 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 34 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.681766 sec): 2 clusters Score: Raw -62479.690083 + Penalty 440.558646 = -62039.131437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.683178 sec): 3 clusters Score: Raw -62134.518016 + Penalty 887.468434 = -61247.049582 nChanged 239 SP:Iteration 1F (115.684610 sec): 3 clusters Score: Raw -62315.983855 + Penalty 892.131214 = -61423.852640 nChanged 80 SP:Iteration 2F (115.686050 sec): 3 clusters Score: Raw -62382.404588 + Penalty 895.677049 = -61486.727538 nChanged 44 SP:Iteration 3F (115.687437 sec): 3 clusters Score: Raw -62413.757131 + Penalty 900.357430 = -61513.399701 nChanged 20 SP:Iteration 4Q (115.688878 sec): 3 clusters Score: Raw -62427.817086 + Penalty 899.937777 = -61527.879309 nChanged 24 SP:Iteration 5Q (115.690341 sec): 3 clusters Score: Raw -62445.847294 + Penalty 904.917592 = -61540.929702 nChanged 14 SP:Iteration 6Q (115.691780 sec): 3 clusters Score: Raw -62452.640448 + Penalty 907.635359 = -61545.005089 nChanged 10 SP:Iteration 7Q (115.693172 sec): 3 clusters Score: Raw -62458.543084 + Penalty 912.474694 = -61546.068390 nChanged 11 SP:Iteration 8Q (115.694543 sec): 3 clusters Score: Raw -62465.645507 + Penalty 921.566003 = -61544.079504 nChanged 15 SP:Iteration 9F (115.695940 sec): 3 clusters Score: Raw -62478.510015 + Penalty 929.911625 = -61548.598390 nChanged 13 SP:Iteration 10F (115.697329 sec): 3 clusters Score: Raw -62490.919191 + Penalty 939.573480 = -61551.345711 nChanged 12 SP:Iteration 11Q (115.698719 sec): 3 clusters Score: Raw -62499.818634 + Penalty 948.155692 = -61551.662942 nChanged 12 SP:Iteration 12Q (115.700178 sec): 3 clusters Score: Raw -62511.275014 + Penalty 960.192352 = -61551.082662 nChanged 14 SP:Iteration 13F (115.701630 sec): 3 clusters Score: Raw -62531.021292 + Penalty 967.261132 = -61563.760160 nChanged 11 SP:Iteration 14Q (115.703018 sec): 3 clusters Score: Raw -62541.045673 + Penalty 975.931726 = -61565.113947 nChanged 10 SP:Iteration 15Q (115.704389 sec): 3 clusters Score: Raw -62551.118848 + Penalty 982.572912 = -61568.545936 nChanged 8 SP:Iteration 16Q (115.705687 sec): 3 clusters Score: Raw -62560.117981 + Penalty 985.618299 = -61574.499682 nChanged 4 SP:Iteration 17Q (115.706952 sec): 3 clusters Score: Raw -62565.153391 + Penalty 992.773550 = -61572.379841 nChanged 7 SP:Iteration 18F (115.708334 sec): 3 clusters Score: Raw -62572.721958 + Penalty 1001.285519 = -61571.436439 nChanged 6 SP:Iteration 19F (115.709718 sec): 3 clusters Score: Raw -62583.676137 + Penalty 1005.419109 = -61578.257028 nChanged 5 SP:Iteration 20F (115.711099 sec): 3 clusters Score: Raw -62588.532723 + Penalty 1007.502561 = -61581.030162 nChanged 1 SP:Iteration 21Q (115.712358 sec): 3 clusters Score: Raw -62589.801261 + Penalty 1009.836753 = -61579.964507 nChanged 1 SP:Iteration 22F (115.713743 sec): 3 clusters Score: Raw -62591.870395 + Penalty 1009.836753 = -61582.033641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 36 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.718747 sec): 2 clusters Score: Raw -66879.914942 + Penalty 600.327529 = -66279.587412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.720259 sec): 3 clusters Score: Raw -66566.881345 + Penalty 1201.814161 = -65365.067184 nChanged 256 SP:Iteration 1F (115.721716 sec): 3 clusters Score: Raw -66720.685006 + Penalty 1200.583695 = -65520.101311 nChanged 59 SP:Iteration 2F (115.723261 sec): 3 clusters Score: Raw -66774.043966 + Penalty 1198.835414 = -65575.208552 nChanged 47 SP:Iteration 3F (115.724781 sec): 3 clusters Score: Raw -66822.446776 + Penalty 1197.089015 = -65625.357760 nChanged 43 SP:Iteration 4F (115.726299 sec): 3 clusters Score: Raw -66857.590439 + Penalty 1195.577161 = -65662.013277 nChanged 38 SP:Iteration 5F (115.727730 sec): 3 clusters Score: Raw -66893.275081 + Penalty 1193.961174 = -65699.313906 nChanged 29 SP:Iteration 6Q (115.729169 sec): 3 clusters Score: Raw -66915.676424 + Penalty 1192.711861 = -65722.964563 nChanged 20 SP:Iteration 7Q (115.730561 sec): 3 clusters Score: Raw -66934.061524 + Penalty 1191.179979 = -65742.881544 nChanged 16 SP:Iteration 8Q (115.731991 sec): 3 clusters Score: Raw -66947.017547 + Penalty 1190.279952 = -65756.737595 nChanged 14 SP:Iteration 9Q (115.733403 sec): 3 clusters Score: Raw -66953.862608 + Penalty 1188.702979 = -65765.159629 nChanged 12 SP:Iteration 10F (115.734919 sec): 3 clusters Score: Raw -66962.056233 + Penalty 1186.223935 = -65775.832299 nChanged 12 SP:Iteration 11Q (115.736420 sec): 3 clusters Score: Raw -66970.438584 + Penalty 1185.358864 = -65785.079721 nChanged 9 SP:Iteration 12Q (115.737907 sec): 3 clusters Score: Raw -66977.342646 + Penalty 1183.082478 = -65794.260168 nChanged 9 SP:Iteration 13Q (115.739337 sec): 3 clusters Score: Raw -66986.981793 + Penalty 1183.388169 = -65803.593624 nChanged 10 SP:Iteration 14Q (115.740827 sec): 3 clusters Score: Raw -66997.777428 + Penalty 1183.174649 = -65814.602779 nChanged 9 SP:Iteration 15Q (115.742252 sec): 3 clusters Score: Raw -67006.258654 + Penalty 1183.804158 = -65822.454496 nChanged 6 SP:Iteration 16Q (115.743664 sec): 3 clusters Score: Raw -67013.241837 + Penalty 1183.292470 = -65829.949367 nChanged 3 SP:Iteration 17Q (115.745065 sec): 3 clusters Score: Raw -67014.011410 + Penalty 1183.403177 = -65830.608233 nChanged 1 SP:Iteration 18Q (115.746454 sec): 3 clusters Score: Raw -67014.454530 + Penalty 1183.403177 = -65831.051353 nChanged 0 SP:Iteration 19F (115.747899 sec): 3 clusters Score: Raw -67014.454530 + Penalty 1183.403177 = -65831.051353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 40 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.757691 sec): 2 clusters Score: Raw -95920.404304 + Penalty 506.527186 = -95413.877118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.759722 sec): 3 clusters Score: Raw -95369.295480 + Penalty 1011.919417 = -94357.376062 nChanged 386 SP:Iteration 1F (115.761715 sec): 3 clusters Score: Raw -95691.408099 + Penalty 1010.960354 = -94680.447745 nChanged 122 SP:Iteration 2F (115.763767 sec): 3 clusters Score: Raw -95816.424674 + Penalty 1008.183265 = -94808.241409 nChanged 77 SP:Iteration 3F (115.765819 sec): 3 clusters Score: Raw -95878.370217 + Penalty 1005.693251 = -94872.676966 nChanged 41 SP:Iteration 4Q (115.767827 sec): 3 clusters Score: Raw -95909.915632 + Penalty 1000.967507 = -94908.948125 nChanged 30 SP:Iteration 5Q (115.769907 sec): 3 clusters Score: Raw -95935.165513 + Penalty 993.821247 = -94941.344265 nChanged 28 SP:Iteration 6Q (115.771985 sec): 3 clusters Score: Raw -95957.886320 + Penalty 989.015718 = -94968.870602 nChanged 21 SP:Iteration 7Q (115.773949 sec): 3 clusters Score: Raw -95971.721321 + Penalty 986.047897 = -94985.673424 nChanged 16 SP:Iteration 8Q (115.776033 sec): 3 clusters Score: Raw -95978.499326 + Penalty 982.658820 = -94995.840506 nChanged 14 SP:Iteration 9Q (115.778037 sec): 3 clusters Score: Raw -95984.208498 + Penalty 981.149064 = -95003.059434 nChanged 10 SP:Iteration 10F (115.780061 sec): 3 clusters Score: Raw -95987.607830 + Penalty 979.377882 = -95008.229948 nChanged 8 SP:Iteration 11Q (115.781977 sec): 3 clusters Score: Raw -95988.972500 + Penalty 978.693864 = -95010.278636 nChanged 6 SP:Iteration 12Q (115.783934 sec): 3 clusters Score: Raw -95992.733589 + Penalty 977.470717 = -95015.262872 nChanged 9 SP:Iteration 13Q (115.785894 sec): 3 clusters Score: Raw -95995.884362 + Penalty 977.134310 = -95018.750051 nChanged 8 SP:Iteration 14Q (115.787914 sec): 3 clusters Score: Raw -95997.420805 + Penalty 976.128795 = -95021.292010 nChanged 2 SP:Iteration 15Q (115.789982 sec): 3 clusters Score: Raw -95997.630199 + Penalty 976.128795 = -95021.501404 nChanged 0 SP:Iteration 16F (115.792005 sec): 3 clusters Score: Raw -95997.630199 + Penalty 976.128795 = -95021.501404 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 43 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.798813 sec): 2 clusters Score: Raw -102996.729338 + Penalty 456.704613 = -102540.024725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.801009 sec): 3 clusters Score: Raw -102323.597181 + Penalty 915.018804 = -101408.578376 nChanged 438 SP:Iteration 1F (115.803283 sec): 3 clusters Score: Raw -102571.015927 + Penalty 917.720960 = -101653.294967 nChanged 137 SP:Iteration 2F (115.805575 sec): 3 clusters Score: Raw -102707.303963 + Penalty 921.496601 = -101785.807362 nChanged 104 SP:Iteration 3F (115.807769 sec): 3 clusters Score: Raw -102801.804778 + Penalty 925.431135 = -101876.373643 nChanged 61 SP:Iteration 4F (115.809898 sec): 3 clusters Score: Raw -102836.771460 + Penalty 931.131265 = -101905.640195 nChanged 42 SP:Iteration 5Q (115.811976 sec): 3 clusters Score: Raw -102859.148503 + Penalty 936.353238 = -101922.795265 nChanged 24 SP:Iteration 6Q (115.814048 sec): 3 clusters Score: Raw -102871.191670 + Penalty 943.441620 = -101927.750050 nChanged 26 SP:Iteration 7Q (115.816114 sec): 3 clusters Score: Raw -102882.226113 + Penalty 955.092118 = -101927.133995 nChanged 32 SP:Iteration 8F (115.818214 sec): 3 clusters Score: Raw -102904.178888 + Penalty 970.734690 = -101933.444198 nChanged 41 SP:Iteration 9Q (115.820268 sec): 3 clusters Score: Raw -102939.526114 + Penalty 987.414108 = -101952.112006 nChanged 42 SP:Iteration 10F (115.822407 sec): 3 clusters Score: Raw -102973.699223 + Penalty 1009.183015 = -101964.516208 nChanged 43 SP:Iteration 11Q (115.824474 sec): 3 clusters Score: Raw -103013.998041 + Penalty 1033.962778 = -101980.035263 nChanged 36 SP:Iteration 12Q (115.826497 sec): 3 clusters Score: Raw -103053.050128 + Penalty 1052.647856 = -102000.402272 nChanged 26 SP:Iteration 13Q (115.828508 sec): 3 clusters Score: Raw -103077.234511 + Penalty 1060.549253 = -102016.685258 nChanged 13 SP:Iteration 14Q (115.830591 sec): 3 clusters Score: Raw -103083.325723 + Penalty 1067.577725 = -102015.747998 nChanged 8 SP:Iteration 15F (115.832823 sec): 3 clusters Score: Raw -103086.577354 + Penalty 1071.178132 = -102015.399222 nChanged 6 SP:Iteration 16F (115.834925 sec): 3 clusters Score: Raw -103089.695012 + Penalty 1074.412467 = -102015.282545 nChanged 3 SP:Iteration 17F (115.837161 sec): 3 clusters Score: Raw -103090.486135 + Penalty 1074.902358 = -102015.583777 nChanged 2 SP:Iteration 18Q (115.839179 sec): 3 clusters Score: Raw -103091.729799 + Penalty 1075.325906 = -102016.403894 nChanged 2 SP:Iteration 19Q (115.841143 sec): 3 clusters Score: Raw -103092.945755 + Penalty 1075.238911 = -102017.706844 nChanged 1 SP:Iteration 20F (115.843381 sec): 3 clusters Score: Raw -103093.417474 + Penalty 1075.238911 = -102018.178562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.845062 sec): 2 clusters Score: Raw -3513.736812 + Penalty 488.197642 = -3025.539170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.845464 sec): 3 clusters Score: Raw -3733.833500 + Penalty 979.456289 = -2754.377211 nChanged 14 SP:Iteration 1F (115.845857 sec): 3 clusters Score: Raw -3780.355062 + Penalty 982.129257 = -2798.225804 nChanged 1 SP:Iteration 2Q (115.846219 sec): 3 clusters Score: Raw -3789.350047 + Penalty 982.129257 = -2807.220789 nChanged 0 SP:Iteration 3F (115.846610 sec): 3 clusters Score: Raw -3789.350047 + Penalty 982.129257 = -2807.220789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 49 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.849746 sec): 2 clusters Score: Raw -82282.727569 + Penalty 366.115077 = -81916.612492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.851594 sec): 3 clusters Score: Raw -81767.958050 + Penalty 738.437208 = -81029.520842 nChanged 349 SP:Iteration 1F (115.853362 sec): 3 clusters Score: Raw -81964.496630 + Penalty 757.753575 = -81206.743055 nChanged 103 SP:Iteration 2F (115.855212 sec): 3 clusters Score: Raw -82062.096287 + Penalty 787.369528 = -81274.726759 nChanged 83 SP:Iteration 3F (115.857081 sec): 3 clusters Score: Raw -82164.553760 + Penalty 858.577560 = -81305.976200 nChanged 92 SP:Iteration 4F (115.858875 sec): 3 clusters Score: Raw -82300.340605 + Penalty 932.901087 = -81367.439518 nChanged 58 SP:Iteration 5F (115.860667 sec): 3 clusters Score: Raw -82383.527373 + Penalty 954.483514 = -81429.043859 nChanged 20 SP:Iteration 6Q (115.862390 sec): 3 clusters Score: Raw -82401.835899 + Penalty 965.866048 = -81435.969850 nChanged 13 SP:Iteration 7Q (115.864057 sec): 3 clusters Score: Raw -82409.361562 + Penalty 968.055337 = -81441.306225 nChanged 3 SP:Iteration 8Q (115.865673 sec): 3 clusters Score: Raw -82412.252546 + Penalty 972.016157 = -81440.236388 nChanged 2 SP:Iteration 9F (115.867424 sec): 3 clusters Score: Raw -82414.578318 + Penalty 975.436504 = -81439.141814 nChanged 2 SP:Iteration 10F (115.869318 sec): 3 clusters Score: Raw -82415.930705 + Penalty 976.476664 = -81439.454041 nChanged 1 SP:Iteration 11Q (115.871032 sec): 3 clusters Score: Raw -82416.302193 + Penalty 976.740557 = -81439.561637 nChanged 1 SP:Iteration 12Q (115.872717 sec): 3 clusters Score: Raw -82417.188934 + Penalty 977.130750 = -81440.058185 nChanged 1 SP:Iteration 13Q (115.874456 sec): 3 clusters Score: Raw -82418.293998 + Penalty 977.162202 = -81441.131796 nChanged 1 SP:Iteration 14Q (115.876165 sec): 3 clusters Score: Raw -82418.530127 + Penalty 980.312761 = -81438.217365 nChanged 2 SP:Iteration 15F (115.877903 sec): 3 clusters Score: Raw -82418.925438 + Penalty 981.928086 = -81436.997352 nChanged 1 SP:Iteration 16F (115.879656 sec): 3 clusters Score: Raw -82419.006384 + Penalty 981.928086 = -81437.078298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.880993 sec): 2 clusters Score: Raw -13502.274968 + Penalty 410.878036 = -13091.396932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.881490 sec): 3 clusters Score: Raw -13490.102827 + Penalty 818.566058 = -12671.536769 nChanged 35 SP:Iteration 1F (115.881969 sec): 3 clusters Score: Raw -13550.554427 + Penalty 824.815159 = -12725.739267 nChanged 8 SP:Iteration 2F (115.882446 sec): 3 clusters Score: Raw -13560.654138 + Penalty 825.096734 = -12735.557404 nChanged 4 SP:Iteration 3Q (115.882906 sec): 3 clusters Score: Raw -13567.362781 + Penalty 833.129792 = -12734.232989 nChanged 7 SP:Iteration 4F (115.883382 sec): 3 clusters Score: Raw -13577.955110 + Penalty 836.516305 = -12741.438805 nChanged 4 SP:Iteration 5Q (115.883871 sec): 3 clusters Score: Raw -13583.062408 + Penalty 838.268288 = -12744.794121 nChanged 3 SP:Iteration 6Q (115.884334 sec): 3 clusters Score: Raw -13586.538032 + Penalty 841.288751 = -12745.249281 nChanged 3 SP:Iteration 7Q (115.884791 sec): 3 clusters Score: Raw -13598.083142 + Penalty 847.162174 = -12750.920968 nChanged 4 SP:Iteration 8Q (115.885246 sec): 3 clusters Score: Raw -13610.948568 + Penalty 855.416623 = -12755.531945 nChanged 3 SP:Iteration 9Q (115.885698 sec): 3 clusters Score: Raw -13618.997568 + Penalty 861.236878 = -12757.760690 nChanged 2 SP:Iteration 10F (115.886173 sec): 3 clusters Score: Raw -13620.495499 + Penalty 861.236878 = -12759.258621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.888146 sec): 2 clusters Score: Raw -27975.419578 + Penalty 508.215429 = -27467.204149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.888983 sec): 3 clusters Score: Raw -27864.644704 + Penalty 1047.872444 = -26816.772260 nChanged 90 SP:Iteration 1F (115.889770 sec): 3 clusters Score: Raw -28018.034981 + Penalty 1099.173879 = -26918.861102 nChanged 38 SP:Iteration 2F (115.890570 sec): 3 clusters Score: Raw -28105.632876 + Penalty 1132.662403 = -26972.970473 nChanged 18 SP:Iteration 3F (115.891325 sec): 3 clusters Score: Raw -28149.197052 + Penalty 1148.758693 = -27000.438359 nChanged 9 SP:Iteration 4Q (115.892012 sec): 3 clusters Score: Raw -28170.320758 + Penalty 1155.263204 = -27015.057554 nChanged 6 SP:Iteration 5Q (115.892687 sec): 3 clusters Score: Raw -28180.783979 + Penalty 1155.263204 = -27025.520775 nChanged 0 SP:Iteration 6F (115.893439 sec): 3 clusters Score: Raw -28180.783979 + Penalty 1155.263204 = -27025.520775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 77 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.896081 sec): 2 clusters Score: Raw -68906.365073 + Penalty 894.182696 = -68012.182377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.897632 sec): 3 clusters Score: Raw -68620.864464 + Penalty 1786.703803 = -66834.160661 nChanged 234 SP:Iteration 1F (115.899148 sec): 3 clusters Score: Raw -68843.403382 + Penalty 1784.794982 = -67058.608399 nChanged 73 SP:Iteration 2F (115.900644 sec): 3 clusters Score: Raw -68918.798134 + Penalty 1782.805200 = -67135.992934 nChanged 39 SP:Iteration 3F (115.902269 sec): 3 clusters Score: Raw -68957.955839 + Penalty 1780.994922 = -67176.960917 nChanged 33 SP:Iteration 4Q (115.903767 sec): 3 clusters Score: Raw -68998.601961 + Penalty 1780.892659 = -67217.709303 nChanged 28 SP:Iteration 5Q (115.905257 sec): 3 clusters Score: Raw -69029.184304 + Penalty 1781.618934 = -67247.565369 nChanged 26 SP:Iteration 6Q (115.906787 sec): 3 clusters Score: Raw -69054.036658 + Penalty 1780.158708 = -67273.877950 nChanged 15 SP:Iteration 7Q (115.908285 sec): 3 clusters Score: Raw -69068.606149 + Penalty 1780.953295 = -67287.652854 nChanged 15 SP:Iteration 8Q (115.909761 sec): 3 clusters Score: Raw -69085.156811 + Penalty 1780.892863 = -67304.263947 nChanged 12 SP:Iteration 9Q (115.911231 sec): 3 clusters Score: Raw -69097.013018 + Penalty 1781.930165 = -67315.082853 nChanged 5 SP:Iteration 10F (115.912751 sec): 3 clusters Score: Raw -69100.709341 + Penalty 1782.458145 = -67318.251196 nChanged 2 SP:Iteration 11Q (115.914222 sec): 3 clusters Score: Raw -69101.659952 + Penalty 1782.458145 = -67319.201807 nChanged 0 SP:Iteration 12F (115.915780 sec): 3 clusters Score: Raw -69101.659952 + Penalty 1782.458145 = -67319.201807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.918066 sec): 2 clusters Score: Raw -31857.883401 + Penalty 608.636997 = -31249.246404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.918983 sec): 3 clusters Score: Raw -31724.098332 + Penalty 1216.337403 = -30507.760929 nChanged 103 SP:Iteration 1F (115.919854 sec): 3 clusters Score: Raw -31805.882109 + Penalty 1215.004171 = -30590.877938 nChanged 31 SP:Iteration 2F (115.920723 sec): 3 clusters Score: Raw -31849.414283 + Penalty 1215.233721 = -30634.180562 nChanged 26 SP:Iteration 3F (115.921593 sec): 3 clusters Score: Raw -31877.456412 + Penalty 1214.098822 = -30663.357590 nChanged 14 SP:Iteration 4Q (115.922468 sec): 3 clusters Score: Raw -31890.201659 + Penalty 1214.394375 = -30675.807284 nChanged 12 SP:Iteration 5Q (115.923330 sec): 3 clusters Score: Raw -31902.095860 + Penalty 1213.843291 = -30688.252569 nChanged 8 SP:Iteration 6Q (115.924180 sec): 3 clusters Score: Raw -31910.719995 + Penalty 1215.201079 = -30695.518917 nChanged 8 SP:Iteration 7Q (115.925050 sec): 3 clusters Score: Raw -31919.227983 + Penalty 1216.421455 = -30702.806528 nChanged 7 SP:Iteration 8Q (115.925897 sec): 3 clusters Score: Raw -31926.437308 + Penalty 1219.715903 = -30706.721404 nChanged 5 SP:Iteration 9Q (115.926745 sec): 3 clusters Score: Raw -31930.758817 + Penalty 1220.457405 = -30710.301411 nChanged 2 SP:Iteration 10F (115.927613 sec): 3 clusters Score: Raw -31932.623585 + Penalty 1220.930970 = -30711.692616 nChanged 1 SP:Iteration 11Q (115.928463 sec): 3 clusters Score: Raw -31934.877898 + Penalty 1222.863400 = -30712.014499 nChanged 3 SP:Iteration 12Q (115.929309 sec): 3 clusters Score: Raw -31937.955340 + Penalty 1228.163741 = -30709.791599 nChanged 6 SP:Iteration 13F (115.930175 sec): 3 clusters Score: Raw -31958.188897 + Penalty 1230.142156 = -30728.046741 nChanged 4 SP:Iteration 14Q (115.931016 sec): 3 clusters Score: Raw -31961.009017 + Penalty 1233.769586 = -30727.239432 nChanged 4 SP:Iteration 15F (115.931883 sec): 3 clusters Score: Raw -31968.123977 + Penalty 1237.314216 = -30730.809761 nChanged 4 SP:Iteration 16Q (115.932722 sec): 3 clusters Score: Raw -31973.827516 + Penalty 1238.685455 = -30735.142061 nChanged 3 SP:Iteration 17Q (115.933558 sec): 3 clusters Score: Raw -31979.050093 + Penalty 1239.043950 = -30740.006143 nChanged 1 SP:Iteration 18Q (115.934462 sec): 3 clusters Score: Raw -31979.922973 + Penalty 1239.043950 = -30740.879023 nChanged 0 SP:Iteration 19F (115.935370 sec): 3 clusters Score: Raw -31979.922973 + Penalty 1239.043950 = -30740.879023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.936343 sec): 2 clusters Score: Raw -328.138181 + Penalty 6.931472 = -321.206709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.936526 sec): 2 clusters Score: Raw -328.138181 + Penalty 6.931472 = -321.206709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.937277 sec): 2 clusters Score: Raw -248.848709 + Penalty 6.174230 = -242.674479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.937465 sec): 3 clusters Score: Raw -247.846254 + Penalty 13.029629 = -234.816625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.938920 sec): 2 clusters Score: Raw -20871.968311 + Penalty 318.494865 = -20553.473446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.939598 sec): 3 clusters Score: Raw -20776.665866 + Penalty 639.478218 = -20137.187648 nChanged 68 SP:Iteration 1F (115.940266 sec): 3 clusters Score: Raw -20839.017797 + Penalty 639.144290 = -20199.873507 nChanged 18 SP:Iteration 2F (115.940912 sec): 3 clusters Score: Raw -20858.934109 + Penalty 638.852661 = -20220.081448 nChanged 12 SP:Iteration 3Q (115.941567 sec): 3 clusters Score: Raw -20874.875365 + Penalty 638.341407 = -20236.533958 nChanged 6 SP:Iteration 4Q (115.942217 sec): 3 clusters Score: Raw -20888.514387 + Penalty 637.884999 = -20250.629388 nChanged 4 SP:Iteration 5Q (115.942897 sec): 3 clusters Score: Raw -20893.555337 + Penalty 637.947726 = -20255.607611 nChanged 5 SP:Iteration 6Q (115.943547 sec): 3 clusters Score: Raw -20901.907645 + Penalty 638.521168 = -20263.386478 nChanged 3 SP:Iteration 7Q (115.944191 sec): 3 clusters Score: Raw -20908.454614 + Penalty 639.375962 = -20269.078652 nChanged 3 SP:Iteration 8Q (115.944838 sec): 3 clusters Score: Raw -20915.730075 + Penalty 641.638022 = -20274.092053 nChanged 4 SP:Iteration 9Q (115.945481 sec): 3 clusters Score: Raw -20920.003679 + Penalty 641.638022 = -20278.365657 nChanged 0 SP:Iteration 10F (115.946145 sec): 3 clusters Score: Raw -20920.003679 + Penalty 641.638022 = -20278.365657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.947144 sec): 2 clusters Score: Raw -3204.053255 + Penalty 137.665396 = -3066.387859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.947446 sec): 3 clusters Score: Raw -3241.988822 + Penalty 274.405094 = -2967.583728 nChanged 7 SP:Iteration 1F (115.947736 sec): 3 clusters Score: Raw -3264.296449 + Penalty 276.317907 = -2987.978541 nChanged 1 SP:Iteration 2Q (115.948009 sec): 3 clusters Score: Raw -3268.310075 + Penalty 279.304110 = -2989.005965 nChanged 1 SP:Iteration 3Q (115.948281 sec): 3 clusters Score: Raw -3272.633483 + Penalty 279.304110 = -2993.329373 nChanged 0 SP:Iteration 4F (115.948569 sec): 3 clusters Score: Raw -3272.633483 + Penalty 279.304110 = -2993.329373 nChanged 0 Time taken for this iteration:114.878636 seconds. 300->29 Clusters: Score -3206241.631170, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 225 (time per iteration =515.511329 ms) Total iterations: 2842 (time per iteration =40.812825 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7793441250.000000 (time per metric unit =14.883034ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 194836031250.000000 (time per metric unit=595.321349ps) That took 115.990049 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 3 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.42 and 0.63 GB of RAM. Memory request: 0.21 GB would take us to total of 0.21 GB. ---------------------------------------------------------- Loaded 46262 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 46262 points ------ Starting initial clusters from distinct float masks Not enough masks (243) to generate starting clusters (300), so starting with (244) clusters instead. Assigned 244 initial classes from 243 unique masks. Deleting Class 234 (2 points): Lose 3.193374 but Gain 1679.235847 Iteration 0F (6.590884 sec): 243 clusters Score: Raw -3796573.293249 + Penalty 262930.554506 = -3533642.738743 nChanged 12801 Deleting Class 218 (3 points): Lose 52.299380 but Gain 1678.835668 Iteration 1F (11.714572 sec): 237 clusters Score: Raw -3826135.353647 + Penalty 259973.014123 = -3566162.339523 nChanged 4426 Deleting Class 200 (2 points): Lose 12.966211 but Gain 1572.329751 Iteration 2F (16.769191 sec): 234 clusters Score: Raw -3834163.913181 + Penalty 258575.020284 = -3575588.892897 nChanged 2730 Deleting Class 230 (3 points): Lose 45.789119 but Gain 1571.475049 Iteration 3F (21.796987 sec): 233 clusters Score: Raw -3838488.927683 + Penalty 257402.165692 = -3581086.761992 nChanged 2096 Deleting Class 90 (2 points): Lose 16.418483 but Gain 1524.288883 Iteration 4Q (22.504227 sec): 232 clusters Score: Raw -3841072.796073 + Penalty 256054.387940 = -3585018.408134 nChanged 1736 Deleting Class 242 (2 points): Lose 38.916502 but Gain 1546.672359 Iteration 5Q (23.152828 sec): 231 clusters Score: Raw -3842889.586307 + Penalty 254594.860272 = -3588294.726035 nChanged 1493 Deleting Class 187 (4 points): Lose 62.276489 but Gain 1565.915172 Iteration 6Q (23.757977 sec): 230 clusters Score: Raw -3844283.812372 + Penalty 253323.786709 = -3590960.025663 nChanged 1295 Deleting Class 203 (5 points): Lose 87.111312 but Gain 1586.006084 Iteration 7Q (24.333000 sec): 229 clusters Score: Raw -3845179.333752 + Penalty 252047.690445 = -3593131.643307 nChanged 1169 Deleting Class 79 (16 points): Lose 187.345300 but Gain 1670.617101 Iteration 8Q (24.885942 sec): 228 clusters Score: Raw -3845799.828666 + Penalty 249135.560733 = -3596664.267933 nChanged 1070 Deleting Class 239 (1 points): Lose 7.389487 but Gain 1482.309839 Iteration 9Q (25.422315 sec): 226 clusters Score: Raw -3846424.066697 + Penalty 247602.027207 = -3598822.039490 nChanged 980 Deleting Class 102 (5 points): Lose 88.291376 but Gain 1562.299825 Iteration 10F (30.324631 sec): 225 clusters Score: Raw -3846962.052244 + Penalty 246004.406621 = -3600957.645623 nChanged 966 Deleting Class 232 (1 points): Lose 11.873443 but Gain 1482.786581 Iteration 11Q (30.840583 sec): 224 clusters Score: Raw -3847601.063186 + Penalty 244643.771404 = -3602957.291783 nChanged 858 Deleting Class 18 (2 points): Lose 35.735947 but Gain 1503.427779 Iteration 12Q (31.356677 sec): 223 clusters Score: Raw -3847958.786313 + Penalty 243180.203151 = -3604778.583162 nChanged 800 Deleting Class 228 (3 points): Lose 58.602290 but Gain 1526.228027 Iteration 13Q (31.852763 sec): 222 clusters Score: Raw -3848256.149904 + Penalty 241812.173856 = -3606443.976048 nChanged 792 Deleting Class 197 (7 points): Lose 119.343206 but Gain 1580.260619 Iteration 14Q (32.339592 sec): 221 clusters Score: Raw -3848489.239116 + Penalty 239337.091144 = -3609152.147972 nChanged 760 Deleting Class 186 (7 points): Lose 207.741086 but Gain 1662.718694 Iteration 15Q (32.840113 sec): 219 clusters Score: Raw -3848639.498679 + Penalty 237731.318425 = -3610908.180254 nChanged 697 Deleting Class 233 (2 points): Lose 16.787280 but Gain 1450.612309 Iteration 16Q (33.325782 sec): 218 clusters Score: Raw -3848946.475794 + Penalty 236386.192222 = -3612560.283572 nChanged 601 Deleting Class 173 (14 points): Lose 160.376568 but Gain 1594.049561 Iteration 17Q (33.779041 sec): 217 clusters Score: Raw -3849030.398812 + Penalty 234913.784633 = -3614116.614178 nChanged 564 Deleting Class 134 (7 points): Lose 91.848529 but Gain 1525.356500 Iteration 18Q (34.221673 sec): 216 clusters Score: Raw -3849182.379582 + Penalty 233418.470383 = -3615763.909199 nChanged 468 Deleting Class 42 (7 points): Lose 88.922043 but Gain 1520.916515 Iteration 19Q (34.648668 sec): 215 clusters Score: Raw -3849279.556538 + Penalty 231965.687414 = -3617313.869124 nChanged 422 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3849279.556538 + Penalty 231965.687414 = -3617313.869124Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 1 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.818168 sec): 2 clusters Score: Raw -173539.177280 + Penalty 236.937096 = -173302.240185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.822215 sec): 3 clusters Score: Raw -172358.598260 + Penalty 474.850590 = -171883.747669 nChanged 835 SP:Iteration 1F (34.826211 sec): 3 clusters Score: Raw -173015.706222 + Penalty 484.660272 = -172531.045951 nChanged 201 SP:Iteration 2F (34.829821 sec): 3 clusters Score: Raw -173200.469162 + Penalty 504.253768 = -172696.215394 nChanged 140 SP:Iteration 3F (34.833404 sec): 3 clusters Score: Raw -173344.936436 + Penalty 520.891731 = -172824.044705 nChanged 84 SP:Iteration 4Q (34.836912 sec): 3 clusters Score: Raw -173417.166489 + Penalty 528.733556 = -172888.432932 nChanged 53 SP:Iteration 5Q (34.840515 sec): 3 clusters Score: Raw -173459.697117 + Penalty 546.170432 = -172913.526685 nChanged 43 SP:Iteration 6Q (34.843808 sec): 3 clusters Score: Raw -173494.380746 + Penalty 556.239151 = -172938.141595 nChanged 31 SP:Iteration 7Q (34.846958 sec): 3 clusters Score: Raw -173514.533695 + Penalty 556.111557 = -172958.422138 nChanged 20 SP:Iteration 8Q (34.850013 sec): 3 clusters Score: Raw -173524.603152 + Penalty 557.884101 = -172966.719051 nChanged 12 SP:Iteration 9Q (34.852987 sec): 3 clusters Score: Raw -173528.049517 + Penalty 565.901660 = -172962.147856 nChanged 9 SP:Iteration 10F (34.856638 sec): 3 clusters Score: Raw -173531.495736 + Penalty 560.563649 = -172970.932087 nChanged 8 SP:Iteration 11Q (34.859845 sec): 3 clusters Score: Raw -173534.306475 + Penalty 558.428539 = -172975.877937 nChanged 6 SP:Iteration 12Q (34.862881 sec): 3 clusters Score: Raw -173534.869263 + Penalty 562.915825 = -172971.953438 nChanged 4 SP:Iteration 13F (34.866478 sec): 3 clusters Score: Raw -173535.730191 + Penalty 564.088535 = -172971.641655 nChanged 4 SP:Iteration 14F (34.870098 sec): 3 clusters Score: Raw -173537.214163 + Penalty 566.258491 = -172970.955671 nChanged 3 SP:Iteration 15F (34.873653 sec): 3 clusters Score: Raw -173538.210351 + Penalty 567.391003 = -172970.819348 nChanged 1 SP:Iteration 16F (34.877170 sec): 3 clusters Score: Raw -173539.121181 + Penalty 570.019683 = -172969.101498 nChanged 3 SP:Iteration 17F (34.880684 sec): 3 clusters Score: Raw -173540.688819 + Penalty 567.899729 = -172972.789090 nChanged 3 SP:Iteration 18Q (34.883605 sec): 3 clusters Score: Raw -173543.512012 + Penalty 566.652498 = -172976.859514 nChanged 4 SP:Iteration 19Q (34.886532 sec): 3 clusters Score: Raw -173544.682547 + Penalty 566.770111 = -172977.912436 nChanged 2 SP:Iteration 20F (34.890124 sec): 3 clusters Score: Raw -173545.117377 + Penalty 565.102890 = -172980.014488 nChanged 1 SP:Iteration 21Q (34.893129 sec): 3 clusters Score: Raw -173545.429034 + Penalty 565.102890 = -172980.326145 nChanged 0 SP:Iteration 22F (34.896722 sec): 3 clusters Score: Raw -173545.429034 + Penalty 565.102890 = -172980.326145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 2 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.897415 sec): 2 clusters Score: Raw -3512.434290 + Penalty 356.189901 = -3156.244389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.897701 sec): 3 clusters Score: Raw -3544.372212 + Penalty 716.062385 = -2828.309827 nChanged 3 SP:Iteration 1F (34.897982 sec): 3 clusters Score: Raw -3553.453632 + Penalty 716.062385 = -2837.391248 nChanged 0 Memory request: 0.08 GB would take us to total of 0.50 GB. Trying to split cluster 3 (16771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.975294 sec): 2 clusters Score: Raw -1406578.110785 + Penalty 251.755526 = -1406326.355259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.007623 sec): 3 clusters Score: Raw -1395266.906290 + Penalty 513.530990 = -1394753.375300 nChanged 7950 SP:Iteration 1F (35.039764 sec): 3 clusters Score: Raw -1400796.693581 + Penalty 529.838518 = -1400266.855062 nChanged 3342 SP:Iteration 2F (35.071697 sec): 3 clusters Score: Raw -1404218.359529 + Penalty 518.404237 = -1403699.955292 nChanged 1273 SP:Iteration 3F (35.104062 sec): 3 clusters Score: Raw -1405724.042633 + Penalty 506.598296 = -1405217.444337 nChanged 523 SP:Iteration 4Q (35.134910 sec): 3 clusters Score: Raw -1406444.225532 + Penalty 498.576669 = -1405945.648863 nChanged 267 SP:Iteration 5Q (35.163413 sec): 3 clusters Score: Raw -1406627.891217 + Penalty 495.656992 = -1406132.234225 nChanged 168 SP:Iteration 6Q (35.191170 sec): 3 clusters Score: Raw -1406670.216782 + Penalty 495.212874 = -1406175.003908 nChanged 85 SP:Iteration 7Q (35.219058 sec): 3 clusters Score: Raw -1406684.511650 + Penalty 494.625297 = -1406189.886353 nChanged 55 SP:Iteration 8Q (35.246776 sec): 3 clusters Score: Raw -1406691.792572 + Penalty 494.522034 = -1406197.270539 nChanged 42 SP:Iteration 9Q (35.274689 sec): 3 clusters Score: Raw -1406695.144406 + Penalty 494.874391 = -1406200.270015 nChanged 28 SP:Iteration 10F (35.306436 sec): 3 clusters Score: Raw -1406697.092887 + Penalty 495.734954 = -1406201.357933 nChanged 14 SP:Iteration 11Q (35.335003 sec): 3 clusters Score: Raw -1406698.858161 + Penalty 497.008551 = -1406201.849610 nChanged 16 SP:Iteration 12Q (35.363215 sec): 3 clusters Score: Raw -1406699.956629 + Penalty 497.253094 = -1406202.703536 nChanged 12 SP:Iteration 13Q (35.390771 sec): 3 clusters Score: Raw -1406700.809206 + Penalty 497.557168 = -1406203.252038 nChanged 14 SP:Iteration 14Q (35.418788 sec): 3 clusters Score: Raw -1406701.862625 + Penalty 498.119050 = -1406203.743576 nChanged 19 SP:Iteration 15Q (35.447517 sec): 3 clusters Score: Raw -1406703.729103 + Penalty 498.331244 = -1406205.397859 nChanged 25 SP:Iteration 16Q (35.475505 sec): 3 clusters Score: Raw -1406705.656961 + Penalty 498.465585 = -1406207.191376 nChanged 21 SP:Iteration 17Q (35.503280 sec): 3 clusters Score: Raw -1406706.989498 + Penalty 498.960865 = -1406208.028633 nChanged 20 SP:Iteration 18Q (35.532062 sec): 3 clusters Score: Raw -1406708.196250 + Penalty 499.268311 = -1406208.927939 nChanged 21 SP:Iteration 19Q (35.560279 sec): 3 clusters Score: Raw -1406709.835487 + Penalty 499.847866 = -1406209.987621 nChanged 27 SP:Iteration 20F (35.591867 sec): 3 clusters Score: Raw -1406711.948258 + Penalty 499.777668 = -1406212.170589 nChanged 32 SP:Iteration 21Q (35.619627 sec): 3 clusters Score: Raw -1406714.400135 + Penalty 499.230266 = -1406215.169869 nChanged 24 SP:Iteration 22Q (35.648524 sec): 3 clusters Score: Raw -1406716.018779 + Penalty 499.915109 = -1406216.103670 nChanged 18 SP:Iteration 23Q (35.676801 sec): 3 clusters Score: Raw -1406717.764949 + Penalty 499.884174 = -1406217.880775 nChanged 22 SP:Iteration 24Q (35.705440 sec): 3 clusters Score: Raw -1406719.862093 + Penalty 500.877826 = -1406218.984267 nChanged 24 SP:Iteration 25Q (35.733732 sec): 3 clusters Score: Raw -1406722.377117 + Penalty 501.228769 = -1406221.148348 nChanged 24 SP:Iteration 26Q (35.762779 sec): 3 clusters Score: Raw -1406724.253818 + Penalty 501.714772 = -1406222.539046 nChanged 24 SP:Iteration 27Q (35.790548 sec): 3 clusters Score: Raw -1406725.801217 + Penalty 501.675096 = -1406224.126121 nChanged 23 SP:Iteration 28Q (35.819147 sec): 3 clusters Score: Raw -1406727.097445 + Penalty 501.165762 = -1406225.931683 nChanged 22 SP:Iteration 29Q (35.847796 sec): 3 clusters Score: Raw -1406728.100447 + Penalty 500.816635 = -1406227.283812 nChanged 12 SP:Iteration 30F (35.879585 sec): 3 clusters Score: Raw -1406728.467369 + Penalty 500.612651 = -1406227.854718 nChanged 11 SP:Iteration 31Q (35.907711 sec): 3 clusters Score: Raw -1406728.726855 + Penalty 500.595204 = -1406228.131651 nChanged 13 SP:Iteration 32Q (35.936362 sec): 3 clusters Score: Raw -1406729.125677 + Penalty 500.287938 = -1406228.837739 nChanged 9 SP:Iteration 33Q (35.964778 sec): 3 clusters Score: Raw -1406729.387134 + Penalty 500.251220 = -1406229.135915 nChanged 12 SP:Iteration 34Q (35.993212 sec): 3 clusters Score: Raw -1406729.831325 + Penalty 500.153263 = -1406229.678061 nChanged 12 SP:Iteration 35Q (36.020933 sec): 3 clusters Score: Raw -1406730.103371 + Penalty 500.218234 = -1406229.885136 nChanged 5 SP:Iteration 36Q (36.050619 sec): 3 clusters Score: Raw -1406730.245924 + Penalty 500.031371 = -1406230.214553 nChanged 14 SP:Iteration 37Q (36.080494 sec): 3 clusters Score: Raw -1406730.808188 + Penalty 500.090429 = -1406230.717759 nChanged 16 SP:Iteration 38Q (36.109778 sec): 3 clusters Score: Raw -1406731.746445 + Penalty 500.473778 = -1406231.272667 nChanged 21 SP:Iteration 39Q (36.139237 sec): 3 clusters Score: Raw -1406732.989777 + Penalty 500.658346 = -1406232.331431 nChanged 23 SP:Iteration 40F (36.172587 sec): 3 clusters Score: Raw -1406734.140324 + Penalty 500.922995 = -1406233.217329 nChanged 20 SP:Iteration 41Q (36.202249 sec): 3 clusters Score: Raw -1406735.177143 + Penalty 500.777244 = -1406234.399899 nChanged 22 SP:Iteration 42Q (36.231619 sec): 3 clusters Score: Raw -1406736.539595 + Penalty 500.353931 = -1406236.185665 nChanged 21 SP:Iteration 43Q (36.261191 sec): 3 clusters Score: Raw -1406737.497207 + Penalty 500.657496 = -1406236.839712 nChanged 18 SP:Iteration 44Q (36.290165 sec): 3 clusters Score: Raw -1406738.452238 + Penalty 500.801380 = -1406237.650858 nChanged 22 SP:Iteration 45Q (36.319566 sec): 3 clusters Score: Raw -1406739.528295 + Penalty 500.429610 = -1406239.098685 nChanged 24 SP:Iteration 46Q (36.349398 sec): 3 clusters Score: Raw -1406741.031194 + Penalty 500.329775 = -1406240.701418 nChanged 23 SP:Iteration 47Q (36.379236 sec): 3 clusters Score: Raw -1406742.055547 + Penalty 500.524083 = -1406241.531464 nChanged 17 SP:Iteration 48Q (36.408668 sec): 3 clusters Score: Raw -1406742.738027 + Penalty 500.578737 = -1406242.159290 nChanged 9 SP:Iteration 49Q (36.437982 sec): 3 clusters Score: Raw -1406742.989809 + Penalty 500.392282 = -1406242.597528 nChanged 8 SP:Iteration 50F (36.471517 sec): 3 clusters Score: Raw -1406743.184114 + Penalty 500.233105 = -1406242.951009 nChanged 7 SP:Iteration 51Q (36.500956 sec): 3 clusters Score: Raw -1406743.300742 + Penalty 500.206509 = -1406243.094233 nChanged 5 SP:Iteration 52Q (36.531044 sec): 3 clusters Score: Raw -1406743.356472 + Penalty 500.090586 = -1406243.265886 nChanged 3 SP:Iteration 53Q (36.561683 sec): 3 clusters Score: Raw -1406743.403179 + Penalty 499.834382 = -1406243.568797 nChanged 6 SP:Iteration 54Q (36.591802 sec): 3 clusters Score: Raw -1406743.528909 + Penalty 499.550093 = -1406243.978816 nChanged 12 SP:Iteration 55Q (36.621593 sec): 3 clusters Score: Raw -1406743.802641 + Penalty 499.553462 = -1406244.249180 nChanged 5 SP:Iteration 56Q (36.651729 sec): 3 clusters Score: Raw -1406743.860719 + Penalty 499.704331 = -1406244.156389 nChanged 2 SP:Iteration 57F (36.685872 sec): 3 clusters Score: Raw -1406743.879031 + Penalty 499.668891 = -1406244.210140 nChanged 1 SP:Iteration 58Q (36.715728 sec): 3 clusters Score: Raw -1406743.879584 + Penalty 499.668891 = -1406244.210693 nChanged 0 SP:Iteration 59F (36.748907 sec): 3 clusters Score: Raw -1406743.879584 + Penalty 499.668891 = -1406244.210693 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 4 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.763548 sec): 2 clusters Score: Raw -94568.430330 + Penalty 324.430959 = -94243.999371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.765853 sec): 3 clusters Score: Raw -93984.498896 + Penalty 644.491071 = -93340.007825 nChanged 385 SP:Iteration 1F (36.768061 sec): 3 clusters Score: Raw -94226.718431 + Penalty 646.101266 = -93580.617165 nChanged 114 SP:Iteration 2F (36.770308 sec): 3 clusters Score: Raw -94347.126684 + Penalty 644.981468 = -93702.145216 nChanged 92 SP:Iteration 3F (36.772504 sec): 3 clusters Score: Raw -94416.955113 + Penalty 643.807647 = -93773.147467 nChanged 44 SP:Iteration 4Q (36.774558 sec): 3 clusters Score: Raw -94432.700327 + Penalty 642.889729 = -93789.810597 nChanged 16 SP:Iteration 5Q (36.776607 sec): 3 clusters Score: Raw -94440.203344 + Penalty 642.155136 = -93798.048208 nChanged 13 SP:Iteration 6Q (36.778672 sec): 3 clusters Score: Raw -94447.278767 + Penalty 641.776940 = -93805.501827 nChanged 13 SP:Iteration 7Q (36.780697 sec): 3 clusters Score: Raw -94454.137140 + Penalty 641.220807 = -93812.916333 nChanged 13 SP:Iteration 8Q (36.782673 sec): 3 clusters Score: Raw -94458.586534 + Penalty 640.971379 = -93817.615154 nChanged 11 SP:Iteration 9Q (36.784638 sec): 3 clusters Score: Raw -94462.708513 + Penalty 640.816113 = -93821.892400 nChanged 10 SP:Iteration 10F (36.786673 sec): 3 clusters Score: Raw -94465.373551 + Penalty 640.158319 = -93825.215231 nChanged 7 SP:Iteration 11Q (36.788630 sec): 3 clusters Score: Raw -94467.385511 + Penalty 639.219720 = -93828.165790 nChanged 9 SP:Iteration 12Q (36.790588 sec): 3 clusters Score: Raw -94470.496277 + Penalty 639.192462 = -93831.303815 nChanged 11 SP:Iteration 13Q (36.792638 sec): 3 clusters Score: Raw -94474.634131 + Penalty 639.088473 = -93835.545659 nChanged 10 SP:Iteration 14Q (36.794742 sec): 3 clusters Score: Raw -94477.669374 + Penalty 638.996832 = -93838.672542 nChanged 6 SP:Iteration 15Q (36.796822 sec): 3 clusters Score: Raw -94478.849376 + Penalty 638.494869 = -93840.354507 nChanged 7 SP:Iteration 16Q (36.798800 sec): 3 clusters Score: Raw -94479.649662 + Penalty 638.485798 = -93841.163864 nChanged 3 SP:Iteration 17Q (36.800790 sec): 3 clusters Score: Raw -94480.322700 + Penalty 638.449741 = -93841.872960 nChanged 7 SP:Iteration 18Q (36.802782 sec): 3 clusters Score: Raw -94482.187154 + Penalty 638.668981 = -93843.518173 nChanged 4 SP:Iteration 19Q (36.804770 sec): 3 clusters Score: Raw -94483.026135 + Penalty 638.593483 = -93844.432653 nChanged 8 SP:Iteration 20F (36.806869 sec): 3 clusters Score: Raw -94484.507633 + Penalty 638.938087 = -93845.569546 nChanged 8 SP:Iteration 21Q (36.808872 sec): 3 clusters Score: Raw -94486.621566 + Penalty 638.795256 = -93847.826310 nChanged 8 SP:Iteration 22Q (36.810978 sec): 3 clusters Score: Raw -94488.715843 + Penalty 637.838036 = -93850.877807 nChanged 13 SP:Iteration 23Q (36.813018 sec): 3 clusters Score: Raw -94493.855919 + Penalty 636.710420 = -93857.145499 nChanged 18 SP:Iteration 24Q (36.814962 sec): 3 clusters Score: Raw -94499.888301 + Penalty 637.451404 = -93862.436897 nChanged 11 SP:Iteration 25Q (36.816930 sec): 3 clusters Score: Raw -94502.952483 + Penalty 637.560051 = -93865.392432 nChanged 11 SP:Iteration 26Q (36.818913 sec): 3 clusters Score: Raw -94506.304870 + Penalty 637.497509 = -93868.807361 nChanged 13 SP:Iteration 27Q (36.820855 sec): 3 clusters Score: Raw -94511.297010 + Penalty 637.626730 = -93873.670280 nChanged 8 SP:Iteration 28Q (36.822792 sec): 3 clusters Score: Raw -94513.456661 + Penalty 635.561832 = -93877.894829 nChanged 7 SP:Iteration 29Q (36.824846 sec): 3 clusters Score: Raw -94515.586584 + Penalty 631.622446 = -93883.964139 nChanged 8 SP:Iteration 30F (36.827027 sec): 3 clusters Score: Raw -94517.773238 + Penalty 631.580738 = -93886.192500 nChanged 3 SP:Iteration 31Q (36.829048 sec): 3 clusters Score: Raw -94518.699897 + Penalty 631.025758 = -93887.674139 nChanged 4 SP:Iteration 32Q (36.831009 sec): 3 clusters Score: Raw -94520.603802 + Penalty 631.117061 = -93889.486741 nChanged 4 SP:Iteration 33Q (36.832883 sec): 3 clusters Score: Raw -94522.027343 + Penalty 631.827980 = -93890.199363 nChanged 4 SP:Iteration 34Q (36.834791 sec): 3 clusters Score: Raw -94524.076905 + Penalty 631.439084 = -93892.637821 nChanged 6 SP:Iteration 35Q (36.836705 sec): 3 clusters Score: Raw -94528.322378 + Penalty 631.773852 = -93896.548526 nChanged 4 SP:Iteration 36Q (36.838620 sec): 3 clusters Score: Raw -94530.883717 + Penalty 632.154448 = -93898.729269 nChanged 1 SP:Iteration 37Q (36.840530 sec): 3 clusters Score: Raw -94530.928639 + Penalty 632.154448 = -93898.774191 nChanged 0 SP:Iteration 38F (36.842645 sec): 3 clusters Score: Raw -94530.928639 + Penalty 632.154448 = -93898.774191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 5 (1517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.850867 sec): 2 clusters Score: Raw -129678.412764 + Penalty 141.701319 = -129536.711445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.853864 sec): 3 clusters Score: Raw -128721.419093 + Penalty 300.138884 = -128421.280210 nChanged 687 SP:Iteration 1F (36.856719 sec): 3 clusters Score: Raw -129333.548131 + Penalty 316.935237 = -129016.612895 nChanged 186 SP:Iteration 2F (36.859686 sec): 3 clusters Score: Raw -129497.205740 + Penalty 326.460670 = -129170.745070 nChanged 86 SP:Iteration 3F (36.862733 sec): 3 clusters Score: Raw -129569.253209 + Penalty 331.758349 = -129237.494860 nChanged 52 SP:Iteration 4Q (36.865620 sec): 3 clusters Score: Raw -129606.511361 + Penalty 331.461883 = -129275.049478 nChanged 37 SP:Iteration 5Q (36.868392 sec): 3 clusters Score: Raw -129630.698866 + Penalty 332.420098 = -129298.278769 nChanged 33 SP:Iteration 6Q (36.871055 sec): 3 clusters Score: Raw -129650.592817 + Penalty 339.694303 = -129310.898514 nChanged 34 SP:Iteration 7Q (36.873880 sec): 3 clusters Score: Raw -129673.046863 + Penalty 346.183482 = -129326.863381 nChanged 23 SP:Iteration 8Q (36.876475 sec): 3 clusters Score: Raw -129683.878620 + Penalty 351.385014 = -129332.493606 nChanged 11 SP:Iteration 9Q (36.879008 sec): 3 clusters Score: Raw -129687.431955 + Penalty 354.056464 = -129333.375491 nChanged 4 SP:Iteration 10F (36.881981 sec): 3 clusters Score: Raw -129689.107662 + Penalty 355.934368 = -129333.173294 nChanged 3 SP:Iteration 11F (36.884850 sec): 3 clusters Score: Raw -129690.432222 + Penalty 358.650812 = -129331.781409 nChanged 5 SP:Iteration 12F (36.887654 sec): 3 clusters Score: Raw -129691.507777 + Penalty 360.770766 = -129330.737011 nChanged 4 SP:Iteration 13F (36.890448 sec): 3 clusters Score: Raw -129692.685893 + Penalty 362.972056 = -129329.713837 nChanged 3 SP:Iteration 14F (36.893371 sec): 3 clusters Score: Raw -129693.310657 + Penalty 362.968756 = -129330.341901 nChanged 4 SP:Iteration 15Q (36.895993 sec): 3 clusters Score: Raw -129693.869776 + Penalty 363.323887 = -129330.545889 nChanged 1 SP:Iteration 16Q (36.898404 sec): 3 clusters Score: Raw -129693.887380 + Penalty 363.323887 = -129330.563493 nChanged 0 SP:Iteration 17F (36.901203 sec): 3 clusters Score: Raw -129693.887380 + Penalty 363.323887 = -129330.563493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 6 (1924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.916524 sec): 2 clusters Score: Raw -176276.623034 + Penalty 390.317764 = -175886.305270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.920356 sec): 3 clusters Score: Raw -175144.077504 + Penalty 840.167536 = -174303.909968 nChanged 844 SP:Iteration 1F (36.924199 sec): 3 clusters Score: Raw -176270.828967 + Penalty 855.324748 = -175415.504219 nChanged 187 SP:Iteration 2F (36.928186 sec): 3 clusters Score: Raw -176487.567298 + Penalty 858.512531 = -175629.054767 nChanged 88 SP:Iteration 3Q (36.932012 sec): 3 clusters Score: Raw -176536.156489 + Penalty 860.245320 = -175675.911169 nChanged 29 SP:Iteration 4Q (36.935556 sec): 3 clusters Score: Raw -176544.213791 + Penalty 861.859253 = -175682.354538 nChanged 12 SP:Iteration 5Q (36.939098 sec): 3 clusters Score: Raw -176548.978704 + Penalty 862.908981 = -175686.069722 nChanged 7 SP:Iteration 6Q (36.942645 sec): 3 clusters Score: Raw -176552.058528 + Penalty 865.757447 = -175686.301081 nChanged 11 SP:Iteration 7Q (36.946277 sec): 3 clusters Score: Raw -176554.429444 + Penalty 867.250999 = -175687.178445 nChanged 6 SP:Iteration 8Q (36.949871 sec): 3 clusters Score: Raw -176555.255390 + Penalty 867.905124 = -175687.350265 nChanged 5 SP:Iteration 9Q (36.953347 sec): 3 clusters Score: Raw -176556.127530 + Penalty 869.158726 = -175686.968805 nChanged 7 SP:Iteration 10F (36.957049 sec): 3 clusters Score: Raw -176556.891912 + Penalty 869.497931 = -175687.393981 nChanged 4 SP:Iteration 11Q (36.960649 sec): 3 clusters Score: Raw -176557.519607 + Penalty 869.446997 = -175688.072610 nChanged 2 SP:Iteration 12Q (36.964440 sec): 3 clusters Score: Raw -176557.663159 + Penalty 869.446997 = -175688.216162 nChanged 0 SP:Iteration 13F (36.968194 sec): 3 clusters Score: Raw -176557.663159 + Penalty 869.446997 = -175688.216162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.973370 sec): 2 clusters Score: Raw -86482.327897 + Penalty 232.565043 = -86249.762854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.975528 sec): 3 clusters Score: Raw -85858.939871 + Penalty 463.890476 = -85395.049394 nChanged 416 SP:Iteration 1F (36.977741 sec): 3 clusters Score: Raw -86160.008199 + Penalty 463.154428 = -85696.853771 nChanged 166 SP:Iteration 2F (36.979924 sec): 3 clusters Score: Raw -86298.772972 + Penalty 460.402362 = -85838.370611 nChanged 83 SP:Iteration 3F (36.982009 sec): 3 clusters Score: Raw -86382.669922 + Penalty 462.742938 = -85919.926984 nChanged 64 SP:Iteration 4F (36.984160 sec): 3 clusters Score: Raw -86475.994162 + Penalty 462.015611 = -86013.978551 nChanged 48 SP:Iteration 5Q (36.986344 sec): 3 clusters Score: Raw -86526.602286 + Penalty 454.881106 = -86071.721180 nChanged 22 SP:Iteration 6Q (36.988568 sec): 3 clusters Score: Raw -86539.733493 + Penalty 462.835297 = -86076.898196 nChanged 8 SP:Iteration 7Q (36.990706 sec): 3 clusters Score: Raw -86544.684631 + Penalty 465.522414 = -86079.162217 nChanged 4 SP:Iteration 8Q (36.992889 sec): 3 clusters Score: Raw -86546.891297 + Penalty 465.138378 = -86081.752920 nChanged 3 SP:Iteration 9Q (36.995084 sec): 3 clusters Score: Raw -86548.617127 + Penalty 465.564203 = -86083.052924 nChanged 2 SP:Iteration 10F (36.997222 sec): 3 clusters Score: Raw -86549.408516 + Penalty 471.177348 = -86078.231168 nChanged 2 SP:Iteration 11F (36.999262 sec): 3 clusters Score: Raw -86550.202762 + Penalty 471.177348 = -86079.025414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 8 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.000811 sec): 2 clusters Score: Raw -18624.421873 + Penalty 490.170524 = -18134.251350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.001498 sec): 3 clusters Score: Raw -18563.516324 + Penalty 980.241525 = -17583.274799 nChanged 36 SP:Iteration 1F (37.002108 sec): 3 clusters Score: Raw -18603.736458 + Penalty 980.345990 = -17623.390468 nChanged 9 SP:Iteration 2Q (37.002706 sec): 3 clusters Score: Raw -18619.846521 + Penalty 980.409183 = -17639.437338 nChanged 9 SP:Iteration 3Q (37.003298 sec): 3 clusters Score: Raw -18630.867044 + Penalty 980.394190 = -17650.472854 nChanged 6 SP:Iteration 4Q (37.003885 sec): 3 clusters Score: Raw -18637.856843 + Penalty 980.355589 = -17657.501254 nChanged 4 SP:Iteration 5Q (37.004473 sec): 3 clusters Score: Raw -18641.161737 + Penalty 980.401688 = -17660.760049 nChanged 3 SP:Iteration 6Q (37.005058 sec): 3 clusters Score: Raw -18647.287415 + Penalty 980.481083 = -17666.806332 nChanged 3 SP:Iteration 7Q (37.005643 sec): 3 clusters Score: Raw -18656.178720 + Penalty 980.464033 = -17675.714687 nChanged 3 SP:Iteration 8Q (37.006223 sec): 3 clusters Score: Raw -18660.260806 + Penalty 980.464033 = -17679.796773 nChanged 0 SP:Iteration 9F (37.006821 sec): 3 clusters Score: Raw -18660.260806 + Penalty 980.464033 = -17679.796773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.010108 sec): 2 clusters Score: Raw -61540.214721 + Penalty 282.565008 = -61257.649713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.011750 sec): 3 clusters Score: Raw -61143.132636 + Penalty 567.322506 = -60575.810130 nChanged 251 SP:Iteration 1F (37.013289 sec): 3 clusters Score: Raw -61273.687392 + Penalty 570.583213 = -60703.104179 nChanged 87 SP:Iteration 2F (37.014886 sec): 3 clusters Score: Raw -61319.402977 + Penalty 576.908846 = -60742.494131 nChanged 52 SP:Iteration 3F (37.016396 sec): 3 clusters Score: Raw -61369.957571 + Penalty 583.932987 = -60786.024584 nChanged 38 SP:Iteration 4F (37.017944 sec): 3 clusters Score: Raw -61407.853499 + Penalty 596.580156 = -60811.273344 nChanged 37 SP:Iteration 5F (37.019492 sec): 3 clusters Score: Raw -61447.848697 + Penalty 612.582036 = -60835.266661 nChanged 31 SP:Iteration 6Q (37.020995 sec): 3 clusters Score: Raw -61488.393729 + Penalty 620.710864 = -60867.682865 nChanged 15 SP:Iteration 7Q (37.022481 sec): 3 clusters Score: Raw -61511.739622 + Penalty 629.379545 = -60882.360078 nChanged 23 SP:Iteration 8Q (37.023959 sec): 3 clusters Score: Raw -61533.642039 + Penalty 637.738336 = -60895.903703 nChanged 14 SP:Iteration 9Q (37.025400 sec): 3 clusters Score: Raw -61549.109451 + Penalty 643.647781 = -60905.461670 nChanged 11 SP:Iteration 10F (37.027020 sec): 3 clusters Score: Raw -61555.220555 + Penalty 652.983465 = -60902.237091 nChanged 16 SP:Iteration 11F (37.028700 sec): 3 clusters Score: Raw -61565.763957 + Penalty 659.148477 = -60906.615480 nChanged 7 SP:Iteration 12Q (37.030195 sec): 3 clusters Score: Raw -61570.938948 + Penalty 665.739923 = -60905.199026 nChanged 7 SP:Iteration 13F (37.031827 sec): 3 clusters Score: Raw -61577.183240 + Penalty 672.844315 = -60904.338925 nChanged 8 SP:Iteration 14F (37.033378 sec): 3 clusters Score: Raw -61584.149378 + Penalty 678.147698 = -60906.001680 nChanged 6 SP:Iteration 15Q (37.034750 sec): 3 clusters Score: Raw -61587.452788 + Penalty 681.688855 = -60905.763934 nChanged 5 SP:Iteration 16F (37.036308 sec): 3 clusters Score: Raw -61590.444351 + Penalty 687.311483 = -60903.132868 nChanged 6 SP:Iteration 17F (37.037861 sec): 3 clusters Score: Raw -61593.448682 + Penalty 689.918914 = -60903.529769 nChanged 3 SP:Iteration 18Q (37.039231 sec): 3 clusters Score: Raw -61595.067584 + Penalty 691.490911 = -60903.576674 nChanged 2 SP:Iteration 19Q (37.040627 sec): 3 clusters Score: Raw -61595.894195 + Penalty 692.387709 = -60903.506485 nChanged 1 SP:Iteration 20F (37.042297 sec): 3 clusters Score: Raw -61596.265183 + Penalty 694.814323 = -60901.450860 nChanged 2 SP:Iteration 21F (37.043936 sec): 3 clusters Score: Raw -61596.719382 + Penalty 695.651053 = -60901.068329 nChanged 2 SP:Iteration 22F (37.045501 sec): 3 clusters Score: Raw -61598.006382 + Penalty 697.240776 = -60900.765606 nChanged 2 SP:Iteration 23F (37.047028 sec): 3 clusters Score: Raw -61599.585311 + Penalty 697.240776 = -60902.344535 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 10 (3738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.064107 sec): 2 clusters Score: Raw -329903.151777 + Penalty 257.043387 = -329646.108391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.071486 sec): 3 clusters Score: Raw -327413.779817 + Penalty 534.364685 = -326879.415132 nChanged 1756 SP:Iteration 1F (37.078904 sec): 3 clusters Score: Raw -328485.971670 + Penalty 584.977160 = -327900.994510 nChanged 730 SP:Iteration 2F (37.086447 sec): 3 clusters Score: Raw -329083.735278 + Penalty 697.404034 = -328386.331243 nChanged 451 SP:Iteration 3F (37.094036 sec): 3 clusters Score: Raw -329662.738902 + Penalty 754.725596 = -328908.013305 nChanged 182 SP:Iteration 4Q (37.101260 sec): 3 clusters Score: Raw -329905.457382 + Penalty 763.854239 = -329141.603142 nChanged 66 SP:Iteration 5Q (37.107821 sec): 3 clusters Score: Raw -330011.890317 + Penalty 763.818757 = -329248.071560 nChanged 43 SP:Iteration 6Q (37.114052 sec): 3 clusters Score: Raw -330054.881132 + Penalty 758.557241 = -329296.323891 nChanged 25 SP:Iteration 7Q (37.120082 sec): 3 clusters Score: Raw -330072.912270 + Penalty 753.586260 = -329319.326010 nChanged 15 SP:Iteration 8Q (37.126500 sec): 3 clusters Score: Raw -330082.320739 + Penalty 748.697272 = -329333.623467 nChanged 23 SP:Iteration 9Q (37.132831 sec): 3 clusters Score: Raw -330100.245660 + Penalty 744.157178 = -329356.088481 nChanged 28 SP:Iteration 10F (37.140200 sec): 3 clusters Score: Raw -330121.346944 + Penalty 741.048814 = -329380.298130 nChanged 28 SP:Iteration 11Q (37.146274 sec): 3 clusters Score: Raw -330142.536444 + Penalty 734.909784 = -329407.626661 nChanged 24 SP:Iteration 12Q (37.152402 sec): 3 clusters Score: Raw -330149.814500 + Penalty 728.398204 = -329421.416295 nChanged 20 SP:Iteration 13Q (37.158467 sec): 3 clusters Score: Raw -330156.624495 + Penalty 722.576810 = -329434.047684 nChanged 20 SP:Iteration 14Q (37.164895 sec): 3 clusters Score: Raw -330165.258346 + Penalty 715.791094 = -329449.467252 nChanged 24 SP:Iteration 15Q (37.170947 sec): 3 clusters Score: Raw -330179.705956 + Penalty 704.090531 = -329475.615425 nChanged 41 SP:Iteration 16Q (37.177529 sec): 3 clusters Score: Raw -330205.474602 + Penalty 696.137046 = -329509.337556 nChanged 40 SP:Iteration 17Q (37.183739 sec): 3 clusters Score: Raw -330226.143892 + Penalty 686.625265 = -329539.518627 nChanged 45 SP:Iteration 18Q (37.190010 sec): 3 clusters Score: Raw -330247.832777 + Penalty 678.698300 = -329569.134477 nChanged 31 SP:Iteration 19Q (37.196380 sec): 3 clusters Score: Raw -330258.405746 + Penalty 671.418474 = -329586.987272 nChanged 29 SP:Iteration 20F (37.203592 sec): 3 clusters Score: Raw -330269.227365 + Penalty 665.170885 = -329604.056480 nChanged 29 SP:Iteration 21Q (37.209922 sec): 3 clusters Score: Raw -330283.014111 + Penalty 659.083640 = -329623.930471 nChanged 32 SP:Iteration 22Q (37.216213 sec): 3 clusters Score: Raw -330296.072981 + Penalty 650.724570 = -329645.348411 nChanged 36 SP:Iteration 23Q (37.222362 sec): 3 clusters Score: Raw -330311.612260 + Penalty 643.591904 = -329668.020356 nChanged 39 SP:Iteration 24Q (37.228923 sec): 3 clusters Score: Raw -330331.221669 + Penalty 635.211651 = -329696.010018 nChanged 44 SP:Iteration 25Q (37.235156 sec): 3 clusters Score: Raw -330351.533499 + Penalty 628.793770 = -329722.739728 nChanged 37 SP:Iteration 26Q (37.241594 sec): 3 clusters Score: Raw -330363.974196 + Penalty 621.743562 = -329742.230634 nChanged 35 SP:Iteration 27Q (37.247835 sec): 3 clusters Score: Raw -330373.785306 + Penalty 617.025092 = -329756.760214 nChanged 27 SP:Iteration 28Q (37.254102 sec): 3 clusters Score: Raw -330381.603361 + Penalty 611.760003 = -329769.843358 nChanged 32 SP:Iteration 29Q (37.260603 sec): 3 clusters Score: Raw -330391.258907 + Penalty 607.230615 = -329784.028292 nChanged 25 SP:Iteration 30F (37.267990 sec): 3 clusters Score: Raw -330396.805563 + Penalty 604.998050 = -329791.807513 nChanged 18 SP:Iteration 31Q (37.274424 sec): 3 clusters Score: Raw -330399.585963 + Penalty 603.158393 = -329796.427570 nChanged 15 SP:Iteration 32Q (37.280947 sec): 3 clusters Score: Raw -330401.439870 + Penalty 601.338596 = -329800.101274 nChanged 14 SP:Iteration 33Q (37.287795 sec): 3 clusters Score: Raw -330403.289550 + Penalty 600.518475 = -329802.771075 nChanged 8 SP:Iteration 34Q (37.294495 sec): 3 clusters Score: Raw -330404.065135 + Penalty 599.847924 = -329804.217211 nChanged 4 SP:Iteration 35Q (37.301121 sec): 3 clusters Score: Raw -330404.282448 + Penalty 599.421795 = -329804.860654 nChanged 8 SP:Iteration 36Q (37.307441 sec): 3 clusters Score: Raw -330405.565319 + Penalty 598.540273 = -329807.025046 nChanged 9 SP:Iteration 37Q (37.313742 sec): 3 clusters Score: Raw -330407.175814 + Penalty 597.281143 = -329809.894670 nChanged 13 SP:Iteration 38Q (37.320012 sec): 3 clusters Score: Raw -330409.042626 + Penalty 595.055924 = -329813.986702 nChanged 13 SP:Iteration 39Q (37.326299 sec): 3 clusters Score: Raw -330410.919817 + Penalty 593.326267 = -329817.593550 nChanged 15 SP:Iteration 40F (37.333702 sec): 3 clusters Score: Raw -330413.044632 + Penalty 592.150441 = -329820.894191 nChanged 13 SP:Iteration 41Q (37.340423 sec): 3 clusters Score: Raw -330414.909033 + Penalty 591.141733 = -329823.767300 nChanged 13 SP:Iteration 42Q (37.346989 sec): 3 clusters Score: Raw -330417.011753 + Penalty 589.746903 = -329827.264850 nChanged 14 SP:Iteration 43Q (37.353578 sec): 3 clusters Score: Raw -330418.859680 + Penalty 588.424776 = -329830.434904 nChanged 13 SP:Iteration 44Q (37.360173 sec): 3 clusters Score: Raw -330420.302681 + Penalty 587.465911 = -329832.836770 nChanged 9 SP:Iteration 45Q (37.366911 sec): 3 clusters Score: Raw -330420.921504 + Penalty 586.314555 = -329834.606949 nChanged 7 SP:Iteration 46Q (37.373386 sec): 3 clusters Score: Raw -330421.294257 + Penalty 585.701067 = -329835.593190 nChanged 5 SP:Iteration 47Q (37.379933 sec): 3 clusters Score: Raw -330421.598686 + Penalty 585.226638 = -329836.372048 nChanged 3 SP:Iteration 48Q (37.386654 sec): 3 clusters Score: Raw -330421.718749 + Penalty 585.208678 = -329836.510071 nChanged 2 SP:Iteration 49Q (37.393216 sec): 3 clusters Score: Raw -330421.951658 + Penalty 584.902192 = -329837.049466 nChanged 2 SP:Iteration 50F (37.400461 sec): 3 clusters Score: Raw -330422.002661 + Penalty 584.795172 = -329837.207489 nChanged 1 SP:Iteration 51Q (37.406921 sec): 3 clusters Score: Raw -330422.064417 + Penalty 584.398865 = -329837.665553 nChanged 3 SP:Iteration 52Q (37.413376 sec): 3 clusters Score: Raw -330422.510885 + Penalty 583.664990 = -329838.845894 nChanged 7 SP:Iteration 53Q (37.419802 sec): 3 clusters Score: Raw -330423.158305 + Penalty 582.357643 = -329840.800663 nChanged 8 SP:Iteration 54Q (37.426195 sec): 3 clusters Score: Raw -330424.341196 + Penalty 581.191417 = -329843.149779 nChanged 7 SP:Iteration 55Q (37.433017 sec): 3 clusters Score: Raw -330424.765004 + Penalty 581.003687 = -329843.761317 nChanged 4 SP:Iteration 56Q (37.439420 sec): 3 clusters Score: Raw -330425.286175 + Penalty 580.516548 = -329844.769628 nChanged 3 SP:Iteration 57Q (37.445921 sec): 3 clusters Score: Raw -330425.407746 + Penalty 579.989834 = -329845.417912 nChanged 4 SP:Iteration 58Q (37.452407 sec): 3 clusters Score: Raw -330425.690402 + Penalty 579.593595 = -329846.096807 nChanged 3 SP:Iteration 59Q (37.458874 sec): 3 clusters Score: Raw -330425.789690 + Penalty 579.423966 = -329846.365723 nChanged 2 SP:Iteration 60F (37.466416 sec): 3 clusters Score: Raw -330425.861071 + Penalty 579.079771 = -329846.781300 nChanged 2 SP:Iteration 61Q (37.472999 sec): 3 clusters Score: Raw -330425.921127 + Penalty 578.897697 = -329847.023430 nChanged 1 SP:Iteration 62Q (37.480034 sec): 3 clusters Score: Raw -330425.947886 + Penalty 578.748176 = -329847.199710 nChanged 1 SP:Iteration 63Q (37.487026 sec): 3 clusters Score: Raw -330425.958413 + Penalty 578.748176 = -329847.210237 nChanged 0 SP:Iteration 64F (37.494482 sec): 3 clusters Score: Raw -330425.958413 + Penalty 578.748176 = -329847.210237 nChanged 0 Score: Raw -3882919.909856 + Penalty 232385.776012 = -3650534.133844 Splitting cluster 10 changes total score from -3617313.869124 to -3650534.133844 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 11 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.103852 sec): 2 clusters Score: Raw -29022.990776 + Penalty 422.697957 = -28600.292819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.104733 sec): 3 clusters Score: Raw -28889.122897 + Penalty 857.864799 = -28031.258098 nChanged 102 SP:Iteration 1F (42.105585 sec): 3 clusters Score: Raw -28982.833677 + Penalty 867.328837 = -28115.504840 nChanged 22 SP:Iteration 2F (42.106407 sec): 3 clusters Score: Raw -29006.340947 + Penalty 870.893122 = -28135.447825 nChanged 13 SP:Iteration 3Q (42.107257 sec): 3 clusters Score: Raw -29025.190701 + Penalty 869.135615 = -28156.055086 nChanged 9 SP:Iteration 4Q (42.108067 sec): 3 clusters Score: Raw -29035.475328 + Penalty 870.576961 = -28164.898367 nChanged 5 SP:Iteration 5Q (42.108870 sec): 3 clusters Score: Raw -29039.795796 + Penalty 872.004746 = -28167.791051 nChanged 3 SP:Iteration 6Q (42.109665 sec): 3 clusters Score: Raw -29041.882558 + Penalty 873.956337 = -28167.926221 nChanged 3 SP:Iteration 7Q (42.110447 sec): 3 clusters Score: Raw -29044.969954 + Penalty 875.723088 = -28169.246867 nChanged 1 SP:Iteration 8Q (42.111207 sec): 3 clusters Score: Raw -29045.540551 + Penalty 875.723088 = -28169.817464 nChanged 0 SP:Iteration 9F (42.111993 sec): 3 clusters Score: Raw -29045.540551 + Penalty 875.723088 = -28169.817464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 12 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.112579 sec): 2 clusters Score: Raw -1442.799712 + Penalty 303.289827 = -1139.509886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.112824 sec): 3 clusters Score: Raw -1458.784740 + Penalty 605.002902 = -853.781837 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 13 (3651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.124664 sec): 2 clusters Score: Raw -317236.687696 + Penalty 252.974755 = -316983.712941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.131742 sec): 3 clusters Score: Raw -314935.382429 + Penalty 548.109305 = -314387.273124 nChanged 1671 SP:Iteration 1F (42.139115 sec): 3 clusters Score: Raw -316720.442288 + Penalty 541.287117 = -316179.155171 nChanged 340 SP:Iteration 2F (42.146301 sec): 3 clusters Score: Raw -317025.748467 + Penalty 532.971260 = -316492.777207 nChanged 162 SP:Iteration 3Q (42.153513 sec): 3 clusters Score: Raw -317166.248651 + Penalty 523.482707 = -316642.765944 nChanged 68 SP:Iteration 4Q (42.160023 sec): 3 clusters Score: Raw -317216.042474 + Penalty 516.688981 = -316699.353494 nChanged 45 SP:Iteration 5Q (42.166714 sec): 3 clusters Score: Raw -317239.152300 + Penalty 513.187602 = -316725.964697 nChanged 37 SP:Iteration 6Q (42.173479 sec): 3 clusters Score: Raw -317254.224403 + Penalty 513.267813 = -316740.956590 nChanged 32 SP:Iteration 7Q (42.179687 sec): 3 clusters Score: Raw -317266.684333 + Penalty 514.434487 = -316752.249846 nChanged 25 SP:Iteration 8Q (42.185961 sec): 3 clusters Score: Raw -317274.097325 + Penalty 514.378364 = -316759.718961 nChanged 19 SP:Iteration 9Q (42.192206 sec): 3 clusters Score: Raw -317278.864466 + Penalty 518.265690 = -316760.598775 nChanged 11 SP:Iteration 10F (42.199361 sec): 3 clusters Score: Raw -317281.660151 + Penalty 524.651214 = -316757.008937 nChanged 17 SP:Iteration 11F (42.207056 sec): 3 clusters Score: Raw -317289.606326 + Penalty 530.632486 = -316758.973840 nChanged 14 SP:Iteration 12Q (42.213179 sec): 3 clusters Score: Raw -317294.567184 + Penalty 532.042399 = -316762.524785 nChanged 6 SP:Iteration 13Q (42.219246 sec): 3 clusters Score: Raw -317295.748141 + Penalty 530.792785 = -316764.955356 nChanged 5 SP:Iteration 14Q (42.225170 sec): 3 clusters Score: Raw -317296.086058 + Penalty 530.701845 = -316765.384213 nChanged 3 SP:Iteration 15Q (42.231126 sec): 3 clusters Score: Raw -317296.536679 + Penalty 531.195959 = -316765.340720 nChanged 2 SP:Iteration 16F (42.238497 sec): 3 clusters Score: Raw -317297.153140 + Penalty 532.120682 = -316765.032458 nChanged 2 SP:Iteration 17F (42.245985 sec): 3 clusters Score: Raw -317297.387508 + Penalty 533.585832 = -316763.801676 nChanged 3 SP:Iteration 18F (42.253043 sec): 3 clusters Score: Raw -317297.855873 + Penalty 537.052064 = -316760.803809 nChanged 5 SP:Iteration 19F (42.259997 sec): 3 clusters Score: Raw -317300.089326 + Penalty 540.399114 = -316759.690212 nChanged 6 SP:Iteration 20F (42.266972 sec): 3 clusters Score: Raw -317301.528967 + Penalty 542.686083 = -316758.842884 nChanged 6 SP:Iteration 21F (42.274375 sec): 3 clusters Score: Raw -317302.645141 + Penalty 548.113907 = -316754.531234 nChanged 9 SP:Iteration 22F (42.281312 sec): 3 clusters Score: Raw -317304.808998 + Penalty 552.916341 = -316751.892657 nChanged 11 SP:Iteration 23F (42.288299 sec): 3 clusters Score: Raw -317307.599266 + Penalty 555.664002 = -316751.935265 nChanged 5 SP:Iteration 24Q (42.294241 sec): 3 clusters Score: Raw -317309.319674 + Penalty 557.738450 = -316751.581223 nChanged 2 SP:Iteration 25F (42.301703 sec): 3 clusters Score: Raw -317309.533701 + Penalty 558.637104 = -316750.896596 nChanged 1 SP:Iteration 26F (42.309087 sec): 3 clusters Score: Raw -317309.578366 + Penalty 559.231511 = -316750.346855 nChanged 1 SP:Iteration 27F (42.316148 sec): 3 clusters Score: Raw -317309.658987 + Penalty 559.231511 = -316750.427476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 14 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.318840 sec): 2 clusters Score: Raw -9194.634665 + Penalty 263.086794 = -8931.547871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.319245 sec): 3 clusters Score: Raw -9162.569819 + Penalty 520.342247 = -8642.227572 nChanged 16 SP:Iteration 1F (42.319642 sec): 3 clusters Score: Raw -9186.950876 + Penalty 518.330882 = -8668.619994 nChanged 10 SP:Iteration 2F (42.320038 sec): 3 clusters Score: Raw -9200.953882 + Penalty 513.773124 = -8687.180759 nChanged 4 SP:Iteration 3Q (42.320420 sec): 3 clusters Score: Raw -9204.748550 + Penalty 512.451236 = -8692.297314 nChanged 1 SP:Iteration 4Q (42.320799 sec): 3 clusters Score: Raw -9205.369572 + Penalty 512.451236 = -8692.918336 nChanged 0 SP:Iteration 5F (42.321187 sec): 3 clusters Score: Raw -9205.369572 + Penalty 512.451236 = -8692.918336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 15 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.322148 sec): 2 clusters Score: Raw -15472.107507 + Penalty 623.692514 = -14848.414993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.322673 sec): 3 clusters Score: Raw -15476.621471 + Penalty 1249.164330 = -14227.457141 nChanged 19 SP:Iteration 1F (42.323187 sec): 3 clusters Score: Raw -15514.015405 + Penalty 1250.028609 = -14263.986796 nChanged 8 SP:Iteration 2Q (42.323694 sec): 3 clusters Score: Raw -15530.103929 + Penalty 1250.779280 = -14279.324650 nChanged 4 SP:Iteration 3Q (42.324197 sec): 3 clusters Score: Raw -15539.815235 + Penalty 1250.998531 = -14288.816704 nChanged 2 SP:Iteration 4Q (42.324699 sec): 3 clusters Score: Raw -15543.055968 + Penalty 1250.998531 = -14292.057437 nChanged 0 SP:Iteration 5F (42.325213 sec): 3 clusters Score: Raw -15543.055968 + Penalty 1250.998531 = -14292.057437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 16 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.325789 sec): 2 clusters Score: Raw -1630.651652 + Penalty 282.354197 = -1348.297455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.326034 sec): 3 clusters Score: Raw -1657.188073 + Penalty 571.679485 = -1085.508587 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.328500 sec): 2 clusters Score: Raw -53696.556002 + Penalty 342.769755 = -53353.786247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.329963 sec): 3 clusters Score: Raw -53430.049854 + Penalty 691.798182 = -52738.251672 nChanged 217 SP:Iteration 1F (42.331322 sec): 3 clusters Score: Raw -53640.689512 + Penalty 700.099226 = -52940.590286 nChanged 68 SP:Iteration 2F (42.332698 sec): 3 clusters Score: Raw -53705.483393 + Penalty 700.565752 = -53004.917641 nChanged 39 SP:Iteration 3F (42.334008 sec): 3 clusters Score: Raw -53747.847170 + Penalty 704.480495 = -53043.366675 nChanged 28 SP:Iteration 4Q (42.335436 sec): 3 clusters Score: Raw -53772.012654 + Penalty 708.562828 = -53063.449826 nChanged 12 SP:Iteration 5Q (42.336814 sec): 3 clusters Score: Raw -53777.474119 + Penalty 715.009102 = -53062.465017 nChanged 8 SP:Iteration 6F (42.338205 sec): 3 clusters Score: Raw -53781.756011 + Penalty 719.228061 = -53062.527950 nChanged 8 SP:Iteration 7Q (42.339543 sec): 3 clusters Score: Raw -53784.956427 + Penalty 721.012593 = -53063.943834 nChanged 3 SP:Iteration 8Q (42.340853 sec): 3 clusters Score: Raw -53788.116602 + Penalty 725.030829 = -53063.085774 nChanged 5 SP:Iteration 9F (42.342205 sec): 3 clusters Score: Raw -53793.552666 + Penalty 729.451025 = -53064.101642 nChanged 4 SP:Iteration 10F (42.343641 sec): 3 clusters Score: Raw -53798.225578 + Penalty 732.681399 = -53065.544179 nChanged 4 SP:Iteration 11Q (42.345025 sec): 3 clusters Score: Raw -53800.263714 + Penalty 733.764348 = -53066.499366 nChanged 3 SP:Iteration 12Q (42.346387 sec): 3 clusters Score: Raw -53802.473564 + Penalty 733.220287 = -53069.253276 nChanged 2 SP:Iteration 13Q (42.347709 sec): 3 clusters Score: Raw -53803.714302 + Penalty 732.585099 = -53071.129203 nChanged 1 SP:Iteration 14Q (42.349015 sec): 3 clusters Score: Raw -53803.980176 + Penalty 732.443582 = -53071.536594 nChanged 1 SP:Iteration 15Q (42.350332 sec): 3 clusters Score: Raw -53805.592251 + Penalty 732.796460 = -53072.795792 nChanged 1 SP:Iteration 16Q (42.351691 sec): 3 clusters Score: Raw -53805.969285 + Penalty 732.622209 = -53073.347076 nChanged 1 SP:Iteration 17Q (42.353025 sec): 3 clusters Score: Raw -53806.658230 + Penalty 732.845204 = -53073.813026 nChanged 1 SP:Iteration 18Q (42.354332 sec): 3 clusters Score: Raw -53807.827901 + Penalty 732.845204 = -53074.982697 nChanged 0 SP:Iteration 19F (42.355676 sec): 3 clusters Score: Raw -53807.827901 + Penalty 732.845204 = -53074.982697 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 19 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.364048 sec): 2 clusters Score: Raw -139634.204714 + Penalty 187.242735 = -139446.961978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.367269 sec): 3 clusters Score: Raw -138630.273512 + Penalty 378.895744 = -138251.377769 nChanged 740 SP:Iteration 1F (42.370646 sec): 3 clusters Score: Raw -139209.664065 + Penalty 383.230785 = -138826.433280 nChanged 202 SP:Iteration 2F (42.373882 sec): 3 clusters Score: Raw -139360.250723 + Penalty 385.174358 = -138975.076365 nChanged 95 SP:Iteration 3F (42.377088 sec): 3 clusters Score: Raw -139411.678561 + Penalty 389.971072 = -139021.707489 nChanged 59 SP:Iteration 4Q (42.380210 sec): 3 clusters Score: Raw -139443.257860 + Penalty 395.382895 = -139047.874964 nChanged 42 SP:Iteration 5Q (42.383275 sec): 3 clusters Score: Raw -139469.140443 + Penalty 397.893940 = -139071.246503 nChanged 41 SP:Iteration 6Q (42.386422 sec): 3 clusters Score: Raw -139494.740207 + Penalty 401.950361 = -139092.789846 nChanged 35 SP:Iteration 7Q (42.389410 sec): 3 clusters Score: Raw -139513.630589 + Penalty 406.747400 = -139106.883189 nChanged 37 SP:Iteration 8Q (42.392299 sec): 3 clusters Score: Raw -139532.356868 + Penalty 412.437711 = -139119.919157 nChanged 29 SP:Iteration 9Q (42.395232 sec): 3 clusters Score: Raw -139544.956184 + Penalty 418.054951 = -139126.901233 nChanged 21 SP:Iteration 10F (42.398368 sec): 3 clusters Score: Raw -139553.384197 + Penalty 425.957063 = -139127.427134 nChanged 22 SP:Iteration 11Q (42.401412 sec): 3 clusters Score: Raw -139560.684138 + Penalty 431.070046 = -139129.614092 nChanged 16 SP:Iteration 12Q (42.404505 sec): 3 clusters Score: Raw -139565.248404 + Penalty 437.711132 = -139127.537272 nChanged 16 SP:Iteration 13F (42.407790 sec): 3 clusters Score: Raw -139569.925836 + Penalty 441.433248 = -139128.492588 nChanged 14 SP:Iteration 14Q (42.410733 sec): 3 clusters Score: Raw -139574.467599 + Penalty 442.362820 = -139132.104779 nChanged 14 SP:Iteration 15Q (42.413533 sec): 3 clusters Score: Raw -139579.623150 + Penalty 443.780558 = -139135.842592 nChanged 12 SP:Iteration 16Q (42.416339 sec): 3 clusters Score: Raw -139583.725354 + Penalty 445.346874 = -139138.378480 nChanged 16 SP:Iteration 17Q (42.419224 sec): 3 clusters Score: Raw -139589.022124 + Penalty 454.251945 = -139134.770179 nChanged 18 SP:Iteration 18F (42.422386 sec): 3 clusters Score: Raw -139597.238360 + Penalty 464.342886 = -139132.895474 nChanged 16 SP:Iteration 19F (42.425566 sec): 3 clusters Score: Raw -139603.256250 + Penalty 470.926173 = -139132.330078 nChanged 12 SP:Iteration 20F (42.428770 sec): 3 clusters Score: Raw -139607.428116 + Penalty 477.693842 = -139129.734274 nChanged 11 SP:Iteration 21F (42.431943 sec): 3 clusters Score: Raw -139612.465746 + Penalty 484.756550 = -139127.709195 nChanged 15 SP:Iteration 22F (42.435263 sec): 3 clusters Score: Raw -139620.441337 + Penalty 497.623398 = -139122.817939 nChanged 14 SP:Iteration 23F (42.438672 sec): 3 clusters Score: Raw -139627.746333 + Penalty 505.257252 = -139122.489082 nChanged 9 SP:Iteration 24F (42.441850 sec): 3 clusters Score: Raw -139631.302700 + Penalty 526.209932 = -139105.092767 nChanged 9 SP:Iteration 25F (42.445025 sec): 3 clusters Score: Raw -139636.433436 + Penalty 551.263667 = -139085.169768 nChanged 11 SP:Iteration 26F (42.448340 sec): 3 clusters Score: Raw -139643.197860 + Penalty 566.220878 = -139076.976982 nChanged 8 SP:Iteration 27F (42.451700 sec): 3 clusters Score: Raw -139647.202344 + Penalty 577.282170 = -139069.920174 nChanged 5 SP:Iteration 28F (42.455216 sec): 3 clusters Score: Raw -139651.454800 + Penalty 596.592047 = -139054.862753 nChanged 4 SP:Iteration 29F (42.458458 sec): 3 clusters Score: Raw -139655.014092 + Penalty 604.908177 = -139050.105914 nChanged 3 SP:Iteration 30F (42.461645 sec): 3 clusters Score: Raw -139657.034820 + Penalty 618.665683 = -139038.369137 nChanged 3 SP:Iteration 31F (42.464826 sec): 3 clusters Score: Raw -139659.261953 + Penalty 632.850186 = -139026.411766 nChanged 3 SP:Iteration 32F (42.468048 sec): 3 clusters Score: Raw -139661.838478 + Penalty 636.103858 = -139025.734619 nChanged 1 SP:Iteration 33F (42.471543 sec): 3 clusters Score: Raw -139662.605381 + Penalty 636.103858 = -139026.501522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 20 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.473377 sec): 2 clusters Score: Raw -10245.734802 + Penalty 379.900885 = -9865.833917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.473830 sec): 3 clusters Score: Raw -10229.649390 + Penalty 764.407679 = -9465.241711 nChanged 16 SP:Iteration 1F (42.474276 sec): 3 clusters Score: Raw -10254.581675 + Penalty 767.314542 = -9487.267134 nChanged 7 SP:Iteration 2F (42.474703 sec): 3 clusters Score: Raw -10276.438722 + Penalty 769.706117 = -9506.732605 nChanged 6 SP:Iteration 3F (42.475156 sec): 3 clusters Score: Raw -10289.099429 + Penalty 769.670032 = -9519.429396 nChanged 2 SP:Iteration 4Q (42.475571 sec): 3 clusters Score: Raw -10290.532888 + Penalty 771.546514 = -9518.986375 nChanged 2 SP:Iteration 5F (42.475995 sec): 3 clusters Score: Raw -10292.584560 + Penalty 773.448048 = -9519.136512 nChanged 2 SP:Iteration 6Q (42.476408 sec): 3 clusters Score: Raw -10294.975850 + Penalty 775.477243 = -9519.498607 nChanged 1 SP:Iteration 7Q (42.476817 sec): 3 clusters Score: Raw -10295.975402 + Penalty 775.134531 = -9520.840871 nChanged 2 SP:Iteration 8Q (42.477227 sec): 3 clusters Score: Raw -10300.304912 + Penalty 773.753767 = -9526.551145 nChanged 2 SP:Iteration 9Q (42.477633 sec): 3 clusters Score: Raw -10304.575160 + Penalty 773.753767 = -9530.821393 nChanged 0 SP:Iteration 10F (42.478058 sec): 3 clusters Score: Raw -10304.575160 + Penalty 773.753767 = -9530.821393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 21 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.479350 sec): 2 clusters Score: Raw -23400.095971 + Penalty 293.247911 = -23106.848060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.480058 sec): 3 clusters Score: Raw -23266.171780 + Penalty 591.990643 = -22674.181138 nChanged 80 SP:Iteration 1F (42.480762 sec): 3 clusters Score: Raw -23321.639250 + Penalty 599.335883 = -22722.303367 nChanged 25 SP:Iteration 2F (42.481456 sec): 3 clusters Score: Raw -23360.947175 + Penalty 605.686826 = -22755.260349 nChanged 22 SP:Iteration 3F (42.482146 sec): 3 clusters Score: Raw -23376.406483 + Penalty 610.655419 = -22765.751065 nChanged 6 SP:Iteration 4Q (42.482824 sec): 3 clusters Score: Raw -23381.269147 + Penalty 616.945292 = -22764.323855 nChanged 5 SP:Iteration 5F (42.483512 sec): 3 clusters Score: Raw -23386.900263 + Penalty 623.600557 = -22763.299706 nChanged 6 SP:Iteration 6F (42.484197 sec): 3 clusters Score: Raw -23391.027026 + Penalty 629.388024 = -22761.639002 nChanged 5 SP:Iteration 7F (42.484909 sec): 3 clusters Score: Raw -23395.815333 + Penalty 636.771505 = -22759.043828 nChanged 5 SP:Iteration 8F (42.485619 sec): 3 clusters Score: Raw -23400.219079 + Penalty 643.724619 = -22756.494459 nChanged 4 SP:Iteration 9F (42.486327 sec): 3 clusters Score: Raw -23402.611927 + Penalty 648.264645 = -22754.347282 nChanged 2 SP:Iteration 10F (42.487034 sec): 3 clusters Score: Raw -23404.109566 + Penalty 649.578378 = -22754.531188 nChanged 2 SP:Iteration 11Q (42.487713 sec): 3 clusters Score: Raw -23406.118334 + Penalty 650.772475 = -22755.345858 nChanged 1 SP:Iteration 12Q (42.488384 sec): 3 clusters Score: Raw -23406.720288 + Penalty 653.514390 = -22753.205898 nChanged 2 SP:Iteration 13F (42.489070 sec): 3 clusters Score: Raw -23407.266331 + Penalty 654.068552 = -22753.197778 nChanged 1 SP:Iteration 14F (42.489753 sec): 3 clusters Score: Raw -23407.455217 + Penalty 654.808858 = -22752.646359 nChanged 2 SP:Iteration 15F (42.490435 sec): 3 clusters Score: Raw -23408.620840 + Penalty 656.571735 = -22752.049105 nChanged 1 SP:Iteration 16F (42.491117 sec): 3 clusters Score: Raw -23408.910513 + Penalty 658.486602 = -22750.423911 nChanged 1 SP:Iteration 17F (42.491800 sec): 3 clusters Score: Raw -23409.269789 + Penalty 661.380856 = -22747.888932 nChanged 1 SP:Iteration 18F (42.492482 sec): 3 clusters Score: Raw -23409.488358 + Penalty 659.338950 = -22750.149408 nChanged 1 SP:Iteration 19Q (42.493128 sec): 3 clusters Score: Raw -23410.650094 + Penalty 661.632068 = -22749.018027 nChanged 1 SP:Iteration 20F (42.493815 sec): 3 clusters Score: Raw -23411.227403 + Penalty 661.102865 = -22750.124538 nChanged 2 SP:Iteration 21Q (42.494465 sec): 3 clusters Score: Raw -23414.311077 + Penalty 665.553953 = -22748.757124 nChanged 2 SP:Iteration 22F (42.495187 sec): 3 clusters Score: Raw -23417.356046 + Penalty 667.064426 = -22750.291620 nChanged 3 SP:Iteration 23Q (42.495873 sec): 3 clusters Score: Raw -23418.980666 + Penalty 669.411538 = -22749.569128 nChanged 1 SP:Iteration 24F (42.496578 sec): 3 clusters Score: Raw -23419.334007 + Penalty 674.288074 = -22745.045933 nChanged 2 SP:Iteration 25F (42.497285 sec): 3 clusters Score: Raw -23420.869930 + Penalty 681.483210 = -22739.386721 nChanged 2 SP:Iteration 26F (42.497990 sec): 3 clusters Score: Raw -23422.656097 + Penalty 684.648303 = -22738.007794 nChanged 1 SP:Iteration 27F (42.498671 sec): 3 clusters Score: Raw -23423.782800 + Penalty 686.013177 = -22737.769623 nChanged 1 SP:Iteration 28F (42.499352 sec): 3 clusters Score: Raw -23424.559505 + Penalty 684.868057 = -22739.691447 nChanged 1 SP:Iteration 29Q (42.499982 sec): 3 clusters Score: Raw -23426.954443 + Penalty 690.273204 = -22736.681239 nChanged 2 SP:Iteration 30F (42.500661 sec): 3 clusters Score: Raw -23429.631963 + Penalty 696.137245 = -22733.494718 nChanged 1 SP:Iteration 31F (42.501379 sec): 3 clusters Score: Raw -23433.025499 + Penalty 696.137245 = -22736.888254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 22 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.502347 sec): 2 clusters Score: Raw -16411.257048 + Penalty 474.643893 = -15936.613156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.502886 sec): 3 clusters Score: Raw -16404.205742 + Penalty 964.715016 = -15439.490727 nChanged 29 SP:Iteration 1F (42.503414 sec): 3 clusters Score: Raw -16471.361654 + Penalty 969.916248 = -15501.445406 nChanged 8 SP:Iteration 2Q (42.503926 sec): 3 clusters Score: Raw -16492.574699 + Penalty 971.416928 = -15521.157771 nChanged 2 SP:Iteration 3Q (42.504429 sec): 3 clusters Score: Raw -16496.219414 + Penalty 971.416928 = -15524.802486 nChanged 0 SP:Iteration 4F (42.504957 sec): 3 clusters Score: Raw -16496.219414 + Penalty 971.416928 = -15524.802486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 23 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.507251 sec): 2 clusters Score: Raw -35373.826093 + Penalty 270.617363 = -35103.208730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.508210 sec): 3 clusters Score: Raw -35143.000507 + Penalty 535.124213 = -34607.876294 nChanged 153 SP:Iteration 1F (42.509149 sec): 3 clusters Score: Raw -35292.171866 + Penalty 533.068712 = -34759.103154 nChanged 44 SP:Iteration 2F (42.510080 sec): 3 clusters Score: Raw -35330.150749 + Penalty 536.106208 = -34794.044541 nChanged 19 SP:Iteration 3Q (42.511000 sec): 3 clusters Score: Raw -35345.572374 + Penalty 540.261503 = -34805.310871 nChanged 16 SP:Iteration 4Q (42.511907 sec): 3 clusters Score: Raw -35358.004202 + Penalty 543.820333 = -34814.183870 nChanged 8 SP:Iteration 5Q (42.512797 sec): 3 clusters Score: Raw -35359.695537 + Penalty 545.912813 = -34813.782724 nChanged 5 SP:Iteration 6F (42.513726 sec): 3 clusters Score: Raw -35361.316039 + Penalty 549.138115 = -34812.177924 nChanged 7 SP:Iteration 7F (42.514673 sec): 3 clusters Score: Raw -35363.000270 + Penalty 549.241726 = -34813.758545 nChanged 3 SP:Iteration 8Q (42.515561 sec): 3 clusters Score: Raw -35363.305893 + Penalty 550.717921 = -34812.587972 nChanged 3 SP:Iteration 9F (42.516495 sec): 3 clusters Score: Raw -35363.842148 + Penalty 552.975026 = -34810.867122 nChanged 4 SP:Iteration 10F (42.517427 sec): 3 clusters Score: Raw -35365.487334 + Penalty 555.529871 = -34809.957462 nChanged 6 SP:Iteration 11F (42.518357 sec): 3 clusters Score: Raw -35367.896237 + Penalty 559.726751 = -34808.169486 nChanged 4 SP:Iteration 12F (42.519291 sec): 3 clusters Score: Raw -35368.972490 + Penalty 561.964867 = -34807.007622 nChanged 3 SP:Iteration 13F (42.520211 sec): 3 clusters Score: Raw -35369.517016 + Penalty 564.607003 = -34804.910013 nChanged 2 SP:Iteration 14F (42.521131 sec): 3 clusters Score: Raw -35369.430318 + Penalty 564.607003 = -34804.823315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 24 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.522219 sec): 2 clusters Score: Raw -14134.961362 + Penalty 681.107270 = -13453.854091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.522736 sec): 3 clusters Score: Raw -14177.988399 + Penalty 1364.579776 = -12813.408623 nChanged 24 SP:Iteration 1F (42.523246 sec): 3 clusters Score: Raw -14219.806101 + Penalty 1369.381950 = -12850.424151 nChanged 6 SP:Iteration 2Q (42.523738 sec): 3 clusters Score: Raw -14232.733431 + Penalty 1373.698160 = -12859.035271 nChanged 5 SP:Iteration 3Q (42.524261 sec): 3 clusters Score: Raw -14241.745714 + Penalty 1382.577253 = -12859.168461 nChanged 4 SP:Iteration 4Q (42.524772 sec): 3 clusters Score: Raw -14249.557521 + Penalty 1382.577253 = -12866.980268 nChanged 0 SP:Iteration 5F (42.525296 sec): 3 clusters Score: Raw -14249.557521 + Penalty 1382.577253 = -12866.980268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 25 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.525813 sec): 2 clusters Score: Raw -1099.647307 + Penalty 220.651909 = -878.995398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.526045 sec): 3 clusters Score: Raw -1113.511570 + Penalty 426.564290 = -686.947280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 26 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.529166 sec): 2 clusters Score: Raw -78452.678305 + Penalty 976.822326 = -77475.855980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.530780 sec): 3 clusters Score: Raw -78178.868938 + Penalty 1953.660314 = -76225.208624 nChanged 241 SP:Iteration 1F (42.532362 sec): 3 clusters Score: Raw -78401.328848 + Penalty 1954.400924 = -76446.927924 nChanged 65 SP:Iteration 2F (42.533987 sec): 3 clusters Score: Raw -78482.712151 + Penalty 1954.800178 = -76527.911973 nChanged 53 SP:Iteration 3F (42.535706 sec): 3 clusters Score: Raw -78565.857708 + Penalty 1954.257867 = -76611.599841 nChanged 53 SP:Iteration 4F (42.537391 sec): 3 clusters Score: Raw -78649.239122 + Penalty 1953.349357 = -76695.889765 nChanged 49 SP:Iteration 5F (42.539002 sec): 3 clusters Score: Raw -78728.198758 + Penalty 1952.731295 = -76775.467463 nChanged 36 SP:Iteration 6Q (42.540531 sec): 3 clusters Score: Raw -78787.283079 + Penalty 1952.919278 = -76834.363801 nChanged 23 SP:Iteration 7Q (42.542089 sec): 3 clusters Score: Raw -78836.383738 + Penalty 1953.114092 = -76883.269646 nChanged 23 SP:Iteration 8Q (42.543631 sec): 3 clusters Score: Raw -78896.237585 + Penalty 1952.377137 = -76943.860448 nChanged 20 SP:Iteration 9Q (42.545144 sec): 3 clusters Score: Raw -78946.529473 + Penalty 1952.601022 = -76993.928451 nChanged 15 SP:Iteration 10F (42.546730 sec): 3 clusters Score: Raw -78974.543339 + Penalty 1953.020540 = -77021.522798 nChanged 12 SP:Iteration 11Q (42.548256 sec): 3 clusters Score: Raw -78991.991737 + Penalty 1953.500328 = -77038.491409 nChanged 7 SP:Iteration 12Q (42.549796 sec): 3 clusters Score: Raw -79000.121898 + Penalty 1953.444171 = -77046.677727 nChanged 3 SP:Iteration 13Q (42.551313 sec): 3 clusters Score: Raw -79001.892363 + Penalty 1953.444171 = -77048.448191 nChanged 0 SP:Iteration 14F (42.552906 sec): 3 clusters Score: Raw -79001.892363 + Penalty 1953.444171 = -77048.448191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.554989 sec): 2 clusters Score: Raw -729.461067 + Penalty 208.754732 = -520.706336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.555221 sec): 3 clusters Score: Raw -738.037287 + Penalty 417.509463 = -320.527823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 28 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.556389 sec): 2 clusters Score: Raw -20440.492619 + Penalty 581.605584 = -19858.887035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.557024 sec): 3 clusters Score: Raw -20399.990574 + Penalty 1163.231491 = -19236.759082 nChanged 43 SP:Iteration 1F (42.557638 sec): 3 clusters Score: Raw -20464.461508 + Penalty 1163.063526 = -19301.397982 nChanged 9 SP:Iteration 2Q (42.558246 sec): 3 clusters Score: Raw -20478.644412 + Penalty 1162.948396 = -19315.696017 nChanged 9 SP:Iteration 3Q (42.558849 sec): 3 clusters Score: Raw -20495.816246 + Penalty 1162.887057 = -19332.929188 nChanged 1 SP:Iteration 4Q (42.559465 sec): 3 clusters Score: Raw -20498.779120 + Penalty 1162.694200 = -19336.084920 nChanged 1 SP:Iteration 5Q (42.560061 sec): 3 clusters Score: Raw -20501.454701 + Penalty 1161.986446 = -19339.468254 nChanged 4 SP:Iteration 6Q (42.560658 sec): 3 clusters Score: Raw -20510.557991 + Penalty 1161.986446 = -19348.571544 nChanged 0 SP:Iteration 7F (42.561273 sec): 3 clusters Score: Raw -20510.557991 + Penalty 1161.986446 = -19348.571544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 29 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.561823 sec): 2 clusters Score: Raw -1803.472844 + Penalty 234.888598 = -1568.584247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.562075 sec): 3 clusters Score: Raw -1838.043296 + Penalty 493.789806 = -1344.253489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.564566 sec): 2 clusters Score: Raw -58619.603794 + Penalty 225.950253 = -58393.653541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.566078 sec): 3 clusters Score: Raw -58248.907790 + Penalty 461.893448 = -57787.014342 nChanged 289 SP:Iteration 1F (42.567535 sec): 3 clusters Score: Raw -58592.444503 + Penalty 474.035168 = -58118.409335 nChanged 74 SP:Iteration 2F (42.569129 sec): 3 clusters Score: Raw -58653.015443 + Penalty 487.084538 = -58165.930905 nChanged 39 SP:Iteration 3F (42.570677 sec): 3 clusters Score: Raw -58682.618065 + Penalty 496.520392 = -58186.097673 nChanged 26 SP:Iteration 4Q (42.572226 sec): 3 clusters Score: Raw -58703.545529 + Penalty 504.315152 = -58199.230378 nChanged 16 SP:Iteration 5Q (42.573705 sec): 3 clusters Score: Raw -58714.651216 + Penalty 512.698924 = -58201.952293 nChanged 10 SP:Iteration 6Q (42.575164 sec): 3 clusters Score: Raw -58722.581482 + Penalty 517.237324 = -58205.344158 nChanged 5 SP:Iteration 7Q (42.576603 sec): 3 clusters Score: Raw -58725.705378 + Penalty 518.669913 = -58207.035466 nChanged 3 SP:Iteration 8Q (42.578043 sec): 3 clusters Score: Raw -58728.400685 + Penalty 521.617068 = -58206.783618 nChanged 2 SP:Iteration 9F (42.579522 sec): 3 clusters Score: Raw -58728.986002 + Penalty 523.428238 = -58205.557764 nChanged 2 SP:Iteration 10F (42.580980 sec): 3 clusters Score: Raw -58731.418626 + Penalty 523.731929 = -58207.686697 nChanged 2 SP:Iteration 11Q (42.582352 sec): 3 clusters Score: Raw -58740.022760 + Penalty 526.186765 = -58213.835996 nChanged 3 SP:Iteration 12Q (42.583731 sec): 3 clusters Score: Raw -58742.246863 + Penalty 526.307768 = -58215.939095 nChanged 2 SP:Iteration 13Q (42.585107 sec): 3 clusters Score: Raw -58743.395737 + Penalty 527.864379 = -58215.531358 nChanged 1 SP:Iteration 14F (42.586579 sec): 3 clusters Score: Raw -58744.480217 + Penalty 527.864379 = -58216.615837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 31 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.587744 sec): 2 clusters Score: Raw -17643.534924 + Penalty 823.416936 = -16820.117988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.588352 sec): 3 clusters Score: Raw -17700.660094 + Penalty 1646.049007 = -16054.611087 nChanged 31 SP:Iteration 1F (42.589034 sec): 3 clusters Score: Raw -17798.489212 + Penalty 1645.678445 = -16152.810768 nChanged 8 SP:Iteration 2Q (42.589618 sec): 3 clusters Score: Raw -17816.281753 + Penalty 1645.735010 = -16170.546743 nChanged 2 SP:Iteration 3Q (42.590200 sec): 3 clusters Score: Raw -17818.444096 + Penalty 1645.629113 = -16172.814983 nChanged 1 SP:Iteration 4Q (42.590777 sec): 3 clusters Score: Raw -17820.524189 + Penalty 1645.629113 = -16174.895076 nChanged 0 SP:Iteration 5F (42.591393 sec): 3 clusters Score: Raw -17820.524189 + Penalty 1645.629113 = -16174.895076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 32 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.592608 sec): 2 clusters Score: Raw -23495.225223 + Penalty 581.085212 = -22914.140010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.593301 sec): 3 clusters Score: Raw -23446.397562 + Penalty 1158.264671 = -22288.132891 nChanged 55 SP:Iteration 1F (42.593982 sec): 3 clusters Score: Raw -23505.708014 + Penalty 1158.672914 = -22347.035101 nChanged 15 SP:Iteration 2F (42.594664 sec): 3 clusters Score: Raw -23520.156827 + Penalty 1158.085066 = -22362.071760 nChanged 9 SP:Iteration 3Q (42.595336 sec): 3 clusters Score: Raw -23534.842488 + Penalty 1157.696289 = -22377.146199 nChanged 7 SP:Iteration 4Q (42.596004 sec): 3 clusters Score: Raw -23541.619176 + Penalty 1157.233633 = -22384.385542 nChanged 4 SP:Iteration 5Q (42.596672 sec): 3 clusters Score: Raw -23549.227046 + Penalty 1157.018745 = -22392.208301 nChanged 2 SP:Iteration 6Q (42.597338 sec): 3 clusters Score: Raw -23553.489768 + Penalty 1157.018745 = -22396.471023 nChanged 0 SP:Iteration 7F (42.598026 sec): 3 clusters Score: Raw -23553.489768 + Penalty 1157.018745 = -22396.471023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.598760 sec): 2 clusters Score: Raw -6708.336956 + Penalty 397.959974 = -6310.376981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.599118 sec): 3 clusters Score: Raw -6737.100812 + Penalty 802.566899 = -5934.533913 nChanged 4 SP:Iteration 1F (42.599468 sec): 3 clusters Score: Raw -6752.282563 + Penalty 804.907451 = -5947.375113 nChanged 1 SP:Iteration 2Q (42.599804 sec): 3 clusters Score: Raw -6753.253963 + Penalty 804.907451 = -5948.346512 nChanged 0 SP:Iteration 3F (42.600151 sec): 3 clusters Score: Raw -6753.253963 + Penalty 804.907451 = -5948.346512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 34 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.602753 sec): 2 clusters Score: Raw -64603.373258 + Penalty 379.454271 = -64223.918987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.604374 sec): 3 clusters Score: Raw -64229.114844 + Penalty 759.117582 = -63469.997262 nChanged 276 SP:Iteration 1F (42.605992 sec): 3 clusters Score: Raw -64416.877201 + Penalty 758.423035 = -63658.454167 nChanged 64 SP:Iteration 2F (42.607596 sec): 3 clusters Score: Raw -64466.482546 + Penalty 760.513904 = -63705.968642 nChanged 53 SP:Iteration 3F (42.609208 sec): 3 clusters Score: Raw -64511.653262 + Penalty 765.014960 = -63746.638301 nChanged 50 SP:Iteration 4F (42.610765 sec): 3 clusters Score: Raw -64570.092633 + Penalty 770.902137 = -63799.190496 nChanged 44 SP:Iteration 5F (42.612284 sec): 3 clusters Score: Raw -64610.268743 + Penalty 773.875393 = -63836.393350 nChanged 23 SP:Iteration 6Q (42.613794 sec): 3 clusters Score: Raw -64627.651697 + Penalty 775.068214 = -63852.583483 nChanged 19 SP:Iteration 7Q (42.615278 sec): 3 clusters Score: Raw -64643.305243 + Penalty 775.839666 = -63867.465577 nChanged 19 SP:Iteration 8Q (42.616730 sec): 3 clusters Score: Raw -64657.625477 + Penalty 777.708030 = -63879.917447 nChanged 13 SP:Iteration 9Q (42.618205 sec): 3 clusters Score: Raw -64671.251191 + Penalty 779.892093 = -63891.359098 nChanged 15 SP:Iteration 10F (42.619819 sec): 3 clusters Score: Raw -64683.027460 + Penalty 781.448844 = -63901.578616 nChanged 12 SP:Iteration 11Q (42.621264 sec): 3 clusters Score: Raw -64703.558423 + Penalty 784.359398 = -63919.199026 nChanged 19 SP:Iteration 12Q (42.622688 sec): 3 clusters Score: Raw -64734.505059 + Penalty 782.931943 = -63951.573116 nChanged 19 SP:Iteration 13Q (42.624071 sec): 3 clusters Score: Raw -64767.080168 + Penalty 778.299460 = -63988.780708 nChanged 21 SP:Iteration 14Q (42.625449 sec): 3 clusters Score: Raw -64797.792324 + Penalty 774.117828 = -64023.674496 nChanged 14 SP:Iteration 15Q (42.626800 sec): 3 clusters Score: Raw -64822.128299 + Penalty 770.617826 = -64051.510473 nChanged 15 SP:Iteration 16Q (42.628164 sec): 3 clusters Score: Raw -64848.927418 + Penalty 766.825887 = -64082.101530 nChanged 13 SP:Iteration 17Q (42.629599 sec): 3 clusters Score: Raw -64882.692757 + Penalty 764.180423 = -64118.512334 nChanged 11 SP:Iteration 18Q (42.630953 sec): 3 clusters Score: Raw -64905.258314 + Penalty 762.524647 = -64142.733668 nChanged 7 SP:Iteration 19Q (42.632291 sec): 3 clusters Score: Raw -64913.948016 + Penalty 761.633529 = -64152.314487 nChanged 4 SP:Iteration 20F (42.633888 sec): 3 clusters Score: Raw -64916.950285 + Penalty 761.434431 = -64155.515853 nChanged 1 SP:Iteration 21Q (42.635241 sec): 3 clusters Score: Raw -64917.385682 + Penalty 761.434431 = -64155.951251 nChanged 0 SP:Iteration 22F (42.636839 sec): 3 clusters Score: Raw -64917.385682 + Penalty 761.434431 = -64155.951251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.637430 sec): 2 clusters Score: Raw -2769.978149 + Penalty 258.509985 = -2511.468164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.637702 sec): 3 clusters Score: Raw -2791.973417 + Penalty 493.989285 = -2297.984132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 36 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.638242 sec): 2 clusters Score: Raw -2178.370834 + Penalty 372.770491 = -1805.600342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.638498 sec): 3 clusters Score: Raw -2218.333865 + Penalty 748.254203 = -1470.079662 nChanged 1 SP:Iteration 1Q (42.638739 sec): 3 clusters Score: Raw -2224.468930 + Penalty 748.254203 = -1476.214727 nChanged 0 SP:Iteration 2F (42.638987 sec): 3 clusters Score: Raw -2224.468930 + Penalty 748.254203 = -1476.214727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.639786 sec): 2 clusters Score: Raw -10289.918202 + Penalty 679.157590 = -9610.760612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.640207 sec): 3 clusters Score: Raw -10330.829723 + Penalty 1360.251263 = -8970.578460 nChanged 6 SP:Iteration 1F (42.640620 sec): 3 clusters Score: Raw -10354.567816 + Penalty 1360.251263 = -8994.316553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 38 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.641439 sec): 2 clusters Score: Raw -10879.987614 + Penalty 521.599693 = -10358.387921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.641869 sec): 3 clusters Score: Raw -10882.590293 + Penalty 1046.062194 = -9836.528099 nChanged 11 SP:Iteration 1F (42.642290 sec): 3 clusters Score: Raw -10901.020680 + Penalty 1047.246633 = -9853.774047 nChanged 3 SP:Iteration 2Q (42.642707 sec): 3 clusters Score: Raw -10904.324241 + Penalty 1046.339880 = -9857.984361 nChanged 1 SP:Iteration 3Q (42.643120 sec): 3 clusters Score: Raw -10905.767074 + Penalty 1045.589786 = -9860.177288 nChanged 1 SP:Iteration 4Q (42.643533 sec): 3 clusters Score: Raw -10907.540054 + Penalty 1045.589786 = -9861.950268 nChanged 0 SP:Iteration 5F (42.643978 sec): 3 clusters Score: Raw -10907.540054 + Penalty 1045.589786 = -9861.950268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 39 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.648164 sec): 2 clusters Score: Raw -95550.354512 + Penalty 539.502749 = -95010.851763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.650310 sec): 3 clusters Score: Raw -94995.008922 + Penalty 1078.548802 = -93916.460120 nChanged 382 SP:Iteration 1F (42.652443 sec): 3 clusters Score: Raw -95198.359415 + Penalty 1076.707188 = -94121.652227 nChanged 111 SP:Iteration 2F (42.654533 sec): 3 clusters Score: Raw -95268.378028 + Penalty 1074.247612 = -94194.130416 nChanged 78 SP:Iteration 3F (42.656606 sec): 3 clusters Score: Raw -95331.267481 + Penalty 1076.597011 = -94254.670470 nChanged 76 SP:Iteration 4F (42.658691 sec): 3 clusters Score: Raw -95394.979519 + Penalty 1083.398007 = -94311.581511 nChanged 57 SP:Iteration 5F (42.660779 sec): 3 clusters Score: Raw -95444.175177 + Penalty 1101.036218 = -94343.138959 nChanged 49 SP:Iteration 6Q (42.662862 sec): 3 clusters Score: Raw -95493.546965 + Penalty 1107.327185 = -94386.219780 nChanged 34 SP:Iteration 7Q (42.664926 sec): 3 clusters Score: Raw -95528.362415 + Penalty 1110.051213 = -94418.311203 nChanged 18 SP:Iteration 8Q (42.667037 sec): 3 clusters Score: Raw -95553.554667 + Penalty 1120.722733 = -94432.831934 nChanged 13 SP:Iteration 9Q (42.669223 sec): 3 clusters Score: Raw -95567.286849 + Penalty 1122.946100 = -94444.340749 nChanged 4 SP:Iteration 10F (42.671493 sec): 3 clusters Score: Raw -95570.711224 + Penalty 1122.050175 = -94448.661049 nChanged 4 SP:Iteration 11Q (42.673454 sec): 3 clusters Score: Raw -95575.363666 + Penalty 1122.799493 = -94452.564174 nChanged 1 SP:Iteration 12Q (42.675369 sec): 3 clusters Score: Raw -95577.194040 + Penalty 1122.799493 = -94454.394548 nChanged 0 SP:Iteration 13F (42.677468 sec): 3 clusters Score: Raw -95577.194040 + Penalty 1122.799493 = -94454.394548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 40 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.678781 sec): 2 clusters Score: Raw -1502.297695 + Penalty 215.591367 = -1286.706328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.679052 sec): 3 clusters Score: Raw -1785.920285 + Penalty 431.182734 = -1354.737551 nChanged 1 SP:Iteration 1Q (42.679303 sec): 3 clusters Score: Raw -1796.947940 + Penalty 431.182734 = -1365.765206 nChanged 0 SP:Iteration 2F (42.679566 sec): 3 clusters Score: Raw -1796.947940 + Penalty 431.182734 = -1365.765206 nChanged 0 Score: Raw -3883214.482860 + Penalty 233080.781038 = -3650133.701821 Splitting cluster 40 changes total score from -3617313.869124 to -3650133.701821 So it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 41 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.287304 sec): 2 clusters Score: Raw -46357.145726 + Penalty 498.903409 = -45858.242317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.288392 sec): 3 clusters Score: Raw -46126.081855 + Penalty 999.653147 = -45126.428708 nChanged 153 SP:Iteration 1F (47.289479 sec): 3 clusters Score: Raw -46226.988261 + Penalty 1003.097780 = -45223.890482 nChanged 35 SP:Iteration 2F (47.290550 sec): 3 clusters Score: Raw -46256.285044 + Penalty 1008.811249 = -45247.473795 nChanged 25 SP:Iteration 3F (47.291615 sec): 3 clusters Score: Raw -46276.507337 + Penalty 1012.245534 = -45264.261803 nChanged 17 SP:Iteration 4Q (47.292679 sec): 3 clusters Score: Raw -46289.151716 + Penalty 1015.928020 = -45273.223697 nChanged 13 SP:Iteration 5Q (47.293743 sec): 3 clusters Score: Raw -46300.178004 + Penalty 1017.932511 = -45282.245493 nChanged 9 SP:Iteration 6Q (47.294798 sec): 3 clusters Score: Raw -46306.948315 + Penalty 1017.433119 = -45289.515196 nChanged 6 SP:Iteration 7Q (47.295883 sec): 3 clusters Score: Raw -46311.995274 + Penalty 1016.729121 = -45295.266152 nChanged 5 SP:Iteration 8Q (47.296952 sec): 3 clusters Score: Raw -46314.656085 + Penalty 1016.502670 = -45298.153415 nChanged 3 SP:Iteration 9Q (47.298020 sec): 3 clusters Score: Raw -46317.052186 + Penalty 1018.102027 = -45298.950159 nChanged 3 SP:Iteration 10F (47.299089 sec): 3 clusters Score: Raw -46319.394889 + Penalty 1018.898590 = -45300.496299 nChanged 3 SP:Iteration 11Q (47.300134 sec): 3 clusters Score: Raw -46322.259274 + Penalty 1022.435519 = -45299.823755 nChanged 7 SP:Iteration 12F (47.301205 sec): 3 clusters Score: Raw -46328.080706 + Penalty 1025.275804 = -45302.804903 nChanged 6 SP:Iteration 13Q (47.302243 sec): 3 clusters Score: Raw -46331.699423 + Penalty 1028.624431 = -45303.074992 nChanged 6 SP:Iteration 14Q (47.303278 sec): 3 clusters Score: Raw -46335.475126 + Penalty 1031.324031 = -45304.151095 nChanged 6 SP:Iteration 15Q (47.304317 sec): 3 clusters Score: Raw -46338.830714 + Penalty 1035.169699 = -45303.661016 nChanged 5 SP:Iteration 16F (47.305444 sec): 3 clusters Score: Raw -46340.363119 + Penalty 1037.527309 = -45302.835810 nChanged 3 SP:Iteration 17F (47.306561 sec): 3 clusters Score: Raw -46341.686463 + Penalty 1038.978781 = -45302.707683 nChanged 2 SP:Iteration 18F (47.307672 sec): 3 clusters Score: Raw -46342.174974 + Penalty 1040.193427 = -45301.981547 nChanged 3 SP:Iteration 19F (47.308733 sec): 3 clusters Score: Raw -46342.801412 + Penalty 1040.193427 = -45302.607985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.310075 sec): 2 clusters Score: Raw -567.875927 + Penalty 184.564857 = -383.311070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.310299 sec): 3 clusters Score: Raw -564.899702 + Penalty 402.225369 = -162.674333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 44 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.312164 sec): 2 clusters Score: Raw -39128.090458 + Penalty 390.733429 = -38737.357028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.313215 sec): 3 clusters Score: Raw -38943.094384 + Penalty 761.195225 = -38181.899159 nChanged 157 SP:Iteration 1F (47.314244 sec): 3 clusters Score: Raw -39101.316119 + Penalty 746.555847 = -38354.760272 nChanged 46 SP:Iteration 2F (47.315273 sec): 3 clusters Score: Raw -39156.613640 + Penalty 742.334119 = -38414.279522 nChanged 21 SP:Iteration 3Q (47.316298 sec): 3 clusters Score: Raw -39171.981688 + Penalty 739.149261 = -38432.832427 nChanged 9 SP:Iteration 4Q (47.317320 sec): 3 clusters Score: Raw -39180.325444 + Penalty 739.853323 = -38440.472121 nChanged 5 SP:Iteration 5Q (47.318329 sec): 3 clusters Score: Raw -39182.849480 + Penalty 740.643743 = -38442.205737 nChanged 1 SP:Iteration 6Q (47.319339 sec): 3 clusters Score: Raw -39182.836033 + Penalty 740.643743 = -38442.192290 nChanged 0 SP:Iteration 7F (47.320365 sec): 3 clusters Score: Raw -39182.836033 + Penalty 740.643743 = -38442.192290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 45 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.322307 sec): 2 clusters Score: Raw -18270.063452 + Penalty 541.074345 = -17728.989107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.322938 sec): 3 clusters Score: Raw -18221.387749 + Penalty 1084.308117 = -17137.079632 nChanged 53 SP:Iteration 1F (47.323556 sec): 3 clusters Score: Raw -18300.971086 + Penalty 1086.879637 = -17214.091449 nChanged 15 SP:Iteration 2F (47.324174 sec): 3 clusters Score: Raw -18335.869332 + Penalty 1088.650386 = -17247.218946 nChanged 4 SP:Iteration 3Q (47.324790 sec): 3 clusters Score: Raw -18344.719273 + Penalty 1088.911086 = -17255.808187 nChanged 2 SP:Iteration 4Q (47.325384 sec): 3 clusters Score: Raw -18348.868768 + Penalty 1089.228163 = -17259.640605 nChanged 1 SP:Iteration 5Q (47.326008 sec): 3 clusters Score: Raw -18349.516079 + Penalty 1087.616486 = -17261.899593 nChanged 1 SP:Iteration 6Q (47.326600 sec): 3 clusters Score: Raw -18350.149294 + Penalty 1086.794633 = -17263.354661 nChanged 1 SP:Iteration 7Q (47.327192 sec): 3 clusters Score: Raw -18351.259999 + Penalty 1085.626445 = -17265.633554 nChanged 1 SP:Iteration 8Q (47.327783 sec): 3 clusters Score: Raw -18352.177560 + Penalty 1085.352913 = -17266.824647 nChanged 1 SP:Iteration 9Q (47.328376 sec): 3 clusters Score: Raw -18353.110193 + Penalty 1085.352913 = -17267.757279 nChanged 0 SP:Iteration 10F (47.328991 sec): 3 clusters Score: Raw -18353.110193 + Penalty 1085.352913 = -17267.757279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 46 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.330363 sec): 2 clusters Score: Raw -16672.436493 + Penalty 725.917597 = -15946.518896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.330900 sec): 3 clusters Score: Raw -16688.929871 + Penalty 1452.034986 = -15236.894885 nChanged 22 SP:Iteration 1F (47.331429 sec): 3 clusters Score: Raw -16741.946899 + Penalty 1451.900166 = -15290.046733 nChanged 5 SP:Iteration 2Q (47.331942 sec): 3 clusters Score: Raw -16751.103407 + Penalty 1451.907070 = -15299.196336 nChanged 1 SP:Iteration 3Q (47.332453 sec): 3 clusters Score: Raw -16752.639873 + Penalty 1451.907070 = -15300.732802 nChanged 0 SP:Iteration 4F (47.332980 sec): 3 clusters Score: Raw -16752.639873 + Penalty 1451.907070 = -15300.732802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.333853 sec): 2 clusters Score: Raw -1181.448189 + Penalty 268.137614 = -913.310575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.334092 sec): 3 clusters Score: Raw -1203.603841 + Penalty 546.615867 = -656.987973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 48 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.335024 sec): 2 clusters Score: Raw -4915.172340 + Penalty 200.288634 = -4714.883706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.335340 sec): 3 clusters Score: Raw -4914.666517 + Penalty 413.661500 = -4501.005016 nChanged 9 SP:Iteration 1F (47.335652 sec): 3 clusters Score: Raw -4931.903016 + Penalty 423.296090 = -4508.606926 nChanged 5 SP:Iteration 2F (47.335963 sec): 3 clusters Score: Raw -4942.959324 + Penalty 423.296090 = -4519.663235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 49 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.337501 sec): 2 clusters Score: Raw -25233.665391 + Penalty 701.389477 = -24532.275914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.338222 sec): 3 clusters Score: Raw -25192.382988 + Penalty 1403.367578 = -23789.015410 nChanged 53 SP:Iteration 1F (47.338926 sec): 3 clusters Score: Raw -25278.170606 + Penalty 1403.287219 = -23874.883387 nChanged 20 SP:Iteration 2F (47.339612 sec): 3 clusters Score: Raw -25314.258352 + Penalty 1403.137799 = -23911.120554 nChanged 8 SP:Iteration 3Q (47.340281 sec): 3 clusters Score: Raw -25326.598251 + Penalty 1402.500555 = -23924.097696 nChanged 3 SP:Iteration 4Q (47.340942 sec): 3 clusters Score: Raw -25331.618975 + Penalty 1402.346099 = -23929.272876 nChanged 2 SP:Iteration 5Q (47.341602 sec): 3 clusters Score: Raw -25334.498162 + Penalty 1402.346099 = -23932.152063 nChanged 0 SP:Iteration 6F (47.342336 sec): 3 clusters Score: Raw -25334.498162 + Penalty 1402.346099 = -23932.152063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 50 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.343281 sec): 2 clusters Score: Raw -560.723332 + Penalty 176.821049 = -383.902283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.343502 sec): 3 clusters Score: Raw -562.247561 + Penalty 353.642098 = -208.605463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 51 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.345583 sec): 2 clusters Score: Raw -43539.003554 + Penalty 594.251049 = -42944.752505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.346599 sec): 3 clusters Score: Raw -43359.605561 + Penalty 1184.914611 = -42174.690950 nChanged 117 SP:Iteration 1F (47.347663 sec): 3 clusters Score: Raw -43449.631604 + Penalty 1183.296686 = -42266.334917 nChanged 29 SP:Iteration 2F (47.348694 sec): 3 clusters Score: Raw -43476.287499 + Penalty 1182.567077 = -42293.720421 nChanged 19 SP:Iteration 3Q (47.349720 sec): 3 clusters Score: Raw -43492.400774 + Penalty 1182.439342 = -42309.961432 nChanged 12 SP:Iteration 4Q (47.350713 sec): 3 clusters Score: Raw -43505.696776 + Penalty 1182.979730 = -42322.717046 nChanged 8 SP:Iteration 5Q (47.351691 sec): 3 clusters Score: Raw -43513.055196 + Penalty 1182.903774 = -42330.151422 nChanged 11 SP:Iteration 6Q (47.352668 sec): 3 clusters Score: Raw -43523.901914 + Penalty 1182.783806 = -42341.118108 nChanged 7 SP:Iteration 7Q (47.353646 sec): 3 clusters Score: Raw -43529.833624 + Penalty 1182.886459 = -42346.947165 nChanged 9 SP:Iteration 8Q (47.354624 sec): 3 clusters Score: Raw -43535.868483 + Penalty 1182.496319 = -42353.372164 nChanged 6 SP:Iteration 9Q (47.355596 sec): 3 clusters Score: Raw -43540.442190 + Penalty 1182.496319 = -42357.945870 nChanged 0 SP:Iteration 10F (47.356570 sec): 3 clusters Score: Raw -43540.442190 + Penalty 1182.496319 = -42357.945870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.357519 sec): 2 clusters Score: Raw -485.010420 + Penalty 186.794217 = -298.216203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.357742 sec): 3 clusters Score: Raw -476.438669 + Penalty 385.498447 = -90.940222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 53 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.358543 sec): 2 clusters Score: Raw -1006.454728 + Penalty 335.347529 = -671.107200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.358772 sec): 3 clusters Score: Raw -1017.428424 + Penalty 650.678543 = -366.749881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 54 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.359635 sec): 2 clusters Score: Raw -2884.756613 + Penalty 357.777053 = -2526.979560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.359909 sec): 3 clusters Score: Raw -2923.471796 + Penalty 709.908338 = -2213.563458 nChanged 1 SP:Iteration 1Q (47.360168 sec): 3 clusters Score: Raw -2925.173357 + Penalty 709.908338 = -2215.265019 nChanged 0 SP:Iteration 2F (47.360431 sec): 3 clusters Score: Raw -2925.173357 + Penalty 709.908338 = -2215.265019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.361303 sec): 2 clusters Score: Raw -1314.936378 + Penalty 279.421322 = -1035.515056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.361537 sec): 3 clusters Score: Raw -1325.598026 + Penalty 557.161441 = -768.436585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 56 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.362376 sec): 2 clusters Score: Raw -2313.880553 + Penalty 305.649377 = -2008.231176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.362662 sec): 3 clusters Score: Raw -2379.094098 + Penalty 611.332934 = -1767.761164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.363450 sec): 2 clusters Score: Raw -820.893745 + Penalty 218.503760 = -602.389985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.363675 sec): 3 clusters Score: Raw -829.668581 + Penalty 436.940694 = -392.727888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 58 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.364495 sec): 2 clusters Score: Raw -2278.728189 + Penalty 329.798883 = -1948.929306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.364750 sec): 3 clusters Score: Raw -2296.975878 + Penalty 659.473465 = -1637.502413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 59 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.365556 sec): 2 clusters Score: Raw -1591.839571 + Penalty 343.475208 = -1248.364363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.365799 sec): 3 clusters Score: Raw -1639.838076 + Penalty 680.654830 = -959.183246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 60 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.366682 sec): 2 clusters Score: Raw -3765.272847 + Penalty 345.090919 = -3420.181928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.366977 sec): 3 clusters Score: Raw -3799.793755 + Penalty 689.823637 = -3109.970118 nChanged 1 SP:Iteration 1Q (47.367259 sec): 3 clusters Score: Raw -3807.829500 + Penalty 690.836516 = -3116.992984 nChanged 1 SP:Iteration 2Q (47.367535 sec): 3 clusters Score: Raw -3811.769782 + Penalty 690.836516 = -3120.933265 nChanged 0 SP:Iteration 3F (47.367820 sec): 3 clusters Score: Raw -3811.769782 + Penalty 690.836516 = -3120.933265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 61 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.368941 sec): 2 clusters Score: Raw -9769.530942 + Penalty 424.935158 = -9344.595783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.369384 sec): 3 clusters Score: Raw -9782.450995 + Penalty 848.358637 = -8934.092358 nChanged 16 SP:Iteration 1F (47.369819 sec): 3 clusters Score: Raw -9809.659375 + Penalty 849.607813 = -8960.051561 nChanged 4 SP:Iteration 2Q (47.370245 sec): 3 clusters Score: Raw -9817.556736 + Penalty 850.549712 = -8967.007023 nChanged 2 SP:Iteration 3Q (47.370665 sec): 3 clusters Score: Raw -9821.498542 + Penalty 850.549712 = -8970.948830 nChanged 0 SP:Iteration 4F (47.371099 sec): 3 clusters Score: Raw -9821.498542 + Penalty 850.549712 = -8970.948830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.371916 sec): 2 clusters Score: Raw -619.408043 + Penalty 172.514206 = -446.893837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.372137 sec): 3 clusters Score: Raw -628.289095 + Penalty 330.193820 = -298.095275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.372927 sec): 2 clusters Score: Raw -1035.920511 + Penalty 238.200770 = -797.719740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.373158 sec): 3 clusters Score: Raw -1045.793154 + Penalty 477.092398 = -568.700757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 64 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.374087 sec): 2 clusters Score: Raw -4649.390784 + Penalty 105.959520 = -4543.431264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.374460 sec): 3 clusters Score: Raw -4687.022777 + Penalty 221.387446 = -4465.635330 nChanged 23 SP:Iteration 1F (47.374806 sec): 3 clusters Score: Raw -4739.099142 + Penalty 222.578949 = -4516.520194 nChanged 2 SP:Iteration 2Q (47.375136 sec): 3 clusters Score: Raw -4745.077221 + Penalty 222.578949 = -4522.498272 nChanged 0 SP:Iteration 3F (47.375477 sec): 3 clusters Score: Raw -4745.077221 + Penalty 222.578949 = -4522.498272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 65 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.376388 sec): 2 clusters Score: Raw -3664.130415 + Penalty 212.283220 = -3451.847195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.376675 sec): 3 clusters Score: Raw -3663.462207 + Penalty 414.113799 = -3249.348408 nChanged 5 SP:Iteration 1F (47.376957 sec): 3 clusters Score: Raw -3678.579062 + Penalty 413.210633 = -3265.368430 nChanged 1 SP:Iteration 2Q (47.377234 sec): 3 clusters Score: Raw -3680.063590 + Penalty 415.606361 = -3264.457229 nChanged 1 SP:Iteration 3F (47.377516 sec): 3 clusters Score: Raw -3682.687569 + Penalty 415.606361 = -3267.081207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 66 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.378646 sec): 2 clusters Score: Raw -12848.420489 + Penalty 574.928300 = -12273.492189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.379106 sec): 3 clusters Score: Raw -12853.436662 + Penalty 1150.359274 = -11703.077388 nChanged 16 SP:Iteration 1F (47.379560 sec): 3 clusters Score: Raw -12879.408144 + Penalty 1150.895016 = -11728.513128 nChanged 4 SP:Iteration 2Q (47.380007 sec): 3 clusters Score: Raw -12889.147067 + Penalty 1151.800239 = -11737.346828 nChanged 1 SP:Iteration 3Q (47.380452 sec): 3 clusters Score: Raw -12890.191770 + Penalty 1152.702476 = -11737.489294 nChanged 1 SP:Iteration 4Q (47.380894 sec): 3 clusters Score: Raw -12890.826899 + Penalty 1152.702476 = -11738.124423 nChanged 0 SP:Iteration 5F (47.381344 sec): 3 clusters Score: Raw -12890.826899 + Penalty 1152.702476 = -11738.124423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 67 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.382278 sec): 2 clusters Score: Raw -4513.450408 + Penalty 318.252763 = -4195.197646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.382589 sec): 3 clusters Score: Raw -4536.046191 + Penalty 634.904069 = -3901.142123 nChanged 4 SP:Iteration 1F (47.382889 sec): 3 clusters Score: Raw -4549.853650 + Penalty 635.860111 = -3913.993539 nChanged 2 SP:Iteration 2Q (47.383181 sec): 3 clusters Score: Raw -4553.142722 + Penalty 640.875387 = -3912.267336 nChanged 1 SP:Iteration 3F (47.383483 sec): 3 clusters Score: Raw -4554.039853 + Penalty 640.875387 = -3913.164466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.384279 sec): 2 clusters Score: Raw -697.067981 + Penalty 252.045469 = -445.022512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.384498 sec): 3 clusters Score: Raw -687.707000 + Penalty 497.856926 = -189.850074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 69 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.385695 sec): 2 clusters Score: Raw -7118.934568 + Penalty 418.338413 = -6700.596155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.386078 sec): 3 clusters Score: Raw -7170.031987 + Penalty 833.259490 = -6336.772497 nChanged 12 SP:Iteration 1F (47.386447 sec): 3 clusters Score: Raw -7204.263144 + Penalty 831.702504 = -6372.560640 nChanged 2 SP:Iteration 2Q (47.386819 sec): 3 clusters Score: Raw -7209.852725 + Penalty 833.024859 = -6376.827866 nChanged 1 SP:Iteration 3Q (47.387197 sec): 3 clusters Score: Raw -7214.392138 + Penalty 832.293809 = -6382.098329 nChanged 2 SP:Iteration 4Q (47.387546 sec): 3 clusters Score: Raw -7220.984072 + Penalty 835.633698 = -6385.350374 nChanged 2 SP:Iteration 5Q (47.387893 sec): 3 clusters Score: Raw -7225.887265 + Penalty 835.633698 = -6390.253566 nChanged 0 SP:Iteration 6F (47.388262 sec): 3 clusters Score: Raw -7225.887265 + Penalty 835.633698 = -6390.253566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 70 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.389822 sec): 2 clusters Score: Raw -22560.588976 + Penalty 730.691702 = -21829.897274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.390516 sec): 3 clusters Score: Raw -22531.232488 + Penalty 1461.132195 = -21070.100294 nChanged 47 SP:Iteration 1F (47.391193 sec): 3 clusters Score: Raw -22596.541277 + Penalty 1460.608886 = -21135.932391 nChanged 15 SP:Iteration 2F (47.391869 sec): 3 clusters Score: Raw -22618.537153 + Penalty 1461.106894 = -21157.430259 nChanged 6 SP:Iteration 3Q (47.392517 sec): 3 clusters Score: Raw -22629.703634 + Penalty 1461.060290 = -21168.643344 nChanged 1 SP:Iteration 4Q (47.393170 sec): 3 clusters Score: Raw -22631.630123 + Penalty 1461.060290 = -21170.569834 nChanged 0 SP:Iteration 5F (47.393822 sec): 3 clusters Score: Raw -22631.630123 + Penalty 1461.060290 = -21170.569834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.394724 sec): 2 clusters Score: Raw -1324.760050 + Penalty 213.280728 = -1111.479322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.394967 sec): 3 clusters Score: Raw -1343.954258 + Penalty 438.428215 = -905.526042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 72 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.395836 sec): 2 clusters Score: Raw -3217.129354 + Penalty 450.198320 = -2766.931034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.396112 sec): 3 clusters Score: Raw -3297.404001 + Penalty 901.443432 = -2395.960570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 73 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.396937 sec): 2 clusters Score: Raw -1949.300387 + Penalty 266.310591 = -1682.989795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.397186 sec): 3 clusters Score: Raw -1974.978402 + Penalty 525.951552 = -1449.026850 nChanged 1 SP:Iteration 1Q (47.397425 sec): 3 clusters Score: Raw -1979.319933 + Penalty 525.951552 = -1453.368381 nChanged 0 SP:Iteration 2F (47.397668 sec): 3 clusters Score: Raw -1979.319933 + Penalty 525.951552 = -1453.368381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 74 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.398551 sec): 2 clusters Score: Raw -3565.206519 + Penalty 346.101381 = -3219.105138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.398836 sec): 3 clusters Score: Raw -3597.592372 + Penalty 697.556791 = -2900.035581 nChanged 1 SP:Iteration 1Q (47.399109 sec): 3 clusters Score: Raw -3600.569924 + Penalty 697.556791 = -2903.013133 nChanged 0 SP:Iteration 2F (47.399390 sec): 3 clusters Score: Raw -3600.569924 + Penalty 697.556791 = -2903.013133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 75 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.400208 sec): 2 clusters Score: Raw -1192.786701 + Penalty 289.067942 = -903.718759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.400442 sec): 3 clusters Score: Raw -1238.857152 + Penalty 581.882892 = -656.974259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.401250 sec): 2 clusters Score: Raw -581.809589 + Penalty 205.656461 = -376.153129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.401472 sec): 3 clusters Score: Raw -576.274947 + Penalty 411.312921 = -164.962026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 77 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.403294 sec): 2 clusters Score: Raw -33907.317159 + Penalty 473.476005 = -33433.841154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.404185 sec): 3 clusters Score: Raw -33744.277345 + Penalty 943.247965 = -32801.029380 nChanged 108 SP:Iteration 1F (47.405063 sec): 3 clusters Score: Raw -33823.703355 + Penalty 941.385648 = -32882.317707 nChanged 34 SP:Iteration 2F (47.405939 sec): 3 clusters Score: Raw -33854.386786 + Penalty 942.756677 = -32911.630109 nChanged 13 SP:Iteration 3Q (47.406810 sec): 3 clusters Score: Raw -33865.209810 + Penalty 946.952009 = -32918.257801 nChanged 12 SP:Iteration 4Q (47.407743 sec): 3 clusters Score: Raw -33884.184431 + Penalty 951.316918 = -32932.867513 nChanged 17 SP:Iteration 5Q (47.408644 sec): 3 clusters Score: Raw -33915.301853 + Penalty 953.942815 = -32961.359039 nChanged 16 SP:Iteration 6Q (47.409541 sec): 3 clusters Score: Raw -33933.859457 + Penalty 954.398569 = -32979.460888 nChanged 11 SP:Iteration 7Q (47.410438 sec): 3 clusters Score: Raw -33944.224996 + Penalty 953.631562 = -32990.593434 nChanged 3 SP:Iteration 8Q (47.411328 sec): 3 clusters Score: Raw -33946.150782 + Penalty 953.034868 = -32993.115914 nChanged 1 SP:Iteration 9Q (47.412209 sec): 3 clusters Score: Raw -33947.114161 + Penalty 953.034868 = -32994.079293 nChanged 0 SP:Iteration 10F (47.413119 sec): 3 clusters Score: Raw -33947.114161 + Penalty 953.034868 = -32994.079293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.414058 sec): 2 clusters Score: Raw -974.019057 + Penalty 167.981482 = -806.037575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.414292 sec): 3 clusters Score: Raw -984.732667 + Penalty 331.961806 = -652.770861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 80 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.415122 sec): 2 clusters Score: Raw -1367.133095 + Penalty 225.020610 = -1142.112485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.415368 sec): 3 clusters Score: Raw -1437.856278 + Penalty 454.222048 = -983.634230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.416193 sec): 2 clusters Score: Raw -868.426792 + Penalty 223.559719 = -644.867073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.416418 sec): 3 clusters Score: Raw -871.888076 + Penalty 448.595591 = -423.292484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 82 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.417218 sec): 2 clusters Score: Raw -822.680768 + Penalty 215.850532 = -606.830237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.417443 sec): 3 clusters Score: Raw -834.657881 + Penalty 433.182707 = -401.475174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 83 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.418252 sec): 2 clusters Score: Raw -1333.214514 + Penalty 309.486672 = -1023.727843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.418488 sec): 3 clusters Score: Raw -1395.891520 + Penalty 637.922348 = -757.969172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 84 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.419327 sec): 2 clusters Score: Raw -1277.427146 + Penalty 208.834221 = -1068.592926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.419566 sec): 3 clusters Score: Raw -1304.440403 + Penalty 404.273911 = -900.166492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 85 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.420367 sec): 2 clusters Score: Raw -1100.730864 + Penalty 392.171274 = -708.559590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.420600 sec): 3 clusters Score: Raw -1189.857200 + Penalty 785.731812 = -404.125387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 86 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.421396 sec): 2 clusters Score: Raw -977.154301 + Penalty 394.908847 = -582.245454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.421634 sec): 3 clusters Score: Raw -1290.780976 + Penalty 783.515300 = -507.265677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 87 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.422540 sec): 2 clusters Score: Raw -5079.344310 + Penalty 414.788336 = -4664.555973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.422859 sec): 3 clusters Score: Raw -5134.073810 + Penalty 849.595552 = -4284.478259 nChanged 2 SP:Iteration 1Q (47.423159 sec): 3 clusters Score: Raw -5147.584964 + Penalty 853.011193 = -4294.573770 nChanged 1 SP:Iteration 2Q (47.423456 sec): 3 clusters Score: Raw -5154.250045 + Penalty 853.011193 = -4301.238852 nChanged 0 SP:Iteration 3F (47.423767 sec): 3 clusters Score: Raw -5154.250045 + Penalty 853.011193 = -4301.238852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.424567 sec): 2 clusters Score: Raw -823.673595 + Penalty 183.276336 = -640.397259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.424790 sec): 3 clusters Score: Raw -828.162847 + Penalty 337.811254 = -490.351592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 89 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.425599 sec): 2 clusters Score: Raw -1721.545267 + Penalty 339.406025 = -1382.139242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.425842 sec): 3 clusters Score: Raw -1748.834589 + Penalty 681.090092 = -1067.744497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.426611 sec): 2 clusters Score: Raw -373.022134 + Penalty 109.956811 = -263.065323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.426826 sec): 3 clusters Score: Raw -366.341400 + Penalty 219.913622 = -146.427778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.427611 sec): 2 clusters Score: Raw -893.921538 + Penalty 182.817686 = -711.103852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.427838 sec): 3 clusters Score: Raw -904.408616 + Penalty 366.369886 = -538.038730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 93 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.428613 sec): 2 clusters Score: Raw -642.387258 + Penalty 190.892433 = -451.494825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.428835 sec): 3 clusters Score: Raw -651.423705 + Penalty 384.792948 = -266.630757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.429630 sec): 2 clusters Score: Raw -614.972607 + Penalty 154.065008 = -460.907599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.429851 sec): 3 clusters Score: Raw -633.372744 + Penalty 297.016245 = -336.356499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 95 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.430665 sec): 2 clusters Score: Raw -1692.826509 + Penalty 203.544303 = -1489.282206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.430908 sec): 3 clusters Score: Raw -1701.775078 + Penalty 395.829658 = -1305.945421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.431683 sec): 2 clusters Score: Raw -699.222197 + Penalty 264.226430 = -434.995767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.431905 sec): 3 clusters Score: Raw -694.958418 + Penalty 524.044672 = -170.913746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.432684 sec): 2 clusters Score: Raw -893.094250 + Penalty 343.813193 = -549.281058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.432908 sec): 3 clusters Score: Raw -912.776453 + Penalty 686.063976 = -226.712477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 98 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.433697 sec): 2 clusters Score: Raw -1119.632654 + Penalty 191.161585 = -928.471069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.433930 sec): 3 clusters Score: Raw -1140.347048 + Penalty 376.370920 = -763.976128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 99 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.434713 sec): 2 clusters Score: Raw -989.512983 + Penalty 184.322065 = -805.190919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.434941 sec): 3 clusters Score: Raw -996.264657 + Penalty 381.582377 = -614.682280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.435714 sec): 2 clusters Score: Raw -554.578417 + Penalty 156.224473 = -398.353944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.435932 sec): 3 clusters Score: Raw -550.931478 + Penalty 362.174766 = -188.756713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.436700 sec): 2 clusters Score: Raw -449.071938 + Penalty 117.635607 = -331.436331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.436911 sec): 3 clusters Score: Raw -446.516278 + Penalty 271.294370 = -175.221908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 103 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.437717 sec): 2 clusters Score: Raw -1675.872355 + Penalty 393.941726 = -1281.930628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.437964 sec): 3 clusters Score: Raw -1756.905174 + Penalty 782.638732 = -974.266442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.438793 sec): 2 clusters Score: Raw -1139.549352 + Penalty 349.323946 = -790.225406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.439048 sec): 3 clusters Score: Raw -1180.211863 + Penalty 694.334081 = -485.877783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 105 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.440102 sec): 2 clusters Score: Raw -7354.936054 + Penalty 202.382970 = -7152.553084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.440478 sec): 3 clusters Score: Raw -7334.572506 + Penalty 417.763322 = -6916.809183 nChanged 17 SP:Iteration 1F (47.440845 sec): 3 clusters Score: Raw -7359.408265 + Penalty 420.785866 = -6938.622399 nChanged 7 SP:Iteration 2F (47.441212 sec): 3 clusters Score: Raw -7369.104569 + Penalty 423.385288 = -6945.719282 nChanged 2 SP:Iteration 3Q (47.441572 sec): 3 clusters Score: Raw -7372.288795 + Penalty 428.033900 = -6944.254895 nChanged 1 SP:Iteration 4F (47.441942 sec): 3 clusters Score: Raw -7374.236348 + Penalty 432.245234 = -6941.991114 nChanged 1 SP:Iteration 5F (47.442308 sec): 3 clusters Score: Raw -7376.750375 + Penalty 432.245234 = -6944.505141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 106 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.443248 sec): 2 clusters Score: Raw -3183.938005 + Penalty 393.615571 = -2790.322434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.443524 sec): 3 clusters Score: Raw -3236.002932 + Penalty 790.881546 = -2445.121385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.444311 sec): 2 clusters Score: Raw -596.809952 + Penalty 226.311352 = -370.498600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.444530 sec): 3 clusters Score: Raw -589.336954 + Penalty 446.934103 = -142.402851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.445316 sec): 2 clusters Score: Raw -1053.746179 + Penalty 302.751645 = -750.994534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.445548 sec): 3 clusters Score: Raw -1073.699486 + Penalty 604.601651 = -469.097835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 109 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.446359 sec): 2 clusters Score: Raw -1828.494536 + Penalty 254.252690 = -1574.241846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.446604 sec): 3 clusters Score: Raw -1887.497204 + Penalty 489.804274 = -1397.692930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 110 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.447395 sec): 2 clusters Score: Raw -981.260240 + Penalty 238.676597 = -742.583643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.447627 sec): 3 clusters Score: Raw -996.991421 + Penalty 451.820421 = -545.170999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 111 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.448430 sec): 2 clusters Score: Raw -1682.432273 + Penalty 285.959790 = -1396.472483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.448672 sec): 3 clusters Score: Raw -1696.882203 + Penalty 572.361418 = -1124.520784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.449459 sec): 2 clusters Score: Raw -1142.669590 + Penalty 276.142936 = -866.526654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.449694 sec): 3 clusters Score: Raw -1158.847795 + Penalty 552.765397 = -606.082398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 113 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.450513 sec): 2 clusters Score: Raw -626.277725 + Penalty 164.779269 = -461.498456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.450736 sec): 3 clusters Score: Raw -630.418513 + Penalty 338.273635 = -292.144878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.451523 sec): 2 clusters Score: Raw -846.993686 + Penalty 239.125045 = -607.868642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.451748 sec): 3 clusters Score: Raw -856.892292 + Penalty 478.018754 = -378.873537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 115 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.452573 sec): 2 clusters Score: Raw -2308.667988 + Penalty 328.177141 = -1980.490847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.452831 sec): 3 clusters Score: Raw -2361.388387 + Penalty 656.106321 = -1705.282066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 116 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.453671 sec): 2 clusters Score: Raw -2976.050556 + Penalty 539.171756 = -2436.878800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.453940 sec): 3 clusters Score: Raw -3164.652213 + Penalty 1079.767417 = -2084.884796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 117 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.454732 sec): 2 clusters Score: Raw -916.075250 + Penalty 123.373388 = -792.701862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.454960 sec): 3 clusters Score: Raw -930.096938 + Penalty 226.111764 = -703.985174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.455736 sec): 2 clusters Score: Raw -554.385668 + Penalty 165.187956 = -389.197712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.455956 sec): 3 clusters Score: Raw -554.196746 + Penalty 330.375913 = -223.820833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 120 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.456886 sec): 2 clusters Score: Raw -6162.295152 + Penalty 424.609741 = -5737.685411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.457218 sec): 3 clusters Score: Raw -6189.746370 + Penalty 847.633532 = -5342.112838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 121 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.458025 sec): 2 clusters Score: Raw -1277.180988 + Penalty 344.386902 = -932.794086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.458259 sec): 3 clusters Score: Raw -1342.739978 + Penalty 688.240613 = -654.499365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 122 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.459054 sec): 2 clusters Score: Raw -1235.462772 + Penalty 247.558896 = -987.903876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.459289 sec): 3 clusters Score: Raw -1255.592005 + Penalty 496.379767 = -759.212238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 123 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.460128 sec): 2 clusters Score: Raw -2147.706755 + Penalty 304.947329 = -1842.759426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.460383 sec): 3 clusters Score: Raw -2169.692133 + Penalty 609.605903 = -1560.086230 nChanged 1 SP:Iteration 1Q (47.460650 sec): 3 clusters Score: Raw -2175.566866 + Penalty 609.605903 = -1565.960963 nChanged 0 SP:Iteration 2F (47.460899 sec): 3 clusters Score: Raw -2175.566866 + Penalty 609.605903 = -1565.960963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 125 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.461702 sec): 2 clusters Score: Raw -983.974298 + Penalty 327.947549 = -656.026749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.461929 sec): 3 clusters Score: Raw -999.234796 + Penalty 655.895098 = -343.339697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 126 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.462719 sec): 2 clusters Score: Raw -1058.994238 + Penalty 250.595841 = -808.398397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.462952 sec): 3 clusters Score: Raw -1064.727255 + Penalty 533.694298 = -531.032957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.463711 sec): 2 clusters Score: Raw -298.263420 + Penalty 147.676318 = -150.587102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.463923 sec): 3 clusters Score: Raw -284.996251 + Penalty 305.582227 = 20.585975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.464718 sec): 2 clusters Score: Raw -1431.683777 + Penalty 262.748668 = -1168.935109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.464956 sec): 3 clusters Score: Raw -1456.140085 + Penalty 581.022877 = -875.117209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.465737 sec): 2 clusters Score: Raw -831.889395 + Penalty 217.548445 = -614.340950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.465962 sec): 3 clusters Score: Raw -849.724930 + Penalty 432.108364 = -417.616567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 130 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.466757 sec): 2 clusters Score: Raw -1377.056927 + Penalty 256.997554 = -1120.059372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.466992 sec): 3 clusters Score: Raw -1398.893909 + Penalty 527.635078 = -871.258831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.467767 sec): 2 clusters Score: Raw -575.290584 + Penalty 193.589788 = -381.700796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.467988 sec): 3 clusters Score: Raw -569.793870 + Penalty 387.179576 = -182.614294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 132 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.468845 sec): 2 clusters Score: Raw -3603.666849 + Penalty 509.360519 = -3094.306330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.469129 sec): 3 clusters Score: Raw -3730.190323 + Penalty 1017.266242 = -2712.924081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.469921 sec): 2 clusters Score: Raw -980.941576 + Penalty 186.248682 = -794.692894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.470154 sec): 3 clusters Score: Raw -986.129861 + Penalty 381.760711 = -604.369150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.470940 sec): 2 clusters Score: Raw -472.739318 + Penalty 184.624261 = -288.115057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.471158 sec): 3 clusters Score: Raw -470.559734 + Penalty 365.267700 = -105.292034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 136 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.471944 sec): 2 clusters Score: Raw -843.219820 + Penalty 298.727025 = -544.492795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.472170 sec): 3 clusters Score: Raw -877.766011 + Penalty 592.938499 = -284.827513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 137 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.472978 sec): 2 clusters Score: Raw -1840.644110 + Penalty 349.357162 = -1491.286947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.473224 sec): 3 clusters Score: Raw -1899.791891 + Penalty 695.726718 = -1204.065173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.474005 sec): 2 clusters Score: Raw -773.597649 + Penalty 205.935528 = -567.662121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.474236 sec): 3 clusters Score: Raw -768.564462 + Penalty 404.938554 = -363.625908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.475083 sec): 2 clusters Score: Raw -590.204553 + Penalty 218.152619 = -372.051934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.475304 sec): 3 clusters Score: Raw -585.062085 + Penalty 436.305239 = -148.756846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.476110 sec): 2 clusters Score: Raw -284.401283 + Penalty 103.608133 = -180.793150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.476321 sec): 3 clusters Score: Raw -274.707522 + Penalty 211.419124 = -63.288398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.477101 sec): 2 clusters Score: Raw -691.232006 + Penalty 145.413112 = -545.818893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.477326 sec): 3 clusters Score: Raw -707.727167 + Penalty 289.267751 = -418.459416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.478101 sec): 2 clusters Score: Raw -747.255943 + Penalty 205.824339 = -541.431603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.478324 sec): 3 clusters Score: Raw -752.067787 + Penalty 411.648679 = -340.419109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.479098 sec): 2 clusters Score: Raw -628.730675 + Penalty 138.572108 = -490.158566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.479317 sec): 3 clusters Score: Raw -630.104215 + Penalty 273.677170 = -356.427045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.480112 sec): 2 clusters Score: Raw -1375.187813 + Penalty 300.197977 = -1074.989836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.480351 sec): 3 clusters Score: Raw -1415.155152 + Penalty 599.661093 = -815.494059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.481144 sec): 2 clusters Score: Raw -364.129316 + Penalty 106.368768 = -257.760548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.481358 sec): 3 clusters Score: Raw -363.289416 + Penalty 212.737535 = -150.551880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.482153 sec): 2 clusters Score: Raw -1152.367254 + Penalty 282.164845 = -870.202409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.482386 sec): 3 clusters Score: Raw -1170.549196 + Penalty 564.329691 = -606.219505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 147 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.483161 sec): 2 clusters Score: Raw -763.868365 + Penalty 240.073179 = -523.795186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.483384 sec): 3 clusters Score: Raw -772.678481 + Penalty 484.023565 = -288.654916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.484146 sec): 2 clusters Score: Raw -294.144192 + Penalty 142.762233 = -151.381959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.484343 sec): 2 clusters Score: Raw -294.144192 + Penalty 142.762233 = -151.381959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.485131 sec): 2 clusters Score: Raw -1152.218737 + Penalty 303.435154 = -848.783584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.485360 sec): 3 clusters Score: Raw -1175.323797 + Penalty 607.819532 = -567.504265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 150 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.486143 sec): 2 clusters Score: Raw -927.941375 + Penalty 246.166912 = -681.774463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.486368 sec): 3 clusters Score: Raw -920.452525 + Penalty 589.156219 = -331.296305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.487135 sec): 2 clusters Score: Raw -473.245337 + Penalty 141.948054 = -331.297283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.487352 sec): 3 clusters Score: Raw -464.557762 + Penalty 281.592395 = -182.965366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.488118 sec): 2 clusters Score: Raw -291.071166 + Penalty 119.838432 = -171.232734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.488330 sec): 3 clusters Score: Raw -280.333482 + Penalty 247.690227 = -32.643255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.489104 sec): 2 clusters Score: Raw -753.432529 + Penalty 232.253950 = -521.178579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.489328 sec): 3 clusters Score: Raw -758.830004 + Penalty 476.595559 = -282.234444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 154 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.490196 sec): 2 clusters Score: Raw -3833.205443 + Penalty 520.587999 = -3312.617445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.490482 sec): 3 clusters Score: Raw -3926.068897 + Penalty 1041.057477 = -2885.011420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.491289 sec): 2 clusters Score: Raw -594.533563 + Penalty 226.423703 = -368.109859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.491506 sec): 3 clusters Score: Raw -587.445385 + Penalty 449.975199 = -137.470186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 156 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.492302 sec): 2 clusters Score: Raw -1312.818927 + Penalty 352.712472 = -960.106455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.492536 sec): 3 clusters Score: Raw -1320.846613 + Penalty 704.975766 = -615.870847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 157 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.493303 sec): 2 clusters Score: Raw -285.912080 + Penalty 126.847423 = -159.064657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.493513 sec): 3 clusters Score: Raw -278.889076 + Penalty 253.029070 = -25.860007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.494275 sec): 2 clusters Score: Raw -192.061159 + Penalty 82.584551 = -109.476608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.494470 sec): 2 clusters Score: Raw -192.061159 + Penalty 82.584551 = -109.476608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.495235 sec): 2 clusters Score: Raw -398.349687 + Penalty 176.581745 = -221.767942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.495451 sec): 3 clusters Score: Raw -385.377509 + Penalty 353.163490 = -32.214019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 160 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.496256 sec): 2 clusters Score: Raw -1280.590506 + Penalty 343.481105 = -937.109401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.496490 sec): 3 clusters Score: Raw -1298.823687 + Penalty 690.322228 = -608.501459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.497262 sec): 2 clusters Score: Raw -487.129247 + Penalty 198.247733 = -288.881513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.497460 sec): 2 clusters Score: Raw -487.129247 + Penalty 198.247733 = -288.881513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.498222 sec): 2 clusters Score: Raw -368.358320 + Penalty 123.157130 = -245.201189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.498437 sec): 3 clusters Score: Raw -365.412609 + Penalty 246.314261 = -119.098349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.499215 sec): 2 clusters Score: Raw -855.496040 + Penalty 259.500861 = -595.995179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.499442 sec): 3 clusters Score: Raw -874.579219 + Penalty 509.350814 = -365.228405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 164 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.500236 sec): 2 clusters Score: Raw -733.991951 + Penalty 233.069639 = -500.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.500478 sec): 3 clusters Score: Raw -757.501206 + Penalty 466.139278 = -291.361927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 165 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.501271 sec): 2 clusters Score: Raw -908.914358 + Penalty 231.053344 = -677.861014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.501498 sec): 3 clusters Score: Raw -929.493695 + Penalty 468.994922 = -460.498773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.502263 sec): 2 clusters Score: Raw -298.095852 + Penalty 144.481809 = -153.614043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.502475 sec): 3 clusters Score: Raw -286.682838 + Penalty 285.943105 = -0.739733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 167 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.503267 sec): 2 clusters Score: Raw -1115.013985 + Penalty 347.825276 = -767.188709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.503500 sec): 3 clusters Score: Raw -1151.549547 + Penalty 712.593284 = -438.956264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 168 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.504276 sec): 2 clusters Score: Raw -737.223727 + Penalty 165.679876 = -571.543850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.504493 sec): 3 clusters Score: Raw -732.574116 + Penalty 317.353795 = -415.220320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.505267 sec): 2 clusters Score: Raw -676.443706 + Penalty 212.617303 = -463.826403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.505489 sec): 3 clusters Score: Raw -675.361541 + Penalty 426.498575 = -248.862966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.506261 sec): 2 clusters Score: Raw -652.096613 + Penalty 207.847263 = -444.249350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.506482 sec): 3 clusters Score: Raw -659.411102 + Penalty 417.611940 = -241.799162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.507245 sec): 2 clusters Score: Raw -390.067669 + Penalty 178.046209 = -212.021460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.507459 sec): 3 clusters Score: Raw -384.458810 + Penalty 343.210353 = -41.248457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.508250 sec): 2 clusters Score: Raw -1042.691896 + Penalty 302.641391 = -740.050505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.508486 sec): 3 clusters Score: Raw -1063.428792 + Penalty 605.619657 = -457.809134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.509267 sec): 2 clusters Score: Raw -189.654514 + Penalty 69.198219 = -120.456295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.509474 sec): 3 clusters Score: Raw -181.109863 + Penalty 138.396438 = -42.713425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 175 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.510256 sec): 2 clusters Score: Raw -686.183323 + Penalty 238.763077 = -447.420246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.510496 sec): 3 clusters Score: Raw -685.625287 + Penalty 477.492426 = -208.132861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.511262 sec): 2 clusters Score: Raw -284.169647 + Penalty 109.232632 = -174.937016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.511472 sec): 3 clusters Score: Raw -275.518313 + Penalty 219.378383 = -56.139929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.512234 sec): 2 clusters Score: Raw -287.714173 + Penalty 126.190043 = -161.524130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.512445 sec): 3 clusters Score: Raw -279.931334 + Penalty 256.529521 = -23.401813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.513222 sec): 2 clusters Score: Raw -709.109253 + Penalty 141.144003 = -567.965250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.513444 sec): 3 clusters Score: Raw -720.474365 + Penalty 280.534127 = -439.940239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.514205 sec): 2 clusters Score: Raw -293.475476 + Penalty 126.314694 = -167.160782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.514416 sec): 3 clusters Score: Raw -282.849666 + Penalty 248.011888 = -34.837778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.515198 sec): 2 clusters Score: Raw -930.550174 + Penalty 246.749328 = -683.800846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.515425 sec): 3 clusters Score: Raw -939.611369 + Penalty 465.877158 = -473.734210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.516189 sec): 2 clusters Score: Raw -391.252897 + Penalty 168.993776 = -222.259121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.516403 sec): 3 clusters Score: Raw -383.660898 + Penalty 168.993776 = -214.667122 nChanged 1 SP:Iteration 1F (47.516597 sec): 2 clusters Score: Raw -391.252897 + Penalty 168.993776 = -222.259121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 182 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.517380 sec): 2 clusters Score: Raw -915.794943 + Penalty 242.214975 = -673.579968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.517606 sec): 3 clusters Score: Raw -940.781784 + Penalty 482.834030 = -457.947753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.518375 sec): 2 clusters Score: Raw -389.325349 + Penalty 178.927210 = -210.398140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.518571 sec): 2 clusters Score: Raw -389.325349 + Penalty 178.927210 = -210.398140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 184 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.519915 sec): 2 clusters Score: Raw -17860.479509 + Penalty 181.083039 = -17679.396470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.520540 sec): 3 clusters Score: Raw -17780.593570 + Penalty 366.336669 = -17414.256901 nChanged 68 SP:Iteration 1F (47.521150 sec): 3 clusters Score: Raw -17880.731689 + Penalty 356.952033 = -17523.779655 nChanged 21 SP:Iteration 2F (47.521783 sec): 3 clusters Score: Raw -17903.858628 + Penalty 352.202107 = -17551.656521 nChanged 9 SP:Iteration 3Q (47.522368 sec): 3 clusters Score: Raw -17915.515678 + Penalty 350.863485 = -17564.652194 nChanged 6 SP:Iteration 4Q (47.522960 sec): 3 clusters Score: Raw -17927.050073 + Penalty 350.721972 = -17576.328101 nChanged 5 SP:Iteration 5Q (47.523528 sec): 3 clusters Score: Raw -17931.058024 + Penalty 351.238958 = -17579.819066 nChanged 2 SP:Iteration 6Q (47.524094 sec): 3 clusters Score: Raw -17931.818719 + Penalty 351.754064 = -17580.064654 nChanged 1 SP:Iteration 7Q (47.524656 sec): 3 clusters Score: Raw -17932.027340 + Penalty 351.754064 = -17580.273275 nChanged 0 SP:Iteration 8F (47.525261 sec): 3 clusters Score: Raw -17932.027340 + Penalty 351.754064 = -17580.273275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.526145 sec): 2 clusters Score: Raw -571.537268 + Penalty 195.150978 = -376.386289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.526371 sec): 3 clusters Score: Raw -568.761762 + Penalty 396.160717 = -172.601045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.527210 sec): 2 clusters Score: Raw -89.975798 + Penalty 0.000000 = -89.975798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.527400 sec): 2 clusters Score: Raw -89.975798 + Penalty 0.000000 = -89.975798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 189 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.528215 sec): 2 clusters Score: Raw -1040.166273 + Penalty 303.433564 = -736.732709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.528449 sec): 3 clusters Score: Raw -1068.221872 + Penalty 618.775579 = -449.446293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.529242 sec): 2 clusters Score: Raw -386.391517 + Penalty 157.443298 = -228.948220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.529457 sec): 3 clusters Score: Raw -377.907385 + Penalty 314.886596 = -63.020790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.530253 sec): 2 clusters Score: Raw -502.729360 + Penalty 206.660039 = -296.069321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.530472 sec): 3 clusters Score: Raw -490.539813 + Penalty 413.591748 = -76.948066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.531279 sec): 2 clusters Score: Raw -191.917018 + Penalty 89.943636 = -101.973383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.531474 sec): 2 clusters Score: Raw -191.917018 + Penalty 89.943636 = -101.973383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 193 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.532274 sec): 2 clusters Score: Raw -1138.059447 + Penalty 320.450277 = -817.609171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.532507 sec): 3 clusters Score: Raw -1163.111460 + Penalty 642.593383 = -520.518077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.533273 sec): 2 clusters Score: Raw -384.371802 + Penalty 156.735584 = -227.636218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.533486 sec): 3 clusters Score: Raw -378.168991 + Penalty 297.444112 = -80.724879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.534278 sec): 2 clusters Score: Raw -292.543380 + Penalty 132.033834 = -160.509546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.534490 sec): 3 clusters Score: Raw -282.166032 + Penalty 267.658720 = -14.507312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.535253 sec): 2 clusters Score: Raw -375.725027 + Penalty 142.968906 = -232.756121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.535467 sec): 3 clusters Score: Raw -372.009547 + Penalty 285.937812 = -86.071735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.536226 sec): 2 clusters Score: Raw -191.890282 + Penalty 84.707666 = -107.182615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.536432 sec): 3 clusters Score: Raw -182.756604 + Penalty 169.415333 = -13.341271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.537202 sec): 2 clusters Score: Raw -500.607410 + Penalty 214.238372 = -286.369039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.537419 sec): 3 clusters Score: Raw -490.990852 + Penalty 429.405876 = -61.584976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.538174 sec): 2 clusters Score: Raw -170.696966 + Penalty 19.101535 = -151.595431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.538366 sec): 2 clusters Score: Raw -170.696966 + Penalty 19.101535 = -151.595431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 202 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.539159 sec): 2 clusters Score: Raw -556.857752 + Penalty 159.600166 = -397.257585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.539380 sec): 3 clusters Score: Raw -557.103473 + Penalty 319.200333 = -237.903141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.540169 sec): 2 clusters Score: Raw -290.160466 + Penalty 131.085627 = -159.074839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.540366 sec): 2 clusters Score: Raw -290.160466 + Penalty 131.085627 = -159.074839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.541134 sec): 2 clusters Score: Raw -383.268893 + Penalty 156.254789 = -227.014104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.541348 sec): 3 clusters Score: Raw -376.287511 + Penalty 318.616504 = -57.671006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.542124 sec): 2 clusters Score: Raw -386.867498 + Penalty 140.866347 = -246.001151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.542337 sec): 3 clusters Score: Raw -377.248689 + Penalty 281.732693 = -95.515996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.543101 sec): 2 clusters Score: Raw -291.766072 + Penalty 142.373420 = -149.392651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.543317 sec): 2 clusters Score: Raw -291.766072 + Penalty 142.373420 = -149.392651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 208 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.544082 sec): 2 clusters Score: Raw -182.626083 + Penalty 52.524064 = -130.102018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.544276 sec): 2 clusters Score: Raw -182.626083 + Penalty 52.524064 = -130.102018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 210 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.545057 sec): 2 clusters Score: Raw -959.412111 + Penalty 285.064376 = -674.347735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.545284 sec): 3 clusters Score: Raw -980.051385 + Penalty 569.582726 = -410.468660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.546045 sec): 2 clusters Score: Raw -290.320990 + Penalty 132.621956 = -157.699033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.546241 sec): 2 clusters Score: Raw -290.320990 + Penalty 132.621956 = -157.699033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.547010 sec): 2 clusters Score: Raw -475.718829 + Penalty 179.329878 = -296.388951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.547227 sec): 3 clusters Score: Raw -470.912576 + Penalty 359.102398 = -111.810178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.547996 sec): 2 clusters Score: Raw -581.603216 + Penalty 190.261914 = -391.341303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.548213 sec): 3 clusters Score: Raw -576.584987 + Penalty 382.055770 = -194.529217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.548965 sec): 2 clusters Score: Raw -92.718778 + Penalty 0.000000 = -92.718778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.549156 sec): 2 clusters Score: Raw -92.718778 + Penalty 0.000000 = -92.718778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.549919 sec): 2 clusters Score: Raw -392.812670 + Penalty 182.786280 = -210.026390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.550135 sec): 3 clusters Score: Raw -384.727649 + Penalty 378.865786 = -5.861863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.550918 sec): 2 clusters Score: Raw -293.278288 + Penalty 140.136154 = -153.142133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.551130 sec): 3 clusters Score: Raw -282.856089 + Penalty 274.850928 = -8.005161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 220 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.551900 sec): 2 clusters Score: Raw -492.299603 + Penalty 198.096831 = -294.202772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.552119 sec): 3 clusters Score: Raw -481.999033 + Penalty 390.826673 = -91.172361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.552882 sec): 2 clusters Score: Raw -188.261302 + Penalty 77.187130 = -111.074171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.553095 sec): 2 clusters Score: Raw -188.261302 + Penalty 77.187130 = -111.074171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 222 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.553868 sec): 2 clusters Score: Raw -459.158357 + Penalty 153.493398 = -305.664958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.554083 sec): 3 clusters Score: Raw -459.233048 + Penalty 324.923456 = -134.309592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.554842 sec): 2 clusters Score: Raw -195.927553 + Penalty 93.334210 = -102.593343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.555050 sec): 3 clusters Score: Raw -185.200029 + Penalty 186.668420 = 1.468391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.555801 sec): 2 clusters Score: Raw -89.987888 + Penalty 0.000000 = -89.987888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.555989 sec): 2 clusters Score: Raw -89.987888 + Penalty 0.000000 = -89.987888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.556746 sec): 2 clusters Score: Raw -186.029354 + Penalty 71.043153 = -114.986200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.556940 sec): 2 clusters Score: Raw -186.029354 + Penalty 71.043153 = -114.986200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.557701 sec): 2 clusters Score: Raw -383.141969 + Penalty 130.681979 = -252.459990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.557915 sec): 3 clusters Score: Raw -375.133971 + Penalty 254.888567 = -120.245404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 229 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.558673 sec): 2 clusters Score: Raw -291.272215 + Penalty 125.259028 = -166.013187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.558884 sec): 3 clusters Score: Raw -281.447647 + Penalty 242.539367 = -38.908279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 231 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.559719 sec): 2 clusters Score: Raw -2583.419239 + Penalty 99.209714 = -2484.209524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.559990 sec): 3 clusters Score: Raw -2585.729817 + Penalty 218.035572 = -2367.694245 nChanged 7 SP:Iteration 1F (47.560261 sec): 3 clusters Score: Raw -2597.671074 + Penalty 229.603938 = -2368.067136 nChanged 2 SP:Iteration 2F (47.560526 sec): 3 clusters Score: Raw -2604.295922 + Penalty 229.603938 = -2374.691985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.561290 sec): 2 clusters Score: Raw -88.277018 + Penalty 0.000000 = -88.277018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.561480 sec): 2 clusters Score: Raw -88.277018 + Penalty 0.000000 = -88.277018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.562241 sec): 2 clusters Score: Raw -188.447786 + Penalty 76.400024 = -112.047762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.562450 sec): 3 clusters Score: Raw -180.832365 + Penalty 152.800048 = -28.032317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 241 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.563231 sec): 2 clusters Score: Raw -283.142789 + Penalty 119.889074 = -163.253715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.563444 sec): 3 clusters Score: Raw -275.947361 + Penalty 239.907029 = -36.040332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 243 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.564209 sec): 2 clusters Score: Raw -394.077366 + Penalty 180.258358 = -213.819008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.564405 sec): 2 clusters Score: Raw -394.077366 + Penalty 180.258358 = -213.819008 nChanged 0 Deleting Class 215 (1 points): Lose 6.740053 but Gain 1437.055209 Iteration 20F (52.336862 sec): 216 clusters Score: Raw -3850362.984585 + Penalty 231722.014665 = -3618640.969920 nChanged 720 Deleting Class 127 (3 points): Lose 20.827343 but Gain 1443.958228 Iteration 21Q (52.823307 sec): 215 clusters Score: Raw -3850612.940000 + Penalty 230271.985923 = -3620340.954077 nChanged 481 Deleting Class 53 (10 points): Lose 149.008333 but Gain 1564.471476 Iteration 22Q (53.273486 sec): 214 clusters Score: Raw -3850653.164137 + Penalty 228928.469967 = -3621724.694170 nChanged 396 Deleting Class 116 (32 points): Lose 260.309313 but Gain 1671.167172 Iteration 23Q (53.704698 sec): 213 clusters Score: Raw -3850596.981538 + Penalty 227359.822618 = -3623237.158920 nChanged 383 Deleting Class 223 (2 points): Lose 36.857245 but Gain 1446.450653 Iteration 24Q (54.119884 sec): 212 clusters Score: Raw -3850749.465003 + Penalty 225916.390498 = -3624833.074505 nChanged 308 Deleting Class 125 (10 points): Lose 124.561525 but Gain 1529.948910 Iteration 25Q (54.518133 sec): 211 clusters Score: Raw -3850718.658247 + Penalty 224784.623003 = -3625934.035244 nChanged 302 Deleting Class 97 (9 points): Lose 277.373854 but Gain 1680.878479 Iteration 26Q (54.915080 sec): 210 clusters Score: Raw -3850570.016983 + Penalty 223211.897040 = -3627358.119943 nChanged 276 Deleting Class 216 (6 points): Lose 101.736408 but Gain 1495.893038 Iteration 27Q (55.306631 sec): 209 clusters Score: Raw -3850572.018104 + Penalty 221772.187227 = -3628799.830877 nChanged 262 Deleting Class 156 (13 points): Lose 95.778462 but Gain 1477.169219 Iteration 28Q (55.696118 sec): 208 clusters Score: Raw -3850563.418398 + Penalty 220393.867081 = -3630169.551317 nChanged 243 Deleting Class 166 (3 points): Lose 33.925677 but Gain 1412.722771 Iteration 29Q (56.079954 sec): 207 clusters Score: Raw -3850605.079293 + Penalty 218937.609078 = -3631667.470214 nChanged 255 Deleting Class 199 (5 points): Lose 54.819141 but Gain 1429.918413 Iteration 30F (60.542107 sec): 206 clusters Score: Raw -3850617.823093 + Penalty 217471.142138 = -3633146.680955 nChanged 256 Deleting Class 158 (1 points): Lose 10.101470 but Gain 1457.243910 Iteration 31Q (60.925554 sec): 205 clusters Score: Raw -3850672.771508 + Penalty 216274.276165 = -3634398.495343 nChanged 253 Deleting Class 148 (3 points): Lose 27.820888 but Gain 1395.909001 Iteration 32Q (61.311839 sec): 204 clusters Score: Raw -3850711.117741 + Penalty 214937.767585 = -3635773.350155 nChanged 241 Deleting Class 192 (2 points): Lose 26.935568 but Gain 1393.905093 Iteration 33Q (61.691082 sec): 203 clusters Score: Raw -3850759.835455 + Penalty 213599.002287 = -3637160.833168 nChanged 227 Deleting Class 96 (7 points): Lose 97.063070 but Gain 1458.618445 Iteration 34Q (62.066228 sec): 202 clusters Score: Raw -3850739.716490 + Penalty 212205.499521 = -3638534.216969 nChanged 233 Deleting Class 207 (3 points): Lose 35.224440 but Gain 1392.107245 Iteration 35Q (62.449189 sec): 201 clusters Score: Raw -3850799.625850 + Penalty 210780.163996 = -3640019.461853 nChanged 231 Deleting Class 160 (13 points): Lose 92.842845 but Gain 1438.508007 Iteration 36Q (62.823917 sec): 200 clusters Score: Raw -3850787.382294 + Penalty 209375.098176 = -3641412.284118 nChanged 250 Deleting Class 191 (5 points): Lose 40.475901 but Gain 1379.337382 Iteration 37Q (63.199246 sec): 199 clusters Score: Raw -3850843.754858 + Penalty 208004.449133 = -3642839.305725 nChanged 216 Deleting Class 171 (4 points): Lose 43.728842 but Gain 1379.639126 Iteration 38Q (63.571792 sec): 198 clusters Score: Raw -3850871.101687 + Penalty 206640.992462 = -3644230.109224 nChanged 213 Deleting Class 243 (4 points): Lose 65.420886 but Gain 1396.780561 Iteration 39Q (63.940080 sec): 197 clusters Score: Raw -3850871.550663 + Penalty 205301.075864 = -3645570.474798 nChanged 202 Deleting Class 159 (4 points): Lose 37.288911 but Gain 1368.291331 Iteration 40F (68.175246 sec): 196 clusters Score: Raw -3850900.959664 + Penalty 203984.210821 = -3646916.748843 nChanged 178 Deleting Class 104 (12 points): Lose 184.362685 but Gain 1510.102777 Iteration 41Q (68.538316 sec): 195 clusters Score: Raw -3850786.236141 + Penalty 202482.328474 = -3648303.907666 nChanged 177 Deleting Class 183 (4 points): Lose 61.949321 but Gain 1386.465796 Iteration 42Q (68.896022 sec): 194 clusters Score: Raw -3850817.547334 + Penalty 201112.129366 = -3649705.417968 nChanged 175 Deleting Class 68 (7 points): Lose 78.357966 but Gain 1391.375458 Iteration 43Q (69.259249 sec): 193 clusters Score: Raw -3850797.834459 + Penalty 199807.683549 = -3650990.150910 nChanged 162 Deleting Class 219 (4 points): Lose 32.794909 but Gain 1337.157728 Iteration 44Q (69.615524 sec): 192 clusters Score: Raw -3850861.602872 + Penalty 198454.351543 = -3652407.251330 nChanged 150 Deleting Class 107 (6 points): Lose 54.607234 but Gain 1356.796948 Iteration 45Q (69.968684 sec): 191 clusters Score: Raw -3850879.174513 + Penalty 197145.070454 = -3653734.104059 nChanged 145 Deleting Class 167 (12 points): Lose 201.884381 but Gain 1503.624135 Iteration 46Q (70.319037 sec): 190 clusters Score: Raw -3850741.339307 + Penalty 195702.233932 = -3655039.105375 nChanged 148 Deleting Class 189 (12 points): Lose 85.889413 but Gain 1376.710704 Iteration 47Q (70.671334 sec): 189 clusters Score: Raw -3850741.878703 + Penalty 194346.812248 = -3656395.066454 nChanged 151 Deleting Class 85 (12 points): Lose 406.520900 but Gain 1695.328754 Iteration 48Q (71.019084 sec): 188 clusters Score: Raw -3850394.347843 + Penalty 192682.940176 = -3657711.407667 nChanged 142 Deleting Class 172 (11 points): Lose 72.932444 but Gain 1355.770999 Iteration 49Q (71.372978 sec): 187 clusters Score: Raw -3850394.315767 + Penalty 191336.600215 = -3659057.715552 nChanged 133 Deleting Class 198 (2 points): Lose 30.514678 but Gain 1312.760451 Iteration 50F (75.387502 sec): 186 clusters Score: Raw -3850426.954574 + Penalty 190031.931740 = -3660395.022834 nChanged 120 Deleting Class 121 (14 points): Lose 122.485374 but Gain 1401.799912 Iteration 51Q (75.726999 sec): 185 clusters Score: Raw -3850346.755619 + Penalty 188639.834429 = -3661706.921190 nChanged 112 Deleting Class 181 (4 points): Lose 30.791980 but Gain 1309.493904 Iteration 52Q (76.067708 sec): 184 clusters Score: Raw -3850385.222281 + Penalty 187312.424165 = -3663072.798116 nChanged 82 Deleting Class 155 (6 points): Lose 80.838258 but Gain 1357.470526 Iteration 53Q (76.401447 sec): 183 clusters Score: Raw -3850360.101795 + Penalty 185983.070489 = -3664377.031306 nChanged 81 Deleting Class 195 (3 points): Lose 14.635120 but Gain 1291.008224 Iteration 54Q (76.737388 sec): 182 clusters Score: Raw -3850398.705156 + Penalty 184668.475430 = -3665730.229726 nChanged 71 Deleting Class 103 (18 points): Lose 201.829723 but Gain 1464.085724 Iteration 55Q (77.082008 sec): 181 clusters Score: Raw -3850227.740315 + Penalty 183233.826842 = -3666993.913473 nChanged 65 Deleting Class 211 (3 points): Lose 35.354659 but Gain 1296.758801 Iteration 56Q (77.422051 sec): 180 clusters Score: Raw -3850245.894906 + Penalty 181860.683278 = -3668385.211628 nChanged 45 Deleting Class 175 (7 points): Lose 64.336983 but Gain 1318.052203 Iteration 57Q (77.752240 sec): 179 clusters Score: Raw -3850218.105408 + Penalty 180562.247942 = -3669655.857466 nChanged 44 Deleting Class 220 (5 points): Lose 69.800321 but Gain 1322.182873 Iteration 58Q (78.077099 sec): 178 clusters Score: Raw -3850172.661166 + Penalty 179282.017819 = -3670890.643347 nChanged 43 Deleting Class 161 (5 points): Lose 74.711421 but Gain 1323.190062 Iteration 59Q (78.400296 sec): 177 clusters Score: Raw -3850126.934890 + Penalty 177973.237524 = -3672153.697366 nChanged 33 Deleting Class 139 (6 points): Lose 68.913376 but Gain 1307.883169 Iteration 60F (82.351727 sec): 176 clusters Score: Raw -3850081.205144 + Penalty 176702.974783 = -3673378.230361 nChanged 26 Deleting Class 193 (13 points): Lose 153.234642 but Gain 1391.263291 Iteration 61Q (82.672804 sec): 175 clusters Score: Raw -3849950.985945 + Penalty 175324.130421 = -3674626.855524 nChanged 26 Deleting Class 108 (11 points): Lose 119.634258 but Gain 1356.264915 Iteration 62Q (82.996727 sec): 174 clusters Score: Raw -3849867.450175 + Penalty 174008.747888 = -3675858.702287 nChanged 22 Deleting Class 204 (3 points): Lose 54.627268 but Gain 1281.736794 Iteration 63Q (83.313257 sec): 173 clusters Score: Raw -3849839.370316 + Penalty 172762.983773 = -3677076.386543 nChanged 21 Deleting Class 154 (45 points): Lose 285.826176 but Gain 1506.529121 Iteration 64Q (83.627840 sec): 172 clusters Score: Raw -3849579.290248 + Penalty 171301.676008 = -3678277.614240 nChanged 60 Deleting Class 210 (10 points): Lose 111.712685 but Gain 1329.889284 Iteration 65Q (83.947231 sec): 171 clusters Score: Raw -3849573.793488 + Penalty 169998.016464 = -3679575.777024 nChanged 33 Deleting Class 179 (3 points): Lose 19.060242 but Gain 1235.087284 Iteration 66Q (84.258311 sec): 170 clusters Score: Raw -3849589.433553 + Penalty 168771.410440 = -3680818.023113 nChanged 21 Deleting Class 136 (9 points): Lose 245.646891 but Gain 1460.455380 Iteration 67Q (84.568529 sec): 169 clusters Score: Raw -3849366.751841 + Penalty 167414.801389 = -3681951.950452 nChanged 26 Deleting Class 196 (6 points): Lose 28.874859 but Gain 1254.211643 Iteration 68Q (84.876215 sec): 168 clusters Score: Raw -3849383.030776 + Penalty 166245.582645 = -3683137.448131 nChanged 21 Deleting Class 157 (3 points): Lose 32.727961 but Gain 1240.296230 Iteration 69Q (85.189795 sec): 167 clusters Score: Raw -3849366.480034 + Penalty 165019.199439 = -3684347.280596 nChanged 21 Deleting Class 229 (3 points): Lose 18.958500 but Gain 1224.765127 Iteration 70F (88.785513 sec): 166 clusters Score: Raw -3849372.496952 + Penalty 163794.656648 = -3685577.840303 nChanged 16 Deleting Class 52 (5 points): Lose 41.486186 but Gain 1246.744399 Iteration 71Q (89.089699 sec): 165 clusters Score: Raw -3849339.168877 + Penalty 162555.061788 = -3686784.107089 nChanged 14 Deleting Class 76 (6 points): Lose 32.609357 but Gain 1232.965363 Iteration 72Q (89.392047 sec): 164 clusters Score: Raw -3849321.058710 + Penalty 161311.784791 = -3688009.273918 nChanged 13 Deleting Class 190 (4 points): Lose 20.458769 but Gain 1219.991904 Iteration 73Q (89.693529 sec): 163 clusters Score: Raw -3849313.128258 + Penalty 160100.555785 = -3689212.572472 nChanged 8 Deleting Class 177 (3 points): Lose 45.066031 but Gain 1233.868464 Iteration 74Q (89.993402 sec): 162 clusters Score: Raw -3849281.406186 + Penalty 158867.499648 = -3690413.906537 nChanged 5 Deleting Class 147 (9 points): Lose 101.901316 but Gain 1281.819291 Iteration 75Q (90.294880 sec): 161 clusters Score: Raw -3849187.959351 + Penalty 157700.967352 = -3691486.991998 nChanged 12 Deleting Class 149 (11 points): Lose 120.721040 but Gain 1297.673735 Iteration 76Q (90.603494 sec): 160 clusters Score: Raw -3849106.776400 + Penalty 156467.677336 = -3692639.099064 nChanged 15 Deleting Class 221 (2 points): Lose 19.723278 but Gain 1196.210640 Iteration 77Q (90.921518 sec): 159 clusters Score: Raw -3849139.051913 + Penalty 155273.393728 = -3693865.658185 nChanged 8 Deleting Class 146 (15 points): Lose 90.399866 but Gain 1264.466207 Iteration 78Q (91.237019 sec): 158 clusters Score: Raw -3849056.441426 + Penalty 154055.070717 = -3695001.370709 nChanged 18 Deleting Class 135 (5 points): Lose 60.842253 but Gain 1232.261185 Iteration 79Q (91.559430 sec): 157 clusters Score: Raw -3849028.308030 + Penalty 152832.233876 = -3696196.074155 nChanged 11 Deleting Class 72 (35 points): Lose 189.387013 but Gain 1360.222561 Iteration 80F (95.025756 sec): 156 clusters Score: Raw -3848853.985815 + Penalty 151662.663628 = -3697191.322187 nChanged 36 Deleting Class 163 (9 points): Lose 105.399307 but Gain 1268.681426 Iteration 81Q (95.323695 sec): 155 clusters Score: Raw -3848838.056627 + Penalty 150408.485856 = -3698429.570772 nChanged 14 Deleting Class 132 (45 points): Lose 329.218637 but Gain 1488.895536 Iteration 82Q (95.617810 sec): 154 clusters Score: Raw -3848532.030623 + Penalty 149239.765951 = -3699292.264672 nChanged 52 Deleting Class 227 (2 points): Lose 46.581343 but Gain 1203.626877 Iteration 83Q (95.918567 sec): 153 clusters Score: Raw -3848636.360024 + Penalty 148071.971503 = -3700564.388522 nChanged 19 Deleting Class 36 (21 points): Lose 131.690595 but Gain 1285.650180 Iteration 84Q (96.214227 sec): 152 clusters Score: Raw -3848533.345442 + Penalty 146814.684297 = -3701718.661145 nChanged 26 Deleting Class 188 (1 points): Lose 86.341715 but Gain 1238.970740 Iteration 85Q (96.511641 sec): 151 clusters Score: Raw -3848496.687423 + Penalty 145575.109535 = -3702921.577888 nChanged 8 Deleting Class 205 (4 points): Lose 58.628535 but Gain 1210.782425 Iteration 86Q (96.802435 sec): 150 clusters Score: Raw -3848453.765783 + Penalty 144452.461067 = -3704001.304716 nChanged 16 Deleting Class 152 (3 points): Lose 23.491552 but Gain 1171.763299 Iteration 87Q (97.096635 sec): 149 clusters Score: Raw -3848471.282605 + Penalty 143349.858412 = -3705121.424193 nChanged 17 Deleting Class 237 (2 points): Lose 35.760480 but Gain 1184.012427 Iteration 88Q (97.397409 sec): 148 clusters Score: Raw -3848461.147599 + Penalty 142166.656472 = -3706294.491127 nChanged 8 Deleting Class 59 (17 points): Lose 154.514549 but Gain 1302.279920 Iteration 89Q (97.696321 sec): 147 clusters Score: Raw -3848322.351829 + Penalty 141020.817592 = -3707301.534237 nChanged 22 Deleting Class 75 (18 points): Lose 130.504154 but Gain 1283.475060 Iteration 90F (100.861903 sec): 146 clusters Score: Raw -3848261.103849 + Penalty 139904.316297 = -3708356.787552 nChanged 25 Deleting Class 137 (19 points): Lose 120.915844 but Gain 1268.194976 Iteration 91Q (101.147507 sec): 145 clusters Score: Raw -3848210.589507 + Penalty 138740.483917 = -3709470.105590 nChanged 32 Deleting Class 212 (5 points): Lose 49.724319 but Gain 1196.924214 Iteration 92Q (101.431694 sec): 144 clusters Score: Raw -3848212.379668 + Penalty 137582.699163 = -3710629.680504 nChanged 13 Deleting Class 89 (18 points): Lose 117.711010 but Gain 1261.403612 Iteration 93Q (101.719325 sec): 143 clusters Score: Raw -3848118.074881 + Penalty 136341.570285 = -3711776.504595 nChanged 24 Deleting Class 112 (12 points): Lose 56.032975 but Gain 1193.746436 Iteration 94Q (102.014912 sec): 142 clusters Score: Raw -3848103.328474 + Penalty 135169.585302 = -3712933.743171 nChanged 30 Deleting Class 153 (8 points): Lose 65.458458 but Gain 1199.788297 Iteration 95Q (102.307330 sec): 141 clusters Score: Raw -3848083.142375 + Penalty 133961.593159 = -3714121.549216 nChanged 29 Deleting Class 169 (7 points): Lose 42.793371 but Gain 1173.718769 Iteration 96Q (102.593573 sec): 140 clusters Score: Raw -3848079.778231 + Penalty 132873.501447 = -3715206.276784 nChanged 24 Deleting Class 185 (8 points): Lose 71.553271 but Gain 1202.102956 Iteration 97Q (102.871636 sec): 139 clusters Score: Raw -3848039.650213 + Penalty 131709.959581 = -3716329.690632 nChanged 31 Deleting Class 131 (6 points): Lose 31.999861 but Gain 1160.622441 Iteration 98Q (103.150811 sec): 138 clusters Score: Raw -3848055.644555 + Penalty 130571.570741 = -3717484.073814 nChanged 34 Deleting Class 241 (3 points): Lose 49.942586 but Gain 1172.258474 Iteration 99Q (103.429031 sec): 137 clusters Score: Raw -3848049.053668 + Penalty 129422.031869 = -3718627.021799 nChanged 34 Deleting Class 126 (13 points): Lose 77.414710 but Gain 1193.826088 Iteration 100F (106.401193 sec): 136 clusters Score: Raw -3848032.306216 + Penalty 128319.419461 = -3719712.886755 nChanged 44 Deleting Class 12 (15 points): Lose 122.211905 but Gain 1234.049046 Iteration 101Q (106.687044 sec): 135 clusters Score: Raw -3847972.352932 + Penalty 127138.805683 = -3720833.547250 nChanged 44 Deleting Class 170 (8 points): Lose 51.891060 but Gain 1163.763646 Iteration 102Q (106.972225 sec): 134 clusters Score: Raw -3847998.185391 + Penalty 126014.867924 = -3721983.317467 nChanged 34 Deleting Class 213 (6 points): Lose 34.334359 but Gain 1140.670945 Iteration 103Q (107.247444 sec): 133 clusters Score: Raw -3848023.282240 + Penalty 124902.317999 = -3723120.964241 nChanged 26 Deleting Class 180 (10 points): Lose 53.367472 but Gain 1151.140985 Iteration 104Q (107.519673 sec): 132 clusters Score: Raw -3848009.099360 + Penalty 123785.022022 = -3724224.077338 nChanged 25 Deleting Class 114 (8 points): Lose 58.944802 but Gain 1155.886431 Iteration 105Q (107.788971 sec): 131 clusters Score: Raw -3847978.726866 + Penalty 122635.349044 = -3725343.377822 nChanged 19 Deleting Class 111 (19 points): Lose 67.128193 but Gain 1162.065547 Iteration 106Q (108.055986 sec): 130 clusters Score: Raw -3847928.704453 + Penalty 121501.908468 = -3726426.795985 nChanged 29 Deleting Class 27 (9 points): Lose 78.374736 but Gain 1172.903577 Iteration 107Q (108.323892 sec): 129 clusters Score: Raw -3847890.817433 + Penalty 120405.338847 = -3727485.478586 nChanged 25 Deleting Class 194 (5 points): Lose 54.681787 but Gain 1147.594227 Iteration 108Q (108.589467 sec): 128 clusters Score: Raw -3847882.983121 + Penalty 119280.596624 = -3728602.386497 nChanged 22 Deleting Class 55 (15 points): Lose 65.468750 but Gain 1147.295309 Iteration 109Q (108.854349 sec): 127 clusters Score: Raw -3847851.839202 + Penalty 118214.628875 = -3729637.210327 nChanged 29 Deleting Class 225 (2 points): Lose 19.865123 but Gain 1100.994109 Iteration 110F (111.601396 sec): 126 clusters Score: Raw -3847884.038948 + Penalty 117113.473092 = -3730770.565857 nChanged 20 Deleting Class 235 (3 points): Lose 45.385364 but Gain 1117.645658 Iteration 111Q (111.863489 sec): 125 clusters Score: Raw -3847855.855973 + Penalty 115996.166487 = -3731859.689486 nChanged 12 Deleting Class 81 (10 points): Lose 67.213580 but Gain 1136.100422 Iteration 112Q (112.123747 sec): 124 clusters Score: Raw -3847813.613527 + Penalty 114870.096097 = -3732943.517430 nChanged 15 Deleting Class 206 (5 points): Lose 46.884636 but Gain 1109.999889 Iteration 113Q (112.388835 sec): 123 clusters Score: Raw -3847788.483200 + Penalty 113780.170295 = -3734008.312906 nChanged 11 Deleting Class 176 (3 points): Lose 5.672748 but Gain 1068.061282 Iteration 114Q (112.649208 sec): 122 clusters Score: Raw -3847798.240751 + Penalty 112707.418300 = -3735090.822450 nChanged 11 Deleting Class 54 (31 points): Lose 126.331799 but Gain 1188.239946 Iteration 115Q (112.908421 sec): 121 clusters Score: Raw -3847683.414639 + Penalty 111591.985457 = -3736091.429182 nChanged 40 Deleting Class 83 (14 points): Lose 155.806173 but Gain 1214.024231 Iteration 116Q (113.168662 sec): 120 clusters Score: Raw -3847593.492630 + Penalty 110382.333989 = -3737211.158641 nChanged 25 Deleting Class 182 (10 points): Lose 73.747216 but Gain 1129.987211 Iteration 117Q (113.431333 sec): 119 clusters Score: Raw -3847552.407592 + Penalty 109260.131367 = -3738292.276225 nChanged 26 Deleting Class 50 (7 points): Lose 70.105352 but Gain 1121.634952 Iteration 118Q (113.687203 sec): 118 clusters Score: Raw -3847513.507439 + Penalty 108173.924289 = -3739339.583150 nChanged 18 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3847513.507439 + Penalty 108173.924289 = -3739339.583150Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 1 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.842390 sec): 2 clusters Score: Raw -159478.762835 + Penalty 232.362996 = -159246.399839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.845922 sec): 3 clusters Score: Raw -158403.561843 + Penalty 473.271560 = -157930.290284 nChanged 776 SP:Iteration 1F (113.849179 sec): 3 clusters Score: Raw -158913.570071 + Penalty 485.448279 = -158428.121792 nChanged 167 SP:Iteration 2F (113.852429 sec): 3 clusters Score: Raw -159037.528740 + Penalty 507.438117 = -158530.090623 nChanged 147 SP:Iteration 3F (113.855665 sec): 3 clusters Score: Raw -159179.170170 + Penalty 530.846370 = -158648.323801 nChanged 134 SP:Iteration 4F (113.858934 sec): 3 clusters Score: Raw -159322.430245 + Penalty 568.161243 = -158754.269002 nChanged 86 SP:Iteration 5Q (113.862254 sec): 3 clusters Score: Raw -159417.306793 + Penalty 601.449623 = -158815.857170 nChanged 45 SP:Iteration 6Q (113.865402 sec): 3 clusters Score: Raw -159455.750013 + Penalty 616.185879 = -158839.564134 nChanged 21 SP:Iteration 7Q (113.868387 sec): 3 clusters Score: Raw -159474.457610 + Penalty 621.933141 = -158852.524469 nChanged 12 SP:Iteration 8Q (113.871323 sec): 3 clusters Score: Raw -159485.238493 + Penalty 637.375528 = -158847.862964 nChanged 8 SP:Iteration 9F (113.874870 sec): 3 clusters Score: Raw -159489.916797 + Penalty 647.838496 = -158842.078301 nChanged 3 SP:Iteration 10F (113.878233 sec): 3 clusters Score: Raw -159490.704609 + Penalty 650.804602 = -158839.900007 nChanged 1 SP:Iteration 11F (113.881455 sec): 3 clusters Score: Raw -159491.063653 + Penalty 659.192365 = -158831.871288 nChanged 1 SP:Iteration 12F (113.884790 sec): 3 clusters Score: Raw -159491.178189 + Penalty 659.192365 = -158831.985825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 2 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.885582 sec): 2 clusters Score: Raw -3438.084579 + Penalty 377.753097 = -3060.331482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.885864 sec): 3 clusters Score: Raw -3472.223017 + Penalty 753.381276 = -2718.841741 nChanged 0 Memory request: 0.10 GB would take us to total of 0.53 GB. Trying to split cluster 3 (22655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.988620 sec): 2 clusters Score: Raw -1902521.263474 + Penalty 278.913918 = -1902242.349555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.031686 sec): 3 clusters Score: Raw -1887340.608307 + Penalty 580.646534 = -1886759.961773 nChanged 10809 SP:Iteration 1F (114.073728 sec): 3 clusters Score: Raw -1894720.145770 + Penalty 604.052897 = -1894116.092873 nChanged 2633 SP:Iteration 2F (114.116295 sec): 3 clusters Score: Raw -1897676.866159 + Penalty 614.038520 = -1897062.827639 nChanged 1350 SP:Iteration 3F (114.159129 sec): 3 clusters Score: Raw -1898939.275105 + Penalty 617.671141 = -1898321.603965 nChanged 954 SP:Iteration 4Q (114.203105 sec): 3 clusters Score: Raw -1899561.166419 + Penalty 623.158247 = -1898938.008171 nChanged 1024 SP:Iteration 5Q (114.246442 sec): 3 clusters Score: Raw -1900415.726457 + Penalty 620.415528 = -1899795.310929 nChanged 980 SP:Iteration 6Q (114.287976 sec): 3 clusters Score: Raw -1901370.141364 + Penalty 609.954240 = -1900760.187124 nChanged 711 SP:Iteration 7Q (114.327926 sec): 3 clusters Score: Raw -1902161.280641 + Penalty 589.301870 = -1901571.978771 nChanged 489 SP:Iteration 8Q (114.367384 sec): 3 clusters Score: Raw -1902827.318820 + Penalty 570.162468 = -1902257.156352 nChanged 333 SP:Iteration 9Q (114.404479 sec): 3 clusters Score: Raw -1903198.703226 + Penalty 555.774206 = -1902642.929019 nChanged 228 SP:Iteration 10F (114.447013 sec): 3 clusters Score: Raw -1903293.251126 + Penalty 549.092986 = -1902744.158140 nChanged 114 SP:Iteration 11Q (114.483620 sec): 3 clusters Score: Raw -1903310.666080 + Penalty 545.247965 = -1902765.418115 nChanged 74 SP:Iteration 12Q (114.520080 sec): 3 clusters Score: Raw -1903318.591305 + Penalty 543.570431 = -1902775.020874 nChanged 40 SP:Iteration 13Q (114.556971 sec): 3 clusters Score: Raw -1903321.587325 + Penalty 542.687536 = -1902778.899788 nChanged 34 SP:Iteration 14Q (114.594119 sec): 3 clusters Score: Raw -1903323.964691 + Penalty 541.715844 = -1902782.248847 nChanged 36 SP:Iteration 15Q (114.630652 sec): 3 clusters Score: Raw -1903326.803419 + Penalty 541.344863 = -1902785.458556 nChanged 37 SP:Iteration 16Q (114.667086 sec): 3 clusters Score: Raw -1903329.616720 + Penalty 541.582537 = -1902788.034183 nChanged 35 SP:Iteration 17Q (114.703280 sec): 3 clusters Score: Raw -1903332.230572 + Penalty 541.421961 = -1902790.808611 nChanged 35 SP:Iteration 18Q (114.739918 sec): 3 clusters Score: Raw -1903334.801163 + Penalty 541.597895 = -1902793.203268 nChanged 33 SP:Iteration 19Q (114.777312 sec): 3 clusters Score: Raw -1903337.006478 + Penalty 541.494042 = -1902795.512435 nChanged 26 SP:Iteration 20F (114.819508 sec): 3 clusters Score: Raw -1903338.595670 + Penalty 541.364099 = -1902797.231570 nChanged 23 SP:Iteration 21Q (114.856246 sec): 3 clusters Score: Raw -1903339.458682 + Penalty 541.532010 = -1902797.926673 nChanged 14 SP:Iteration 22Q (114.893758 sec): 3 clusters Score: Raw -1903339.860433 + Penalty 541.368424 = -1902798.492009 nChanged 8 SP:Iteration 23Q (114.930123 sec): 3 clusters Score: Raw -1903340.062857 + Penalty 541.146402 = -1902798.916454 nChanged 9 SP:Iteration 24Q (114.967457 sec): 3 clusters Score: Raw -1903340.244043 + Penalty 541.011253 = -1902799.232789 nChanged 9 SP:Iteration 25Q (115.004958 sec): 3 clusters Score: Raw -1903340.346347 + Penalty 540.968775 = -1902799.377572 nChanged 6 SP:Iteration 26Q (115.041433 sec): 3 clusters Score: Raw -1903340.427656 + Penalty 540.876872 = -1902799.550784 nChanged 5 SP:Iteration 27Q (115.078248 sec): 3 clusters Score: Raw -1903340.478316 + Penalty 540.976328 = -1902799.501988 nChanged 9 SP:Iteration 28F (115.120599 sec): 3 clusters Score: Raw -1903340.808840 + Penalty 540.938619 = -1902799.870221 nChanged 8 SP:Iteration 29Q (115.157499 sec): 3 clusters Score: Raw -1903340.935036 + Penalty 541.026014 = -1902799.909022 nChanged 4 SP:Iteration 30F (115.200021 sec): 3 clusters Score: Raw -1903340.978272 + Penalty 541.163621 = -1902799.814651 nChanged 4 SP:Iteration 31F (115.242199 sec): 3 clusters Score: Raw -1903341.027621 + Penalty 541.064965 = -1902799.962656 nChanged 6 SP:Iteration 32Q (115.279094 sec): 3 clusters Score: Raw -1903341.137028 + Penalty 541.191239 = -1902799.945789 nChanged 6 SP:Iteration 33F (115.321503 sec): 3 clusters Score: Raw -1903341.270671 + Penalty 541.212535 = -1902800.058136 nChanged 5 SP:Iteration 34Q (115.358729 sec): 3 clusters Score: Raw -1903341.395670 + Penalty 541.373654 = -1902800.022016 nChanged 2 SP:Iteration 35F (115.400927 sec): 3 clusters Score: Raw -1903341.469178 + Penalty 541.333316 = -1902800.135861 nChanged 4 SP:Iteration 36Q (115.438885 sec): 3 clusters Score: Raw -1903341.561277 + Penalty 541.350555 = -1902800.210722 nChanged 3 SP:Iteration 37Q (115.476096 sec): 3 clusters Score: Raw -1903341.582591 + Penalty 541.327519 = -1902800.255071 nChanged 4 SP:Iteration 38Q (115.513224 sec): 3 clusters Score: Raw -1903341.616094 + Penalty 541.292053 = -1902800.324042 nChanged 2 SP:Iteration 39Q (115.549917 sec): 3 clusters Score: Raw -1903341.643675 + Penalty 541.446306 = -1902800.197369 nChanged 2 SP:Iteration 40F (115.592283 sec): 3 clusters Score: Raw -1903341.757953 + Penalty 541.524462 = -1902800.233491 nChanged 2 SP:Iteration 41Q (115.628802 sec): 3 clusters Score: Raw -1903341.760215 + Penalty 541.546857 = -1902800.213358 nChanged 4 SP:Iteration 42F (115.670727 sec): 3 clusters Score: Raw -1903341.867954 + Penalty 541.390641 = -1902800.477313 nChanged 6 SP:Iteration 43Q (115.707477 sec): 3 clusters Score: Raw -1903341.949422 + Penalty 541.347739 = -1902800.601683 nChanged 4 SP:Iteration 44Q (115.744234 sec): 3 clusters Score: Raw -1903342.038892 + Penalty 541.460021 = -1902800.578871 nChanged 5 SP:Iteration 45F (115.786917 sec): 3 clusters Score: Raw -1903342.139347 + Penalty 541.328727 = -1902800.810620 nChanged 9 SP:Iteration 46Q (115.823480 sec): 3 clusters Score: Raw -1903342.439557 + Penalty 541.491276 = -1902800.948281 nChanged 7 SP:Iteration 47Q (115.860438 sec): 3 clusters Score: Raw -1903342.631550 + Penalty 541.545082 = -1902801.086468 nChanged 3 SP:Iteration 48Q (115.897560 sec): 3 clusters Score: Raw -1903342.644991 + Penalty 541.465397 = -1902801.179594 nChanged 3 SP:Iteration 49Q (115.934537 sec): 3 clusters Score: Raw -1903342.656130 + Penalty 541.419300 = -1902801.236830 nChanged 1 SP:Iteration 50F (115.977630 sec): 3 clusters Score: Raw -1903342.684623 + Penalty 541.431044 = -1902801.253579 nChanged 2 SP:Iteration 51Q (116.014856 sec): 3 clusters Score: Raw -1903342.678231 + Penalty 541.431044 = -1902801.247187 nChanged 0 SP:Iteration 52F (116.056886 sec): 3 clusters Score: Raw -1903342.678231 + Penalty 541.431044 = -1902801.247187 nChanged 0 Score: Raw -3880524.811193 + Penalty 108455.130986 = -3772069.680207 Splitting cluster 3 changes total score from -3739339.583150 to -3772069.680207 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 4 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.631586 sec): 2 clusters Score: Raw -128920.083663 + Penalty 366.755045 = -128553.328617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.634341 sec): 3 clusters Score: Raw -128123.258204 + Penalty 732.486532 = -127390.771672 nChanged 589 SP:Iteration 1F (118.637021 sec): 3 clusters Score: Raw -128618.739026 + Penalty 731.919444 = -127886.819581 nChanged 160 SP:Iteration 2F (118.639670 sec): 3 clusters Score: Raw -128743.656801 + Penalty 731.973956 = -128011.682845 nChanged 87 SP:Iteration 3F (118.642403 sec): 3 clusters Score: Raw -128817.366381 + Penalty 732.932000 = -128084.434381 nChanged 55 SP:Iteration 4Q (118.645174 sec): 3 clusters Score: Raw -128855.936917 + Penalty 734.361769 = -128121.575148 nChanged 51 SP:Iteration 5Q (118.647867 sec): 3 clusters Score: Raw -128889.760145 + Penalty 736.080880 = -128153.679264 nChanged 44 SP:Iteration 6Q (118.650645 sec): 3 clusters Score: Raw -128908.843837 + Penalty 737.557694 = -128171.286142 nChanged 29 SP:Iteration 7Q (118.653382 sec): 3 clusters Score: Raw -128918.558323 + Penalty 738.073757 = -128180.484565 nChanged 16 SP:Iteration 8Q (118.655929 sec): 3 clusters Score: Raw -128924.244501 + Penalty 739.059226 = -128185.185276 nChanged 14 SP:Iteration 9Q (118.658654 sec): 3 clusters Score: Raw -128927.691062 + Penalty 739.868846 = -128187.822216 nChanged 12 SP:Iteration 10F (118.661436 sec): 3 clusters Score: Raw -128929.518775 + Penalty 740.127460 = -128189.391316 nChanged 3 SP:Iteration 11Q (118.663917 sec): 3 clusters Score: Raw -128929.941748 + Penalty 740.313411 = -128189.628337 nChanged 2 SP:Iteration 12Q (118.666464 sec): 3 clusters Score: Raw -128930.105445 + Penalty 740.283552 = -128189.821892 nChanged 1 SP:Iteration 13Q (118.668997 sec): 3 clusters Score: Raw -128930.228738 + Penalty 740.450864 = -128189.777874 nChanged 2 SP:Iteration 14F (118.671634 sec): 3 clusters Score: Raw -128930.307513 + Penalty 740.450864 = -128189.856649 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 5 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.675720 sec): 2 clusters Score: Raw -82821.660960 + Penalty 137.595477 = -82684.065482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.677662 sec): 3 clusters Score: Raw -82228.281532 + Penalty 276.333578 = -81951.947954 nChanged 421 SP:Iteration 1F (118.679507 sec): 3 clusters Score: Raw -82550.091593 + Penalty 276.797498 = -82273.294096 nChanged 128 SP:Iteration 2F (118.681347 sec): 3 clusters Score: Raw -82648.809565 + Penalty 277.328592 = -82371.480973 nChanged 60 SP:Iteration 3F (118.683350 sec): 3 clusters Score: Raw -82689.285626 + Penalty 277.876313 = -82411.409312 nChanged 31 SP:Iteration 4Q (118.685296 sec): 3 clusters Score: Raw -82722.431557 + Penalty 278.785492 = -82443.646065 nChanged 38 SP:Iteration 5Q (118.687171 sec): 3 clusters Score: Raw -82750.887022 + Penalty 278.950225 = -82471.936797 nChanged 17 SP:Iteration 6Q (118.688981 sec): 3 clusters Score: Raw -82757.984488 + Penalty 279.412641 = -82478.571847 nChanged 14 SP:Iteration 7Q (118.690750 sec): 3 clusters Score: Raw -82762.012147 + Penalty 279.551216 = -82482.460931 nChanged 7 SP:Iteration 8Q (118.692567 sec): 3 clusters Score: Raw -82763.037279 + Penalty 279.340814 = -82483.696465 nChanged 8 SP:Iteration 9Q (118.694360 sec): 3 clusters Score: Raw -82764.118052 + Penalty 279.530629 = -82484.587423 nChanged 3 SP:Iteration 10F (118.696193 sec): 3 clusters Score: Raw -82764.409875 + Penalty 279.564377 = -82484.845497 nChanged 2 SP:Iteration 11Q (118.697956 sec): 3 clusters Score: Raw -82764.464421 + Penalty 279.564377 = -82484.900044 nChanged 0 SP:Iteration 12F (118.699814 sec): 3 clusters Score: Raw -82764.464421 + Penalty 279.564377 = -82484.900044 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 6 (1851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.708657 sec): 2 clusters Score: Raw -169832.906866 + Penalty 381.863995 = -169451.042871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.712184 sec): 3 clusters Score: Raw -168720.217413 + Penalty 767.610353 = -167952.607060 nChanged 799 SP:Iteration 1F (118.715598 sec): 3 clusters Score: Raw -169172.850587 + Penalty 775.966793 = -168396.883794 nChanged 194 SP:Iteration 2F (118.719226 sec): 3 clusters Score: Raw -169274.298143 + Penalty 796.667822 = -168477.630321 nChanged 153 SP:Iteration 3F (118.722834 sec): 3 clusters Score: Raw -169404.654998 + Penalty 832.559290 = -168572.095708 nChanged 147 SP:Iteration 4F (118.726238 sec): 3 clusters Score: Raw -169576.479289 + Penalty 873.792369 = -168702.686920 nChanged 117 SP:Iteration 5F (118.729713 sec): 3 clusters Score: Raw -169723.344062 + Penalty 897.665832 = -168825.678230 nChanged 80 SP:Iteration 6Q (118.733148 sec): 3 clusters Score: Raw -169807.557926 + Penalty 906.441936 = -168901.115989 nChanged 46 SP:Iteration 7Q (118.736365 sec): 3 clusters Score: Raw -169854.516891 + Penalty 910.239397 = -168944.277494 nChanged 37 SP:Iteration 8Q (118.739474 sec): 3 clusters Score: Raw -169910.709263 + Penalty 910.572153 = -169000.137109 nChanged 33 SP:Iteration 9Q (118.742584 sec): 3 clusters Score: Raw -169957.644216 + Penalty 907.801415 = -169049.842802 nChanged 26 SP:Iteration 10F (118.746045 sec): 3 clusters Score: Raw -169970.075056 + Penalty 903.331976 = -169066.743079 nChanged 18 SP:Iteration 11Q (118.749251 sec): 3 clusters Score: Raw -169975.842970 + Penalty 901.476451 = -169074.366519 nChanged 8 SP:Iteration 12Q (118.752485 sec): 3 clusters Score: Raw -169978.043315 + Penalty 897.977038 = -169080.066277 nChanged 9 SP:Iteration 13Q (118.755542 sec): 3 clusters Score: Raw -169982.802513 + Penalty 893.035059 = -169089.767455 nChanged 11 SP:Iteration 14Q (118.758521 sec): 3 clusters Score: Raw -169985.241672 + Penalty 889.872174 = -169095.369498 nChanged 10 SP:Iteration 15Q (118.761476 sec): 3 clusters Score: Raw -169987.729070 + Penalty 886.154775 = -169101.574295 nChanged 12 SP:Iteration 16Q (118.764434 sec): 3 clusters Score: Raw -169992.189331 + Penalty 880.565734 = -169111.623596 nChanged 20 SP:Iteration 17Q (118.767518 sec): 3 clusters Score: Raw -170005.058373 + Penalty 871.421285 = -169133.637088 nChanged 25 SP:Iteration 18Q (118.770565 sec): 3 clusters Score: Raw -170020.219592 + Penalty 862.985203 = -169157.234389 nChanged 28 SP:Iteration 19Q (118.773615 sec): 3 clusters Score: Raw -170038.764395 + Penalty 854.408740 = -169184.355655 nChanged 31 SP:Iteration 20F (118.777049 sec): 3 clusters Score: Raw -170054.296136 + Penalty 851.431563 = -169202.864574 nChanged 13 SP:Iteration 21Q (118.780152 sec): 3 clusters Score: Raw -170058.093269 + Penalty 849.237436 = -169208.855832 nChanged 7 SP:Iteration 22Q (118.783373 sec): 3 clusters Score: Raw -170058.926557 + Penalty 848.694197 = -169210.232360 nChanged 2 SP:Iteration 23Q (118.786417 sec): 3 clusters Score: Raw -170059.004039 + Penalty 848.694197 = -169210.309842 nChanged 0 SP:Iteration 24F (118.789795 sec): 3 clusters Score: Raw -170059.004039 + Penalty 848.694197 = -169210.309842 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.801391 sec): 2 clusters Score: Raw -91107.302460 + Penalty 245.629303 = -90861.673158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.803445 sec): 3 clusters Score: Raw -90503.848999 + Penalty 494.325017 = -90009.523982 nChanged 454 SP:Iteration 1F (118.805441 sec): 3 clusters Score: Raw -90958.321062 + Penalty 494.655960 = -90463.665102 nChanged 100 SP:Iteration 2F (118.807417 sec): 3 clusters Score: Raw -91025.106620 + Penalty 493.937543 = -90531.169077 nChanged 54 SP:Iteration 3F (118.809484 sec): 3 clusters Score: Raw -91068.980597 + Penalty 483.167973 = -90585.812624 nChanged 42 SP:Iteration 4Q (118.811453 sec): 3 clusters Score: Raw -91099.152518 + Penalty 487.360197 = -90611.792320 nChanged 32 SP:Iteration 5Q (118.813423 sec): 3 clusters Score: Raw -91119.289810 + Penalty 497.122454 = -90622.167356 nChanged 24 SP:Iteration 6Q (118.815554 sec): 3 clusters Score: Raw -91135.086813 + Penalty 507.666898 = -90627.419915 nChanged 19 SP:Iteration 7Q (118.817573 sec): 3 clusters Score: Raw -91145.680528 + Penalty 512.802781 = -90632.877747 nChanged 7 SP:Iteration 8Q (118.819688 sec): 3 clusters Score: Raw -91150.669573 + Penalty 514.025931 = -90636.643642 nChanged 8 SP:Iteration 9Q (118.821744 sec): 3 clusters Score: Raw -91156.000129 + Penalty 526.074205 = -90629.925924 nChanged 7 SP:Iteration 10F (118.823781 sec): 3 clusters Score: Raw -91159.937835 + Penalty 531.083311 = -90628.854524 nChanged 3 SP:Iteration 11F (118.825816 sec): 3 clusters Score: Raw -91160.759106 + Penalty 540.649251 = -90620.109855 nChanged 3 SP:Iteration 12F (118.827848 sec): 3 clusters Score: Raw -91161.380747 + Penalty 542.166336 = -90619.214411 nChanged 1 SP:Iteration 13F (118.829894 sec): 3 clusters Score: Raw -91161.463491 + Penalty 542.166336 = -90619.297155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 8 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.831310 sec): 2 clusters Score: Raw -17319.348404 + Penalty 513.986131 = -16805.362273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.831874 sec): 3 clusters Score: Raw -17283.705776 + Penalty 1027.514898 = -16256.190878 nChanged 31 SP:Iteration 1F (118.832429 sec): 3 clusters Score: Raw -17326.212393 + Penalty 1030.861823 = -16295.350569 nChanged 13 SP:Iteration 2F (118.832981 sec): 3 clusters Score: Raw -17342.880432 + Penalty 1033.300391 = -16309.580041 nChanged 2 SP:Iteration 3Q (118.833521 sec): 3 clusters Score: Raw -17344.083855 + Penalty 1033.300391 = -16310.783464 nChanged 0 SP:Iteration 4F (118.834071 sec): 3 clusters Score: Raw -17344.083855 + Penalty 1033.300391 = -16310.783464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.837101 sec): 2 clusters Score: Raw -57991.666088 + Penalty 298.432953 = -57693.233135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.838494 sec): 3 clusters Score: Raw -57628.311211 + Penalty 608.162967 = -57020.148243 nChanged 240 SP:Iteration 1F (118.839905 sec): 3 clusters Score: Raw -57767.697447 + Penalty 630.691475 = -57137.005973 nChanged 83 SP:Iteration 2F (118.841271 sec): 3 clusters Score: Raw -57851.765337 + Penalty 673.498320 = -57178.267017 nChanged 69 SP:Iteration 3F (118.842655 sec): 3 clusters Score: Raw -57940.811969 + Penalty 715.500708 = -57225.311261 nChanged 43 SP:Iteration 4F (118.844019 sec): 3 clusters Score: Raw -57991.289529 + Penalty 740.479794 = -57250.809736 nChanged 22 SP:Iteration 5Q (118.845322 sec): 3 clusters Score: Raw -58013.899696 + Penalty 754.841691 = -57259.058005 nChanged 14 SP:Iteration 6Q (118.846696 sec): 3 clusters Score: Raw -58040.533136 + Penalty 766.549714 = -57273.983423 nChanged 9 SP:Iteration 7Q (118.848019 sec): 3 clusters Score: Raw -58050.575947 + Penalty 772.488522 = -57278.087426 nChanged 4 SP:Iteration 8Q (118.849317 sec): 3 clusters Score: Raw -58053.104590 + Penalty 780.749547 = -57272.355043 nChanged 6 SP:Iteration 9F (118.850733 sec): 3 clusters Score: Raw -58056.406721 + Penalty 787.354232 = -57269.052489 nChanged 4 SP:Iteration 10F (118.852111 sec): 3 clusters Score: Raw -58059.645183 + Penalty 797.596029 = -57262.049154 nChanged 6 SP:Iteration 11F (118.853473 sec): 3 clusters Score: Raw -58065.369095 + Penalty 803.965145 = -57261.403950 nChanged 5 SP:Iteration 12F (118.854833 sec): 3 clusters Score: Raw -58071.727808 + Penalty 812.466457 = -57259.261351 nChanged 7 SP:Iteration 13F (118.856202 sec): 3 clusters Score: Raw -58079.081691 + Penalty 827.805049 = -57251.276641 nChanged 8 SP:Iteration 14F (118.857567 sec): 3 clusters Score: Raw -58087.727197 + Penalty 834.632009 = -57253.095188 nChanged 5 SP:Iteration 15Q (118.858742 sec): 3 clusters Score: Raw -58093.612919 + Penalty 842.538656 = -57251.074263 nChanged 3 SP:Iteration 16F (118.860120 sec): 3 clusters Score: Raw -58097.967446 + Penalty 853.290241 = -57244.677205 nChanged 4 SP:Iteration 17F (118.861481 sec): 3 clusters Score: Raw -58102.618630 + Penalty 853.290241 = -57249.328389 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.866038 sec): 2 clusters Score: Raw -94422.157035 + Penalty 369.706680 = -94052.450355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.868148 sec): 3 clusters Score: Raw -93788.951334 + Penalty 740.776429 = -93048.174905 nChanged 404 SP:Iteration 1F (118.870190 sec): 3 clusters Score: Raw -93985.234694 + Penalty 741.408006 = -93243.826688 nChanged 130 SP:Iteration 2F (118.872212 sec): 3 clusters Score: Raw -94054.252423 + Penalty 740.255309 = -93313.997114 nChanged 81 SP:Iteration 3F (118.874235 sec): 3 clusters Score: Raw -94110.933577 + Penalty 747.031733 = -93363.901844 nChanged 97 SP:Iteration 4F (118.876221 sec): 3 clusters Score: Raw -94195.631317 + Penalty 768.302617 = -93427.328701 nChanged 88 SP:Iteration 5F (118.878195 sec): 3 clusters Score: Raw -94291.076831 + Penalty 860.040368 = -93431.036463 nChanged 69 SP:Iteration 6F (118.880162 sec): 3 clusters Score: Raw -94390.728998 + Penalty 937.399976 = -93453.329022 nChanged 29 SP:Iteration 7Q (118.882250 sec): 3 clusters Score: Raw -94445.535228 + Penalty 949.695460 = -93495.839768 nChanged 3 SP:Iteration 8Q (118.884022 sec): 3 clusters Score: Raw -94450.729985 + Penalty 958.445427 = -93492.284557 nChanged 2 SP:Iteration 9F (118.886045 sec): 3 clusters Score: Raw -94453.994213 + Penalty 958.445427 = -93495.548786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 11 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.887673 sec): 2 clusters Score: Raw -21319.212032 + Penalty 468.199431 = -20851.012600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.888307 sec): 3 clusters Score: Raw -21242.871272 + Penalty 946.239479 = -20296.631794 nChanged 57 SP:Iteration 1F (118.888929 sec): 3 clusters Score: Raw -21307.331770 + Penalty 956.246145 = -20351.085625 nChanged 19 SP:Iteration 2F (118.889549 sec): 3 clusters Score: Raw -21334.586591 + Penalty 961.768328 = -20372.818263 nChanged 11 SP:Iteration 3Q (118.890158 sec): 3 clusters Score: Raw -21351.897726 + Penalty 962.685357 = -20389.212369 nChanged 5 SP:Iteration 4Q (118.890761 sec): 3 clusters Score: Raw -21360.159355 + Penalty 964.236686 = -20395.922669 nChanged 1 SP:Iteration 5Q (118.891359 sec): 3 clusters Score: Raw -21360.927233 + Penalty 964.229699 = -20396.697534 nChanged 2 SP:Iteration 6Q (118.891955 sec): 3 clusters Score: Raw -21363.201310 + Penalty 967.538646 = -20395.662664 nChanged 3 SP:Iteration 7F (118.892605 sec): 3 clusters Score: Raw -21364.833865 + Penalty 967.538646 = -20397.295219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 13 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.895120 sec): 2 clusters Score: Raw -27830.615229 + Penalty 58.038765 = -27772.576465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.895912 sec): 3 clusters Score: Raw -27648.933177 + Penalty 117.552359 = -27531.380818 nChanged 130 SP:Iteration 1F (118.896662 sec): 3 clusters Score: Raw -27757.595020 + Penalty 118.691441 = -27638.903579 nChanged 31 SP:Iteration 2F (118.897412 sec): 3 clusters Score: Raw -27787.234721 + Penalty 118.786299 = -27668.448422 nChanged 9 SP:Iteration 3Q (118.898145 sec): 3 clusters Score: Raw -27792.162820 + Penalty 118.894277 = -27673.268543 nChanged 7 SP:Iteration 4Q (118.898872 sec): 3 clusters Score: Raw -27796.129799 + Penalty 119.931834 = -27676.197965 nChanged 9 SP:Iteration 5Q (118.899596 sec): 3 clusters Score: Raw -27799.885330 + Penalty 119.918537 = -27679.966792 nChanged 2 SP:Iteration 6Q (118.900317 sec): 3 clusters Score: Raw -27799.890188 + Penalty 119.918537 = -27679.971651 nChanged 0 SP:Iteration 7F (118.901061 sec): 3 clusters Score: Raw -27799.890188 + Penalty 119.918537 = -27679.971651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 14 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.901823 sec): 2 clusters Score: Raw -6735.074846 + Penalty 306.783612 = -6428.291234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.902169 sec): 3 clusters Score: Raw -6727.354313 + Penalty 632.242607 = -6095.111705 nChanged 11 SP:Iteration 1F (118.902509 sec): 3 clusters Score: Raw -6753.288373 + Penalty 632.242607 = -6121.045765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 15 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.903526 sec): 2 clusters Score: Raw -18037.817571 + Penalty 652.609874 = -17385.207697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.904097 sec): 3 clusters Score: Raw -18032.159627 + Penalty 1304.945337 = -16727.214290 nChanged 28 SP:Iteration 1F (118.904659 sec): 3 clusters Score: Raw -18069.712427 + Penalty 1303.998767 = -16765.713660 nChanged 4 SP:Iteration 2Q (118.905210 sec): 3 clusters Score: Raw -18079.808042 + Penalty 1303.836931 = -16775.971111 nChanged 2 SP:Iteration 3Q (118.905760 sec): 3 clusters Score: Raw -18082.430832 + Penalty 1303.552731 = -16778.878101 nChanged 1 SP:Iteration 4Q (118.906309 sec): 3 clusters Score: Raw -18083.102170 + Penalty 1303.552731 = -16779.549439 nChanged 0 SP:Iteration 5F (118.906854 sec): 3 clusters Score: Raw -18083.102170 + Penalty 1303.552731 = -16779.549439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 16 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.907406 sec): 2 clusters Score: Raw -1728.723079 + Penalty 299.962022 = -1428.761057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.907651 sec): 3 clusters Score: Raw -1756.263985 + Penalty 600.697035 = -1155.566950 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.910711 sec): 2 clusters Score: Raw -47533.695706 + Penalty 332.659603 = -47201.036102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.911948 sec): 3 clusters Score: Raw -47273.548601 + Penalty 676.479784 = -46597.068817 nChanged 213 SP:Iteration 1F (118.913146 sec): 3 clusters Score: Raw -47410.909873 + Penalty 688.526917 = -46722.382957 nChanged 58 SP:Iteration 2F (118.914346 sec): 3 clusters Score: Raw -47463.928681 + Penalty 695.724502 = -46768.204179 nChanged 40 SP:Iteration 3F (118.915689 sec): 3 clusters Score: Raw -47504.768837 + Penalty 698.356478 = -46806.412359 nChanged 22 SP:Iteration 4Q (118.916954 sec): 3 clusters Score: Raw -47532.779647 + Penalty 701.847095 = -46830.932553 nChanged 21 SP:Iteration 5Q (118.918204 sec): 3 clusters Score: Raw -47549.508061 + Penalty 702.730786 = -46846.777275 nChanged 15 SP:Iteration 6Q (118.919401 sec): 3 clusters Score: Raw -47561.286587 + Penalty 708.883095 = -46852.403492 nChanged 9 SP:Iteration 7Q (118.920591 sec): 3 clusters Score: Raw -47570.513666 + Penalty 715.293616 = -46855.220049 nChanged 12 SP:Iteration 8Q (118.921863 sec): 3 clusters Score: Raw -47579.425231 + Penalty 714.754119 = -46864.671111 nChanged 6 SP:Iteration 9Q (118.923105 sec): 3 clusters Score: Raw -47585.021291 + Penalty 716.292130 = -46868.729161 nChanged 4 SP:Iteration 10F (118.924369 sec): 3 clusters Score: Raw -47590.609203 + Penalty 719.453501 = -46871.155702 nChanged 4 SP:Iteration 11Q (118.925581 sec): 3 clusters Score: Raw -47592.778312 + Penalty 725.313084 = -46867.465229 nChanged 5 SP:Iteration 12F (118.926846 sec): 3 clusters Score: Raw -47597.744874 + Penalty 732.713737 = -46865.031137 nChanged 5 SP:Iteration 13F (118.928113 sec): 3 clusters Score: Raw -47602.471067 + Penalty 740.467796 = -46862.003270 nChanged 4 SP:Iteration 14F (118.929349 sec): 3 clusters Score: Raw -47609.062205 + Penalty 750.497721 = -46858.564485 nChanged 5 SP:Iteration 15F (118.930555 sec): 3 clusters Score: Raw -47618.930351 + Penalty 755.005332 = -46863.925019 nChanged 4 SP:Iteration 16Q (118.931726 sec): 3 clusters Score: Raw -47625.353659 + Penalty 758.272498 = -46867.081161 nChanged 3 SP:Iteration 17Q (118.932881 sec): 3 clusters Score: Raw -47632.102844 + Penalty 757.321355 = -46874.781489 nChanged 6 SP:Iteration 18Q (118.934023 sec): 3 clusters Score: Raw -47640.062129 + Penalty 754.849083 = -46885.213046 nChanged 2 SP:Iteration 19Q (118.935147 sec): 3 clusters Score: Raw -47640.779610 + Penalty 754.711313 = -46886.068297 nChanged 2 SP:Iteration 20F (118.936410 sec): 3 clusters Score: Raw -47644.991512 + Penalty 751.653717 = -46893.337795 nChanged 2 SP:Iteration 21Q (118.937521 sec): 3 clusters Score: Raw -47651.186283 + Penalty 750.932056 = -46900.254227 nChanged 3 SP:Iteration 22Q (118.938643 sec): 3 clusters Score: Raw -47658.807070 + Penalty 750.392990 = -46908.414080 nChanged 2 SP:Iteration 23Q (118.939761 sec): 3 clusters Score: Raw -47666.812802 + Penalty 751.254626 = -46915.558177 nChanged 5 SP:Iteration 24Q (118.940865 sec): 3 clusters Score: Raw -47672.207950 + Penalty 753.247934 = -46918.960016 nChanged 4 SP:Iteration 25Q (118.941933 sec): 3 clusters Score: Raw -47675.071095 + Penalty 756.841550 = -46918.229545 nChanged 1 SP:Iteration 26F (118.943137 sec): 3 clusters Score: Raw -47675.951934 + Penalty 756.841550 = -46919.110384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.950549 sec): 2 clusters Score: Raw -139766.670285 + Penalty 135.864076 = -139630.806209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.953808 sec): 3 clusters Score: Raw -138764.553596 + Penalty 269.024029 = -138495.529568 nChanged 735 SP:Iteration 1F (118.956790 sec): 3 clusters Score: Raw -139284.848262 + Penalty 270.930265 = -139013.917996 nChanged 171 SP:Iteration 2F (118.959719 sec): 3 clusters Score: Raw -139424.048042 + Penalty 271.780672 = -139152.267370 nChanged 115 SP:Iteration 3F (118.962745 sec): 3 clusters Score: Raw -139527.293062 + Penalty 272.953041 = -139254.340021 nChanged 66 SP:Iteration 4Q (118.965702 sec): 3 clusters Score: Raw -139552.928670 + Penalty 273.310979 = -139279.617690 nChanged 23 SP:Iteration 5Q (118.968731 sec): 3 clusters Score: Raw -139556.327799 + Penalty 273.553894 = -139282.773905 nChanged 15 SP:Iteration 6Q (118.971620 sec): 3 clusters Score: Raw -139558.960887 + Penalty 273.963010 = -139284.997877 nChanged 16 SP:Iteration 7Q (118.974570 sec): 3 clusters Score: Raw -139561.651669 + Penalty 274.017101 = -139287.634568 nChanged 11 SP:Iteration 8Q (118.977493 sec): 3 clusters Score: Raw -139563.144152 + Penalty 274.388559 = -139288.755593 nChanged 11 SP:Iteration 9Q (118.980359 sec): 3 clusters Score: Raw -139564.694821 + Penalty 274.930916 = -139289.763906 nChanged 13 SP:Iteration 10F (118.983421 sec): 3 clusters Score: Raw -139566.542634 + Penalty 275.600414 = -139290.942220 nChanged 12 SP:Iteration 11Q (118.986483 sec): 3 clusters Score: Raw -139567.966829 + Penalty 276.266162 = -139291.700667 nChanged 16 SP:Iteration 12Q (118.989302 sec): 3 clusters Score: Raw -139571.313156 + Penalty 277.195870 = -139294.117285 nChanged 17 SP:Iteration 13Q (118.992115 sec): 3 clusters Score: Raw -139575.815589 + Penalty 277.815013 = -139298.000576 nChanged 12 SP:Iteration 14Q (118.995010 sec): 3 clusters Score: Raw -139578.348292 + Penalty 278.341496 = -139300.006796 nChanged 6 SP:Iteration 15Q (118.997842 sec): 3 clusters Score: Raw -139579.026398 + Penalty 278.469768 = -139300.556631 nChanged 10 SP:Iteration 16Q (119.000824 sec): 3 clusters Score: Raw -139581.011299 + Penalty 278.986404 = -139302.024895 nChanged 12 SP:Iteration 17Q (119.003773 sec): 3 clusters Score: Raw -139583.890094 + Penalty 279.157735 = -139304.732359 nChanged 19 SP:Iteration 18Q (119.006584 sec): 3 clusters Score: Raw -139588.891638 + Penalty 279.581598 = -139309.310040 nChanged 16 SP:Iteration 19Q (119.009432 sec): 3 clusters Score: Raw -139594.368552 + Penalty 280.406234 = -139313.962317 nChanged 22 SP:Iteration 20F (119.012352 sec): 3 clusters Score: Raw -139601.965869 + Penalty 281.585066 = -139320.380803 nChanged 23 SP:Iteration 21Q (119.015104 sec): 3 clusters Score: Raw -139609.136975 + Penalty 282.647937 = -139326.489038 nChanged 22 SP:Iteration 22Q (119.018104 sec): 3 clusters Score: Raw -139617.606182 + Penalty 282.642692 = -139334.963490 nChanged 21 SP:Iteration 23Q (119.021020 sec): 3 clusters Score: Raw -139628.779821 + Penalty 282.720084 = -139346.059738 nChanged 23 SP:Iteration 24Q (119.023737 sec): 3 clusters Score: Raw -139638.825070 + Penalty 282.302161 = -139356.522909 nChanged 17 SP:Iteration 25Q (119.026489 sec): 3 clusters Score: Raw -139643.694264 + Penalty 281.557199 = -139362.137065 nChanged 16 SP:Iteration 26Q (119.029248 sec): 3 clusters Score: Raw -139647.832398 + Penalty 281.061845 = -139366.770554 nChanged 14 SP:Iteration 27Q (119.031943 sec): 3 clusters Score: Raw -139652.983576 + Penalty 280.768535 = -139372.215041 nChanged 10 SP:Iteration 28Q (119.034669 sec): 3 clusters Score: Raw -139656.704816 + Penalty 279.574533 = -139377.130283 nChanged 13 SP:Iteration 29Q (119.037350 sec): 3 clusters Score: Raw -139660.080996 + Penalty 280.486565 = -139379.594431 nChanged 13 SP:Iteration 30F (119.040230 sec): 3 clusters Score: Raw -139663.496858 + Penalty 281.782207 = -139381.714651 nChanged 14 SP:Iteration 31Q (119.042842 sec): 3 clusters Score: Raw -139666.902603 + Penalty 281.358582 = -139385.544020 nChanged 12 SP:Iteration 32Q (119.045442 sec): 3 clusters Score: Raw -139670.588478 + Penalty 281.177724 = -139389.410754 nChanged 12 SP:Iteration 33Q (119.048296 sec): 3 clusters Score: Raw -139675.061805 + Penalty 282.873023 = -139392.188782 nChanged 15 SP:Iteration 34Q (119.051173 sec): 3 clusters Score: Raw -139681.192745 + Penalty 285.953273 = -139395.239472 nChanged 18 SP:Iteration 35Q (119.053971 sec): 3 clusters Score: Raw -139686.381283 + Penalty 287.213744 = -139399.167538 nChanged 18 SP:Iteration 36Q (119.056723 sec): 3 clusters Score: Raw -139691.673458 + Penalty 289.514904 = -139402.158555 nChanged 14 SP:Iteration 37Q (119.059292 sec): 3 clusters Score: Raw -139694.911622 + Penalty 290.883749 = -139404.027873 nChanged 13 SP:Iteration 38Q (119.061801 sec): 3 clusters Score: Raw -139698.376234 + Penalty 292.849713 = -139405.526521 nChanged 11 SP:Iteration 39Q (119.064350 sec): 3 clusters Score: Raw -139700.585207 + Penalty 295.939482 = -139404.645726 nChanged 10 SP:Iteration 40F (119.067307 sec): 3 clusters Score: Raw -139702.418080 + Penalty 297.831448 = -139404.586633 nChanged 11 SP:Iteration 41F (119.070202 sec): 3 clusters Score: Raw -139705.269427 + Penalty 299.332773 = -139405.936654 nChanged 11 SP:Iteration 42Q (119.072671 sec): 3 clusters Score: Raw -139707.661861 + Penalty 300.617610 = -139407.044251 nChanged 5 SP:Iteration 43Q (119.075127 sec): 3 clusters Score: Raw -139708.469844 + Penalty 300.852956 = -139407.616889 nChanged 6 SP:Iteration 44Q (119.077669 sec): 3 clusters Score: Raw -139709.004226 + Penalty 301.570330 = -139407.433896 nChanged 5 SP:Iteration 45F (119.080634 sec): 3 clusters Score: Raw -139710.193978 + Penalty 303.995392 = -139406.198587 nChanged 7 SP:Iteration 46F (119.083670 sec): 3 clusters Score: Raw -139710.857027 + Penalty 305.063406 = -139405.793621 nChanged 5 SP:Iteration 47F (119.086775 sec): 3 clusters Score: Raw -139711.988133 + Penalty 306.330216 = -139405.657917 nChanged 6 SP:Iteration 48F (119.089679 sec): 3 clusters Score: Raw -139711.409689 + Penalty 309.081868 = -139402.327822 nChanged 6 SP:Iteration 49F (119.092537 sec): 3 clusters Score: Raw -139712.223971 + Penalty 312.645016 = -139399.578955 nChanged 11 SP:Iteration 50F (119.095395 sec): 3 clusters Score: Raw -139713.177537 + Penalty 317.016905 = -139396.160632 nChanged 11 SP:Iteration 51F (119.098257 sec): 3 clusters Score: Raw -139714.182686 + Penalty 326.093077 = -139388.089608 nChanged 16 SP:Iteration 52F (119.101130 sec): 3 clusters Score: Raw -139722.024400 + Penalty 364.008987 = -139358.015413 nChanged 25 SP:Iteration 53F (119.103985 sec): 3 clusters Score: Raw -139749.807974 + Penalty 882.024217 = -138867.783757 nChanged 20 SP:Iteration 54F (119.106831 sec): 3 clusters Score: Raw -139772.178965 + Penalty 882.024217 = -138890.154748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 19 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.112953 sec): 2 clusters Score: Raw -123910.166908 + Penalty 192.407057 = -123717.759850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.115770 sec): 3 clusters Score: Raw -123048.978535 + Penalty 383.743265 = -122665.235270 nChanged 629 SP:Iteration 1F (119.118735 sec): 3 clusters Score: Raw -123565.282122 + Penalty 392.868565 = -123172.413557 nChanged 183 SP:Iteration 2F (119.121709 sec): 3 clusters Score: Raw -123724.112213 + Penalty 400.463958 = -123323.648255 nChanged 91 SP:Iteration 3F (119.124434 sec): 3 clusters Score: Raw -123801.107113 + Penalty 407.242828 = -123393.864285 nChanged 57 SP:Iteration 4Q (119.127017 sec): 3 clusters Score: Raw -123845.380382 + Penalty 409.602967 = -123435.777415 nChanged 36 SP:Iteration 5Q (119.129574 sec): 3 clusters Score: Raw -123872.489801 + Penalty 415.274878 = -123457.214924 nChanged 27 SP:Iteration 6Q (119.132116 sec): 3 clusters Score: Raw -123888.272644 + Penalty 420.929984 = -123467.342660 nChanged 19 SP:Iteration 7Q (119.134685 sec): 3 clusters Score: Raw -123898.791066 + Penalty 431.034424 = -123467.756642 nChanged 18 SP:Iteration 8Q (119.137097 sec): 3 clusters Score: Raw -123908.303478 + Penalty 439.051167 = -123469.252311 nChanged 9 SP:Iteration 9Q (119.139432 sec): 3 clusters Score: Raw -123912.363759 + Penalty 441.158541 = -123471.205219 nChanged 8 SP:Iteration 10F (119.142113 sec): 3 clusters Score: Raw -123915.579513 + Penalty 444.815640 = -123470.763872 nChanged 6 SP:Iteration 11F (119.144787 sec): 3 clusters Score: Raw -123917.707247 + Penalty 451.431872 = -123466.275374 nChanged 8 SP:Iteration 12F (119.147485 sec): 3 clusters Score: Raw -123920.525569 + Penalty 455.466210 = -123465.059358 nChanged 4 SP:Iteration 13F (119.150301 sec): 3 clusters Score: Raw -123921.450005 + Penalty 463.876129 = -123457.573875 nChanged 6 SP:Iteration 14F (119.153173 sec): 3 clusters Score: Raw -123923.168343 + Penalty 466.951740 = -123456.216603 nChanged 6 SP:Iteration 15F (119.156073 sec): 3 clusters Score: Raw -123925.262387 + Penalty 477.180799 = -123448.081588 nChanged 7 SP:Iteration 16F (119.159027 sec): 3 clusters Score: Raw -123928.741812 + Penalty 488.331240 = -123440.410572 nChanged 6 SP:Iteration 17F (119.162219 sec): 3 clusters Score: Raw -123931.165025 + Penalty 502.841050 = -123428.323975 nChanged 8 SP:Iteration 18F (119.165393 sec): 3 clusters Score: Raw -123936.886056 + Penalty 520.458797 = -123416.427259 nChanged 6 SP:Iteration 19F (119.168535 sec): 3 clusters Score: Raw -123940.488042 + Penalty 527.626094 = -123412.861948 nChanged 5 SP:Iteration 20F (119.171631 sec): 3 clusters Score: Raw -123942.512299 + Penalty 530.464358 = -123412.047941 nChanged 1 SP:Iteration 21F (119.174488 sec): 3 clusters Score: Raw -123943.298435 + Penalty 532.335367 = -123410.963068 nChanged 1 SP:Iteration 22F (119.177220 sec): 3 clusters Score: Raw -123943.618182 + Penalty 532.335367 = -123411.282814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 20 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.178617 sec): 2 clusters Score: Raw -7054.578537 + Penalty 369.275666 = -6685.302871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.178997 sec): 3 clusters Score: Raw -7065.095842 + Penalty 735.941735 = -6329.154107 nChanged 6 SP:Iteration 1F (119.179349 sec): 3 clusters Score: Raw -7075.309475 + Penalty 735.941735 = -6339.367739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 21 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.180751 sec): 2 clusters Score: Raw -16813.684278 + Penalty 266.136141 = -16547.548136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.181339 sec): 3 clusters Score: Raw -16733.074157 + Penalty 534.002322 = -16199.071835 nChanged 50 SP:Iteration 1F (119.181917 sec): 3 clusters Score: Raw -16782.113504 + Penalty 533.344530 = -16248.768974 nChanged 16 SP:Iteration 2F (119.182495 sec): 3 clusters Score: Raw -16800.021165 + Penalty 534.355372 = -16265.665793 nChanged 7 SP:Iteration 3Q (119.183101 sec): 3 clusters Score: Raw -16803.462812 + Penalty 534.794926 = -16268.667886 nChanged 1 SP:Iteration 4Q (119.183673 sec): 3 clusters Score: Raw -16805.931441 + Penalty 535.383698 = -16270.547743 nChanged 2 SP:Iteration 5Q (119.184241 sec): 3 clusters Score: Raw -16810.343315 + Penalty 537.525492 = -16272.817823 nChanged 3 SP:Iteration 6Q (119.184807 sec): 3 clusters Score: Raw -16814.844555 + Penalty 538.859106 = -16275.985450 nChanged 4 SP:Iteration 7Q (119.185375 sec): 3 clusters Score: Raw -16818.958622 + Penalty 540.653420 = -16278.305203 nChanged 5 SP:Iteration 8Q (119.185939 sec): 3 clusters Score: Raw -16821.985879 + Penalty 541.660160 = -16280.325720 nChanged 2 SP:Iteration 9Q (119.186508 sec): 3 clusters Score: Raw -16825.052000 + Penalty 542.391722 = -16282.660278 nChanged 2 SP:Iteration 10F (119.187073 sec): 3 clusters Score: Raw -16827.540208 + Penalty 543.613976 = -16283.926232 nChanged 1 SP:Iteration 11Q (119.187620 sec): 3 clusters Score: Raw -16827.815424 + Penalty 543.613976 = -16284.201448 nChanged 0 SP:Iteration 12F (119.188183 sec): 3 clusters Score: Raw -16827.815424 + Penalty 543.613976 = -16284.201448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 22 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.189428 sec): 2 clusters Score: Raw -14426.171922 + Penalty 467.262629 = -13958.909293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.189920 sec): 3 clusters Score: Raw -14414.064608 + Penalty 934.390857 = -13479.673751 nChanged 31 SP:Iteration 1F (119.190404 sec): 3 clusters Score: Raw -14462.342012 + Penalty 934.684862 = -13527.657150 nChanged 6 SP:Iteration 2Q (119.190876 sec): 3 clusters Score: Raw -14475.481886 + Penalty 934.168502 = -13541.313384 nChanged 4 SP:Iteration 3Q (119.191348 sec): 3 clusters Score: Raw -14484.139532 + Penalty 934.264488 = -13549.875044 nChanged 1 SP:Iteration 4Q (119.191851 sec): 3 clusters Score: Raw -14485.627845 + Penalty 934.429872 = -13551.197972 nChanged 1 SP:Iteration 5Q (119.192325 sec): 3 clusters Score: Raw -14486.307654 + Penalty 934.640774 = -13551.666880 nChanged 1 SP:Iteration 6Q (119.192793 sec): 3 clusters Score: Raw -14489.722324 + Penalty 934.428200 = -13555.294124 nChanged 1 SP:Iteration 7Q (119.193262 sec): 3 clusters Score: Raw -14492.230988 + Penalty 934.428200 = -13557.802788 nChanged 0 SP:Iteration 8F (119.193743 sec): 3 clusters Score: Raw -14492.230988 + Penalty 934.428200 = -13557.802788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 23 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.194943 sec): 2 clusters Score: Raw -14705.661288 + Penalty 283.421125 = -14422.240162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.195439 sec): 3 clusters Score: Raw -14619.317403 + Penalty 587.612713 = -14031.704690 nChanged 42 SP:Iteration 1F (119.195923 sec): 3 clusters Score: Raw -14670.018997 + Penalty 625.119007 = -14044.899990 nChanged 20 SP:Iteration 2F (119.196403 sec): 3 clusters Score: Raw -14693.596446 + Penalty 643.103657 = -14050.492789 nChanged 6 SP:Iteration 3Q (119.196877 sec): 3 clusters Score: Raw -14698.300601 + Penalty 645.655119 = -14052.645482 nChanged 2 SP:Iteration 4Q (119.197350 sec): 3 clusters Score: Raw -14699.881550 + Penalty 644.105236 = -14055.776314 nChanged 1 SP:Iteration 5Q (119.197812 sec): 3 clusters Score: Raw -14700.839423 + Penalty 655.617644 = -14045.221779 nChanged 3 SP:Iteration 6F (119.198296 sec): 3 clusters Score: Raw -14704.565483 + Penalty 647.212215 = -14057.353268 nChanged 1 SP:Iteration 7Q (119.198732 sec): 3 clusters Score: Raw -14705.891540 + Penalty 647.212215 = -14058.679325 nChanged 0 SP:Iteration 8F (119.199232 sec): 3 clusters Score: Raw -14705.891540 + Penalty 647.212215 = -14058.679325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 24 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.200540 sec): 2 clusters Score: Raw -15174.479295 + Penalty 684.717638 = -14489.761657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.201063 sec): 3 clusters Score: Raw -15198.824275 + Penalty 1368.684012 = -13830.140264 nChanged 30 SP:Iteration 1F (119.201577 sec): 3 clusters Score: Raw -15259.463596 + Penalty 1368.626543 = -13890.837053 nChanged 10 SP:Iteration 2F (119.202089 sec): 3 clusters Score: Raw -15283.605485 + Penalty 1368.920124 = -13914.685360 nChanged 1 SP:Iteration 3Q (119.202578 sec): 3 clusters Score: Raw -15284.937698 + Penalty 1368.672406 = -13916.265292 nChanged 1 SP:Iteration 4Q (119.203068 sec): 3 clusters Score: Raw -15286.082660 + Penalty 1368.672406 = -13917.410254 nChanged 0 SP:Iteration 5F (119.203580 sec): 3 clusters Score: Raw -15286.082660 + Penalty 1368.672406 = -13917.410254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 25 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.204440 sec): 2 clusters Score: Raw -1473.613336 + Penalty 276.787539 = -1196.825797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.204682 sec): 3 clusters Score: Raw -1489.597366 + Penalty 553.575078 = -936.022288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 26 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.207645 sec): 2 clusters Score: Raw -69728.935244 + Penalty 960.024393 = -68768.910852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.209113 sec): 3 clusters Score: Raw -69525.760094 + Penalty 1921.047526 = -67604.712568 nChanged 199 SP:Iteration 1F (119.210525 sec): 3 clusters Score: Raw -69691.979358 + Penalty 1921.385035 = -67770.594323 nChanged 38 SP:Iteration 2F (119.211986 sec): 3 clusters Score: Raw -69727.067091 + Penalty 1922.023067 = -67805.044023 nChanged 16 SP:Iteration 3Q (119.213545 sec): 3 clusters Score: Raw -69739.216918 + Penalty 1922.138811 = -67817.078107 nChanged 11 SP:Iteration 4Q (119.215099 sec): 3 clusters Score: Raw -69749.405158 + Penalty 1922.334193 = -67827.070965 nChanged 7 SP:Iteration 5Q (119.216578 sec): 3 clusters Score: Raw -69756.475717 + Penalty 1922.504647 = -67833.971070 nChanged 5 SP:Iteration 6Q (119.218054 sec): 3 clusters Score: Raw -69761.177913 + Penalty 1922.480844 = -67838.697069 nChanged 7 SP:Iteration 7Q (119.219527 sec): 3 clusters Score: Raw -69764.715484 + Penalty 1923.106565 = -67841.608920 nChanged 11 SP:Iteration 8Q (119.220955 sec): 3 clusters Score: Raw -69769.997532 + Penalty 1923.523240 = -67846.474292 nChanged 9 SP:Iteration 9Q (119.222335 sec): 3 clusters Score: Raw -69773.886370 + Penalty 1924.034918 = -67849.851452 nChanged 9 SP:Iteration 10F (119.223768 sec): 3 clusters Score: Raw -69781.774222 + Penalty 1924.034444 = -67857.739778 nChanged 14 SP:Iteration 11Q (119.225175 sec): 3 clusters Score: Raw -69796.645082 + Penalty 1924.504663 = -67872.140419 nChanged 18 SP:Iteration 12Q (119.226583 sec): 3 clusters Score: Raw -69813.764084 + Penalty 1925.366309 = -67888.397774 nChanged 21 SP:Iteration 13Q (119.228009 sec): 3 clusters Score: Raw -69834.056623 + Penalty 1925.632722 = -67908.423901 nChanged 19 SP:Iteration 14Q (119.229414 sec): 3 clusters Score: Raw -69852.170723 + Penalty 1927.115067 = -67925.055656 nChanged 11 SP:Iteration 15Q (119.230817 sec): 3 clusters Score: Raw -69862.650762 + Penalty 1927.237268 = -67935.413493 nChanged 13 SP:Iteration 16Q (119.232235 sec): 3 clusters Score: Raw -69875.423841 + Penalty 1928.705089 = -67946.718752 nChanged 14 SP:Iteration 17Q (119.233668 sec): 3 clusters Score: Raw -69889.963946 + Penalty 1928.997867 = -67960.966079 nChanged 5 SP:Iteration 18Q (119.235080 sec): 3 clusters Score: Raw -69895.799237 + Penalty 1929.251436 = -67966.547802 nChanged 7 SP:Iteration 19Q (119.236494 sec): 3 clusters Score: Raw -69905.754198 + Penalty 1930.225397 = -67975.528802 nChanged 6 SP:Iteration 20F (119.237934 sec): 3 clusters Score: Raw -69916.846919 + Penalty 1929.033918 = -67987.813000 nChanged 5 SP:Iteration 21Q (119.239441 sec): 3 clusters Score: Raw -69925.809749 + Penalty 1928.653361 = -67997.156388 nChanged 3 SP:Iteration 22Q (119.240934 sec): 3 clusters Score: Raw -69929.514803 + Penalty 1928.239629 = -68001.275174 nChanged 2 SP:Iteration 23Q (119.242410 sec): 3 clusters Score: Raw -69932.818456 + Penalty 1927.925557 = -68004.892899 nChanged 1 SP:Iteration 24Q (119.243824 sec): 3 clusters Score: Raw -69933.874630 + Penalty 1927.925557 = -68005.949073 nChanged 0 SP:Iteration 25F (119.245251 sec): 3 clusters Score: Raw -69933.874630 + Penalty 1927.925557 = -68005.949073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 28 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.247091 sec): 2 clusters Score: Raw -20719.487964 + Penalty 586.331336 = -20133.156628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.247710 sec): 3 clusters Score: Raw -20672.168804 + Penalty 1172.555493 = -19499.613310 nChanged 47 SP:Iteration 1F (119.248318 sec): 3 clusters Score: Raw -20725.893284 + Penalty 1172.736345 = -19553.156940 nChanged 8 SP:Iteration 2Q (119.248971 sec): 3 clusters Score: Raw -20739.063920 + Penalty 1172.965772 = -19566.098148 nChanged 4 SP:Iteration 3Q (119.249592 sec): 3 clusters Score: Raw -20742.147338 + Penalty 1173.041214 = -19569.106125 nChanged 1 SP:Iteration 4Q (119.250207 sec): 3 clusters Score: Raw -20746.727759 + Penalty 1173.041214 = -19573.686546 nChanged 0 SP:Iteration 5F (119.250831 sec): 3 clusters Score: Raw -20746.727759 + Penalty 1173.041214 = -19573.686546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 29 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.251761 sec): 2 clusters Score: Raw -1999.164603 + Penalty 281.421832 = -1717.742771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.252045 sec): 3 clusters Score: Raw -2037.419028 + Penalty 564.823926 = -1472.595102 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.255217 sec): 2 clusters Score: Raw -64028.294652 + Penalty 243.760299 = -63784.534353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.256815 sec): 3 clusters Score: Raw -63645.303223 + Penalty 497.405442 = -63147.897781 nChanged 321 SP:Iteration 1F (119.258366 sec): 3 clusters Score: Raw -63972.674988 + Penalty 513.035079 = -63459.639909 nChanged 89 SP:Iteration 2F (119.259948 sec): 3 clusters Score: Raw -64059.363934 + Penalty 529.362203 = -63530.001732 nChanged 51 SP:Iteration 3F (119.261452 sec): 3 clusters Score: Raw -64108.111167 + Penalty 536.920197 = -63571.190970 nChanged 26 SP:Iteration 4Q (119.262947 sec): 3 clusters Score: Raw -64124.256875 + Penalty 545.684608 = -63578.572267 nChanged 14 SP:Iteration 5Q (119.264418 sec): 3 clusters Score: Raw -64134.647696 + Penalty 547.115984 = -63587.531711 nChanged 6 SP:Iteration 6Q (119.265916 sec): 3 clusters Score: Raw -64140.567566 + Penalty 551.998186 = -63588.569380 nChanged 5 SP:Iteration 7Q (119.267384 sec): 3 clusters Score: Raw -64150.139525 + Penalty 553.982186 = -63596.157339 nChanged 4 SP:Iteration 8Q (119.268915 sec): 3 clusters Score: Raw -64155.355178 + Penalty 557.457667 = -63597.897511 nChanged 4 SP:Iteration 9Q (119.270473 sec): 3 clusters Score: Raw -64159.812799 + Penalty 560.405374 = -63599.407425 nChanged 3 SP:Iteration 10F (119.272253 sec): 3 clusters Score: Raw -64161.087975 + Penalty 563.129541 = -63597.958434 nChanged 2 SP:Iteration 11F (119.273827 sec): 3 clusters Score: Raw -64162.100017 + Penalty 566.002666 = -63596.097351 nChanged 2 SP:Iteration 12F (119.275385 sec): 3 clusters Score: Raw -64162.956801 + Penalty 565.779375 = -63597.177426 nChanged 1 SP:Iteration 13Q (119.276762 sec): 3 clusters Score: Raw -64163.170661 + Penalty 565.779375 = -63597.391287 nChanged 0 SP:Iteration 14F (119.278271 sec): 3 clusters Score: Raw -64163.170661 + Penalty 565.779375 = -63597.391287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 31 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.281215 sec): 2 clusters Score: Raw -19980.265484 + Penalty 824.681277 = -19155.584207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.281907 sec): 3 clusters Score: Raw -20046.288737 + Penalty 1643.148347 = -18403.140390 nChanged 37 SP:Iteration 1F (119.282560 sec): 3 clusters Score: Raw -20134.816073 + Penalty 1640.953596 = -18493.862477 nChanged 8 SP:Iteration 2Q (119.283174 sec): 3 clusters Score: Raw -20161.231746 + Penalty 1639.100624 = -18522.131122 nChanged 6 SP:Iteration 3Q (119.283787 sec): 3 clusters Score: Raw -20174.570242 + Penalty 1639.316453 = -18535.253789 nChanged 2 SP:Iteration 4Q (119.284392 sec): 3 clusters Score: Raw -20182.564744 + Penalty 1639.490319 = -18543.074425 nChanged 2 SP:Iteration 5Q (119.284994 sec): 3 clusters Score: Raw -20186.021058 + Penalty 1639.309446 = -18546.711612 nChanged 1 SP:Iteration 6Q (119.285595 sec): 3 clusters Score: Raw -20189.558665 + Penalty 1638.648664 = -18550.910001 nChanged 1 SP:Iteration 7Q (119.286194 sec): 3 clusters Score: Raw -20191.582401 + Penalty 1638.648664 = -18552.933737 nChanged 0 SP:Iteration 8F (119.286842 sec): 3 clusters Score: Raw -20191.582401 + Penalty 1638.648664 = -18552.933737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 32 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.288011 sec): 2 clusters Score: Raw -20772.865709 + Penalty 616.722929 = -20156.142780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.288648 sec): 3 clusters Score: Raw -20742.843462 + Penalty 1237.539583 = -19505.303879 nChanged 33 SP:Iteration 1F (119.289308 sec): 3 clusters Score: Raw -20790.555277 + Penalty 1239.309289 = -19551.245988 nChanged 11 SP:Iteration 2Q (119.289925 sec): 3 clusters Score: Raw -20807.159680 + Penalty 1240.583959 = -19566.575721 nChanged 5 SP:Iteration 3Q (119.290549 sec): 3 clusters Score: Raw -20818.266382 + Penalty 1241.776548 = -19576.489835 nChanged 3 SP:Iteration 4Q (119.291160 sec): 3 clusters Score: Raw -20823.305011 + Penalty 1241.826802 = -19581.478209 nChanged 6 SP:Iteration 5Q (119.291766 sec): 3 clusters Score: Raw -20839.929593 + Penalty 1240.712778 = -19599.216815 nChanged 4 SP:Iteration 6Q (119.292367 sec): 3 clusters Score: Raw -20846.110951 + Penalty 1240.393760 = -19605.717192 nChanged 3 SP:Iteration 7Q (119.292972 sec): 3 clusters Score: Raw -20854.066306 + Penalty 1239.927704 = -19614.138602 nChanged 2 SP:Iteration 8Q (119.293571 sec): 3 clusters Score: Raw -20855.892134 + Penalty 1240.462217 = -19615.429917 nChanged 3 SP:Iteration 9Q (119.294170 sec): 3 clusters Score: Raw -20860.512080 + Penalty 1239.397007 = -19621.115073 nChanged 2 SP:Iteration 10F (119.294778 sec): 3 clusters Score: Raw -20865.533085 + Penalty 1238.866670 = -19626.666415 nChanged 4 SP:Iteration 11Q (119.295360 sec): 3 clusters Score: Raw -20874.802527 + Penalty 1238.866670 = -19635.935857 nChanged 0 SP:Iteration 12F (119.295966 sec): 3 clusters Score: Raw -20874.802527 + Penalty 1238.866670 = -19635.935857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.297023 sec): 2 clusters Score: Raw -9377.298737 + Penalty 464.888950 = -8912.409787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.297437 sec): 3 clusters Score: Raw -9397.016884 + Penalty 924.948658 = -8472.068227 nChanged 10 SP:Iteration 1F (119.297843 sec): 3 clusters Score: Raw -9426.303039 + Penalty 925.186787 = -8501.116253 nChanged 2 SP:Iteration 2Q (119.298234 sec): 3 clusters Score: Raw -9435.882116 + Penalty 926.094116 = -8509.788000 nChanged 1 SP:Iteration 3Q (119.298621 sec): 3 clusters Score: Raw -9440.898265 + Penalty 926.094116 = -8514.804150 nChanged 0 SP:Iteration 4F (119.299025 sec): 3 clusters Score: Raw -9440.898265 + Penalty 926.094116 = -8514.804150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 34 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.301259 sec): 2 clusters Score: Raw -33716.657477 + Penalty 304.519697 = -33412.137780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.302119 sec): 3 clusters Score: Raw -33555.970605 + Penalty 609.084689 = -32946.885917 nChanged 123 SP:Iteration 1F (119.302969 sec): 3 clusters Score: Raw -33630.049468 + Penalty 608.752765 = -33021.296703 nChanged 27 SP:Iteration 2F (119.303814 sec): 3 clusters Score: Raw -33650.704117 + Penalty 608.440263 = -33042.263853 nChanged 10 SP:Iteration 3Q (119.304655 sec): 3 clusters Score: Raw -33659.008116 + Penalty 607.362445 = -33051.645670 nChanged 11 SP:Iteration 4Q (119.305493 sec): 3 clusters Score: Raw -33666.592412 + Penalty 606.440500 = -33060.151913 nChanged 11 SP:Iteration 5Q (119.306333 sec): 3 clusters Score: Raw -33671.874805 + Penalty 606.404778 = -33065.470027 nChanged 6 SP:Iteration 6Q (119.307170 sec): 3 clusters Score: Raw -33680.361522 + Penalty 605.877747 = -33074.483775 nChanged 12 SP:Iteration 7Q (119.308004 sec): 3 clusters Score: Raw -33689.283148 + Penalty 604.674760 = -33084.608388 nChanged 4 SP:Iteration 8Q (119.308838 sec): 3 clusters Score: Raw -33691.090422 + Penalty 604.393477 = -33086.696945 nChanged 1 SP:Iteration 9Q (119.309670 sec): 3 clusters Score: Raw -33691.260466 + Penalty 604.393477 = -33086.866989 nChanged 0 SP:Iteration 10F (119.310511 sec): 3 clusters Score: Raw -33691.260466 + Penalty 604.393477 = -33086.866989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 35 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.311196 sec): 2 clusters Score: Raw -3224.348390 + Penalty 282.454587 = -2941.893803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.311474 sec): 3 clusters Score: Raw -3241.514726 + Penalty 564.042446 = -2677.472280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 37 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.312341 sec): 2 clusters Score: Raw -13407.407377 + Penalty 730.364942 = -12677.042435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.312817 sec): 3 clusters Score: Raw -13468.689637 + Penalty 1461.668872 = -12007.020765 nChanged 7 SP:Iteration 1Q (119.313268 sec): 3 clusters Score: Raw -13494.122915 + Penalty 1461.984067 = -12032.138847 nChanged 5 SP:Iteration 2Q (119.313722 sec): 3 clusters Score: Raw -13518.071447 + Penalty 1463.128487 = -12054.942961 nChanged 3 SP:Iteration 3Q (119.314166 sec): 3 clusters Score: Raw -13537.462204 + Penalty 1463.846716 = -12073.615489 nChanged 1 SP:Iteration 4Q (119.314602 sec): 3 clusters Score: Raw -13539.591727 + Penalty 1463.846716 = -12075.745012 nChanged 0 SP:Iteration 5F (119.315067 sec): 3 clusters Score: Raw -13539.591727 + Penalty 1463.846716 = -12075.745012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 38 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.315899 sec): 2 clusters Score: Raw -11689.071934 + Penalty 556.343548 = -11132.728386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.316335 sec): 3 clusters Score: Raw -11709.360515 + Penalty 1113.181534 = -10596.178981 nChanged 10 SP:Iteration 1F (119.316764 sec): 3 clusters Score: Raw -11730.581371 + Penalty 1113.995472 = -10616.585898 nChanged 3 SP:Iteration 2Q (119.317185 sec): 3 clusters Score: Raw -11736.747003 + Penalty 1113.932766 = -10622.814237 nChanged 1 SP:Iteration 3Q (119.317602 sec): 3 clusters Score: Raw -11741.341834 + Penalty 1113.860235 = -10627.481599 nChanged 1 SP:Iteration 4Q (119.318020 sec): 3 clusters Score: Raw -11747.503998 + Penalty 1114.545353 = -10632.958645 nChanged 1 SP:Iteration 5Q (119.318434 sec): 3 clusters Score: Raw -11748.255545 + Penalty 1114.545353 = -10633.710193 nChanged 0 SP:Iteration 6F (119.318862 sec): 3 clusters Score: Raw -11748.255545 + Penalty 1114.545353 = -10633.710193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 39 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.323187 sec): 2 clusters Score: Raw -99404.126994 + Penalty 547.254422 = -98856.872572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.325419 sec): 3 clusters Score: Raw -98807.060174 + Penalty 1098.793357 = -97708.266817 nChanged 406 SP:Iteration 1F (119.327555 sec): 3 clusters Score: Raw -99105.608069 + Penalty 1103.162951 = -98002.445117 nChanged 120 SP:Iteration 2F (119.329651 sec): 3 clusters Score: Raw -99191.454162 + Penalty 1108.698944 = -98082.755218 nChanged 63 SP:Iteration 3F (119.331723 sec): 3 clusters Score: Raw -99241.217540 + Penalty 1116.512410 = -98124.705129 nChanged 54 SP:Iteration 4Q (119.333912 sec): 3 clusters Score: Raw -99282.094617 + Penalty 1125.493728 = -98156.600889 nChanged 48 SP:Iteration 5Q (119.336186 sec): 3 clusters Score: Raw -99331.816989 + Penalty 1132.310043 = -98199.506946 nChanged 40 SP:Iteration 6Q (119.338420 sec): 3 clusters Score: Raw -99370.368163 + Penalty 1146.094379 = -98224.273783 nChanged 25 SP:Iteration 7Q (119.340463 sec): 3 clusters Score: Raw -99395.515794 + Penalty 1166.740200 = -98228.775594 nChanged 22 SP:Iteration 8Q (119.342426 sec): 3 clusters Score: Raw -99420.258629 + Penalty 1179.979587 = -98240.279043 nChanged 13 SP:Iteration 9Q (119.344349 sec): 3 clusters Score: Raw -99435.004906 + Penalty 1182.796248 = -98252.208658 nChanged 7 SP:Iteration 10F (119.346410 sec): 3 clusters Score: Raw -99439.365455 + Penalty 1189.532845 = -98249.832610 nChanged 6 SP:Iteration 11F (119.348684 sec): 3 clusters Score: Raw -99444.337466 + Penalty 1189.498459 = -98254.839007 nChanged 2 SP:Iteration 12Q (119.350682 sec): 3 clusters Score: Raw -99448.405450 + Penalty 1184.381245 = -98264.024205 nChanged 3 SP:Iteration 13Q (119.352539 sec): 3 clusters Score: Raw -99451.758526 + Penalty 1183.344023 = -98268.414502 nChanged 1 SP:Iteration 14Q (119.354435 sec): 3 clusters Score: Raw -99452.591894 + Penalty 1184.320966 = -98268.270928 nChanged 1 SP:Iteration 15F (119.356553 sec): 3 clusters Score: Raw -99453.763960 + Penalty 1184.320966 = -98269.442995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 40 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.357255 sec): 2 clusters Score: Raw -881.599306 + Penalty 201.487363 = -680.111943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.357498 sec): 3 clusters Score: Raw -1050.378124 + Penalty 437.519127 = -612.858997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 41 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.360001 sec): 2 clusters Score: Raw -63417.167913 + Penalty 542.712959 = -62874.454955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.361515 sec): 3 clusters Score: Raw -63049.912372 + Penalty 1083.897445 = -61966.014927 nChanged 234 SP:Iteration 1F (119.362970 sec): 3 clusters Score: Raw -63204.795710 + Penalty 1084.364493 = -62120.431217 nChanged 76 SP:Iteration 2F (119.364363 sec): 3 clusters Score: Raw -63253.354999 + Penalty 1086.407171 = -62166.947828 nChanged 39 SP:Iteration 3F (119.365785 sec): 3 clusters Score: Raw -63278.701353 + Penalty 1087.019036 = -62191.682316 nChanged 25 SP:Iteration 4Q (119.367194 sec): 3 clusters Score: Raw -63294.495257 + Penalty 1087.384377 = -62207.110880 nChanged 23 SP:Iteration 5Q (119.368604 sec): 3 clusters Score: Raw -63310.199854 + Penalty 1091.132481 = -62219.067373 nChanged 20 SP:Iteration 6Q (119.370029 sec): 3 clusters Score: Raw -63323.035916 + Penalty 1094.993339 = -62228.042577 nChanged 20 SP:Iteration 7Q (119.371432 sec): 3 clusters Score: Raw -63339.093869 + Penalty 1106.755569 = -62232.338299 nChanged 23 SP:Iteration 8Q (119.372832 sec): 3 clusters Score: Raw -63357.231557 + Penalty 1121.325777 = -62235.905781 nChanged 22 SP:Iteration 9Q (119.374208 sec): 3 clusters Score: Raw -63373.555719 + Penalty 1145.593724 = -62227.961995 nChanged 18 SP:Iteration 10F (119.375643 sec): 3 clusters Score: Raw -63390.741176 + Penalty 1163.940410 = -62226.800765 nChanged 14 SP:Iteration 11F (119.377066 sec): 3 clusters Score: Raw -63404.170186 + Penalty 1195.533307 = -62208.636879 nChanged 17 SP:Iteration 12F (119.378474 sec): 3 clusters Score: Raw -63421.119980 + Penalty 1221.546225 = -62199.573755 nChanged 10 SP:Iteration 13F (119.379894 sec): 3 clusters Score: Raw -63437.049368 + Penalty 1242.347434 = -62194.701934 nChanged 7 SP:Iteration 14F (119.381382 sec): 3 clusters Score: Raw -63445.693662 + Penalty 1260.544210 = -62185.149452 nChanged 6 SP:Iteration 15F (119.382868 sec): 3 clusters Score: Raw -63456.249914 + Penalty 1280.775631 = -62175.474283 nChanged 7 SP:Iteration 16F (119.384339 sec): 3 clusters Score: Raw -63470.087406 + Penalty 1285.777466 = -62184.309940 nChanged 4 SP:Iteration 17Q (119.385659 sec): 3 clusters Score: Raw -63475.822503 + Penalty 1288.626184 = -62187.196319 nChanged 1 SP:Iteration 18Q (119.387031 sec): 3 clusters Score: Raw -63477.564602 + Penalty 1291.619831 = -62185.944771 nChanged 1 SP:Iteration 19F (119.388514 sec): 3 clusters Score: Raw -63479.531073 + Penalty 1297.370651 = -62182.160423 nChanged 1 SP:Iteration 20F (119.389978 sec): 3 clusters Score: Raw -63480.769290 + Penalty 1297.370651 = -62183.398639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.390554 sec): 2 clusters Score: Raw -933.867791 + Penalty 140.003068 = -793.864724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.390799 sec): 3 clusters Score: Raw -1047.239515 + Penalty 280.006135 = -767.233380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.391292 sec): 2 clusters Score: Raw -661.564407 + Penalty 199.048639 = -462.515768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.391514 sec): 3 clusters Score: Raw -662.517985 + Penalty 399.210435 = -263.307549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 44 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.394198 sec): 2 clusters Score: Raw -40523.925239 + Penalty 405.862245 = -40118.062994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.395239 sec): 3 clusters Score: Raw -40297.406576 + Penalty 826.694439 = -39470.712137 nChanged 150 SP:Iteration 1F (119.396250 sec): 3 clusters Score: Raw -40442.904197 + Penalty 855.462641 = -39587.441556 nChanged 61 SP:Iteration 2F (119.397258 sec): 3 clusters Score: Raw -40529.091765 + Penalty 875.124242 = -39653.967523 nChanged 36 SP:Iteration 3F (119.398265 sec): 3 clusters Score: Raw -40573.757055 + Penalty 883.640798 = -39690.116257 nChanged 17 SP:Iteration 4Q (119.399258 sec): 3 clusters Score: Raw -40590.526022 + Penalty 891.304123 = -39699.221899 nChanged 10 SP:Iteration 5Q (119.400242 sec): 3 clusters Score: Raw -40598.513224 + Penalty 893.103635 = -39705.409589 nChanged 3 SP:Iteration 6Q (119.401216 sec): 3 clusters Score: Raw -40601.629042 + Penalty 896.646402 = -39704.982640 nChanged 2 SP:Iteration 7F (119.402220 sec): 3 clusters Score: Raw -40603.546862 + Penalty 897.395815 = -39706.151047 nChanged 1 SP:Iteration 8Q (119.403213 sec): 3 clusters Score: Raw -40604.077128 + Penalty 899.682081 = -39704.395047 nChanged 1 SP:Iteration 9F (119.404220 sec): 3 clusters Score: Raw -40605.085424 + Penalty 901.008849 = -39704.076575 nChanged 1 SP:Iteration 10F (119.405225 sec): 3 clusters Score: Raw -40605.563557 + Penalty 901.008849 = -39704.554708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 45 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.406647 sec): 2 clusters Score: Raw -22782.363789 + Penalty 537.974080 = -22244.389709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.407378 sec): 3 clusters Score: Raw -22708.779307 + Penalty 1121.893039 = -21586.886268 nChanged 80 SP:Iteration 1F (119.408096 sec): 3 clusters Score: Raw -22848.185883 + Penalty 1174.658852 = -21673.527031 nChanged 36 SP:Iteration 2F (119.408811 sec): 3 clusters Score: Raw -22942.118719 + Penalty 1202.758352 = -21739.360367 nChanged 13 SP:Iteration 3Q (119.409479 sec): 3 clusters Score: Raw -22972.565751 + Penalty 1217.386324 = -21755.179427 nChanged 6 SP:Iteration 4Q (119.410138 sec): 3 clusters Score: Raw -23001.090896 + Penalty 1222.238335 = -21778.852561 nChanged 2 SP:Iteration 5Q (119.410823 sec): 3 clusters Score: Raw -23004.380080 + Penalty 1224.018092 = -21780.361988 nChanged 1 SP:Iteration 6Q (119.411516 sec): 3 clusters Score: Raw -23005.913366 + Penalty 1224.018092 = -21781.895274 nChanged 0 SP:Iteration 7F (119.412259 sec): 3 clusters Score: Raw -23005.913366 + Penalty 1224.018092 = -21781.895274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 46 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.413269 sec): 2 clusters Score: Raw -16766.921262 + Penalty 727.019250 = -16039.902012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.413820 sec): 3 clusters Score: Raw -16780.493188 + Penalty 1453.181533 = -15327.311654 nChanged 26 SP:Iteration 1F (119.414361 sec): 3 clusters Score: Raw -16829.968369 + Penalty 1453.094237 = -15376.874133 nChanged 5 SP:Iteration 2Q (119.414915 sec): 3 clusters Score: Raw -16841.303109 + Penalty 1453.119754 = -15388.183354 nChanged 2 SP:Iteration 3Q (119.415435 sec): 3 clusters Score: Raw -16842.493511 + Penalty 1453.119754 = -15389.373756 nChanged 0 SP:Iteration 4F (119.415975 sec): 3 clusters Score: Raw -16842.493511 + Penalty 1453.119754 = -15389.373756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 47 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.416505 sec): 2 clusters Score: Raw -1456.294036 + Penalty 301.745284 = -1154.548752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.416753 sec): 3 clusters Score: Raw -1488.858697 + Penalty 604.931840 = -883.926857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 48 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.417391 sec): 2 clusters Score: Raw -5080.959711 + Penalty 204.928721 = -4876.030991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.417698 sec): 3 clusters Score: Raw -5075.336156 + Penalty 406.559765 = -4668.776391 nChanged 8 SP:Iteration 1F (119.418001 sec): 3 clusters Score: Raw -5085.342840 + Penalty 405.334738 = -4680.008101 nChanged 1 SP:Iteration 2Q (119.418301 sec): 3 clusters Score: Raw -5086.486694 + Penalty 405.091289 = -4681.395405 nChanged 2 SP:Iteration 3Q (119.418601 sec): 3 clusters Score: Raw -5089.919222 + Penalty 405.091289 = -4684.827933 nChanged 0 SP:Iteration 4F (119.418902 sec): 3 clusters Score: Raw -5089.919222 + Penalty 405.091289 = -4684.827933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 49 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.420164 sec): 2 clusters Score: Raw -25711.844450 + Penalty 722.187257 = -24989.657194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.420875 sec): 3 clusters Score: Raw -25677.795405 + Penalty 1448.866800 = -24228.928605 nChanged 57 SP:Iteration 1F (119.421594 sec): 3 clusters Score: Raw -25760.003822 + Penalty 1449.931034 = -24310.072787 nChanged 9 SP:Iteration 2Q (119.422288 sec): 3 clusters Score: Raw -25775.234070 + Penalty 1450.013918 = -24325.220152 nChanged 4 SP:Iteration 3Q (119.422980 sec): 3 clusters Score: Raw -25784.353650 + Penalty 1449.505262 = -24334.848387 nChanged 3 SP:Iteration 4Q (119.423669 sec): 3 clusters Score: Raw -25788.275177 + Penalty 1449.171665 = -24339.103512 nChanged 2 SP:Iteration 5Q (119.424354 sec): 3 clusters Score: Raw -25795.169963 + Penalty 1449.044649 = -24346.125314 nChanged 1 SP:Iteration 6Q (119.425039 sec): 3 clusters Score: Raw -25797.551288 + Penalty 1448.601560 = -24348.949728 nChanged 1 SP:Iteration 7Q (119.425722 sec): 3 clusters Score: Raw -25800.437005 + Penalty 1448.484245 = -24351.952761 nChanged 3 SP:Iteration 8Q (119.426407 sec): 3 clusters Score: Raw -25805.496193 + Penalty 1449.418829 = -24356.077364 nChanged 2 SP:Iteration 9Q (119.427089 sec): 3 clusters Score: Raw -25809.495311 + Penalty 1450.626933 = -24358.868378 nChanged 2 SP:Iteration 10F (119.427798 sec): 3 clusters Score: Raw -25812.169773 + Penalty 1451.048436 = -24361.121337 nChanged 1 SP:Iteration 11Q (119.428483 sec): 3 clusters Score: Raw -25815.422516 + Penalty 1451.048436 = -24364.374080 nChanged 0 SP:Iteration 12F (119.429192 sec): 3 clusters Score: Raw -25815.422516 + Penalty 1451.048436 = -24364.374080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 51 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.432086 sec): 2 clusters Score: Raw -49846.977045 + Penalty 615.598101 = -49231.378944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.433274 sec): 3 clusters Score: Raw -49653.928509 + Penalty 1233.197330 = -48420.731179 nChanged 143 SP:Iteration 1F (119.434394 sec): 3 clusters Score: Raw -49769.779881 + Penalty 1234.461891 = -48535.317989 nChanged 43 SP:Iteration 2F (119.435545 sec): 3 clusters Score: Raw -49801.892216 + Penalty 1234.585348 = -48567.306869 nChanged 18 SP:Iteration 3Q (119.436714 sec): 3 clusters Score: Raw -49819.468865 + Penalty 1235.462250 = -48584.006614 nChanged 14 SP:Iteration 4Q (119.437929 sec): 3 clusters Score: Raw -49828.322816 + Penalty 1236.276597 = -48592.046218 nChanged 10 SP:Iteration 5Q (119.439105 sec): 3 clusters Score: Raw -49837.528570 + Penalty 1237.020197 = -48600.508373 nChanged 7 SP:Iteration 6Q (119.440258 sec): 3 clusters Score: Raw -49843.643962 + Penalty 1238.414146 = -48605.229816 nChanged 8 SP:Iteration 7Q (119.441358 sec): 3 clusters Score: Raw -49849.532318 + Penalty 1238.827712 = -48610.704607 nChanged 2 SP:Iteration 8Q (119.442466 sec): 3 clusters Score: Raw -49850.264573 + Penalty 1239.162744 = -48611.101829 nChanged 2 SP:Iteration 9Q (119.443631 sec): 3 clusters Score: Raw -49851.586515 + Penalty 1239.464018 = -48612.122497 nChanged 1 SP:Iteration 10F (119.444743 sec): 3 clusters Score: Raw -49852.276025 + Penalty 1239.672818 = -48612.603207 nChanged 1 SP:Iteration 11Q (119.445937 sec): 3 clusters Score: Raw -49854.360924 + Penalty 1239.554646 = -48614.806278 nChanged 1 SP:Iteration 12Q (119.447080 sec): 3 clusters Score: Raw -49856.196993 + Penalty 1239.501531 = -48616.695462 nChanged 2 SP:Iteration 13Q (119.448236 sec): 3 clusters Score: Raw -49858.458456 + Penalty 1239.496341 = -48618.962115 nChanged 2 SP:Iteration 14Q (119.449397 sec): 3 clusters Score: Raw -49859.691992 + Penalty 1239.862152 = -48619.829840 nChanged 2 SP:Iteration 15Q (119.450552 sec): 3 clusters Score: Raw -49860.616052 + Penalty 1239.854400 = -48620.761653 nChanged 1 SP:Iteration 16Q (119.451702 sec): 3 clusters Score: Raw -49860.971950 + Penalty 1240.076604 = -48620.895345 nChanged 1 SP:Iteration 17Q (119.452839 sec): 3 clusters Score: Raw -49861.289307 + Penalty 1240.076604 = -48621.212702 nChanged 0 SP:Iteration 18F (119.453952 sec): 3 clusters Score: Raw -49861.289307 + Penalty 1240.076604 = -48621.212702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 56 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.454606 sec): 2 clusters Score: Raw -3027.433015 + Penalty 355.762466 = -2671.670549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.454886 sec): 3 clusters Score: Raw -3073.297497 + Penalty 715.573699 = -2357.723798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 57 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.455389 sec): 2 clusters Score: Raw -912.947992 + Penalty 233.771653 = -679.176339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.455616 sec): 3 clusters Score: Raw -926.121505 + Penalty 464.888254 = -461.233251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 58 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.456150 sec): 2 clusters Score: Raw -2280.012578 + Penalty 330.922854 = -1949.089724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.456403 sec): 3 clusters Score: Raw -2315.359895 + Penalty 661.147471 = -1654.212424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 60 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.456989 sec): 2 clusters Score: Raw -3762.602695 + Penalty 352.992748 = -3409.609947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.457277 sec): 3 clusters Score: Raw -3805.611069 + Penalty 711.463274 = -3094.147794 nChanged 1 SP:Iteration 1Q (119.457552 sec): 3 clusters Score: Raw -3809.410734 + Penalty 711.463274 = -3097.947460 nChanged 0 SP:Iteration 2F (119.457833 sec): 3 clusters Score: Raw -3809.410734 + Penalty 711.463274 = -3097.947460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 61 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.458764 sec): 2 clusters Score: Raw -12415.739403 + Penalty 468.683924 = -11947.055480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.459263 sec): 3 clusters Score: Raw -12408.756954 + Penalty 937.805071 = -11470.951884 nChanged 20 SP:Iteration 1F (119.459753 sec): 3 clusters Score: Raw -12435.479902 + Penalty 937.668157 = -11497.811744 nChanged 3 SP:Iteration 2Q (119.460237 sec): 3 clusters Score: Raw -12441.580828 + Penalty 938.085941 = -11503.494887 nChanged 1 SP:Iteration 3Q (119.460719 sec): 3 clusters Score: Raw -12442.588067 + Penalty 938.523468 = -11504.064599 nChanged 1 SP:Iteration 4Q (119.461201 sec): 3 clusters Score: Raw -12443.035646 + Penalty 938.523468 = -11504.512178 nChanged 0 SP:Iteration 5F (119.461697 sec): 3 clusters Score: Raw -12443.035646 + Penalty 938.523468 = -11504.512178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 62 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.462203 sec): 2 clusters Score: Raw -619.408043 + Penalty 172.514206 = -446.893837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.462425 sec): 3 clusters Score: Raw -630.595828 + Penalty 343.683234 = -286.912594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 63 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.462929 sec): 2 clusters Score: Raw -1035.920511 + Penalty 238.200770 = -797.719740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.463159 sec): 3 clusters Score: Raw -1045.582765 + Penalty 478.576675 = -567.006090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 64 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.463812 sec): 2 clusters Score: Raw -4863.925033 + Penalty 124.132883 = -4739.792150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.464166 sec): 3 clusters Score: Raw -4918.268006 + Penalty 251.718489 = -4666.549517 nChanged 17 SP:Iteration 1F (119.464513 sec): 3 clusters Score: Raw -4943.504767 + Penalty 250.002257 = -4693.502510 nChanged 4 SP:Iteration 2Q (119.464849 sec): 3 clusters Score: Raw -4949.624130 + Penalty 249.163603 = -4700.460527 nChanged 3 SP:Iteration 3Q (119.465182 sec): 3 clusters Score: Raw -4952.260408 + Penalty 249.163603 = -4703.096805 nChanged 0 SP:Iteration 4F (119.465528 sec): 3 clusters Score: Raw -4952.260408 + Penalty 249.163603 = -4703.096805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 65 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.466133 sec): 2 clusters Score: Raw -4280.188487 + Penalty 238.395337 = -4041.793150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.466432 sec): 3 clusters Score: Raw -4282.946706 + Penalty 466.432325 = -3816.514381 nChanged 4 SP:Iteration 1F (119.466725 sec): 3 clusters Score: Raw -4290.695361 + Penalty 467.471536 = -3823.223824 nChanged 2 SP:Iteration 2Q (119.467016 sec): 3 clusters Score: Raw -4294.004808 + Penalty 472.547607 = -3821.457201 nChanged 2 SP:Iteration 3F (119.467309 sec): 3 clusters Score: Raw -4296.960442 + Penalty 472.547607 = -3824.412835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 66 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.468124 sec): 2 clusters Score: Raw -12137.792689 + Penalty 585.725334 = -11552.067355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.468570 sec): 3 clusters Score: Raw -12156.418342 + Penalty 1170.783473 = -10985.634869 nChanged 6 SP:Iteration 1Q (119.469002 sec): 3 clusters Score: Raw -12174.232041 + Penalty 1170.648395 = -11003.583646 nChanged 1 SP:Iteration 2Q (119.469428 sec): 3 clusters Score: Raw -12175.347214 + Penalty 1170.648395 = -11004.698820 nChanged 0 SP:Iteration 3F (119.469895 sec): 3 clusters Score: Raw -12175.347214 + Penalty 1170.648395 = -11004.698820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 67 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.470520 sec): 2 clusters Score: Raw -5153.795059 + Penalty 353.473436 = -4800.321622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.470833 sec): 3 clusters Score: Raw -5169.556270 + Penalty 701.758270 = -4467.798000 nChanged 1 SP:Iteration 1Q (119.471135 sec): 3 clusters Score: Raw -5171.490489 + Penalty 701.919774 = -4469.570715 nChanged 1 SP:Iteration 2Q (119.471436 sec): 3 clusters Score: Raw -5174.334016 + Penalty 703.293732 = -4471.040284 nChanged 1 SP:Iteration 3Q (119.471736 sec): 3 clusters Score: Raw -5176.925581 + Penalty 704.628274 = -4472.297306 nChanged 1 SP:Iteration 4Q (119.472037 sec): 3 clusters Score: Raw -5177.900857 + Penalty 704.628274 = -4473.272583 nChanged 0 SP:Iteration 5F (119.472344 sec): 3 clusters Score: Raw -5177.900857 + Penalty 704.628274 = -4473.272583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 69 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.473395 sec): 2 clusters Score: Raw -8801.778504 + Penalty 449.734379 = -8352.044124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.473815 sec): 3 clusters Score: Raw -8837.244558 + Penalty 898.681198 = -7938.563360 nChanged 18 SP:Iteration 1F (119.474219 sec): 3 clusters Score: Raw -8886.486605 + Penalty 916.059923 = -7970.426681 nChanged 9 SP:Iteration 2F (119.474623 sec): 3 clusters Score: Raw -8916.842169 + Penalty 928.602064 = -7988.240105 nChanged 3 SP:Iteration 3Q (119.475000 sec): 3 clusters Score: Raw -8935.712070 + Penalty 937.435225 = -7998.276845 nChanged 2 SP:Iteration 4Q (119.475386 sec): 3 clusters Score: Raw -8949.470806 + Penalty 941.090637 = -8008.380169 nChanged 1 SP:Iteration 5Q (119.475774 sec): 3 clusters Score: Raw -8951.116553 + Penalty 945.456227 = -8005.660325 nChanged 1 SP:Iteration 6F (119.476189 sec): 3 clusters Score: Raw -8953.897944 + Penalty 949.986722 = -8003.911221 nChanged 1 SP:Iteration 7F (119.476600 sec): 3 clusters Score: Raw -8955.707894 + Penalty 949.986722 = -8005.721172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 70 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.478112 sec): 2 clusters Score: Raw -30123.067760 + Penalty 804.446250 = -29318.621510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.478973 sec): 3 clusters Score: Raw -30091.597775 + Penalty 1608.373671 = -28483.224104 nChanged 62 SP:Iteration 1F (119.479813 sec): 3 clusters Score: Raw -30181.256286 + Penalty 1607.714799 = -28573.541488 nChanged 14 SP:Iteration 2Q (119.480641 sec): 3 clusters Score: Raw -30199.879644 + Penalty 1606.700490 = -28593.179154 nChanged 8 SP:Iteration 3Q (119.481460 sec): 3 clusters Score: Raw -30211.671241 + Penalty 1606.338014 = -28605.333227 nChanged 4 SP:Iteration 4Q (119.482277 sec): 3 clusters Score: Raw -30217.104279 + Penalty 1606.356848 = -28610.747431 nChanged 1 SP:Iteration 5Q (119.483090 sec): 3 clusters Score: Raw -30219.393121 + Penalty 1606.494878 = -28612.898243 nChanged 1 SP:Iteration 6Q (119.483902 sec): 3 clusters Score: Raw -30220.565565 + Penalty 1606.494878 = -28614.070687 nChanged 0 SP:Iteration 7F (119.484719 sec): 3 clusters Score: Raw -30220.565565 + Penalty 1606.494878 = -28614.070687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 71 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.485313 sec): 2 clusters Score: Raw -2031.658583 + Penalty 294.533482 = -1737.125101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.485565 sec): 3 clusters Score: Raw -2075.217283 + Penalty 591.524781 = -1483.692503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 73 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.486131 sec): 2 clusters Score: Raw -2045.466356 + Penalty 278.861919 = -1766.604437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.486379 sec): 3 clusters Score: Raw -2071.705894 + Penalty 566.302869 = -1505.403025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 74 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.486958 sec): 2 clusters Score: Raw -3661.254356 + Penalty 366.436515 = -3294.817841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.487240 sec): 3 clusters Score: Raw -3690.926750 + Penalty 739.588631 = -2951.338119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 77 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.490176 sec): 2 clusters Score: Raw -45707.878861 + Penalty 532.316182 = -45175.562679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.491320 sec): 3 clusters Score: Raw -45485.077529 + Penalty 1062.156771 = -44422.920758 nChanged 168 SP:Iteration 1F (119.492447 sec): 3 clusters Score: Raw -45600.841255 + Penalty 1058.473137 = -44542.368118 nChanged 49 SP:Iteration 2F (119.493583 sec): 3 clusters Score: Raw -45637.548496 + Penalty 1056.737372 = -44580.811124 nChanged 22 SP:Iteration 3Q (119.494709 sec): 3 clusters Score: Raw -45656.703038 + Penalty 1057.178961 = -44599.524077 nChanged 15 SP:Iteration 4Q (119.495830 sec): 3 clusters Score: Raw -45668.776528 + Penalty 1058.146193 = -44610.630335 nChanged 13 SP:Iteration 5Q (119.496948 sec): 3 clusters Score: Raw -45679.149572 + Penalty 1058.345503 = -44620.804069 nChanged 9 SP:Iteration 6Q (119.498061 sec): 3 clusters Score: Raw -45685.642036 + Penalty 1060.389105 = -44625.252931 nChanged 5 SP:Iteration 7Q (119.499176 sec): 3 clusters Score: Raw -45692.411746 + Penalty 1063.268992 = -44629.142755 nChanged 8 SP:Iteration 8Q (119.500313 sec): 3 clusters Score: Raw -45696.754155 + Penalty 1066.802695 = -44629.951461 nChanged 6 SP:Iteration 9Q (119.501424 sec): 3 clusters Score: Raw -45701.542991 + Penalty 1069.205909 = -44632.337082 nChanged 6 SP:Iteration 10F (119.502555 sec): 3 clusters Score: Raw -45705.217065 + Penalty 1069.634945 = -44635.582120 nChanged 5 SP:Iteration 11Q (119.503665 sec): 3 clusters Score: Raw -45708.663860 + Penalty 1073.158835 = -44635.505025 nChanged 3 SP:Iteration 12F (119.504795 sec): 3 clusters Score: Raw -45712.092123 + Penalty 1077.124395 = -44634.967728 nChanged 5 SP:Iteration 13F (119.505945 sec): 3 clusters Score: Raw -45718.506714 + Penalty 1086.924125 = -44631.582588 nChanged 9 SP:Iteration 14F (119.507078 sec): 3 clusters Score: Raw -45744.283965 + Penalty 1094.216759 = -44650.067207 nChanged 8 SP:Iteration 15Q (119.508158 sec): 3 clusters Score: Raw -45756.829155 + Penalty 1101.068917 = -44655.760238 nChanged 9 SP:Iteration 16Q (119.509221 sec): 3 clusters Score: Raw -45766.854606 + Penalty 1100.969408 = -44665.885198 nChanged 1 SP:Iteration 17Q (119.510272 sec): 3 clusters Score: Raw -45767.720143 + Penalty 1100.969408 = -44666.750735 nChanged 0 SP:Iteration 18F (119.511499 sec): 3 clusters Score: Raw -45767.720143 + Penalty 1100.969408 = -44666.750735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 78 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.512515 sec): 2 clusters Score: Raw -1157.180999 + Penalty 202.937740 = -954.243258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.512753 sec): 3 clusters Score: Raw -1174.814971 + Penalty 402.701399 = -772.113572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 80 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.513595 sec): 2 clusters Score: Raw -1282.594771 + Penalty 204.028459 = -1078.566313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.513835 sec): 3 clusters Score: Raw -1363.567652 + Penalty 399.539968 = -964.027684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 82 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.514616 sec): 2 clusters Score: Raw -916.533127 + Penalty 233.251052 = -683.282075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.514843 sec): 3 clusters Score: Raw -933.654347 + Penalty 465.080505 = -468.573842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 84 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.515648 sec): 2 clusters Score: Raw -1764.423201 + Penalty 257.924228 = -1506.498972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.515893 sec): 3 clusters Score: Raw -1799.570013 + Penalty 528.333281 = -1271.236733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 86 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.516680 sec): 2 clusters Score: Raw -977.154301 + Penalty 394.908847 = -582.245454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.516917 sec): 3 clusters Score: Raw -1303.460689 + Penalty 790.036010 = -513.424679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 87 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.517829 sec): 2 clusters Score: Raw -5156.184173 + Penalty 408.360491 = -4747.823681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.518145 sec): 3 clusters Score: Raw -5206.792401 + Penalty 816.984259 = -4389.808142 nChanged 1 SP:Iteration 1Q (119.518447 sec): 3 clusters Score: Raw -5209.515473 + Penalty 816.984259 = -4392.531214 nChanged 0 SP:Iteration 2F (119.518758 sec): 3 clusters Score: Raw -5209.515473 + Penalty 816.984259 = -4392.531214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.519551 sec): 2 clusters Score: Raw -823.673595 + Penalty 183.276336 = -640.397259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.519776 sec): 3 clusters Score: Raw -831.862618 + Penalty 354.062203 = -477.800415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.520536 sec): 2 clusters Score: Raw -373.022134 + Penalty 109.956811 = -263.065323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.520751 sec): 3 clusters Score: Raw -367.566881 + Penalty 219.913622 = -147.653259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 92 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.521519 sec): 2 clusters Score: Raw -713.683045 + Penalty 162.424709 = -551.258336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.521742 sec): 3 clusters Score: Raw -723.474132 + Penalty 304.642438 = -418.831694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.522504 sec): 2 clusters Score: Raw -551.100690 + Penalty 175.780461 = -375.320228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.522728 sec): 3 clusters Score: Raw -558.329578 + Penalty 351.560923 = -206.768655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.523507 sec): 2 clusters Score: Raw -614.972607 + Penalty 154.065008 = -460.907599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.523747 sec): 3 clusters Score: Raw -625.548657 + Penalty 323.968891 = -301.579766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 95 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.524561 sec): 2 clusters Score: Raw -2051.343912 + Penalty 241.492550 = -1809.851362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.524812 sec): 3 clusters Score: Raw -2065.298747 + Penalty 483.050387 = -1582.248361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.525600 sec): 2 clusters Score: Raw -1294.189872 + Penalty 219.779080 = -1074.410792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.525836 sec): 3 clusters Score: Raw -1318.758686 + Penalty 434.191204 = -884.567482 nChanged 1 SP:Iteration 1F (119.526069 sec): 3 clusters Score: Raw -1332.532677 + Penalty 434.191204 = -898.341474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 99 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.526847 sec): 2 clusters Score: Raw -989.512983 + Penalty 184.322065 = -805.190919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.527076 sec): 3 clusters Score: Raw -993.508538 + Penalty 359.247081 = -634.261457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.527842 sec): 2 clusters Score: Raw -554.578417 + Penalty 156.224473 = -398.353944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.528062 sec): 3 clusters Score: Raw -557.754399 + Penalty 312.448945 = -245.305454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.528819 sec): 2 clusters Score: Raw -449.071938 + Penalty 117.635607 = -331.436331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.529032 sec): 3 clusters Score: Raw -446.516278 + Penalty 271.294370 = -175.221908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 105 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.530395 sec): 2 clusters Score: Raw -19267.006994 + Penalty 289.192529 = -18977.814464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.531024 sec): 3 clusters Score: Raw -19178.151815 + Penalty 579.401856 = -18598.749958 nChanged 63 SP:Iteration 1F (119.531629 sec): 3 clusters Score: Raw -19227.552368 + Penalty 580.183018 = -18647.369350 nChanged 18 SP:Iteration 2F (119.532232 sec): 3 clusters Score: Raw -19254.156646 + Penalty 582.551736 = -18671.604911 nChanged 12 SP:Iteration 3F (119.532839 sec): 3 clusters Score: Raw -19285.658972 + Penalty 583.619735 = -18702.039236 nChanged 9 SP:Iteration 4Q (119.533465 sec): 3 clusters Score: Raw -19305.469057 + Penalty 583.323349 = -18722.145708 nChanged 5 SP:Iteration 5Q (119.534094 sec): 3 clusters Score: Raw -19308.168919 + Penalty 582.917892 = -18725.251027 nChanged 1 SP:Iteration 6Q (119.534700 sec): 3 clusters Score: Raw -19308.526414 + Penalty 582.917892 = -18725.608522 nChanged 0 SP:Iteration 7F (119.535335 sec): 3 clusters Score: Raw -19308.526414 + Penalty 582.917892 = -18725.608522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 106 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.536297 sec): 2 clusters Score: Raw -3266.464399 + Penalty 401.433274 = -2865.031125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.536573 sec): 3 clusters Score: Raw -3318.608774 + Penalty 800.414817 = -2518.193957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 109 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.537436 sec): 2 clusters Score: Raw -2105.897920 + Penalty 279.913371 = -1825.984549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.537689 sec): 3 clusters Score: Raw -2174.495136 + Penalty 560.371105 = -1614.124031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 110 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.538487 sec): 2 clusters Score: Raw -981.260240 + Penalty 238.676597 = -742.583643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.538716 sec): 3 clusters Score: Raw -1011.429824 + Penalty 477.323857 = -534.105967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.539494 sec): 2 clusters Score: Raw -908.193183 + Penalty 220.138419 = -688.054764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.539720 sec): 3 clusters Score: Raw -926.071729 + Penalty 425.632161 = -500.439568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 115 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.540529 sec): 2 clusters Score: Raw -2062.197419 + Penalty 331.166463 = -1731.030955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.540781 sec): 3 clusters Score: Raw -2123.835668 + Penalty 662.728185 = -1461.107483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.541560 sec): 2 clusters Score: Raw -1004.588431 + Penalty 156.168055 = -848.420376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.541789 sec): 3 clusters Score: Raw -1017.444004 + Penalty 292.277970 = -725.166033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.542553 sec): 2 clusters Score: Raw -554.385668 + Penalty 165.187956 = -389.197712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.542776 sec): 3 clusters Score: Raw -554.171926 + Penalty 344.875998 = -209.295928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 120 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.543714 sec): 2 clusters Score: Raw -6256.913703 + Penalty 427.868662 = -5829.045041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.544047 sec): 3 clusters Score: Raw -6297.910194 + Penalty 854.883315 = -5443.026879 nChanged 3 SP:Iteration 1Q (119.544364 sec): 3 clusters Score: Raw -6304.007368 + Penalty 854.883315 = -5449.124053 nChanged 0 SP:Iteration 2F (119.544693 sec): 3 clusters Score: Raw -6304.007368 + Penalty 854.883315 = -5449.124053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.545512 sec): 2 clusters Score: Raw -1322.606640 + Penalty 258.806820 = -1063.799820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.545749 sec): 3 clusters Score: Raw -1350.347657 + Penalty 521.029549 = -829.318108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 123 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.546558 sec): 2 clusters Score: Raw -2147.706755 + Penalty 304.947329 = -1842.759426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.546809 sec): 3 clusters Score: Raw -2180.383142 + Penalty 605.885346 = -1574.497796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 128 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.547628 sec): 2 clusters Score: Raw -1718.326170 + Penalty 299.101496 = -1419.224674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.547872 sec): 3 clusters Score: Raw -1743.482469 + Penalty 594.556148 = -1148.926321 nChanged 1 SP:Iteration 1F (119.548110 sec): 3 clusters Score: Raw -1746.980789 + Penalty 594.556148 = -1152.424641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.548890 sec): 2 clusters Score: Raw -929.119607 + Penalty 239.193800 = -689.925807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.549121 sec): 3 clusters Score: Raw -939.678064 + Penalty 493.734350 = -445.943715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 130 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.549940 sec): 2 clusters Score: Raw -1377.056927 + Penalty 256.997554 = -1120.059372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.550178 sec): 3 clusters Score: Raw -1411.069072 + Penalty 519.885126 = -891.183945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 133 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.550963 sec): 2 clusters Score: Raw -1065.363290 + Penalty 192.688624 = -872.674666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.551192 sec): 3 clusters Score: Raw -1073.733676 + Penalty 380.603070 = -693.130606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.551961 sec): 2 clusters Score: Raw -773.597649 + Penalty 205.935528 = -567.662121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.552182 sec): 3 clusters Score: Raw -769.030239 + Penalty 411.871056 = -357.159183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.552943 sec): 2 clusters Score: Raw -382.302685 + Penalty 133.474701 = -248.827985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.553140 sec): 2 clusters Score: Raw -382.302685 + Penalty 133.474701 = -248.827985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.553911 sec): 2 clusters Score: Raw -779.832128 + Penalty 163.286795 = -616.545333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.554137 sec): 3 clusters Score: Raw -800.657028 + Penalty 334.143472 = -466.513556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.554907 sec): 2 clusters Score: Raw -842.787674 + Penalty 225.039701 = -617.747973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.555132 sec): 3 clusters Score: Raw -845.745179 + Penalty 451.366966 = -394.378212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.555898 sec): 2 clusters Score: Raw -716.146636 + Penalty 157.558057 = -558.588579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.556119 sec): 3 clusters Score: Raw -723.534845 + Penalty 315.116115 = -408.418731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 144 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.556905 sec): 2 clusters Score: Raw -1370.931778 + Penalty 295.387187 = -1075.544591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.557161 sec): 3 clusters Score: Raw -1411.292828 + Penalty 591.482028 = -819.810800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.557925 sec): 2 clusters Score: Raw -458.255073 + Penalty 134.286130 = -323.968943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.558124 sec): 2 clusters Score: Raw -458.255073 + Penalty 134.286130 = -323.968943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.558898 sec): 2 clusters Score: Raw -1018.845328 + Penalty 258.253279 = -760.592049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.559127 sec): 3 clusters Score: Raw -1035.940733 + Penalty 535.203122 = -500.737612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.559890 sec): 2 clusters Score: Raw -473.245337 + Penalty 141.948054 = -331.297283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.560106 sec): 3 clusters Score: Raw -464.616824 + Penalty 286.258678 = -178.358147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.560863 sec): 2 clusters Score: Raw -368.358320 + Penalty 123.157130 = -245.201189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.561075 sec): 3 clusters Score: Raw -365.154967 + Penalty 246.314261 = -118.840707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 164 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.561837 sec): 2 clusters Score: Raw -733.991951 + Penalty 233.069639 = -500.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.562059 sec): 3 clusters Score: Raw -758.161785 + Penalty 466.139278 = -292.022506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 165 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.562834 sec): 2 clusters Score: Raw -908.914358 + Penalty 231.053344 = -677.861014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.563061 sec): 3 clusters Score: Raw -927.766018 + Penalty 478.985117 = -448.780901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 168 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.563832 sec): 2 clusters Score: Raw -832.789229 + Penalty 186.808155 = -645.981074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.564051 sec): 3 clusters Score: Raw -826.665722 + Penalty 399.430468 = -427.235255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.564812 sec): 2 clusters Score: Raw -286.877597 + Penalty 109.489995 = -177.387603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.565028 sec): 3 clusters Score: Raw -278.529690 + Penalty 218.793402 = -59.736289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.565845 sec): 2 clusters Score: Raw -709.109253 + Penalty 141.144003 = -567.965250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.566065 sec): 3 clusters Score: Raw -728.045475 + Penalty 282.288006 = -445.757469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 184 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.567320 sec): 2 clusters Score: Raw -14928.692763 + Penalty 178.448834 = -14750.243929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.567892 sec): 3 clusters Score: Raw -14851.414021 + Penalty 382.529622 = -14468.884399 nChanged 54 SP:Iteration 1F (119.568432 sec): 3 clusters Score: Raw -14922.784694 + Penalty 386.445745 = -14536.338949 nChanged 16 SP:Iteration 2F (119.568970 sec): 3 clusters Score: Raw -14945.914451 + Penalty 388.509835 = -14557.404617 nChanged 7 SP:Iteration 3Q (119.569496 sec): 3 clusters Score: Raw -14958.964553 + Penalty 384.990618 = -14573.973935 nChanged 6 SP:Iteration 4Q (119.570017 sec): 3 clusters Score: Raw -14968.811128 + Penalty 381.928503 = -14586.882626 nChanged 3 SP:Iteration 5Q (119.570533 sec): 3 clusters Score: Raw -14976.824566 + Penalty 380.924401 = -14595.900165 nChanged 2 SP:Iteration 6Q (119.571048 sec): 3 clusters Score: Raw -14984.863315 + Penalty 378.612533 = -14606.250781 nChanged 3 SP:Iteration 7Q (119.571557 sec): 3 clusters Score: Raw -14986.558659 + Penalty 380.426992 = -14606.131667 nChanged 1 SP:Iteration 8F (119.572093 sec): 3 clusters Score: Raw -14988.024937 + Penalty 380.426992 = -14607.597945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.572925 sec): 2 clusters Score: Raw -170.696966 + Penalty 19.101535 = -151.595431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.573125 sec): 2 clusters Score: Raw -170.696966 + Penalty 19.101535 = -151.595431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 202 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.573895 sec): 2 clusters Score: Raw -556.857752 + Penalty 159.600166 = -397.257585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.574113 sec): 3 clusters Score: Raw -556.379580 + Penalty 290.263796 = -266.115783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 208 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.574865 sec): 2 clusters Score: Raw -182.626083 + Penalty 52.524064 = -130.102018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.575072 sec): 3 clusters Score: Raw -176.833928 + Penalty 105.048129 = -71.785799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.575835 sec): 2 clusters Score: Raw -551.890494 + Penalty 176.056752 = -375.833742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.576057 sec): 3 clusters Score: Raw -556.450208 + Penalty 349.240190 = -207.210018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 224 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.576859 sec): 2 clusters Score: Raw -89.987888 + Penalty 0.000000 = -89.987888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.577050 sec): 2 clusters Score: Raw -89.987888 + Penalty 0.000000 = -89.987888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 231 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.577926 sec): 2 clusters Score: Raw -2423.102295 + Penalty 99.248997 = -2323.853298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.578189 sec): 3 clusters Score: Raw -2433.875006 + Penalty 194.607249 = -2239.267757 nChanged 3 SP:Iteration 1F (119.578444 sec): 3 clusters Score: Raw -2441.389578 + Penalty 198.497994 = -2242.891584 nChanged 1 SP:Iteration 2Q (119.578696 sec): 3 clusters Score: Raw -2442.536670 + Penalty 198.497994 = -2244.038676 nChanged 0 SP:Iteration 3F (119.578950 sec): 3 clusters Score: Raw -2442.536670 + Penalty 198.497994 = -2244.038676 nChanged 0 Deleting Class 47 (16 points): Lose 109.044919 but Gain 1169.077403 Iteration 119Q (120.090122 sec): 118 clusters Score: Raw -3847907.746473 + Penalty 107351.355129 = -3740556.391344 nChanged 554 Deleting Class 150 (11 points): Lose 106.661297 but Gain 1156.921414 Iteration 120F (122.661076 sec): 117 clusters Score: Raw -3848021.373100 + Penalty 106209.027721 = -3741812.345379 nChanged 442 Deleting Class 43 (7 points): Lose 56.809169 but Gain 1098.815194 Iteration 121Q (122.951712 sec): 116 clusters Score: Raw -3848084.701759 + Penalty 105151.631528 = -3742933.070231 nChanged 263 Deleting Class 224 (1 points): Lose 1.796850 but Gain 1040.882774 Iteration 122Q (123.227466 sec): 115 clusters Score: Raw -3848155.648554 + Penalty 104119.377480 = -3744036.271074 nChanged 196 Deleting Class 82 (9 points): Lose 51.175661 but Gain 1116.380572 Iteration 123Q (123.494674 sec): 114 clusters Score: Raw -3848138.781626 + Penalty 103038.956003 = -3745099.825623 nChanged 162 Deleting Class 129 (10 points): Lose 77.198849 but Gain 1115.892751 Iteration 124Q (123.758807 sec): 113 clusters Score: Raw -3848105.388516 + Penalty 101932.697572 = -3746172.690944 nChanged 129 Deleting Class 144 (15 points): Lose 133.061650 but Gain 1171.718182 Iteration 125Q (124.022033 sec): 112 clusters Score: Raw -3848014.268468 + Penalty 101055.827141 = -3746958.441327 nChanged 128 Deleting Class 142 (9 points): Lose 62.269576 but Gain 1100.203243 Iteration 126Q (124.280610 sec): 111 clusters Score: Raw -3848041.594575 + Penalty 100020.475998 = -3748021.118577 nChanged 104 Deleting Class 58 (24 points): Lose 87.415268 but Gain 1118.545719 Iteration 127Q (124.538994 sec): 110 clusters Score: Raw -3847991.148080 + Penalty 98929.358221 = -3749061.789859 nChanged 105 Deleting Class 93 (6 points): Lose 28.751520 but Gain 1053.850776 Iteration 128Q (124.793848 sec): 109 clusters Score: Raw -3848004.031043 + Penalty 97911.165576 = -3750092.865467 nChanged 83 Deleting Class 63 (11 points): Lose 48.296819 but Gain 1067.090312 Iteration 129Q (125.046210 sec): 108 clusters Score: Raw -3847975.752909 + Penalty 96888.244331 = -3751087.508578 nChanged 80 Deleting Class 57 (10 points): Lose 73.389549 but Gain 1090.597219 Iteration 130F (127.406189 sec): 107 clusters Score: Raw -3847938.510654 + Penalty 95868.984158 = -3752069.526496 nChanged 67 Deleting Class 25 (18 points): Lose 95.753295 but Gain 1110.454442 Iteration 131Q (127.656945 sec): 106 clusters Score: Raw -3847884.096244 + Penalty 94838.626607 = -3753045.469637 nChanged 62 Deleting Class 128 (21 points): Lose 118.413395 but Gain 1163.171149 Iteration 132Q (127.905002 sec): 105 clusters Score: Raw -3847820.823436 + Penalty 93732.910129 = -3754087.913307 nChanged 63 Deleting Class 138 (8 points): Lose 49.423507 but Gain 1063.831362 Iteration 133Q (128.151144 sec): 104 clusters Score: Raw -3847821.593541 + Penalty 92699.429901 = -3755122.163640 nChanged 58 Deleting Class 106 (36 points): Lose 191.608073 but Gain 1203.349803 Iteration 134Q (128.396769 sec): 103 clusters Score: Raw -3847657.802446 + Penalty 91606.288365 = -3756051.514081 nChanged 75 Deleting Class 174 (3 points): Lose 61.349809 but Gain 1070.577742 Iteration 135Q (128.641038 sec): 102 clusters Score: Raw -3847701.124260 + Penalty 90552.145423 = -3757148.978837 nChanged 52 Deleting Class 165 (10 points): Lose 69.243928 but Gain 1077.915699 Iteration 136Q (128.883379 sec): 101 clusters Score: Raw -3847663.254219 + Penalty 89478.639119 = -3758184.615100 nChanged 45 Deleting Class 115 (23 points): Lose 131.872014 but Gain 1134.562887 Iteration 137Q (129.127253 sec): 100 clusters Score: Raw -3847551.075748 + Penalty 88354.665660 = -3759196.410087 nChanged 59 Deleting Class 66 (115 points): Lose 313.540820 but Gain 1309.404602 Iteration 138Q (129.366552 sec): 99 clusters Score: Raw -3847288.183452 + Penalty 87180.752532 = -3760107.430921 nChanged 157 Deleting Class 2 (39 points): Lose 135.422251 but Gain 1145.460199 Iteration 139Q (129.611761 sec): 98 clusters Score: Raw -3847355.559978 + Penalty 86070.572046 = -3761284.987933 nChanged 97 Deleting Class 16 (19 points): Lose 98.707105 but Gain 1094.339162 Iteration 140F (131.760455 sec): 97 clusters Score: Raw -3847328.715847 + Penalty 85008.408295 = -3762320.307552 nChanged 68 Deleting Class 140 (4 points): Lose 39.656588 but Gain 1034.264758 Iteration 141Q (131.998805 sec): 96 clusters Score: Raw -3847337.983261 + Penalty 83979.049037 = -3763358.934224 nChanged 45 Deleting Class 222 (6 points): Lose 63.002823 but Gain 1055.507210 Iteration 142Q (132.233449 sec): 95 clusters Score: Raw -3847295.858021 + Penalty 83020.102390 = -3764275.755632 nChanged 43 Deleting Class 110 (11 points): Lose 79.978235 but Gain 1069.221920 Iteration 143Q (132.468073 sec): 94 clusters Score: Raw -3847246.126345 + Penalty 81948.105875 = -3765298.020470 nChanged 45 Deleting Class 113 (10 points): Lose 40.787502 but Gain 1026.995123 Iteration 144Q (132.708240 sec): 93 clusters Score: Raw -3847236.080793 + Penalty 80922.790146 = -3766313.290648 nChanged 39 Deleting Class 119 (6 points): Lose 20.785494 but Gain 990.345881 Iteration 145Q (132.949116 sec): 92 clusters Score: Raw -3847230.479527 + Penalty 79936.007113 = -3767294.472413 nChanged 26 Deleting Class 164 (8 points): Lose 234.443139 but Gain 1204.002020 Iteration 146Q (133.186561 sec): 91 clusters Score: Raw -3847005.597050 + Penalty 78723.583897 = -3768282.013152 nChanged 28 Deleting Class 74 (40 points): Lose 120.459053 but Gain 1078.220354 Iteration 147Q (133.428807 sec): 90 clusters Score: Raw -3846900.683083 + Penalty 77710.116548 = -3769190.566535 nChanged 58 Deleting Class 122 (18 points): Lose 100.567493 but Gain 1055.907603 Iteration 148Q (133.656333 sec): 89 clusters Score: Raw -3846858.884259 + Penalty 76681.578400 = -3770177.305859 nChanged 38 Deleting Class 130 (15 points): Lose 74.410828 but Gain 1019.437270 Iteration 149Q (133.882827 sec): 88 clusters Score: Raw -3846825.560613 + Penalty 75691.546922 = -3771134.013691 nChanged 34 Deleting Class 123 (23 points): Lose 100.559031 but Gain 1044.737196 Iteration 150F (135.804365 sec): 87 clusters Score: Raw -3846760.750535 + Penalty 74657.375412 = -3772103.375123 nChanged 44 Deleting Class 208 (3 points): Lose 13.892790 but Gain 955.307926 Iteration 151Q (136.032964 sec): 86 clusters Score: Raw -3846784.550208 + Penalty 73710.563629 = -3773073.986579 nChanged 25 Deleting Class 151 (5 points): Lose 8.618135 but Gain 947.421950 Iteration 152Q (136.257434 sec): 85 clusters Score: Raw -3846784.278562 + Penalty 72763.562912 = -3774020.715650 nChanged 15 Deleting Class 29 (18 points): Lose 94.524625 but Gain 1025.301001 Iteration 153Q (136.480509 sec): 84 clusters Score: Raw -3846698.015476 + Penalty 71753.192361 = -3774944.823114 nChanged 30 Deleting Class 56 (32 points): Lose 174.674656 but Gain 1103.045248 Iteration 154Q (136.703569 sec): 83 clusters Score: Raw -3846555.972670 + Penalty 70695.768256 = -3775860.204413 nChanged 41 Deleting Class 202 (6 points): Lose 28.624587 but Gain 956.845589 Iteration 155Q (136.922200 sec): 82 clusters Score: Raw -3846596.640503 + Penalty 69750.082034 = -3776846.558469 nChanged 17 Deleting Class 62 (7 points): Lose 24.712949 but Gain 952.336232 Iteration 156Q (137.139667 sec): 81 clusters Score: Raw -3846589.869646 + Penalty 68805.378778 = -3777784.490867 nChanged 12 Deleting Class 120 (66 points): Lose 193.552330 but Gain 1097.034968 Iteration 157Q (137.360032 sec): 80 clusters Score: Raw -3846409.715977 + Penalty 67733.234614 = -3778676.481363 nChanged 73 Deleting Class 100 (6 points): Lose 34.608888 but Gain 936.607404 Iteration 158Q (137.580333 sec): 79 clusters Score: Raw -3846478.647849 + Penalty 66797.588759 = -3779681.059091 nChanged 22 Deleting Class 98 (15 points): Lose 64.496341 but Gain 971.018955 Iteration 159Q (137.793952 sec): 78 clusters Score: Raw -3846435.200942 + Penalty 65887.884326 = -3780547.316617 nChanged 32 Deleting Class 37 (143 points): Lose 685.437057 but Gain 1578.852730 Iteration 160F (139.506829 sec): 77 clusters Score: Raw -3845787.247025 + Penalty 64409.612894 = -3781377.634131 nChanged 161 Deleting Class 168 (10 points): Lose 63.945545 but Gain 935.167451 Iteration 161Q (139.724260 sec): 76 clusters Score: Raw -3846059.890954 + Penalty 63511.660115 = -3782548.230840 nChanged 54 Deleting Class 71 (24 points): Lose 162.799335 but Gain 1021.185982 Iteration 162Q (139.936488 sec): 75 clusters Score: Raw -3845979.490382 + Penalty 62468.297416 = -3783511.192966 nChanged 62 Deleting Class 88 (9 points): Lose 38.043055 but Gain 896.025095 Iteration 163Q (140.149755 sec): 74 clusters Score: Raw -3846043.286835 + Penalty 61585.416706 = -3784457.870130 nChanged 48 Deleting Class 162 (4 points): Lose 102.549191 but Gain 954.316278 Iteration 164Q (140.359508 sec): 73 clusters Score: Raw -3845982.728720 + Penalty 60592.051445 = -3785390.677275 nChanged 32 Deleting Class 73 (23 points): Lose 123.398056 but Gain 968.191039 Iteration 165Q (140.568675 sec): 72 clusters Score: Raw -3845887.675466 + Penalty 59677.173223 = -3786210.502243 nChanged 41 Deleting Class 91 (4 points): Lose 11.234038 but Gain 852.030040 Iteration 166Q (140.774483 sec): 71 clusters Score: Raw -3845942.877715 + Penalty 58846.578806 = -3787096.298909 nChanged 25 Deleting Class 133 (13 points): Lose 42.136778 but Gain 870.560771 Iteration 167Q (140.980662 sec): 70 clusters Score: Raw -3845925.910693 + Penalty 57998.959593 = -3787926.951100 nChanged 24 Deleting Class 92 (8 points): Lose 26.828322 but Gain 839.061141 Iteration 168Q (141.187136 sec): 69 clusters Score: Raw -3845927.113422 + Penalty 57166.268186 = -3788760.845236 nChanged 16 Deleting Class 141 (12 points): Lose 85.832060 but Gain 896.514844 Iteration 169Q (141.390160 sec): 68 clusters Score: Raw -3845856.659519 + Penalty 56260.057297 = -3789596.602222 nChanged 18 Deleting Class 78 (12 points): Lose 40.761443 but Gain 846.586412 Iteration 170F (142.876994 sec): 67 clusters Score: Raw -3845849.321400 + Penalty 55405.539186 = -3790443.782214 nChanged 19 Deleting Class 67 (60 points): Lose 155.274547 but Gain 954.583241 Iteration 171Q (143.078486 sec): 66 clusters Score: Raw -3845716.988696 + Penalty 54459.260921 = -3791257.727775 nChanged 66 Deleting Class 38 (141 points): Lose 489.583187 but Gain 1285.206464 Iteration 172Q (143.282035 sec): 65 clusters Score: Raw -3845307.369440 + Penalty 53251.082846 = -3792056.286594 nChanged 156 Deleting Class 94 (7 points): Lose 55.564160 but Gain 850.490477 Iteration 173Q (143.485632 sec): 64 clusters Score: Raw -3845477.713101 + Penalty 52417.732079 = -3793059.981022 nChanged 49 Deleting Class 87 (57 points): Lose 279.549009 but Gain 1072.392443 Iteration 174Q (143.683613 sec): 63 clusters Score: Raw -3845228.494596 + Penalty 51369.937603 = -3793858.556993 nChanged 85 Deleting Class 145 (6 points): Lose 47.725613 but Gain 838.126319 Iteration 175Q (143.883096 sec): 62 clusters Score: Raw -3845323.492323 + Penalty 50552.268639 = -3794771.223685 nChanged 34 Deleting Class 101 (4 points): Lose 32.467851 but Gain 820.668148 Iteration 176Q (144.078101 sec): 61 clusters Score: Raw -3845332.155209 + Penalty 49738.117362 = -3795594.037846 nChanged 23 Deleting Class 143 (8 points): Lose 28.082703 but Gain 813.920766 Iteration 177Q (144.270604 sec): 60 clusters Score: Raw -3845327.859182 + Penalty 48940.347369 = -3796387.511812 nChanged 25 Deleting Class 109 (23 points): Lose 187.547158 but Gain 954.297026 Iteration 178Q (144.462437 sec): 59 clusters Score: Raw -3845174.542621 + Penalty 47981.537885 = -3797193.004735 nChanged 39 Deleting Class 99 (11 points): Lose 62.157752 but Gain 825.724826 Iteration 179Q (144.654605 sec): 58 clusters Score: Raw -3845171.195362 + Penalty 47226.416844 = -3797944.778517 nChanged 36 Deleting Class 35 (40 points): Lose 131.660502 but Gain 879.713753 Iteration 180F (145.922858 sec): 57 clusters Score: Raw -3845086.871967 + Penalty 46368.111548 = -3798718.760419 nChanged 63 Deleting Class 8 (171 points): Lose 368.980793 but Gain 1115.479389 Iteration 181Q (146.120025 sec): 56 clusters Score: Raw -3844798.292864 + Penalty 45317.051536 = -3799481.241328 nChanged 215 Deleting Class 95 (28 points): Lose 182.024945 but Gain 909.845427 Iteration 182Q (146.318701 sec): 55 clusters Score: Raw -3844882.562002 + Penalty 44423.751454 = -3800458.810547 nChanged 94 Deleting Class 20 (108 points): Lose 298.571813 but Gain 996.328960 Iteration 183Q (146.511812 sec): 54 clusters Score: Raw -3844656.826459 + Penalty 43455.391019 = -3801201.435440 nChanged 157 Deleting Class 60 (64 points): Lose 353.969407 but Gain 1027.088816 Iteration 184Q (146.699582 sec): 53 clusters Score: Raw -3844484.702776 + Penalty 42469.932789 = -3802014.769987 nChanged 134 Deleting Class 178 (8 points): Lose 60.075421 but Gain 729.128278 Iteration 185Q (146.885905 sec): 52 clusters Score: Raw -3844578.909877 + Penalty 41742.807462 = -3802836.102415 nChanged 68 Deleting Class 117 (15 points): Lose 152.204629 but Gain 795.878546 Iteration 186Q (147.075016 sec): 51 clusters Score: Raw -3844459.611573 + Penalty 40953.090567 = -3803506.521006 nChanged 56 Deleting Class 84 (54 points): Lose 366.245990 but Gain 1001.398257 Iteration 187Q (147.256418 sec): 50 clusters Score: Raw -3844141.809552 + Penalty 39978.277865 = -3804163.531687 nChanged 93 Deleting Class 86 (15 points): Lose 958.905128 but Gain 1566.492715 Iteration 188Q (147.439301 sec): 49 clusters Score: Raw -3843346.675489 + Penalty 38464.939589 = -3804881.735900 nChanged 81 Deleting Class 15 (264 points): Lose 721.886571 but Gain 1301.683939 Iteration 189Q (147.618114 sec): 48 clusters Score: Raw -3842692.219421 + Penalty 37264.136229 = -3805428.083192 nChanged 317 Deleting Class 80 (15 points): Lose 233.604180 but Gain 789.089971 Iteration 190F (148.673926 sec): 47 clusters Score: Raw -3842935.306602 + Penalty 36462.811358 = -3806472.495244 nChanged 116 Deleting Class 65 (59 points): Lose 195.293166 but Gain 726.298449 Iteration 191Q (148.851136 sec): 46 clusters Score: Raw -3842837.648366 + Penalty 35768.713901 = -3807068.934465 nChanged 130 Deleting Class 23 (132 points): Lose 145.107654 but Gain 619.781308 Iteration 192Q (149.027273 sec): 45 clusters Score: Raw -3842820.567129 + Penalty 35148.486769 = -3807672.080360 nChanged 195 Deleting Class 32 (313 points): Lose 846.176465 but Gain 1319.675450 Iteration 193Q (149.203936 sec): 44 clusters Score: Raw -3842149.265955 + Penalty 33994.195515 = -3808155.070440 nChanged 371 Deleting Class 61 (150 points): Lose 571.869401 but Gain 1032.594807 Iteration 194Q (149.381048 sec): 43 clusters Score: Raw -3842174.120336 + Penalty 33005.129718 = -3809168.990618 nChanged 247 Deleting Class 48 (58 points): Lose 187.532482 but Gain 587.423790 Iteration 195Q (149.555559 sec): 42 clusters Score: Raw -3842363.694032 + Penalty 32408.148079 = -3809955.545953 nChanged 146 Deleting Class 31 (279 points): Lose 1207.590010 but Gain 1615.823679 Iteration 196Q (149.728449 sec): 41 clusters Score: Raw -3841312.647031 + Penalty 31155.214862 = -3810157.432169 nChanged 335 Deleting Class 14 (102 points): Lose 440.590831 but Gain 832.981559 Iteration 197Q (149.905187 sec): 40 clusters Score: Raw -3841684.248425 + Penalty 30371.885842 = -3811312.362583 nChanged 196 Deleting Class 201 (2 points): Lose 28.299782 but Gain 296.026796 Iteration 198Q (150.074853 sec): 39 clusters Score: Raw -3841866.084767 + Penalty 30046.258390 = -3811819.826377 nChanged 66 Deleting Class 46 (199 points): Lose 1354.612336 but Gain 1504.247141 Iteration 199Q (150.243404 sec): 38 clusters Score: Raw -3840548.521493 + Penalty 28717.219618 = -3811831.301874 nChanged 230 Deleting Class 40 (14 points): Lose 708.159269 but Gain 820.138531 Iteration 200F (151.089824 sec): 37 clusters Score: Raw -3840414.035694 + Penalty 27784.883941 = -3812629.151752 nChanged 54 Deleting Class 231 (45 points): Lose 229.552754 but Gain 263.160995 Iteration 201Q (151.253713 sec): 36 clusters Score: Raw -3840413.503830 + Penalty 27473.929167 = -3812939.574664 nChanged 77 Deleting Class 11 (376 points): Lose 1058.722268 but Gain 1070.842199 Iteration 202Q (151.417806 sec): 35 clusters Score: Raw -3839481.179657 + Penalty 26488.185500 = -3812992.994157 nChanged 402 Iteration 203Q (151.587883 sec): 35 clusters Score: Raw -3840102.493337 + Penalty 26494.327436 = -3813608.165902 nChanged 109 Iteration 204Q (151.752917 sec): 35 clusters Score: Raw -3840151.162124 + Penalty 26497.135849 = -3813654.026274 nChanged 71 Iteration 205Q (151.916815 sec): 35 clusters Score: Raw -3840172.994596 + Penalty 26501.591711 = -3813671.402885 nChanged 42 Iteration 206Q (152.080464 sec): 35 clusters Score: Raw -3840184.746104 + Penalty 26500.140670 = -3813684.605434 nChanged 40 Iteration 207Q (152.245640 sec): 35 clusters Score: Raw -3840196.975852 + Penalty 26501.379962 = -3813695.595890 nChanged 23 Iteration 208Q (152.409646 sec): 35 clusters Score: Raw -3840207.400893 + Penalty 26499.763487 = -3813707.637406 nChanged 22 Iteration 209Q (152.573649 sec): 35 clusters Score: Raw -3840218.278807 + Penalty 26498.163914 = -3813720.114892 nChanged 26 Iteration 210F (153.353683 sec): 35 clusters Score: Raw -3840234.631144 + Penalty 26527.188613 = -3813707.442531 nChanged 16 Iteration 211F (154.133543 sec): 35 clusters Score: Raw -3840419.100873 + Penalty 26594.755084 = -3813824.345788 nChanged 13 Iteration 212Q (154.298650 sec): 35 clusters Score: Raw -3840534.099506 + Penalty 26596.043760 = -3813938.055746 nChanged 8 Iteration 213Q (154.460637 sec): 35 clusters Score: Raw -3840540.281222 + Penalty 26591.829916 = -3813948.451306 nChanged 9 Iteration 214Q (154.621070 sec): 35 clusters Score: Raw -3840564.370021 + Penalty 26590.053370 = -3813974.316650 nChanged 8 Iteration 215Q (154.781099 sec): 35 clusters Score: Raw -3840566.977419 + Penalty 26587.357940 = -3813979.619479 nChanged 8 Iteration 216Q (154.939912 sec): 35 clusters Score: Raw -3840569.295332 + Penalty 26588.539485 = -3813980.755847 nChanged 8 Iteration 217Q (155.098237 sec): 35 clusters Score: Raw -3840573.676936 + Penalty 26587.977485 = -3813985.699451 nChanged 5 Iteration 218Q (155.256544 sec): 35 clusters Score: Raw -3840574.964939 + Penalty 26585.698518 = -3813989.266421 nChanged 11 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3840574.964939 + Penalty 26585.698518 = -3813989.266421Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (2353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.417254 sec): 2 clusters Score: Raw -207849.624175 + Penalty 247.351370 = -207602.272805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.421625 sec): 3 clusters Score: Raw -206394.985326 + Penalty 492.056533 = -205902.928794 nChanged 1029 SP:Iteration 1F (155.426201 sec): 3 clusters Score: Raw -206939.043502 + Penalty 490.738686 = -206448.304816 nChanged 178 SP:Iteration 2F (155.430504 sec): 3 clusters Score: Raw -207037.297274 + Penalty 487.800960 = -206549.496313 nChanged 149 SP:Iteration 3F (155.434856 sec): 3 clusters Score: Raw -207198.478214 + Penalty 484.381501 = -206714.096713 nChanged 170 SP:Iteration 4F (155.439079 sec): 3 clusters Score: Raw -207357.276351 + Penalty 481.688506 = -206875.587845 nChanged 131 SP:Iteration 5F (155.443632 sec): 3 clusters Score: Raw -207440.914133 + Penalty 481.229278 = -206959.684855 nChanged 76 SP:Iteration 6Q (155.447889 sec): 3 clusters Score: Raw -207465.990375 + Penalty 481.862017 = -206984.128359 nChanged 49 SP:Iteration 7Q (155.452048 sec): 3 clusters Score: Raw -207481.532396 + Penalty 482.734637 = -206998.797759 nChanged 45 SP:Iteration 8Q (155.456165 sec): 3 clusters Score: Raw -207496.124505 + Penalty 483.356607 = -207012.767898 nChanged 38 SP:Iteration 9Q (155.460490 sec): 3 clusters Score: Raw -207507.796953 + Penalty 483.940044 = -207023.856910 nChanged 40 SP:Iteration 10F (155.465133 sec): 3 clusters Score: Raw -207522.467431 + Penalty 484.565226 = -207037.902205 nChanged 49 SP:Iteration 11Q (155.469284 sec): 3 clusters Score: Raw -207539.265753 + Penalty 484.873753 = -207054.392000 nChanged 35 SP:Iteration 12Q (155.473655 sec): 3 clusters Score: Raw -207550.444269 + Penalty 485.325578 = -207065.118691 nChanged 41 SP:Iteration 13Q (155.478194 sec): 3 clusters Score: Raw -207564.904412 + Penalty 485.989972 = -207078.914440 nChanged 42 SP:Iteration 14Q (155.482382 sec): 3 clusters Score: Raw -207574.629639 + Penalty 486.813669 = -207087.815969 nChanged 27 SP:Iteration 15Q (155.486587 sec): 3 clusters Score: Raw -207579.575907 + Penalty 487.473200 = -207092.102707 nChanged 30 SP:Iteration 16Q (155.491140 sec): 3 clusters Score: Raw -207586.596373 + Penalty 488.348023 = -207098.248350 nChanged 30 SP:Iteration 17Q (155.495389 sec): 3 clusters Score: Raw -207591.655008 + Penalty 489.206601 = -207102.448407 nChanged 21 SP:Iteration 18Q (155.499762 sec): 3 clusters Score: Raw -207596.836425 + Penalty 490.786024 = -207106.050401 nChanged 31 SP:Iteration 19Q (155.504057 sec): 3 clusters Score: Raw -207607.462491 + Penalty 492.828197 = -207114.634293 nChanged 36 SP:Iteration 20F (155.508652 sec): 3 clusters Score: Raw -207617.283357 + Penalty 494.825143 = -207122.458214 nChanged 31 SP:Iteration 21Q (155.512980 sec): 3 clusters Score: Raw -207627.359593 + Penalty 497.312996 = -207130.046596 nChanged 36 SP:Iteration 22Q (155.517127 sec): 3 clusters Score: Raw -207637.020256 + Penalty 499.197703 = -207137.822553 nChanged 27 SP:Iteration 23Q (155.521263 sec): 3 clusters Score: Raw -207643.294903 + Penalty 501.251316 = -207142.043586 nChanged 27 SP:Iteration 24Q (155.525557 sec): 3 clusters Score: Raw -207649.318273 + Penalty 502.977742 = -207146.340532 nChanged 26 SP:Iteration 25Q (155.529784 sec): 3 clusters Score: Raw -207652.812815 + Penalty 504.167504 = -207148.645311 nChanged 16 SP:Iteration 26Q (155.533917 sec): 3 clusters Score: Raw -207655.137545 + Penalty 505.995490 = -207149.142056 nChanged 23 SP:Iteration 27Q (155.538047 sec): 3 clusters Score: Raw -207658.805058 + Penalty 507.549580 = -207151.255479 nChanged 19 SP:Iteration 28Q (155.542412 sec): 3 clusters Score: Raw -207662.798996 + Penalty 509.089759 = -207153.709237 nChanged 18 SP:Iteration 29Q (155.546726 sec): 3 clusters Score: Raw -207668.757829 + Penalty 511.448496 = -207157.309332 nChanged 28 SP:Iteration 30F (155.550970 sec): 3 clusters Score: Raw -207679.061250 + Penalty 514.507204 = -207164.554046 nChanged 33 SP:Iteration 31Q (155.555159 sec): 3 clusters Score: Raw -207691.002149 + Penalty 517.791014 = -207173.211136 nChanged 37 SP:Iteration 32Q (155.559473 sec): 3 clusters Score: Raw -207703.329276 + Penalty 520.969270 = -207182.360007 nChanged 28 SP:Iteration 33Q (155.563695 sec): 3 clusters Score: Raw -207711.053889 + Penalty 523.896247 = -207187.157642 nChanged 28 SP:Iteration 34Q (155.567831 sec): 3 clusters Score: Raw -207718.324455 + Penalty 527.143439 = -207191.181016 nChanged 28 SP:Iteration 35Q (155.571954 sec): 3 clusters Score: Raw -207727.172364 + Penalty 530.106246 = -207197.066118 nChanged 28 SP:Iteration 36Q (155.576341 sec): 3 clusters Score: Raw -207735.623605 + Penalty 533.256268 = -207202.367337 nChanged 33 SP:Iteration 37Q (155.580653 sec): 3 clusters Score: Raw -207745.048025 + Penalty 536.662554 = -207208.385470 nChanged 31 SP:Iteration 38Q (155.584811 sec): 3 clusters Score: Raw -207753.608701 + Penalty 539.524916 = -207214.083785 nChanged 32 SP:Iteration 39Q (155.589060 sec): 3 clusters Score: Raw -207763.357634 + Penalty 540.935916 = -207222.421718 nChanged 34 SP:Iteration 40F (155.593304 sec): 3 clusters Score: Raw -207780.027202 + Penalty 542.684974 = -207237.342229 nChanged 41 SP:Iteration 41Q (155.597418 sec): 3 clusters Score: Raw -207799.662915 + Penalty 543.470948 = -207256.191967 nChanged 32 SP:Iteration 42Q (155.601545 sec): 3 clusters Score: Raw -207814.610846 + Penalty 547.593182 = -207267.017664 nChanged 32 SP:Iteration 43Q (155.605707 sec): 3 clusters Score: Raw -207829.213313 + Penalty 551.092434 = -207278.120879 nChanged 25 SP:Iteration 44Q (155.610139 sec): 3 clusters Score: Raw -207839.909759 + Penalty 552.293424 = -207287.616335 nChanged 22 SP:Iteration 45Q (155.614190 sec): 3 clusters Score: Raw -207849.571622 + Penalty 553.545632 = -207296.025991 nChanged 24 SP:Iteration 46Q (155.618196 sec): 3 clusters Score: Raw -207859.068584 + Penalty 555.962621 = -207303.105963 nChanged 22 SP:Iteration 47Q (155.622161 sec): 3 clusters Score: Raw -207864.676329 + Penalty 557.998129 = -207306.678200 nChanged 16 SP:Iteration 48Q (155.626193 sec): 3 clusters Score: Raw -207868.929510 + Penalty 561.236783 = -207307.692727 nChanged 22 SP:Iteration 49Q (155.630168 sec): 3 clusters Score: Raw -207876.008432 + Penalty 563.940387 = -207312.068045 nChanged 19 SP:Iteration 50F (155.634442 sec): 3 clusters Score: Raw -207882.759440 + Penalty 564.987470 = -207317.771971 nChanged 17 SP:Iteration 51Q (155.638329 sec): 3 clusters Score: Raw -207889.457827 + Penalty 566.051028 = -207323.406799 nChanged 23 SP:Iteration 52Q (155.642585 sec): 3 clusters Score: Raw -207901.385514 + Penalty 569.475360 = -207331.910155 nChanged 23 SP:Iteration 53Q (155.646414 sec): 3 clusters Score: Raw -207910.485967 + Penalty 568.412539 = -207342.073427 nChanged 16 SP:Iteration 54Q (155.650212 sec): 3 clusters Score: Raw -207915.066528 + Penalty 571.525313 = -207343.541215 nChanged 15 SP:Iteration 55Q (155.653988 sec): 3 clusters Score: Raw -207919.606561 + Penalty 573.756688 = -207345.849873 nChanged 11 SP:Iteration 56Q (155.657822 sec): 3 clusters Score: Raw -207922.518589 + Penalty 577.334025 = -207345.184564 nChanged 16 SP:Iteration 57F (155.662118 sec): 3 clusters Score: Raw -207927.317701 + Penalty 578.480800 = -207348.836902 nChanged 13 SP:Iteration 58Q (155.665848 sec): 3 clusters Score: Raw -207930.918222 + Penalty 579.000352 = -207351.917870 nChanged 9 SP:Iteration 59Q (155.669564 sec): 3 clusters Score: Raw -207933.272645 + Penalty 579.432148 = -207353.840497 nChanged 7 SP:Iteration 60F (155.673917 sec): 3 clusters Score: Raw -207934.148805 + Penalty 580.070874 = -207354.077931 nChanged 3 SP:Iteration 61Q (155.677878 sec): 3 clusters Score: Raw -207934.396844 + Penalty 580.867465 = -207353.529379 nChanged 2 SP:Iteration 62F (155.682165 sec): 3 clusters Score: Raw -207934.593340 + Penalty 580.861025 = -207353.732315 nChanged 2 SP:Iteration 63Q (155.685913 sec): 3 clusters Score: Raw -207934.678538 + Penalty 580.861025 = -207353.817513 nChanged 0 SP:Iteration 64F (155.690163 sec): 3 clusters Score: Raw -207934.678538 + Penalty 580.861025 = -207353.817513 nChanged 0 Memory request: 0.10 GB would take us to total of 0.52 GB. Trying to split cluster 3 (20772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.784426 sec): 2 clusters Score: Raw -1751663.707509 + Penalty 283.658699 = -1751380.048811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.823881 sec): 3 clusters Score: Raw -1737635.408799 + Penalty 603.342447 = -1737032.066352 nChanged 9966 SP:Iteration 1F (155.863828 sec): 3 clusters Score: Raw -1745519.201757 + Penalty 632.879082 = -1744886.322675 nChanged 2543 SP:Iteration 2F (155.902594 sec): 3 clusters Score: Raw -1747730.778675 + Penalty 657.468340 = -1747073.310335 nChanged 1371 SP:Iteration 3F (155.941949 sec): 3 clusters Score: Raw -1748847.798549 + Penalty 692.005596 = -1748155.792953 nChanged 1250 SP:Iteration 4F (155.981001 sec): 3 clusters Score: Raw -1750079.050217 + Penalty 743.663786 = -1749335.386431 nChanged 942 SP:Iteration 5Q (156.017636 sec): 3 clusters Score: Raw -1751098.182087 + Penalty 812.765701 = -1750285.416386 nChanged 412 SP:Iteration 6Q (156.052250 sec): 3 clusters Score: Raw -1751536.532910 + Penalty 872.650074 = -1750663.882836 nChanged 134 SP:Iteration 7Q (156.084343 sec): 3 clusters Score: Raw -1751662.952920 + Penalty 913.880640 = -1750749.072280 nChanged 59 SP:Iteration 8Q (156.115158 sec): 3 clusters Score: Raw -1751716.762412 + Penalty 927.610385 = -1750789.152027 nChanged 24 SP:Iteration 9Q (156.146652 sec): 3 clusters Score: Raw -1751751.993341 + Penalty 949.678218 = -1750802.315122 nChanged 9 SP:Iteration 10F (156.185321 sec): 3 clusters Score: Raw -1751765.018843 + Penalty 951.896463 = -1750813.122380 nChanged 7 SP:Iteration 11Q (156.216069 sec): 3 clusters Score: Raw -1751769.920914 + Penalty 953.230365 = -1750816.690550 nChanged 4 SP:Iteration 12Q (156.246445 sec): 3 clusters Score: Raw -1751774.928414 + Penalty 956.191073 = -1750818.737342 nChanged 1 SP:Iteration 13Q (156.276563 sec): 3 clusters Score: Raw -1751775.598707 + Penalty 953.510447 = -1750822.088260 nChanged 1 SP:Iteration 14Q (156.306913 sec): 3 clusters Score: Raw -1751775.762464 + Penalty 953.510447 = -1750822.252017 nChanged 0 SP:Iteration 15F (156.346278 sec): 3 clusters Score: Raw -1751775.762464 + Penalty 953.510447 = -1750822.252017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 4 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.365311 sec): 2 clusters Score: Raw -123880.236330 + Penalty 366.586645 = -123513.649685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.368010 sec): 3 clusters Score: Raw -123096.977703 + Penalty 732.738226 = -122364.239477 nChanged 573 SP:Iteration 1F (156.370694 sec): 3 clusters Score: Raw -123609.166050 + Penalty 733.394883 = -122875.771167 nChanged 159 SP:Iteration 2F (156.373414 sec): 3 clusters Score: Raw -123744.158516 + Penalty 734.150111 = -123010.008405 nChanged 77 SP:Iteration 3F (156.376239 sec): 3 clusters Score: Raw -123789.364112 + Penalty 735.514264 = -123053.849848 nChanged 49 SP:Iteration 4Q (156.379010 sec): 3 clusters Score: Raw -123816.403539 + Penalty 736.367240 = -123080.036299 nChanged 41 SP:Iteration 5Q (156.381591 sec): 3 clusters Score: Raw -123838.524285 + Penalty 737.288670 = -123101.235615 nChanged 35 SP:Iteration 6Q (156.384112 sec): 3 clusters Score: Raw -123857.626390 + Penalty 738.538839 = -123119.087550 nChanged 26 SP:Iteration 7Q (156.386616 sec): 3 clusters Score: Raw -123865.884784 + Penalty 739.453524 = -123126.431260 nChanged 21 SP:Iteration 8Q (156.389115 sec): 3 clusters Score: Raw -123873.577295 + Penalty 740.424434 = -123133.152861 nChanged 12 SP:Iteration 9Q (156.391616 sec): 3 clusters Score: Raw -123877.241498 + Penalty 740.647239 = -123136.594259 nChanged 9 SP:Iteration 10F (156.394250 sec): 3 clusters Score: Raw -123879.308093 + Penalty 741.127499 = -123138.180594 nChanged 6 SP:Iteration 11Q (156.396794 sec): 3 clusters Score: Raw -123881.712820 + Penalty 741.355426 = -123140.357394 nChanged 5 SP:Iteration 12Q (156.399351 sec): 3 clusters Score: Raw -123882.995479 + Penalty 741.875945 = -123141.119533 nChanged 7 SP:Iteration 13Q (156.401854 sec): 3 clusters Score: Raw -123884.606790 + Penalty 742.426310 = -123142.180480 nChanged 7 SP:Iteration 14Q (156.404319 sec): 3 clusters Score: Raw -123886.367071 + Penalty 742.514844 = -123143.852227 nChanged 1 SP:Iteration 15Q (156.406781 sec): 3 clusters Score: Raw -123886.585700 + Penalty 742.480325 = -123144.105375 nChanged 2 SP:Iteration 16Q (156.409389 sec): 3 clusters Score: Raw -123886.709809 + Penalty 742.480325 = -123144.229484 nChanged 0 SP:Iteration 17F (156.412242 sec): 3 clusters Score: Raw -123886.709809 + Penalty 742.480325 = -123144.229484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 5 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.415742 sec): 2 clusters Score: Raw -49638.883033 + Penalty 134.760209 = -49504.122824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.417044 sec): 3 clusters Score: Raw -49301.384990 + Penalty 253.896532 = -49047.488458 nChanged 230 SP:Iteration 1F (156.418315 sec): 3 clusters Score: Raw -49454.560690 + Penalty 240.549473 = -49214.011217 nChanged 76 SP:Iteration 2F (156.419646 sec): 3 clusters Score: Raw -49543.149807 + Penalty 233.036088 = -49310.113718 nChanged 42 SP:Iteration 3F (156.420948 sec): 3 clusters Score: Raw -49598.353961 + Penalty 235.780510 = -49362.573451 nChanged 12 SP:Iteration 4Q (156.422157 sec): 3 clusters Score: Raw -49606.969355 + Penalty 234.670879 = -49372.298475 nChanged 4 SP:Iteration 5Q (156.423338 sec): 3 clusters Score: Raw -49609.020382 + Penalty 233.376794 = -49375.643588 nChanged 4 SP:Iteration 6Q (156.424506 sec): 3 clusters Score: Raw -49609.879241 + Penalty 233.400177 = -49376.479065 nChanged 4 SP:Iteration 7Q (156.425670 sec): 3 clusters Score: Raw -49610.441761 + Penalty 234.070555 = -49376.371206 nChanged 1 SP:Iteration 8F (156.427020 sec): 3 clusters Score: Raw -49610.790913 + Penalty 234.070555 = -49376.720358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 6 (1853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.437066 sec): 2 clusters Score: Raw -170165.090420 + Penalty 383.418359 = -169781.672062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.440697 sec): 3 clusters Score: Raw -169052.156201 + Penalty 788.148179 = -168264.008022 nChanged 798 SP:Iteration 1F (156.444649 sec): 3 clusters Score: Raw -169937.715996 + Penalty 813.846711 = -169123.869285 nChanged 231 SP:Iteration 2F (156.448480 sec): 3 clusters Score: Raw -170180.207173 + Penalty 825.568470 = -169354.638703 nChanged 97 SP:Iteration 3F (156.452145 sec): 3 clusters Score: Raw -170314.381858 + Penalty 832.222217 = -169482.159642 nChanged 52 SP:Iteration 4Q (156.455763 sec): 3 clusters Score: Raw -170368.799838 + Penalty 829.746884 = -169539.052954 nChanged 18 SP:Iteration 5Q (156.459164 sec): 3 clusters Score: Raw -170381.057101 + Penalty 834.149589 = -169546.907512 nChanged 11 SP:Iteration 6Q (156.462752 sec): 3 clusters Score: Raw -170385.782853 + Penalty 835.129401 = -169550.653453 nChanged 12 SP:Iteration 7Q (156.466164 sec): 3 clusters Score: Raw -170391.345797 + Penalty 836.541469 = -169554.804329 nChanged 6 SP:Iteration 8Q (156.469441 sec): 3 clusters Score: Raw -170393.304353 + Penalty 835.981122 = -169557.323231 nChanged 2 SP:Iteration 9Q (156.472575 sec): 3 clusters Score: Raw -170393.977296 + Penalty 835.250522 = -169558.726774 nChanged 2 SP:Iteration 10F (156.476311 sec): 3 clusters Score: Raw -170394.428741 + Penalty 834.027819 = -169560.400923 nChanged 2 SP:Iteration 11Q (156.479665 sec): 3 clusters Score: Raw -170394.996147 + Penalty 832.022905 = -169562.973241 nChanged 1 SP:Iteration 12Q (156.482807 sec): 3 clusters Score: Raw -170396.267731 + Penalty 829.386353 = -169566.881378 nChanged 1 SP:Iteration 13Q (156.485917 sec): 3 clusters Score: Raw -170397.658181 + Penalty 829.386353 = -169568.271828 nChanged 0 SP:Iteration 14F (156.489507 sec): 3 clusters Score: Raw -170397.658181 + Penalty 829.386353 = -169568.271828 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.500924 sec): 2 clusters Score: Raw -95290.219852 + Penalty 269.423970 = -95020.795882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.503154 sec): 3 clusters Score: Raw -94625.887774 + Penalty 535.082027 = -94090.805747 nChanged 449 SP:Iteration 1F (156.505293 sec): 3 clusters Score: Raw -95015.891161 + Penalty 535.838711 = -94480.052450 nChanged 167 SP:Iteration 2F (156.507418 sec): 3 clusters Score: Raw -95165.795138 + Penalty 540.777810 = -94625.017329 nChanged 71 SP:Iteration 3F (156.509681 sec): 3 clusters Score: Raw -95226.194674 + Penalty 546.468542 = -94679.726132 nChanged 50 SP:Iteration 4Q (156.511965 sec): 3 clusters Score: Raw -95262.780842 + Penalty 557.233524 = -94705.547318 nChanged 33 SP:Iteration 5Q (156.514073 sec): 3 clusters Score: Raw -95283.983909 + Penalty 571.071275 = -94712.912634 nChanged 34 SP:Iteration 6Q (156.516115 sec): 3 clusters Score: Raw -95309.437710 + Penalty 588.779720 = -94720.657990 nChanged 27 SP:Iteration 7Q (156.518130 sec): 3 clusters Score: Raw -95330.917117 + Penalty 612.282364 = -94718.634752 nChanged 23 SP:Iteration 8F (156.520278 sec): 3 clusters Score: Raw -95348.879319 + Penalty 643.066507 = -94705.812812 nChanged 23 SP:Iteration 9F (156.522422 sec): 3 clusters Score: Raw -95366.505918 + Penalty 671.890320 = -94694.615597 nChanged 20 SP:Iteration 10F (156.524590 sec): 3 clusters Score: Raw -95392.408338 + Penalty 707.167578 = -94685.240760 nChanged 18 SP:Iteration 11F (156.526744 sec): 3 clusters Score: Raw -95410.350998 + Penalty 734.667810 = -94675.683188 nChanged 12 SP:Iteration 12F (156.529048 sec): 3 clusters Score: Raw -95418.313236 + Penalty 764.997522 = -94653.315714 nChanged 9 SP:Iteration 13F (156.531329 sec): 3 clusters Score: Raw -95428.730980 + Penalty 802.855523 = -94625.875457 nChanged 14 SP:Iteration 14F (156.533512 sec): 3 clusters Score: Raw -95443.104254 + Penalty 829.105359 = -94613.998894 nChanged 7 SP:Iteration 15F (156.535586 sec): 3 clusters Score: Raw -95454.351431 + Penalty 862.654870 = -94591.696561 nChanged 7 SP:Iteration 16F (156.537660 sec): 3 clusters Score: Raw -95477.647001 + Penalty 882.926007 = -94594.720994 nChanged 5 SP:Iteration 17Q (156.539380 sec): 3 clusters Score: Raw -95489.438967 + Penalty 893.630087 = -94595.808880 nChanged 3 SP:Iteration 18Q (156.541087 sec): 3 clusters Score: Raw -95493.952967 + Penalty 895.398382 = -94598.554585 nChanged 1 SP:Iteration 19Q (156.542913 sec): 3 clusters Score: Raw -95497.641215 + Penalty 898.102911 = -94599.538304 nChanged 1 SP:Iteration 20F (156.545034 sec): 3 clusters Score: Raw -95500.445569 + Penalty 898.102911 = -94602.342658 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.549165 sec): 2 clusters Score: Raw -72142.431618 + Penalty 381.377204 = -71761.054414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.551006 sec): 3 clusters Score: Raw -71736.267903 + Penalty 818.566407 = -70917.701496 nChanged 332 SP:Iteration 1F (156.552778 sec): 3 clusters Score: Raw -72138.287424 + Penalty 903.839428 = -71234.447996 nChanged 118 SP:Iteration 2F (156.554492 sec): 3 clusters Score: Raw -72322.665768 + Penalty 946.583707 = -71376.082061 nChanged 54 SP:Iteration 3F (156.556202 sec): 3 clusters Score: Raw -72394.371042 + Penalty 960.383346 = -71433.987696 nChanged 20 SP:Iteration 4Q (156.557803 sec): 3 clusters Score: Raw -72425.989062 + Penalty 968.876385 = -71457.112676 nChanged 18 SP:Iteration 5Q (156.559446 sec): 3 clusters Score: Raw -72448.426925 + Penalty 967.719255 = -71480.707671 nChanged 6 SP:Iteration 6Q (156.561156 sec): 3 clusters Score: Raw -72453.460841 + Penalty 965.556323 = -71487.904518 nChanged 3 SP:Iteration 7Q (156.562833 sec): 3 clusters Score: Raw -72455.099590 + Penalty 960.889984 = -71494.209607 nChanged 5 SP:Iteration 8Q (156.564433 sec): 3 clusters Score: Raw -72457.802962 + Penalty 959.137522 = -71498.665440 nChanged 3 SP:Iteration 9Q (156.565996 sec): 3 clusters Score: Raw -72458.999445 + Penalty 957.668194 = -71501.331251 nChanged 1 SP:Iteration 10F (156.567705 sec): 3 clusters Score: Raw -72459.667208 + Penalty 957.668194 = -71501.999014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.572436 sec): 2 clusters Score: Raw -75536.636018 + Penalty 435.983952 = -75100.652066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.574232 sec): 3 clusters Score: Raw -75073.968675 + Penalty 870.576499 = -74203.392176 nChanged 307 SP:Iteration 1F (156.576091 sec): 3 clusters Score: Raw -75260.043059 + Penalty 872.493762 = -74387.549297 nChanged 121 SP:Iteration 2F (156.577924 sec): 3 clusters Score: Raw -75359.789932 + Penalty 878.649913 = -74481.140020 nChanged 65 SP:Iteration 3F (156.579680 sec): 3 clusters Score: Raw -75421.969738 + Penalty 886.257547 = -74535.712191 nChanged 56 SP:Iteration 4F (156.581376 sec): 3 clusters Score: Raw -75466.090665 + Penalty 893.927750 = -74572.162915 nChanged 38 SP:Iteration 5Q (156.583051 sec): 3 clusters Score: Raw -75491.657027 + Penalty 901.048064 = -74590.608963 nChanged 29 SP:Iteration 6Q (156.584790 sec): 3 clusters Score: Raw -75514.933614 + Penalty 915.654684 = -74599.278930 nChanged 37 SP:Iteration 7Q (156.586486 sec): 3 clusters Score: Raw -75547.211551 + Penalty 929.246600 = -74617.964951 nChanged 27 SP:Iteration 8Q (156.588137 sec): 3 clusters Score: Raw -75569.638245 + Penalty 939.954201 = -74629.684044 nChanged 19 SP:Iteration 9Q (156.589773 sec): 3 clusters Score: Raw -75580.697112 + Penalty 947.616248 = -74633.080864 nChanged 17 SP:Iteration 10F (156.591500 sec): 3 clusters Score: Raw -75589.682802 + Penalty 950.722330 = -74638.960472 nChanged 6 SP:Iteration 11Q (156.593136 sec): 3 clusters Score: Raw -75592.528071 + Penalty 954.463694 = -74638.064377 nChanged 6 SP:Iteration 12F (156.594882 sec): 3 clusters Score: Raw -75595.533527 + Penalty 960.464996 = -74635.068530 nChanged 7 SP:Iteration 13F (156.596605 sec): 3 clusters Score: Raw -75598.697325 + Penalty 966.371552 = -74632.325772 nChanged 7 SP:Iteration 14F (156.598349 sec): 3 clusters Score: Raw -75602.386374 + Penalty 973.263332 = -74629.123042 nChanged 8 SP:Iteration 15F (156.600179 sec): 3 clusters Score: Raw -75605.949248 + Penalty 977.388912 = -74628.560336 nChanged 6 SP:Iteration 16F (156.601909 sec): 3 clusters Score: Raw -75608.894613 + Penalty 981.381740 = -74627.512873 nChanged 5 SP:Iteration 17F (156.603613 sec): 3 clusters Score: Raw -75610.703661 + Penalty 982.807971 = -74627.895690 nChanged 3 SP:Iteration 18Q (156.605194 sec): 3 clusters Score: Raw -75611.984422 + Penalty 983.474719 = -74628.509703 nChanged 1 SP:Iteration 19Q (156.606806 sec): 3 clusters Score: Raw -75612.014378 + Penalty 983.474719 = -74628.539658 nChanged 0 SP:Iteration 20F (156.608617 sec): 3 clusters Score: Raw -75612.014378 + Penalty 983.474719 = -74628.539658 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.623991 sec): 2 clusters Score: Raw -276404.017958 + Penalty 220.812313 = -276183.205645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.630750 sec): 3 clusters Score: Raw -274311.319035 + Penalty 446.001474 = -273865.317560 nChanged 1495 SP:Iteration 1F (156.637169 sec): 3 clusters Score: Raw -275359.794726 + Penalty 447.826566 = -274911.968160 nChanged 439 SP:Iteration 2F (156.643635 sec): 3 clusters Score: Raw -275716.308403 + Penalty 450.308075 = -275266.000329 nChanged 253 SP:Iteration 3F (156.649883 sec): 3 clusters Score: Raw -275943.910957 + Penalty 453.674939 = -275490.236018 nChanged 189 SP:Iteration 4F (156.656356 sec): 3 clusters Score: Raw -276093.032134 + Penalty 456.630693 = -275636.401441 nChanged 120 SP:Iteration 5Q (156.662582 sec): 3 clusters Score: Raw -276171.663129 + Penalty 462.439555 = -275709.223574 nChanged 104 SP:Iteration 6Q (156.668905 sec): 3 clusters Score: Raw -276230.209838 + Penalty 465.693001 = -275764.516837 nChanged 81 SP:Iteration 7Q (156.674986 sec): 3 clusters Score: Raw -276280.702861 + Penalty 469.969489 = -275810.733372 nChanged 73 SP:Iteration 8Q (156.681256 sec): 3 clusters Score: Raw -276329.116078 + Penalty 470.528501 = -275858.587577 nChanged 59 SP:Iteration 9Q (156.687122 sec): 3 clusters Score: Raw -276365.325566 + Penalty 472.658561 = -275892.667005 nChanged 56 SP:Iteration 10F (156.693308 sec): 3 clusters Score: Raw -276396.900479 + Penalty 476.220054 = -275920.680424 nChanged 50 SP:Iteration 11Q (156.699328 sec): 3 clusters Score: Raw -276424.450784 + Penalty 477.994532 = -275946.456252 nChanged 38 SP:Iteration 12Q (156.705573 sec): 3 clusters Score: Raw -276440.666608 + Penalty 479.272282 = -275961.394326 nChanged 39 SP:Iteration 13Q (156.711596 sec): 3 clusters Score: Raw -276457.296289 + Penalty 480.712014 = -275976.584275 nChanged 34 SP:Iteration 14Q (156.717363 sec): 3 clusters Score: Raw -276470.679628 + Penalty 483.178265 = -275987.501363 nChanged 33 SP:Iteration 15Q (156.722986 sec): 3 clusters Score: Raw -276484.029812 + Penalty 487.146005 = -275996.883807 nChanged 26 SP:Iteration 16Q (156.728953 sec): 3 clusters Score: Raw -276491.712215 + Penalty 490.797229 = -276000.914986 nChanged 15 SP:Iteration 17Q (156.735011 sec): 3 clusters Score: Raw -276494.120246 + Penalty 492.604617 = -276001.515629 nChanged 9 SP:Iteration 18Q (156.740482 sec): 3 clusters Score: Raw -276495.789050 + Penalty 495.429252 = -276000.359798 nChanged 9 SP:Iteration 19F (156.747134 sec): 3 clusters Score: Raw -276497.349695 + Penalty 496.725835 = -276000.623860 nChanged 8 SP:Iteration 20F (156.753520 sec): 3 clusters Score: Raw -276498.569775 + Penalty 498.062504 = -276000.507271 nChanged 9 SP:Iteration 21F (156.759760 sec): 3 clusters Score: Raw -276499.737146 + Penalty 498.229533 = -276001.507613 nChanged 6 SP:Iteration 22Q (156.765132 sec): 3 clusters Score: Raw -276500.371951 + Penalty 499.275702 = -276001.096249 nChanged 6 SP:Iteration 23F (156.771326 sec): 3 clusters Score: Raw -276500.973772 + Penalty 501.188062 = -275999.785710 nChanged 6 SP:Iteration 24F (156.777709 sec): 3 clusters Score: Raw -276501.877219 + Penalty 502.590684 = -275999.286535 nChanged 10 SP:Iteration 25F (156.784023 sec): 3 clusters Score: Raw -276503.324353 + Penalty 502.956323 = -276000.368030 nChanged 5 SP:Iteration 26Q (156.789476 sec): 3 clusters Score: Raw -276503.908020 + Penalty 502.872452 = -276001.035568 nChanged 4 SP:Iteration 27Q (156.794827 sec): 3 clusters Score: Raw -276504.736199 + Penalty 502.183069 = -276002.553130 nChanged 2 SP:Iteration 28Q (156.800141 sec): 3 clusters Score: Raw -276505.197223 + Penalty 501.266458 = -276003.930764 nChanged 4 SP:Iteration 29Q (156.805651 sec): 3 clusters Score: Raw -276506.484368 + Penalty 503.157702 = -276003.326666 nChanged 5 SP:Iteration 30F (156.812283 sec): 3 clusters Score: Raw -276507.177697 + Penalty 504.789145 = -276002.388552 nChanged 3 SP:Iteration 31F (156.818558 sec): 3 clusters Score: Raw -276507.397213 + Penalty 506.205955 = -276001.191258 nChanged 2 SP:Iteration 32F (156.825036 sec): 3 clusters Score: Raw -276507.687362 + Penalty 507.731087 = -275999.956275 nChanged 3 SP:Iteration 33F (156.831559 sec): 3 clusters Score: Raw -276507.913988 + Penalty 508.645485 = -275999.268502 nChanged 2 SP:Iteration 34F (156.838272 sec): 3 clusters Score: Raw -276508.711844 + Penalty 508.985029 = -275999.726815 nChanged 1 SP:Iteration 35Q (156.843803 sec): 3 clusters Score: Raw -276508.780144 + Penalty 508.853340 = -275999.926804 nChanged 1 SP:Iteration 36Q (156.849357 sec): 3 clusters Score: Raw -276508.886529 + Penalty 508.853340 = -276000.033189 nChanged 0 SP:Iteration 37F (156.855644 sec): 3 clusters Score: Raw -276508.886529 + Penalty 508.853340 = -276000.033189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 13 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.860145 sec): 2 clusters Score: Raw -23921.181113 + Penalty 55.638440 = -23865.542672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.860853 sec): 3 clusters Score: Raw -23760.844350 + Penalty 113.052819 = -23647.791531 nChanged 98 SP:Iteration 1F (156.861573 sec): 3 clusters Score: Raw -23812.733852 + Penalty 111.396481 = -23701.337371 nChanged 25 SP:Iteration 2F (156.862299 sec): 3 clusters Score: Raw -23831.013003 + Penalty 111.105160 = -23719.907843 nChanged 33 SP:Iteration 3F (156.863026 sec): 3 clusters Score: Raw -23865.842191 + Penalty 106.952171 = -23758.890020 nChanged 30 SP:Iteration 4F (156.863702 sec): 3 clusters Score: Raw -23904.408847 + Penalty 55.638440 = -23848.770407 nChanged 14 SP:Iteration 5F (156.864254 sec): 2 clusters Score: Raw -23921.181113 + Penalty 55.638440 = -23865.542672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 17 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.866392 sec): 2 clusters Score: Raw -47280.380088 + Penalty 337.268597 = -46943.111491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.867698 sec): 3 clusters Score: Raw -47026.242562 + Penalty 675.389022 = -46350.853539 nChanged 188 SP:Iteration 1F (156.868984 sec): 3 clusters Score: Raw -47144.518663 + Penalty 679.171312 = -46465.347352 nChanged 65 SP:Iteration 2F (156.870263 sec): 3 clusters Score: Raw -47210.250856 + Penalty 685.742551 = -46524.508305 nChanged 35 SP:Iteration 3F (156.871541 sec): 3 clusters Score: Raw -47255.873768 + Penalty 688.317650 = -46567.556118 nChanged 37 SP:Iteration 4F (156.872859 sec): 3 clusters Score: Raw -47307.413933 + Penalty 690.592341 = -46616.821592 nChanged 26 SP:Iteration 5Q (156.874124 sec): 3 clusters Score: Raw -47343.865595 + Penalty 690.106690 = -46653.758905 nChanged 25 SP:Iteration 6Q (156.875370 sec): 3 clusters Score: Raw -47379.550177 + Penalty 688.650722 = -46690.899456 nChanged 20 SP:Iteration 7Q (156.876595 sec): 3 clusters Score: Raw -47416.002456 + Penalty 686.912669 = -46729.089787 nChanged 16 SP:Iteration 8Q (156.877733 sec): 3 clusters Score: Raw -47455.019275 + Penalty 684.829780 = -46770.189495 nChanged 15 SP:Iteration 9Q (156.878883 sec): 3 clusters Score: Raw -47486.295211 + Penalty 682.483184 = -46803.812028 nChanged 12 SP:Iteration 10F (156.880162 sec): 3 clusters Score: Raw -47505.377202 + Penalty 679.965143 = -46825.412060 nChanged 9 SP:Iteration 11Q (156.881289 sec): 3 clusters Score: Raw -47528.102884 + Penalty 677.235806 = -46850.867077 nChanged 10 SP:Iteration 12Q (156.882401 sec): 3 clusters Score: Raw -47551.654352 + Penalty 675.127397 = -46876.526955 nChanged 10 SP:Iteration 13Q (156.883476 sec): 3 clusters Score: Raw -47597.269295 + Penalty 673.748109 = -46923.521186 nChanged 10 SP:Iteration 14Q (156.884550 sec): 3 clusters Score: Raw -47678.238684 + Penalty 673.558138 = -47004.680546 nChanged 2 SP:Iteration 15Q (156.885591 sec): 3 clusters Score: Raw -47681.419429 + Penalty 673.558138 = -47007.861290 nChanged 0 SP:Iteration 16F (156.886871 sec): 3 clusters Score: Raw -47681.419429 + Penalty 673.558138 = -47007.861290 nChanged 0 Score: Raw -3872536.912675 + Penalty 27157.381710 = -3845379.530964 Splitting cluster 17 changes total score from -3813989.266421 to -3845379.530964 So it's getting split into cluster 2. Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.681228 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.683835 sec): 3 clusters Score: Raw -113963.360886 + Penalty 236.821845 = -113726.539041 nChanged 592 SP:Iteration 1F (157.686273 sec): 3 clusters Score: Raw -114395.721155 + Penalty 240.829881 = -114154.891274 nChanged 198 SP:Iteration 2F (157.688686 sec): 3 clusters Score: Raw -114566.562143 + Penalty 250.079710 = -114316.482433 nChanged 127 SP:Iteration 3F (157.691114 sec): 3 clusters Score: Raw -114706.019670 + Penalty 258.354752 = -114447.664918 nChanged 68 SP:Iteration 4F (157.693558 sec): 3 clusters Score: Raw -114782.298476 + Penalty 237.970040 = -114544.328437 nChanged 25 SP:Iteration 5Q (157.695684 sec): 3 clusters Score: Raw -114812.114823 + Penalty 118.014886 = -114694.099937 nChanged 6 SP:Iteration 6Q (157.697650 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 SP:Iteration 7F (157.699529 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 19 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.703370 sec): 2 clusters Score: Raw -92216.767590 + Penalty 187.887551 = -92028.880039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.705565 sec): 3 clusters Score: Raw -91571.998357 + Penalty 412.617855 = -91159.380502 nChanged 460 SP:Iteration 1F (157.707655 sec): 3 clusters Score: Raw -92101.283428 + Penalty 455.125877 = -91646.157551 nChanged 103 SP:Iteration 2F (157.709750 sec): 3 clusters Score: Raw -92201.497850 + Penalty 478.448360 = -91723.049490 nChanged 28 SP:Iteration 3Q (157.711913 sec): 3 clusters Score: Raw -92219.921692 + Penalty 493.052086 = -91726.869606 nChanged 17 SP:Iteration 4Q (157.714023 sec): 3 clusters Score: Raw -92231.254742 + Penalty 513.030093 = -91718.224649 nChanged 14 SP:Iteration 5F (157.716169 sec): 3 clusters Score: Raw -92239.594791 + Penalty 536.012758 = -91703.582033 nChanged 15 SP:Iteration 6F (157.718320 sec): 3 clusters Score: Raw -92252.141995 + Penalty 558.100658 = -91694.041337 nChanged 13 SP:Iteration 7F (157.720342 sec): 3 clusters Score: Raw -92260.477163 + Penalty 572.512997 = -91687.964166 nChanged 9 SP:Iteration 8F (157.722435 sec): 3 clusters Score: Raw -92264.791362 + Penalty 580.419927 = -91684.371435 nChanged 5 SP:Iteration 9F (157.724514 sec): 3 clusters Score: Raw -92268.130467 + Penalty 593.679339 = -91674.451128 nChanged 4 SP:Iteration 10F (157.726527 sec): 3 clusters Score: Raw -92269.950913 + Penalty 597.647403 = -91672.303510 nChanged 2 SP:Iteration 11F (157.728627 sec): 3 clusters Score: Raw -92271.000399 + Penalty 604.408224 = -91666.592175 nChanged 2 SP:Iteration 12F (157.730693 sec): 3 clusters Score: Raw -92273.066160 + Penalty 607.083291 = -91665.982869 nChanged 1 SP:Iteration 13F (157.732720 sec): 3 clusters Score: Raw -92274.344372 + Penalty 617.225160 = -91657.119212 nChanged 3 SP:Iteration 14F (157.734826 sec): 3 clusters Score: Raw -92277.317550 + Penalty 621.281478 = -91656.036073 nChanged 1 SP:Iteration 15F (157.736889 sec): 3 clusters Score: Raw -92278.090134 + Penalty 621.281478 = -91656.808656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.738818 sec): 2 clusters Score: Raw -24041.892984 + Penalty 311.611504 = -23730.281480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.739596 sec): 3 clusters Score: Raw -23934.551350 + Penalty 624.313479 = -23310.237871 nChanged 75 SP:Iteration 1F (157.740332 sec): 3 clusters Score: Raw -23989.869526 + Penalty 625.471907 = -23364.397619 nChanged 29 SP:Iteration 2F (157.741068 sec): 3 clusters Score: Raw -24016.313604 + Penalty 626.870481 = -23389.443123 nChanged 14 SP:Iteration 3Q (157.741784 sec): 3 clusters Score: Raw -24034.887572 + Penalty 627.089349 = -23407.798223 nChanged 10 SP:Iteration 4Q (157.742492 sec): 3 clusters Score: Raw -24050.115959 + Penalty 627.053520 = -23423.062439 nChanged 12 SP:Iteration 5Q (157.743243 sec): 3 clusters Score: Raw -24063.400693 + Penalty 632.932780 = -23430.467912 nChanged 9 SP:Iteration 6Q (157.743977 sec): 3 clusters Score: Raw -24071.435497 + Penalty 638.516616 = -23432.918881 nChanged 8 SP:Iteration 7Q (157.744704 sec): 3 clusters Score: Raw -24081.572309 + Penalty 649.112642 = -23432.459666 nChanged 11 SP:Iteration 8F (157.745455 sec): 3 clusters Score: Raw -24093.474096 + Penalty 658.115447 = -23435.358649 nChanged 6 SP:Iteration 9Q (157.746170 sec): 3 clusters Score: Raw -24099.124047 + Penalty 662.933733 = -23436.190313 nChanged 6 SP:Iteration 10F (157.746913 sec): 3 clusters Score: Raw -24103.731803 + Penalty 668.567289 = -23435.164513 nChanged 4 SP:Iteration 11F (157.747609 sec): 3 clusters Score: Raw -24106.937553 + Penalty 672.146822 = -23434.790731 nChanged 3 SP:Iteration 12F (157.748334 sec): 3 clusters Score: Raw -24111.604736 + Penalty 676.884197 = -23434.720540 nChanged 4 SP:Iteration 13F (157.749057 sec): 3 clusters Score: Raw -24115.559878 + Penalty 678.936875 = -23436.623003 nChanged 4 SP:Iteration 14Q (157.749707 sec): 3 clusters Score: Raw -24118.769533 + Penalty 687.732067 = -23431.037465 nChanged 3 SP:Iteration 15F (157.750404 sec): 3 clusters Score: Raw -24120.653796 + Penalty 694.978567 = -23425.675229 nChanged 2 SP:Iteration 16F (157.751121 sec): 3 clusters Score: Raw -24122.969736 + Penalty 703.560451 = -23419.409285 nChanged 2 SP:Iteration 17F (157.751838 sec): 3 clusters Score: Raw -24125.958788 + Penalty 708.403179 = -23417.555609 nChanged 1 SP:Iteration 18F (157.752579 sec): 3 clusters Score: Raw -24126.772905 + Penalty 708.403179 = -23418.369726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 22 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.753917 sec): 2 clusters Score: Raw -12935.832490 + Penalty 472.041262 = -12463.791228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.754406 sec): 3 clusters Score: Raw -12939.005404 + Penalty 943.903592 = -11995.101812 nChanged 16 SP:Iteration 1F (157.754862 sec): 3 clusters Score: Raw -12971.751759 + Penalty 944.159441 = -12027.592318 nChanged 12 SP:Iteration 2F (157.755314 sec): 3 clusters Score: Raw -12992.608989 + Penalty 944.376437 = -12048.232551 nChanged 3 SP:Iteration 3Q (157.755774 sec): 3 clusters Score: Raw -13000.510256 + Penalty 945.616531 = -12054.893725 nChanged 3 SP:Iteration 4Q (157.756229 sec): 3 clusters Score: Raw -13003.462536 + Penalty 945.616531 = -12057.846005 nChanged 0 SP:Iteration 5F (157.756690 sec): 3 clusters Score: Raw -13003.462536 + Penalty 945.616531 = -12057.846005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 24 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.758083 sec): 2 clusters Score: Raw -16399.307229 + Penalty 686.915900 = -15712.391329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.758662 sec): 3 clusters Score: Raw -16427.049035 + Penalty 1372.402166 = -15054.646869 nChanged 28 SP:Iteration 1F (157.759232 sec): 3 clusters Score: Raw -16471.965184 + Penalty 1371.061276 = -15100.903908 nChanged 13 SP:Iteration 2F (157.759799 sec): 3 clusters Score: Raw -16506.304867 + Penalty 1369.728795 = -15136.576072 nChanged 7 SP:Iteration 3Q (157.760348 sec): 3 clusters Score: Raw -16519.709408 + Penalty 1369.590300 = -15150.119108 nChanged 1 SP:Iteration 4Q (157.760889 sec): 3 clusters Score: Raw -16522.770244 + Penalty 1370.471770 = -15152.298474 nChanged 1 SP:Iteration 5Q (157.761431 sec): 3 clusters Score: Raw -16525.572324 + Penalty 1370.471770 = -15155.100554 nChanged 0 SP:Iteration 6F (157.761998 sec): 3 clusters Score: Raw -16525.572324 + Penalty 1370.471770 = -15155.100554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 26 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.764589 sec): 2 clusters Score: Raw -62343.026439 + Penalty 941.400747 = -61401.625692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.765961 sec): 3 clusters Score: Raw -62165.617288 + Penalty 1883.380715 = -60282.236573 nChanged 161 SP:Iteration 1F (157.767244 sec): 3 clusters Score: Raw -62307.347467 + Penalty 1883.352332 = -60423.995134 nChanged 37 SP:Iteration 2F (157.768526 sec): 3 clusters Score: Raw -62352.690947 + Penalty 1883.661803 = -60469.029144 nChanged 23 SP:Iteration 3Q (157.769799 sec): 3 clusters Score: Raw -62377.987434 + Penalty 1883.763996 = -60494.223438 nChanged 14 SP:Iteration 4Q (157.771066 sec): 3 clusters Score: Raw -62393.574894 + Penalty 1884.259288 = -60509.315606 nChanged 12 SP:Iteration 5Q (157.772331 sec): 3 clusters Score: Raw -62401.445045 + Penalty 1884.156456 = -60517.288589 nChanged 6 SP:Iteration 6Q (157.773573 sec): 3 clusters Score: Raw -62404.209562 + Penalty 1883.905993 = -60520.303569 nChanged 6 SP:Iteration 7Q (157.774823 sec): 3 clusters Score: Raw -62410.628096 + Penalty 1883.921035 = -60526.707061 nChanged 5 SP:Iteration 8Q (157.776208 sec): 3 clusters Score: Raw -62413.208098 + Penalty 1884.164959 = -60529.043140 nChanged 4 SP:Iteration 9Q (157.777493 sec): 3 clusters Score: Raw -62414.636246 + Penalty 1884.398380 = -60530.237866 nChanged 3 SP:Iteration 10F (157.778842 sec): 3 clusters Score: Raw -62418.595467 + Penalty 1884.530365 = -60534.065102 nChanged 4 SP:Iteration 11Q (157.780171 sec): 3 clusters Score: Raw -62421.371100 + Penalty 1884.688313 = -60536.682787 nChanged 3 SP:Iteration 12Q (157.781455 sec): 3 clusters Score: Raw -62425.305669 + Penalty 1884.464729 = -60540.840940 nChanged 3 SP:Iteration 13Q (157.782770 sec): 3 clusters Score: Raw -62430.528992 + Penalty 1884.378541 = -60546.150451 nChanged 2 SP:Iteration 14Q (157.784171 sec): 3 clusters Score: Raw -62431.169243 + Penalty 1884.332009 = -60546.837234 nChanged 2 SP:Iteration 15Q (157.785467 sec): 3 clusters Score: Raw -62433.550075 + Penalty 1884.211170 = -60549.338905 nChanged 1 SP:Iteration 16Q (157.786735 sec): 3 clusters Score: Raw -62434.705097 + Penalty 1884.211170 = -60550.493927 nChanged 0 SP:Iteration 17F (157.788034 sec): 3 clusters Score: Raw -62434.705097 + Penalty 1884.211170 = -60550.493927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 28 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.790471 sec): 2 clusters Score: Raw -27343.165161 + Penalty 678.714461 = -26664.450699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.791231 sec): 3 clusters Score: Raw -27275.639937 + Penalty 1355.177733 = -25920.462204 nChanged 56 SP:Iteration 1F (157.791976 sec): 3 clusters Score: Raw -27325.923982 + Penalty 1351.495647 = -25974.428335 nChanged 16 SP:Iteration 2F (157.792721 sec): 3 clusters Score: Raw -27353.626918 + Penalty 1348.637083 = -26004.989835 nChanged 15 SP:Iteration 3Q (157.793457 sec): 3 clusters Score: Raw -27379.809706 + Penalty 1344.273646 = -26035.536061 nChanged 13 SP:Iteration 4Q (157.794189 sec): 3 clusters Score: Raw -27397.557621 + Penalty 1346.037643 = -26051.519978 nChanged 4 SP:Iteration 5Q (157.794918 sec): 3 clusters Score: Raw -27404.942100 + Penalty 1344.114557 = -26060.827543 nChanged 2 SP:Iteration 6Q (157.795643 sec): 3 clusters Score: Raw -27407.929691 + Penalty 1342.943845 = -26064.985846 nChanged 1 SP:Iteration 7Q (157.796365 sec): 3 clusters Score: Raw -27410.032345 + Penalty 1342.042141 = -26067.990204 nChanged 2 SP:Iteration 8Q (157.797084 sec): 3 clusters Score: Raw -27415.790272 + Penalty 1342.710387 = -26073.079885 nChanged 2 SP:Iteration 9Q (157.797803 sec): 3 clusters Score: Raw -27421.788352 + Penalty 1341.913881 = -26079.874471 nChanged 2 SP:Iteration 10F (157.798546 sec): 3 clusters Score: Raw -27424.990519 + Penalty 1341.913881 = -26083.076638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.802208 sec): 2 clusters Score: Raw -76179.215088 + Penalty 263.174619 = -75916.040469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.804031 sec): 3 clusters Score: Raw -75654.839578 + Penalty 527.723549 = -75127.116029 nChanged 344 SP:Iteration 1F (157.805806 sec): 3 clusters Score: Raw -75872.364929 + Penalty 526.774476 = -75345.590453 nChanged 125 SP:Iteration 2F (157.807574 sec): 3 clusters Score: Raw -75983.031537 + Penalty 526.368741 = -75456.662795 nChanged 74 SP:Iteration 3F (157.809470 sec): 3 clusters Score: Raw -76077.430512 + Penalty 526.498526 = -75550.931986 nChanged 57 SP:Iteration 4F (157.811271 sec): 3 clusters Score: Raw -76151.831271 + Penalty 526.301800 = -75625.529471 nChanged 51 SP:Iteration 5F (157.813063 sec): 3 clusters Score: Raw -76210.150112 + Penalty 526.380746 = -75683.769365 nChanged 38 SP:Iteration 6Q (157.814769 sec): 3 clusters Score: Raw -76240.555305 + Penalty 526.357760 = -75714.197545 nChanged 21 SP:Iteration 7Q (157.816452 sec): 3 clusters Score: Raw -76265.195983 + Penalty 526.349153 = -75738.846830 nChanged 17 SP:Iteration 8Q (157.818121 sec): 3 clusters Score: Raw -76282.510446 + Penalty 526.336659 = -75756.173787 nChanged 13 SP:Iteration 9Q (157.819781 sec): 3 clusters Score: Raw -76291.916900 + Penalty 526.303451 = -75765.613449 nChanged 11 SP:Iteration 10F (157.821539 sec): 3 clusters Score: Raw -76306.786950 + Penalty 526.137482 = -75780.649469 nChanged 7 SP:Iteration 11Q (157.823293 sec): 3 clusters Score: Raw -76318.849754 + Penalty 526.052246 = -75792.797508 nChanged 6 SP:Iteration 12Q (157.824972 sec): 3 clusters Score: Raw -76324.195797 + Penalty 525.969500 = -75798.226297 nChanged 7 SP:Iteration 13Q (157.826678 sec): 3 clusters Score: Raw -76327.750141 + Penalty 525.870688 = -75801.879452 nChanged 2 SP:Iteration 14Q (157.828374 sec): 3 clusters Score: Raw -76327.996848 + Penalty 525.905255 = -75802.091593 nChanged 1 SP:Iteration 15Q (157.830079 sec): 3 clusters Score: Raw -76328.087851 + Penalty 525.905255 = -75802.182596 nChanged 0 SP:Iteration 16F (157.831843 sec): 3 clusters Score: Raw -76328.087851 + Penalty 525.905255 = -75802.182596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 33 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.834613 sec): 2 clusters Score: Raw -28045.991312 + Penalty 647.605107 = -27398.386204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.835470 sec): 3 clusters Score: Raw -27969.441567 + Penalty 1295.208884 = -26674.232683 nChanged 77 SP:Iteration 1F (157.836313 sec): 3 clusters Score: Raw -28042.695457 + Penalty 1295.562743 = -26747.132714 nChanged 17 SP:Iteration 2Q (157.837145 sec): 3 clusters Score: Raw -28062.891479 + Penalty 1295.685393 = -26767.206086 nChanged 10 SP:Iteration 3Q (157.837971 sec): 3 clusters Score: Raw -28074.988740 + Penalty 1296.087559 = -26778.901181 nChanged 5 SP:Iteration 4Q (157.838798 sec): 3 clusters Score: Raw -28081.622637 + Penalty 1296.191509 = -26785.431128 nChanged 2 SP:Iteration 5Q (157.839621 sec): 3 clusters Score: Raw -28083.479664 + Penalty 1296.643596 = -26786.836068 nChanged 3 SP:Iteration 6Q (157.840446 sec): 3 clusters Score: Raw -28089.884145 + Penalty 1297.318651 = -26792.565494 nChanged 5 SP:Iteration 7Q (157.841278 sec): 3 clusters Score: Raw -28103.445268 + Penalty 1297.838711 = -26805.606557 nChanged 8 SP:Iteration 8Q (157.842116 sec): 3 clusters Score: Raw -28113.888997 + Penalty 1297.572738 = -26816.316259 nChanged 6 SP:Iteration 9Q (157.842934 sec): 3 clusters Score: Raw -28123.953405 + Penalty 1297.266895 = -26826.686510 nChanged 5 SP:Iteration 10F (157.843777 sec): 3 clusters Score: Raw -28130.687306 + Penalty 1296.659036 = -26834.028270 nChanged 4 SP:Iteration 11Q (157.844586 sec): 3 clusters Score: Raw -28145.540143 + Penalty 1296.489095 = -26849.051048 nChanged 2 SP:Iteration 12Q (157.845389 sec): 3 clusters Score: Raw -28150.068195 + Penalty 1296.489095 = -26853.579100 nChanged 0 SP:Iteration 13F (157.846230 sec): 3 clusters Score: Raw -28150.068195 + Penalty 1296.489095 = -26853.579100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 34 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.849062 sec): 2 clusters Score: Raw -34052.929405 + Penalty 310.167367 = -33742.762038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.849995 sec): 3 clusters Score: Raw -33887.056872 + Penalty 627.336278 = -33259.720593 nChanged 122 SP:Iteration 1F (157.850868 sec): 3 clusters Score: Raw -33964.941218 + Penalty 635.840003 = -33329.101215 nChanged 36 SP:Iteration 2F (157.851756 sec): 3 clusters Score: Raw -33986.543489 + Penalty 645.854513 = -33340.688975 nChanged 18 SP:Iteration 3Q (157.852618 sec): 3 clusters Score: Raw -34002.377132 + Penalty 660.103666 = -33342.273466 nChanged 23 SP:Iteration 4F (157.853500 sec): 3 clusters Score: Raw -34022.551692 + Penalty 676.419625 = -33346.132067 nChanged 17 SP:Iteration 5Q (157.854412 sec): 3 clusters Score: Raw -34036.076956 + Penalty 687.290684 = -33348.786272 nChanged 10 SP:Iteration 6Q (157.855289 sec): 3 clusters Score: Raw -34042.547893 + Penalty 702.946952 = -33339.600941 nChanged 8 SP:Iteration 7F (157.856149 sec): 3 clusters Score: Raw -34051.313387 + Penalty 721.411750 = -33329.901637 nChanged 10 SP:Iteration 8F (157.857001 sec): 3 clusters Score: Raw -34063.523794 + Penalty 739.746557 = -33323.777237 nChanged 7 SP:Iteration 9F (157.857849 sec): 3 clusters Score: Raw -34072.177180 + Penalty 755.122081 = -33317.055098 nChanged 5 SP:Iteration 10F (157.858739 sec): 3 clusters Score: Raw -34080.688294 + Penalty 775.044041 = -33305.644253 nChanged 5 SP:Iteration 11F (157.859626 sec): 3 clusters Score: Raw -34087.789368 + Penalty 784.269851 = -33303.519517 nChanged 3 SP:Iteration 12F (157.860511 sec): 3 clusters Score: Raw -34094.997956 + Penalty 799.571401 = -33295.426555 nChanged 3 SP:Iteration 13F (157.861432 sec): 3 clusters Score: Raw -34099.697003 + Penalty 804.293613 = -33295.403389 nChanged 2 SP:Iteration 14F (157.862315 sec): 3 clusters Score: Raw -34102.093462 + Penalty 800.661372 = -33301.432090 nChanged 1 SP:Iteration 15Q (157.863095 sec): 3 clusters Score: Raw -34103.159883 + Penalty 800.661372 = -33302.498510 nChanged 0 SP:Iteration 16F (157.863952 sec): 3 clusters Score: Raw -34103.159883 + Penalty 800.661372 = -33302.498510 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 39 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.868911 sec): 2 clusters Score: Raw -114988.549153 + Penalty 573.066786 = -114415.482366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.871473 sec): 3 clusters Score: Raw -114319.878937 + Penalty 1148.208849 = -113171.670088 nChanged 485 SP:Iteration 1F (157.873931 sec): 3 clusters Score: Raw -114595.410692 + Penalty 1151.790445 = -113443.620247 nChanged 150 SP:Iteration 2F (157.876519 sec): 3 clusters Score: Raw -114702.755830 + Penalty 1153.178438 = -113549.577392 nChanged 98 SP:Iteration 3F (157.878992 sec): 3 clusters Score: Raw -114766.600304 + Penalty 1154.557191 = -113612.043113 nChanged 77 SP:Iteration 4F (157.881627 sec): 3 clusters Score: Raw -114816.326977 + Penalty 1155.509982 = -113660.816994 nChanged 49 SP:Iteration 5Q (157.884266 sec): 3 clusters Score: Raw -114843.271571 + Penalty 1157.721192 = -113685.550380 nChanged 34 SP:Iteration 6Q (157.886766 sec): 3 clusters Score: Raw -114860.785922 + Penalty 1160.362489 = -113700.423433 nChanged 27 SP:Iteration 7Q (157.889212 sec): 3 clusters Score: Raw -114876.935998 + Penalty 1162.267113 = -113714.668885 nChanged 33 SP:Iteration 8Q (157.891616 sec): 3 clusters Score: Raw -114899.380811 + Penalty 1163.243063 = -113736.137748 nChanged 23 SP:Iteration 9Q (157.894029 sec): 3 clusters Score: Raw -114918.421793 + Penalty 1164.199793 = -113754.222000 nChanged 23 SP:Iteration 10F (157.896420 sec): 3 clusters Score: Raw -114935.985862 + Penalty 1165.804404 = -113770.181458 nChanged 23 SP:Iteration 11Q (157.898804 sec): 3 clusters Score: Raw -114951.749080 + Penalty 1170.681810 = -113781.067270 nChanged 18 SP:Iteration 12Q (157.901178 sec): 3 clusters Score: Raw -114965.551094 + Penalty 1177.658348 = -113787.892746 nChanged 16 SP:Iteration 13Q (157.903568 sec): 3 clusters Score: Raw -114978.832793 + Penalty 1188.451718 = -113790.381076 nChanged 18 SP:Iteration 14Q (157.905964 sec): 3 clusters Score: Raw -114990.750328 + Penalty 1201.021907 = -113789.728421 nChanged 14 SP:Iteration 15F (157.908354 sec): 3 clusters Score: Raw -114999.980728 + Penalty 1217.364548 = -113782.616180 nChanged 17 SP:Iteration 16F (157.910892 sec): 3 clusters Score: Raw -115014.446720 + Penalty 1234.842027 = -113779.604692 nChanged 15 SP:Iteration 17F (157.913338 sec): 3 clusters Score: Raw -115030.698772 + Penalty 1253.781133 = -113776.917640 nChanged 14 SP:Iteration 18F (157.915717 sec): 3 clusters Score: Raw -115048.470884 + Penalty 1265.301668 = -113783.169216 nChanged 12 SP:Iteration 19Q (157.917949 sec): 3 clusters Score: Raw -115057.202580 + Penalty 1267.872265 = -113789.330314 nChanged 3 SP:Iteration 20F (157.920321 sec): 3 clusters Score: Raw -115058.135674 + Penalty 1268.553940 = -113789.581734 nChanged 1 SP:Iteration 21Q (157.922517 sec): 3 clusters Score: Raw -115058.468505 + Penalty 1268.553940 = -113789.914565 nChanged 0 SP:Iteration 22F (157.924917 sec): 3 clusters Score: Raw -115058.468505 + Penalty 1268.553940 = -113789.914565 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 41 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.928764 sec): 2 clusters Score: Raw -89219.798710 + Penalty 644.262722 = -88575.535989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.930760 sec): 3 clusters Score: Raw -88749.197649 + Penalty 1292.918042 = -87456.279607 nChanged 330 SP:Iteration 1F (157.932738 sec): 3 clusters Score: Raw -88975.144328 + Penalty 1312.051326 = -87663.093002 nChanged 112 SP:Iteration 2F (157.934638 sec): 3 clusters Score: Raw -89072.858495 + Penalty 1337.399684 = -87735.458811 nChanged 83 SP:Iteration 3F (157.936558 sec): 3 clusters Score: Raw -89155.905647 + Penalty 1359.234041 = -87796.671606 nChanged 58 SP:Iteration 4F (157.938588 sec): 3 clusters Score: Raw -89200.797809 + Penalty 1367.699678 = -87833.098131 nChanged 31 SP:Iteration 5Q (157.940603 sec): 3 clusters Score: Raw -89220.912632 + Penalty 1371.653838 = -87849.258794 nChanged 12 SP:Iteration 6Q (157.942563 sec): 3 clusters Score: Raw -89230.384939 + Penalty 1372.451840 = -87857.933099 nChanged 11 SP:Iteration 7Q (157.944615 sec): 3 clusters Score: Raw -89238.638048 + Penalty 1375.998488 = -87862.639561 nChanged 10 SP:Iteration 8Q (157.946645 sec): 3 clusters Score: Raw -89247.217902 + Penalty 1379.459255 = -87867.758646 nChanged 9 SP:Iteration 9Q (157.948540 sec): 3 clusters Score: Raw -89255.913248 + Penalty 1381.824268 = -87874.088981 nChanged 9 SP:Iteration 10F (157.950416 sec): 3 clusters Score: Raw -89262.112580 + Penalty 1383.114591 = -87878.997989 nChanged 4 SP:Iteration 11Q (157.952475 sec): 3 clusters Score: Raw -89265.876300 + Penalty 1386.127747 = -87879.748553 nChanged 5 SP:Iteration 12Q (157.954433 sec): 3 clusters Score: Raw -89269.277030 + Penalty 1389.061809 = -87880.215221 nChanged 4 SP:Iteration 13Q (157.956323 sec): 3 clusters Score: Raw -89272.958209 + Penalty 1393.198551 = -87879.759659 nChanged 7 SP:Iteration 14F (157.958241 sec): 3 clusters Score: Raw -89280.241024 + Penalty 1395.462872 = -87884.778152 nChanged 7 SP:Iteration 15Q (157.960090 sec): 3 clusters Score: Raw -89284.298725 + Penalty 1399.100101 = -87885.198624 nChanged 7 SP:Iteration 16Q (157.962095 sec): 3 clusters Score: Raw -89292.349791 + Penalty 1400.518834 = -87891.830957 nChanged 4 SP:Iteration 17Q (157.964042 sec): 3 clusters Score: Raw -89296.446618 + Penalty 1401.189634 = -87895.256984 nChanged 2 SP:Iteration 18Q (157.965832 sec): 3 clusters Score: Raw -89298.436772 + Penalty 1402.063249 = -87896.373524 nChanged 1 SP:Iteration 19Q (157.967607 sec): 3 clusters Score: Raw -89298.725323 + Penalty 1402.509215 = -87896.216107 nChanged 2 SP:Iteration 20F (157.969471 sec): 3 clusters Score: Raw -89299.667604 + Penalty 1401.963901 = -87897.703703 nChanged 4 SP:Iteration 21Q (157.971264 sec): 3 clusters Score: Raw -89301.956607 + Penalty 1402.806937 = -87899.149670 nChanged 5 SP:Iteration 22Q (157.973068 sec): 3 clusters Score: Raw -89306.086863 + Penalty 1404.311352 = -87901.775511 nChanged 4 SP:Iteration 23Q (157.974860 sec): 3 clusters Score: Raw -89308.594041 + Penalty 1404.078768 = -87904.515273 nChanged 6 SP:Iteration 24Q (157.976612 sec): 3 clusters Score: Raw -89313.526409 + Penalty 1404.784506 = -87908.741903 nChanged 5 SP:Iteration 25Q (157.978513 sec): 3 clusters Score: Raw -89317.419461 + Penalty 1406.222271 = -87911.197190 nChanged 2 SP:Iteration 26Q (157.980383 sec): 3 clusters Score: Raw -89318.891743 + Penalty 1404.111921 = -87914.779822 nChanged 3 SP:Iteration 27Q (157.982111 sec): 3 clusters Score: Raw -89323.915350 + Penalty 1404.509161 = -87919.406188 nChanged 1 SP:Iteration 28Q (157.983846 sec): 3 clusters Score: Raw -89324.123558 + Penalty 1404.702324 = -87919.421234 nChanged 1 SP:Iteration 29Q (157.985576 sec): 3 clusters Score: Raw -89324.307133 + Penalty 1406.680791 = -87917.626342 nChanged 1 SP:Iteration 30F (157.987441 sec): 3 clusters Score: Raw -89324.935075 + Penalty 1406.691406 = -87918.243668 nChanged 2 SP:Iteration 31Q (157.989244 sec): 3 clusters Score: Raw -89326.902636 + Penalty 1408.303417 = -87918.599218 nChanged 3 SP:Iteration 32Q (157.991043 sec): 3 clusters Score: Raw -89328.691890 + Penalty 1407.646525 = -87921.045366 nChanged 2 SP:Iteration 33Q (157.992805 sec): 3 clusters Score: Raw -89330.200990 + Penalty 1407.646525 = -87922.554465 nChanged 0 SP:Iteration 34F (157.994703 sec): 3 clusters Score: Raw -89330.200990 + Penalty 1407.646525 = -87922.554465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.995793 sec): 2 clusters Score: Raw -1772.620433 + Penalty 127.129749 = -1645.490684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.996061 sec): 3 clusters Score: Raw -1900.338028 + Penalty 250.116860 = -1650.221168 nChanged 4 SP:Iteration 1F (157.996324 sec): 3 clusters Score: Raw -1915.697737 + Penalty 250.116860 = -1665.580876 nChanged 0 Score: Raw -3872679.911489 + Penalty 27549.725295 = -3845130.186194 Splitting cluster 42 changes total score from -3813989.266421 to -3845130.186194 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 44 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.810127 sec): 2 clusters Score: Raw -42367.754544 + Penalty 411.820022 = -41955.934522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.811291 sec): 3 clusters Score: Raw -42145.980708 + Penalty 826.369314 = -41319.611394 nChanged 175 SP:Iteration 1F (158.812488 sec): 3 clusters Score: Raw -42313.971370 + Penalty 842.091814 = -41471.879557 nChanged 72 SP:Iteration 2F (158.813631 sec): 3 clusters Score: Raw -42401.036250 + Penalty 849.870013 = -41551.166237 nChanged 31 SP:Iteration 3F (158.814779 sec): 3 clusters Score: Raw -42437.520354 + Penalty 849.055794 = -41588.464560 nChanged 17 SP:Iteration 4Q (158.815903 sec): 3 clusters Score: Raw -42461.863254 + Penalty 851.109680 = -41610.753574 nChanged 13 SP:Iteration 5Q (158.817005 sec): 3 clusters Score: Raw -42473.434654 + Penalty 855.449951 = -41617.984703 nChanged 5 SP:Iteration 6Q (158.818075 sec): 3 clusters Score: Raw -42475.733044 + Penalty 855.449951 = -41620.283093 nChanged 0 SP:Iteration 7F (158.819157 sec): 3 clusters Score: Raw -42475.733044 + Penalty 855.449951 = -41620.283093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 45 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.821958 sec): 2 clusters Score: Raw -40544.674979 + Penalty 655.331033 = -39889.343946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.823207 sec): 3 clusters Score: Raw -40418.438848 + Penalty 1294.331726 = -39124.107122 nChanged 161 SP:Iteration 1F (158.824425 sec): 3 clusters Score: Raw -40752.802299 + Penalty 1271.073716 = -39481.728583 nChanged 76 SP:Iteration 2F (158.825584 sec): 3 clusters Score: Raw -40946.033507 + Penalty 1285.247590 = -39660.785917 nChanged 36 SP:Iteration 3F (158.826746 sec): 3 clusters Score: Raw -41036.636208 + Penalty 1295.942576 = -39740.693632 nChanged 19 SP:Iteration 4Q (158.827798 sec): 3 clusters Score: Raw -41080.944741 + Penalty 1309.512312 = -39771.432428 nChanged 16 SP:Iteration 5Q (158.828861 sec): 3 clusters Score: Raw -41137.836403 + Penalty 1323.928855 = -39813.907548 nChanged 16 SP:Iteration 6Q (158.829897 sec): 3 clusters Score: Raw -41206.468355 + Penalty 1335.610760 = -39870.857595 nChanged 13 SP:Iteration 7Q (158.830922 sec): 3 clusters Score: Raw -41240.503944 + Penalty 1343.326428 = -39897.177516 nChanged 6 SP:Iteration 8Q (158.831942 sec): 3 clusters Score: Raw -41250.889368 + Penalty 1350.103133 = -39900.786235 nChanged 7 SP:Iteration 9Q (158.832972 sec): 3 clusters Score: Raw -41259.438394 + Penalty 1353.009619 = -39906.428774 nChanged 4 SP:Iteration 10F (158.834137 sec): 3 clusters Score: Raw -41263.164539 + Penalty 1353.009619 = -39910.154920 nChanged 0 Score: Raw -3873398.397088 + Penalty 28746.647194 = -3844651.749894 Splitting cluster 45 changes total score from -3813989.266421 to -3844651.749894 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 49 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.671345 sec): 2 clusters Score: Raw -40799.862767 + Penalty 832.408236 = -39967.454531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.672425 sec): 3 clusters Score: Raw -40687.415087 + Penalty 1664.258670 = -39023.156417 nChanged 101 SP:Iteration 1F (159.673451 sec): 3 clusters Score: Raw -40813.173040 + Penalty 1664.301433 = -39148.871608 nChanged 26 SP:Iteration 2F (159.674471 sec): 3 clusters Score: Raw -40861.268481 + Penalty 1663.391370 = -39197.877111 nChanged 13 SP:Iteration 3Q (159.675473 sec): 3 clusters Score: Raw -40884.268833 + Penalty 1662.295012 = -39221.973821 nChanged 16 SP:Iteration 4Q (159.676470 sec): 3 clusters Score: Raw -40903.777104 + Penalty 1662.048854 = -39241.728250 nChanged 7 SP:Iteration 5Q (159.677458 sec): 3 clusters Score: Raw -40913.659212 + Penalty 1661.657086 = -39252.002126 nChanged 6 SP:Iteration 6Q (159.678442 sec): 3 clusters Score: Raw -40920.287767 + Penalty 1661.763320 = -39258.524447 nChanged 4 SP:Iteration 7Q (159.679431 sec): 3 clusters Score: Raw -40928.006882 + Penalty 1661.540890 = -39266.465993 nChanged 1 SP:Iteration 8Q (159.680496 sec): 3 clusters Score: Raw -40928.353458 + Penalty 1661.540890 = -39266.812568 nChanged 0 SP:Iteration 9F (159.681578 sec): 3 clusters Score: Raw -40928.353458 + Penalty 1661.540890 = -39266.812568 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 51 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.684630 sec): 2 clusters Score: Raw -57826.985748 + Penalty 644.521595 = -57182.464153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.685939 sec): 3 clusters Score: Raw -57607.704203 + Penalty 1289.930951 = -56317.773252 nChanged 169 SP:Iteration 1F (159.687231 sec): 3 clusters Score: Raw -57744.534888 + Penalty 1291.211919 = -56453.322969 nChanged 38 SP:Iteration 2F (159.688559 sec): 3 clusters Score: Raw -57777.055633 + Penalty 1292.391105 = -56484.664527 nChanged 22 SP:Iteration 3Q (159.689861 sec): 3 clusters Score: Raw -57793.691435 + Penalty 1293.725319 = -56499.966116 nChanged 13 SP:Iteration 4Q (159.691149 sec): 3 clusters Score: Raw -57807.715416 + Penalty 1295.351486 = -56512.363929 nChanged 9 SP:Iteration 5Q (159.692439 sec): 3 clusters Score: Raw -57812.439114 + Penalty 1296.836141 = -56515.602972 nChanged 6 SP:Iteration 6Q (159.693734 sec): 3 clusters Score: Raw -57815.448776 + Penalty 1298.842423 = -56516.606354 nChanged 7 SP:Iteration 7Q (159.695026 sec): 3 clusters Score: Raw -57821.852820 + Penalty 1301.949871 = -56519.902949 nChanged 12 SP:Iteration 8Q (159.696323 sec): 3 clusters Score: Raw -57829.428668 + Penalty 1303.156455 = -56526.272213 nChanged 6 SP:Iteration 9Q (159.697662 sec): 3 clusters Score: Raw -57833.482919 + Penalty 1303.275453 = -56530.207467 nChanged 1 SP:Iteration 10F (159.698961 sec): 3 clusters Score: Raw -57833.763507 + Penalty 1303.775178 = -56529.988330 nChanged 1 SP:Iteration 11F (159.700288 sec): 3 clusters Score: Raw -57833.864015 + Penalty 1303.977916 = -56529.886099 nChanged 1 SP:Iteration 12F (159.701636 sec): 3 clusters Score: Raw -57834.369180 + Penalty 1304.188812 = -56530.180367 nChanged 2 SP:Iteration 13Q (159.703003 sec): 3 clusters Score: Raw -57834.425559 + Penalty 1304.188812 = -56530.236747 nChanged 0 SP:Iteration 14F (159.704374 sec): 3 clusters Score: Raw -57834.425559 + Penalty 1304.188812 = -56530.236747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 64 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.705533 sec): 2 clusters Score: Raw -5108.820097 + Penalty 130.297465 = -4978.522632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.705903 sec): 3 clusters Score: Raw -5143.135572 + Penalty 261.152918 = -4881.982654 nChanged 16 SP:Iteration 1F (159.706267 sec): 3 clusters Score: Raw -5171.715707 + Penalty 259.789741 = -4911.925966 nChanged 2 SP:Iteration 2Q (159.706624 sec): 3 clusters Score: Raw -5176.647953 + Penalty 260.205130 = -4916.442823 nChanged 2 SP:Iteration 3Q (159.707001 sec): 3 clusters Score: Raw -5181.186597 + Penalty 260.731694 = -4920.454903 nChanged 2 SP:Iteration 4Q (159.707358 sec): 3 clusters Score: Raw -5182.015091 + Penalty 260.731694 = -4921.283397 nChanged 0 SP:Iteration 5F (159.707720 sec): 3 clusters Score: Raw -5182.015091 + Penalty 260.731694 = -4921.283397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 69 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.709136 sec): 2 clusters Score: Raw -17439.837455 + Penalty 559.498269 = -16880.339186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.709777 sec): 3 clusters Score: Raw -17408.372326 + Penalty 1118.784737 = -16289.587589 nChanged 43 SP:Iteration 1F (159.710417 sec): 3 clusters Score: Raw -17485.441152 + Penalty 1118.186257 = -16367.254895 nChanged 23 SP:Iteration 2F (159.711031 sec): 3 clusters Score: Raw -17542.249349 + Penalty 1124.167114 = -16418.082235 nChanged 14 SP:Iteration 3F (159.711674 sec): 3 clusters Score: Raw -17577.503737 + Penalty 1125.785551 = -16451.718186 nChanged 6 SP:Iteration 4Q (159.712277 sec): 3 clusters Score: Raw -17595.845362 + Penalty 1128.415337 = -16467.430025 nChanged 2 SP:Iteration 5Q (159.712875 sec): 3 clusters Score: Raw -17599.433471 + Penalty 1128.415337 = -16471.018134 nChanged 0 SP:Iteration 6F (159.713526 sec): 3 clusters Score: Raw -17599.433471 + Penalty 1128.415337 = -16471.018134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 70 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.716965 sec): 2 clusters Score: Raw -45024.927734 + Penalty 879.075319 = -44145.852415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.718088 sec): 3 clusters Score: Raw -44908.426950 + Penalty 1758.330453 = -43150.096497 nChanged 127 SP:Iteration 1F (159.719192 sec): 3 clusters Score: Raw -45069.551038 + Penalty 1758.481751 = -43311.069287 nChanged 27 SP:Iteration 2F (159.720299 sec): 3 clusters Score: Raw -45102.864739 + Penalty 1758.526805 = -43344.337934 nChanged 11 SP:Iteration 3Q (159.721376 sec): 3 clusters Score: Raw -45116.613980 + Penalty 1758.477108 = -43358.136872 nChanged 7 SP:Iteration 4Q (159.722454 sec): 3 clusters Score: Raw -45130.347680 + Penalty 1758.524937 = -43371.822743 nChanged 6 SP:Iteration 5Q (159.723528 sec): 3 clusters Score: Raw -45135.930103 + Penalty 1758.617919 = -43377.312183 nChanged 3 SP:Iteration 6Q (159.724595 sec): 3 clusters Score: Raw -45146.591513 + Penalty 1758.700706 = -43387.890807 nChanged 5 SP:Iteration 7Q (159.725659 sec): 3 clusters Score: Raw -45154.464032 + Penalty 1758.622118 = -43395.841914 nChanged 4 SP:Iteration 8Q (159.726727 sec): 3 clusters Score: Raw -45156.992033 + Penalty 1758.607763 = -43398.384270 nChanged 1 SP:Iteration 9Q (159.727815 sec): 3 clusters Score: Raw -45157.610577 + Penalty 1758.623317 = -43398.987260 nChanged 1 SP:Iteration 10F (159.728925 sec): 3 clusters Score: Raw -45158.481146 + Penalty 1758.623317 = -43399.857829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 77 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.732648 sec): 2 clusters Score: Raw -77248.276187 + Penalty 677.555018 = -76570.721169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.734494 sec): 3 clusters Score: Raw -76830.952724 + Penalty 1355.367897 = -75475.584827 nChanged 289 SP:Iteration 1F (159.736293 sec): 3 clusters Score: Raw -77044.158937 + Penalty 1358.483413 = -75685.675523 nChanged 98 SP:Iteration 2F (159.738056 sec): 3 clusters Score: Raw -77148.990226 + Penalty 1363.024711 = -75785.965515 nChanged 68 SP:Iteration 3F (159.739852 sec): 3 clusters Score: Raw -77218.119445 + Penalty 1366.905536 = -75851.213909 nChanged 38 SP:Iteration 4Q (159.741605 sec): 3 clusters Score: Raw -77260.189164 + Penalty 1368.893075 = -75891.296089 nChanged 30 SP:Iteration 5Q (159.743383 sec): 3 clusters Score: Raw -77289.773612 + Penalty 1370.176251 = -75919.597361 nChanged 25 SP:Iteration 6Q (159.745125 sec): 3 clusters Score: Raw -77312.172486 + Penalty 1372.512546 = -75939.659940 nChanged 13 SP:Iteration 7Q (159.746878 sec): 3 clusters Score: Raw -77324.474850 + Penalty 1374.739507 = -75949.735343 nChanged 15 SP:Iteration 8Q (159.748834 sec): 3 clusters Score: Raw -77334.580385 + Penalty 1376.046072 = -75958.534312 nChanged 8 SP:Iteration 9Q (159.750685 sec): 3 clusters Score: Raw -77341.901312 + Penalty 1377.970931 = -75963.930381 nChanged 5 SP:Iteration 10F (159.752505 sec): 3 clusters Score: Raw -77344.478723 + Penalty 1378.521334 = -75965.957389 nChanged 3 SP:Iteration 11Q (159.754274 sec): 3 clusters Score: Raw -77346.369052 + Penalty 1379.182400 = -75967.186652 nChanged 3 SP:Iteration 12Q (159.756016 sec): 3 clusters Score: Raw -77347.989581 + Penalty 1379.705525 = -75968.284056 nChanged 1 SP:Iteration 13Q (159.757752 sec): 3 clusters Score: Raw -77348.537212 + Penalty 1379.411392 = -75969.125820 nChanged 2 SP:Iteration 14Q (159.759461 sec): 3 clusters Score: Raw -77351.129440 + Penalty 1379.288119 = -75971.841321 nChanged 1 SP:Iteration 15Q (159.761171 sec): 3 clusters Score: Raw -77351.286154 + Penalty 1379.288119 = -75971.998035 nChanged 0 SP:Iteration 16F (159.762943 sec): 3 clusters Score: Raw -77351.286154 + Penalty 1379.288119 = -75971.998035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 105 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.765491 sec): 2 clusters Score: Raw -54483.148355 + Penalty 519.670752 = -53963.477603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.766929 sec): 3 clusters Score: Raw -54194.725044 + Penalty 1032.034834 = -53162.690210 nChanged 221 SP:Iteration 1F (159.768349 sec): 3 clusters Score: Raw -54378.154656 + Penalty 1024.830527 = -53353.324130 nChanged 80 SP:Iteration 2F (159.769773 sec): 3 clusters Score: Raw -54466.366351 + Penalty 1018.840311 = -53447.526040 nChanged 42 SP:Iteration 3F (159.771186 sec): 3 clusters Score: Raw -54507.220644 + Penalty 1015.821393 = -53491.399251 nChanged 27 SP:Iteration 4Q (159.772574 sec): 3 clusters Score: Raw -54532.849029 + Penalty 1016.801026 = -53516.048003 nChanged 21 SP:Iteration 5Q (159.773998 sec): 3 clusters Score: Raw -54553.629118 + Penalty 1015.407450 = -53538.221668 nChanged 17 SP:Iteration 6Q (159.775402 sec): 3 clusters Score: Raw -54567.652423 + Penalty 1019.488195 = -53548.164228 nChanged 9 SP:Iteration 7Q (159.776803 sec): 3 clusters Score: Raw -54573.129870 + Penalty 1020.077391 = -53553.052479 nChanged 4 SP:Iteration 8Q (159.778211 sec): 3 clusters Score: Raw -54575.040675 + Penalty 1020.997184 = -53554.043491 nChanged 3 SP:Iteration 9Q (159.779604 sec): 3 clusters Score: Raw -54577.346444 + Penalty 1020.997184 = -53556.349260 nChanged 0 SP:Iteration 10F (159.781139 sec): 3 clusters Score: Raw -54577.346444 + Penalty 1020.997184 = -53556.349260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 184 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.782454 sec): 2 clusters Score: Raw -16267.819480 + Penalty 205.401714 = -16062.417766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (159.783057 sec): 3 clusters Score: Raw -16208.393841 + Penalty 414.879964 = -15793.513878 nChanged 48 SP:Iteration 1F (159.783655 sec): 3 clusters Score: Raw -16264.906656 + Penalty 415.949471 = -15848.957185 nChanged 14 SP:Iteration 2F (159.784248 sec): 3 clusters Score: Raw -16287.560305 + Penalty 413.911917 = -15873.648388 nChanged 3 SP:Iteration 3Q (159.784817 sec): 3 clusters Score: Raw -16298.086843 + Penalty 413.606462 = -15884.480381 nChanged 2 SP:Iteration 4Q (159.785426 sec): 3 clusters Score: Raw -16300.617633 + Penalty 413.876015 = -15886.741618 nChanged 2 SP:Iteration 5Q (159.786005 sec): 3 clusters Score: Raw -16301.320930 + Penalty 413.876015 = -15887.444916 nChanged 0 SP:Iteration 6F (159.786626 sec): 3 clusters Score: Raw -16301.320930 + Penalty 413.876015 = -15887.444916 nChanged 0 Iteration 219Q (159.990040 sec): 38 clusters Score: Raw -3841871.502068 + Penalty 28739.750880 = -3813131.751189 nChanged 49 Deleting Class 42 (15 points): Lose 570.329964 but Gain 590.576228 Iteration 220F (160.833096 sec): 37 clusters Score: Raw -3841363.195507 + Penalty 28115.746110 = -3813247.449397 nChanged 57 Iteration 221Q (160.995057 sec): 37 clusters Score: Raw -3841661.015536 + Penalty 28132.862382 = -3813528.153153 nChanged 25 Iteration 222Q (161.157395 sec): 37 clusters Score: Raw -3841693.006507 + Penalty 28135.168771 = -3813557.837736 nChanged 16 Iteration 223Q (161.319908 sec): 37 clusters Score: Raw -3841699.402063 + Penalty 28137.483475 = -3813561.918589 nChanged 10 Iteration 224Q (161.481059 sec): 37 clusters Score: Raw -3841702.665977 + Penalty 28137.385451 = -3813565.280526 nChanged 7 Iteration 225Q (161.643158 sec): 37 clusters Score: Raw -3841704.941108 + Penalty 28137.865890 = -3813567.075218 nChanged 3 Iteration 226Q (161.803316 sec): 37 clusters Score: Raw -3841705.310895 + Penalty 28136.979616 = -3813568.331279 nChanged 1 Iteration 227Q (161.964441 sec): 37 clusters Score: Raw -3841705.671760 + Penalty 28136.743599 = -3813568.928161 nChanged 1 Iteration 228Q (162.126103 sec): 37 clusters Score: Raw -3841705.775498 + Penalty 28136.743599 = -3813569.031900 nChanged 0 Iteration 229F (162.957405 sec): 37 clusters Score: Raw -3841725.908155 + Penalty 28153.315643 = -3813572.592512 nChanged 1 Iteration 230F (163.783380 sec): 37 clusters Score: Raw -3841755.373175 + Penalty 28153.315643 = -3813602.057532 nChanged 0 Writing temp clu file Memory request: 0.21 GB would take us to total of 0.42 GB. Compute initial score before splitting: Score: Raw -3841755.373175 + Penalty 28153.315643 = -3813602.057532Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (2351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.939181 sec): 2 clusters Score: Raw -207671.900076 + Penalty 246.747487 = -207425.152589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.943514 sec): 3 clusters Score: Raw -206288.618000 + Penalty 534.696924 = -205753.921076 nChanged 1041 SP:Iteration 1F (163.947762 sec): 3 clusters Score: Raw -207235.299555 + Penalty 549.934436 = -206685.365120 nChanged 220 SP:Iteration 2F (163.951964 sec): 3 clusters Score: Raw -207424.639801 + Penalty 557.540357 = -206867.099444 nChanged 128 SP:Iteration 3F (163.956465 sec): 3 clusters Score: Raw -207535.047676 + Penalty 562.118763 = -206972.928913 nChanged 70 SP:Iteration 4Q (163.960827 sec): 3 clusters Score: Raw -207597.951163 + Penalty 560.907789 = -207037.043375 nChanged 49 SP:Iteration 5Q (163.964937 sec): 3 clusters Score: Raw -207639.535696 + Penalty 564.685799 = -207074.849897 nChanged 44 SP:Iteration 6Q (163.968946 sec): 3 clusters Score: Raw -207667.583033 + Penalty 560.743754 = -207106.839279 nChanged 30 SP:Iteration 7Q (163.972872 sec): 3 clusters Score: Raw -207685.531259 + Penalty 561.805717 = -207123.725542 nChanged 24 SP:Iteration 8Q (163.976736 sec): 3 clusters Score: Raw -207699.655876 + Penalty 563.738089 = -207135.917787 nChanged 23 SP:Iteration 9Q (163.980570 sec): 3 clusters Score: Raw -207711.730410 + Penalty 563.763355 = -207147.967054 nChanged 23 SP:Iteration 10F (163.984754 sec): 3 clusters Score: Raw -207721.996183 + Penalty 564.329730 = -207157.666453 nChanged 20 SP:Iteration 11Q (163.988663 sec): 3 clusters Score: Raw -207733.131704 + Penalty 565.788041 = -207167.343663 nChanged 30 SP:Iteration 12Q (163.992732 sec): 3 clusters Score: Raw -207747.257700 + Penalty 567.159263 = -207180.098437 nChanged 14 SP:Iteration 13Q (163.996506 sec): 3 clusters Score: Raw -207751.505329 + Penalty 567.666990 = -207183.838339 nChanged 11 SP:Iteration 14Q (164.000542 sec): 3 clusters Score: Raw -207754.541244 + Penalty 569.550419 = -207184.990824 nChanged 6 SP:Iteration 15Q (164.004459 sec): 3 clusters Score: Raw -207756.241966 + Penalty 570.552981 = -207185.688985 nChanged 5 SP:Iteration 16Q (164.008250 sec): 3 clusters Score: Raw -207756.866241 + Penalty 570.741008 = -207186.125233 nChanged 1 SP:Iteration 17Q (164.011908 sec): 3 clusters Score: Raw -207757.071771 + Penalty 570.711416 = -207186.360355 nChanged 2 SP:Iteration 18Q (164.015581 sec): 3 clusters Score: Raw -207757.693413 + Penalty 570.882963 = -207186.810449 nChanged 1 SP:Iteration 19Q (164.019222 sec): 3 clusters Score: Raw -207757.723746 + Penalty 570.882963 = -207186.840783 nChanged 0 SP:Iteration 20F (164.023602 sec): 3 clusters Score: Raw -207757.723746 + Penalty 570.882963 = -207186.840783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 2 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.026410 sec): 2 clusters Score: Raw -23321.875212 + Penalty 281.964440 = -23039.910772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.027119 sec): 3 clusters Score: Raw -23211.427822 + Penalty 563.171547 = -22648.256276 nChanged 85 SP:Iteration 1F (164.027881 sec): 3 clusters Score: Raw -23278.129949 + Penalty 564.079060 = -22714.050888 nChanged 24 SP:Iteration 2F (164.028578 sec): 3 clusters Score: Raw -23300.535772 + Penalty 564.043838 = -22736.491934 nChanged 11 SP:Iteration 3Q (164.029258 sec): 3 clusters Score: Raw -23310.770809 + Penalty 563.753580 = -22747.017229 nChanged 10 SP:Iteration 4Q (164.029929 sec): 3 clusters Score: Raw -23319.821778 + Penalty 562.861593 = -22756.960185 nChanged 7 SP:Iteration 5Q (164.030596 sec): 3 clusters Score: Raw -23324.442386 + Penalty 561.532176 = -22762.910210 nChanged 9 SP:Iteration 6Q (164.031263 sec): 3 clusters Score: Raw -23328.380845 + Penalty 561.714060 = -22766.666785 nChanged 6 SP:Iteration 7Q (164.031929 sec): 3 clusters Score: Raw -23330.487029 + Penalty 561.270398 = -22769.216631 nChanged 7 SP:Iteration 8Q (164.032586 sec): 3 clusters Score: Raw -23334.553237 + Penalty 562.450617 = -22772.102620 nChanged 6 SP:Iteration 9Q (164.033232 sec): 3 clusters Score: Raw -23340.935418 + Penalty 562.833974 = -22778.101444 nChanged 7 SP:Iteration 10F (164.033897 sec): 3 clusters Score: Raw -23350.361898 + Penalty 562.957015 = -22787.404883 nChanged 7 SP:Iteration 11Q (164.034547 sec): 3 clusters Score: Raw -23355.083470 + Penalty 564.280672 = -22790.802799 nChanged 5 SP:Iteration 12Q (164.035195 sec): 3 clusters Score: Raw -23358.447669 + Penalty 564.537668 = -22793.910000 nChanged 2 SP:Iteration 13Q (164.035843 sec): 3 clusters Score: Raw -23359.231791 + Penalty 564.537668 = -22794.694123 nChanged 0 SP:Iteration 14F (164.036508 sec): 3 clusters Score: Raw -23359.231791 + Penalty 564.537668 = -22794.694123 nChanged 0 Memory request: 0.10 GB would take us to total of 0.52 GB. Trying to split cluster 3 (20762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.129628 sec): 2 clusters Score: Raw -1750822.380079 + Penalty 283.549805 = -1750538.830274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.169870 sec): 3 clusters Score: Raw -1736803.375186 + Penalty 572.190719 = -1736231.184466 nChanged 9998 SP:Iteration 1F (164.209295 sec): 3 clusters Score: Raw -1742052.144375 + Penalty 585.818850 = -1741466.325526 nChanged 3331 SP:Iteration 2F (164.248109 sec): 3 clusters Score: Raw -1745087.174270 + Penalty 592.365170 = -1744494.809101 nChanged 2233 SP:Iteration 3F (164.286919 sec): 3 clusters Score: Raw -1747368.379288 + Penalty 583.227517 = -1746785.151771 nChanged 1562 SP:Iteration 4F (164.326178 sec): 3 clusters Score: Raw -1749005.174465 + Penalty 542.642026 = -1748462.532439 nChanged 921 SP:Iteration 5Q (164.366105 sec): 3 clusters Score: Raw -1749969.307776 + Penalty 547.453197 = -1749421.854579 nChanged 565 SP:Iteration 6Q (164.400539 sec): 3 clusters Score: Raw -1750647.336837 + Penalty 670.157763 = -1749977.179074 nChanged 152 SP:Iteration 7Q (164.432689 sec): 3 clusters Score: Raw -1750815.142309 + Penalty 916.122955 = -1749899.019354 nChanged 23 SP:Iteration 8F (164.476673 sec): 3 clusters Score: Raw -1750850.652816 + Penalty 960.254924 = -1749890.397893 nChanged 4 SP:Iteration 9F (164.520434 sec): 3 clusters Score: Raw -1750856.613134 + Penalty 944.207924 = -1749912.405210 nChanged 1 SP:Iteration 10F (164.564559 sec): 3 clusters Score: Raw -1750858.481734 + Penalty 944.207924 = -1749914.273810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 4 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.583346 sec): 2 clusters Score: Raw -123880.236330 + Penalty 366.586645 = -123513.649685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.585980 sec): 3 clusters Score: Raw -123071.643935 + Penalty 730.940314 = -122340.703622 nChanged 566 SP:Iteration 1F (164.588583 sec): 3 clusters Score: Raw -123386.749161 + Penalty 727.867238 = -122658.881923 nChanged 130 SP:Iteration 2F (164.591299 sec): 3 clusters Score: Raw -123483.934798 + Penalty 724.675048 = -122759.259749 nChanged 94 SP:Iteration 3F (164.593857 sec): 3 clusters Score: Raw -123560.601898 + Penalty 725.662163 = -122834.939736 nChanged 85 SP:Iteration 4F (164.596356 sec): 3 clusters Score: Raw -123638.004010 + Penalty 727.805874 = -122910.198136 nChanged 75 SP:Iteration 5F (164.598855 sec): 3 clusters Score: Raw -123700.910381 + Penalty 724.737327 = -122976.173054 nChanged 58 SP:Iteration 6Q (164.601233 sec): 3 clusters Score: Raw -123748.064875 + Penalty 727.733293 = -123020.331581 nChanged 43 SP:Iteration 7Q (164.603612 sec): 3 clusters Score: Raw -123783.384377 + Penalty 737.161512 = -123046.222865 nChanged 42 SP:Iteration 8Q (164.606079 sec): 3 clusters Score: Raw -123820.985732 + Penalty 753.392515 = -123067.593217 nChanged 37 SP:Iteration 9Q (164.608534 sec): 3 clusters Score: Raw -123854.754176 + Penalty 776.532207 = -123078.221969 nChanged 25 SP:Iteration 10F (164.611173 sec): 3 clusters Score: Raw -123876.063046 + Penalty 803.265809 = -123072.797237 nChanged 20 SP:Iteration 11F (164.613860 sec): 3 clusters Score: Raw -123899.403888 + Penalty 820.203759 = -123079.200129 nChanged 15 SP:Iteration 12Q (164.616003 sec): 3 clusters Score: Raw -123915.384807 + Penalty 835.243232 = -123080.141575 nChanged 5 SP:Iteration 13Q (164.618124 sec): 3 clusters Score: Raw -123917.937975 + Penalty 835.609547 = -123082.328428 nChanged 1 SP:Iteration 14Q (164.620195 sec): 3 clusters Score: Raw -123918.676247 + Penalty 829.150778 = -123089.525469 nChanged 1 SP:Iteration 15Q (164.622350 sec): 3 clusters Score: Raw -123918.739285 + Penalty 829.150778 = -123089.588507 nChanged 0 SP:Iteration 16F (164.625083 sec): 3 clusters Score: Raw -123918.739285 + Penalty 829.150778 = -123089.588507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 5 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.627917 sec): 2 clusters Score: Raw -49638.883033 + Penalty 134.760209 = -49504.122824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.629132 sec): 3 clusters Score: Raw -49309.553347 + Penalty 311.048369 = -48998.504977 nChanged 229 SP:Iteration 1F (164.630328 sec): 3 clusters Score: Raw -49552.141047 + Penalty 363.252961 = -49188.888086 nChanged 56 SP:Iteration 2F (164.631522 sec): 3 clusters Score: Raw -49618.871859 + Penalty 448.101984 = -49170.769875 nChanged 22 SP:Iteration 3F (164.632721 sec): 3 clusters Score: Raw -49657.200180 + Penalty 512.804804 = -49144.395377 nChanged 8 SP:Iteration 4F (164.633915 sec): 3 clusters Score: Raw -49673.381069 + Penalty 537.675617 = -49135.705452 nChanged 3 SP:Iteration 5F (164.635107 sec): 3 clusters Score: Raw -49677.245230 + Penalty 537.675617 = -49139.569612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 6 (1854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.643795 sec): 2 clusters Score: Raw -170255.014231 + Penalty 383.556976 = -169871.457255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.647284 sec): 3 clusters Score: Raw -169124.343471 + Penalty 770.277739 = -168354.065731 nChanged 801 SP:Iteration 1F (164.650713 sec): 3 clusters Score: Raw -169667.863484 + Penalty 777.403015 = -168890.460469 nChanged 225 SP:Iteration 2F (164.654093 sec): 3 clusters Score: Raw -169883.327659 + Penalty 785.976650 = -169097.351009 nChanged 188 SP:Iteration 3F (164.657776 sec): 3 clusters Score: Raw -170109.546656 + Penalty 786.554325 = -169322.992330 nChanged 153 SP:Iteration 4F (164.661227 sec): 3 clusters Score: Raw -170324.968853 + Penalty 785.726553 = -169539.242300 nChanged 115 SP:Iteration 5F (164.664644 sec): 3 clusters Score: Raw -170434.305053 + Penalty 782.193346 = -169652.111707 nChanged 58 SP:Iteration 6Q (164.668013 sec): 3 clusters Score: Raw -170462.531528 + Penalty 779.914782 = -169682.616746 nChanged 25 SP:Iteration 7Q (164.671261 sec): 3 clusters Score: Raw -170470.268473 + Penalty 777.900023 = -169692.368450 nChanged 10 SP:Iteration 8Q (164.674658 sec): 3 clusters Score: Raw -170471.708725 + Penalty 777.154057 = -169694.554669 nChanged 3 SP:Iteration 9Q (164.678004 sec): 3 clusters Score: Raw -170472.093471 + Penalty 776.110140 = -169695.983331 nChanged 4 SP:Iteration 10F (164.681369 sec): 3 clusters Score: Raw -170472.803548 + Penalty 775.110894 = -169697.692653 nChanged 4 SP:Iteration 11Q (164.684597 sec): 3 clusters Score: Raw -170473.526161 + Penalty 774.592183 = -169698.933979 nChanged 2 SP:Iteration 12Q (164.687823 sec): 3 clusters Score: Raw -170473.815780 + Penalty 774.092632 = -169699.723148 nChanged 2 SP:Iteration 13Q (164.691375 sec): 3 clusters Score: Raw -170473.996319 + Penalty 773.574635 = -169700.421683 nChanged 2 SP:Iteration 14Q (164.694663 sec): 3 clusters Score: Raw -170474.070194 + Penalty 773.333455 = -169700.736739 nChanged 1 SP:Iteration 15Q (164.697886 sec): 3 clusters Score: Raw -170474.156452 + Penalty 773.073373 = -169701.083078 nChanged 1 SP:Iteration 16Q (164.701109 sec): 3 clusters Score: Raw -170474.204270 + Penalty 773.073373 = -169701.130896 nChanged 0 SP:Iteration 17F (164.704477 sec): 3 clusters Score: Raw -170474.204270 + Penalty 773.073373 = -169701.130896 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 7 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.715381 sec): 2 clusters Score: Raw -95290.219852 + Penalty 269.423970 = -95020.795882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.717590 sec): 3 clusters Score: Raw -94644.783211 + Penalty 538.738619 = -94106.044591 nChanged 443 SP:Iteration 1F (164.719824 sec): 3 clusters Score: Raw -94888.704403 + Penalty 538.677141 = -94350.027262 nChanged 141 SP:Iteration 2F (164.722056 sec): 3 clusters Score: Raw -95021.412210 + Penalty 543.759149 = -94477.653061 nChanged 108 SP:Iteration 3F (164.724182 sec): 3 clusters Score: Raw -95138.130842 + Penalty 553.058506 = -94585.072336 nChanged 77 SP:Iteration 4F (164.726300 sec): 3 clusters Score: Raw -95205.034403 + Penalty 561.661834 = -94643.372569 nChanged 44 SP:Iteration 5Q (164.728291 sec): 3 clusters Score: Raw -95250.743547 + Penalty 577.467496 = -94673.276051 nChanged 43 SP:Iteration 6Q (164.730303 sec): 3 clusters Score: Raw -95291.136203 + Penalty 589.113951 = -94702.022252 nChanged 29 SP:Iteration 7Q (164.732279 sec): 3 clusters Score: Raw -95308.755832 + Penalty 599.158370 = -94709.597462 nChanged 21 SP:Iteration 8Q (164.734187 sec): 3 clusters Score: Raw -95325.449285 + Penalty 612.513258 = -94712.936026 nChanged 23 SP:Iteration 9Q (164.736078 sec): 3 clusters Score: Raw -95344.971715 + Penalty 629.295775 = -94715.675939 nChanged 24 SP:Iteration 10F (164.738248 sec): 3 clusters Score: Raw -95373.612866 + Penalty 650.711147 = -94722.901719 nChanged 26 SP:Iteration 11Q (164.740096 sec): 3 clusters Score: Raw -95400.290256 + Penalty 670.699988 = -94729.590268 nChanged 21 SP:Iteration 12Q (164.741958 sec): 3 clusters Score: Raw -95423.592048 + Penalty 693.005163 = -94730.586885 nChanged 17 SP:Iteration 13Q (164.743781 sec): 3 clusters Score: Raw -95439.987154 + Penalty 706.819455 = -94733.167699 nChanged 12 SP:Iteration 14Q (164.745557 sec): 3 clusters Score: Raw -95449.517694 + Penalty 720.705273 = -94728.812421 nChanged 11 SP:Iteration 15F (164.747615 sec): 3 clusters Score: Raw -95456.728789 + Penalty 736.865152 = -94719.863637 nChanged 12 SP:Iteration 16F (164.749672 sec): 3 clusters Score: Raw -95463.743631 + Penalty 741.952529 = -94721.791102 nChanged 3 SP:Iteration 17Q (164.751425 sec): 3 clusters Score: Raw -95465.597543 + Penalty 747.115952 = -94718.481591 nChanged 3 SP:Iteration 18F (164.753635 sec): 3 clusters Score: Raw -95466.439089 + Penalty 751.561866 = -94714.877222 nChanged 3 SP:Iteration 19F (164.755852 sec): 3 clusters Score: Raw -95467.203987 + Penalty 753.697719 = -94713.506269 nChanged 1 SP:Iteration 20F (164.757960 sec): 3 clusters Score: Raw -95467.341088 + Penalty 755.160667 = -94712.180421 nChanged 1 SP:Iteration 21F (164.760033 sec): 3 clusters Score: Raw -95467.459169 + Penalty 757.811255 = -94709.647914 nChanged 1 SP:Iteration 22F (164.762221 sec): 3 clusters Score: Raw -95467.928051 + Penalty 757.811255 = -94710.116797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.42 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.762866 sec): 2 clusters Score: Raw -1737.309538 + Penalty 58.482065 = -1678.827474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.763099 sec): 3 clusters Score: Raw -1795.532340 + Penalty 145.543518 = -1649.988822 nChanged 3 SP:Iteration 1F (164.763328 sec): 3 clusters Score: Raw -1805.117402 + Penalty 155.968533 = -1649.148869 nChanged 1 SP:Iteration 2F (164.763556 sec): 3 clusters Score: Raw -1814.059997 + Penalty 155.968533 = -1658.091464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 9 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.766500 sec): 2 clusters Score: Raw -71638.024846 + Penalty 379.158763 = -71258.866082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.768299 sec): 3 clusters Score: Raw -71212.492087 + Penalty 837.994478 = -70374.497609 nChanged 337 SP:Iteration 1F (164.770043 sec): 3 clusters Score: Raw -71710.563181 + Penalty 915.254102 = -70795.309079 nChanged 105 SP:Iteration 2F (164.771694 sec): 3 clusters Score: Raw -71888.587039 + Penalty 938.838390 = -70949.748649 nChanged 36 SP:Iteration 3Q (164.773354 sec): 3 clusters Score: Raw -71939.404485 + Penalty 946.419211 = -70992.985274 nChanged 12 SP:Iteration 4Q (164.774861 sec): 3 clusters Score: Raw -71949.580647 + Penalty 950.830221 = -70998.750425 nChanged 8 SP:Iteration 5Q (164.776348 sec): 3 clusters Score: Raw -71954.319573 + Penalty 948.974892 = -71005.344681 nChanged 2 SP:Iteration 6Q (164.777865 sec): 3 clusters Score: Raw -71956.134410 + Penalty 948.974892 = -71007.159518 nChanged 0 SP:Iteration 7F (164.779517 sec): 3 clusters Score: Raw -71956.134410 + Penalty 948.974892 = -71007.159518 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 10 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.782525 sec): 2 clusters Score: Raw -75536.636018 + Penalty 435.983952 = -75100.652066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.784246 sec): 3 clusters Score: Raw -75054.611037 + Penalty 872.479435 = -74182.131603 nChanged 293 SP:Iteration 1F (164.785887 sec): 3 clusters Score: Raw -75225.907441 + Penalty 881.626292 = -74344.281149 nChanged 126 SP:Iteration 2F (164.787494 sec): 3 clusters Score: Raw -75338.936940 + Penalty 898.349475 = -74440.587465 nChanged 85 SP:Iteration 3F (164.789272 sec): 3 clusters Score: Raw -75438.836887 + Penalty 918.791501 = -74520.045386 nChanged 69 SP:Iteration 4F (164.791001 sec): 3 clusters Score: Raw -75516.980480 + Penalty 938.847962 = -74578.132518 nChanged 51 SP:Iteration 5F (164.792760 sec): 3 clusters Score: Raw -75563.527706 + Penalty 949.647385 = -74613.880320 nChanged 26 SP:Iteration 6Q (164.794357 sec): 3 clusters Score: Raw -75579.265970 + Penalty 955.119600 = -74624.146370 nChanged 12 SP:Iteration 7Q (164.795951 sec): 3 clusters Score: Raw -75588.022137 + Penalty 964.672629 = -74623.349508 nChanged 13 SP:Iteration 8F (164.797587 sec): 3 clusters Score: Raw -75595.384672 + Penalty 972.526740 = -74622.857933 nChanged 11 SP:Iteration 9F (164.799200 sec): 3 clusters Score: Raw -75603.031090 + Penalty 977.437388 = -74625.593702 nChanged 8 SP:Iteration 10F (164.800807 sec): 3 clusters Score: Raw -75606.672058 + Penalty 979.788488 = -74626.883570 nChanged 5 SP:Iteration 11Q (164.802318 sec): 3 clusters Score: Raw -75609.278837 + Penalty 982.565790 = -74626.713047 nChanged 3 SP:Iteration 12F (164.803968 sec): 3 clusters Score: Raw -75610.346614 + Penalty 984.356365 = -74625.990248 nChanged 3 SP:Iteration 13F (164.805679 sec): 3 clusters Score: Raw -75612.348702 + Penalty 983.873484 = -74628.475217 nChanged 1 SP:Iteration 14Q (164.807299 sec): 3 clusters Score: Raw -75612.904173 + Penalty 984.719801 = -74628.184371 nChanged 1 SP:Iteration 15F (164.808934 sec): 3 clusters Score: Raw -75612.973697 + Penalty 984.719801 = -74628.253896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 11 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.810594 sec): 2 clusters Score: Raw -19906.796393 + Penalty 740.374608 = -19166.421785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.811219 sec): 3 clusters Score: Raw -19911.455769 + Penalty 1479.132624 = -18432.323145 nChanged 39 SP:Iteration 1F (164.811837 sec): 3 clusters Score: Raw -19984.976542 + Penalty 1476.901200 = -18508.075342 nChanged 11 SP:Iteration 2Q (164.812434 sec): 3 clusters Score: Raw -20008.225225 + Penalty 1477.084337 = -18531.140888 nChanged 6 SP:Iteration 3Q (164.813045 sec): 3 clusters Score: Raw -20024.430261 + Penalty 1477.840019 = -18546.590241 nChanged 4 SP:Iteration 4Q (164.813641 sec): 3 clusters Score: Raw -20031.443692 + Penalty 1477.343860 = -18554.099832 nChanged 1 SP:Iteration 5Q (164.814236 sec): 3 clusters Score: Raw -20036.924583 + Penalty 1476.474324 = -18560.450259 nChanged 2 SP:Iteration 6Q (164.814829 sec): 3 clusters Score: Raw -20044.168075 + Penalty 1476.335163 = -18567.832911 nChanged 1 SP:Iteration 7Q (164.815421 sec): 3 clusters Score: Raw -20047.159292 + Penalty 1476.335163 = -18570.824128 nChanged 0 SP:Iteration 8F (164.816044 sec): 3 clusters Score: Raw -20047.159292 + Penalty 1476.335163 = -18570.824128 nChanged 0 Memory request: 0.02 GB would take us to total of 0.44 GB. Trying to split cluster 12 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.831322 sec): 2 clusters Score: Raw -276702.747638 + Penalty 221.170716 = -276481.576922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.837468 sec): 3 clusters Score: Raw -274637.131241 + Penalty 444.175508 = -274192.955733 nChanged 1457 SP:Iteration 1F (164.843721 sec): 3 clusters Score: Raw -275704.095791 + Penalty 443.699623 = -275260.396168 nChanged 429 SP:Iteration 2F (164.849543 sec): 3 clusters Score: Raw -276020.856709 + Penalty 441.463831 = -275579.392878 nChanged 275 SP:Iteration 3F (164.855385 sec): 3 clusters Score: Raw -276240.918427 + Penalty 440.902221 = -275800.016207 nChanged 171 SP:Iteration 4F (164.861602 sec): 3 clusters Score: Raw -276344.962378 + Penalty 441.670039 = -275903.292339 nChanged 132 SP:Iteration 5Q (164.867372 sec): 3 clusters Score: Raw -276424.104733 + Penalty 443.838050 = -275980.266683 nChanged 119 SP:Iteration 6Q (164.873242 sec): 3 clusters Score: Raw -276496.274016 + Penalty 446.794955 = -276049.479061 nChanged 102 SP:Iteration 7Q (164.879171 sec): 3 clusters Score: Raw -276552.493837 + Penalty 449.406852 = -276103.086985 nChanged 80 SP:Iteration 8Q (164.884931 sec): 3 clusters Score: Raw -276581.549298 + Penalty 452.059845 = -276129.489452 nChanged 49 SP:Iteration 9Q (164.890730 sec): 3 clusters Score: Raw -276595.783082 + Penalty 453.957761 = -276141.825321 nChanged 45 SP:Iteration 10F (164.896801 sec): 3 clusters Score: Raw -276607.287232 + Penalty 456.522923 = -276150.764309 nChanged 43 SP:Iteration 11Q (164.902575 sec): 3 clusters Score: Raw -276617.322202 + Penalty 458.471195 = -276158.851008 nChanged 34 SP:Iteration 12Q (164.908240 sec): 3 clusters Score: Raw -276623.841016 + Penalty 459.697947 = -276164.143068 nChanged 22 SP:Iteration 13Q (164.913916 sec): 3 clusters Score: Raw -276627.346496 + Penalty 460.856601 = -276166.489894 nChanged 18 SP:Iteration 14Q (164.919829 sec): 3 clusters Score: Raw -276629.756001 + Penalty 462.590104 = -276167.165897 nChanged 21 SP:Iteration 15Q (164.925889 sec): 3 clusters Score: Raw -276633.043162 + Penalty 463.785492 = -276169.257669 nChanged 18 SP:Iteration 16Q (164.931550 sec): 3 clusters Score: Raw -276635.460604 + Penalty 465.114280 = -276170.346324 nChanged 18 SP:Iteration 17Q (164.937194 sec): 3 clusters Score: Raw -276638.255141 + Penalty 465.907876 = -276172.347265 nChanged 16 SP:Iteration 18Q (164.942938 sec): 3 clusters Score: Raw -276640.365294 + Penalty 467.209225 = -276173.156069 nChanged 15 SP:Iteration 19Q (164.948561 sec): 3 clusters Score: Raw -276642.526052 + Penalty 468.904805 = -276173.621248 nChanged 17 SP:Iteration 20F (164.954340 sec): 3 clusters Score: Raw -276645.108306 + Penalty 470.941696 = -276174.166610 nChanged 22 SP:Iteration 21Q (164.960124 sec): 3 clusters Score: Raw -276648.671050 + Penalty 471.289307 = -276177.381743 nChanged 16 SP:Iteration 22Q (164.966002 sec): 3 clusters Score: Raw -276650.465609 + Penalty 472.857156 = -276177.608452 nChanged 16 SP:Iteration 23Q (164.971856 sec): 3 clusters Score: Raw -276652.711169 + Penalty 474.353644 = -276178.357525 nChanged 25 SP:Iteration 24Q (164.977582 sec): 3 clusters Score: Raw -276656.911833 + Penalty 475.225791 = -276181.686042 nChanged 23 SP:Iteration 25Q (164.983348 sec): 3 clusters Score: Raw -276660.542081 + Penalty 476.680944 = -276183.861137 nChanged 21 SP:Iteration 26Q (164.988984 sec): 3 clusters Score: Raw -276664.094606 + Penalty 478.181265 = -276185.913341 nChanged 23 SP:Iteration 27Q (164.994938 sec): 3 clusters Score: Raw -276668.709817 + Penalty 480.657457 = -276188.052359 nChanged 26 SP:Iteration 28Q (165.000507 sec): 3 clusters Score: Raw -276674.810295 + Penalty 483.284347 = -276191.525948 nChanged 30 SP:Iteration 29Q (165.006204 sec): 3 clusters Score: Raw -276682.198279 + Penalty 485.389461 = -276196.808818 nChanged 30 SP:Iteration 30F (165.012385 sec): 3 clusters Score: Raw -276688.095999 + Penalty 487.079720 = -276201.016279 nChanged 24 SP:Iteration 31Q (165.018069 sec): 3 clusters Score: Raw -276693.172151 + Penalty 489.578609 = -276203.593542 nChanged 23 SP:Iteration 32Q (165.023733 sec): 3 clusters Score: Raw -276697.750403 + Penalty 490.507616 = -276207.242788 nChanged 21 SP:Iteration 33Q (165.029455 sec): 3 clusters Score: Raw -276702.033354 + Penalty 492.386841 = -276209.646513 nChanged 21 SP:Iteration 34Q (165.035087 sec): 3 clusters Score: Raw -276706.429089 + Penalty 495.374333 = -276211.054756 nChanged 25 SP:Iteration 35Q (165.040722 sec): 3 clusters Score: Raw -276711.096813 + Penalty 496.789707 = -276214.307107 nChanged 16 SP:Iteration 36Q (165.046060 sec): 3 clusters Score: Raw -276713.569856 + Penalty 499.084186 = -276214.485669 nChanged 14 SP:Iteration 37Q (165.051386 sec): 3 clusters Score: Raw -276716.119412 + Penalty 501.537982 = -276214.581431 nChanged 12 SP:Iteration 38Q (165.056847 sec): 3 clusters Score: Raw -276717.690432 + Penalty 502.666004 = -276215.024428 nChanged 8 SP:Iteration 39Q (165.062436 sec): 3 clusters Score: Raw -276718.662666 + Penalty 502.931845 = -276215.730820 nChanged 14 SP:Iteration 40F (165.068382 sec): 3 clusters Score: Raw -276720.808996 + Penalty 505.003235 = -276215.805760 nChanged 12 SP:Iteration 41Q (165.074027 sec): 3 clusters Score: Raw -276722.945875 + Penalty 505.883967 = -276217.061908 nChanged 10 SP:Iteration 42Q (165.079531 sec): 3 clusters Score: Raw -276724.693065 + Penalty 505.494119 = -276219.198947 nChanged 10 SP:Iteration 43Q (165.084845 sec): 3 clusters Score: Raw -276727.478714 + Penalty 506.839072 = -276220.639642 nChanged 14 SP:Iteration 44Q (165.090240 sec): 3 clusters Score: Raw -276731.198485 + Penalty 509.232956 = -276221.965529 nChanged 12 SP:Iteration 45Q (165.095789 sec): 3 clusters Score: Raw -276734.831310 + Penalty 511.929989 = -276222.901321 nChanged 19 SP:Iteration 46Q (165.101022 sec): 3 clusters Score: Raw -276739.521667 + Penalty 514.386434 = -276225.135233 nChanged 17 SP:Iteration 47Q (165.106357 sec): 3 clusters Score: Raw -276743.517019 + Penalty 515.286191 = -276228.230829 nChanged 18 SP:Iteration 48Q (165.111646 sec): 3 clusters Score: Raw -276746.704134 + Penalty 516.750152 = -276229.953983 nChanged 10 SP:Iteration 49Q (165.116778 sec): 3 clusters Score: Raw -276747.896080 + Penalty 517.953589 = -276229.942492 nChanged 7 SP:Iteration 50F (165.122763 sec): 3 clusters Score: Raw -276748.823629 + Penalty 517.703101 = -276231.120528 nChanged 10 SP:Iteration 51Q (165.128266 sec): 3 clusters Score: Raw -276750.565678 + Penalty 518.488832 = -276232.076847 nChanged 9 SP:Iteration 52Q (165.133445 sec): 3 clusters Score: Raw -276751.886483 + Penalty 516.989053 = -276234.897430 nChanged 7 SP:Iteration 53Q (165.138678 sec): 3 clusters Score: Raw -276753.196243 + Penalty 515.573589 = -276237.622654 nChanged 7 SP:Iteration 54Q (165.143840 sec): 3 clusters Score: Raw -276755.114737 + Penalty 515.057805 = -276240.056933 nChanged 8 SP:Iteration 55Q (165.149063 sec): 3 clusters Score: Raw -276756.746440 + Penalty 515.441523 = -276241.304917 nChanged 5 SP:Iteration 56Q (165.154424 sec): 3 clusters Score: Raw -276757.233945 + Penalty 516.620282 = -276240.613663 nChanged 9 SP:Iteration 57F (165.160632 sec): 3 clusters Score: Raw -276758.870169 + Penalty 519.521364 = -276239.348805 nChanged 11 SP:Iteration 58F (165.166437 sec): 3 clusters Score: Raw -276760.667813 + Penalty 520.922325 = -276239.745487 nChanged 10 SP:Iteration 59Q (165.171572 sec): 3 clusters Score: Raw -276762.854967 + Penalty 524.394030 = -276238.460936 nChanged 11 SP:Iteration 60F (165.177496 sec): 3 clusters Score: Raw -276765.038102 + Penalty 525.802014 = -276239.236088 nChanged 9 SP:Iteration 61Q (165.182605 sec): 3 clusters Score: Raw -276766.813544 + Penalty 527.746081 = -276239.067463 nChanged 14 SP:Iteration 62F (165.188522 sec): 3 clusters Score: Raw -276769.820305 + Penalty 529.984504 = -276239.835801 nChanged 6 SP:Iteration 63Q (165.194033 sec): 3 clusters Score: Raw -276770.668263 + Penalty 529.989074 = -276240.679189 nChanged 7 SP:Iteration 64Q (165.199293 sec): 3 clusters Score: Raw -276772.085026 + Penalty 532.551012 = -276239.534014 nChanged 9 SP:Iteration 65F (165.205154 sec): 3 clusters Score: Raw -276773.980388 + Penalty 536.130311 = -276237.850077 nChanged 11 SP:Iteration 66F (165.211194 sec): 3 clusters Score: Raw -276776.568200 + Penalty 536.997811 = -276239.570388 nChanged 9 SP:Iteration 67Q (165.216205 sec): 3 clusters Score: Raw -276777.876836 + Penalty 536.659026 = -276241.217810 nChanged 5 SP:Iteration 68Q (165.221315 sec): 3 clusters Score: Raw -276779.470419 + Penalty 534.471494 = -276244.998926 nChanged 8 SP:Iteration 69Q (165.226705 sec): 3 clusters Score: Raw -276782.026941 + Penalty 535.397859 = -276246.629081 nChanged 7 SP:Iteration 70F (165.232674 sec): 3 clusters Score: Raw -276783.576505 + Penalty 536.489601 = -276247.086904 nChanged 6 SP:Iteration 71Q (165.237776 sec): 3 clusters Score: Raw -276784.433320 + Penalty 537.853598 = -276246.579721 nChanged 2 SP:Iteration 72F (165.243574 sec): 3 clusters Score: Raw -276784.568815 + Penalty 538.526107 = -276246.042708 nChanged 1 SP:Iteration 73F (165.249378 sec): 3 clusters Score: Raw -276784.611627 + Penalty 537.559167 = -276247.052460 nChanged 2 SP:Iteration 74Q (165.254291 sec): 3 clusters Score: Raw -276784.902223 + Penalty 537.126868 = -276247.775354 nChanged 1 SP:Iteration 75Q (165.259463 sec): 3 clusters Score: Raw -276784.939600 + Penalty 537.370751 = -276247.568850 nChanged 1 SP:Iteration 76F (165.265256 sec): 3 clusters Score: Raw -276785.008171 + Penalty 538.609471 = -276246.398700 nChanged 2 SP:Iteration 77F (165.271069 sec): 3 clusters Score: Raw -276785.193064 + Penalty 540.495526 = -276244.697538 nChanged 3 SP:Iteration 78F (165.277069 sec): 3 clusters Score: Raw -276785.676254 + Penalty 542.813592 = -276242.862662 nChanged 4 SP:Iteration 79F (165.283057 sec): 3 clusters Score: Raw -276786.123612 + Penalty 544.389283 = -276241.734330 nChanged 4 SP:Iteration 80F (165.289296 sec): 3 clusters Score: Raw -276786.752849 + Penalty 548.770163 = -276237.982686 nChanged 6 SP:Iteration 81F (165.295489 sec): 3 clusters Score: Raw -276787.463888 + Penalty 550.470748 = -276236.993140 nChanged 4 SP:Iteration 82F (165.301400 sec): 3 clusters Score: Raw -276788.035251 + Penalty 551.238803 = -276236.796448 nChanged 3 SP:Iteration 83F (165.307202 sec): 3 clusters Score: Raw -276788.511509 + Penalty 552.332158 = -276236.179351 nChanged 2 SP:Iteration 84F (165.312960 sec): 3 clusters Score: Raw -276788.582259 + Penalty 552.565795 = -276236.016464 nChanged 1 SP:Iteration 85F (165.318737 sec): 3 clusters Score: Raw -276788.717654 + Penalty 553.453201 = -276235.264454 nChanged 1 SP:Iteration 86F (165.324633 sec): 3 clusters Score: Raw -276788.743891 + Penalty 553.453201 = -276235.290690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 13 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.329222 sec): 2 clusters Score: Raw -23921.181113 + Penalty 55.638440 = -23865.542672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.329935 sec): 3 clusters Score: Raw -23758.136584 + Penalty 125.173550 = -23632.963034 nChanged 115 SP:Iteration 1F (165.330625 sec): 3 clusters Score: Raw -23889.344740 + Penalty 169.507181 = -23719.837559 nChanged 22 SP:Iteration 2F (165.331312 sec): 3 clusters Score: Raw -23918.117735 + Penalty 55.638440 = -23862.479294 nChanged 2 SP:Iteration 3Q (165.331862 sec): 2 clusters Score: Raw -23921.181113 + Penalty 55.638440 = -23865.542672 nChanged 0 SP:Iteration 4F (165.332405 sec): 2 clusters Score: Raw -23921.181113 + Penalty 55.638440 = -23865.542672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 17 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.334729 sec): 2 clusters Score: Raw -26297.278644 + Penalty 331.428126 = -25965.850518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.335473 sec): 3 clusters Score: Raw -26174.333139 + Penalty 669.347145 = -25504.985994 nChanged 100 SP:Iteration 1F (165.336204 sec): 3 clusters Score: Raw -26293.966623 + Penalty 670.336204 = -25623.630419 nChanged 33 SP:Iteration 2F (165.336935 sec): 3 clusters Score: Raw -26337.687499 + Penalty 673.661284 = -25664.026215 nChanged 23 SP:Iteration 3F (165.337664 sec): 3 clusters Score: Raw -26367.647429 + Penalty 672.998831 = -25694.648598 nChanged 10 SP:Iteration 4Q (165.338383 sec): 3 clusters Score: Raw -26376.617444 + Penalty 672.996449 = -25703.620995 nChanged 3 SP:Iteration 5Q (165.339097 sec): 3 clusters Score: Raw -26378.365458 + Penalty 672.996449 = -25705.369009 nChanged 0 SP:Iteration 6F (165.339824 sec): 3 clusters Score: Raw -26378.365458 + Penalty 672.996449 = -25705.369009 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 18 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.344449 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.346921 sec): 3 clusters Score: Raw -114000.611343 + Penalty 258.459474 = -113742.151869 nChanged 578 SP:Iteration 1F (165.349286 sec): 3 clusters Score: Raw -114617.205985 + Penalty 248.483006 = -114368.722979 nChanged 105 SP:Iteration 2F (165.351684 sec): 3 clusters Score: Raw -114724.767486 + Penalty 242.750866 = -114482.016619 nChanged 33 SP:Iteration 3Q (165.353882 sec): 3 clusters Score: Raw -114737.585611 + Penalty 241.696536 = -114495.889075 nChanged 18 SP:Iteration 4Q (165.356065 sec): 3 clusters Score: Raw -114742.068068 + Penalty 243.117601 = -114498.950467 nChanged 13 SP:Iteration 5Q (165.358400 sec): 3 clusters Score: Raw -114744.104938 + Penalty 243.986800 = -114500.118138 nChanged 9 SP:Iteration 6Q (165.360676 sec): 3 clusters Score: Raw -114745.973998 + Penalty 245.930163 = -114500.043836 nChanged 8 SP:Iteration 7F (165.363041 sec): 3 clusters Score: Raw -114747.954230 + Penalty 246.087085 = -114501.867144 nChanged 1 SP:Iteration 8Q (165.365158 sec): 3 clusters Score: Raw -114747.920296 + Penalty 245.757572 = -114502.162724 nChanged 1 SP:Iteration 9Q (165.367274 sec): 3 clusters Score: Raw -114747.768461 + Penalty 245.933802 = -114501.834659 nChanged 1 SP:Iteration 10F (165.369652 sec): 3 clusters Score: Raw -114748.181876 + Penalty 246.376937 = -114501.804939 nChanged 4 SP:Iteration 11F (165.372006 sec): 3 clusters Score: Raw -114748.577554 + Penalty 246.970242 = -114501.607313 nChanged 4 SP:Iteration 12F (165.374480 sec): 3 clusters Score: Raw -114748.693085 + Penalty 248.491169 = -114500.201917 nChanged 6 SP:Iteration 13F (165.376892 sec): 3 clusters Score: Raw -114750.333666 + Penalty 250.435364 = -114499.898301 nChanged 9 SP:Iteration 14F (165.379252 sec): 3 clusters Score: Raw -114751.744263 + Penalty 249.445759 = -114502.298504 nChanged 9 SP:Iteration 15Q (165.381376 sec): 3 clusters Score: Raw -114752.384720 + Penalty 248.671868 = -114503.712852 nChanged 5 SP:Iteration 16Q (165.383476 sec): 3 clusters Score: Raw -114752.573751 + Penalty 249.578577 = -114502.995174 nChanged 8 SP:Iteration 17F (165.386070 sec): 3 clusters Score: Raw -114753.404619 + Penalty 248.609834 = -114504.794785 nChanged 14 SP:Iteration 18Q (165.388424 sec): 3 clusters Score: Raw -114757.133315 + Penalty 248.869585 = -114508.263730 nChanged 16 SP:Iteration 19Q (165.390719 sec): 3 clusters Score: Raw -114760.724553 + Penalty 249.041353 = -114511.683200 nChanged 19 SP:Iteration 20F (165.393307 sec): 3 clusters Score: Raw -114767.014393 + Penalty 254.064124 = -114512.950269 nChanged 19 SP:Iteration 21Q (165.395556 sec): 3 clusters Score: Raw -114771.559639 + Penalty 263.471066 = -114508.088573 nChanged 15 SP:Iteration 22F (165.398138 sec): 3 clusters Score: Raw -114773.566555 + Penalty 254.387011 = -114519.179544 nChanged 16 SP:Iteration 23Q (165.400265 sec): 3 clusters Score: Raw -114780.403992 + Penalty 238.688084 = -114541.715909 nChanged 22 SP:Iteration 24Q (165.402399 sec): 3 clusters Score: Raw -114807.670957 + Penalty 118.014886 = -114689.656071 nChanged 10 SP:Iteration 25Q (165.404279 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 SP:Iteration 26F (165.406163 sec): 2 clusters Score: Raw -114819.217749 + Penalty 118.014886 = -114701.202863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 19 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.410666 sec): 2 clusters Score: Raw -92216.767590 + Penalty 187.887551 = -92028.880039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.412819 sec): 3 clusters Score: Raw -91578.114437 + Penalty 374.159841 = -91203.954597 nChanged 444 SP:Iteration 1F (165.414888 sec): 3 clusters Score: Raw -91831.021339 + Penalty 372.716181 = -91458.305158 nChanged 128 SP:Iteration 2F (165.416931 sec): 3 clusters Score: Raw -91917.593333 + Penalty 374.454276 = -91543.139057 nChanged 69 SP:Iteration 3F (165.418945 sec): 3 clusters Score: Raw -91958.511748 + Penalty 376.936208 = -91581.575540 nChanged 53 SP:Iteration 4Q (165.420969 sec): 3 clusters Score: Raw -91987.414036 + Penalty 379.427174 = -91607.986861 nChanged 32 SP:Iteration 5Q (165.423098 sec): 3 clusters Score: Raw -91998.552596 + Penalty 381.923919 = -91616.628677 nChanged 25 SP:Iteration 6Q (165.425263 sec): 3 clusters Score: Raw -92007.616507 + Penalty 384.692829 = -91622.923678 nChanged 22 SP:Iteration 7Q (165.427432 sec): 3 clusters Score: Raw -92012.982147 + Penalty 386.838999 = -91626.143148 nChanged 15 SP:Iteration 8Q (165.429512 sec): 3 clusters Score: Raw -92017.003031 + Penalty 388.042035 = -91628.960996 nChanged 13 SP:Iteration 9Q (165.431638 sec): 3 clusters Score: Raw -92021.337085 + Penalty 389.439140 = -91631.897945 nChanged 22 SP:Iteration 10F (165.433744 sec): 3 clusters Score: Raw -92029.825704 + Penalty 391.226214 = -91638.599489 nChanged 20 SP:Iteration 11Q (165.435810 sec): 3 clusters Score: Raw -92038.931142 + Penalty 393.040220 = -91645.890922 nChanged 16 SP:Iteration 12Q (165.437846 sec): 3 clusters Score: Raw -92046.381430 + Penalty 395.344818 = -91651.036612 nChanged 18 SP:Iteration 13Q (165.439874 sec): 3 clusters Score: Raw -92055.953511 + Penalty 397.745906 = -91658.207605 nChanged 18 SP:Iteration 14Q (165.441846 sec): 3 clusters Score: Raw -92068.992473 + Penalty 400.114353 = -91668.878120 nChanged 17 SP:Iteration 15Q (165.443807 sec): 3 clusters Score: Raw -92084.761405 + Penalty 403.339069 = -91681.422336 nChanged 19 SP:Iteration 16Q (165.445751 sec): 3 clusters Score: Raw -92103.481558 + Penalty 405.774783 = -91697.706775 nChanged 19 SP:Iteration 17Q (165.447686 sec): 3 clusters Score: Raw -92117.908128 + Penalty 409.574274 = -91708.333854 nChanged 20 SP:Iteration 18Q (165.449575 sec): 3 clusters Score: Raw -92129.963969 + Penalty 415.448441 = -91714.515528 nChanged 19 SP:Iteration 19Q (165.451435 sec): 3 clusters Score: Raw -92142.252439 + Penalty 422.617739 = -91719.634699 nChanged 23 SP:Iteration 20F (165.453450 sec): 3 clusters Score: Raw -92158.515515 + Penalty 427.259332 = -91731.256183 nChanged 19 SP:Iteration 21Q (165.455274 sec): 3 clusters Score: Raw -92169.168756 + Penalty 431.707647 = -91737.461109 nChanged 20 SP:Iteration 22Q (165.457244 sec): 3 clusters Score: Raw -92182.630284 + Penalty 432.513482 = -91750.116802 nChanged 13 SP:Iteration 23Q (165.459083 sec): 3 clusters Score: Raw -92189.433744 + Penalty 433.386504 = -91756.047240 nChanged 6 SP:Iteration 24Q (165.460886 sec): 3 clusters Score: Raw -92191.604286 + Penalty 435.018611 = -91756.585675 nChanged 5 SP:Iteration 25Q (165.462663 sec): 3 clusters Score: Raw -92192.948331 + Penalty 438.866868 = -91754.081464 nChanged 5 SP:Iteration 26F (165.464678 sec): 3 clusters Score: Raw -92194.110672 + Penalty 437.812910 = -91756.297762 nChanged 6 SP:Iteration 27Q (165.466451 sec): 3 clusters Score: Raw -92195.634607 + Penalty 440.189454 = -91755.445154 nChanged 4 SP:Iteration 28F (165.468644 sec): 3 clusters Score: Raw -92196.326257 + Penalty 443.624994 = -91752.701262 nChanged 5 SP:Iteration 29F (165.470895 sec): 3 clusters Score: Raw -92197.313508 + Penalty 446.243199 = -91751.070309 nChanged 4 SP:Iteration 30F (165.473120 sec): 3 clusters Score: Raw -92198.186401 + Penalty 447.951729 = -91750.234673 nChanged 2 SP:Iteration 31F (165.475340 sec): 3 clusters Score: Raw -92198.499277 + Penalty 448.582323 = -91749.916954 nChanged 2 SP:Iteration 32F (165.477401 sec): 3 clusters Score: Raw -92198.621925 + Penalty 449.288464 = -91749.333461 nChanged 1 SP:Iteration 33F (165.479413 sec): 3 clusters Score: Raw -92198.739678 + Penalty 448.071633 = -91750.668045 nChanged 1 SP:Iteration 34Q (165.481231 sec): 3 clusters Score: Raw -92198.823755 + Penalty 448.071633 = -91750.752121 nChanged 0 SP:Iteration 35F (165.483312 sec): 3 clusters Score: Raw -92198.823755 + Penalty 448.071633 = -91750.752121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.484623 sec): 2 clusters Score: Raw -24041.892984 + Penalty 311.611504 = -23730.281480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.485375 sec): 3 clusters Score: Raw -23939.060770 + Penalty 627.243386 = -23311.817383 nChanged 84 SP:Iteration 1F (165.486141 sec): 3 clusters Score: Raw -24017.829647 + Penalty 636.245308 = -23381.584340 nChanged 23 SP:Iteration 2F (165.486865 sec): 3 clusters Score: Raw -24044.761333 + Penalty 646.047947 = -23398.713386 nChanged 19 SP:Iteration 3F (165.487585 sec): 3 clusters Score: Raw -24071.492527 + Penalty 661.319829 = -23410.172699 nChanged 17 SP:Iteration 4F (165.488306 sec): 3 clusters Score: Raw -24092.714926 + Penalty 671.206101 = -23421.508825 nChanged 8 SP:Iteration 5Q (165.488996 sec): 3 clusters Score: Raw -24098.437058 + Penalty 678.724719 = -23419.712339 nChanged 5 SP:Iteration 6F (165.489720 sec): 3 clusters Score: Raw -24100.952072 + Penalty 684.973483 = -23415.978588 nChanged 4 SP:Iteration 7F (165.490441 sec): 3 clusters Score: Raw -24104.629395 + Penalty 694.754835 = -23409.874559 nChanged 5 SP:Iteration 8F (165.491161 sec): 3 clusters Score: Raw -24109.254382 + Penalty 703.073805 = -23406.180576 nChanged 5 SP:Iteration 9F (165.491887 sec): 3 clusters Score: Raw -24115.302265 + Penalty 713.886781 = -23401.415484 nChanged 5 SP:Iteration 10F (165.492607 sec): 3 clusters Score: Raw -24121.615009 + Penalty 721.538343 = -23400.076666 nChanged 3 SP:Iteration 11F (165.493330 sec): 3 clusters Score: Raw -24125.823830 + Penalty 723.071275 = -23402.752555 nChanged 1 SP:Iteration 12Q (165.493990 sec): 3 clusters Score: Raw -24128.117986 + Penalty 723.071275 = -23405.046711 nChanged 0 SP:Iteration 13F (165.494709 sec): 3 clusters Score: Raw -24128.117986 + Penalty 723.071275 = -23405.046711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 22 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.495555 sec): 2 clusters Score: Raw -12935.832490 + Penalty 472.041262 = -12463.791228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.496017 sec): 3 clusters Score: Raw -12949.780824 + Penalty 942.319024 = -12007.461800 nChanged 22 SP:Iteration 1F (165.496470 sec): 3 clusters Score: Raw -12996.800082 + Penalty 941.437318 = -12055.362764 nChanged 4 SP:Iteration 2Q (165.496907 sec): 3 clusters Score: Raw -13014.305399 + Penalty 941.444309 = -12072.861090 nChanged 4 SP:Iteration 3Q (165.497339 sec): 3 clusters Score: Raw -13021.776108 + Penalty 942.128777 = -12079.647331 nChanged 2 SP:Iteration 4Q (165.497771 sec): 3 clusters Score: Raw -13027.094185 + Penalty 943.073816 = -12084.020369 nChanged 2 SP:Iteration 5Q (165.498203 sec): 3 clusters Score: Raw -13032.722292 + Penalty 943.073816 = -12089.648476 nChanged 0 SP:Iteration 6F (165.498655 sec): 3 clusters Score: Raw -13032.722292 + Penalty 943.073816 = -12089.648476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 24 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.499761 sec): 2 clusters Score: Raw -16399.307229 + Penalty 686.915900 = -15712.391329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.500330 sec): 3 clusters Score: Raw -16421.694219 + Penalty 1375.298690 = -15046.395529 nChanged 31 SP:Iteration 1F (165.500893 sec): 3 clusters Score: Raw -16480.699415 + Penalty 1372.097873 = -15108.601542 nChanged 10 SP:Iteration 2F (165.501449 sec): 3 clusters Score: Raw -16508.634952 + Penalty 1371.242630 = -15137.392322 nChanged 3 SP:Iteration 3Q (165.501980 sec): 3 clusters Score: Raw -16512.241077 + Penalty 1371.130174 = -15141.110903 nChanged 2 SP:Iteration 4Q (165.502509 sec): 3 clusters Score: Raw -16514.505791 + Penalty 1370.000382 = -15144.505409 nChanged 2 SP:Iteration 5Q (165.503041 sec): 3 clusters Score: Raw -16516.486545 + Penalty 1370.000382 = -15146.486162 nChanged 0 SP:Iteration 6F (165.503596 sec): 3 clusters Score: Raw -16516.486545 + Penalty 1370.000382 = -15146.486162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 26 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.506826 sec): 2 clusters Score: Raw -62343.026439 + Penalty 941.400747 = -61401.625692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.508219 sec): 3 clusters Score: Raw -62185.156009 + Penalty 1882.843499 = -60302.312510 nChanged 156 SP:Iteration 1F (165.509529 sec): 3 clusters Score: Raw -62344.275768 + Penalty 1882.867079 = -60461.408689 nChanged 44 SP:Iteration 2F (165.510806 sec): 3 clusters Score: Raw -62400.505112 + Penalty 1882.893990 = -60517.611122 nChanged 25 SP:Iteration 3Q (165.512027 sec): 3 clusters Score: Raw -62437.800857 + Penalty 1882.893889 = -60554.906968 nChanged 18 SP:Iteration 4Q (165.513247 sec): 3 clusters Score: Raw -62456.625502 + Penalty 1882.771046 = -60573.854457 nChanged 12 SP:Iteration 5Q (165.514457 sec): 3 clusters Score: Raw -62466.521438 + Penalty 1882.759053 = -60583.762385 nChanged 3 SP:Iteration 6Q (165.515662 sec): 3 clusters Score: Raw -62469.425721 + Penalty 1882.781488 = -60586.644233 nChanged 3 SP:Iteration 7Q (165.516865 sec): 3 clusters Score: Raw -62474.929200 + Penalty 1882.759881 = -60592.169319 nChanged 5 SP:Iteration 8Q (165.518086 sec): 3 clusters Score: Raw -62477.661855 + Penalty 1882.717625 = -60594.944230 nChanged 6 SP:Iteration 9Q (165.519292 sec): 3 clusters Score: Raw -62485.756737 + Penalty 1882.662267 = -60603.094470 nChanged 6 SP:Iteration 10F (165.520535 sec): 3 clusters Score: Raw -62490.477832 + Penalty 1882.692517 = -60607.785315 nChanged 4 SP:Iteration 11Q (165.521819 sec): 3 clusters Score: Raw -62497.924559 + Penalty 1882.667816 = -60615.256744 nChanged 7 SP:Iteration 12Q (165.523088 sec): 3 clusters Score: Raw -62505.655949 + Penalty 1882.586466 = -60623.069483 nChanged 3 SP:Iteration 13Q (165.524355 sec): 3 clusters Score: Raw -62507.967956 + Penalty 1882.560640 = -60625.407315 nChanged 2 SP:Iteration 14Q (165.525619 sec): 3 clusters Score: Raw -62509.629397 + Penalty 1882.501912 = -60627.127485 nChanged 5 SP:Iteration 15Q (165.526880 sec): 3 clusters Score: Raw -62512.262866 + Penalty 1882.553120 = -60629.709746 nChanged 1 SP:Iteration 16Q (165.528136 sec): 3 clusters Score: Raw -62513.530026 + Penalty 1882.599727 = -60630.930300 nChanged 1 SP:Iteration 17Q (165.529400 sec): 3 clusters Score: Raw -62513.735929 + Penalty 1882.599727 = -60631.136202 nChanged 0 SP:Iteration 18F (165.530703 sec): 3 clusters Score: Raw -62513.735929 + Penalty 1882.599727 = -60631.136202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 28 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.532607 sec): 2 clusters Score: Raw -26813.816730 + Penalty 672.115196 = -26141.701534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.533375 sec): 3 clusters Score: Raw -26742.521483 + Penalty 1348.016458 = -25394.505025 nChanged 67 SP:Iteration 1F (165.534126 sec): 3 clusters Score: Raw -26819.229919 + Penalty 1351.335017 = -25467.894903 nChanged 17 SP:Iteration 2F (165.534870 sec): 3 clusters Score: Raw -26843.242715 + Penalty 1352.509868 = -25490.732847 nChanged 7 SP:Iteration 3Q (165.535604 sec): 3 clusters Score: Raw -26853.325186 + Penalty 1352.260839 = -25501.064347 nChanged 3 SP:Iteration 4Q (165.536334 sec): 3 clusters Score: Raw -26855.500239 + Penalty 1351.939097 = -25503.561142 nChanged 1 SP:Iteration 5Q (165.537039 sec): 3 clusters Score: Raw -26856.881009 + Penalty 1351.655148 = -25505.225861 nChanged 2 SP:Iteration 6Q (165.537763 sec): 3 clusters Score: Raw -26861.255922 + Penalty 1351.737624 = -25509.518298 nChanged 1 SP:Iteration 7Q (165.538467 sec): 3 clusters Score: Raw -26862.089322 + Penalty 1351.737624 = -25510.351698 nChanged 0 SP:Iteration 8F (165.539183 sec): 3 clusters Score: Raw -26862.089322 + Penalty 1351.737624 = -25510.351698 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 30 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.542160 sec): 2 clusters Score: Raw -76179.215088 + Penalty 263.174619 = -75916.040469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.544067 sec): 3 clusters Score: Raw -75698.145468 + Penalty 529.567144 = -75168.578324 nChanged 345 SP:Iteration 1F (165.545913 sec): 3 clusters Score: Raw -75979.404490 + Penalty 537.945131 = -75441.459359 nChanged 122 SP:Iteration 2F (165.547621 sec): 3 clusters Score: Raw -76097.953284 + Penalty 553.631925 = -75544.321359 nChanged 68 SP:Iteration 3F (165.549334 sec): 3 clusters Score: Raw -76175.235361 + Penalty 573.585410 = -75601.649951 nChanged 58 SP:Iteration 4F (165.551049 sec): 3 clusters Score: Raw -76251.960938 + Penalty 586.042395 = -75665.918543 nChanged 37 SP:Iteration 5Q (165.552758 sec): 3 clusters Score: Raw -76292.280580 + Penalty 599.683677 = -75692.596903 nChanged 21 SP:Iteration 6Q (165.554435 sec): 3 clusters Score: Raw -76310.111937 + Penalty 604.498187 = -75705.613749 nChanged 11 SP:Iteration 7Q (165.556207 sec): 3 clusters Score: Raw -76318.199572 + Penalty 608.305323 = -75709.894249 nChanged 8 SP:Iteration 8Q (165.557933 sec): 3 clusters Score: Raw -76323.034366 + Penalty 612.189419 = -75710.844947 nChanged 3 SP:Iteration 9Q (165.559650 sec): 3 clusters Score: Raw -76325.392641 + Penalty 610.384864 = -75715.007777 nChanged 2 SP:Iteration 10F (165.561378 sec): 3 clusters Score: Raw -76328.199136 + Penalty 611.865682 = -75716.333454 nChanged 1 SP:Iteration 11Q (165.563044 sec): 3 clusters Score: Raw -76330.953854 + Penalty 611.299820 = -75719.654033 nChanged 1 SP:Iteration 12Q (165.564688 sec): 3 clusters Score: Raw -76332.086109 + Penalty 611.299820 = -75720.786289 nChanged 0 SP:Iteration 13F (165.566448 sec): 3 clusters Score: Raw -76332.086109 + Penalty 611.299820 = -75720.786289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 33 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.567929 sec): 2 clusters Score: Raw -27890.862370 + Penalty 645.215365 = -27245.647006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.568762 sec): 3 clusters Score: Raw -27794.900128 + Penalty 1290.110507 = -26504.789621 nChanged 75 SP:Iteration 1F (165.569581 sec): 3 clusters Score: Raw -27897.702698 + Penalty 1290.874518 = -26606.828180 nChanged 30 SP:Iteration 2F (165.570399 sec): 3 clusters Score: Raw -27943.647651 + Penalty 1292.330317 = -26651.317334 nChanged 19 SP:Iteration 3F (165.571216 sec): 3 clusters Score: Raw -27978.890365 + Penalty 1294.336701 = -26684.553665 nChanged 13 SP:Iteration 4Q (165.572009 sec): 3 clusters Score: Raw -28010.740935 + Penalty 1294.994169 = -26715.746766 nChanged 8 SP:Iteration 5Q (165.572791 sec): 3 clusters Score: Raw -28019.109927 + Penalty 1295.344229 = -26723.765698 nChanged 5 SP:Iteration 6Q (165.573574 sec): 3 clusters Score: Raw -28022.260373 + Penalty 1295.822740 = -26726.437634 nChanged 1 SP:Iteration 7Q (165.574347 sec): 3 clusters Score: Raw -28024.209908 + Penalty 1295.822740 = -26728.387169 nChanged 0 SP:Iteration 8F (165.575165 sec): 3 clusters Score: Raw -28024.209908 + Penalty 1295.822740 = -26728.387169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 34 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.576645 sec): 2 clusters Score: Raw -34052.929405 + Penalty 310.167367 = -33742.762038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.577530 sec): 3 clusters Score: Raw -33872.821500 + Penalty 627.011524 = -33245.809977 nChanged 135 SP:Iteration 1F (165.578401 sec): 3 clusters Score: Raw -33973.255495 + Penalty 629.480686 = -33343.774809 nChanged 44 SP:Iteration 2F (165.579250 sec): 3 clusters Score: Raw -34008.091691 + Penalty 632.913439 = -33375.178252 nChanged 16 SP:Iteration 3Q (165.580094 sec): 3 clusters Score: Raw -34024.868839 + Penalty 634.837014 = -33390.031825 nChanged 14 SP:Iteration 4Q (165.580935 sec): 3 clusters Score: Raw -34040.312430 + Penalty 635.788092 = -33404.524338 nChanged 13 SP:Iteration 5Q (165.581766 sec): 3 clusters Score: Raw -34052.443981 + Penalty 635.583878 = -33416.860103 nChanged 8 SP:Iteration 6Q (165.582616 sec): 3 clusters Score: Raw -34058.325487 + Penalty 638.708124 = -33419.617363 nChanged 4 SP:Iteration 7Q (165.583436 sec): 3 clusters Score: Raw -34060.797906 + Penalty 643.498891 = -33417.299015 nChanged 4 SP:Iteration 8F (165.584318 sec): 3 clusters Score: Raw -34063.438045 + Penalty 646.941406 = -33416.496639 nChanged 3 SP:Iteration 9F (165.585232 sec): 3 clusters Score: Raw -34064.243601 + Penalty 648.015475 = -33416.228126 nChanged 1 SP:Iteration 10F (165.586082 sec): 3 clusters Score: Raw -34064.834609 + Penalty 648.226689 = -33416.607920 nChanged 1 SP:Iteration 11Q (165.586904 sec): 3 clusters Score: Raw -34065.712222 + Penalty 654.481961 = -33411.230261 nChanged 3 SP:Iteration 12F (165.587828 sec): 3 clusters Score: Raw -34069.005600 + Penalty 656.331676 = -33412.673923 nChanged 2 SP:Iteration 13Q (165.588672 sec): 3 clusters Score: Raw -34071.387997 + Penalty 655.713731 = -33415.674265 nChanged 3 SP:Iteration 14Q (165.589524 sec): 3 clusters Score: Raw -34073.678282 + Penalty 657.147985 = -33416.530297 nChanged 2 SP:Iteration 15Q (165.590359 sec): 3 clusters Score: Raw -34077.426188 + Penalty 657.480052 = -33419.946136 nChanged 1 SP:Iteration 16Q (165.591184 sec): 3 clusters Score: Raw -34078.308953 + Penalty 660.686563 = -33417.622390 nChanged 2 SP:Iteration 17F (165.592066 sec): 3 clusters Score: Raw -34079.096712 + Penalty 663.972066 = -33415.124645 nChanged 2 SP:Iteration 18F (165.592913 sec): 3 clusters Score: Raw -34079.992574 + Penalty 667.007720 = -33412.984855 nChanged 1 SP:Iteration 19F (165.593761 sec): 3 clusters Score: Raw -34081.065627 + Penalty 665.320926 = -33415.744701 nChanged 1 SP:Iteration 20F (165.594607 sec): 3 clusters Score: Raw -34081.459015 + Penalty 668.469682 = -33412.989333 nChanged 1 SP:Iteration 21F (165.595455 sec): 3 clusters Score: Raw -34082.100586 + Penalty 665.842486 = -33416.258100 nChanged 1 SP:Iteration 22Q (165.596244 sec): 3 clusters Score: Raw -34084.405792 + Penalty 666.451802 = -33417.953990 nChanged 1 SP:Iteration 23Q (165.597030 sec): 3 clusters Score: Raw -34085.084156 + Penalty 666.451802 = -33418.632354 nChanged 0 SP:Iteration 24F (165.597876 sec): 3 clusters Score: Raw -34085.084156 + Penalty 666.451802 = -33418.632354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 39 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.601974 sec): 2 clusters Score: Raw -114988.549153 + Penalty 573.066786 = -114415.482366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.604370 sec): 3 clusters Score: Raw -114328.182140 + Penalty 1148.509791 = -113179.672349 nChanged 451 SP:Iteration 1F (165.606755 sec): 3 clusters Score: Raw -114606.692049 + Penalty 1152.400018 = -113454.292031 nChanged 139 SP:Iteration 2F (165.609125 sec): 3 clusters Score: Raw -114700.249658 + Penalty 1155.783845 = -113544.465813 nChanged 80 SP:Iteration 3F (165.611481 sec): 3 clusters Score: Raw -114751.584614 + Penalty 1160.502983 = -113591.081631 nChanged 52 SP:Iteration 4Q (165.613850 sec): 3 clusters Score: Raw -114787.464132 + Penalty 1165.493783 = -113621.970349 nChanged 53 SP:Iteration 5Q (165.616260 sec): 3 clusters Score: Raw -114825.534963 + Penalty 1171.488661 = -113654.046301 nChanged 54 SP:Iteration 6Q (165.618641 sec): 3 clusters Score: Raw -114870.647729 + Penalty 1176.993263 = -113693.654466 nChanged 39 SP:Iteration 7Q (165.620960 sec): 3 clusters Score: Raw -114897.156660 + Penalty 1183.505249 = -113713.651411 nChanged 31 SP:Iteration 8Q (165.623430 sec): 3 clusters Score: Raw -114920.886279 + Penalty 1191.842637 = -113729.043642 nChanged 37 SP:Iteration 9Q (165.625920 sec): 3 clusters Score: Raw -114950.357121 + Penalty 1196.788667 = -113753.568454 nChanged 31 SP:Iteration 10F (165.628341 sec): 3 clusters Score: Raw -114974.007817 + Penalty 1205.714438 = -113768.293379 nChanged 26 SP:Iteration 11Q (165.630590 sec): 3 clusters Score: Raw -114992.074178 + Penalty 1211.232637 = -113780.841540 nChanged 19 SP:Iteration 12Q (165.632851 sec): 3 clusters Score: Raw -115005.085563 + Penalty 1215.520822 = -113789.564742 nChanged 17 SP:Iteration 13Q (165.635069 sec): 3 clusters Score: Raw -115015.049912 + Penalty 1219.073583 = -113795.976329 nChanged 19 SP:Iteration 14Q (165.637404 sec): 3 clusters Score: Raw -115029.208212 + Penalty 1225.765574 = -113803.442638 nChanged 14 SP:Iteration 15Q (165.639787 sec): 3 clusters Score: Raw -115041.358573 + Penalty 1232.472885 = -113808.885687 nChanged 14 SP:Iteration 16Q (165.642106 sec): 3 clusters Score: Raw -115051.738992 + Penalty 1234.981935 = -113816.757057 nChanged 8 SP:Iteration 17Q (165.644339 sec): 3 clusters Score: Raw -115059.306901 + Penalty 1236.019641 = -113823.287260 nChanged 4 SP:Iteration 18Q (165.646501 sec): 3 clusters Score: Raw -115061.181050 + Penalty 1236.526896 = -113824.654154 nChanged 3 SP:Iteration 19Q (165.648726 sec): 3 clusters Score: Raw -115062.239125 + Penalty 1237.939041 = -113824.300084 nChanged 2 SP:Iteration 20F (165.651109 sec): 3 clusters Score: Raw -115063.866759 + Penalty 1237.939041 = -113825.927718 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 41 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.654259 sec): 2 clusters Score: Raw -88247.825918 + Penalty 641.399297 = -87606.426620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.656236 sec): 3 clusters Score: Raw -87758.973159 + Penalty 1282.922269 = -86476.050890 nChanged 348 SP:Iteration 1F (165.658226 sec): 3 clusters Score: Raw -87964.254425 + Penalty 1285.882768 = -86678.371657 nChanged 95 SP:Iteration 2F (165.660212 sec): 3 clusters Score: Raw -88034.805468 + Penalty 1298.318932 = -86736.486536 nChanged 81 SP:Iteration 3F (165.662141 sec): 3 clusters Score: Raw -88104.271529 + Penalty 1321.722035 = -86782.549494 nChanged 60 SP:Iteration 4F (165.664029 sec): 3 clusters Score: Raw -88168.719540 + Penalty 1343.106180 = -86825.613360 nChanged 41 SP:Iteration 5Q (165.665929 sec): 3 clusters Score: Raw -88199.695090 + Penalty 1355.097006 = -86844.598084 nChanged 25 SP:Iteration 6Q (165.667807 sec): 3 clusters Score: Raw -88216.175996 + Penalty 1361.325016 = -86854.850980 nChanged 18 SP:Iteration 7Q (165.669643 sec): 3 clusters Score: Raw -88229.426029 + Penalty 1368.948818 = -86860.477211 nChanged 14 SP:Iteration 8Q (165.671485 sec): 3 clusters Score: Raw -88239.269868 + Penalty 1376.600780 = -86862.669088 nChanged 14 SP:Iteration 9Q (165.673318 sec): 3 clusters Score: Raw -88250.870836 + Penalty 1379.815638 = -86871.055198 nChanged 9 SP:Iteration 10F (165.675157 sec): 3 clusters Score: Raw -88258.904497 + Penalty 1384.269658 = -86874.634838 nChanged 11 SP:Iteration 11Q (165.676934 sec): 3 clusters Score: Raw -88271.208306 + Penalty 1382.293537 = -86888.914769 nChanged 11 SP:Iteration 12Q (165.678791 sec): 3 clusters Score: Raw -88281.031555 + Penalty 1387.130172 = -86893.901383 nChanged 9 SP:Iteration 13Q (165.680622 sec): 3 clusters Score: Raw -88290.558167 + Penalty 1391.468323 = -86899.089844 nChanged 10 SP:Iteration 14Q (165.682404 sec): 3 clusters Score: Raw -88305.426981 + Penalty 1391.763478 = -86913.663503 nChanged 13 SP:Iteration 15Q (165.684207 sec): 3 clusters Score: Raw -88323.053413 + Penalty 1395.084767 = -86927.968645 nChanged 9 SP:Iteration 16Q (165.685941 sec): 3 clusters Score: Raw -88334.827237 + Penalty 1390.956155 = -86943.871082 nChanged 5 SP:Iteration 17Q (165.687673 sec): 3 clusters Score: Raw -88340.148275 + Penalty 1391.679186 = -86948.469089 nChanged 1 SP:Iteration 18Q (165.689384 sec): 3 clusters Score: Raw -88340.384685 + Penalty 1391.953144 = -86948.431541 nChanged 1 SP:Iteration 19F (165.691398 sec): 3 clusters Score: Raw -88341.044025 + Penalty 1391.953144 = -86949.090880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 44 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.693368 sec): 2 clusters Score: Raw -42439.430215 + Penalty 411.861703 = -42027.568513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.694489 sec): 3 clusters Score: Raw -42242.350370 + Penalty 821.742329 = -41420.608040 nChanged 158 SP:Iteration 1F (165.695590 sec): 3 clusters Score: Raw -42373.747956 + Penalty 825.282057 = -41548.465899 nChanged 48 SP:Iteration 2F (165.696688 sec): 3 clusters Score: Raw -42425.734910 + Penalty 827.901898 = -41597.833012 nChanged 36 SP:Iteration 3F (165.697791 sec): 3 clusters Score: Raw -42470.469740 + Penalty 827.783191 = -41642.686549 nChanged 32 SP:Iteration 4F (165.698839 sec): 3 clusters Score: Raw -42512.393295 + Penalty 827.409933 = -41684.983363 nChanged 17 SP:Iteration 5Q (165.699854 sec): 3 clusters Score: Raw -42522.174013 + Penalty 826.996561 = -41695.177453 nChanged 4 SP:Iteration 6Q (165.700882 sec): 3 clusters Score: Raw -42527.443184 + Penalty 825.702326 = -41701.740858 nChanged 6 SP:Iteration 7Q (165.701906 sec): 3 clusters Score: Raw -42535.066621 + Penalty 825.073004 = -41709.993616 nChanged 10 SP:Iteration 8Q (165.702939 sec): 3 clusters Score: Raw -42548.548668 + Penalty 822.404917 = -41726.143751 nChanged 14 SP:Iteration 9Q (165.703963 sec): 3 clusters Score: Raw -42569.425769 + Penalty 819.940506 = -41749.485263 nChanged 11 SP:Iteration 10F (165.705011 sec): 3 clusters Score: Raw -42581.447912 + Penalty 816.443370 = -41765.004542 nChanged 10 SP:Iteration 11Q (165.706025 sec): 3 clusters Score: Raw -42595.182225 + Penalty 813.668911 = -41781.513314 nChanged 4 SP:Iteration 12Q (165.707053 sec): 3 clusters Score: Raw -42601.296301 + Penalty 810.869912 = -41790.426389 nChanged 7 SP:Iteration 13Q (165.708062 sec): 3 clusters Score: Raw -42605.711421 + Penalty 808.991156 = -41796.720265 nChanged 5 SP:Iteration 14Q (165.709067 sec): 3 clusters Score: Raw -42610.858144 + Penalty 807.633862 = -41803.224282 nChanged 3 SP:Iteration 15Q (165.710070 sec): 3 clusters Score: Raw -42614.384924 + Penalty 806.385446 = -41807.999478 nChanged 1 SP:Iteration 16Q (165.711071 sec): 3 clusters Score: Raw -42615.915632 + Penalty 805.816852 = -41810.098781 nChanged 2 SP:Iteration 17Q (165.712072 sec): 3 clusters Score: Raw -42617.800104 + Penalty 806.472378 = -41811.327725 nChanged 2 SP:Iteration 18Q (165.713074 sec): 3 clusters Score: Raw -42619.097875 + Penalty 806.372753 = -41812.725122 nChanged 1 SP:Iteration 19Q (165.714092 sec): 3 clusters Score: Raw -42619.276401 + Penalty 806.244590 = -41813.031811 nChanged 1 SP:Iteration 20F (165.715221 sec): 3 clusters Score: Raw -42619.591543 + Penalty 806.212050 = -41813.379493 nChanged 1 SP:Iteration 21Q (165.716229 sec): 3 clusters Score: Raw -42619.778832 + Penalty 806.212050 = -41813.566782 nChanged 0 SP:Iteration 22F (165.717313 sec): 3 clusters Score: Raw -42619.778832 + Penalty 806.212050 = -41813.566782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 45 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.718616 sec): 2 clusters Score: Raw -21566.502996 + Penalty 444.660416 = -21121.842579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.719332 sec): 3 clusters Score: Raw -21493.388135 + Penalty 878.836788 = -20614.551347 nChanged 75 SP:Iteration 1F (165.720031 sec): 3 clusters Score: Raw -21573.419554 + Penalty 870.968209 = -20702.451345 nChanged 23 SP:Iteration 2F (165.720729 sec): 3 clusters Score: Raw -21601.039783 + Penalty 871.584043 = -20729.455740 nChanged 15 SP:Iteration 3F (165.721430 sec): 3 clusters Score: Raw -21622.368343 + Penalty 871.047418 = -20751.320925 nChanged 10 SP:Iteration 4Q (165.722110 sec): 3 clusters Score: Raw -21637.513250 + Penalty 877.584557 = -20759.928693 nChanged 12 SP:Iteration 5Q (165.722845 sec): 3 clusters Score: Raw -21656.837029 + Penalty 889.320833 = -20767.516196 nChanged 11 SP:Iteration 6Q (165.723545 sec): 3 clusters Score: Raw -21668.443811 + Penalty 905.231705 = -20763.212106 nChanged 10 SP:Iteration 7F (165.724295 sec): 3 clusters Score: Raw -21687.078104 + Penalty 938.160431 = -20748.917673 nChanged 15 SP:Iteration 8F (165.725017 sec): 3 clusters Score: Raw -21722.879100 + Penalty 966.786953 = -20756.092147 nChanged 13 SP:Iteration 9Q (165.725704 sec): 3 clusters Score: Raw -21765.429385 + Penalty 982.085148 = -20783.344237 nChanged 10 SP:Iteration 10F (165.726421 sec): 3 clusters Score: Raw -21813.097609 + Penalty 983.607439 = -20829.490171 nChanged 4 SP:Iteration 11Q (165.727058 sec): 3 clusters Score: Raw -21824.291297 + Penalty 987.706841 = -20836.584457 nChanged 3 SP:Iteration 12Q (165.727714 sec): 3 clusters Score: Raw -21828.612662 + Penalty 989.794483 = -20838.818179 nChanged 1 SP:Iteration 13Q (165.728348 sec): 3 clusters Score: Raw -21830.127944 + Penalty 989.794483 = -20840.333461 nChanged 0 SP:Iteration 14F (165.729044 sec): 3 clusters Score: Raw -21830.127944 + Penalty 989.794483 = -20840.333461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 49 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.730832 sec): 2 clusters Score: Raw -40799.862767 + Penalty 832.408236 = -39967.454531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.731889 sec): 3 clusters Score: Raw -40695.204950 + Penalty 1665.651580 = -39029.553370 nChanged 85 SP:Iteration 1F (165.732929 sec): 3 clusters Score: Raw -40797.381719 + Penalty 1664.385012 = -39132.996707 nChanged 26 SP:Iteration 2F (165.733970 sec): 3 clusters Score: Raw -40839.295772 + Penalty 1663.814739 = -39175.481033 nChanged 17 SP:Iteration 3Q (165.734946 sec): 3 clusters Score: Raw -40855.938185 + Penalty 1663.433517 = -39192.504668 nChanged 8 SP:Iteration 4Q (165.735918 sec): 3 clusters Score: Raw -40861.616616 + Penalty 1663.412043 = -39198.204573 nChanged 7 SP:Iteration 5Q (165.736889 sec): 3 clusters Score: Raw -40869.422783 + Penalty 1663.731742 = -39205.691041 nChanged 2 SP:Iteration 6Q (165.737945 sec): 3 clusters Score: Raw -40874.539682 + Penalty 1664.286915 = -39210.252767 nChanged 4 SP:Iteration 7Q (165.738987 sec): 3 clusters Score: Raw -40883.559578 + Penalty 1664.744547 = -39218.815031 nChanged 6 SP:Iteration 8Q (165.739997 sec): 3 clusters Score: Raw -40894.797965 + Penalty 1664.816471 = -39229.981494 nChanged 5 SP:Iteration 9Q (165.741003 sec): 3 clusters Score: Raw -40903.647606 + Penalty 1664.816471 = -39238.831135 nChanged 4 SP:Iteration 10F (165.742037 sec): 3 clusters Score: Raw -40908.198520 + Penalty 1664.874380 = -39243.324140 nChanged 1 SP:Iteration 11Q (165.743041 sec): 3 clusters Score: Raw -40910.819378 + Penalty 1664.930770 = -39245.888608 nChanged 1 SP:Iteration 12Q (165.744048 sec): 3 clusters Score: Raw -40912.102235 + Penalty 1664.930770 = -39247.171465 nChanged 0 SP:Iteration 13F (165.745086 sec): 3 clusters Score: Raw -40912.102235 + Penalty 1664.930770 = -39247.171465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 51 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.747271 sec): 2 clusters Score: Raw -57826.985748 + Penalty 644.521595 = -57182.464153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.748572 sec): 3 clusters Score: Raw -57589.255602 + Penalty 1289.801891 = -56299.453711 nChanged 178 SP:Iteration 1F (165.749837 sec): 3 clusters Score: Raw -57724.968114 + Penalty 1290.141295 = -56434.826819 nChanged 38 SP:Iteration 2F (165.751078 sec): 3 clusters Score: Raw -57759.001026 + Penalty 1291.219406 = -56467.781620 nChanged 19 SP:Iteration 3Q (165.752315 sec): 3 clusters Score: Raw -57781.696733 + Penalty 1291.786215 = -56489.910518 nChanged 17 SP:Iteration 4Q (165.753561 sec): 3 clusters Score: Raw -57798.050481 + Penalty 1292.182221 = -56505.868260 nChanged 8 SP:Iteration 5Q (165.754783 sec): 3 clusters Score: Raw -57805.444128 + Penalty 1292.024838 = -56513.419290 nChanged 8 SP:Iteration 6Q (165.756133 sec): 3 clusters Score: Raw -57808.233101 + Penalty 1292.109193 = -56516.123908 nChanged 1 SP:Iteration 7Q (165.757487 sec): 3 clusters Score: Raw -57808.882772 + Penalty 1291.990516 = -56516.892256 nChanged 1 SP:Iteration 8Q (165.758790 sec): 3 clusters Score: Raw -57811.755970 + Penalty 1292.474242 = -56519.281728 nChanged 3 SP:Iteration 9Q (165.760068 sec): 3 clusters Score: Raw -57814.714672 + Penalty 1292.639771 = -56522.074901 nChanged 1 SP:Iteration 10F (165.761386 sec): 3 clusters Score: Raw -57815.199672 + Penalty 1293.012139 = -56522.187532 nChanged 2 SP:Iteration 11Q (165.762604 sec): 3 clusters Score: Raw -57817.280277 + Penalty 1293.448521 = -56523.831756 nChanged 3 SP:Iteration 12Q (165.763824 sec): 3 clusters Score: Raw -57818.679700 + Penalty 1294.174767 = -56524.504932 nChanged 7 SP:Iteration 13Q (165.765020 sec): 3 clusters Score: Raw -57825.843138 + Penalty 1295.179032 = -56530.664105 nChanged 8 SP:Iteration 14Q (165.766219 sec): 3 clusters Score: Raw -57829.438072 + Penalty 1295.905160 = -56533.532912 nChanged 6 SP:Iteration 15Q (165.767444 sec): 3 clusters Score: Raw -57833.542208 + Penalty 1296.220989 = -56537.321218 nChanged 2 SP:Iteration 16Q (165.768656 sec): 3 clusters Score: Raw -57834.648685 + Penalty 1296.398752 = -56538.249934 nChanged 1 SP:Iteration 17Q (165.769867 sec): 3 clusters Score: Raw -57834.972811 + Penalty 1296.398752 = -56538.574059 nChanged 0 SP:Iteration 18F (165.771127 sec): 3 clusters Score: Raw -57834.972811 + Penalty 1296.398752 = -56538.574059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 64 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.771866 sec): 2 clusters Score: Raw -5118.615622 + Penalty 128.908740 = -4989.706882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.772240 sec): 3 clusters Score: Raw -5164.444363 + Penalty 284.602433 = -4879.841930 nChanged 20 SP:Iteration 1F (165.772611 sec): 3 clusters Score: Raw -5211.238462 + Penalty 299.038863 = -4912.199600 nChanged 5 SP:Iteration 2F (165.772995 sec): 3 clusters Score: Raw -5231.367493 + Penalty 299.038863 = -4932.328631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 69 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.774089 sec): 2 clusters Score: Raw -17324.062260 + Penalty 565.187083 = -16758.875177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.774710 sec): 3 clusters Score: Raw -17320.746029 + Penalty 1136.994371 = -16183.751657 nChanged 50 SP:Iteration 1F (165.775319 sec): 3 clusters Score: Raw -17404.665586 + Penalty 1152.683245 = -16251.982341 nChanged 14 SP:Iteration 2F (165.775927 sec): 3 clusters Score: Raw -17441.395853 + Penalty 1183.775183 = -16257.620670 nChanged 14 SP:Iteration 3F (165.776525 sec): 3 clusters Score: Raw -17475.026991 + Penalty 1185.517320 = -16289.509671 nChanged 2 SP:Iteration 4Q (165.777077 sec): 3 clusters Score: Raw -17479.913961 + Penalty 1185.517320 = -16294.396641 nChanged 0 SP:Iteration 5F (165.777667 sec): 3 clusters Score: Raw -17479.913961 + Penalty 1185.517320 = -16294.396641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 70 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.779636 sec): 2 clusters Score: Raw -44947.658591 + Penalty 878.699932 = -44068.958659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.780769 sec): 3 clusters Score: Raw -44837.416218 + Penalty 1757.505865 = -43079.910353 nChanged 133 SP:Iteration 1F (165.781834 sec): 3 clusters Score: Raw -44991.503331 + Penalty 1758.000661 = -43233.502670 nChanged 31 SP:Iteration 2F (165.782902 sec): 3 clusters Score: Raw -45035.451168 + Penalty 1758.501935 = -43276.949233 nChanged 19 SP:Iteration 3Q (165.783937 sec): 3 clusters Score: Raw -45061.708117 + Penalty 1759.007720 = -43302.700397 nChanged 12 SP:Iteration 4Q (165.784965 sec): 3 clusters Score: Raw -45077.643638 + Penalty 1759.484590 = -43318.159047 nChanged 9 SP:Iteration 5Q (165.786021 sec): 3 clusters Score: Raw -45085.125335 + Penalty 1760.561833 = -43324.563502 nChanged 6 SP:Iteration 6Q (165.787053 sec): 3 clusters Score: Raw -45091.191686 + Penalty 1761.141765 = -43330.049921 nChanged 4 SP:Iteration 7Q (165.788090 sec): 3 clusters Score: Raw -45096.190058 + Penalty 1762.161751 = -43334.028307 nChanged 4 SP:Iteration 8Q (165.789237 sec): 3 clusters Score: Raw -45099.517109 + Penalty 1762.458458 = -43337.058651 nChanged 2 SP:Iteration 9Q (165.790315 sec): 3 clusters Score: Raw -45100.876976 + Penalty 1763.055368 = -43337.821608 nChanged 2 SP:Iteration 10F (165.791427 sec): 3 clusters Score: Raw -45101.624168 + Penalty 1763.396918 = -43338.227250 nChanged 1 SP:Iteration 11Q (165.792479 sec): 3 clusters Score: Raw -45102.275310 + Penalty 1764.222596 = -43338.052714 nChanged 2 SP:Iteration 12F (165.793564 sec): 3 clusters Score: Raw -45103.688910 + Penalty 1764.988830 = -43338.700080 nChanged 2 SP:Iteration 13Q (165.794582 sec): 3 clusters Score: Raw -45104.989899 + Penalty 1765.228190 = -43339.761709 nChanged 1 SP:Iteration 14Q (165.795600 sec): 3 clusters Score: Raw -45106.083512 + Penalty 1765.228190 = -43340.855322 nChanged 0 SP:Iteration 15F (165.796661 sec): 3 clusters Score: Raw -45106.083512 + Penalty 1765.228190 = -43340.855322 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 77 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.799734 sec): 2 clusters Score: Raw -79923.796545 + Penalty 680.303773 = -79243.492772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.801596 sec): 3 clusters Score: Raw -79499.008177 + Penalty 1361.442124 = -78137.566053 nChanged 312 SP:Iteration 1F (165.803375 sec): 3 clusters Score: Raw -79761.268937 + Penalty 1362.154996 = -78399.113941 nChanged 87 SP:Iteration 2F (165.805167 sec): 3 clusters Score: Raw -79857.193472 + Penalty 1362.955136 = -78494.238336 nChanged 66 SP:Iteration 3F (165.806982 sec): 3 clusters Score: Raw -79916.647578 + Penalty 1365.144008 = -78551.503570 nChanged 37 SP:Iteration 4Q (165.808753 sec): 3 clusters Score: Raw -79943.406967 + Penalty 1366.281191 = -78577.125776 nChanged 24 SP:Iteration 5Q (165.810514 sec): 3 clusters Score: Raw -79958.437001 + Penalty 1367.915114 = -78590.521887 nChanged 21 SP:Iteration 6Q (165.812267 sec): 3 clusters Score: Raw -79976.343603 + Penalty 1369.250073 = -78607.093530 nChanged 14 SP:Iteration 7Q (165.814016 sec): 3 clusters Score: Raw -79984.684861 + Penalty 1369.289544 = -78615.395317 nChanged 8 SP:Iteration 8Q (165.815764 sec): 3 clusters Score: Raw -79992.268848 + Penalty 1369.368424 = -78622.900424 nChanged 8 SP:Iteration 9Q (165.817499 sec): 3 clusters Score: Raw -79999.539347 + Penalty 1369.367795 = -78630.171552 nChanged 13 SP:Iteration 10F (165.819265 sec): 3 clusters Score: Raw -80015.007669 + Penalty 1370.126981 = -78644.880688 nChanged 12 SP:Iteration 11Q (165.820950 sec): 3 clusters Score: Raw -80024.524719 + Penalty 1371.511113 = -78653.013606 nChanged 9 SP:Iteration 12Q (165.822726 sec): 3 clusters Score: Raw -80032.334033 + Penalty 1373.873643 = -78658.460390 nChanged 11 SP:Iteration 13Q (165.824529 sec): 3 clusters Score: Raw -80039.104665 + Penalty 1374.203967 = -78664.900698 nChanged 1 SP:Iteration 14Q (165.826319 sec): 3 clusters Score: Raw -80039.665621 + Penalty 1374.492870 = -78665.172751 nChanged 1 SP:Iteration 15Q (165.828017 sec): 3 clusters Score: Raw -80040.266598 + Penalty 1375.018982 = -78665.247616 nChanged 2 SP:Iteration 16Q (165.829733 sec): 3 clusters Score: Raw -80041.111712 + Penalty 1375.323089 = -78665.788623 nChanged 2 SP:Iteration 17Q (165.831429 sec): 3 clusters Score: Raw -80041.586422 + Penalty 1375.967626 = -78665.618797 nChanged 1 SP:Iteration 18F (165.833192 sec): 3 clusters Score: Raw -80042.080564 + Penalty 1376.326830 = -78665.753734 nChanged 2 SP:Iteration 19Q (165.834857 sec): 3 clusters Score: Raw -80042.981209 + Penalty 1377.280275 = -78665.700934 nChanged 3 SP:Iteration 20F (165.836647 sec): 3 clusters Score: Raw -80046.135252 + Penalty 1378.016113 = -78668.119139 nChanged 4 SP:Iteration 21Q (165.838309 sec): 3 clusters Score: Raw -80047.581607 + Penalty 1378.676928 = -78668.904679 nChanged 3 SP:Iteration 22Q (165.840087 sec): 3 clusters Score: Raw -80049.136840 + Penalty 1379.934330 = -78669.202509 nChanged 5 SP:Iteration 23Q (165.841919 sec): 3 clusters Score: Raw -80054.836605 + Penalty 1381.431736 = -78673.404869 nChanged 6 SP:Iteration 24Q (165.843799 sec): 3 clusters Score: Raw -80062.256923 + Penalty 1382.327130 = -78679.929793 nChanged 6 SP:Iteration 25Q (165.845579 sec): 3 clusters Score: Raw -80069.981638 + Penalty 1383.457824 = -78686.523814 nChanged 4 SP:Iteration 26Q (165.847348 sec): 3 clusters Score: Raw -80073.022313 + Penalty 1384.624966 = -78688.397347 nChanged 4 SP:Iteration 27Q (165.849063 sec): 3 clusters Score: Raw -80075.314332 + Penalty 1385.464340 = -78689.849992 nChanged 4 SP:Iteration 28Q (165.850771 sec): 3 clusters Score: Raw -80076.026510 + Penalty 1385.751536 = -78690.274974 nChanged 2 SP:Iteration 29Q (165.852428 sec): 3 clusters Score: Raw -80076.810391 + Penalty 1384.979684 = -78691.830706 nChanged 1 SP:Iteration 30F (165.854261 sec): 3 clusters Score: Raw -80077.150774 + Penalty 1384.979684 = -78692.171090 nChanged 0 Memory request: 0.01 GB would take us to total of 0.43 GB. Trying to split cluster 105 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.857954 sec): 2 clusters Score: Raw -53420.263138 + Penalty 523.401414 = -52896.861724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.859333 sec): 3 clusters Score: Raw -53118.619645 + Penalty 1043.831233 = -52074.788412 nChanged 208 SP:Iteration 1F (165.860673 sec): 3 clusters Score: Raw -53316.334782 + Penalty 1046.040697 = -52270.294085 nChanged 74 SP:Iteration 2F (165.862012 sec): 3 clusters Score: Raw -53398.815826 + Penalty 1051.556476 = -52347.259350 nChanged 31 SP:Iteration 3Q (165.863345 sec): 3 clusters Score: Raw -53434.987551 + Penalty 1058.857341 = -52376.130210 nChanged 24 SP:Iteration 4Q (165.864671 sec): 3 clusters Score: Raw -53456.341488 + Penalty 1069.723675 = -52386.617814 nChanged 20 SP:Iteration 5Q (165.865988 sec): 3 clusters Score: Raw -53478.352284 + Penalty 1080.738411 = -52397.613873 nChanged 17 SP:Iteration 6Q (165.867276 sec): 3 clusters Score: Raw -53492.981443 + Penalty 1093.738249 = -52399.243194 nChanged 17 SP:Iteration 7Q (165.868567 sec): 3 clusters Score: Raw -53507.840717 + Penalty 1101.362270 = -52406.478447 nChanged 15 SP:Iteration 8Q (165.869879 sec): 3 clusters Score: Raw -53523.172475 + Penalty 1110.990677 = -52412.181797 nChanged 9 SP:Iteration 9Q (165.871176 sec): 3 clusters Score: Raw -53528.071381 + Penalty 1114.910541 = -52413.160840 nChanged 4 SP:Iteration 10F (165.872531 sec): 3 clusters Score: Raw -53531.554682 + Penalty 1124.450936 = -52407.103746 nChanged 5 SP:Iteration 11F (165.873893 sec): 3 clusters Score: Raw -53535.882364 + Penalty 1132.144435 = -52403.737929 nChanged 5 SP:Iteration 12F (165.875233 sec): 3 clusters Score: Raw -53538.589904 + Penalty 1138.838561 = -52399.751343 nChanged 4 SP:Iteration 13F (165.876568 sec): 3 clusters Score: Raw -53543.757692 + Penalty 1147.533046 = -52396.224646 nChanged 3 SP:Iteration 14F (165.877886 sec): 3 clusters Score: Raw -53550.436226 + Penalty 1160.891673 = -52389.544554 nChanged 7 SP:Iteration 15F (165.879204 sec): 3 clusters Score: Raw -53563.520266 + Penalty 1169.378969 = -52394.141297 nChanged 5 SP:Iteration 16Q (165.880465 sec): 3 clusters Score: Raw -53566.736397 + Penalty 1174.885222 = -52391.851175 nChanged 3 SP:Iteration 17F (165.881880 sec): 3 clusters Score: Raw -53569.135555 + Penalty 1179.838717 = -52389.296838 nChanged 2 SP:Iteration 18F (165.883256 sec): 3 clusters Score: Raw -53572.615290 + Penalty 1185.527781 = -52387.087508 nChanged 2 SP:Iteration 19F (165.884590 sec): 3 clusters Score: Raw -53577.868353 + Penalty 1187.818699 = -52390.049654 nChanged 3 SP:Iteration 20F (165.885938 sec): 3 clusters Score: Raw -53581.604691 + Penalty 1187.818699 = -52393.785992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.43 GB. Trying to split cluster 184 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.888768 sec): 2 clusters Score: Raw -16267.819480 + Penalty 205.401714 = -16062.417766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.889361 sec): 3 clusters Score: Raw -16220.483183 + Penalty 416.384867 = -15804.098316 nChanged 58 SP:Iteration 1F (165.889943 sec): 3 clusters Score: Raw -16282.486834 + Penalty 421.886480 = -15860.600354 nChanged 16 SP:Iteration 2F (165.890522 sec): 3 clusters Score: Raw -16301.103923 + Penalty 430.080767 = -15871.023156 nChanged 6 SP:Iteration 3Q (165.891086 sec): 3 clusters Score: Raw -16308.340788 + Penalty 438.430108 = -15869.910680 nChanged 5 SP:Iteration 4F (165.891657 sec): 3 clusters Score: Raw -16318.573935 + Penalty 448.789718 = -15869.784217 nChanged 4 SP:Iteration 5F (165.892236 sec): 3 clusters Score: Raw -16328.802468 + Penalty 447.040241 = -15881.762227 nChanged 1 SP:Iteration 6Q (165.892774 sec): 3 clusters Score: Raw -16330.714068 + Penalty 447.040241 = -15883.673826 nChanged 0 SP:Iteration 7F (165.893332 sec): 3 clusters Score: Raw -16330.714068 + Penalty 447.040241 = -15883.673826 nChanged 0 Time taken for this iteration:164.589391 seconds. 300->37 Clusters: Score -3813602.057532, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 231 (time per iteration =718.369394 ms) Total iterations: 3317 (time per iteration =50.028137 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10022921875.000000 (time per metric unit =16.556383ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 250573046875.000000 (time per metric unit=662.255307ps) That took 165.943330 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 4 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.32 and 0.48 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 35070 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 35070 points ------ Starting initial clusters from distinct float masks Not enough masks (218) to generate starting clusters (300), so starting with (219) clusters instead. Assigned 219 initial classes from 218 unique masks. Deleting Class 171 (2 points): Lose 13.462654 but Gain 1645.206604 Iteration 0F (4.635821 sec): 218 clusters Score: Raw -3001898.836292 + Penalty 224043.223236 = -2777855.613057 nChanged 11684 Deleting Class 205 (2 points): Lose 16.399245 but Gain 1615.243930 Iteration 1F (8.107562 sec): 213 clusters Score: Raw -3033897.588882 + Penalty 219706.658526 = -2814190.930357 nChanged 4292 Deleting Class 158 (2 points): Lose 10.985528 but Gain 1596.508116 Iteration 2F (11.520348 sec): 210 clusters Score: Raw -3040731.436363 + Penalty 217553.573735 = -2823177.862627 nChanged 2281 Deleting Class 218 (2 points): Lose 38.682955 but Gain 1572.424944 Iteration 3F (14.905988 sec): 209 clusters Score: Raw -3043530.244657 + Penalty 214637.369139 = -2828892.875518 nChanged 1710 Deleting Class 65 (15 points): Lose 132.689105 but Gain 1648.220546 Iteration 4Q (15.373822 sec): 207 clusters Score: Raw -3045326.262983 + Penalty 213275.682018 = -2832050.580965 nChanged 1328 Deleting Class 48 (1 points): Lose 3.142990 but Gain 1502.602836 Iteration 5Q (15.789760 sec): 206 clusters Score: Raw -3046776.757935 + Penalty 212093.482007 = -2834683.275928 nChanged 1171 Deleting Class 180 (2 points): Lose 28.850032 but Gain 1514.144725 Iteration 6Q (16.177960 sec): 205 clusters Score: Raw -3047828.429829 + Penalty 210929.396774 = -2836899.033055 nChanged 1130 Deleting Class 82 (6 points): Lose 39.635129 but Gain 1517.181494 Iteration 7Q (16.556230 sec): 204 clusters Score: Raw -3048864.093640 + Penalty 209603.774342 = -2839260.319299 nChanged 1098 Deleting Class 203 (4 points): Lose 37.322887 but Gain 1503.430582 Iteration 8Q (16.924665 sec): 203 clusters Score: Raw -3049812.517457 + Penalty 207983.434210 = -2841829.083247 nChanged 960 Deleting Class 168 (4 points): Lose 35.258663 but Gain 1479.727479 Iteration 9Q (17.272446 sec): 202 clusters Score: Raw -3050465.676934 + Penalty 206662.541465 = -2843803.135468 nChanged 780 Deleting Class 139 (2 points): Lose 15.675218 but Gain 1456.307420 Iteration 10F (20.506477 sec): 201 clusters Score: Raw -3050910.428849 + Penalty 205427.538074 = -2845482.890776 nChanged 673 Deleting Class 95 (1 points): Lose 3.857772 but Gain 1599.467307 Iteration 11Q (20.832801 sec): 200 clusters Score: Raw -3051335.897445 + Penalty 202815.820317 = -2848520.077128 nChanged 626 Deleting Class 187 (3 points): Lose 42.695129 but Gain 1475.049453 Iteration 12Q (21.147161 sec): 198 clusters Score: Raw -3051633.472128 + Penalty 201553.068262 = -2850080.403866 nChanged 534 Deleting Class 130 (2 points): Lose 8.491484 but Gain 1440.262515 Iteration 13Q (21.451456 sec): 197 clusters Score: Raw -3051962.157891 + Penalty 199013.718253 = -2852948.439639 nChanged 479 Deleting Class 98 (3 points): Lose 38.239626 but Gain 1464.660765 Iteration 14Q (21.744320 sec): 195 clusters Score: Raw -3052181.642200 + Penalty 197650.334981 = -2854531.307219 nChanged 353 Deleting Class 109 (13 points): Lose 89.543390 but Gain 1499.351140 Iteration 15Q (22.023217 sec): 194 clusters Score: Raw -3052274.191587 + Penalty 196217.616756 = -2856056.574831 nChanged 284 Deleting Class 120 (11 points): Lose 86.909770 but Gain 1494.937872 Iteration 16Q (22.293243 sec): 193 clusters Score: Raw -3052350.015542 + Penalty 194947.223084 = -2857402.792458 nChanged 281 Deleting Class 216 (1 points): Lose 3.089370 but Gain 1409.601706 Iteration 17Q (22.561121 sec): 192 clusters Score: Raw -3052527.061181 + Penalty 193797.610958 = -2858729.450223 nChanged 253 Deleting Class 201 (3 points): Lose 52.760422 but Gain 1445.388890 Iteration 18Q (22.823167 sec): 191 clusters Score: Raw -3052624.946137 + Penalty 192439.247025 = -2860185.699112 nChanged 225 Deleting Class 207 (2 points): Lose 39.107079 but Gain 1426.546085 Iteration 19Q (23.079626 sec): 190 clusters Score: Raw -3052773.292346 + Penalty 191052.816424 = -2861720.475922 nChanged 214 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -3052773.292346 + Penalty 191052.816424 = -2861720.475922Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203231 sec): 2 clusters Score: Raw -61821.439636 + Penalty 579.369285 = -61242.070351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204662 sec): 3 clusters Score: Raw -61534.162589 + Penalty 1156.261912 = -60377.900677 nChanged 191 SP:Iteration 1F (23.206049 sec): 3 clusters Score: Raw -61665.668764 + Penalty 1154.708609 = -60510.960155 nChanged 53 SP:Iteration 2F (23.207389 sec): 3 clusters Score: Raw -61710.147009 + Penalty 1152.510104 = -60557.636904 nChanged 32 SP:Iteration 3Q (23.208706 sec): 3 clusters Score: Raw -61733.081123 + Penalty 1150.489785 = -60582.591338 nChanged 22 SP:Iteration 4Q (23.210037 sec): 3 clusters Score: Raw -61746.224894 + Penalty 1146.032419 = -60600.192475 nChanged 15 SP:Iteration 5Q (23.211357 sec): 3 clusters Score: Raw -61760.653097 + Penalty 1142.416393 = -60618.236704 nChanged 16 SP:Iteration 6Q (23.212668 sec): 3 clusters Score: Raw -61772.949158 + Penalty 1139.733151 = -60633.216008 nChanged 20 SP:Iteration 7Q (23.213976 sec): 3 clusters Score: Raw -61787.218853 + Penalty 1137.457648 = -60649.761205 nChanged 14 SP:Iteration 8Q (23.215281 sec): 3 clusters Score: Raw -61797.454521 + Penalty 1135.785469 = -60661.669052 nChanged 8 SP:Iteration 9Q (23.216582 sec): 3 clusters Score: Raw -61812.526608 + Penalty 1133.976886 = -60678.549722 nChanged 12 SP:Iteration 10F (23.217896 sec): 3 clusters Score: Raw -61821.481295 + Penalty 1133.964465 = -60687.516830 nChanged 8 SP:Iteration 11Q (23.219217 sec): 3 clusters Score: Raw -61823.890292 + Penalty 1133.306743 = -60690.583548 nChanged 2 SP:Iteration 12Q (23.220536 sec): 3 clusters Score: Raw -61826.057419 + Penalty 1132.757198 = -60693.300221 nChanged 3 SP:Iteration 13Q (23.221841 sec): 3 clusters Score: Raw -61826.768481 + Penalty 1132.372196 = -60694.396284 nChanged 1 SP:Iteration 14Q (23.223145 sec): 3 clusters Score: Raw -61826.937257 + Penalty 1132.372196 = -60694.565061 nChanged 0 SP:Iteration 15F (23.224509 sec): 3 clusters Score: Raw -61826.937257 + Penalty 1132.372196 = -60694.565061 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229836 sec): 2 clusters Score: Raw -90855.720220 + Penalty 191.198997 = -90664.521222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231925 sec): 3 clusters Score: Raw -90239.109563 + Penalty 379.705462 = -89859.404101 nChanged 438 SP:Iteration 1F (23.233948 sec): 3 clusters Score: Raw -90518.870695 + Penalty 379.278454 = -90139.592241 nChanged 106 SP:Iteration 2F (23.236098 sec): 3 clusters Score: Raw -90634.179646 + Penalty 379.827616 = -90254.352030 nChanged 60 SP:Iteration 3F (23.238225 sec): 3 clusters Score: Raw -90710.065098 + Penalty 379.079141 = -90330.985956 nChanged 38 SP:Iteration 4Q (23.240195 sec): 3 clusters Score: Raw -90732.709274 + Penalty 378.430059 = -90354.279215 nChanged 21 SP:Iteration 5Q (23.242096 sec): 3 clusters Score: Raw -90744.329691 + Penalty 378.629698 = -90365.699993 nChanged 21 SP:Iteration 6Q (23.244066 sec): 3 clusters Score: Raw -90757.492293 + Penalty 377.774236 = -90379.718056 nChanged 22 SP:Iteration 7Q (23.246019 sec): 3 clusters Score: Raw -90767.852585 + Penalty 376.981080 = -90390.871505 nChanged 14 SP:Iteration 8Q (23.247879 sec): 3 clusters Score: Raw -90772.133630 + Penalty 376.473615 = -90395.660015 nChanged 12 SP:Iteration 9Q (23.249815 sec): 3 clusters Score: Raw -90775.720991 + Penalty 375.223532 = -90400.497459 nChanged 7 SP:Iteration 10F (23.251825 sec): 3 clusters Score: Raw -90778.389029 + Penalty 374.745420 = -90403.643609 nChanged 7 SP:Iteration 11Q (23.253680 sec): 3 clusters Score: Raw -90780.648805 + Penalty 374.367632 = -90406.281174 nChanged 7 SP:Iteration 12Q (23.255574 sec): 3 clusters Score: Raw -90782.269983 + Penalty 374.190043 = -90408.079940 nChanged 7 SP:Iteration 13Q (23.257455 sec): 3 clusters Score: Raw -90784.460454 + Penalty 373.983287 = -90410.477167 nChanged 5 SP:Iteration 14Q (23.259334 sec): 3 clusters Score: Raw -90785.540460 + Penalty 373.355146 = -90412.185314 nChanged 3 SP:Iteration 15Q (23.261242 sec): 3 clusters Score: Raw -90786.608620 + Penalty 372.928561 = -90413.680059 nChanged 5 SP:Iteration 16Q (23.263217 sec): 3 clusters Score: Raw -90788.283603 + Penalty 372.170605 = -90416.112998 nChanged 7 SP:Iteration 17Q (23.265090 sec): 3 clusters Score: Raw -90790.429285 + Penalty 372.070831 = -90418.358455 nChanged 6 SP:Iteration 18Q (23.266980 sec): 3 clusters Score: Raw -90791.915280 + Penalty 371.499119 = -90420.416161 nChanged 6 SP:Iteration 19Q (23.268925 sec): 3 clusters Score: Raw -90793.011848 + Penalty 371.758491 = -90421.253356 nChanged 3 SP:Iteration 20F (23.270988 sec): 3 clusters Score: Raw -90793.302192 + Penalty 371.728341 = -90421.573851 nChanged 2 SP:Iteration 21Q (23.272975 sec): 3 clusters Score: Raw -90793.425066 + Penalty 371.576857 = -90421.848209 nChanged 1 SP:Iteration 22Q (23.274950 sec): 3 clusters Score: Raw -90793.728937 + Penalty 371.021073 = -90422.707864 nChanged 3 SP:Iteration 23Q (23.276979 sec): 3 clusters Score: Raw -90794.920299 + Penalty 369.911693 = -90425.008606 nChanged 5 SP:Iteration 24Q (23.278909 sec): 3 clusters Score: Raw -90795.638049 + Penalty 369.760548 = -90425.877501 nChanged 2 SP:Iteration 25Q (23.280752 sec): 3 clusters Score: Raw -90795.685964 + Penalty 369.757248 = -90425.928715 nChanged 1 SP:Iteration 26Q (23.282578 sec): 3 clusters Score: Raw -90795.728333 + Penalty 369.757248 = -90425.971085 nChanged 0 SP:Iteration 27F (23.284580 sec): 3 clusters Score: Raw -90795.728333 + Penalty 369.757248 = -90425.971085 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 3 (1513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.292332 sec): 2 clusters Score: Raw -141681.110731 + Penalty 447.543990 = -141233.566741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.295230 sec): 3 clusters Score: Raw -140788.246383 + Penalty 905.385387 = -139882.860996 nChanged 604 SP:Iteration 1F (23.298077 sec): 3 clusters Score: Raw -141240.418214 + Penalty 923.746711 = -140316.671503 nChanged 187 SP:Iteration 2F (23.300909 sec): 3 clusters Score: Raw -141392.779294 + Penalty 940.087909 = -140452.691385 nChanged 101 SP:Iteration 3F (23.303922 sec): 3 clusters Score: Raw -141460.092236 + Penalty 952.594511 = -140507.497725 nChanged 66 SP:Iteration 4Q (23.306878 sec): 3 clusters Score: Raw -141505.163326 + Penalty 966.806690 = -140538.356636 nChanged 54 SP:Iteration 5Q (23.309784 sec): 3 clusters Score: Raw -141540.617800 + Penalty 976.274968 = -140564.342832 nChanged 40 SP:Iteration 6Q (23.312548 sec): 3 clusters Score: Raw -141579.028222 + Penalty 985.498290 = -140593.529933 nChanged 41 SP:Iteration 7Q (23.315332 sec): 3 clusters Score: Raw -141607.802386 + Penalty 993.819945 = -140613.982441 nChanged 34 SP:Iteration 8Q (23.317982 sec): 3 clusters Score: Raw -141639.760820 + Penalty 998.648516 = -140641.112304 nChanged 26 SP:Iteration 9Q (23.320636 sec): 3 clusters Score: Raw -141657.433213 + Penalty 1002.769164 = -140654.664049 nChanged 17 SP:Iteration 10F (23.323524 sec): 3 clusters Score: Raw -141670.023755 + Penalty 1007.161533 = -140662.862222 nChanged 9 SP:Iteration 11Q (23.326069 sec): 3 clusters Score: Raw -141675.871874 + Penalty 1010.565611 = -140665.306263 nChanged 11 SP:Iteration 12Q (23.328634 sec): 3 clusters Score: Raw -141682.865811 + Penalty 1013.903796 = -140668.962015 nChanged 7 SP:Iteration 13Q (23.331136 sec): 3 clusters Score: Raw -141687.727689 + Penalty 1018.697528 = -140669.030161 nChanged 8 SP:Iteration 14Q (23.333580 sec): 3 clusters Score: Raw -141690.491517 + Penalty 1025.018123 = -140665.473394 nChanged 10 SP:Iteration 15F (23.336627 sec): 3 clusters Score: Raw -141694.033478 + Penalty 1030.204934 = -140663.828543 nChanged 12 SP:Iteration 16F (23.339521 sec): 3 clusters Score: Raw -141698.291057 + Penalty 1033.480115 = -140664.810943 nChanged 4 SP:Iteration 17Q (23.341939 sec): 3 clusters Score: Raw -141699.624570 + Penalty 1033.480115 = -140666.144455 nChanged 0 SP:Iteration 18F (23.344728 sec): 3 clusters Score: Raw -141699.624570 + Penalty 1033.480115 = -140666.144455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.347115 sec): 2 clusters Score: Raw -20433.088019 + Penalty 296.093528 = -20136.994491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.347730 sec): 3 clusters Score: Raw -20327.083983 + Penalty 569.339642 = -19757.744341 nChanged 79 SP:Iteration 1F (23.348330 sec): 3 clusters Score: Raw -20402.733880 + Penalty 550.556999 = -19852.176881 nChanged 28 SP:Iteration 2F (23.348932 sec): 3 clusters Score: Raw -20437.517577 + Penalty 541.378108 = -19896.139470 nChanged 10 SP:Iteration 3Q (23.349549 sec): 3 clusters Score: Raw -20453.694699 + Penalty 536.401296 = -19917.293404 nChanged 4 SP:Iteration 4Q (23.350160 sec): 3 clusters Score: Raw -20462.715759 + Penalty 528.704137 = -19934.011622 nChanged 2 SP:Iteration 5Q (23.350754 sec): 3 clusters Score: Raw -20466.742228 + Penalty 519.950843 = -19946.791386 nChanged 1 SP:Iteration 6Q (23.351335 sec): 3 clusters Score: Raw -20466.976825 + Penalty 519.950843 = -19947.025982 nChanged 0 SP:Iteration 7F (23.351956 sec): 3 clusters Score: Raw -20466.976825 + Penalty 519.950843 = -19947.025982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.34 GB. Trying to split cluster 5 (2620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.364355 sec): 2 clusters Score: Raw -237195.927875 + Penalty 343.231160 = -236852.696715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.369362 sec): 3 clusters Score: Raw -235568.176241 + Penalty 692.882697 = -234875.293544 nChanged 1178 SP:Iteration 1F (23.374437 sec): 3 clusters Score: Raw -236279.519622 + Penalty 714.678913 = -235564.840709 nChanged 348 SP:Iteration 2F (23.379526 sec): 3 clusters Score: Raw -236573.990565 + Penalty 740.625996 = -235833.364568 nChanged 258 SP:Iteration 3F (23.384437 sec): 3 clusters Score: Raw -236848.180918 + Penalty 772.138448 = -236076.042470 nChanged 176 SP:Iteration 4F (23.389122 sec): 3 clusters Score: Raw -237039.916637 + Penalty 797.411392 = -236242.505245 nChanged 115 SP:Iteration 5Q (23.393623 sec): 3 clusters Score: Raw -237162.835759 + Penalty 812.613262 = -236350.222497 nChanged 63 SP:Iteration 6Q (23.397863 sec): 3 clusters Score: Raw -237232.512909 + Penalty 822.012017 = -236410.500892 nChanged 44 SP:Iteration 7Q (23.402156 sec): 3 clusters Score: Raw -237286.862301 + Penalty 827.209047 = -236459.653253 nChanged 43 SP:Iteration 8Q (23.406627 sec): 3 clusters Score: Raw -237320.446929 + Penalty 831.133346 = -236489.313584 nChanged 34 SP:Iteration 9Q (23.410751 sec): 3 clusters Score: Raw -237346.530989 + Penalty 829.323566 = -236517.207424 nChanged 17 SP:Iteration 10F (23.415478 sec): 3 clusters Score: Raw -237358.931556 + Penalty 829.466128 = -236529.465428 nChanged 15 SP:Iteration 11Q (23.419542 sec): 3 clusters Score: Raw -237366.106371 + Penalty 827.619504 = -236538.486867 nChanged 9 SP:Iteration 12Q (23.423687 sec): 3 clusters Score: Raw -237369.739969 + Penalty 828.530500 = -236541.209469 nChanged 10 SP:Iteration 13Q (23.427899 sec): 3 clusters Score: Raw -237373.557793 + Penalty 828.547081 = -236545.010712 nChanged 6 SP:Iteration 14Q (23.431957 sec): 3 clusters Score: Raw -237375.994097 + Penalty 828.266015 = -236547.728082 nChanged 9 SP:Iteration 15Q (23.436126 sec): 3 clusters Score: Raw -237378.002999 + Penalty 825.499561 = -236552.503437 nChanged 6 SP:Iteration 16Q (23.440519 sec): 3 clusters Score: Raw -237379.337091 + Penalty 823.571561 = -236555.765529 nChanged 5 SP:Iteration 17Q (23.444608 sec): 3 clusters Score: Raw -237380.603369 + Penalty 821.749334 = -236558.854035 nChanged 6 SP:Iteration 18Q (23.448700 sec): 3 clusters Score: Raw -237382.365373 + Penalty 820.000482 = -236562.364891 nChanged 9 SP:Iteration 19Q (23.452746 sec): 3 clusters Score: Raw -237385.454747 + Penalty 818.444004 = -236567.010743 nChanged 11 SP:Iteration 20F (23.457420 sec): 3 clusters Score: Raw -237391.318907 + Penalty 816.115483 = -236575.203424 nChanged 17 SP:Iteration 21Q (23.461701 sec): 3 clusters Score: Raw -237398.369505 + Penalty 813.868919 = -236584.500586 nChanged 14 SP:Iteration 22Q (23.465903 sec): 3 clusters Score: Raw -237401.299727 + Penalty 813.469500 = -236587.830226 nChanged 7 SP:Iteration 23Q (23.470065 sec): 3 clusters Score: Raw -237402.928630 + Penalty 813.659746 = -236589.268884 nChanged 8 SP:Iteration 24Q (23.474487 sec): 3 clusters Score: Raw -237406.265120 + Penalty 811.334907 = -236594.930213 nChanged 8 SP:Iteration 25Q (23.478893 sec): 3 clusters Score: Raw -237410.239639 + Penalty 809.102818 = -236601.136821 nChanged 8 SP:Iteration 26Q (23.483078 sec): 3 clusters Score: Raw -237413.751200 + Penalty 806.008394 = -236607.742806 nChanged 9 SP:Iteration 27Q (23.487156 sec): 3 clusters Score: Raw -237416.692140 + Penalty 801.734472 = -236614.957668 nChanged 13 SP:Iteration 28Q (23.491235 sec): 3 clusters Score: Raw -237420.437276 + Penalty 800.797493 = -236619.639783 nChanged 11 SP:Iteration 29Q (23.495346 sec): 3 clusters Score: Raw -237421.781121 + Penalty 799.370397 = -236622.410724 nChanged 5 SP:Iteration 30F (23.500020 sec): 3 clusters Score: Raw -237422.416850 + Penalty 797.513199 = -236624.903651 nChanged 5 SP:Iteration 31Q (23.504238 sec): 3 clusters Score: Raw -237423.051813 + Penalty 795.166950 = -236627.884862 nChanged 7 SP:Iteration 32Q (23.508708 sec): 3 clusters Score: Raw -237423.718879 + Penalty 793.735831 = -236629.983048 nChanged 5 SP:Iteration 33Q (23.512960 sec): 3 clusters Score: Raw -237424.225567 + Penalty 792.211331 = -236632.014236 nChanged 6 SP:Iteration 34Q (23.517230 sec): 3 clusters Score: Raw -237424.850013 + Penalty 790.433105 = -236634.416909 nChanged 5 SP:Iteration 35Q (23.521419 sec): 3 clusters Score: Raw -237425.818338 + Penalty 788.478148 = -236637.340190 nChanged 6 SP:Iteration 36Q (23.525736 sec): 3 clusters Score: Raw -237426.439925 + Penalty 788.757509 = -236637.682416 nChanged 2 SP:Iteration 37Q (23.530274 sec): 3 clusters Score: Raw -237426.706801 + Penalty 788.757509 = -236637.949292 nChanged 0 SP:Iteration 38F (23.534970 sec): 3 clusters Score: Raw -237426.706801 + Penalty 788.757509 = -236637.949292 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.540069 sec): 2 clusters Score: Raw -55728.536690 + Penalty 306.050658 = -55422.486032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.541408 sec): 3 clusters Score: Raw -55439.213897 + Penalty 614.082963 = -54825.130934 nChanged 209 SP:Iteration 1F (23.542694 sec): 3 clusters Score: Raw -55579.659049 + Penalty 614.875952 = -54964.783097 nChanged 51 SP:Iteration 2F (23.543951 sec): 3 clusters Score: Raw -55616.589567 + Penalty 616.916626 = -54999.672941 nChanged 37 SP:Iteration 3F (23.545208 sec): 3 clusters Score: Raw -55645.057755 + Penalty 620.610433 = -55024.447322 nChanged 32 SP:Iteration 4F (23.546463 sec): 3 clusters Score: Raw -55676.613953 + Penalty 627.900745 = -55048.713208 nChanged 27 SP:Iteration 5Q (23.547715 sec): 3 clusters Score: Raw -55702.807852 + Penalty 630.716059 = -55072.091792 nChanged 13 SP:Iteration 6Q (23.548964 sec): 3 clusters Score: Raw -55715.562665 + Penalty 634.295209 = -55081.267457 nChanged 9 SP:Iteration 7Q (23.550197 sec): 3 clusters Score: Raw -55723.024311 + Penalty 639.838892 = -55083.185419 nChanged 11 SP:Iteration 8Q (23.551418 sec): 3 clusters Score: Raw -55733.054984 + Penalty 641.213295 = -55091.841689 nChanged 9 SP:Iteration 9Q (23.552628 sec): 3 clusters Score: Raw -55737.325116 + Penalty 644.067778 = -55093.257337 nChanged 7 SP:Iteration 10F (23.553882 sec): 3 clusters Score: Raw -55741.267600 + Penalty 647.694566 = -55093.573034 nChanged 6 SP:Iteration 11Q (23.555076 sec): 3 clusters Score: Raw -55747.018384 + Penalty 648.601721 = -55098.416662 nChanged 6 SP:Iteration 12Q (23.556260 sec): 3 clusters Score: Raw -55752.104217 + Penalty 648.525069 = -55103.579148 nChanged 1 SP:Iteration 13Q (23.557436 sec): 3 clusters Score: Raw -55752.290612 + Penalty 648.525069 = -55103.765543 nChanged 0 SP:Iteration 14F (23.558690 sec): 3 clusters Score: Raw -55752.290612 + Penalty 648.525069 = -55103.765543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 7 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.560612 sec): 2 clusters Score: Raw -48800.935241 + Penalty 578.614312 = -48222.320928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.561721 sec): 3 clusters Score: Raw -48579.597891 + Penalty 1157.545005 = -47422.052886 nChanged 165 SP:Iteration 1F (23.562821 sec): 3 clusters Score: Raw -48702.281513 + Penalty 1157.286585 = -47544.994927 nChanged 42 SP:Iteration 2F (23.563910 sec): 3 clusters Score: Raw -48729.396625 + Penalty 1157.215068 = -47572.181558 nChanged 22 SP:Iteration 3Q (23.565012 sec): 3 clusters Score: Raw -48743.149090 + Penalty 1157.283696 = -47585.865394 nChanged 10 SP:Iteration 4Q (23.566099 sec): 3 clusters Score: Raw -48749.459762 + Penalty 1157.246372 = -47592.213390 nChanged 7 SP:Iteration 5Q (23.567176 sec): 3 clusters Score: Raw -48753.593021 + Penalty 1157.291348 = -47596.301672 nChanged 5 SP:Iteration 6Q (23.568251 sec): 3 clusters Score: Raw -48757.983809 + Penalty 1157.242032 = -47600.741776 nChanged 4 SP:Iteration 7Q (23.569325 sec): 3 clusters Score: Raw -48761.124461 + Penalty 1157.124294 = -47604.000167 nChanged 6 SP:Iteration 8Q (23.570399 sec): 3 clusters Score: Raw -48763.912756 + Penalty 1156.855831 = -47607.056925 nChanged 3 SP:Iteration 9Q (23.571564 sec): 3 clusters Score: Raw -48765.032747 + Penalty 1156.783655 = -47608.249092 nChanged 2 SP:Iteration 10F (23.572687 sec): 3 clusters Score: Raw -48765.853074 + Penalty 1156.806809 = -47609.046265 nChanged 3 SP:Iteration 11Q (23.573813 sec): 3 clusters Score: Raw -48767.680058 + Penalty 1156.982422 = -47610.697637 nChanged 3 SP:Iteration 12Q (23.574933 sec): 3 clusters Score: Raw -48769.295135 + Penalty 1156.931644 = -47612.363491 nChanged 1 SP:Iteration 13Q (23.576055 sec): 3 clusters Score: Raw -48770.005579 + Penalty 1157.036192 = -47612.969387 nChanged 2 SP:Iteration 14Q (23.577166 sec): 3 clusters Score: Raw -48771.219067 + Penalty 1156.994400 = -47614.224666 nChanged 3 SP:Iteration 15Q (23.578260 sec): 3 clusters Score: Raw -48774.789549 + Penalty 1156.717766 = -47618.071783 nChanged 3 SP:Iteration 16Q (23.579396 sec): 3 clusters Score: Raw -48776.544682 + Penalty 1156.475143 = -47620.069540 nChanged 2 SP:Iteration 17Q (23.580515 sec): 3 clusters Score: Raw -48777.477007 + Penalty 1156.650525 = -47620.826482 nChanged 2 SP:Iteration 18Q (23.581631 sec): 3 clusters Score: Raw -48778.384576 + Penalty 1156.655913 = -47621.728664 nChanged 2 SP:Iteration 19Q (23.582779 sec): 3 clusters Score: Raw -48779.980790 + Penalty 1156.590547 = -47623.390242 nChanged 1 SP:Iteration 20F (23.583872 sec): 3 clusters Score: Raw -48780.146762 + Penalty 1156.189332 = -47623.957430 nChanged 2 SP:Iteration 21Q (23.584978 sec): 3 clusters Score: Raw -48783.704314 + Penalty 1155.837134 = -47627.867181 nChanged 4 SP:Iteration 22Q (23.586095 sec): 3 clusters Score: Raw -48786.242633 + Penalty 1155.761218 = -47630.481415 nChanged 3 SP:Iteration 23Q (23.587213 sec): 3 clusters Score: Raw -48787.958982 + Penalty 1155.761218 = -47632.197764 nChanged 0 SP:Iteration 24F (23.588365 sec): 3 clusters Score: Raw -48787.958982 + Penalty 1155.761218 = -47632.197764 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 8 (9741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.631685 sec): 2 clusters Score: Raw -836593.202897 + Penalty 245.534533 = -836347.668365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.650109 sec): 3 clusters Score: Raw -830040.239253 + Penalty 529.238610 = -829511.000643 nChanged 4577 SP:Iteration 1F (23.667910 sec): 3 clusters Score: Raw -832636.947057 + Penalty 600.176762 = -832036.770295 nChanged 1773 SP:Iteration 2F (23.686093 sec): 3 clusters Score: Raw -834370.517484 + Penalty 658.423385 = -833712.094099 nChanged 1041 SP:Iteration 3F (23.703723 sec): 3 clusters Score: Raw -835584.783494 + Penalty 670.172693 = -834914.610801 nChanged 470 SP:Iteration 4Q (23.720942 sec): 3 clusters Score: Raw -836101.852216 + Penalty 668.767113 = -835433.085103 nChanged 227 SP:Iteration 5Q (23.735900 sec): 3 clusters Score: Raw -836332.144164 + Penalty 668.308144 = -835663.836020 nChanged 113 SP:Iteration 6Q (23.750499 sec): 3 clusters Score: Raw -836431.341747 + Penalty 675.226793 = -835756.114954 nChanged 66 SP:Iteration 7Q (23.764725 sec): 3 clusters Score: Raw -836475.507517 + Penalty 688.152243 = -835787.355274 nChanged 52 SP:Iteration 8Q (23.779372 sec): 3 clusters Score: Raw -836506.725777 + Penalty 702.043709 = -835804.682068 nChanged 47 SP:Iteration 9Q (23.794286 sec): 3 clusters Score: Raw -836532.272579 + Penalty 724.736914 = -835807.535665 nChanged 35 SP:Iteration 10F (23.812650 sec): 3 clusters Score: Raw -836555.133532 + Penalty 753.588752 = -835801.544780 nChanged 26 SP:Iteration 11F (23.830178 sec): 3 clusters Score: Raw -836574.153065 + Penalty 795.325940 = -835778.827125 nChanged 22 SP:Iteration 12F (23.848046 sec): 3 clusters Score: Raw -836593.308494 + Penalty 819.586763 = -835773.721731 nChanged 19 SP:Iteration 13F (23.865513 sec): 3 clusters Score: Raw -836610.964678 + Penalty 848.890953 = -835762.073725 nChanged 10 SP:Iteration 14F (23.883686 sec): 3 clusters Score: Raw -836619.588346 + Penalty 856.204790 = -835763.383556 nChanged 6 SP:Iteration 15Q (23.897390 sec): 3 clusters Score: Raw -836621.661630 + Penalty 866.879829 = -835754.781802 nChanged 3 SP:Iteration 16F (23.915369 sec): 3 clusters Score: Raw -836622.735450 + Penalty 866.879829 = -835755.855622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 9 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.923421 sec): 2 clusters Score: Raw -57904.055198 + Penalty 687.159422 = -57216.895776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.924687 sec): 3 clusters Score: Raw -57711.789443 + Penalty 1374.261398 = -56337.528045 nChanged 180 SP:Iteration 1F (23.925884 sec): 3 clusters Score: Raw -57884.345238 + Penalty 1374.417329 = -56509.927909 nChanged 57 SP:Iteration 2F (23.927153 sec): 3 clusters Score: Raw -57929.808077 + Penalty 1373.782070 = -56556.026007 nChanged 25 SP:Iteration 3Q (23.928349 sec): 3 clusters Score: Raw -57949.977947 + Penalty 1373.073464 = -56576.904483 nChanged 14 SP:Iteration 4Q (23.929538 sec): 3 clusters Score: Raw -57959.814941 + Penalty 1372.214512 = -56587.600428 nChanged 13 SP:Iteration 5Q (23.930723 sec): 3 clusters Score: Raw -57974.414186 + Penalty 1371.282347 = -56603.131839 nChanged 15 SP:Iteration 6Q (23.931938 sec): 3 clusters Score: Raw -57986.562403 + Penalty 1370.561592 = -56616.000811 nChanged 16 SP:Iteration 7Q (23.933205 sec): 3 clusters Score: Raw -57997.624764 + Penalty 1370.266549 = -56627.358216 nChanged 26 SP:Iteration 8Q (23.934455 sec): 3 clusters Score: Raw -58015.586941 + Penalty 1368.806126 = -56646.780815 nChanged 27 SP:Iteration 9Q (23.935689 sec): 3 clusters Score: Raw -58043.236363 + Penalty 1365.347654 = -56677.888709 nChanged 25 SP:Iteration 10F (23.936903 sec): 3 clusters Score: Raw -58072.231550 + Penalty 1363.532202 = -56708.699347 nChanged 17 SP:Iteration 11Q (23.938082 sec): 3 clusters Score: Raw -58087.631117 + Penalty 1365.507031 = -56722.124085 nChanged 14 SP:Iteration 12Q (23.939258 sec): 3 clusters Score: Raw -58101.206694 + Penalty 1361.337438 = -56739.869256 nChanged 14 SP:Iteration 13Q (23.940437 sec): 3 clusters Score: Raw -58111.470161 + Penalty 1362.253446 = -56749.216715 nChanged 11 SP:Iteration 14Q (23.941610 sec): 3 clusters Score: Raw -58122.733497 + Penalty 1362.361758 = -56760.371739 nChanged 6 SP:Iteration 15Q (23.942821 sec): 3 clusters Score: Raw -58136.943040 + Penalty 1359.715383 = -56777.227658 nChanged 7 SP:Iteration 16Q (23.944067 sec): 3 clusters Score: Raw -58148.001225 + Penalty 1362.524466 = -56785.476758 nChanged 4 SP:Iteration 17Q (23.945314 sec): 3 clusters Score: Raw -58152.491599 + Penalty 1363.752241 = -56788.739358 nChanged 1 SP:Iteration 18Q (23.946545 sec): 3 clusters Score: Raw -58152.597817 + Penalty 1363.866841 = -56788.730976 nChanged 1 SP:Iteration 19F (23.947815 sec): 3 clusters Score: Raw -58153.005741 + Penalty 1363.866841 = -56789.138900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.948694 sec): 2 clusters Score: Raw -11410.095796 + Penalty 535.175458 = -10874.920338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.949133 sec): 3 clusters Score: Raw -11413.930618 + Penalty 1072.266622 = -10341.663996 nChanged 16 SP:Iteration 1F (23.949564 sec): 3 clusters Score: Raw -11444.083928 + Penalty 1071.969050 = -10372.114878 nChanged 5 SP:Iteration 2Q (23.949990 sec): 3 clusters Score: Raw -11460.958711 + Penalty 1071.550995 = -10389.407716 nChanged 5 SP:Iteration 3Q (23.950409 sec): 3 clusters Score: Raw -11473.230243 + Penalty 1070.885119 = -10402.345124 nChanged 1 SP:Iteration 4Q (23.950824 sec): 3 clusters Score: Raw -11474.460815 + Penalty 1070.885119 = -10403.575696 nChanged 0 SP:Iteration 5F (23.951252 sec): 3 clusters Score: Raw -11474.460815 + Penalty 1070.885119 = -10403.575696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.955410 sec): 2 clusters Score: Raw -69951.682279 + Penalty 306.715801 = -69644.966478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.956931 sec): 3 clusters Score: Raw -69516.998033 + Penalty 615.191747 = -68901.806286 nChanged 320 SP:Iteration 1F (23.958462 sec): 3 clusters Score: Raw -69713.787210 + Penalty 612.721248 = -69101.065961 nChanged 77 SP:Iteration 2F (23.959990 sec): 3 clusters Score: Raw -69764.196477 + Penalty 611.499258 = -69152.697219 nChanged 42 SP:Iteration 3F (23.961551 sec): 3 clusters Score: Raw -69795.317077 + Penalty 614.328330 = -69180.988747 nChanged 36 SP:Iteration 4Q (23.963062 sec): 3 clusters Score: Raw -69821.721675 + Penalty 621.475829 = -69200.245846 nChanged 37 SP:Iteration 5Q (23.964537 sec): 3 clusters Score: Raw -69856.652567 + Penalty 628.425865 = -69228.226702 nChanged 29 SP:Iteration 6Q (23.965987 sec): 3 clusters Score: Raw -69875.591892 + Penalty 636.786368 = -69238.805525 nChanged 27 SP:Iteration 7Q (23.967466 sec): 3 clusters Score: Raw -69894.431668 + Penalty 643.542764 = -69250.888904 nChanged 23 SP:Iteration 8Q (23.968912 sec): 3 clusters Score: Raw -69911.734664 + Penalty 654.350687 = -69257.383977 nChanged 21 SP:Iteration 9Q (23.970333 sec): 3 clusters Score: Raw -69931.983245 + Penalty 664.379727 = -69267.603518 nChanged 17 SP:Iteration 10F (23.971825 sec): 3 clusters Score: Raw -69945.873935 + Penalty 683.829926 = -69262.044009 nChanged 17 SP:Iteration 11F (23.973358 sec): 3 clusters Score: Raw -69957.711939 + Penalty 700.567977 = -69257.143962 nChanged 11 SP:Iteration 12F (23.974873 sec): 3 clusters Score: Raw -69963.770649 + Penalty 717.777775 = -69245.992874 nChanged 6 SP:Iteration 13F (23.976376 sec): 3 clusters Score: Raw -69967.242220 + Penalty 738.481452 = -69228.760767 nChanged 7 SP:Iteration 14F (23.978018 sec): 3 clusters Score: Raw -69976.556569 + Penalty 766.322077 = -69210.234492 nChanged 7 SP:Iteration 15F (23.979654 sec): 3 clusters Score: Raw -69989.631608 + Penalty 766.767225 = -69222.864383 nChanged 1 SP:Iteration 16Q (23.980970 sec): 3 clusters Score: Raw -69990.802565 + Penalty 772.903968 = -69217.898597 nChanged 1 SP:Iteration 17F (23.982544 sec): 3 clusters Score: Raw -69991.688854 + Penalty 772.903968 = -69218.784886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.985248 sec): 2 clusters Score: Raw -15915.854433 + Penalty 389.825208 = -15526.029225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.985759 sec): 3 clusters Score: Raw -15830.827922 + Penalty 785.590926 = -15045.236996 nChanged 42 SP:Iteration 1F (23.986259 sec): 3 clusters Score: Raw -15877.052984 + Penalty 797.737331 = -15079.315653 nChanged 18 SP:Iteration 2F (23.986758 sec): 3 clusters Score: Raw -15900.983056 + Penalty 811.160624 = -15089.822432 nChanged 9 SP:Iteration 3F (23.987290 sec): 3 clusters Score: Raw -15913.694447 + Penalty 824.277684 = -15089.416763 nChanged 2 SP:Iteration 4F (23.987788 sec): 3 clusters Score: Raw -15915.714564 + Penalty 827.900246 = -15087.814318 nChanged 1 SP:Iteration 5F (23.988295 sec): 3 clusters Score: Raw -15915.562618 + Penalty 828.525556 = -15087.037062 nChanged 1 SP:Iteration 6F (23.988805 sec): 3 clusters Score: Raw -15916.222674 + Penalty 828.525556 = -15087.697118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.989474 sec): 2 clusters Score: Raw -687.965015 + Penalty 222.476641 = -465.488374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.989696 sec): 3 clusters Score: Raw -686.177129 + Penalty 448.114816 = -238.062312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 14 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.990850 sec): 2 clusters Score: Raw -21930.925094 + Penalty 266.345539 = -21664.579555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.991545 sec): 3 clusters Score: Raw -21828.328022 + Penalty 533.923915 = -21294.404106 nChanged 74 SP:Iteration 1F (23.992226 sec): 3 clusters Score: Raw -21886.193137 + Penalty 530.977630 = -21355.215507 nChanged 30 SP:Iteration 2F (23.992876 sec): 3 clusters Score: Raw -21919.003002 + Penalty 529.676973 = -21389.326028 nChanged 18 SP:Iteration 3F (23.993541 sec): 3 clusters Score: Raw -21938.165532 + Penalty 530.557566 = -21407.607966 nChanged 13 SP:Iteration 4F (23.994223 sec): 3 clusters Score: Raw -21950.274914 + Penalty 530.899217 = -21419.375697 nChanged 9 SP:Iteration 5Q (23.994862 sec): 3 clusters Score: Raw -21962.341028 + Penalty 532.120022 = -21430.221007 nChanged 9 SP:Iteration 6Q (23.995503 sec): 3 clusters Score: Raw -21977.307480 + Penalty 533.056436 = -21444.251043 nChanged 7 SP:Iteration 7Q (23.996177 sec): 3 clusters Score: Raw -22000.322702 + Penalty 533.871553 = -21466.451149 nChanged 8 SP:Iteration 8Q (23.996810 sec): 3 clusters Score: Raw -22013.179677 + Penalty 533.781505 = -21479.398171 nChanged 5 SP:Iteration 9Q (23.997430 sec): 3 clusters Score: Raw -22023.639126 + Penalty 534.102494 = -21489.536631 nChanged 4 SP:Iteration 10F (23.998083 sec): 3 clusters Score: Raw -22041.311211 + Penalty 534.348537 = -21506.962673 nChanged 2 SP:Iteration 11Q (23.998717 sec): 3 clusters Score: Raw -22046.377109 + Penalty 534.593413 = -21511.783696 nChanged 3 SP:Iteration 12Q (23.999332 sec): 3 clusters Score: Raw -22048.285485 + Penalty 534.593413 = -21513.692072 nChanged 0 SP:Iteration 13F (23.999982 sec): 3 clusters Score: Raw -22048.285485 + Penalty 534.593413 = -21513.692072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.000495 sec): 2 clusters Score: Raw -856.826637 + Penalty 151.693294 = -705.133343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.000727 sec): 3 clusters Score: Raw -879.467071 + Penalty 297.767298 = -581.699773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.001627 sec): 2 clusters Score: Raw -13643.952203 + Penalty 347.216894 = -13296.735309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.002130 sec): 3 clusters Score: Raw -13606.680116 + Penalty 690.242864 = -12916.437252 nChanged 37 SP:Iteration 1F (24.002622 sec): 3 clusters Score: Raw -13667.991203 + Penalty 686.676664 = -12981.314539 nChanged 8 SP:Iteration 2F (24.003115 sec): 3 clusters Score: Raw -13680.519434 + Penalty 685.769095 = -12994.750339 nChanged 2 SP:Iteration 3Q (24.003584 sec): 3 clusters Score: Raw -13683.585515 + Penalty 685.876328 = -12997.709187 nChanged 1 SP:Iteration 4Q (24.004056 sec): 3 clusters Score: Raw -13684.457371 + Penalty 685.670968 = -12998.786403 nChanged 1 SP:Iteration 5Q (24.004524 sec): 3 clusters Score: Raw -13684.752856 + Penalty 685.670968 = -12999.081888 nChanged 0 SP:Iteration 6F (24.005017 sec): 3 clusters Score: Raw -13684.752856 + Penalty 685.670968 = -12999.081888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.005716 sec): 2 clusters Score: Raw -7269.006669 + Penalty 221.035233 = -7047.971436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.006078 sec): 3 clusters Score: Raw -7262.135112 + Penalty 447.323300 = -6814.811812 nChanged 17 SP:Iteration 1F (24.006434 sec): 3 clusters Score: Raw -7299.717451 + Penalty 457.335153 = -6842.382298 nChanged 11 SP:Iteration 2F (24.006790 sec): 3 clusters Score: Raw -7325.607344 + Penalty 457.610911 = -6867.996433 nChanged 2 SP:Iteration 3Q (24.007127 sec): 3 clusters Score: Raw -7328.888043 + Penalty 453.322278 = -6875.565765 nChanged 2 SP:Iteration 4Q (24.007462 sec): 3 clusters Score: Raw -7334.465849 + Penalty 453.782554 = -6880.683295 nChanged 2 SP:Iteration 5Q (24.007794 sec): 3 clusters Score: Raw -7338.685364 + Penalty 451.913291 = -6886.772073 nChanged 1 SP:Iteration 6Q (24.008126 sec): 3 clusters Score: Raw -7341.830915 + Penalty 453.938852 = -6887.892063 nChanged 1 SP:Iteration 7Q (24.008457 sec): 3 clusters Score: Raw -7343.435032 + Penalty 456.431446 = -6887.003586 nChanged 1 SP:Iteration 8F (24.008812 sec): 3 clusters Score: Raw -7348.836377 + Penalty 456.431446 = -6892.404931 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.017933 sec): 2 clusters Score: Raw -173744.714755 + Penalty 594.280759 = -173150.433996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.021501 sec): 3 clusters Score: Raw -172722.745881 + Penalty 1190.604350 = -171532.141531 nChanged 780 SP:Iteration 1F (24.024924 sec): 3 clusters Score: Raw -173363.475018 + Penalty 1187.900207 = -172175.574810 nChanged 191 SP:Iteration 2F (24.028537 sec): 3 clusters Score: Raw -173476.887739 + Penalty 1184.416764 = -172292.470976 nChanged 103 SP:Iteration 3F (24.032064 sec): 3 clusters Score: Raw -173524.423438 + Penalty 1181.897105 = -172342.526333 nChanged 67 SP:Iteration 4Q (24.035554 sec): 3 clusters Score: Raw -173548.013813 + Penalty 1181.819872 = -172366.193941 nChanged 36 SP:Iteration 5Q (24.038974 sec): 3 clusters Score: Raw -173557.122695 + Penalty 1181.812131 = -172375.310565 nChanged 29 SP:Iteration 6Q (24.042330 sec): 3 clusters Score: Raw -173562.660631 + Penalty 1181.959465 = -172380.701167 nChanged 18 SP:Iteration 7Q (24.045962 sec): 3 clusters Score: Raw -173565.793280 + Penalty 1182.454701 = -172383.338579 nChanged 13 SP:Iteration 8Q (24.049415 sec): 3 clusters Score: Raw -173567.549266 + Penalty 1182.504197 = -172385.045069 nChanged 4 SP:Iteration 9Q (24.052773 sec): 3 clusters Score: Raw -173568.577788 + Penalty 1182.814552 = -172385.763236 nChanged 4 SP:Iteration 10F (24.056131 sec): 3 clusters Score: Raw -173568.885355 + Penalty 1182.814552 = -172386.070803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.061188 sec): 2 clusters Score: Raw -1764.832299 + Penalty 342.653150 = -1422.179149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.061455 sec): 3 clusters Score: Raw -1781.581304 + Penalty 687.293288 = -1094.288015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 20 (1408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.066648 sec): 2 clusters Score: Raw -134444.087225 + Penalty 509.533899 = -133934.553326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.069305 sec): 3 clusters Score: Raw -133676.020320 + Penalty 1017.868124 = -132658.152196 nChanged 556 SP:Iteration 1F (24.071902 sec): 3 clusters Score: Raw -134002.492440 + Penalty 1018.211214 = -132984.281226 nChanged 135 SP:Iteration 2F (24.074504 sec): 3 clusters Score: Raw -134097.555402 + Penalty 1024.453217 = -133073.102185 nChanged 128 SP:Iteration 3F (24.077296 sec): 3 clusters Score: Raw -134200.610412 + Penalty 1038.472875 = -133162.137537 nChanged 98 SP:Iteration 4F (24.080092 sec): 3 clusters Score: Raw -134283.045553 + Penalty 1054.777894 = -133228.267659 nChanged 84 SP:Iteration 5F (24.082753 sec): 3 clusters Score: Raw -134348.619510 + Penalty 1069.036132 = -133279.583378 nChanged 52 SP:Iteration 6Q (24.085426 sec): 3 clusters Score: Raw -134392.971100 + Penalty 1079.874348 = -133313.096752 nChanged 37 SP:Iteration 7Q (24.088107 sec): 3 clusters Score: Raw -134424.959470 + Penalty 1087.494564 = -133337.464906 nChanged 27 SP:Iteration 8Q (24.090802 sec): 3 clusters Score: Raw -134451.814505 + Penalty 1106.082071 = -133345.732434 nChanged 20 SP:Iteration 9Q (24.093466 sec): 3 clusters Score: Raw -134468.399126 + Penalty 1118.493285 = -133349.905841 nChanged 12 SP:Iteration 10F (24.096140 sec): 3 clusters Score: Raw -134480.412813 + Penalty 1130.235116 = -133350.177697 nChanged 9 SP:Iteration 11Q (24.098604 sec): 3 clusters Score: Raw -134491.908583 + Penalty 1126.957900 = -133364.950683 nChanged 3 SP:Iteration 12Q (24.101078 sec): 3 clusters Score: Raw -134494.172179 + Penalty 1127.936580 = -133366.235600 nChanged 1 SP:Iteration 13Q (24.103508 sec): 3 clusters Score: Raw -134495.407180 + Penalty 1127.936580 = -133367.470600 nChanged 0 SP:Iteration 14F (24.106137 sec): 3 clusters Score: Raw -134495.407180 + Penalty 1127.936580 = -133367.470600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 21 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.108164 sec): 2 clusters Score: Raw -36963.485024 + Penalty 380.213842 = -36583.271182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.109063 sec): 3 clusters Score: Raw -36780.770354 + Penalty 765.528804 = -36015.241550 nChanged 130 SP:Iteration 1F (24.109987 sec): 3 clusters Score: Raw -36896.894047 + Penalty 765.915422 = -36130.978625 nChanged 43 SP:Iteration 2F (24.110950 sec): 3 clusters Score: Raw -36951.024542 + Penalty 765.799520 = -36185.225022 nChanged 28 SP:Iteration 3F (24.111898 sec): 3 clusters Score: Raw -36996.369313 + Penalty 761.745051 = -36234.624262 nChanged 28 SP:Iteration 4F (24.112878 sec): 3 clusters Score: Raw -37075.966296 + Penalty 759.849647 = -36316.116649 nChanged 16 SP:Iteration 5Q (24.113808 sec): 3 clusters Score: Raw -37182.874150 + Penalty 758.344557 = -36424.529593 nChanged 8 SP:Iteration 6Q (24.114714 sec): 3 clusters Score: Raw -37205.214893 + Penalty 757.326524 = -36447.888369 nChanged 6 SP:Iteration 7Q (24.115621 sec): 3 clusters Score: Raw -37213.542560 + Penalty 756.893562 = -36456.648998 nChanged 2 SP:Iteration 8Q (24.116510 sec): 3 clusters Score: Raw -37215.576206 + Penalty 757.380856 = -36458.195349 nChanged 2 SP:Iteration 9Q (24.117395 sec): 3 clusters Score: Raw -37224.392932 + Penalty 755.879066 = -36468.513866 nChanged 2 SP:Iteration 10F (24.118306 sec): 3 clusters Score: Raw -37226.225103 + Penalty 755.773754 = -36470.451349 nChanged 1 SP:Iteration 11Q (24.119160 sec): 3 clusters Score: Raw -37228.283474 + Penalty 753.915318 = -36474.368156 nChanged 4 SP:Iteration 12Q (24.120018 sec): 3 clusters Score: Raw -37235.944391 + Penalty 750.119681 = -36485.824711 nChanged 5 SP:Iteration 13Q (24.120867 sec): 3 clusters Score: Raw -37246.267692 + Penalty 749.909482 = -36496.358210 nChanged 1 SP:Iteration 14Q (24.121701 sec): 3 clusters Score: Raw -37247.787437 + Penalty 749.850259 = -36497.937178 nChanged 1 SP:Iteration 15Q (24.122527 sec): 3 clusters Score: Raw -37250.606641 + Penalty 749.577320 = -36501.029322 nChanged 3 SP:Iteration 16Q (24.123342 sec): 3 clusters Score: Raw -37260.004575 + Penalty 748.262872 = -36511.741703 nChanged 2 SP:Iteration 17Q (24.124136 sec): 3 clusters Score: Raw -37267.451790 + Penalty 747.152099 = -36520.299691 nChanged 3 SP:Iteration 18Q (24.124920 sec): 3 clusters Score: Raw -37279.266881 + Penalty 747.769478 = -36531.497402 nChanged 2 SP:Iteration 19Q (24.125687 sec): 3 clusters Score: Raw -37287.921210 + Penalty 744.881256 = -36543.039954 nChanged 1 SP:Iteration 20F (24.126597 sec): 3 clusters Score: Raw -37289.740751 + Penalty 744.881256 = -36544.859495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 22 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.132037 sec): 2 clusters Score: Raw -172704.223716 + Penalty 574.599039 = -172129.624676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.135391 sec): 3 clusters Score: Raw -171702.939036 + Penalty 1149.664991 = -170553.274045 nChanged 749 SP:Iteration 1F (24.138935 sec): 3 clusters Score: Raw -172072.802359 + Penalty 1149.548618 = -170923.253741 nChanged 151 SP:Iteration 2F (24.142202 sec): 3 clusters Score: Raw -172153.797890 + Penalty 1149.314659 = -171004.483230 nChanged 112 SP:Iteration 3F (24.145698 sec): 3 clusters Score: Raw -172212.444622 + Penalty 1150.562501 = -171061.882121 nChanged 93 SP:Iteration 4F (24.149082 sec): 3 clusters Score: Raw -172266.912604 + Penalty 1150.230589 = -171116.682015 nChanged 124 SP:Iteration 5F (24.152283 sec): 3 clusters Score: Raw -172369.186573 + Penalty 1146.557163 = -171222.629410 nChanged 139 SP:Iteration 6F (24.155579 sec): 3 clusters Score: Raw -172492.380445 + Penalty 1142.250620 = -171350.129826 nChanged 113 SP:Iteration 7F (24.158864 sec): 3 clusters Score: Raw -172601.943502 + Penalty 1144.608895 = -171457.334608 nChanged 71 SP:Iteration 8Q (24.162167 sec): 3 clusters Score: Raw -172662.939072 + Penalty 1150.703740 = -171512.235332 nChanged 40 SP:Iteration 9Q (24.165382 sec): 3 clusters Score: Raw -172692.613853 + Penalty 1163.297995 = -171529.315858 nChanged 23 SP:Iteration 10F (24.168559 sec): 3 clusters Score: Raw -172707.113191 + Penalty 1178.628579 = -171528.484612 nChanged 22 SP:Iteration 11F (24.171737 sec): 3 clusters Score: Raw -172731.616741 + Penalty 1194.635642 = -171536.981098 nChanged 14 SP:Iteration 12Q (24.174711 sec): 3 clusters Score: Raw -172751.172955 + Penalty 1202.487252 = -171548.685704 nChanged 10 SP:Iteration 13Q (24.177739 sec): 3 clusters Score: Raw -172761.604750 + Penalty 1208.028374 = -171553.576377 nChanged 6 SP:Iteration 14Q (24.180562 sec): 3 clusters Score: Raw -172770.607738 + Penalty 1213.410211 = -171557.197527 nChanged 7 SP:Iteration 15Q (24.183288 sec): 3 clusters Score: Raw -172778.638293 + Penalty 1218.693071 = -171559.945222 nChanged 6 SP:Iteration 16Q (24.185950 sec): 3 clusters Score: Raw -172782.614077 + Penalty 1219.306247 = -171563.307830 nChanged 1 SP:Iteration 17Q (24.188668 sec): 3 clusters Score: Raw -172783.080623 + Penalty 1219.827694 = -171563.252929 nChanged 1 SP:Iteration 18F (24.191915 sec): 3 clusters Score: Raw -172783.591301 + Penalty 1219.827694 = -171563.763607 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 23 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.195351 sec): 2 clusters Score: Raw -97151.180790 + Penalty 484.760169 = -96666.420621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.197375 sec): 3 clusters Score: Raw -96597.983686 + Penalty 970.048077 = -95627.935609 nChanged 405 SP:Iteration 1F (24.199323 sec): 3 clusters Score: Raw -96847.672037 + Penalty 971.773455 = -95875.898582 nChanged 88 SP:Iteration 2F (24.201276 sec): 3 clusters Score: Raw -96899.767208 + Penalty 975.838113 = -95923.929096 nChanged 65 SP:Iteration 3F (24.203272 sec): 3 clusters Score: Raw -96940.219222 + Penalty 981.264394 = -95958.954829 nChanged 51 SP:Iteration 4Q (24.205255 sec): 3 clusters Score: Raw -96975.272999 + Penalty 989.744717 = -95985.528282 nChanged 52 SP:Iteration 5F (24.207251 sec): 3 clusters Score: Raw -97018.754952 + Penalty 1003.665049 = -96015.089903 nChanged 53 SP:Iteration 6F (24.209454 sec): 3 clusters Score: Raw -97071.263560 + Penalty 1013.549507 = -96057.714053 nChanged 37 SP:Iteration 7Q (24.211543 sec): 3 clusters Score: Raw -97097.948689 + Penalty 1017.213481 = -96080.735209 nChanged 24 SP:Iteration 8Q (24.213494 sec): 3 clusters Score: Raw -97112.604392 + Penalty 1020.306919 = -96092.297473 nChanged 16 SP:Iteration 9Q (24.215413 sec): 3 clusters Score: Raw -97124.981594 + Penalty 1021.786851 = -96103.194743 nChanged 14 SP:Iteration 10F (24.217349 sec): 3 clusters Score: Raw -97133.361050 + Penalty 1024.151950 = -96109.209101 nChanged 9 SP:Iteration 11Q (24.219178 sec): 3 clusters Score: Raw -97140.533484 + Penalty 1029.638966 = -96110.894518 nChanged 15 SP:Iteration 12Q (24.221001 sec): 3 clusters Score: Raw -97150.407725 + Penalty 1031.573157 = -96118.834567 nChanged 14 SP:Iteration 13Q (24.222804 sec): 3 clusters Score: Raw -97162.703927 + Penalty 1034.217928 = -96128.485998 nChanged 12 SP:Iteration 14Q (24.224581 sec): 3 clusters Score: Raw -97174.321388 + Penalty 1036.492384 = -96137.829005 nChanged 10 SP:Iteration 15Q (24.226331 sec): 3 clusters Score: Raw -97178.036442 + Penalty 1037.455281 = -96140.581160 nChanged 10 SP:Iteration 16Q (24.228110 sec): 3 clusters Score: Raw -97186.045151 + Penalty 1036.025239 = -96150.019912 nChanged 8 SP:Iteration 17Q (24.229877 sec): 3 clusters Score: Raw -97189.639113 + Penalty 1035.839900 = -96153.799213 nChanged 8 SP:Iteration 18Q (24.231639 sec): 3 clusters Score: Raw -97193.248864 + Penalty 1037.086388 = -96156.162476 nChanged 4 SP:Iteration 19Q (24.233373 sec): 3 clusters Score: Raw -97194.802248 + Penalty 1037.505132 = -96157.297115 nChanged 3 SP:Iteration 20F (24.235308 sec): 3 clusters Score: Raw -97195.779639 + Penalty 1039.936360 = -96155.843279 nChanged 8 SP:Iteration 21F (24.237246 sec): 3 clusters Score: Raw -97199.018791 + Penalty 1040.640598 = -96158.378193 nChanged 4 SP:Iteration 22Q (24.239158 sec): 3 clusters Score: Raw -97200.898142 + Penalty 1040.304869 = -96160.593273 nChanged 4 SP:Iteration 23Q (24.241097 sec): 3 clusters Score: Raw -97203.185699 + Penalty 1040.544760 = -96162.640939 nChanged 1 SP:Iteration 24Q (24.242871 sec): 3 clusters Score: Raw -97203.653104 + Penalty 1040.544760 = -96163.108344 nChanged 0 SP:Iteration 25F (24.244891 sec): 3 clusters Score: Raw -97203.653104 + Penalty 1040.544760 = -96163.108344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.245486 sec): 2 clusters Score: Raw -2392.457508 + Penalty 35.418228 = -2357.039280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.245709 sec): 3 clusters Score: Raw -2397.348955 + Penalty 70.394953 = -2326.954002 nChanged 10 SP:Iteration 1F (24.245924 sec): 3 clusters Score: Raw -2411.302506 + Penalty 73.221571 = -2338.080934 nChanged 2 SP:Iteration 2F (24.246139 sec): 3 clusters Score: Raw -2415.780549 + Penalty 75.638223 = -2340.142326 nChanged 1 SP:Iteration 3Q (24.246348 sec): 3 clusters Score: Raw -2417.900955 + Penalty 75.638223 = -2342.262732 nChanged 0 SP:Iteration 4F (24.246562 sec): 3 clusters Score: Raw -2417.900955 + Penalty 75.638223 = -2342.262732 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 25 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.255917 sec): 2 clusters Score: Raw -175593.996190 + Penalty 285.003845 = -175308.992344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.259714 sec): 3 clusters Score: Raw -174405.330100 + Penalty 556.509975 = -173848.820125 nChanged 889 SP:Iteration 1F (24.263352 sec): 3 clusters Score: Raw -175315.376711 + Penalty 552.391363 = -174762.985348 nChanged 272 SP:Iteration 2F (24.266949 sec): 3 clusters Score: Raw -175532.319851 + Penalty 555.482348 = -174976.837503 nChanged 123 SP:Iteration 3F (24.270536 sec): 3 clusters Score: Raw -175621.566736 + Penalty 554.993471 = -175066.573264 nChanged 91 SP:Iteration 4Q (24.274377 sec): 3 clusters Score: Raw -175693.632505 + Penalty 551.141687 = -175142.490819 nChanged 68 SP:Iteration 5Q (24.278237 sec): 3 clusters Score: Raw -175741.734266 + Penalty 546.935773 = -175194.798493 nChanged 47 SP:Iteration 6Q (24.281821 sec): 3 clusters Score: Raw -175772.841656 + Penalty 537.934135 = -175234.907520 nChanged 24 SP:Iteration 7Q (24.285308 sec): 3 clusters Score: Raw -175788.828766 + Penalty 535.871630 = -175252.957136 nChanged 11 SP:Iteration 8Q (24.288697 sec): 3 clusters Score: Raw -175792.478545 + Penalty 536.122570 = -175256.355976 nChanged 6 SP:Iteration 9Q (24.292150 sec): 3 clusters Score: Raw -175793.520572 + Penalty 539.393163 = -175254.127408 nChanged 4 SP:Iteration 10F (24.295932 sec): 3 clusters Score: Raw -175794.062345 + Penalty 541.399535 = -175252.662810 nChanged 3 SP:Iteration 11F (24.299587 sec): 3 clusters Score: Raw -175794.397165 + Penalty 542.717516 = -175251.679649 nChanged 4 SP:Iteration 12F (24.303493 sec): 3 clusters Score: Raw -175795.056931 + Penalty 542.588955 = -175252.467976 nChanged 6 SP:Iteration 13Q (24.306982 sec): 3 clusters Score: Raw -175796.822447 + Penalty 546.429356 = -175250.393092 nChanged 8 SP:Iteration 14F (24.310822 sec): 3 clusters Score: Raw -175799.147715 + Penalty 548.849222 = -175250.298492 nChanged 5 SP:Iteration 15F (24.314506 sec): 3 clusters Score: Raw -175800.488174 + Penalty 550.630316 = -175249.857858 nChanged 5 SP:Iteration 16F (24.318233 sec): 3 clusters Score: Raw -175801.473279 + Penalty 552.727764 = -175248.745515 nChanged 2 SP:Iteration 17F (24.321835 sec): 3 clusters Score: Raw -175801.559891 + Penalty 553.364534 = -175248.195357 nChanged 1 SP:Iteration 18F (24.325409 sec): 3 clusters Score: Raw -175801.629294 + Penalty 554.438667 = -175247.190627 nChanged 1 SP:Iteration 19F (24.329198 sec): 3 clusters Score: Raw -175801.685325 + Penalty 554.438667 = -175247.246659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 26 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.332417 sec): 2 clusters Score: Raw -39357.678068 + Penalty 495.080918 = -38862.597150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.333388 sec): 3 clusters Score: Raw -39200.602700 + Penalty 989.181499 = -38211.421201 nChanged 138 SP:Iteration 1F (24.334339 sec): 3 clusters Score: Raw -39325.567196 + Penalty 993.787536 = -38331.779660 nChanged 61 SP:Iteration 2F (24.335295 sec): 3 clusters Score: Raw -39401.512034 + Penalty 998.734123 = -38402.777911 nChanged 29 SP:Iteration 3F (24.336243 sec): 3 clusters Score: Raw -39430.108503 + Penalty 1000.113931 = -38429.994572 nChanged 7 SP:Iteration 4Q (24.337170 sec): 3 clusters Score: Raw -39433.254773 + Penalty 1001.430902 = -38431.823871 nChanged 7 SP:Iteration 5Q (24.338100 sec): 3 clusters Score: Raw -39436.165477 + Penalty 1002.524137 = -38433.641340 nChanged 2 SP:Iteration 6Q (24.339095 sec): 3 clusters Score: Raw -39437.537322 + Penalty 1004.645948 = -38432.891374 nChanged 4 SP:Iteration 7F (24.340105 sec): 3 clusters Score: Raw -39438.782860 + Penalty 1004.877990 = -38433.904871 nChanged 1 SP:Iteration 8Q (24.341089 sec): 3 clusters Score: Raw -39439.053128 + Penalty 1004.877990 = -38434.175139 nChanged 0 SP:Iteration 9F (24.342090 sec): 3 clusters Score: Raw -39439.053128 + Penalty 1004.877990 = -38434.175139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.342712 sec): 2 clusters Score: Raw -4945.966565 + Penalty 601.507953 = -4344.458612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.343019 sec): 3 clusters Score: Raw -5077.219523 + Penalty 1202.458023 = -3874.761501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.343597 sec): 2 clusters Score: Raw -3852.663014 + Penalty 396.621633 = -3456.041381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.343882 sec): 3 clusters Score: Raw -3889.278235 + Penalty 792.061197 = -3097.217038 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.347477 sec): 2 clusters Score: Raw -60204.706048 + Penalty 224.862623 = -59979.843425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.348914 sec): 3 clusters Score: Raw -59830.446885 + Penalty 456.663846 = -59373.783039 nChanged 259 SP:Iteration 1F (24.350271 sec): 3 clusters Score: Raw -60024.617842 + Penalty 464.893798 = -59559.724044 nChanged 88 SP:Iteration 2F (24.351615 sec): 3 clusters Score: Raw -60091.389186 + Penalty 469.316348 = -59622.072838 nChanged 46 SP:Iteration 3F (24.352966 sec): 3 clusters Score: Raw -60121.402317 + Penalty 471.266305 = -59650.136013 nChanged 26 SP:Iteration 4Q (24.354297 sec): 3 clusters Score: Raw -60144.523429 + Penalty 475.582016 = -59668.941413 nChanged 24 SP:Iteration 5Q (24.355629 sec): 3 clusters Score: Raw -60159.171235 + Penalty 482.670915 = -59676.500321 nChanged 19 SP:Iteration 6Q (24.356969 sec): 3 clusters Score: Raw -60180.752618 + Penalty 491.750697 = -59689.001921 nChanged 20 SP:Iteration 7Q (24.358302 sec): 3 clusters Score: Raw -60203.583359 + Penalty 497.536479 = -59706.046880 nChanged 10 SP:Iteration 8Q (24.359630 sec): 3 clusters Score: Raw -60214.794844 + Penalty 501.902717 = -59712.892127 nChanged 9 SP:Iteration 9Q (24.360908 sec): 3 clusters Score: Raw -60221.011020 + Penalty 504.035305 = -59716.975716 nChanged 4 SP:Iteration 10F (24.362241 sec): 3 clusters Score: Raw -60222.475247 + Penalty 505.434405 = -59717.040841 nChanged 3 SP:Iteration 11Q (24.363468 sec): 3 clusters Score: Raw -60223.743612 + Penalty 507.402272 = -59716.341341 nChanged 3 SP:Iteration 12F (24.364799 sec): 3 clusters Score: Raw -60224.443608 + Penalty 510.552561 = -59713.891047 nChanged 4 SP:Iteration 13F (24.366131 sec): 3 clusters Score: Raw -60225.390950 + Penalty 511.130325 = -59714.260624 nChanged 3 SP:Iteration 14Q (24.367348 sec): 3 clusters Score: Raw -60227.239173 + Penalty 511.322370 = -59715.916804 nChanged 1 SP:Iteration 15Q (24.368562 sec): 3 clusters Score: Raw -60227.830977 + Penalty 513.283049 = -59714.547929 nChanged 3 SP:Iteration 16F (24.369893 sec): 3 clusters Score: Raw -60228.844767 + Penalty 515.050058 = -59713.794709 nChanged 3 SP:Iteration 17F (24.371223 sec): 3 clusters Score: Raw -60229.425220 + Penalty 515.295405 = -59714.129814 nChanged 2 SP:Iteration 18Q (24.372527 sec): 3 clusters Score: Raw -60229.707339 + Penalty 515.887626 = -59713.819713 nChanged 3 SP:Iteration 19F (24.373862 sec): 3 clusters Score: Raw -60230.613905 + Penalty 517.222799 = -59713.391107 nChanged 3 SP:Iteration 20F (24.375191 sec): 3 clusters Score: Raw -60231.239741 + Penalty 519.483291 = -59711.756450 nChanged 4 SP:Iteration 21F (24.376521 sec): 3 clusters Score: Raw -60232.155273 + Penalty 520.929863 = -59711.225410 nChanged 2 SP:Iteration 22F (24.377877 sec): 3 clusters Score: Raw -60232.750875 + Penalty 522.282734 = -59710.468141 nChanged 1 SP:Iteration 23F (24.379221 sec): 3 clusters Score: Raw -60233.011364 + Penalty 523.746259 = -59709.265105 nChanged 1 SP:Iteration 24F (24.380573 sec): 3 clusters Score: Raw -60233.573021 + Penalty 526.370199 = -59707.202822 nChanged 2 SP:Iteration 25F (24.381905 sec): 3 clusters Score: Raw -60233.767811 + Penalty 526.370199 = -59707.397612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 30 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.384419 sec): 2 clusters Score: Raw -27779.043458 + Penalty 418.369235 = -27360.674223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.385157 sec): 3 clusters Score: Raw -27654.008196 + Penalty 827.263985 = -26826.744212 nChanged 89 SP:Iteration 1F (24.385881 sec): 3 clusters Score: Raw -27735.168848 + Penalty 824.950544 = -26910.218305 nChanged 21 SP:Iteration 2F (24.386604 sec): 3 clusters Score: Raw -27756.248879 + Penalty 823.719343 = -26932.529535 nChanged 13 SP:Iteration 3Q (24.387317 sec): 3 clusters Score: Raw -27767.667863 + Penalty 825.635873 = -26942.031989 nChanged 9 SP:Iteration 4Q (24.388030 sec): 3 clusters Score: Raw -27773.332542 + Penalty 826.428836 = -26946.903707 nChanged 2 SP:Iteration 5Q (24.388738 sec): 3 clusters Score: Raw -27773.927790 + Penalty 828.109039 = -26945.818751 nChanged 3 SP:Iteration 6F (24.389459 sec): 3 clusters Score: Raw -27774.579337 + Penalty 828.109039 = -26946.470297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.390121 sec): 2 clusters Score: Raw -6285.279243 + Penalty 121.073816 = -6164.205427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.390465 sec): 3 clusters Score: Raw -6258.358280 + Penalty 239.797415 = -6018.560866 nChanged 18 SP:Iteration 1F (24.390823 sec): 3 clusters Score: Raw -6279.171951 + Penalty 238.298650 = -6040.873301 nChanged 8 SP:Iteration 2F (24.391171 sec): 3 clusters Score: Raw -6284.342664 + Penalty 237.421822 = -6046.920842 nChanged 2 SP:Iteration 3Q (24.391508 sec): 3 clusters Score: Raw -6285.652873 + Penalty 235.858819 = -6049.794054 nChanged 2 SP:Iteration 4Q (24.391842 sec): 3 clusters Score: Raw -6292.986591 + Penalty 232.188529 = -6060.798061 nChanged 2 SP:Iteration 5Q (24.392204 sec): 3 clusters Score: Raw -6295.172168 + Penalty 230.556121 = -6064.616047 nChanged 2 SP:Iteration 6Q (24.392535 sec): 3 clusters Score: Raw -6298.325538 + Penalty 229.814465 = -6068.511073 nChanged 1 SP:Iteration 7Q (24.392863 sec): 3 clusters Score: Raw -6299.681184 + Penalty 229.814465 = -6069.866719 nChanged 0 SP:Iteration 8F (24.393200 sec): 3 clusters Score: Raw -6299.681184 + Penalty 229.814465 = -6069.866719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.393808 sec): 2 clusters Score: Raw -4817.825427 + Penalty 532.773200 = -4285.052227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.394116 sec): 3 clusters Score: Raw -4872.803102 + Penalty 1062.656112 = -3810.146990 nChanged 1 SP:Iteration 1Q (24.394402 sec): 3 clusters Score: Raw -4876.356012 + Penalty 1062.656112 = -3813.699900 nChanged 0 SP:Iteration 2F (24.394698 sec): 3 clusters Score: Raw -4876.356012 + Penalty 1062.656112 = -3813.699900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.395533 sec): 2 clusters Score: Raw -13024.798579 + Penalty 762.147960 = -12262.650620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.396008 sec): 3 clusters Score: Raw -13120.958682 + Penalty 1522.858192 = -11598.100490 nChanged 12 SP:Iteration 1F (24.396474 sec): 3 clusters Score: Raw -13176.865000 + Penalty 1521.146598 = -11655.718402 nChanged 6 SP:Iteration 2Q (24.396912 sec): 3 clusters Score: Raw -13202.630367 + Penalty 1520.565885 = -11682.064482 nChanged 1 SP:Iteration 3Q (24.397345 sec): 3 clusters Score: Raw -13205.012412 + Penalty 1520.565885 = -11684.446527 nChanged 0 SP:Iteration 4F (24.397813 sec): 3 clusters Score: Raw -13205.012412 + Penalty 1520.565885 = -11684.446527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.398725 sec): 2 clusters Score: Raw -15102.459310 + Penalty 698.813988 = -14403.645322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.399246 sec): 3 clusters Score: Raw -15131.898169 + Penalty 1396.229796 = -13735.668373 nChanged 19 SP:Iteration 1F (24.399759 sec): 3 clusters Score: Raw -15179.581380 + Penalty 1394.933227 = -13784.648153 nChanged 9 SP:Iteration 2F (24.400257 sec): 3 clusters Score: Raw -15205.215748 + Penalty 1393.784035 = -13811.431713 nChanged 4 SP:Iteration 3Q (24.400732 sec): 3 clusters Score: Raw -15219.131478 + Penalty 1394.227392 = -13824.904087 nChanged 2 SP:Iteration 4Q (24.401222 sec): 3 clusters Score: Raw -15222.926530 + Penalty 1394.227392 = -13828.699138 nChanged 0 SP:Iteration 5F (24.401725 sec): 3 clusters Score: Raw -15222.926530 + Penalty 1394.227392 = -13828.699138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 35 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.403703 sec): 2 clusters Score: Raw -47276.216791 + Penalty 318.441377 = -46957.775414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.404888 sec): 3 clusters Score: Raw -47031.757936 + Penalty 655.723179 = -46376.034757 nChanged 189 SP:Iteration 1F (24.406028 sec): 3 clusters Score: Raw -47212.771903 + Penalty 668.421882 = -46544.350021 nChanged 45 SP:Iteration 2F (24.407136 sec): 3 clusters Score: Raw -47242.905321 + Penalty 678.077269 = -46564.828052 nChanged 19 SP:Iteration 3Q (24.408238 sec): 3 clusters Score: Raw -47253.961965 + Penalty 683.682060 = -46570.279905 nChanged 10 SP:Iteration 4Q (24.409333 sec): 3 clusters Score: Raw -47257.419819 + Penalty 687.378002 = -46570.041817 nChanged 7 SP:Iteration 5F (24.410447 sec): 3 clusters Score: Raw -47259.329637 + Penalty 689.360565 = -46569.969071 nChanged 2 SP:Iteration 6F (24.411593 sec): 3 clusters Score: Raw -47260.191873 + Penalty 694.947021 = -46565.244851 nChanged 6 SP:Iteration 7F (24.412695 sec): 3 clusters Score: Raw -47266.216194 + Penalty 701.506054 = -46564.710140 nChanged 7 SP:Iteration 8F (24.413799 sec): 3 clusters Score: Raw -47278.272842 + Penalty 706.230993 = -46572.041849 nChanged 4 SP:Iteration 9Q (24.414882 sec): 3 clusters Score: Raw -47286.512272 + Penalty 704.004768 = -46582.507504 nChanged 5 SP:Iteration 10F (24.415988 sec): 3 clusters Score: Raw -47293.050275 + Penalty 707.058074 = -46585.992201 nChanged 2 SP:Iteration 11Q (24.417032 sec): 3 clusters Score: Raw -47295.333644 + Penalty 707.847024 = -46587.486621 nChanged 1 SP:Iteration 12Q (24.418098 sec): 3 clusters Score: Raw -47295.410402 + Penalty 707.847024 = -46587.563378 nChanged 0 SP:Iteration 13F (24.419229 sec): 3 clusters Score: Raw -47295.410402 + Penalty 707.847024 = -46587.563378 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 36 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.422946 sec): 2 clusters Score: Raw -90056.039545 + Penalty 284.011220 = -89772.028324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.424944 sec): 3 clusters Score: Raw -89523.644329 + Penalty 610.115200 = -88913.529129 nChanged 394 SP:Iteration 1F (24.426867 sec): 3 clusters Score: Raw -89850.238103 + Penalty 636.979965 = -89213.258138 nChanged 100 SP:Iteration 2F (24.428834 sec): 3 clusters Score: Raw -89930.715454 + Penalty 656.956509 = -89273.758945 nChanged 59 SP:Iteration 3F (24.430813 sec): 3 clusters Score: Raw -89972.675131 + Penalty 669.594512 = -89303.080620 nChanged 41 SP:Iteration 4Q (24.432770 sec): 3 clusters Score: Raw -90006.612577 + Penalty 671.866608 = -89334.745968 nChanged 37 SP:Iteration 5Q (24.434707 sec): 3 clusters Score: Raw -90041.340279 + Penalty 671.196082 = -89370.144197 nChanged 29 SP:Iteration 6Q (24.436587 sec): 3 clusters Score: Raw -90070.958240 + Penalty 671.200942 = -89399.757298 nChanged 19 SP:Iteration 7Q (24.438580 sec): 3 clusters Score: Raw -90087.178565 + Penalty 669.813362 = -89417.365203 nChanged 8 SP:Iteration 8Q (24.440478 sec): 3 clusters Score: Raw -90090.369623 + Penalty 666.167011 = -89424.202612 nChanged 8 SP:Iteration 9Q (24.442306 sec): 3 clusters Score: Raw -90093.737426 + Penalty 667.575002 = -89426.162425 nChanged 6 SP:Iteration 10F (24.444269 sec): 3 clusters Score: Raw -90095.784674 + Penalty 669.756953 = -89426.027721 nChanged 7 SP:Iteration 11F (24.446185 sec): 3 clusters Score: Raw -90098.396141 + Penalty 670.079024 = -89428.317117 nChanged 4 SP:Iteration 12Q (24.447928 sec): 3 clusters Score: Raw -90099.972943 + Penalty 671.606606 = -89428.366337 nChanged 4 SP:Iteration 13Q (24.449664 sec): 3 clusters Score: Raw -90100.675597 + Penalty 671.606606 = -89429.068991 nChanged 0 SP:Iteration 14F (24.451574 sec): 3 clusters Score: Raw -90100.675597 + Penalty 671.606606 = -89429.068991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 37 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.453441 sec): 2 clusters Score: Raw -28894.386171 + Penalty 653.538088 = -28240.848083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.454193 sec): 3 clusters Score: Raw -28825.073169 + Penalty 1307.488637 = -27517.584532 nChanged 64 SP:Iteration 1F (24.454921 sec): 3 clusters Score: Raw -28901.950568 + Penalty 1307.461469 = -27594.489100 nChanged 15 SP:Iteration 2Q (24.455635 sec): 3 clusters Score: Raw -28925.363487 + Penalty 1307.758904 = -27617.604583 nChanged 5 SP:Iteration 3Q (24.456343 sec): 3 clusters Score: Raw -28932.588269 + Penalty 1307.616949 = -27624.971320 nChanged 5 SP:Iteration 4Q (24.457052 sec): 3 clusters Score: Raw -28945.589873 + Penalty 1307.825234 = -27637.764639 nChanged 5 SP:Iteration 5Q (24.457763 sec): 3 clusters Score: Raw -28950.186418 + Penalty 1307.931905 = -27642.254513 nChanged 2 SP:Iteration 6Q (24.458497 sec): 3 clusters Score: Raw -28953.276699 + Penalty 1307.684934 = -27645.591766 nChanged 2 SP:Iteration 7Q (24.459200 sec): 3 clusters Score: Raw -28955.623347 + Penalty 1307.684934 = -27647.938414 nChanged 0 SP:Iteration 8F (24.459924 sec): 3 clusters Score: Raw -28955.623347 + Penalty 1307.684934 = -27647.938414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.460963 sec): 2 clusters Score: Raw -5017.162947 + Penalty 274.465890 = -4742.697057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.461280 sec): 3 clusters Score: Raw -5009.770512 + Penalty 549.140692 = -4460.629820 nChanged 7 SP:Iteration 1F (24.461591 sec): 3 clusters Score: Raw -5025.983237 + Penalty 551.225981 = -4474.757255 nChanged 3 SP:Iteration 2F (24.461900 sec): 3 clusters Score: Raw -5038.674060 + Penalty 549.304258 = -4489.369803 nChanged 2 SP:Iteration 3Q (24.462202 sec): 3 clusters Score: Raw -5044.566094 + Penalty 548.980465 = -4495.585628 nChanged 3 SP:Iteration 4F (24.462511 sec): 3 clusters Score: Raw -5055.555680 + Penalty 548.726693 = -4506.828987 nChanged 1 SP:Iteration 5Q (24.462808 sec): 3 clusters Score: Raw -5058.224214 + Penalty 548.726693 = -4509.497521 nChanged 0 SP:Iteration 6F (24.463116 sec): 3 clusters Score: Raw -5058.224214 + Penalty 548.726693 = -4509.497521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.463896 sec): 2 clusters Score: Raw -378.733371 + Penalty 124.884004 = -253.849367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.464093 sec): 2 clusters Score: Raw -378.733371 + Penalty 124.884004 = -253.849367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.464865 sec): 2 clusters Score: Raw -979.418037 + Penalty 276.918957 = -702.499080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.465093 sec): 3 clusters Score: Raw -983.665054 + Penalty 553.837915 = -429.827140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.466203 sec): 2 clusters Score: Raw -12599.177339 + Penalty 297.412030 = -12301.765309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.466667 sec): 3 clusters Score: Raw -12550.115192 + Penalty 597.225579 = -11952.889613 nChanged 34 SP:Iteration 1F (24.467124 sec): 3 clusters Score: Raw -12588.118214 + Penalty 598.593954 = -11989.524260 nChanged 10 SP:Iteration 2F (24.467579 sec): 3 clusters Score: Raw -12599.014503 + Penalty 599.477380 = -11999.537123 nChanged 5 SP:Iteration 3Q (24.468029 sec): 3 clusters Score: Raw -12602.862540 + Penalty 600.435373 = -12002.427167 nChanged 4 SP:Iteration 4Q (24.468474 sec): 3 clusters Score: Raw -12605.849357 + Penalty 601.563672 = -12004.285685 nChanged 2 SP:Iteration 5Q (24.468920 sec): 3 clusters Score: Raw -12607.792461 + Penalty 603.313918 = -12004.478544 nChanged 3 SP:Iteration 6Q (24.469365 sec): 3 clusters Score: Raw -12611.242347 + Penalty 604.144378 = -12007.097970 nChanged 1 SP:Iteration 7Q (24.469841 sec): 3 clusters Score: Raw -12611.643929 + Penalty 604.718545 = -12006.925383 nChanged 2 SP:Iteration 8F (24.470307 sec): 3 clusters Score: Raw -12612.211692 + Penalty 605.363574 = -12006.848119 nChanged 2 SP:Iteration 9F (24.470771 sec): 3 clusters Score: Raw -12614.276180 + Penalty 605.840628 = -12008.435552 nChanged 2 SP:Iteration 10F (24.471235 sec): 3 clusters Score: Raw -12616.306735 + Penalty 602.747181 = -12013.559554 nChanged 3 SP:Iteration 11Q (24.471686 sec): 3 clusters Score: Raw -12621.045997 + Penalty 601.622869 = -12019.423128 nChanged 4 SP:Iteration 12Q (24.472157 sec): 3 clusters Score: Raw -12624.615693 + Penalty 602.098599 = -12022.517094 nChanged 2 SP:Iteration 13Q (24.472605 sec): 3 clusters Score: Raw -12628.046575 + Penalty 601.701172 = -12026.345403 nChanged 3 SP:Iteration 14Q (24.473054 sec): 3 clusters Score: Raw -12631.318261 + Penalty 601.701172 = -12029.617089 nChanged 0 SP:Iteration 15F (24.473517 sec): 3 clusters Score: Raw -12631.318261 + Penalty 601.701172 = -12029.617089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.474450 sec): 2 clusters Score: Raw -3544.042185 + Penalty 66.467010 = -3477.575175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.474736 sec): 3 clusters Score: Raw -3593.918524 + Penalty 133.185469 = -3460.733055 nChanged 12 SP:Iteration 1F (24.475022 sec): 3 clusters Score: Raw -3624.254972 + Penalty 132.939211 = -3491.315761 nChanged 1 SP:Iteration 2Q (24.475300 sec): 3 clusters Score: Raw -3625.279862 + Penalty 132.939211 = -3492.340651 nChanged 0 SP:Iteration 3F (24.475588 sec): 3 clusters Score: Raw -3625.279862 + Penalty 132.939211 = -3492.340651 nChanged 0 Score: Raw -3073768.079566 + Penalty 191231.560113 = -2882536.519453 Splitting cluster 42 changes total score from -2861720.475922 to -2882536.519453 So it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.509354 sec): 2 clusters Score: Raw -5898.177713 + Penalty 335.166774 = -5563.010939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.509689 sec): 3 clusters Score: Raw -5878.098478 + Penalty 670.077267 = -5208.021211 nChanged 8 SP:Iteration 1F (27.510007 sec): 3 clusters Score: Raw -5892.226464 + Penalty 670.358725 = -5221.867739 nChanged 3 SP:Iteration 2Q (27.510323 sec): 3 clusters Score: Raw -5899.288695 + Penalty 674.577354 = -5224.711341 nChanged 6 SP:Iteration 3F (27.510658 sec): 3 clusters Score: Raw -5913.195275 + Penalty 674.577354 = -5238.617921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.511271 sec): 2 clusters Score: Raw -2268.046982 + Penalty 277.859434 = -1990.187548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.511570 sec): 3 clusters Score: Raw -2527.074667 + Penalty 559.801502 = -1967.273165 nChanged 5 SP:Iteration 1F (27.511848 sec): 3 clusters Score: Raw -2590.894945 + Penalty 570.091427 = -2020.803519 nChanged 1 SP:Iteration 2Q (27.512107 sec): 3 clusters Score: Raw -2603.015546 + Penalty 582.958332 = -2020.057214 nChanged 1 SP:Iteration 3F (27.512384 sec): 3 clusters Score: Raw -2626.992121 + Penalty 582.958332 = -2044.033789 nChanged 0 Score: Raw -3074126.969947 + Penalty 192103.086565 = -2882023.883382 Splitting cluster 44 changes total score from -2861720.475922 to -2882023.883382 So it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.552804 sec): 2 clusters Score: Raw -279.014841 + Penalty 83.839243 = -195.175598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.553025 sec): 3 clusters Score: Raw -271.603711 + Penalty 180.688198 = -90.915514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 46 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.554440 sec): 2 clusters Score: Raw -27552.325750 + Penalty 692.905119 = -26859.420631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.555196 sec): 3 clusters Score: Raw -27485.244644 + Penalty 1387.386628 = -26097.858016 nChanged 67 SP:Iteration 1F (30.555949 sec): 3 clusters Score: Raw -27568.923121 + Penalty 1388.148971 = -26180.774151 nChanged 14 SP:Iteration 2Q (30.556720 sec): 3 clusters Score: Raw -27594.541232 + Penalty 1387.380248 = -26207.160984 nChanged 5 SP:Iteration 3Q (30.557427 sec): 3 clusters Score: Raw -27601.337958 + Penalty 1387.358267 = -26213.979690 nChanged 2 SP:Iteration 4Q (30.558128 sec): 3 clusters Score: Raw -27602.324959 + Penalty 1387.510775 = -26214.814185 nChanged 1 SP:Iteration 5Q (30.558840 sec): 3 clusters Score: Raw -27607.299913 + Penalty 1387.695918 = -26219.603995 nChanged 1 SP:Iteration 6Q (30.559540 sec): 3 clusters Score: Raw -27609.436221 + Penalty 1387.876937 = -26221.559284 nChanged 2 SP:Iteration 7Q (30.560315 sec): 3 clusters Score: Raw -27613.072933 + Penalty 1388.077238 = -26224.995695 nChanged 1 SP:Iteration 8Q (30.561050 sec): 3 clusters Score: Raw -27614.695949 + Penalty 1388.077238 = -26226.618711 nChanged 0 SP:Iteration 9F (30.561799 sec): 3 clusters Score: Raw -27614.695949 + Penalty 1388.077238 = -26226.618711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.562342 sec): 2 clusters Score: Raw -2145.022120 + Penalty 383.463528 = -1761.558593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.562591 sec): 3 clusters Score: Raw -2165.606218 + Penalty 771.962531 = -1393.643687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.563369 sec): 2 clusters Score: Raw -10419.436552 + Penalty 681.123267 = -9738.313286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.563778 sec): 3 clusters Score: Raw -10483.208566 + Penalty 1362.020820 = -9121.187746 nChanged 6 SP:Iteration 1F (30.564179 sec): 3 clusters Score: Raw -10516.118287 + Penalty 1362.042474 = -9154.075813 nChanged 4 SP:Iteration 2Q (30.564561 sec): 3 clusters Score: Raw -10545.699836 + Penalty 1362.167115 = -9183.532721 nChanged 1 SP:Iteration 3Q (30.564936 sec): 3 clusters Score: Raw -10548.521173 + Penalty 1362.167115 = -9186.354058 nChanged 0 SP:Iteration 4F (30.565337 sec): 3 clusters Score: Raw -10548.521173 + Penalty 1362.167115 = -9186.354058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 50 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.566122 sec): 2 clusters Score: Raw -10185.431873 + Penalty 529.805207 = -9655.626666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.566548 sec): 3 clusters Score: Raw -10187.861255 + Penalty 1063.162929 = -9124.698326 nChanged 7 SP:Iteration 1F (30.566962 sec): 3 clusters Score: Raw -10199.974526 + Penalty 1065.320707 = -9134.653820 nChanged 5 SP:Iteration 2Q (30.567371 sec): 3 clusters Score: Raw -10213.524665 + Penalty 1064.114410 = -9149.410255 nChanged 4 SP:Iteration 3Q (30.567777 sec): 3 clusters Score: Raw -10229.716466 + Penalty 1066.960458 = -9162.756008 nChanged 4 SP:Iteration 4Q (30.568179 sec): 3 clusters Score: Raw -10241.872830 + Penalty 1069.369607 = -9172.503223 nChanged 2 SP:Iteration 5Q (30.568576 sec): 3 clusters Score: Raw -10248.600898 + Penalty 1070.209957 = -9178.390942 nChanged 2 SP:Iteration 6Q (30.568971 sec): 3 clusters Score: Raw -10259.867966 + Penalty 1070.209957 = -9189.658010 nChanged 0 SP:Iteration 7F (30.569386 sec): 3 clusters Score: Raw -10259.867966 + Penalty 1070.209957 = -9189.658010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.569933 sec): 2 clusters Score: Raw -2826.744886 + Penalty 246.425912 = -2580.318974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.570197 sec): 3 clusters Score: Raw -2834.659926 + Penalty 505.266193 = -2329.393734 nChanged 3 SP:Iteration 1F (30.570456 sec): 3 clusters Score: Raw -2840.738964 + Penalty 492.953973 = -2347.784991 nChanged 1 SP:Iteration 2Q (30.570737 sec): 3 clusters Score: Raw -2841.862206 + Penalty 492.953973 = -2348.908233 nChanged 0 SP:Iteration 3F (30.571002 sec): 3 clusters Score: Raw -2841.862206 + Penalty 492.953973 = -2348.908233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 52 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.572382 sec): 2 clusters Score: Raw -30736.188479 + Penalty 499.745107 = -30236.443372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.573176 sec): 3 clusters Score: Raw -30608.123828 + Penalty 1002.852719 = -29605.271109 nChanged 84 SP:Iteration 1F (30.573974 sec): 3 clusters Score: Raw -30674.452861 + Penalty 1005.791739 = -29668.661122 nChanged 20 SP:Iteration 2F (30.574755 sec): 3 clusters Score: Raw -30696.570558 + Penalty 1007.152393 = -29689.418165 nChanged 10 SP:Iteration 3Q (30.575531 sec): 3 clusters Score: Raw -30706.675981 + Penalty 1009.338446 = -29697.337535 nChanged 8 SP:Iteration 4Q (30.576310 sec): 3 clusters Score: Raw -30713.748736 + Penalty 1014.252006 = -29699.496730 nChanged 11 SP:Iteration 5Q (30.577091 sec): 3 clusters Score: Raw -30733.756879 + Penalty 1020.181007 = -29713.575872 nChanged 14 SP:Iteration 6Q (30.577862 sec): 3 clusters Score: Raw -30746.621802 + Penalty 1021.744108 = -29724.877694 nChanged 1 SP:Iteration 7Q (30.578625 sec): 3 clusters Score: Raw -30748.364864 + Penalty 1026.205056 = -29722.159807 nChanged 5 SP:Iteration 8F (30.579406 sec): 3 clusters Score: Raw -30756.308454 + Penalty 1029.543436 = -29726.765018 nChanged 7 SP:Iteration 9Q (30.580167 sec): 3 clusters Score: Raw -30768.635945 + Penalty 1031.978735 = -29736.657210 nChanged 5 SP:Iteration 10F (30.580948 sec): 3 clusters Score: Raw -30773.137010 + Penalty 1032.767655 = -29740.369355 nChanged 1 SP:Iteration 11Q (30.581697 sec): 3 clusters Score: Raw -30774.022456 + Penalty 1031.955275 = -29742.067181 nChanged 1 SP:Iteration 12Q (30.582444 sec): 3 clusters Score: Raw -30775.027341 + Penalty 1032.889269 = -29742.138072 nChanged 4 SP:Iteration 13Q (30.583190 sec): 3 clusters Score: Raw -30777.023903 + Penalty 1032.889269 = -29744.134634 nChanged 0 SP:Iteration 14F (30.583970 sec): 3 clusters Score: Raw -30777.023903 + Penalty 1032.889269 = -29744.134634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.584600 sec): 2 clusters Score: Raw -5343.872103 + Penalty 385.145422 = -4958.726681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.584922 sec): 3 clusters Score: Raw -5383.199345 + Penalty 770.259615 = -4612.939730 nChanged 2 SP:Iteration 1Q (30.585244 sec): 3 clusters Score: Raw -5386.592064 + Penalty 769.877309 = -4616.714755 nChanged 1 SP:Iteration 2Q (30.585554 sec): 3 clusters Score: Raw -5389.075405 + Penalty 768.628585 = -4620.446819 nChanged 1 SP:Iteration 3Q (30.585855 sec): 3 clusters Score: Raw -5391.776805 + Penalty 768.628585 = -4623.148220 nChanged 0 SP:Iteration 4F (30.586170 sec): 3 clusters Score: Raw -5391.776805 + Penalty 768.628585 = -4623.148220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 54 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.590234 sec): 2 clusters Score: Raw -70452.983285 + Penalty 603.425037 = -69849.558249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.591733 sec): 3 clusters Score: Raw -70140.241686 + Penalty 1207.085886 = -68933.155800 nChanged 233 SP:Iteration 1F (30.593196 sec): 3 clusters Score: Raw -70320.596290 + Penalty 1206.395093 = -69114.201197 nChanged 77 SP:Iteration 2F (30.594670 sec): 3 clusters Score: Raw -70379.971241 + Penalty 1204.901626 = -69175.069615 nChanged 40 SP:Iteration 3F (30.596126 sec): 3 clusters Score: Raw -70417.461714 + Penalty 1204.722005 = -69212.739710 nChanged 25 SP:Iteration 4Q (30.597565 sec): 3 clusters Score: Raw -70436.236798 + Penalty 1204.485111 = -69231.751688 nChanged 17 SP:Iteration 5Q (30.599018 sec): 3 clusters Score: Raw -70449.502735 + Penalty 1204.538337 = -69244.964398 nChanged 20 SP:Iteration 6Q (30.600469 sec): 3 clusters Score: Raw -70463.756418 + Penalty 1204.736029 = -69259.020389 nChanged 10 SP:Iteration 7Q (30.601907 sec): 3 clusters Score: Raw -70468.683202 + Penalty 1205.636068 = -69263.047134 nChanged 8 SP:Iteration 8Q (30.603345 sec): 3 clusters Score: Raw -70474.141575 + Penalty 1207.249048 = -69266.892527 nChanged 8 SP:Iteration 9Q (30.604804 sec): 3 clusters Score: Raw -70481.151689 + Penalty 1209.192684 = -69271.959005 nChanged 11 SP:Iteration 10F (30.606260 sec): 3 clusters Score: Raw -70490.531005 + Penalty 1210.766662 = -69279.764343 nChanged 7 SP:Iteration 11Q (30.607690 sec): 3 clusters Score: Raw -70496.226101 + Penalty 1211.435901 = -69284.790200 nChanged 8 SP:Iteration 12Q (30.609110 sec): 3 clusters Score: Raw -70500.045808 + Penalty 1212.106040 = -69287.939768 nChanged 4 SP:Iteration 13Q (30.610565 sec): 3 clusters Score: Raw -70501.499761 + Penalty 1212.890412 = -69288.609349 nChanged 4 SP:Iteration 14Q (30.612007 sec): 3 clusters Score: Raw -70503.627557 + Penalty 1213.345085 = -69290.282472 nChanged 3 SP:Iteration 15Q (30.613444 sec): 3 clusters Score: Raw -70506.061197 + Penalty 1213.848684 = -69292.212513 nChanged 2 SP:Iteration 16Q (30.614903 sec): 3 clusters Score: Raw -70506.570264 + Penalty 1214.691573 = -69291.878691 nChanged 4 SP:Iteration 17F (30.616357 sec): 3 clusters Score: Raw -70507.553842 + Penalty 1215.398598 = -69292.155243 nChanged 2 SP:Iteration 18Q (30.617787 sec): 3 clusters Score: Raw -70509.347961 + Penalty 1215.398598 = -69293.949363 nChanged 0 SP:Iteration 19F (30.619330 sec): 3 clusters Score: Raw -70509.347961 + Penalty 1215.398598 = -69293.949363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.619907 sec): 2 clusters Score: Raw -806.184767 + Penalty 326.226616 = -479.958151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.620136 sec): 3 clusters Score: Raw -929.824026 + Penalty 648.431511 = -281.392515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.620634 sec): 2 clusters Score: Raw -1205.545504 + Penalty 345.163067 = -860.382437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.620864 sec): 3 clusters Score: Raw -1205.914865 + Penalty 690.120230 = -515.794635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.621351 sec): 2 clusters Score: Raw -875.627871 + Penalty 151.898975 = -723.728896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.621571 sec): 3 clusters Score: Raw -888.920719 + Penalty 303.797950 = -585.122770 nChanged 1 SP:Iteration 1F (30.621788 sec): 3 clusters Score: Raw -895.859517 + Penalty 303.797950 = -592.061568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 58 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.622377 sec): 2 clusters Score: Raw -4470.770524 + Penalty 482.051702 = -3988.718822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.622674 sec): 3 clusters Score: Raw -4518.486317 + Penalty 963.765804 = -3554.720513 nChanged 1 SP:Iteration 1Q (30.622956 sec): 3 clusters Score: Raw -4523.099803 + Penalty 963.765804 = -3559.333998 nChanged 0 SP:Iteration 2F (30.623248 sec): 3 clusters Score: Raw -4523.099803 + Penalty 963.765804 = -3559.333998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.623807 sec): 2 clusters Score: Raw -3309.033441 + Penalty 280.619867 = -3028.413574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.624102 sec): 3 clusters Score: Raw -3313.685323 + Penalty 561.600256 = -2752.085066 nChanged 1 SP:Iteration 1Q (30.624370 sec): 3 clusters Score: Raw -3315.866902 + Penalty 561.600256 = -2754.266645 nChanged 0 SP:Iteration 2F (30.624644 sec): 3 clusters Score: Raw -3315.866902 + Penalty 561.600256 = -2754.266645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.625131 sec): 2 clusters Score: Raw -743.032908 + Penalty 169.589336 = -573.443571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.625354 sec): 3 clusters Score: Raw -749.591559 + Penalty 339.178673 = -410.412886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 61 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.625847 sec): 2 clusters Score: Raw -1044.138450 + Penalty 315.492803 = -728.645646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.626076 sec): 3 clusters Score: Raw -1086.555256 + Penalty 634.883718 = -451.671538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.626905 sec): 2 clusters Score: Raw -10495.780464 + Penalty 747.825267 = -9747.955197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.627342 sec): 3 clusters Score: Raw -10638.842518 + Penalty 1497.840330 = -9141.002188 nChanged 11 SP:Iteration 1F (30.627770 sec): 3 clusters Score: Raw -10697.272983 + Penalty 1497.840330 = -9199.432654 nChanged 2 SP:Iteration 2Q (30.628171 sec): 3 clusters Score: Raw -10701.941119 + Penalty 1497.840330 = -9204.100790 nChanged 0 SP:Iteration 3F (30.628597 sec): 3 clusters Score: Raw -10701.941119 + Penalty 1497.840330 = -9204.100790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.629158 sec): 2 clusters Score: Raw -3576.644646 + Penalty 529.978800 = -3046.665846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.629438 sec): 3 clusters Score: Raw -3647.657989 + Penalty 1059.342215 = -2588.315773 nChanged 1 SP:Iteration 1Q (30.629702 sec): 3 clusters Score: Raw -3656.993531 + Penalty 1059.342215 = -2597.651316 nChanged 0 SP:Iteration 2F (30.629978 sec): 3 clusters Score: Raw -3656.993531 + Penalty 1059.342215 = -2597.651316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 64 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.630637 sec): 2 clusters Score: Raw -6257.972291 + Penalty 446.420784 = -5811.551507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.630979 sec): 3 clusters Score: Raw -6284.113643 + Penalty 884.379148 = -5399.734495 nChanged 5 SP:Iteration 1F (30.631315 sec): 3 clusters Score: Raw -6299.819326 + Penalty 882.786484 = -5417.032842 nChanged 2 SP:Iteration 2Q (30.631640 sec): 3 clusters Score: Raw -6305.724517 + Penalty 882.786484 = -5422.938033 nChanged 0 SP:Iteration 3F (30.631974 sec): 3 clusters Score: Raw -6305.724517 + Penalty 882.786484 = -5422.938033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.632454 sec): 2 clusters Score: Raw -473.198241 + Penalty 166.569473 = -306.628768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.632672 sec): 3 clusters Score: Raw -469.865832 + Penalty 332.804923 = -137.060909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.633136 sec): 2 clusters Score: Raw -254.452582 + Penalty 31.859756 = -222.592826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.633346 sec): 2 clusters Score: Raw -254.452582 + Penalty 31.859756 = -222.592826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.633888 sec): 2 clusters Score: Raw -2841.423662 + Penalty 314.308354 = -2527.115308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.634155 sec): 3 clusters Score: Raw -2864.127282 + Penalty 604.868067 = -2259.259215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.634629 sec): 2 clusters Score: Raw -396.908484 + Penalty 192.488345 = -204.420139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.634842 sec): 3 clusters Score: Raw -393.090164 + Penalty 384.976690 = -8.113475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 70 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.636391 sec): 2 clusters Score: Raw -36959.529125 + Penalty 755.214419 = -36204.314706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.637274 sec): 3 clusters Score: Raw -36826.622748 + Penalty 1509.868868 = -35316.753880 nChanged 73 SP:Iteration 1F (30.638199 sec): 3 clusters Score: Raw -36898.275231 + Penalty 1509.954304 = -35388.320927 nChanged 13 SP:Iteration 2Q (30.639107 sec): 3 clusters Score: Raw -36917.411535 + Penalty 1510.341745 = -35407.069790 nChanged 12 SP:Iteration 3Q (30.639956 sec): 3 clusters Score: Raw -36934.381800 + Penalty 1510.227193 = -35424.154608 nChanged 11 SP:Iteration 4Q (30.640815 sec): 3 clusters Score: Raw -36954.524846 + Penalty 1510.713001 = -35443.811845 nChanged 12 SP:Iteration 5Q (30.641721 sec): 3 clusters Score: Raw -36973.838976 + Penalty 1510.911249 = -35462.927727 nChanged 4 SP:Iteration 6Q (30.642612 sec): 3 clusters Score: Raw -36976.978923 + Penalty 1510.724700 = -35466.254223 nChanged 2 SP:Iteration 7Q (30.643491 sec): 3 clusters Score: Raw -36980.511845 + Penalty 1510.481879 = -35470.029966 nChanged 2 SP:Iteration 8Q (30.644356 sec): 3 clusters Score: Raw -36985.927720 + Penalty 1510.475763 = -35475.451957 nChanged 2 SP:Iteration 9Q (30.645221 sec): 3 clusters Score: Raw -36988.637499 + Penalty 1510.475763 = -35478.161736 nChanged 0 SP:Iteration 10F (30.646097 sec): 3 clusters Score: Raw -36988.637499 + Penalty 1510.475763 = -35478.161736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.646600 sec): 2 clusters Score: Raw -669.182006 + Penalty 194.808427 = -474.373579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.646823 sec): 3 clusters Score: Raw -664.805133 + Penalty 386.256520 = -278.548612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.647307 sec): 2 clusters Score: Raw -789.303151 + Penalty 248.299035 = -541.004116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.647530 sec): 3 clusters Score: Raw -792.298020 + Penalty 496.598070 = -295.699950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.648017 sec): 2 clusters Score: Raw -868.980603 + Penalty 190.124091 = -678.856512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.648242 sec): 3 clusters Score: Raw -861.620547 + Penalty 383.599524 = -478.021024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.648735 sec): 2 clusters Score: Raw -1083.563030 + Penalty 246.495638 = -837.067392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.648991 sec): 3 clusters Score: Raw -1076.358881 + Penalty 479.182908 = -597.175973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.649475 sec): 2 clusters Score: Raw -628.538890 + Penalty 134.232477 = -494.306413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.649691 sec): 3 clusters Score: Raw -644.852982 + Penalty 261.885323 = -382.967659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.650162 sec): 2 clusters Score: Raw -280.786918 + Penalty 112.052538 = -168.734380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.650374 sec): 3 clusters Score: Raw -272.899891 + Penalty 230.939573 = -41.960318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 77 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.650893 sec): 2 clusters Score: Raw -1672.272722 + Penalty 236.791227 = -1435.481495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.651137 sec): 3 clusters Score: Raw -1688.608124 + Penalty 478.415471 = -1210.192653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.651614 sec): 2 clusters Score: Raw -402.795379 + Penalty 187.636843 = -215.158536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.651828 sec): 3 clusters Score: Raw -389.991589 + Penalty 375.273686 = -14.717902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.652387 sec): 2 clusters Score: Raw -3440.212453 + Penalty 313.972964 = -3126.239490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.652662 sec): 3 clusters Score: Raw -3438.590293 + Penalty 623.368817 = -2815.221476 nChanged 1 SP:Iteration 1Q (30.652932 sec): 3 clusters Score: Raw -3441.036310 + Penalty 623.368817 = -2817.667493 nChanged 0 SP:Iteration 2F (30.653203 sec): 3 clusters Score: Raw -3441.036310 + Penalty 623.368817 = -2817.667493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.653720 sec): 2 clusters Score: Raw -1446.169850 + Penalty 58.969208 = -1387.200642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.653950 sec): 3 clusters Score: Raw -1460.133559 + Penalty 119.163528 = -1340.970030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.654409 sec): 2 clusters Score: Raw -88.847135 + Penalty 0.000000 = -88.847135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.654593 sec): 2 clusters Score: Raw -88.847135 + Penalty 0.000000 = -88.847135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.655060 sec): 2 clusters Score: Raw -181.778318 + Penalty 50.779773 = -130.998546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.655261 sec): 3 clusters Score: Raw -178.355564 + Penalty 101.559545 = -76.796019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.655735 sec): 2 clusters Score: Raw -389.994665 + Penalty 157.984723 = -232.009942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.655967 sec): 3 clusters Score: Raw -382.467802 + Penalty 315.969446 = -66.498356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.656459 sec): 2 clusters Score: Raw -859.498241 + Penalty 195.041289 = -664.456952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.656685 sec): 3 clusters Score: Raw -857.848672 + Penalty 388.477031 = -469.371641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.657162 sec): 2 clusters Score: Raw -452.771526 + Penalty 93.239941 = -359.531584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.657373 sec): 3 clusters Score: Raw -448.553234 + Penalty 185.829773 = -262.723461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 88 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.657903 sec): 2 clusters Score: Raw -2320.420208 + Penalty 325.048759 = -1995.371449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.658156 sec): 3 clusters Score: Raw -2327.869087 + Penalty 650.935112 = -1676.933975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.658625 sec): 2 clusters Score: Raw -195.308422 + Penalty 86.015861 = -109.292561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.658820 sec): 2 clusters Score: Raw -195.308422 + Penalty 86.015861 = -109.292561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.659313 sec): 2 clusters Score: Raw -851.359907 + Penalty 330.594162 = -520.765745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.659542 sec): 3 clusters Score: Raw -931.569321 + Penalty 667.701067 = -263.868254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.660030 sec): 2 clusters Score: Raw -796.813949 + Penalty 292.824574 = -503.989375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.660253 sec): 3 clusters Score: Raw -803.767528 + Penalty 591.035599 = -212.731929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 92 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.660791 sec): 2 clusters Score: Raw -2804.829154 + Penalty 428.475057 = -2376.354097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.661051 sec): 3 clusters Score: Raw -2837.612887 + Penalty 853.853637 = -1983.759251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.661511 sec): 2 clusters Score: Raw -255.533583 + Penalty 15.046314 = -240.487270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.661696 sec): 2 clusters Score: Raw -255.533583 + Penalty 15.046314 = -240.487270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 94 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.662162 sec): 2 clusters Score: Raw -195.394208 + Penalty 87.940592 = -107.453616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.662369 sec): 3 clusters Score: Raw -185.068565 + Penalty 175.881183 = -9.187381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 96 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.662888 sec): 2 clusters Score: Raw -1932.521021 + Penalty 244.449301 = -1688.071721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.663158 sec): 3 clusters Score: Raw -1947.165006 + Penalty 478.881537 = -1468.283469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.663643 sec): 2 clusters Score: Raw -763.563921 + Penalty 222.523551 = -541.040370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.663862 sec): 3 clusters Score: Raw -763.546141 + Penalty 339.154489 = -424.391652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.664350 sec): 2 clusters Score: Raw -833.059220 + Penalty 187.835959 = -645.223261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.664575 sec): 3 clusters Score: Raw -838.195766 + Penalty 372.067960 = -466.127806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.665056 sec): 2 clusters Score: Raw -697.782357 + Penalty 231.086208 = -466.696148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.665278 sec): 3 clusters Score: Raw -686.223179 + Penalty 458.493560 = -227.729618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 101 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.666046 sec): 2 clusters Score: Raw -10221.732668 + Penalty 467.231401 = -9754.501267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.666465 sec): 3 clusters Score: Raw -10226.084407 + Penalty 938.834011 = -9287.250396 nChanged 13 SP:Iteration 1F (30.666874 sec): 3 clusters Score: Raw -10261.552630 + Penalty 940.299517 = -9321.253113 nChanged 4 SP:Iteration 2Q (30.667273 sec): 3 clusters Score: Raw -10273.224727 + Penalty 941.155230 = -9332.069497 nChanged 3 SP:Iteration 3Q (30.667669 sec): 3 clusters Score: Raw -10279.230081 + Penalty 941.155230 = -9338.074852 nChanged 0 SP:Iteration 4F (30.668076 sec): 3 clusters Score: Raw -10279.230081 + Penalty 941.155230 = -9338.074852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.668534 sec): 2 clusters Score: Raw -82.010626 + Penalty 0.000000 = -82.010626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.668716 sec): 2 clusters Score: Raw -82.010626 + Penalty 0.000000 = -82.010626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 103 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.669209 sec): 2 clusters Score: Raw -1094.734508 + Penalty 312.834683 = -781.899825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.669439 sec): 3 clusters Score: Raw -1096.336482 + Penalty 630.918332 = -465.418150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 104 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.669952 sec): 2 clusters Score: Raw -1796.741707 + Penalty 408.090673 = -1388.651034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.670194 sec): 3 clusters Score: Raw -1824.510255 + Penalty 822.026166 = -1002.484090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.670667 sec): 2 clusters Score: Raw -378.175131 + Penalty 116.842909 = -261.332222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.670881 sec): 3 clusters Score: Raw -369.954373 + Penalty 250.629186 = -119.325186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.671380 sec): 2 clusters Score: Raw -433.741231 + Penalty 122.454283 = -311.286948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.671593 sec): 3 clusters Score: Raw -445.210261 + Penalty 237.136530 = -208.073731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.672069 sec): 2 clusters Score: Raw -468.025985 + Penalty 141.714722 = -326.311263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.672286 sec): 3 clusters Score: Raw -464.841444 + Penalty 288.286895 = -176.554550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.672773 sec): 2 clusters Score: Raw -934.914098 + Penalty 300.201383 = -634.712716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.672999 sec): 3 clusters Score: Raw -925.189611 + Penalty 599.336058 = -325.853553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.673486 sec): 2 clusters Score: Raw -900.532893 + Penalty 247.967581 = -652.565312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.673710 sec): 3 clusters Score: Raw -895.126412 + Penalty 498.743058 = -396.383354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.674176 sec): 2 clusters Score: Raw -194.949273 + Penalty 77.610885 = -117.338389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.674383 sec): 3 clusters Score: Raw -184.283423 + Penalty 155.221770 = -29.061653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 112 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.674894 sec): 2 clusters Score: Raw -1730.063166 + Penalty 320.771229 = -1409.291937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.675136 sec): 3 clusters Score: Raw -1740.986855 + Penalty 643.565982 = -1097.420873 nChanged 1 SP:Iteration 1F (30.675374 sec): 3 clusters Score: Raw -1746.714471 + Penalty 643.565982 = -1103.148489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.675843 sec): 2 clusters Score: Raw -277.501630 + Penalty 86.116786 = -191.384845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.676039 sec): 2 clusters Score: Raw -277.501630 + Penalty 86.116786 = -191.384845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.676557 sec): 2 clusters Score: Raw -1282.348182 + Penalty 275.516717 = -1006.831465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.676809 sec): 3 clusters Score: Raw -1512.489470 + Penalty 552.188039 = -960.301431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 116 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.677322 sec): 2 clusters Score: Raw -1822.897650 + Penalty 337.873652 = -1485.023998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.677566 sec): 3 clusters Score: Raw -1835.670898 + Penalty 673.703146 = -1161.967752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.678054 sec): 2 clusters Score: Raw -969.588650 + Penalty 236.739123 = -732.849527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.678281 sec): 3 clusters Score: Raw -972.511129 + Penalty 471.494178 = -501.016952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.678757 sec): 2 clusters Score: Raw -88.717994 + Penalty 0.000000 = -88.717994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.678946 sec): 2 clusters Score: Raw -88.717994 + Penalty 0.000000 = -88.717994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.679473 sec): 2 clusters Score: Raw -2171.865230 + Penalty 283.870013 = -1887.995217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.679725 sec): 3 clusters Score: Raw -2192.582628 + Penalty 576.355693 = -1616.226936 nChanged 1 SP:Iteration 1Q (30.679965 sec): 3 clusters Score: Raw -2194.414576 + Penalty 576.818675 = -1617.595902 nChanged 1 SP:Iteration 2Q (30.680205 sec): 3 clusters Score: Raw -2195.913330 + Penalty 576.818675 = -1619.094655 nChanged 0 SP:Iteration 3F (30.680451 sec): 3 clusters Score: Raw -2195.913330 + Penalty 576.818675 = -1619.094655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.680932 sec): 2 clusters Score: Raw -724.558799 + Penalty 253.773400 = -470.785400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.681154 sec): 3 clusters Score: Raw -706.894925 + Penalty 509.335402 = -197.559523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.681624 sec): 2 clusters Score: Raw -382.854107 + Penalty 139.419500 = -243.434607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.681838 sec): 3 clusters Score: Raw -376.315163 + Penalty 278.839001 = -97.476163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.682336 sec): 2 clusters Score: Raw -1308.381239 + Penalty 322.310214 = -986.071025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.682570 sec): 3 clusters Score: Raw -1318.704853 + Penalty 645.785418 = -672.919434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.683045 sec): 2 clusters Score: Raw -369.301089 + Penalty 87.658048 = -281.643042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.683261 sec): 3 clusters Score: Raw -364.437411 + Penalty 87.658048 = -276.779363 nChanged 1 SP:Iteration 1F (30.683456 sec): 2 clusters Score: Raw -369.301089 + Penalty 87.658048 = -281.643042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.683919 sec): 2 clusters Score: Raw -91.152271 + Penalty 0.000000 = -91.152271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.684109 sec): 2 clusters Score: Raw -91.152271 + Penalty 0.000000 = -91.152271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.684588 sec): 2 clusters Score: Raw -562.931594 + Penalty 168.462344 = -394.469251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.684806 sec): 3 clusters Score: Raw -560.772128 + Penalty 333.909523 = -226.862605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.685277 sec): 2 clusters Score: Raw -288.641485 + Penalty 128.159698 = -160.481787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.685489 sec): 2 clusters Score: Raw -288.641485 + Penalty 128.159698 = -160.481787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.685965 sec): 2 clusters Score: Raw -501.274144 + Penalty 181.183051 = -320.091092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.686182 sec): 3 clusters Score: Raw -490.848222 + Penalty 354.056675 = -136.791547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.686661 sec): 2 clusters Score: Raw -566.158024 + Penalty 150.451214 = -415.706810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.686872 sec): 3 clusters Score: Raw -624.545816 + Penalty 299.854571 = -324.691245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.687351 sec): 2 clusters Score: Raw -675.471675 + Penalty 169.626011 = -505.845664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.687569 sec): 3 clusters Score: Raw -668.347118 + Penalty 336.643685 = -331.703433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 132 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.688095 sec): 2 clusters Score: Raw -2405.664773 + Penalty 330.566454 = -2075.098318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.688352 sec): 3 clusters Score: Raw -2418.756339 + Penalty 660.127996 = -1758.628343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.688825 sec): 2 clusters Score: Raw -391.521471 + Penalty 131.085405 = -260.436066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.689037 sec): 3 clusters Score: Raw -380.792842 + Penalty 276.421706 = -104.371136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.689517 sec): 2 clusters Score: Raw -664.892576 + Penalty 146.931889 = -517.960687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.689736 sec): 3 clusters Score: Raw -660.574401 + Penalty 288.237653 = -372.336748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.690218 sec): 2 clusters Score: Raw -821.239148 + Penalty 277.198338 = -544.040809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.690439 sec): 3 clusters Score: Raw -810.392775 + Penalty 554.396676 = -255.996099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.690914 sec): 2 clusters Score: Raw -409.779670 + Penalty 180.558660 = -229.221010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.691132 sec): 3 clusters Score: Raw -393.806456 + Penalty 361.117321 = -32.689136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 137 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.691665 sec): 2 clusters Score: Raw -2709.485948 + Penalty 451.326449 = -2258.159499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.691921 sec): 3 clusters Score: Raw -2722.228612 + Penalty 902.652897 = -1819.575715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.692387 sec): 2 clusters Score: Raw -194.078349 + Penalty 86.475550 = -107.602799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.692611 sec): 3 clusters Score: Raw -184.936652 + Penalty 172.951099 = -11.985553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 140 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.693089 sec): 2 clusters Score: Raw -593.616936 + Penalty 195.388438 = -398.228498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.693307 sec): 3 clusters Score: Raw -583.898843 + Penalty 390.776875 = -193.121968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.693777 sec): 2 clusters Score: Raw -409.620800 + Penalty 172.972945 = -236.647855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.693992 sec): 3 clusters Score: Raw -394.738333 + Penalty 172.972945 = -221.765387 nChanged 1 SP:Iteration 1F (30.694185 sec): 2 clusters Score: Raw -409.620800 + Penalty 172.972945 = -236.647855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.694661 sec): 2 clusters Score: Raw -506.912218 + Penalty 209.922354 = -296.989864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.694879 sec): 3 clusters Score: Raw -494.352679 + Penalty 415.802265 = -78.550414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.695351 sec): 2 clusters Score: Raw -394.998121 + Penalty 157.256395 = -237.741725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.695565 sec): 3 clusters Score: Raw -385.300489 + Penalty 314.512791 = -70.787699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.696040 sec): 2 clusters Score: Raw -493.016157 + Penalty 232.126306 = -260.889851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.696257 sec): 3 clusters Score: Raw -485.773565 + Penalty 474.046498 = -11.727067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.696729 sec): 2 clusters Score: Raw -406.464984 + Penalty 184.644305 = -221.820679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.696943 sec): 3 clusters Score: Raw -392.722699 + Penalty 369.288610 = -23.434089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 146 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.697445 sec): 2 clusters Score: Raw -1317.563825 + Penalty 243.957938 = -1073.605887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.697682 sec): 3 clusters Score: Raw -1327.800122 + Penalty 477.495699 = -850.304423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.698162 sec): 2 clusters Score: Raw -679.544730 + Penalty 217.771989 = -461.772741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.698382 sec): 3 clusters Score: Raw -676.869391 + Penalty 416.878280 = -259.991111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.698851 sec): 2 clusters Score: Raw -280.609823 + Penalty 75.506884 = -205.102940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.699047 sec): 2 clusters Score: Raw -280.609823 + Penalty 75.506884 = -205.102940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.699531 sec): 2 clusters Score: Raw -287.196504 + Penalty 126.732300 = -160.464204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.699743 sec): 3 clusters Score: Raw -283.424394 + Penalty 255.514182 = -27.910211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.700216 sec): 2 clusters Score: Raw -276.047620 + Penalty 87.069464 = -188.978156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.700411 sec): 2 clusters Score: Raw -276.047620 + Penalty 87.069464 = -188.978156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.700878 sec): 2 clusters Score: Raw -284.437120 + Penalty 110.254826 = -174.182294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.701073 sec): 2 clusters Score: Raw -284.437120 + Penalty 110.254826 = -174.182294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.701547 sec): 2 clusters Score: Raw -465.766309 + Penalty 100.776115 = -364.990195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.701746 sec): 2 clusters Score: Raw -465.766309 + Penalty 100.776115 = -364.990195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.702223 sec): 2 clusters Score: Raw -491.572780 + Penalty 205.052716 = -286.520064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.702441 sec): 3 clusters Score: Raw -487.344890 + Penalty 414.846014 = -72.498877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.702931 sec): 2 clusters Score: Raw -1006.893312 + Penalty 281.746853 = -725.146459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.703157 sec): 3 clusters Score: Raw -1009.465156 + Penalty 563.146603 = -446.318554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.703632 sec): 2 clusters Score: Raw -506.816460 + Penalty 187.413976 = -319.402484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.703846 sec): 3 clusters Score: Raw -496.899747 + Penalty 187.413976 = -309.485771 nChanged 1 SP:Iteration 1F (30.704041 sec): 2 clusters Score: Raw -506.816460 + Penalty 187.413976 = -319.402484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 157 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.704535 sec): 2 clusters Score: Raw -1257.296137 + Penalty 332.811477 = -924.484660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.704765 sec): 3 clusters Score: Raw -1251.746496 + Penalty 665.622955 = -586.123541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.705233 sec): 2 clusters Score: Raw -292.599978 + Penalty 137.366847 = -155.233131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.705444 sec): 3 clusters Score: Raw -282.945175 + Penalty 276.509576 = -6.435599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.705899 sec): 2 clusters Score: Raw -169.445483 + Penalty 9.281932 = -160.163550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.706097 sec): 2 clusters Score: Raw -169.445483 + Penalty 9.281932 = -160.163550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.706592 sec): 2 clusters Score: Raw -1121.872918 + Penalty 290.843872 = -831.029047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.706819 sec): 3 clusters Score: Raw -1112.359996 + Penalty 574.346406 = -538.013590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.707295 sec): 2 clusters Score: Raw -568.977354 + Penalty 168.143464 = -400.833890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.707513 sec): 3 clusters Score: Raw -566.364233 + Penalty 397.349638 = -169.014596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 163 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.708012 sec): 2 clusters Score: Raw -1384.889805 + Penalty 381.159993 = -1003.729811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.708247 sec): 3 clusters Score: Raw -1421.497509 + Penalty 756.804911 = -664.692598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 164 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.708728 sec): 2 clusters Score: Raw -766.134087 + Penalty 200.305188 = -565.828899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.708951 sec): 3 clusters Score: Raw -762.846497 + Penalty 420.301303 = -342.545194 nChanged 1 SP:Iteration 1F (30.709170 sec): 3 clusters Score: Raw -763.787568 + Penalty 420.301303 = -343.486265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.709635 sec): 2 clusters Score: Raw -194.871263 + Penalty 85.232729 = -109.638534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.709827 sec): 2 clusters Score: Raw -194.871263 + Penalty 85.232729 = -109.638534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.710308 sec): 2 clusters Score: Raw -760.325558 + Penalty 223.075521 = -537.250037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.710529 sec): 3 clusters Score: Raw -772.189336 + Penalty 446.151041 = -326.038295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.711008 sec): 2 clusters Score: Raw -675.688641 + Penalty 193.770974 = -481.917667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.711229 sec): 3 clusters Score: Raw -670.900578 + Penalty 383.529907 = -287.370671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.711706 sec): 2 clusters Score: Raw -497.749415 + Penalty 196.797414 = -300.952001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.711922 sec): 3 clusters Score: Raw -488.155950 + Penalty 390.160867 = -97.995083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.712391 sec): 2 clusters Score: Raw -298.719204 + Penalty 148.449478 = -150.269726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.712602 sec): 3 clusters Score: Raw -287.749914 + Penalty 300.598884 = 12.848970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.713094 sec): 2 clusters Score: Raw -619.261462 + Penalty 226.790987 = -392.470475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.713312 sec): 3 clusters Score: Raw -606.974004 + Penalty 226.790987 = -380.183016 nChanged 1 SP:Iteration 1F (30.713508 sec): 2 clusters Score: Raw -619.261462 + Penalty 226.790987 = -392.470475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.713991 sec): 2 clusters Score: Raw -798.305177 + Penalty 227.063355 = -571.241822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.714214 sec): 3 clusters Score: Raw -791.434446 + Penalty 454.126711 = -337.307735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 174 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.714688 sec): 2 clusters Score: Raw -502.973498 + Penalty 197.622189 = -305.351309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.714903 sec): 3 clusters Score: Raw -493.951109 + Penalty 377.517718 = -116.433391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.715375 sec): 2 clusters Score: Raw -404.403556 + Penalty 165.096408 = -239.307148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.715573 sec): 2 clusters Score: Raw -404.403556 + Penalty 165.096408 = -239.307148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.716038 sec): 2 clusters Score: Raw -92.612751 + Penalty 0.000000 = -92.612751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.716232 sec): 2 clusters Score: Raw -92.612751 + Penalty 0.000000 = -92.612751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.716706 sec): 2 clusters Score: Raw -388.260602 + Penalty 146.191282 = -242.069320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.716918 sec): 3 clusters Score: Raw -379.397981 + Penalty 291.502547 = -87.895434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 178 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.717396 sec): 2 clusters Score: Raw -570.098553 + Penalty 167.111687 = -402.986866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.717613 sec): 3 clusters Score: Raw -562.950899 + Penalty 167.111687 = -395.839212 nChanged 1 SP:Iteration 1F (30.717811 sec): 2 clusters Score: Raw -570.098553 + Penalty 167.111687 = -402.986866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.718282 sec): 2 clusters Score: Raw -398.343153 + Penalty 160.983009 = -237.360144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.718478 sec): 2 clusters Score: Raw -398.343153 + Penalty 160.983009 = -237.360144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.718946 sec): 2 clusters Score: Raw -292.710069 + Penalty 116.804727 = -175.905342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.719141 sec): 2 clusters Score: Raw -292.710069 + Penalty 116.804727 = -175.905342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 182 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.719611 sec): 2 clusters Score: Raw -382.687954 + Penalty 128.428739 = -254.259215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.719823 sec): 2 clusters Score: Raw -382.687954 + Penalty 128.428739 = -254.259215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.720284 sec): 2 clusters Score: Raw -92.825159 + Penalty 0.000000 = -92.825159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.720474 sec): 2 clusters Score: Raw -92.825159 + Penalty 0.000000 = -92.825159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.720934 sec): 2 clusters Score: Raw -92.059255 + Penalty 0.000000 = -92.059255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.721124 sec): 2 clusters Score: Raw -92.059255 + Penalty 0.000000 = -92.059255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.721586 sec): 2 clusters Score: Raw -188.636410 + Penalty 59.184605 = -129.451805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.721776 sec): 2 clusters Score: Raw -188.636410 + Penalty 59.184605 = -129.451805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.722255 sec): 2 clusters Score: Raw -693.858431 + Penalty 193.025766 = -500.832665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.722476 sec): 3 clusters Score: Raw -682.364510 + Penalty 390.070518 = -292.293992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 190 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.722946 sec): 2 clusters Score: Raw -407.983888 + Penalty 181.644038 = -226.339850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.723160 sec): 3 clusters Score: Raw -395.175563 + Penalty 387.610088 = -7.565475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.723626 sec): 2 clusters Score: Raw -187.204424 + Penalty 57.666752 = -129.537671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.723819 sec): 2 clusters Score: Raw -187.204424 + Penalty 57.666752 = -129.537671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.724288 sec): 2 clusters Score: Raw -406.073213 + Penalty 180.494078 = -225.579135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.724503 sec): 3 clusters Score: Raw -391.270231 + Penalty 360.988156 = -30.282075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.724988 sec): 2 clusters Score: Raw -887.771394 + Penalty 272.320469 = -615.450924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.725213 sec): 3 clusters Score: Raw -891.784997 + Penalty 541.660358 = -350.124639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.725691 sec): 2 clusters Score: Raw -499.659228 + Penalty 201.367045 = -298.292183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.725909 sec): 3 clusters Score: Raw -490.526456 + Penalty 405.517507 = -85.008949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.726380 sec): 2 clusters Score: Raw -280.023433 + Penalty 74.994315 = -205.029118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.726600 sec): 3 clusters Score: Raw -271.363961 + Penalty 147.600482 = -123.763479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.727077 sec): 2 clusters Score: Raw -592.517389 + Penalty 219.898237 = -372.619152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.727297 sec): 3 clusters Score: Raw -587.491375 + Penalty 439.796474 = -147.694900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.727758 sec): 2 clusters Score: Raw -92.073612 + Penalty 0.000000 = -92.073612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.727949 sec): 2 clusters Score: Raw -92.073612 + Penalty 0.000000 = -92.073612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.728413 sec): 2 clusters Score: Raw -187.589037 + Penalty 60.235921 = -127.353116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.728607 sec): 2 clusters Score: Raw -187.589037 + Penalty 60.235921 = -127.353116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 202 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.729103 sec): 2 clusters Score: Raw -1136.074799 + Penalty 125.711607 = -1010.363192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.729335 sec): 3 clusters Score: Raw -1144.440845 + Penalty 251.132837 = -893.308007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.729806 sec): 2 clusters Score: Raw -392.637657 + Penalty 180.551782 = -212.085874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.730020 sec): 3 clusters Score: Raw -386.325734 + Penalty 353.694177 = -32.631557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.730481 sec): 2 clusters Score: Raw -89.894261 + Penalty 0.000000 = -89.894261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.730671 sec): 2 clusters Score: Raw -89.894261 + Penalty 0.000000 = -89.894261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.731131 sec): 2 clusters Score: Raw -173.858782 + Penalty 37.220532 = -136.638250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.731327 sec): 3 clusters Score: Raw -174.138862 + Penalty 74.441065 = -99.697797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.731783 sec): 2 clusters Score: Raw -87.767173 + Penalty 0.000000 = -87.767173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.731966 sec): 2 clusters Score: Raw -87.767173 + Penalty 0.000000 = -87.767173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.732431 sec): 2 clusters Score: Raw -193.761421 + Penalty 85.673503 = -108.087918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.732624 sec): 2 clusters Score: Raw -193.761421 + Penalty 85.673503 = -108.087918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.733073 sec): 2 clusters Score: Raw -83.316900 + Penalty 0.000000 = -83.316900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.733268 sec): 2 clusters Score: Raw -83.316900 + Penalty 0.000000 = -83.316900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.733733 sec): 2 clusters Score: Raw -198.367127 + Penalty 93.186404 = -105.180723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.733925 sec): 2 clusters Score: Raw -198.367127 + Penalty 93.186404 = -105.180723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.734390 sec): 2 clusters Score: Raw -191.431348 + Penalty 81.312130 = -110.119218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.734583 sec): 2 clusters Score: Raw -191.431348 + Penalty 81.312130 = -110.119218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.735037 sec): 2 clusters Score: Raw -90.647498 + Penalty 0.000000 = -90.647498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.735223 sec): 2 clusters Score: Raw -90.647498 + Penalty 0.000000 = -90.647498 nChanged 0 Deleting Class 214 (2 points): Lose 23.474994 but Gain 1406.923648 Iteration 20F (33.875873 sec): 191 clusters Score: Raw -3053488.933421 + Penalty 190926.612377 = -2862562.321044 nChanged 181 Deleting Class 78 (4 points): Lose 38.080380 but Gain 1416.465821 Iteration 21Q (34.115422 sec): 190 clusters Score: Raw -3053692.805071 + Penalty 189608.056319 = -2864084.748752 nChanged 146 Deleting Class 104 (18 points): Lose 99.371309 but Gain 1477.564343 Iteration 22Q (34.351689 sec): 189 clusters Score: Raw -3053676.778476 + Penalty 188205.638959 = -2865471.139517 nChanged 140 Deleting Class 63 (36 points): Lose 183.518198 but Gain 1547.719420 Iteration 23Q (34.585139 sec): 188 clusters Score: Raw -3053612.975752 + Penalty 186779.384540 = -2866833.591212 nChanged 155 Deleting Class 145 (4 points): Lose 30.176591 but Gain 1393.875227 Iteration 24Q (34.819576 sec): 187 clusters Score: Raw -3053835.740165 + Penalty 185406.522428 = -2868429.217737 nChanged 117 Deleting Class 163 (14 points): Lose 151.306908 but Gain 1511.478327 Iteration 25Q (35.048322 sec): 186 clusters Score: Raw -3053833.229796 + Penalty 183981.343202 = -2869851.886594 nChanged 106 Deleting Class 170 (3 points): Lose 56.921234 but Gain 1414.091981 Iteration 26Q (35.276510 sec): 185 clusters Score: Raw -3053899.130756 + Penalty 182744.743930 = -2871154.386826 nChanged 84 Deleting Class 190 (4 points): Lose 19.393437 but Gain 1371.226284 Iteration 27Q (35.500972 sec): 184 clusters Score: Raw -3053956.846144 + Penalty 181471.104651 = -2872485.741493 nChanged 67 Deleting Class 157 (12 points): Lose 51.031600 but Gain 1401.624419 Iteration 28Q (35.722821 sec): 183 clusters Score: Raw -3053952.354323 + Penalty 180081.025887 = -2873871.328436 nChanged 64 Deleting Class 135 (9 points): Lose 78.336898 but Gain 1427.235858 Iteration 29Q (35.944208 sec): 182 clusters Score: Raw -3053907.350769 + Penalty 178772.751761 = -2875134.599008 nChanged 54 Deleting Class 56 (12 points): Lose 105.470674 but Gain 1453.642724 Iteration 30F (38.868654 sec): 181 clusters Score: Raw -3053880.858299 + Penalty 177819.263838 = -2876061.594461 nChanged 63 Deleting Class 108 (9 points): Lose 89.944422 but Gain 1429.821023 Iteration 31Q (39.088998 sec): 180 clusters Score: Raw -3053995.666202 + Penalty 175569.393768 = -2878426.272434 nChanged 65 Deleting Class 192 (4 points): Lose 23.697415 but Gain 1362.545266 Iteration 32Q (39.307975 sec): 178 clusters Score: Raw -3054045.287425 + Penalty 174232.684848 = -2879812.602578 nChanged 48 Deleting Class 121 (7 points): Lose 29.515245 but Gain 1364.792896 Iteration 33Q (39.524072 sec): 177 clusters Score: Raw -3054044.613819 + Penalty 172892.904349 = -2881151.709471 nChanged 43 Deleting Class 136 (4 points): Lose 30.633929 but Gain 1363.032795 Iteration 34Q (39.738349 sec): 176 clusters Score: Raw -3054032.408657 + Penalty 171543.133237 = -2882489.275419 nChanged 22 Deleting Class 137 (26 points): Lose 117.290657 but Gain 1449.673749 Iteration 35Q (39.949440 sec): 175 clusters Score: Raw -3053931.579797 + Penalty 170171.432547 = -2883760.147250 nChanged 47 Deleting Class 176 (1 points): Lose 12.649237 but Gain 1333.621357 Iteration 36Q (40.164034 sec): 174 clusters Score: Raw -3053966.604379 + Penalty 168873.962931 = -2885092.641448 nChanged 26 Deleting Class 94 (2 points): Lose 7.690187 but Gain 1327.722640 Iteration 37Q (40.374917 sec): 173 clusters Score: Raw -3053984.627103 + Penalty 167548.624855 = -2886436.002248 nChanged 28 Deleting Class 144 (5 points): Lose 196.557925 but Gain 1509.362556 Iteration 38Q (40.584603 sec): 172 clusters Score: Raw -3053796.394271 + Penalty 166156.329642 = -2887640.064630 nChanged 28 Deleting Class 91 (8 points): Lose 213.067631 but Gain 1521.301848 Iteration 39Q (40.793489 sec): 171 clusters Score: Raw -3053646.631750 + Penalty 164748.699798 = -2888897.931952 nChanged 32 Deleting Class 103 (11 points): Lose 57.022737 but Gain 1365.300101 Iteration 40F (43.534403 sec): 170 clusters Score: Raw -3053759.741216 + Penalty 163441.039615 = -2890318.701601 nChanged 42 Deleting Class 142 (5 points): Lose 63.196058 but Gain 1364.985060 Iteration 41Q (43.743421 sec): 169 clusters Score: Raw -3053814.198091 + Penalty 162410.009956 = -2891404.188135 nChanged 23 Deleting Class 89 (3 points): Lose 54.034075 but Gain 1354.537925 Iteration 42Q (43.951344 sec): 168 clusters Score: Raw -3053810.797103 + Penalty 161115.118989 = -2892695.678114 nChanged 15 Deleting Class 138 (2 points): Lose 10.936189 but Gain 1305.603507 Iteration 43Q (44.158295 sec): 167 clusters Score: Raw -3053821.827184 + Penalty 159911.450361 = -2893910.376823 nChanged 11 Deleting Class 195 (6 points): Lose 48.846836 but Gain 1342.815662 Iteration 44Q (44.363385 sec): 166 clusters Score: Raw -3053795.412843 + Penalty 158651.309656 = -2895144.103187 nChanged 17 Deleting Class 206 (4 points): Lose 77.192778 but Gain 1362.980872 Iteration 45Q (44.567431 sec): 165 clusters Score: Raw -3053747.744954 + Penalty 157454.394967 = -2896293.349987 nChanged 19 Deleting Class 159 (3 points): Lose 25.017394 but Gain 1308.521657 Iteration 46Q (44.770691 sec): 164 clusters Score: Raw -3053782.896398 + Penalty 156114.733478 = -2897668.162920 nChanged 16 Deleting Class 27 (53 points): Lose 312.208879 but Gain 1595.156539 Iteration 47Q (44.972989 sec): 163 clusters Score: Raw -3053476.840869 + Penalty 154576.390292 = -2898900.450578 nChanged 70 Deleting Class 141 (4 points): Lose 32.321173 but Gain 1305.768424 Iteration 48Q (45.184861 sec): 162 clusters Score: Raw -3053586.218450 + Penalty 153265.634200 = -2900320.584249 nChanged 37 Deleting Class 212 (3 points): Lose 26.284617 but Gain 1298.211193 Iteration 49Q (45.390427 sec): 161 clusters Score: Raw -3053593.191698 + Penalty 151980.706119 = -2901612.485579 nChanged 39 Deleting Class 123 (14 points): Lose 70.821216 but Gain 1339.835385 Iteration 50F (47.967564 sec): 160 clusters Score: Raw -3053547.016506 + Penalty 150669.874945 = -2902877.141561 nChanged 34 Deleting Class 169 (6 points): Lose 54.904345 but Gain 1323.637480 Iteration 51Q (48.177029 sec): 159 clusters Score: Raw -3053526.241754 + Penalty 149403.788096 = -2904122.453658 nChanged 25 Deleting Class 172 (6 points): Lose 57.174987 but Gain 1324.614552 Iteration 52Q (48.383001 sec): 158 clusters Score: Raw -3053505.332233 + Penalty 148223.217110 = -2905282.115123 nChanged 17 Deleting Class 165 (2 points): Lose 21.542394 but Gain 1286.839464 Iteration 53Q (48.589676 sec): 157 clusters Score: Raw -3053523.512534 + Penalty 146962.337362 = -2906561.175172 nChanged 3 Deleting Class 174 (5 points): Lose 24.786508 but Gain 1285.005291 Iteration 54Q (48.794845 sec): 156 clusters Score: Raw -3053508.735475 + Penalty 145664.851701 = -2907843.883774 nChanged 8 Deleting Class 193 (9 points): Lose 39.897064 but Gain 1297.027777 Iteration 55Q (49.000243 sec): 155 clusters Score: Raw -3053481.735146 + Penalty 144397.738123 = -2909083.997023 nChanged 13 Deleting Class 69 (5 points): Lose 226.383553 but Gain 1473.164208 Iteration 56Q (49.199253 sec): 154 clusters Score: Raw -3053276.372040 + Penalty 142920.494218 = -2910355.877822 nChanged 12 Deleting Class 175 (8 points): Lose 68.711914 but Gain 1314.766958 Iteration 57Q (49.396814 sec): 153 clusters Score: Raw -3053220.908377 + Penalty 141633.454762 = -2911587.453615 nChanged 14 Deleting Class 92 (29 points): Lose 111.166135 but Gain 1356.580626 Iteration 58Q (49.593936 sec): 152 clusters Score: Raw -3053133.105903 + Penalty 140281.000748 = -2912852.105155 nChanged 33 Deleting Class 156 (6 points): Lose 33.818945 but Gain 1274.404657 Iteration 59Q (49.789859 sec): 151 clusters Score: Raw -3053142.845060 + Penalty 139019.751065 = -2914123.093995 nChanged 12 Deleting Class 126 (9 points): Lose 173.987964 but Gain 1410.182858 Iteration 60F (52.219535 sec): 150 clusters Score: Raw -3052983.805239 + Penalty 138223.173653 = -2914760.631586 nChanged 19 Deleting Class 97 (11 points): Lose 81.929279 but Gain 1325.359821 Iteration 61Q (52.414701 sec): 149 clusters Score: Raw -3053027.360062 + Penalty 137092.461937 = -2915934.898125 nChanged 16 Deleting Class 85 (6 points): Lose 61.776674 but Gain 1293.174961 Iteration 62Q (52.607437 sec): 148 clusters Score: Raw -3053010.667371 + Penalty 135862.731013 = -2917147.936358 nChanged 9 Deleting Class 155 (10 points): Lose 52.602234 but Gain 1280.521351 Iteration 63Q (52.800356 sec): 147 clusters Score: Raw -3052981.297805 + Penalty 134616.624372 = -2918364.673433 nChanged 13 Deleting Class 32 (53 points): Lose 205.408385 but Gain 1429.320918 Iteration 64Q (52.991377 sec): 146 clusters Score: Raw -3052798.184738 + Penalty 133273.333950 = -2919524.850788 nChanged 56 Deleting Class 100 (8 points): Lose 43.364488 but Gain 1266.170833 Iteration 65Q (53.193812 sec): 145 clusters Score: Raw -3052852.916972 + Penalty 132042.666938 = -2920810.250034 nChanged 18 Deleting Class 215 (2 points): Lose 7.858854 but Gain 1227.646454 Iteration 66Q (53.387207 sec): 144 clusters Score: Raw -3052878.152846 + Penalty 130816.842238 = -2922061.310608 nChanged 7 Deleting Class 179 (5 points): Lose 24.005289 but Gain 1243.050305 Iteration 67Q (53.576970 sec): 143 clusters Score: Raw -3052861.988822 + Penalty 129565.324488 = -2923296.664334 nChanged 9 Deleting Class 183 (1 points): Lose 6.331576 but Gain 1213.537184 Iteration 68Q (53.765732 sec): 142 clusters Score: Raw -3052864.251781 + Penalty 128346.426424 = -2924517.825356 nChanged 10 Deleting Class 72 (9 points): Lose 59.687812 but Gain 1262.012786 Iteration 69Q (53.957975 sec): 141 clusters Score: Raw -3052812.877044 + Penalty 127089.610550 = -2925723.266494 nChanged 20 Deleting Class 40 (10 points): Lose 58.413918 but Gain 1258.578874 Iteration 70F (56.200874 sec): 140 clusters Score: Raw -3052770.619870 + Penalty 125857.072903 = -2926913.546966 nChanged 18 Deleting Class 47 (22 points): Lose 104.363765 but Gain 1298.262557 Iteration 71Q (56.388541 sec): 139 clusters Score: Raw -3052692.267361 + Penalty 124591.652684 = -2928100.614676 nChanged 36 Deleting Class 127 (3 points): Lose 34.607575 but Gain 1220.816700 Iteration 72Q (56.575181 sec): 138 clusters Score: Raw -3052702.981385 + Penalty 123415.452737 = -2929287.528648 nChanged 17 Deleting Class 154 (5 points): Lose 154.273407 but Gain 1333.321055 Iteration 73Q (56.761194 sec): 137 clusters Score: Raw -3052556.318428 + Penalty 122374.858892 = -2930181.459537 nChanged 21 Deleting Class 161 (12 points): Lose 123.705371 but Gain 1296.478482 Iteration 74Q (56.947216 sec): 136 clusters Score: Raw -3052477.124992 + Penalty 121091.121870 = -2931386.003122 nChanged 32 Deleting Class 13 (7 points): Lose 29.200589 but Gain 1196.478980 Iteration 75Q (57.133619 sec): 135 clusters Score: Raw -3052488.856358 + Penalty 119910.275498 = -2932578.580860 nChanged 23 Deleting Class 143 (4 points): Lose 20.340684 but Gain 1187.124583 Iteration 76Q (57.326347 sec): 134 clusters Score: Raw -3052484.831488 + Penalty 118708.613390 = -2933776.218098 nChanged 18 Deleting Class 111 (2 points): Lose 7.513168 but Gain 1171.765244 Iteration 77Q (57.519247 sec): 133 clusters Score: Raw -3052485.571509 + Penalty 117562.812926 = -2934922.758583 nChanged 18 Deleting Class 76 (5 points): Lose 50.403325 but Gain 1213.469883 Iteration 78Q (57.706533 sec): 132 clusters Score: Raw -3052445.371337 + Penalty 116352.848273 = -2936092.523065 nChanged 21 Deleting Class 122 (7 points): Lose 115.216323 but Gain 1273.608680 Iteration 79Q (57.889989 sec): 131 clusters Score: Raw -3052341.393681 + Penalty 115394.313634 = -2936947.080047 nChanged 20 Deleting Class 19 (26 points): Lose 145.830054 but Gain 1286.116841 Iteration 80F (59.994737 sec): 130 clusters Score: Raw -3052267.542619 + Penalty 114141.781258 = -2938125.761360 nChanged 40 Deleting Class 147 (8 points): Lose 80.297883 but Gain 1214.446238 Iteration 81Q (60.180019 sec): 129 clusters Score: Raw -3052244.509360 + Penalty 113030.176066 = -2939214.333294 nChanged 17 Deleting Class 140 (5 points): Lose 15.989678 but Gain 1149.172428 Iteration 82Q (60.363384 sec): 128 clusters Score: Raw -3052258.009753 + Penalty 111881.179291 = -2940376.830463 nChanged 14 Deleting Class 61 (11 points): Lose 248.527451 but Gain 1376.900900 Iteration 83Q (60.544503 sec): 127 clusters Score: Raw -3052018.437044 + Penalty 110753.973234 = -2941264.463810 nChanged 18 Deleting Class 185 (1 points): Lose 8.088059 but Gain 1134.337503 Iteration 84Q (60.726754 sec): 126 clusters Score: Raw -3052096.544679 + Penalty 109622.794214 = -2942473.750465 nChanged 10 Deleting Class 66 (6 points): Lose 48.045147 but Gain 1173.938267 Iteration 85Q (60.905732 sec): 125 clusters Score: Raw -3052061.332919 + Penalty 108448.705202 = -2943612.627717 nChanged 22 Deleting Class 116 (32 points): Lose 156.985540 but Gain 1282.347065 Iteration 86Q (61.083586 sec): 124 clusters Score: Raw -3051922.226260 + Penalty 107298.265638 = -2944623.960622 nChanged 50 Deleting Class 110 (9 points): Lose 58.715535 but Gain 1181.038067 Iteration 87Q (61.269055 sec): 123 clusters Score: Raw -3051929.099207 + Penalty 106139.261458 = -2945789.837749 nChanged 21 Deleting Class 128 (5 points): Lose 59.324263 but Gain 1178.112545 Iteration 88Q (61.453979 sec): 122 clusters Score: Raw -3051899.552349 + Penalty 104958.629970 = -2946940.922379 nChanged 14 Deleting Class 197 (7 points): Lose 168.001324 but Gain 1282.150095 Iteration 89Q (61.636137 sec): 121 clusters Score: Raw -3051742.704356 + Penalty 103660.367518 = -2948082.336838 nChanged 12 Deleting Class 58 (54 points): Lose 230.861310 but Gain 1334.461469 Iteration 90F (63.567647 sec): 120 clusters Score: Raw -3051545.220730 + Penalty 102463.514088 = -2949081.706642 nChanged 60 Deleting Class 208 (2 points): Lose 37.063363 but Gain 1132.186983 Iteration 91Q (63.745853 sec): 119 clusters Score: Raw -3051646.636277 + Penalty 101352.394747 = -2950294.241530 nChanged 17 Deleting Class 181 (3 points): Lose 21.107717 but Gain 1112.652128 Iteration 92Q (63.919200 sec): 118 clusters Score: Raw -3051657.691676 + Penalty 100236.302408 = -2951421.389268 nChanged 12 Deleting Class 209 (6 points): Lose 112.404503 but Gain 1202.341829 Iteration 93Q (64.093446 sec): 117 clusters Score: Raw -3051558.899804 + Penalty 99197.858310 = -2952361.041494 nChanged 15 Deleting Class 177 (4 points): Lose 17.448570 but Gain 1103.594317 Iteration 94Q (64.266638 sec): 116 clusters Score: Raw -3051584.014852 + Penalty 98100.168517 = -2953483.846335 nChanged 11 Deleting Class 173 (9 points): Lose 62.659294 but Gain 1145.475420 Iteration 95Q (64.439836 sec): 115 clusters Score: Raw -3051534.210796 + Penalty 96991.657428 = -2954542.553367 nChanged 16 Deleting Class 125 (1 points): Lose 2.861073 but Gain 1071.390016 Iteration 96Q (64.611806 sec): 114 clusters Score: Raw -3051553.964215 + Penalty 95915.119126 = -2955638.845089 nChanged 8 Deleting Class 166 (8 points): Lose 58.614228 but Gain 1122.661005 Iteration 97Q (64.784483 sec): 113 clusters Score: Raw -3051507.710564 + Penalty 94831.397554 = -2956676.313011 nChanged 13 Deleting Class 71 (8 points): Lose 48.683648 but Gain 1111.882094 Iteration 98Q (64.954954 sec): 112 clusters Score: Raw -3051480.812270 + Penalty 93746.982486 = -2957733.829785 nChanged 11 Deleting Class 49 (108 points): Lose 458.991428 but Gain 1519.257363 Iteration 99Q (65.123226 sec): 111 clusters Score: Raw -3051044.324490 + Penalty 92304.554236 = -2958739.770254 nChanged 111 Deleting Class 117 (10 points): Lose 44.592350 but Gain 1103.143455 Iteration 100F (66.903804 sec): 110 clusters Score: Raw -3051224.663667 + Penalty 91264.373774 = -2959960.289893 nChanged 24 Deleting Class 152 (4 points): Lose 62.606411 but Gain 1116.266319 Iteration 101Q (67.072598 sec): 109 clusters Score: Raw -3051200.644906 + Penalty 90676.540514 = -2960524.104392 nChanged 14 Deleting Class 74 (11 points): Lose 40.816805 but Gain 1075.777520 Iteration 102Q (67.241664 sec): 108 clusters Score: Raw -3051209.715358 + Penalty 89603.692756 = -2961606.022601 nChanged 22 Deleting Class 167 (9 points): Lose 73.832984 but Gain 1104.279937 Iteration 103Q (67.409530 sec): 107 clusters Score: Raw -3051154.352044 + Penalty 88546.914367 = -2962607.437677 nChanged 21 Deleting Class 112 (36 points): Lose 201.568840 but Gain 1231.723411 Iteration 104Q (67.575792 sec): 106 clusters Score: Raw -3050984.747647 + Penalty 87333.784323 = -2963650.963325 nChanged 42 Deleting Class 178 (8 points): Lose 38.257449 but Gain 1054.069822 Iteration 105Q (67.743251 sec): 105 clusters Score: Raw -3050998.934840 + Penalty 86308.187779 = -2964690.747060 nChanged 18 Deleting Class 196 (5 points): Lose 49.679313 but Gain 1065.240384 Iteration 106Q (67.907635 sec): 104 clusters Score: Raw -3050967.127063 + Penalty 85410.413422 = -2965556.713641 nChanged 12 Deleting Class 28 (41 points): Lose 134.629048 but Gain 1142.966171 Iteration 107Q (68.072431 sec): 103 clusters Score: Raw -3050862.271573 + Penalty 84408.344819 = -2966453.926753 nChanged 50 Deleting Class 99 (11 points): Lose 59.503560 but Gain 1054.357563 Iteration 108Q (68.239344 sec): 102 clusters Score: Raw -3050887.621886 + Penalty 83422.476534 = -2967465.145352 nChanged 22 Deleting Class 199 (1 points): Lose 34.479766 but Gain 1026.694344 Iteration 109Q (68.403773 sec): 101 clusters Score: Raw -3050900.592609 + Penalty 82433.768331 = -2968466.824278 nChanged 12 Deleting Class 162 (8 points): Lose 48.851105 but Gain 1032.647006 Iteration 110F (70.038805 sec): 100 clusters Score: Raw -3050873.177573 + Penalty 81437.588056 = -2969435.589517 nChanged 14 Deleting Class 133 (4 points): Lose 10.311902 but Gain 989.560436 Iteration 111Q (70.201739 sec): 99 clusters Score: Raw -3050882.155503 + Penalty 80455.963913 = -2970426.191591 nChanged 13 Deleting Class 150 (4 points): Lose 25.021570 but Gain 992.674341 Iteration 112Q (70.361400 sec): 98 clusters Score: Raw -3050874.810343 + Penalty 79480.918606 = -2971393.891737 nChanged 13 Deleting Class 164 (8 points): Lose 40.598772 but Gain 1008.065892 Iteration 113Q (70.523826 sec): 97 clusters Score: Raw -3050847.741942 + Penalty 78457.536791 = -2972390.205152 nChanged 18 Deleting Class 188 (7 points): Lose 74.899058 but Gain 1038.092230 Iteration 114Q (70.684647 sec): 96 clusters Score: Raw -3050787.498652 + Penalty 77430.771654 = -2973356.726998 nChanged 11 Deleting Class 88 (23 points): Lose 115.136013 but Gain 1065.486272 Iteration 115Q (70.843912 sec): 95 clusters Score: Raw -3050694.580453 + Penalty 76434.480349 = -2974260.100104 nChanged 29 Deleting Class 182 (4 points): Lose 34.772860 but Gain 969.505330 Iteration 116Q (71.003326 sec): 94 clusters Score: Raw -3050718.706475 + Penalty 75566.309306 = -2975152.397169 nChanged 13 Deleting Class 149 (3 points): Lose 280.596625 but Gain 1207.219665 Iteration 117Q (71.160106 sec): 93 clusters Score: Raw -3050463.848559 + Penalty 74330.050967 = -2976133.797592 nChanged 12 Deleting Class 39 (5 points): Lose 17.344105 but Gain 943.895727 Iteration 118Q (71.317088 sec): 92 clusters Score: Raw -3050464.971504 + Penalty 73397.545336 = -2977067.426168 nChanged 6 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -3050464.971504 + Penalty 73397.545336 = -2977067.426168Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.431922 sec): 2 clusters Score: Raw -83520.782305 + Penalty 555.510781 = -82965.271525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.433740 sec): 3 clusters Score: Raw -83078.881717 + Penalty 1103.489323 = -81975.392394 nChanged 326 SP:Iteration 1F (71.435495 sec): 3 clusters Score: Raw -83314.500518 + Penalty 1104.255678 = -82210.244840 nChanged 87 SP:Iteration 2F (71.437375 sec): 3 clusters Score: Raw -83408.109777 + Penalty 1104.408445 = -82303.701332 nChanged 67 SP:Iteration 3F (71.439230 sec): 3 clusters Score: Raw -83477.869734 + Penalty 1107.212084 = -82370.657650 nChanged 61 SP:Iteration 4F (71.441023 sec): 3 clusters Score: Raw -83543.814686 + Penalty 1112.439491 = -82431.375194 nChanged 52 SP:Iteration 5F (71.442775 sec): 3 clusters Score: Raw -83604.651985 + Penalty 1115.400512 = -82489.251473 nChanged 35 SP:Iteration 6Q (71.444451 sec): 3 clusters Score: Raw -83637.113514 + Penalty 1117.171894 = -82519.941620 nChanged 24 SP:Iteration 7Q (71.446096 sec): 3 clusters Score: Raw -83649.611321 + Penalty 1118.601644 = -82531.009677 nChanged 13 SP:Iteration 8Q (71.447769 sec): 3 clusters Score: Raw -83658.078595 + Penalty 1120.339106 = -82537.739489 nChanged 10 SP:Iteration 9Q (71.449443 sec): 3 clusters Score: Raw -83661.518326 + Penalty 1119.907365 = -82541.610960 nChanged 5 SP:Iteration 10F (71.451160 sec): 3 clusters Score: Raw -83663.400984 + Penalty 1118.569039 = -82544.831945 nChanged 3 SP:Iteration 11Q (71.452817 sec): 3 clusters Score: Raw -83664.628976 + Penalty 1117.707778 = -82546.921198 nChanged 2 SP:Iteration 12Q (71.454446 sec): 3 clusters Score: Raw -83665.826185 + Penalty 1116.430695 = -82549.395490 nChanged 3 SP:Iteration 13Q (71.456073 sec): 3 clusters Score: Raw -83668.483540 + Penalty 1116.430695 = -82552.052845 nChanged 0 SP:Iteration 14F (71.457843 sec): 3 clusters Score: Raw -83668.483540 + Penalty 1116.430695 = -82552.052845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.462139 sec): 2 clusters Score: Raw -92463.176210 + Penalty 196.701082 = -92266.475128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.464241 sec): 3 clusters Score: Raw -91851.019639 + Penalty 393.937599 = -91457.082040 nChanged 444 SP:Iteration 1F (71.466270 sec): 3 clusters Score: Raw -92198.888550 + Penalty 392.431929 = -91806.456621 nChanged 94 SP:Iteration 2F (71.468266 sec): 3 clusters Score: Raw -92254.895469 + Penalty 391.479397 = -91863.416072 nChanged 56 SP:Iteration 3F (71.470420 sec): 3 clusters Score: Raw -92286.799012 + Penalty 390.410536 = -91896.388476 nChanged 39 SP:Iteration 4Q (71.472571 sec): 3 clusters Score: Raw -92313.060789 + Penalty 390.102700 = -91922.958089 nChanged 24 SP:Iteration 5Q (71.474634 sec): 3 clusters Score: Raw -92326.027748 + Penalty 388.882004 = -91937.145744 nChanged 13 SP:Iteration 6Q (71.476604 sec): 3 clusters Score: Raw -92338.554330 + Penalty 388.857538 = -91949.696793 nChanged 11 SP:Iteration 7Q (71.478557 sec): 3 clusters Score: Raw -92346.912683 + Penalty 388.339044 = -91958.573639 nChanged 12 SP:Iteration 8Q (71.480499 sec): 3 clusters Score: Raw -92353.438723 + Penalty 387.530045 = -91965.908678 nChanged 15 SP:Iteration 9Q (71.482430 sec): 3 clusters Score: Raw -92361.939498 + Penalty 386.146334 = -91975.793165 nChanged 13 SP:Iteration 10F (71.484422 sec): 3 clusters Score: Raw -92368.680850 + Penalty 384.959119 = -91983.721731 nChanged 12 SP:Iteration 11Q (71.486420 sec): 3 clusters Score: Raw -92375.929520 + Penalty 382.857624 = -91993.071896 nChanged 12 SP:Iteration 12Q (71.488398 sec): 3 clusters Score: Raw -92381.537641 + Penalty 380.983483 = -92000.554158 nChanged 14 SP:Iteration 13Q (71.490383 sec): 3 clusters Score: Raw -92388.247805 + Penalty 379.797297 = -92008.450508 nChanged 11 SP:Iteration 14Q (71.492313 sec): 3 clusters Score: Raw -92391.284133 + Penalty 378.393039 = -92012.891095 nChanged 9 SP:Iteration 15Q (71.494272 sec): 3 clusters Score: Raw -92394.111216 + Penalty 378.173224 = -92015.937992 nChanged 9 SP:Iteration 16Q (71.496184 sec): 3 clusters Score: Raw -92396.295347 + Penalty 377.778584 = -92018.516763 nChanged 6 SP:Iteration 17Q (71.498112 sec): 3 clusters Score: Raw -92397.711738 + Penalty 376.892090 = -92020.819648 nChanged 7 SP:Iteration 18Q (71.500128 sec): 3 clusters Score: Raw -92400.221492 + Penalty 376.491010 = -92023.730482 nChanged 9 SP:Iteration 19Q (71.502146 sec): 3 clusters Score: Raw -92402.287321 + Penalty 374.351756 = -92027.935565 nChanged 9 SP:Iteration 20F (71.504306 sec): 3 clusters Score: Raw -92405.351336 + Penalty 372.951378 = -92032.399958 nChanged 10 SP:Iteration 21Q (71.506249 sec): 3 clusters Score: Raw -92407.755439 + Penalty 373.022003 = -92034.733436 nChanged 5 SP:Iteration 22Q (71.508092 sec): 3 clusters Score: Raw -92408.473717 + Penalty 372.680764 = -92035.792953 nChanged 5 SP:Iteration 23Q (71.509971 sec): 3 clusters Score: Raw -92409.158389 + Penalty 370.846041 = -92038.312348 nChanged 7 SP:Iteration 24Q (71.511845 sec): 3 clusters Score: Raw -92410.648851 + Penalty 370.320275 = -92040.328576 nChanged 5 SP:Iteration 25Q (71.513675 sec): 3 clusters Score: Raw -92411.397777 + Penalty 370.624953 = -92040.772824 nChanged 4 SP:Iteration 26Q (71.515499 sec): 3 clusters Score: Raw -92411.828584 + Penalty 369.927227 = -92041.901357 nChanged 5 SP:Iteration 27Q (71.517322 sec): 3 clusters Score: Raw -92412.524088 + Penalty 369.969208 = -92042.554880 nChanged 5 SP:Iteration 28Q (71.519146 sec): 3 clusters Score: Raw -92413.061151 + Penalty 366.161422 = -92046.899729 nChanged 5 SP:Iteration 29Q (71.521001 sec): 3 clusters Score: Raw -92413.944304 + Penalty 364.401441 = -92049.542862 nChanged 6 SP:Iteration 30F (71.523027 sec): 3 clusters Score: Raw -92414.568639 + Penalty 363.814028 = -92050.754612 nChanged 5 SP:Iteration 31Q (71.524876 sec): 3 clusters Score: Raw -92415.653278 + Penalty 362.508741 = -92053.144537 nChanged 7 SP:Iteration 32Q (71.526718 sec): 3 clusters Score: Raw -92417.127138 + Penalty 362.754035 = -92054.373103 nChanged 7 SP:Iteration 33Q (71.528537 sec): 3 clusters Score: Raw -92418.055203 + Penalty 360.689042 = -92057.366161 nChanged 5 SP:Iteration 34Q (71.530328 sec): 3 clusters Score: Raw -92418.912521 + Penalty 360.965061 = -92057.947461 nChanged 2 SP:Iteration 35Q (71.532117 sec): 3 clusters Score: Raw -92419.237698 + Penalty 359.261567 = -92059.976131 nChanged 5 SP:Iteration 36Q (71.533909 sec): 3 clusters Score: Raw -92421.263407 + Penalty 357.797548 = -92063.465858 nChanged 6 SP:Iteration 37Q (71.535889 sec): 3 clusters Score: Raw -92422.839197 + Penalty 354.845179 = -92067.994018 nChanged 9 SP:Iteration 38Q (71.537817 sec): 3 clusters Score: Raw -92425.765728 + Penalty 354.353522 = -92071.412207 nChanged 12 SP:Iteration 39Q (71.539636 sec): 3 clusters Score: Raw -92429.662144 + Penalty 354.693854 = -92074.968289 nChanged 9 SP:Iteration 40F (71.541611 sec): 3 clusters Score: Raw -92433.284927 + Penalty 354.165951 = -92079.118976 nChanged 10 SP:Iteration 41Q (71.543384 sec): 3 clusters Score: Raw -92436.202760 + Penalty 355.328584 = -92080.874176 nChanged 6 SP:Iteration 42Q (71.545170 sec): 3 clusters Score: Raw -92439.009875 + Penalty 357.300082 = -92081.709794 nChanged 8 SP:Iteration 43Q (71.546928 sec): 3 clusters Score: Raw -92441.051090 + Penalty 358.752186 = -92082.298904 nChanged 7 SP:Iteration 44Q (71.548707 sec): 3 clusters Score: Raw -92443.303383 + Penalty 360.702967 = -92082.600417 nChanged 8 SP:Iteration 45Q (71.550472 sec): 3 clusters Score: Raw -92446.435125 + Penalty 366.463385 = -92079.971740 nChanged 11 SP:Iteration 46F (71.552461 sec): 3 clusters Score: Raw -92451.835456 + Penalty 373.457002 = -92078.378454 nChanged 13 SP:Iteration 47F (71.554467 sec): 3 clusters Score: Raw -92461.836743 + Penalty 379.763644 = -92082.073099 nChanged 13 SP:Iteration 48Q (71.556175 sec): 3 clusters Score: Raw -92471.422326 + Penalty 383.163271 = -92088.259055 nChanged 12 SP:Iteration 49Q (71.557866 sec): 3 clusters Score: Raw -92482.062028 + Penalty 384.506412 = -92097.555616 nChanged 9 SP:Iteration 50F (71.559843 sec): 3 clusters Score: Raw -92491.530331 + Penalty 383.594516 = -92107.935815 nChanged 6 SP:Iteration 51Q (71.561478 sec): 3 clusters Score: Raw -92494.627826 + Penalty 383.934091 = -92110.693735 nChanged 5 SP:Iteration 52Q (71.563107 sec): 3 clusters Score: Raw -92497.656614 + Penalty 383.937290 = -92113.719324 nChanged 4 SP:Iteration 53Q (71.564729 sec): 3 clusters Score: Raw -92500.682318 + Penalty 379.958023 = -92120.724295 nChanged 1 SP:Iteration 54Q (71.566341 sec): 3 clusters Score: Raw -92501.154094 + Penalty 379.958023 = -92121.196071 nChanged 0 SP:Iteration 55F (71.568463 sec): 3 clusters Score: Raw -92501.154094 + Penalty 379.958023 = -92121.196071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 3 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.573644 sec): 2 clusters Score: Raw -122546.203410 + Penalty 455.120453 = -122091.082957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.576225 sec): 3 clusters Score: Raw -121772.255238 + Penalty 910.485939 = -120861.769299 nChanged 516 SP:Iteration 1F (71.578701 sec): 3 clusters Score: Raw -122050.185676 + Penalty 910.423918 = -121139.761758 nChanged 131 SP:Iteration 2F (71.581204 sec): 3 clusters Score: Raw -122108.460986 + Penalty 910.187634 = -121198.273352 nChanged 78 SP:Iteration 3F (71.583712 sec): 3 clusters Score: Raw -122139.709597 + Penalty 910.734216 = -121228.975381 nChanged 59 SP:Iteration 4Q (71.586178 sec): 3 clusters Score: Raw -122180.804845 + Penalty 912.286630 = -121268.518215 nChanged 68 SP:Iteration 5F (71.588630 sec): 3 clusters Score: Raw -122244.969602 + Penalty 913.656933 = -121331.312669 nChanged 72 SP:Iteration 6F (71.591102 sec): 3 clusters Score: Raw -122312.154704 + Penalty 914.227474 = -121397.927231 nChanged 65 SP:Iteration 7Q (71.593579 sec): 3 clusters Score: Raw -122355.468003 + Penalty 913.030874 = -121442.437128 nChanged 53 SP:Iteration 8Q (71.596107 sec): 3 clusters Score: Raw -122382.444013 + Penalty 912.549720 = -121469.894293 nChanged 28 SP:Iteration 9Q (71.598728 sec): 3 clusters Score: Raw -122397.017585 + Penalty 912.778131 = -121484.239454 nChanged 31 SP:Iteration 10F (71.601429 sec): 3 clusters Score: Raw -122414.590834 + Penalty 913.610751 = -121500.980083 nChanged 23 SP:Iteration 11Q (71.603997 sec): 3 clusters Score: Raw -122422.194445 + Penalty 914.956731 = -121507.237714 nChanged 17 SP:Iteration 12Q (71.606486 sec): 3 clusters Score: Raw -122428.517789 + Penalty 915.397981 = -121513.119809 nChanged 17 SP:Iteration 13Q (71.608839 sec): 3 clusters Score: Raw -122433.114950 + Penalty 915.647373 = -121517.467578 nChanged 12 SP:Iteration 14Q (71.611159 sec): 3 clusters Score: Raw -122436.608190 + Penalty 915.197955 = -121521.410235 nChanged 8 SP:Iteration 15Q (71.613474 sec): 3 clusters Score: Raw -122439.274852 + Penalty 914.821249 = -121524.453603 nChanged 10 SP:Iteration 16Q (71.615776 sec): 3 clusters Score: Raw -122444.236294 + Penalty 914.487474 = -121529.748819 nChanged 11 SP:Iteration 17Q (71.618068 sec): 3 clusters Score: Raw -122448.308993 + Penalty 913.678573 = -121534.630420 nChanged 9 SP:Iteration 18Q (71.620394 sec): 3 clusters Score: Raw -122450.888412 + Penalty 913.548748 = -121537.339663 nChanged 6 SP:Iteration 19Q (71.622675 sec): 3 clusters Score: Raw -122452.479363 + Penalty 913.934319 = -121538.545044 nChanged 5 SP:Iteration 20F (71.625138 sec): 3 clusters Score: Raw -122454.761966 + Penalty 916.010237 = -121538.751729 nChanged 12 SP:Iteration 21Q (71.627409 sec): 3 clusters Score: Raw -122458.257184 + Penalty 917.128571 = -121541.128613 nChanged 9 SP:Iteration 22Q (71.629707 sec): 3 clusters Score: Raw -122460.552120 + Penalty 919.051424 = -121541.500695 nChanged 6 SP:Iteration 23Q (71.631968 sec): 3 clusters Score: Raw -122461.683891 + Penalty 919.577089 = -121542.106803 nChanged 5 SP:Iteration 24Q (71.634386 sec): 3 clusters Score: Raw -122462.828575 + Penalty 919.111088 = -121543.717487 nChanged 6 SP:Iteration 25Q (71.636695 sec): 3 clusters Score: Raw -122464.646617 + Penalty 918.995763 = -121545.650854 nChanged 4 SP:Iteration 26Q (71.638967 sec): 3 clusters Score: Raw -122465.396765 + Penalty 918.097127 = -121547.299638 nChanged 3 SP:Iteration 27Q (71.641213 sec): 3 clusters Score: Raw -122466.400133 + Penalty 918.720549 = -121547.679585 nChanged 4 SP:Iteration 28Q (71.643459 sec): 3 clusters Score: Raw -122467.421434 + Penalty 919.366675 = -121548.054760 nChanged 5 SP:Iteration 29Q (71.645700 sec): 3 clusters Score: Raw -122469.244733 + Penalty 918.524645 = -121550.720088 nChanged 3 SP:Iteration 30F (71.648198 sec): 3 clusters Score: Raw -122469.982808 + Penalty 919.686758 = -121550.296049 nChanged 4 SP:Iteration 31F (71.650725 sec): 3 clusters Score: Raw -122470.718873 + Penalty 919.985744 = -121550.733129 nChanged 4 SP:Iteration 32Q (71.653019 sec): 3 clusters Score: Raw -122471.926575 + Penalty 921.420322 = -121550.506253 nChanged 7 SP:Iteration 33F (71.655538 sec): 3 clusters Score: Raw -122474.548831 + Penalty 922.503855 = -121552.044976 nChanged 10 SP:Iteration 34Q (71.657825 sec): 3 clusters Score: Raw -122479.485034 + Penalty 922.161095 = -121557.323939 nChanged 11 SP:Iteration 35Q (71.660049 sec): 3 clusters Score: Raw -122484.434166 + Penalty 924.095156 = -121560.339010 nChanged 11 SP:Iteration 36Q (71.662261 sec): 3 clusters Score: Raw -122487.360747 + Penalty 921.765983 = -121565.594763 nChanged 10 SP:Iteration 37Q (71.664498 sec): 3 clusters Score: Raw -122492.348307 + Penalty 923.796394 = -121568.551913 nChanged 12 SP:Iteration 38Q (71.666855 sec): 3 clusters Score: Raw -122498.254976 + Penalty 924.460274 = -121573.794702 nChanged 9 SP:Iteration 39Q (71.669210 sec): 3 clusters Score: Raw -122502.879536 + Penalty 926.010915 = -121576.868621 nChanged 10 SP:Iteration 40F (71.671753 sec): 3 clusters Score: Raw -122508.268655 + Penalty 926.759796 = -121581.508859 nChanged 11 SP:Iteration 41Q (71.673963 sec): 3 clusters Score: Raw -122514.041878 + Penalty 929.076445 = -121584.965433 nChanged 10 SP:Iteration 42Q (71.676130 sec): 3 clusters Score: Raw -122517.455426 + Penalty 935.864671 = -121581.590755 nChanged 10 SP:Iteration 43F (71.678611 sec): 3 clusters Score: Raw -122521.336577 + Penalty 938.269551 = -121583.067026 nChanged 9 SP:Iteration 44Q (71.680788 sec): 3 clusters Score: Raw -122524.031213 + Penalty 943.650842 = -121580.380370 nChanged 8 SP:Iteration 45F (71.683392 sec): 3 clusters Score: Raw -122527.419063 + Penalty 953.845773 = -121573.573290 nChanged 8 SP:Iteration 46F (71.685926 sec): 3 clusters Score: Raw -122531.206412 + Penalty 958.475396 = -121572.731016 nChanged 8 SP:Iteration 47F (71.688490 sec): 3 clusters Score: Raw -122534.302793 + Penalty 963.189412 = -121571.113381 nChanged 6 SP:Iteration 48F (71.691048 sec): 3 clusters Score: Raw -122536.047834 + Penalty 968.319685 = -121567.728150 nChanged 4 SP:Iteration 49F (71.693630 sec): 3 clusters Score: Raw -122537.552203 + Penalty 972.130458 = -121565.421745 nChanged 5 SP:Iteration 50F (71.696180 sec): 3 clusters Score: Raw -122540.624797 + Penalty 981.276313 = -121559.348484 nChanged 7 SP:Iteration 51F (71.698841 sec): 3 clusters Score: Raw -122545.077753 + Penalty 991.184111 = -121553.893642 nChanged 8 SP:Iteration 52F (71.701548 sec): 3 clusters Score: Raw -122549.318584 + Penalty 995.599153 = -121553.719431 nChanged 6 SP:Iteration 53F (71.704267 sec): 3 clusters Score: Raw -122551.977213 + Penalty 999.331803 = -121552.645410 nChanged 2 SP:Iteration 54F (71.706966 sec): 3 clusters Score: Raw -122552.717709 + Penalty 999.666595 = -121553.051114 nChanged 2 SP:Iteration 55Q (71.709094 sec): 3 clusters Score: Raw -122553.690583 + Penalty 1002.441144 = -121551.249438 nChanged 2 SP:Iteration 56F (71.711678 sec): 3 clusters Score: Raw -122554.316386 + Penalty 1005.771620 = -121548.544767 nChanged 1 SP:Iteration 57F (71.714214 sec): 3 clusters Score: Raw -122554.011994 + Penalty 1005.590465 = -121548.421530 nChanged 2 SP:Iteration 58F (71.716699 sec): 3 clusters Score: Raw -122555.514469 + Penalty 1012.029399 = -121543.485071 nChanged 3 SP:Iteration 59F (71.719177 sec): 3 clusters Score: Raw -122556.922964 + Penalty 1022.540837 = -121534.382127 nChanged 3 SP:Iteration 60F (71.721829 sec): 3 clusters Score: Raw -122557.374505 + Penalty 1025.639456 = -121531.735049 nChanged 1 SP:Iteration 61F (71.724483 sec): 3 clusters Score: Raw -122558.570929 + Penalty 1027.926012 = -121530.644917 nChanged 1 SP:Iteration 62F (71.726990 sec): 3 clusters Score: Raw -122560.796418 + Penalty 1023.946874 = -121536.849544 nChanged 1 SP:Iteration 63Q (71.729058 sec): 3 clusters Score: Raw -122562.351728 + Penalty 1023.946874 = -121538.404854 nChanged 0 SP:Iteration 64F (71.731540 sec): 3 clusters Score: Raw -122562.351728 + Penalty 1023.946874 = -121538.404854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.733895 sec): 2 clusters Score: Raw -18362.560812 + Penalty 285.757058 = -18076.803753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.734486 sec): 3 clusters Score: Raw -18276.390216 + Penalty 577.156355 = -17699.233860 nChanged 66 SP:Iteration 1F (71.735065 sec): 3 clusters Score: Raw -18329.649523 + Penalty 583.127724 = -17746.521800 nChanged 14 SP:Iteration 2F (71.735641 sec): 3 clusters Score: Raw -18345.108840 + Penalty 592.420605 = -17752.688235 nChanged 10 SP:Iteration 3Q (71.736197 sec): 3 clusters Score: Raw -18362.382436 + Penalty 602.606411 = -17759.776026 nChanged 8 SP:Iteration 4Q (71.736756 sec): 3 clusters Score: Raw -18383.190825 + Penalty 605.166422 = -17778.024404 nChanged 1 SP:Iteration 5Q (71.737284 sec): 3 clusters Score: Raw -18383.639169 + Penalty 605.166422 = -17778.472747 nChanged 0 SP:Iteration 6F (71.737843 sec): 3 clusters Score: Raw -18383.639169 + Penalty 605.166422 = -17778.472747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 5 (2126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.748561 sec): 2 clusters Score: Raw -194158.935704 + Penalty 355.643642 = -193803.292061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.752544 sec): 3 clusters Score: Raw -192892.600605 + Penalty 728.442946 = -192164.157659 nChanged 909 SP:Iteration 1F (71.756423 sec): 3 clusters Score: Raw -193629.222981 + Penalty 771.233454 = -192857.989527 nChanged 258 SP:Iteration 2F (71.760241 sec): 3 clusters Score: Raw -193954.131341 + Penalty 808.305235 = -193145.826107 nChanged 152 SP:Iteration 3F (71.764101 sec): 3 clusters Score: Raw -194152.026029 + Penalty 825.185204 = -193326.840825 nChanged 80 SP:Iteration 4Q (71.768053 sec): 3 clusters Score: Raw -194219.547594 + Penalty 833.090547 = -193386.457048 nChanged 35 SP:Iteration 5Q (71.771564 sec): 3 clusters Score: Raw -194235.717124 + Penalty 840.034848 = -193395.682276 nChanged 19 SP:Iteration 6Q (71.775012 sec): 3 clusters Score: Raw -194245.042818 + Penalty 845.085577 = -193399.957241 nChanged 13 SP:Iteration 7Q (71.778469 sec): 3 clusters Score: Raw -194251.093162 + Penalty 849.352806 = -193401.740356 nChanged 10 SP:Iteration 8Q (71.781853 sec): 3 clusters Score: Raw -194254.813267 + Penalty 852.534799 = -193402.278468 nChanged 14 SP:Iteration 9Q (71.785323 sec): 3 clusters Score: Raw -194261.063964 + Penalty 855.943375 = -193405.120590 nChanged 10 SP:Iteration 10F (71.789156 sec): 3 clusters Score: Raw -194264.693501 + Penalty 858.792994 = -193405.900507 nChanged 9 SP:Iteration 11Q (71.792485 sec): 3 clusters Score: Raw -194267.955355 + Penalty 859.869811 = -193408.085544 nChanged 3 SP:Iteration 12Q (71.795888 sec): 3 clusters Score: Raw -194268.784257 + Penalty 859.595928 = -193409.188330 nChanged 2 SP:Iteration 13Q (71.799403 sec): 3 clusters Score: Raw -194269.952246 + Penalty 860.542192 = -193409.410055 nChanged 1 SP:Iteration 14Q (71.803035 sec): 3 clusters Score: Raw -194269.970419 + Penalty 861.058109 = -193408.912310 nChanged 1 SP:Iteration 15F (71.807089 sec): 3 clusters Score: Raw -194270.052505 + Penalty 862.678399 = -193407.374106 nChanged 2 SP:Iteration 16F (71.811005 sec): 3 clusters Score: Raw -194270.296751 + Penalty 863.488171 = -193406.808579 nChanged 1 SP:Iteration 17F (71.814821 sec): 3 clusters Score: Raw -194271.077729 + Penalty 864.417742 = -193406.659987 nChanged 2 SP:Iteration 18F (71.818658 sec): 3 clusters Score: Raw -194271.703763 + Penalty 865.029275 = -193406.674488 nChanged 1 SP:Iteration 19Q (71.822106 sec): 3 clusters Score: Raw -194271.835340 + Penalty 865.029275 = -193406.806065 nChanged 0 SP:Iteration 20F (71.826075 sec): 3 clusters Score: Raw -194271.835340 + Penalty 865.029275 = -193406.806065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.831128 sec): 2 clusters Score: Raw -56502.915567 + Penalty 301.170771 = -56201.744795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.832532 sec): 3 clusters Score: Raw -56174.134111 + Penalty 605.290922 = -55568.843189 nChanged 241 SP:Iteration 1F (71.833890 sec): 3 clusters Score: Raw -56314.371734 + Penalty 609.728152 = -55704.643582 nChanged 76 SP:Iteration 2F (71.835311 sec): 3 clusters Score: Raw -56373.649496 + Penalty 611.282063 = -55762.367433 nChanged 36 SP:Iteration 3F (71.836610 sec): 3 clusters Score: Raw -56390.820710 + Penalty 616.758500 = -55774.062210 nChanged 21 SP:Iteration 4Q (71.837879 sec): 3 clusters Score: Raw -56403.262119 + Penalty 619.212609 = -55784.049510 nChanged 18 SP:Iteration 5Q (71.839162 sec): 3 clusters Score: Raw -56418.397425 + Penalty 624.805883 = -55793.591542 nChanged 19 SP:Iteration 6Q (71.840423 sec): 3 clusters Score: Raw -56436.256196 + Penalty 634.767831 = -55801.488365 nChanged 21 SP:Iteration 7Q (71.841681 sec): 3 clusters Score: Raw -56450.884543 + Penalty 639.277591 = -55811.606952 nChanged 12 SP:Iteration 8Q (71.843007 sec): 3 clusters Score: Raw -56461.633214 + Penalty 642.647200 = -55818.986014 nChanged 8 SP:Iteration 9Q (71.844242 sec): 3 clusters Score: Raw -56469.192652 + Penalty 650.056183 = -55819.136469 nChanged 9 SP:Iteration 10F (71.845507 sec): 3 clusters Score: Raw -56476.392659 + Penalty 651.586133 = -55824.806527 nChanged 5 SP:Iteration 11Q (71.846713 sec): 3 clusters Score: Raw -56479.547413 + Penalty 654.921133 = -55824.626281 nChanged 7 SP:Iteration 12F (71.847981 sec): 3 clusters Score: Raw -56489.508764 + Penalty 658.263490 = -55831.245274 nChanged 4 SP:Iteration 13Q (71.849204 sec): 3 clusters Score: Raw -56492.240225 + Penalty 661.311099 = -55830.929126 nChanged 5 SP:Iteration 14F (71.850550 sec): 3 clusters Score: Raw -56495.178566 + Penalty 662.002803 = -55833.175762 nChanged 3 SP:Iteration 15Q (71.851735 sec): 3 clusters Score: Raw -56496.980444 + Penalty 667.113794 = -55829.866650 nChanged 3 SP:Iteration 16F (71.853040 sec): 3 clusters Score: Raw -56498.692362 + Penalty 668.270704 = -55830.421658 nChanged 2 SP:Iteration 17Q (71.854248 sec): 3 clusters Score: Raw -56499.368161 + Penalty 667.719765 = -55831.648396 nChanged 1 SP:Iteration 18Q (71.855470 sec): 3 clusters Score: Raw -56499.674106 + Penalty 668.885959 = -55830.788147 nChanged 1 SP:Iteration 19F (71.856799 sec): 3 clusters Score: Raw -56499.963434 + Penalty 668.885959 = -55831.077476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 7 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.859246 sec): 2 clusters Score: Raw -50996.786794 + Penalty 590.516819 = -50406.269975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.860441 sec): 3 clusters Score: Raw -50770.997955 + Penalty 1182.191520 = -49588.806436 nChanged 161 SP:Iteration 1F (71.861586 sec): 3 clusters Score: Raw -50884.723571 + Penalty 1181.313931 = -49703.409640 nChanged 44 SP:Iteration 2F (71.862732 sec): 3 clusters Score: Raw -50921.957763 + Penalty 1181.421274 = -49740.536489 nChanged 29 SP:Iteration 3F (71.863875 sec): 3 clusters Score: Raw -50949.996175 + Penalty 1180.822286 = -49769.173889 nChanged 20 SP:Iteration 4Q (71.865094 sec): 3 clusters Score: Raw -50961.726460 + Penalty 1180.433564 = -49781.292896 nChanged 17 SP:Iteration 5Q (71.866286 sec): 3 clusters Score: Raw -50971.933758 + Penalty 1179.986438 = -49791.947320 nChanged 10 SP:Iteration 6Q (71.867471 sec): 3 clusters Score: Raw -50980.219678 + Penalty 1179.551303 = -49800.668375 nChanged 3 SP:Iteration 7Q (71.868607 sec): 3 clusters Score: Raw -50981.095492 + Penalty 1179.369650 = -49801.725842 nChanged 1 SP:Iteration 8Q (71.869736 sec): 3 clusters Score: Raw -50981.119134 + Penalty 1179.447478 = -49801.671657 nChanged 1 SP:Iteration 9F (71.870890 sec): 3 clusters Score: Raw -50981.824094 + Penalty 1179.656727 = -49802.167367 nChanged 3 SP:Iteration 10F (71.872032 sec): 3 clusters Score: Raw -50983.716971 + Penalty 1179.526100 = -49804.190870 nChanged 1 SP:Iteration 11Q (71.873166 sec): 3 clusters Score: Raw -50984.265017 + Penalty 1179.526100 = -49804.738917 nChanged 0 SP:Iteration 12F (71.874308 sec): 3 clusters Score: Raw -50984.265017 + Penalty 1179.526100 = -49804.738917 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 8 (10407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.920398 sec): 2 clusters Score: Raw -893426.851377 + Penalty 261.359812 = -893165.491565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.939940 sec): 3 clusters Score: Raw -886467.505538 + Penalty 518.967334 = -885948.538204 nChanged 4888 SP:Iteration 1F (71.959796 sec): 3 clusters Score: Raw -888833.071619 + Penalty 517.382827 = -888315.688792 nChanged 1423 SP:Iteration 2F (71.979075 sec): 3 clusters Score: Raw -889467.028205 + Penalty 521.142081 = -888945.886124 nChanged 655 SP:Iteration 3F (71.998016 sec): 3 clusters Score: Raw -889718.546671 + Penalty 531.384484 = -889187.162188 nChanged 525 SP:Iteration 4F (72.018053 sec): 3 clusters Score: Raw -889980.463062 + Penalty 547.869782 = -889432.593280 nChanged 552 SP:Iteration 5F (72.037338 sec): 3 clusters Score: Raw -890346.938365 + Penalty 569.214561 = -889777.723804 nChanged 617 SP:Iteration 6F (72.056483 sec): 3 clusters Score: Raw -890799.471573 + Penalty 589.075808 = -890210.395766 nChanged 594 SP:Iteration 7F (72.075947 sec): 3 clusters Score: Raw -891224.332086 + Penalty 608.302541 = -890616.029545 nChanged 525 SP:Iteration 8F (72.094755 sec): 3 clusters Score: Raw -891540.834702 + Penalty 627.952875 = -890912.881827 nChanged 471 SP:Iteration 9Q (72.114969 sec): 3 clusters Score: Raw -891808.983228 + Penalty 650.687013 = -891158.296216 nChanged 436 SP:Iteration 10F (72.133949 sec): 3 clusters Score: Raw -892070.001584 + Penalty 681.587541 = -891388.414043 nChanged 440 SP:Iteration 11Q (72.151901 sec): 3 clusters Score: Raw -892375.214390 + Penalty 730.798152 = -891644.416238 nChanged 442 SP:Iteration 12Q (72.168807 sec): 3 clusters Score: Raw -892737.053148 + Penalty 797.434873 = -891939.618275 nChanged 359 SP:Iteration 13Q (72.185583 sec): 3 clusters Score: Raw -893053.050221 + Penalty 867.868573 = -892185.181648 nChanged 218 SP:Iteration 14Q (72.201498 sec): 3 clusters Score: Raw -893246.729255 + Penalty 949.773996 = -892296.955258 nChanged 123 SP:Iteration 15Q (72.217723 sec): 3 clusters Score: Raw -893366.313164 + Penalty 994.355380 = -892371.957783 nChanged 47 SP:Iteration 16Q (72.233174 sec): 3 clusters Score: Raw -893409.403281 + Penalty 1045.641226 = -892363.762055 nChanged 28 SP:Iteration 17F (72.252372 sec): 3 clusters Score: Raw -893437.169343 + Penalty 1065.814274 = -892371.355069 nChanged 13 SP:Iteration 18Q (72.267139 sec): 3 clusters Score: Raw -893452.711535 + Penalty 1074.890542 = -892377.820993 nChanged 4 SP:Iteration 19Q (72.281878 sec): 3 clusters Score: Raw -893456.477586 + Penalty 1074.890542 = -892381.587045 nChanged 0 SP:Iteration 20F (72.300517 sec): 3 clusters Score: Raw -893456.477586 + Penalty 1074.890542 = -892381.587045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 9 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.308487 sec): 2 clusters Score: Raw -56854.191238 + Penalty 691.033351 = -56163.157887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.309711 sec): 3 clusters Score: Raw -56657.027033 + Penalty 1382.283307 = -55274.743726 nChanged 186 SP:Iteration 1F (72.310915 sec): 3 clusters Score: Raw -56790.544555 + Penalty 1384.588901 = -55405.955654 nChanged 45 SP:Iteration 2F (72.312118 sec): 3 clusters Score: Raw -56829.972648 + Penalty 1388.379962 = -55441.592686 nChanged 41 SP:Iteration 3F (72.313346 sec): 3 clusters Score: Raw -56885.615654 + Penalty 1390.991640 = -55494.624014 nChanged 35 SP:Iteration 4F (72.314558 sec): 3 clusters Score: Raw -56920.579206 + Penalty 1392.944452 = -55527.634754 nChanged 24 SP:Iteration 5Q (72.315748 sec): 3 clusters Score: Raw -56947.769942 + Penalty 1393.129348 = -55554.640594 nChanged 20 SP:Iteration 6Q (72.316946 sec): 3 clusters Score: Raw -56961.075931 + Penalty 1394.549820 = -55566.526111 nChanged 12 SP:Iteration 7Q (72.318225 sec): 3 clusters Score: Raw -56977.139137 + Penalty 1396.379844 = -55580.759292 nChanged 15 SP:Iteration 8Q (72.319476 sec): 3 clusters Score: Raw -56989.988941 + Penalty 1397.538489 = -55592.450453 nChanged 10 SP:Iteration 9Q (72.320725 sec): 3 clusters Score: Raw -56998.822319 + Penalty 1397.998436 = -55600.823883 nChanged 4 SP:Iteration 10F (72.321990 sec): 3 clusters Score: Raw -57002.528298 + Penalty 1398.763898 = -55603.764400 nChanged 3 SP:Iteration 11Q (72.323297 sec): 3 clusters Score: Raw -57004.870827 + Penalty 1399.745564 = -55605.125262 nChanged 2 SP:Iteration 12Q (72.324545 sec): 3 clusters Score: Raw -57004.992349 + Penalty 1400.759918 = -55604.232432 nChanged 1 SP:Iteration 13F (72.325818 sec): 3 clusters Score: Raw -57005.337481 + Penalty 1401.065062 = -55604.272419 nChanged 1 SP:Iteration 14Q (72.327027 sec): 3 clusters Score: Raw -57005.292362 + Penalty 1401.065062 = -55604.227300 nChanged 0 SP:Iteration 15F (72.328237 sec): 3 clusters Score: Raw -57005.292362 + Penalty 1401.065062 = -55604.227300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.329161 sec): 2 clusters Score: Raw -13750.522699 + Penalty 572.060713 = -13178.461987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.329645 sec): 3 clusters Score: Raw -13754.695708 + Penalty 1144.022313 = -12610.673396 nChanged 22 SP:Iteration 1F (72.330120 sec): 3 clusters Score: Raw -13806.866011 + Penalty 1145.243764 = -12661.622246 nChanged 9 SP:Iteration 2F (72.330632 sec): 3 clusters Score: Raw -13823.273106 + Penalty 1145.698845 = -12677.574262 nChanged 3 SP:Iteration 3Q (72.331102 sec): 3 clusters Score: Raw -13832.325999 + Penalty 1145.561913 = -12686.764086 nChanged 2 SP:Iteration 4Q (72.331568 sec): 3 clusters Score: Raw -13834.995629 + Penalty 1145.771203 = -12689.224426 nChanged 1 SP:Iteration 5Q (72.332034 sec): 3 clusters Score: Raw -13836.783447 + Penalty 1145.771203 = -12691.012244 nChanged 0 SP:Iteration 6F (72.332517 sec): 3 clusters Score: Raw -13836.783447 + Penalty 1145.771203 = -12691.012244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.336338 sec): 2 clusters Score: Raw -64884.558420 + Penalty 292.240768 = -64592.317652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.337905 sec): 3 clusters Score: Raw -64488.624274 + Penalty 585.613536 = -63903.010738 nChanged 284 SP:Iteration 1F (72.339433 sec): 3 clusters Score: Raw -64651.334409 + Penalty 587.358526 = -64063.975883 nChanged 63 SP:Iteration 2F (72.340931 sec): 3 clusters Score: Raw -64688.247793 + Penalty 587.829129 = -64100.418665 nChanged 40 SP:Iteration 3F (72.342371 sec): 3 clusters Score: Raw -64716.330185 + Penalty 590.314589 = -64126.015595 nChanged 37 SP:Iteration 4F (72.343774 sec): 3 clusters Score: Raw -64744.720946 + Penalty 591.269741 = -64153.451205 nChanged 32 SP:Iteration 5Q (72.345207 sec): 3 clusters Score: Raw -64765.602659 + Penalty 593.657704 = -64171.944955 nChanged 28 SP:Iteration 6Q (72.346623 sec): 3 clusters Score: Raw -64792.467968 + Penalty 597.884428 = -64194.583540 nChanged 32 SP:Iteration 7Q (72.348031 sec): 3 clusters Score: Raw -64834.683097 + Penalty 601.764866 = -64232.918231 nChanged 27 SP:Iteration 8Q (72.349441 sec): 3 clusters Score: Raw -64878.433447 + Penalty 605.348526 = -64273.084921 nChanged 25 SP:Iteration 9Q (72.350802 sec): 3 clusters Score: Raw -64900.134438 + Penalty 607.355891 = -64292.778548 nChanged 9 SP:Iteration 10F (72.352216 sec): 3 clusters Score: Raw -64903.828277 + Penalty 608.413549 = -64295.414728 nChanged 4 SP:Iteration 11Q (72.353522 sec): 3 clusters Score: Raw -64904.665473 + Penalty 608.805827 = -64295.859646 nChanged 1 SP:Iteration 12Q (72.354938 sec): 3 clusters Score: Raw -64905.254270 + Penalty 609.146175 = -64296.108095 nChanged 1 SP:Iteration 13Q (72.356349 sec): 3 clusters Score: Raw -64905.352010 + Penalty 609.146175 = -64296.205835 nChanged 0 SP:Iteration 14F (72.357840 sec): 3 clusters Score: Raw -64905.352010 + Penalty 609.146175 = -64296.205835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.359566 sec): 2 clusters Score: Raw -10589.484466 + Penalty 399.670828 = -10189.813639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.359979 sec): 3 clusters Score: Raw -10550.690269 + Penalty 794.793091 = -9755.897177 nChanged 16 SP:Iteration 1F (72.360384 sec): 3 clusters Score: Raw -10567.827590 + Penalty 794.522965 = -9773.304625 nChanged 5 SP:Iteration 2Q (72.360789 sec): 3 clusters Score: Raw -10573.099564 + Penalty 794.522965 = -9778.576599 nChanged 0 SP:Iteration 3F (72.361192 sec): 3 clusters Score: Raw -10573.099564 + Penalty 794.522965 = -9778.576599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 14 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.362529 sec): 2 clusters Score: Raw -22781.499668 + Penalty 275.854490 = -22505.645178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.363230 sec): 3 clusters Score: Raw -22689.923418 + Penalty 552.528448 = -22137.394970 nChanged 83 SP:Iteration 1F (72.363916 sec): 3 clusters Score: Raw -22763.416421 + Penalty 551.362218 = -22212.054204 nChanged 29 SP:Iteration 2F (72.364601 sec): 3 clusters Score: Raw -22789.337104 + Penalty 550.525628 = -22238.811476 nChanged 17 SP:Iteration 3F (72.365285 sec): 3 clusters Score: Raw -22804.525680 + Penalty 549.926722 = -22254.598959 nChanged 8 SP:Iteration 4Q (72.365951 sec): 3 clusters Score: Raw -22807.196738 + Penalty 549.853171 = -22257.343566 nChanged 3 SP:Iteration 5Q (72.366619 sec): 3 clusters Score: Raw -22807.726619 + Penalty 549.853171 = -22257.873448 nChanged 0 SP:Iteration 6F (72.367279 sec): 3 clusters Score: Raw -22807.726619 + Penalty 549.853171 = -22257.873448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.367789 sec): 2 clusters Score: Raw -856.826637 + Penalty 151.693294 = -705.133343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.368022 sec): 3 clusters Score: Raw -889.975377 + Penalty 310.378509 = -579.596867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.368986 sec): 2 clusters Score: Raw -14910.206091 + Penalty 425.084972 = -14485.121119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.369513 sec): 3 clusters Score: Raw -14881.382734 + Penalty 861.519504 = -14019.863230 nChanged 34 SP:Iteration 1F (72.370034 sec): 3 clusters Score: Raw -14923.918342 + Penalty 867.854036 = -14056.064306 nChanged 10 SP:Iteration 2F (72.370549 sec): 3 clusters Score: Raw -14945.823105 + Penalty 876.017770 = -14069.805335 nChanged 6 SP:Iteration 3Q (72.371055 sec): 3 clusters Score: Raw -14960.740080 + Penalty 879.567875 = -14081.172205 nChanged 4 SP:Iteration 4Q (72.371557 sec): 3 clusters Score: Raw -14968.581825 + Penalty 882.878341 = -14085.703485 nChanged 1 SP:Iteration 5Q (72.372054 sec): 3 clusters Score: Raw -14969.299045 + Penalty 883.313415 = -14085.985630 nChanged 1 SP:Iteration 6Q (72.372550 sec): 3 clusters Score: Raw -14972.426307 + Penalty 883.313415 = -14089.112892 nChanged 0 SP:Iteration 7F (72.373068 sec): 3 clusters Score: Raw -14972.426307 + Penalty 883.313415 = -14089.112892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.373953 sec): 2 clusters Score: Raw -8198.040860 + Penalty 228.320407 = -7969.720453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.374335 sec): 3 clusters Score: Raw -8183.357307 + Penalty 463.749547 = -7719.607760 nChanged 19 SP:Iteration 1F (72.374708 sec): 3 clusters Score: Raw -8206.436816 + Penalty 467.427874 = -7739.008943 nChanged 3 SP:Iteration 2Q (72.375078 sec): 3 clusters Score: Raw -8211.449428 + Penalty 472.162141 = -7739.287287 nChanged 3 SP:Iteration 3Q (72.375446 sec): 3 clusters Score: Raw -8214.308249 + Penalty 473.622772 = -7740.685477 nChanged 2 SP:Iteration 4Q (72.375811 sec): 3 clusters Score: Raw -8217.455551 + Penalty 473.622772 = -7743.832779 nChanged 0 SP:Iteration 5F (72.376185 sec): 3 clusters Score: Raw -8217.455551 + Penalty 473.622772 = -7743.832779 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.385543 sec): 2 clusters Score: Raw -177812.025664 + Penalty 606.542176 = -177205.483488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.389186 sec): 3 clusters Score: Raw -176744.210883 + Penalty 1207.289087 = -175536.921796 nChanged 786 SP:Iteration 1F (72.392687 sec): 3 clusters Score: Raw -177205.903991 + Penalty 1194.563851 = -176011.340140 nChanged 195 SP:Iteration 2F (72.396224 sec): 3 clusters Score: Raw -177345.176803 + Penalty 1179.865648 = -176165.311155 nChanged 149 SP:Iteration 3F (72.399897 sec): 3 clusters Score: Raw -177466.391707 + Penalty 1166.156969 = -176300.234737 nChanged 111 SP:Iteration 4F (72.403577 sec): 3 clusters Score: Raw -177548.751802 + Penalty 1155.286397 = -176393.465405 nChanged 78 SP:Iteration 5Q (72.407354 sec): 3 clusters Score: Raw -177600.116999 + Penalty 1142.912252 = -176457.204746 nChanged 72 SP:Iteration 6Q (72.411026 sec): 3 clusters Score: Raw -177641.645102 + Penalty 1128.825055 = -176512.820047 nChanged 60 SP:Iteration 7Q (72.414575 sec): 3 clusters Score: Raw -177675.688999 + Penalty 1121.079863 = -176554.609136 nChanged 43 SP:Iteration 8Q (72.418054 sec): 3 clusters Score: Raw -177699.016313 + Penalty 1116.318047 = -176582.698266 nChanged 42 SP:Iteration 9Q (72.421781 sec): 3 clusters Score: Raw -177716.956805 + Penalty 1111.910739 = -176605.046067 nChanged 26 SP:Iteration 10F (72.425570 sec): 3 clusters Score: Raw -177727.287544 + Penalty 1106.362379 = -176620.925165 nChanged 19 SP:Iteration 11Q (72.428947 sec): 3 clusters Score: Raw -177742.922274 + Penalty 1098.204889 = -176644.717384 nChanged 21 SP:Iteration 12Q (72.432359 sec): 3 clusters Score: Raw -177757.840913 + Penalty 1091.965241 = -176665.875671 nChanged 23 SP:Iteration 13Q (72.435629 sec): 3 clusters Score: Raw -177772.628256 + Penalty 1085.698782 = -176686.929475 nChanged 21 SP:Iteration 14Q (72.439198 sec): 3 clusters Score: Raw -177786.003871 + Penalty 1081.008175 = -176704.995696 nChanged 15 SP:Iteration 15Q (72.442437 sec): 3 clusters Score: Raw -177791.433759 + Penalty 1079.543335 = -176711.890424 nChanged 15 SP:Iteration 16Q (72.445653 sec): 3 clusters Score: Raw -177796.243064 + Penalty 1077.932057 = -176718.311007 nChanged 9 SP:Iteration 17Q (72.449017 sec): 3 clusters Score: Raw -177799.022495 + Penalty 1075.264513 = -176723.757983 nChanged 9 SP:Iteration 18Q (72.452269 sec): 3 clusters Score: Raw -177802.060652 + Penalty 1074.774997 = -176727.285655 nChanged 3 SP:Iteration 19Q (72.455544 sec): 3 clusters Score: Raw -177802.779864 + Penalty 1071.703135 = -176731.076729 nChanged 4 SP:Iteration 20F (72.459056 sec): 3 clusters Score: Raw -177804.930753 + Penalty 1071.907085 = -176733.023668 nChanged 1 SP:Iteration 21Q (72.462272 sec): 3 clusters Score: Raw -177804.922682 + Penalty 1071.907085 = -176733.015597 nChanged 0 SP:Iteration 22F (72.465755 sec): 3 clusters Score: Raw -177804.922682 + Penalty 1071.907085 = -176733.015597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 20 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.475989 sec): 2 clusters Score: Raw -145681.518377 + Penalty 508.677873 = -145172.840504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.478985 sec): 3 clusters Score: Raw -144805.978040 + Penalty 1022.935446 = -143783.042594 nChanged 628 SP:Iteration 1F (72.481908 sec): 3 clusters Score: Raw -145200.153315 + Penalty 1030.301523 = -144169.851792 nChanged 174 SP:Iteration 2F (72.484771 sec): 3 clusters Score: Raw -145373.416989 + Penalty 1035.755412 = -144337.661577 nChanged 138 SP:Iteration 3F (72.487655 sec): 3 clusters Score: Raw -145492.240557 + Penalty 1041.275291 = -144450.965266 nChanged 97 SP:Iteration 4F (72.490550 sec): 3 clusters Score: Raw -145551.210911 + Penalty 1045.176204 = -144506.034707 nChanged 55 SP:Iteration 5Q (72.493317 sec): 3 clusters Score: Raw -145578.357601 + Penalty 1048.650291 = -144529.707309 nChanged 39 SP:Iteration 6Q (72.496046 sec): 3 clusters Score: Raw -145603.727439 + Penalty 1051.325105 = -144552.402334 nChanged 48 SP:Iteration 7Q (72.498810 sec): 3 clusters Score: Raw -145630.691198 + Penalty 1054.603405 = -144576.087793 nChanged 32 SP:Iteration 8Q (72.501574 sec): 3 clusters Score: Raw -145653.650983 + Penalty 1056.902762 = -144596.748221 nChanged 31 SP:Iteration 9Q (72.504387 sec): 3 clusters Score: Raw -145670.216924 + Penalty 1056.988823 = -144613.228101 nChanged 25 SP:Iteration 10F (72.507327 sec): 3 clusters Score: Raw -145681.802207 + Penalty 1058.973524 = -144622.828683 nChanged 22 SP:Iteration 11Q (72.510095 sec): 3 clusters Score: Raw -145689.115480 + Penalty 1059.509414 = -144629.606066 nChanged 15 SP:Iteration 12Q (72.512824 sec): 3 clusters Score: Raw -145694.089830 + Penalty 1060.510953 = -144633.578877 nChanged 15 SP:Iteration 13Q (72.515510 sec): 3 clusters Score: Raw -145698.469102 + Penalty 1060.943831 = -144637.525270 nChanged 11 SP:Iteration 14Q (72.518292 sec): 3 clusters Score: Raw -145703.588883 + Penalty 1062.015510 = -144641.573373 nChanged 12 SP:Iteration 15Q (72.521024 sec): 3 clusters Score: Raw -145706.871199 + Penalty 1063.311000 = -144643.560199 nChanged 11 SP:Iteration 16Q (72.523969 sec): 3 clusters Score: Raw -145709.430489 + Penalty 1065.206679 = -144644.223810 nChanged 10 SP:Iteration 17Q (72.526785 sec): 3 clusters Score: Raw -145712.068159 + Penalty 1067.880267 = -144644.187892 nChanged 16 SP:Iteration 18F (72.529595 sec): 3 clusters Score: Raw -145721.759505 + Penalty 1073.056428 = -144648.703077 nChanged 24 SP:Iteration 19Q (72.532304 sec): 3 clusters Score: Raw -145730.372794 + Penalty 1075.847083 = -144654.525711 nChanged 18 SP:Iteration 20F (72.535144 sec): 3 clusters Score: Raw -145736.104388 + Penalty 1079.420191 = -144656.684196 nChanged 14 SP:Iteration 21Q (72.537872 sec): 3 clusters Score: Raw -145743.120563 + Penalty 1082.997156 = -144660.123407 nChanged 21 SP:Iteration 22Q (72.540763 sec): 3 clusters Score: Raw -145752.804848 + Penalty 1086.142308 = -144666.662540 nChanged 14 SP:Iteration 23Q (72.543476 sec): 3 clusters Score: Raw -145755.851454 + Penalty 1087.259561 = -144668.591893 nChanged 5 SP:Iteration 24Q (72.546129 sec): 3 clusters Score: Raw -145756.351436 + Penalty 1088.054785 = -144668.296651 nChanged 2 SP:Iteration 25F (72.548930 sec): 3 clusters Score: Raw -145756.449068 + Penalty 1088.716468 = -144667.732600 nChanged 2 SP:Iteration 26F (72.551762 sec): 3 clusters Score: Raw -145756.589115 + Penalty 1090.112331 = -144666.476784 nChanged 3 SP:Iteration 27F (72.554666 sec): 3 clusters Score: Raw -145757.023054 + Penalty 1090.742324 = -144666.280731 nChanged 3 SP:Iteration 28F (72.557486 sec): 3 clusters Score: Raw -145757.529326 + Penalty 1091.643741 = -144665.885586 nChanged 2 SP:Iteration 29F (72.560285 sec): 3 clusters Score: Raw -145757.708627 + Penalty 1092.089155 = -144665.619472 nChanged 1 SP:Iteration 30F (72.563119 sec): 3 clusters Score: Raw -145757.839065 + Penalty 1092.089155 = -144665.749911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 21 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.565113 sec): 2 clusters Score: Raw -33996.692881 + Penalty 377.833782 = -33618.859098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.565944 sec): 3 clusters Score: Raw -33831.287943 + Penalty 759.916157 = -33071.371786 nChanged 118 SP:Iteration 1F (72.566767 sec): 3 clusters Score: Raw -33931.596242 + Penalty 767.243756 = -33164.352485 nChanged 35 SP:Iteration 2F (72.567585 sec): 3 clusters Score: Raw -33973.560642 + Penalty 770.998444 = -33202.562198 nChanged 20 SP:Iteration 3F (72.568406 sec): 3 clusters Score: Raw -33991.848674 + Penalty 775.837751 = -33216.010924 nChanged 17 SP:Iteration 4Q (72.569212 sec): 3 clusters Score: Raw -34007.124848 + Penalty 778.030157 = -33229.094692 nChanged 9 SP:Iteration 5Q (72.570019 sec): 3 clusters Score: Raw -34015.355976 + Penalty 778.116922 = -33237.239054 nChanged 4 SP:Iteration 6Q (72.570884 sec): 3 clusters Score: Raw -34018.228341 + Penalty 779.001586 = -33239.226755 nChanged 2 SP:Iteration 7Q (72.571720 sec): 3 clusters Score: Raw -34019.804529 + Penalty 780.164597 = -33239.639933 nChanged 2 SP:Iteration 8Q (72.572548 sec): 3 clusters Score: Raw -34020.311776 + Penalty 781.034162 = -33239.277614 nChanged 1 SP:Iteration 9F (72.573405 sec): 3 clusters Score: Raw -34020.871336 + Penalty 781.034162 = -33239.837174 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 22 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.579189 sec): 2 clusters Score: Raw -173341.462752 + Penalty 575.399306 = -172766.063446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.582505 sec): 3 clusters Score: Raw -172329.029598 + Penalty 1141.718846 = -171187.310752 nChanged 743 SP:Iteration 1F (72.585794 sec): 3 clusters Score: Raw -172735.861439 + Penalty 1139.879917 = -171595.981522 nChanged 139 SP:Iteration 2F (72.589094 sec): 3 clusters Score: Raw -172809.997944 + Penalty 1138.129901 = -171671.868043 nChanged 93 SP:Iteration 3F (72.592300 sec): 3 clusters Score: Raw -172852.443859 + Penalty 1135.687872 = -171716.755986 nChanged 69 SP:Iteration 4Q (72.595500 sec): 3 clusters Score: Raw -172880.592793 + Penalty 1132.630664 = -171747.962128 nChanged 56 SP:Iteration 5Q (72.598997 sec): 3 clusters Score: Raw -172911.029037 + Penalty 1129.622482 = -171781.406555 nChanged 56 SP:Iteration 6Q (72.602481 sec): 3 clusters Score: Raw -172940.630617 + Penalty 1125.210385 = -171815.420233 nChanged 59 SP:Iteration 7Q (72.605959 sec): 3 clusters Score: Raw -172966.486504 + Penalty 1120.793655 = -171845.692849 nChanged 59 SP:Iteration 8Q (72.609361 sec): 3 clusters Score: Raw -172994.669040 + Penalty 1114.707960 = -171879.961081 nChanged 59 SP:Iteration 9Q (72.612654 sec): 3 clusters Score: Raw -173030.303640 + Penalty 1105.225641 = -171925.078000 nChanged 77 SP:Iteration 10F (72.615939 sec): 3 clusters Score: Raw -173084.885681 + Penalty 1094.803381 = -171990.082300 nChanged 77 SP:Iteration 11Q (72.619100 sec): 3 clusters Score: Raw -173133.594481 + Penalty 1088.425397 = -172045.169084 nChanged 64 SP:Iteration 12Q (72.622289 sec): 3 clusters Score: Raw -173177.336285 + Penalty 1083.039656 = -172094.296629 nChanged 66 SP:Iteration 13Q (72.625456 sec): 3 clusters Score: Raw -173222.606634 + Penalty 1076.695099 = -172145.911535 nChanged 60 SP:Iteration 14Q (72.628539 sec): 3 clusters Score: Raw -173265.305699 + Penalty 1078.258655 = -172187.047044 nChanged 37 SP:Iteration 15Q (72.631495 sec): 3 clusters Score: Raw -173292.095549 + Penalty 1082.019674 = -172210.075875 nChanged 45 SP:Iteration 16Q (72.634410 sec): 3 clusters Score: Raw -173323.121174 + Penalty 1083.288279 = -172239.832894 nChanged 28 SP:Iteration 17Q (72.637378 sec): 3 clusters Score: Raw -173342.903431 + Penalty 1083.473282 = -172259.430148 nChanged 12 SP:Iteration 18Q (72.640480 sec): 3 clusters Score: Raw -173350.070130 + Penalty 1083.240431 = -172266.829699 nChanged 8 SP:Iteration 19Q (72.643401 sec): 3 clusters Score: Raw -173354.011056 + Penalty 1085.074477 = -172268.936579 nChanged 6 SP:Iteration 20F (72.646588 sec): 3 clusters Score: Raw -173355.520238 + Penalty 1088.017168 = -172267.503070 nChanged 4 SP:Iteration 21F (72.649782 sec): 3 clusters Score: Raw -173355.474359 + Penalty 1087.252844 = -172268.221514 nChanged 5 SP:Iteration 22Q (72.652617 sec): 3 clusters Score: Raw -173357.706890 + Penalty 1091.209476 = -172266.497414 nChanged 5 SP:Iteration 23F (72.655831 sec): 3 clusters Score: Raw -173358.789941 + Penalty 1094.647291 = -172264.142650 nChanged 2 SP:Iteration 24F (72.659108 sec): 3 clusters Score: Raw -173359.223461 + Penalty 1093.490051 = -172265.733411 nChanged 2 SP:Iteration 25Q (72.661948 sec): 3 clusters Score: Raw -173360.354038 + Penalty 1095.163607 = -172265.190431 nChanged 2 SP:Iteration 26F (72.665168 sec): 3 clusters Score: Raw -173361.178801 + Penalty 1095.817507 = -172265.361294 nChanged 1 SP:Iteration 27Q (72.668013 sec): 3 clusters Score: Raw -173361.284684 + Penalty 1095.817507 = -172265.467177 nChanged 0 SP:Iteration 28F (72.671284 sec): 3 clusters Score: Raw -173361.284684 + Penalty 1095.817507 = -172265.467177 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 23 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.675295 sec): 2 clusters Score: Raw -98892.684934 + Penalty 502.254483 = -98390.430451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.677480 sec): 3 clusters Score: Raw -98315.586579 + Penalty 1006.870564 = -97308.716015 nChanged 403 SP:Iteration 1F (72.679511 sec): 3 clusters Score: Raw -98533.571850 + Penalty 1009.904260 = -97523.667590 nChanged 88 SP:Iteration 2F (72.681486 sec): 3 clusters Score: Raw -98580.815001 + Penalty 1012.159516 = -97568.655486 nChanged 54 SP:Iteration 3F (72.683469 sec): 3 clusters Score: Raw -98609.997805 + Penalty 1016.499476 = -97593.498330 nChanged 51 SP:Iteration 4Q (72.685447 sec): 3 clusters Score: Raw -98638.310957 + Penalty 1025.130993 = -97613.179963 nChanged 50 SP:Iteration 5Q (72.687418 sec): 3 clusters Score: Raw -98677.667123 + Penalty 1037.743114 = -97639.924009 nChanged 54 SP:Iteration 6F (72.689475 sec): 3 clusters Score: Raw -98724.913724 + Penalty 1051.320733 = -97673.592991 nChanged 52 SP:Iteration 7Q (72.691465 sec): 3 clusters Score: Raw -98770.199424 + Penalty 1071.038068 = -97699.161355 nChanged 44 SP:Iteration 8Q (72.693399 sec): 3 clusters Score: Raw -98811.884318 + Penalty 1092.872485 = -97719.011833 nChanged 52 SP:Iteration 9Q (72.695314 sec): 3 clusters Score: Raw -98864.175255 + Penalty 1111.983514 = -97752.191741 nChanged 27 SP:Iteration 10F (72.697315 sec): 3 clusters Score: Raw -98888.982229 + Penalty 1131.833478 = -97757.148751 nChanged 18 SP:Iteration 11Q (72.699209 sec): 3 clusters Score: Raw -98903.112305 + Penalty 1142.539507 = -97760.572797 nChanged 14 SP:Iteration 12Q (72.701048 sec): 3 clusters Score: Raw -98919.585238 + Penalty 1146.669166 = -97772.916072 nChanged 3 SP:Iteration 13Q (72.702799 sec): 3 clusters Score: Raw -98926.120731 + Penalty 1151.306888 = -97774.813843 nChanged 2 SP:Iteration 14Q (72.704545 sec): 3 clusters Score: Raw -98928.529077 + Penalty 1154.976035 = -97773.553043 nChanged 2 SP:Iteration 15F (72.706627 sec): 3 clusters Score: Raw -98930.828567 + Penalty 1153.327972 = -97777.500595 nChanged 2 SP:Iteration 16Q (72.708470 sec): 3 clusters Score: Raw -98932.150050 + Penalty 1151.504976 = -97780.645074 nChanged 2 SP:Iteration 17Q (72.710252 sec): 3 clusters Score: Raw -98934.263676 + Penalty 1155.886667 = -97778.377009 nChanged 2 SP:Iteration 18F (72.712247 sec): 3 clusters Score: Raw -98935.787261 + Penalty 1160.655253 = -97775.132008 nChanged 1 SP:Iteration 19F (72.714269 sec): 3 clusters Score: Raw -98937.798528 + Penalty 1164.773562 = -97773.024966 nChanged 1 SP:Iteration 20F (72.716270 sec): 3 clusters Score: Raw -98938.108633 + Penalty 1164.773562 = -97773.335071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.717354 sec): 2 clusters Score: Raw -2467.454103 + Penalty 35.188602 = -2432.265501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.717588 sec): 3 clusters Score: Raw -2478.234752 + Penalty 69.971411 = -2408.263341 nChanged 7 SP:Iteration 1F (72.717810 sec): 3 clusters Score: Raw -2484.880247 + Penalty 70.054499 = -2414.825748 nChanged 1 SP:Iteration 2Q (72.718024 sec): 3 clusters Score: Raw -2485.086818 + Penalty 70.054499 = -2415.032319 nChanged 0 SP:Iteration 3F (72.718240 sec): 3 clusters Score: Raw -2485.086818 + Penalty 70.054499 = -2415.032319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 25 (2111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.728564 sec): 2 clusters Score: Raw -186962.737425 + Penalty 298.309990 = -186664.427435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.732534 sec): 3 clusters Score: Raw -185635.224277 + Penalty 593.400946 = -185041.823331 nChanged 926 SP:Iteration 1F (72.736366 sec): 3 clusters Score: Raw -186378.781303 + Penalty 588.984138 = -185789.797165 nChanged 348 SP:Iteration 2F (72.740443 sec): 3 clusters Score: Raw -186673.304523 + Penalty 585.527498 = -186087.777025 nChanged 166 SP:Iteration 3F (72.744381 sec): 3 clusters Score: Raw -186835.240930 + Penalty 583.412279 = -186251.828651 nChanged 120 SP:Iteration 4F (72.748190 sec): 3 clusters Score: Raw -186950.286847 + Penalty 584.666923 = -186365.619924 nChanged 67 SP:Iteration 5Q (72.751955 sec): 3 clusters Score: Raw -186991.165960 + Penalty 586.442881 = -186404.723079 nChanged 49 SP:Iteration 6Q (72.755743 sec): 3 clusters Score: Raw -187015.654174 + Penalty 588.524179 = -186427.129995 nChanged 31 SP:Iteration 7Q (72.759427 sec): 3 clusters Score: Raw -187025.741678 + Penalty 589.790958 = -186435.950720 nChanged 17 SP:Iteration 8Q (72.762953 sec): 3 clusters Score: Raw -187029.732247 + Penalty 589.881489 = -186439.850758 nChanged 11 SP:Iteration 9Q (72.766519 sec): 3 clusters Score: Raw -187031.741010 + Penalty 590.654375 = -186441.086635 nChanged 10 SP:Iteration 10F (72.770401 sec): 3 clusters Score: Raw -187033.419346 + Penalty 591.740736 = -186441.678609 nChanged 10 SP:Iteration 11Q (72.774237 sec): 3 clusters Score: Raw -187035.178262 + Penalty 590.316894 = -186444.861368 nChanged 8 SP:Iteration 12Q (72.777894 sec): 3 clusters Score: Raw -187036.365198 + Penalty 592.126582 = -186444.238616 nChanged 7 SP:Iteration 13F (72.781853 sec): 3 clusters Score: Raw -187037.297688 + Penalty 590.370088 = -186446.927600 nChanged 6 SP:Iteration 14Q (72.785497 sec): 3 clusters Score: Raw -187039.764666 + Penalty 588.752783 = -186451.011883 nChanged 11 SP:Iteration 15Q (72.789108 sec): 3 clusters Score: Raw -187043.578799 + Penalty 591.280751 = -186452.298048 nChanged 12 SP:Iteration 16Q (72.792607 sec): 3 clusters Score: Raw -187046.577543 + Penalty 592.055903 = -186454.521640 nChanged 7 SP:Iteration 17Q (72.796090 sec): 3 clusters Score: Raw -187048.545793 + Penalty 590.621953 = -186457.923840 nChanged 7 SP:Iteration 18Q (72.799556 sec): 3 clusters Score: Raw -187050.964196 + Penalty 594.706981 = -186456.257216 nChanged 8 SP:Iteration 19F (72.803343 sec): 3 clusters Score: Raw -187052.577321 + Penalty 594.296174 = -186458.281147 nChanged 4 SP:Iteration 20F (72.807497 sec): 3 clusters Score: Raw -187052.957209 + Penalty 596.300206 = -186456.657003 nChanged 3 SP:Iteration 21F (72.811275 sec): 3 clusters Score: Raw -187053.286409 + Penalty 597.179791 = -186456.106618 nChanged 1 SP:Iteration 22F (72.815171 sec): 3 clusters Score: Raw -187053.360773 + Penalty 596.801499 = -186456.559274 nChanged 2 SP:Iteration 23Q (72.818666 sec): 3 clusters Score: Raw -187053.628114 + Penalty 600.181792 = -186453.446322 nChanged 5 SP:Iteration 24F (72.822600 sec): 3 clusters Score: Raw -187054.504124 + Penalty 607.410349 = -186447.093775 nChanged 7 SP:Iteration 25F (72.826680 sec): 3 clusters Score: Raw -187056.994089 + Penalty 615.981726 = -186441.012363 nChanged 10 SP:Iteration 26F (72.830634 sec): 3 clusters Score: Raw -187059.323920 + Penalty 622.185926 = -186437.137994 nChanged 7 SP:Iteration 27F (72.834688 sec): 3 clusters Score: Raw -187061.708501 + Penalty 631.821350 = -186429.887152 nChanged 6 SP:Iteration 28F (72.838588 sec): 3 clusters Score: Raw -187063.336207 + Penalty 636.389714 = -186426.946493 nChanged 4 SP:Iteration 29F (72.842628 sec): 3 clusters Score: Raw -187063.965160 + Penalty 642.924017 = -186421.041143 nChanged 4 SP:Iteration 30F (72.846437 sec): 3 clusters Score: Raw -187065.021542 + Penalty 655.511286 = -186409.510256 nChanged 7 SP:Iteration 31F (72.850220 sec): 3 clusters Score: Raw -187067.736971 + Penalty 671.926437 = -186395.810534 nChanged 8 SP:Iteration 32F (72.854004 sec): 3 clusters Score: Raw -187073.791555 + Penalty 695.538738 = -186378.252817 nChanged 9 SP:Iteration 33F (72.857901 sec): 3 clusters Score: Raw -187080.186937 + Penalty 719.928832 = -186360.258106 nChanged 6 SP:Iteration 34F (72.861745 sec): 3 clusters Score: Raw -187087.985330 + Penalty 740.191533 = -186347.793797 nChanged 5 SP:Iteration 35F (72.865546 sec): 3 clusters Score: Raw -187091.710612 + Penalty 748.909469 = -186342.801143 nChanged 3 SP:Iteration 36F (72.869452 sec): 3 clusters Score: Raw -187092.792745 + Penalty 748.909469 = -186343.883277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 26 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.873923 sec): 2 clusters Score: Raw -38060.247920 + Penalty 506.327032 = -37553.920888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.874902 sec): 3 clusters Score: Raw -37917.522720 + Penalty 1016.461581 = -36901.061138 nChanged 118 SP:Iteration 1F (72.875863 sec): 3 clusters Score: Raw -38002.839433 + Penalty 1019.381075 = -36983.458357 nChanged 35 SP:Iteration 2F (72.876783 sec): 3 clusters Score: Raw -38027.136454 + Penalty 1021.119844 = -37006.016610 nChanged 19 SP:Iteration 3Q (72.877694 sec): 3 clusters Score: Raw -38045.363885 + Penalty 1022.301974 = -37023.061911 nChanged 10 SP:Iteration 4Q (72.878598 sec): 3 clusters Score: Raw -38052.764156 + Penalty 1023.678699 = -37029.085457 nChanged 9 SP:Iteration 5Q (72.879502 sec): 3 clusters Score: Raw -38058.967650 + Penalty 1024.156899 = -37034.810751 nChanged 5 SP:Iteration 6Q (72.880425 sec): 3 clusters Score: Raw -38061.869228 + Penalty 1024.046018 = -37037.823210 nChanged 2 SP:Iteration 7Q (72.881330 sec): 3 clusters Score: Raw -38062.846344 + Penalty 1024.626057 = -37038.220287 nChanged 1 SP:Iteration 8Q (72.882265 sec): 3 clusters Score: Raw -38062.922940 + Penalty 1024.626057 = -37038.296883 nChanged 0 SP:Iteration 9F (72.883186 sec): 3 clusters Score: Raw -38062.922940 + Penalty 1024.626057 = -37038.296883 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.886471 sec): 2 clusters Score: Raw -59676.666004 + Penalty 227.066676 = -59449.599328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.887829 sec): 3 clusters Score: Raw -59292.285962 + Penalty 453.106387 = -58839.179574 nChanged 265 SP:Iteration 1F (72.889264 sec): 3 clusters Score: Raw -59469.473871 + Penalty 448.962135 = -59020.511735 nChanged 70 SP:Iteration 2F (72.890653 sec): 3 clusters Score: Raw -59560.063983 + Penalty 447.905829 = -59112.158154 nChanged 43 SP:Iteration 3F (72.892018 sec): 3 clusters Score: Raw -59585.340226 + Penalty 446.063878 = -59139.276348 nChanged 17 SP:Iteration 4Q (72.893329 sec): 3 clusters Score: Raw -59596.043314 + Penalty 445.890811 = -59150.152503 nChanged 13 SP:Iteration 5Q (72.894621 sec): 3 clusters Score: Raw -59600.551595 + Penalty 445.040744 = -59155.510850 nChanged 14 SP:Iteration 6Q (72.895907 sec): 3 clusters Score: Raw -59606.590679 + Penalty 444.522108 = -59162.068571 nChanged 14 SP:Iteration 7Q (72.897190 sec): 3 clusters Score: Raw -59612.530288 + Penalty 444.651011 = -59167.879277 nChanged 14 SP:Iteration 8Q (72.898473 sec): 3 clusters Score: Raw -59619.893967 + Penalty 444.203277 = -59175.690690 nChanged 17 SP:Iteration 9Q (72.899750 sec): 3 clusters Score: Raw -59628.404425 + Penalty 444.185323 = -59184.219102 nChanged 12 SP:Iteration 10F (72.901069 sec): 3 clusters Score: Raw -59632.861213 + Penalty 443.673421 = -59189.187792 nChanged 7 SP:Iteration 11Q (72.902339 sec): 3 clusters Score: Raw -59635.369468 + Penalty 442.302714 = -59193.066755 nChanged 7 SP:Iteration 12Q (72.903611 sec): 3 clusters Score: Raw -59637.944689 + Penalty 441.583456 = -59196.361233 nChanged 7 SP:Iteration 13Q (72.904904 sec): 3 clusters Score: Raw -59639.587170 + Penalty 441.483429 = -59198.103741 nChanged 3 SP:Iteration 14Q (72.906266 sec): 3 clusters Score: Raw -59640.197233 + Penalty 441.381803 = -59198.815430 nChanged 3 SP:Iteration 15Q (72.907601 sec): 3 clusters Score: Raw -59640.856656 + Penalty 441.551601 = -59199.305055 nChanged 3 SP:Iteration 16Q (72.908931 sec): 3 clusters Score: Raw -59641.442613 + Penalty 441.579209 = -59199.863404 nChanged 2 SP:Iteration 17Q (72.910236 sec): 3 clusters Score: Raw -59641.844376 + Penalty 441.830950 = -59200.013426 nChanged 4 SP:Iteration 18Q (72.911503 sec): 3 clusters Score: Raw -59643.548530 + Penalty 440.945287 = -59202.603243 nChanged 6 SP:Iteration 19Q (72.912770 sec): 3 clusters Score: Raw -59647.336764 + Penalty 439.181600 = -59208.155165 nChanged 9 SP:Iteration 20F (72.914100 sec): 3 clusters Score: Raw -59652.094917 + Penalty 438.203931 = -59213.890986 nChanged 3 SP:Iteration 21Q (72.915365 sec): 3 clusters Score: Raw -59653.307946 + Penalty 438.147417 = -59215.160530 nChanged 3 SP:Iteration 22Q (72.916627 sec): 3 clusters Score: Raw -59654.828684 + Penalty 437.301903 = -59217.526782 nChanged 3 SP:Iteration 23Q (72.917891 sec): 3 clusters Score: Raw -59655.988223 + Penalty 437.301903 = -59218.686320 nChanged 0 SP:Iteration 24F (72.919231 sec): 3 clusters Score: Raw -59655.988223 + Penalty 437.301903 = -59218.686320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 30 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.920941 sec): 2 clusters Score: Raw -24436.006529 + Penalty 432.467083 = -24003.539446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.921618 sec): 3 clusters Score: Raw -24329.104475 + Penalty 864.578191 = -23464.526284 nChanged 59 SP:Iteration 1F (72.922280 sec): 3 clusters Score: Raw -24390.597670 + Penalty 864.147310 = -23526.450359 nChanged 25 SP:Iteration 2F (72.922976 sec): 3 clusters Score: Raw -24421.748995 + Penalty 863.874590 = -23557.874404 nChanged 13 SP:Iteration 3Q (72.923627 sec): 3 clusters Score: Raw -24432.943353 + Penalty 865.095353 = -23567.848000 nChanged 11 SP:Iteration 4Q (72.924276 sec): 3 clusters Score: Raw -24446.816116 + Penalty 866.019066 = -23580.797050 nChanged 12 SP:Iteration 5Q (72.924922 sec): 3 clusters Score: Raw -24461.024409 + Penalty 865.706650 = -23595.317759 nChanged 7 SP:Iteration 6Q (72.925564 sec): 3 clusters Score: Raw -24468.873611 + Penalty 867.056788 = -23601.816823 nChanged 4 SP:Iteration 7Q (72.926204 sec): 3 clusters Score: Raw -24471.724621 + Penalty 867.666478 = -23604.058143 nChanged 1 SP:Iteration 8Q (72.926842 sec): 3 clusters Score: Raw -24472.049595 + Penalty 867.666478 = -23604.383117 nChanged 0 SP:Iteration 9F (72.927519 sec): 3 clusters Score: Raw -24472.049595 + Penalty 867.666478 = -23604.383117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.928581 sec): 2 clusters Score: Raw -5491.715959 + Penalty 129.278905 = -5362.437054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.928912 sec): 3 clusters Score: Raw -5469.013332 + Penalty 269.600648 = -5199.412683 nChanged 15 SP:Iteration 1F (72.929237 sec): 3 clusters Score: Raw -5487.437909 + Penalty 268.882627 = -5218.555282 nChanged 4 SP:Iteration 2F (72.929561 sec): 3 clusters Score: Raw -5490.400201 + Penalty 266.331703 = -5224.068498 nChanged 1 SP:Iteration 3Q (72.929883 sec): 3 clusters Score: Raw -5491.228240 + Penalty 268.117273 = -5223.110967 nChanged 1 SP:Iteration 4F (72.930208 sec): 3 clusters Score: Raw -5492.058412 + Penalty 268.019007 = -5224.039405 nChanged 1 SP:Iteration 5Q (72.930527 sec): 3 clusters Score: Raw -5494.405033 + Penalty 265.318009 = -5229.087024 nChanged 2 SP:Iteration 6Q (72.930847 sec): 3 clusters Score: Raw -5497.365324 + Penalty 265.318009 = -5232.047315 nChanged 0 SP:Iteration 7F (72.931170 sec): 3 clusters Score: Raw -5497.365324 + Penalty 265.318009 = -5232.047315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.932426 sec): 2 clusters Score: Raw -15886.118494 + Penalty 788.031453 = -15098.087041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.932966 sec): 3 clusters Score: Raw -15961.115878 + Penalty 1574.981578 = -14386.134300 nChanged 15 SP:Iteration 1F (72.933491 sec): 3 clusters Score: Raw -15991.370330 + Penalty 1575.207709 = -14416.162621 nChanged 4 SP:Iteration 2Q (72.933991 sec): 3 clusters Score: Raw -16002.672467 + Penalty 1574.199645 = -14428.472822 nChanged 5 SP:Iteration 3Q (72.934489 sec): 3 clusters Score: Raw -16015.658376 + Penalty 1574.199645 = -14441.458731 nChanged 0 SP:Iteration 4F (72.935011 sec): 3 clusters Score: Raw -16015.658376 + Penalty 1574.199645 = -14441.458731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.936425 sec): 2 clusters Score: Raw -19526.559967 + Penalty 721.624191 = -18804.935776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.937024 sec): 3 clusters Score: Raw -19526.095465 + Penalty 1444.435765 = -18081.659701 nChanged 38 SP:Iteration 1F (72.937613 sec): 3 clusters Score: Raw -19603.137485 + Penalty 1445.143053 = -18157.994432 nChanged 15 SP:Iteration 2F (72.938246 sec): 3 clusters Score: Raw -19640.801210 + Penalty 1444.971349 = -18195.829861 nChanged 5 SP:Iteration 3Q (72.938822 sec): 3 clusters Score: Raw -19648.006759 + Penalty 1444.646179 = -18203.360580 nChanged 1 SP:Iteration 4Q (72.939393 sec): 3 clusters Score: Raw -19650.903060 + Penalty 1444.925032 = -18205.978027 nChanged 2 SP:Iteration 5Q (72.939992 sec): 3 clusters Score: Raw -19657.268998 + Penalty 1444.999850 = -18212.269148 nChanged 3 SP:Iteration 6Q (72.940562 sec): 3 clusters Score: Raw -19665.803050 + Penalty 1444.894687 = -18220.908362 nChanged 3 SP:Iteration 7Q (72.941127 sec): 3 clusters Score: Raw -19673.666013 + Penalty 1444.601312 = -18229.064701 nChanged 1 SP:Iteration 8Q (72.941690 sec): 3 clusters Score: Raw -19675.278490 + Penalty 1444.505534 = -18230.772957 nChanged 2 SP:Iteration 9Q (72.942233 sec): 3 clusters Score: Raw -19686.748082 + Penalty 1443.757702 = -18242.990379 nChanged 3 SP:Iteration 10F (72.942818 sec): 3 clusters Score: Raw -19695.863027 + Penalty 1443.514301 = -18252.348726 nChanged 1 SP:Iteration 11Q (72.943364 sec): 3 clusters Score: Raw -19697.684938 + Penalty 1443.650249 = -18254.034689 nChanged 1 SP:Iteration 12Q (72.943911 sec): 3 clusters Score: Raw -19700.134880 + Penalty 1444.046079 = -18256.088801 nChanged 2 SP:Iteration 13Q (72.944455 sec): 3 clusters Score: Raw -19710.831588 + Penalty 1444.046079 = -18266.785509 nChanged 0 SP:Iteration 14F (72.945039 sec): 3 clusters Score: Raw -19710.831588 + Penalty 1444.046079 = -18266.785509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 35 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.947378 sec): 2 clusters Score: Raw -51041.049945 + Penalty 326.331252 = -50714.718692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.948594 sec): 3 clusters Score: Raw -50735.787711 + Penalty 678.115038 = -50057.672673 nChanged 205 SP:Iteration 1F (72.949811 sec): 3 clusters Score: Raw -50933.095329 + Penalty 673.718822 = -50259.376506 nChanged 66 SP:Iteration 2F (72.951015 sec): 3 clusters Score: Raw -51008.164427 + Penalty 674.235329 = -50333.929098 nChanged 16 SP:Iteration 3Q (72.952199 sec): 3 clusters Score: Raw -51025.792981 + Penalty 667.871447 = -50357.921533 nChanged 10 SP:Iteration 4Q (72.953379 sec): 3 clusters Score: Raw -51043.251534 + Penalty 667.531805 = -50375.719729 nChanged 4 SP:Iteration 5Q (72.954594 sec): 3 clusters Score: Raw -51049.668185 + Penalty 669.760227 = -50379.907958 nChanged 2 SP:Iteration 6Q (72.955754 sec): 3 clusters Score: Raw -51070.288512 + Penalty 672.416324 = -50397.872189 nChanged 4 SP:Iteration 7Q (72.956803 sec): 3 clusters Score: Raw -51076.446902 + Penalty 674.900827 = -50401.546075 nChanged 1 SP:Iteration 8Q (72.957847 sec): 3 clusters Score: Raw -51079.543196 + Penalty 677.270312 = -50402.272884 nChanged 1 SP:Iteration 9Q (72.958846 sec): 3 clusters Score: Raw -51081.448810 + Penalty 677.270312 = -50404.178498 nChanged 0 SP:Iteration 10F (72.960037 sec): 3 clusters Score: Raw -51081.448810 + Penalty 677.270312 = -50404.178498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 36 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.963830 sec): 2 clusters Score: Raw -92400.436678 + Penalty 296.257443 = -92104.179234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.965886 sec): 3 clusters Score: Raw -91819.757378 + Penalty 616.005334 = -91203.752044 nChanged 406 SP:Iteration 1F (72.967901 sec): 3 clusters Score: Raw -92157.494031 + Penalty 638.536147 = -91518.957884 nChanged 124 SP:Iteration 2F (72.969938 sec): 3 clusters Score: Raw -92275.971788 + Penalty 648.750416 = -91627.221372 nChanged 72 SP:Iteration 3F (72.972028 sec): 3 clusters Score: Raw -92338.519893 + Penalty 657.600824 = -91680.919069 nChanged 51 SP:Iteration 4Q (72.974173 sec): 3 clusters Score: Raw -92381.658130 + Penalty 661.121396 = -91720.536733 nChanged 41 SP:Iteration 5Q (72.976253 sec): 3 clusters Score: Raw -92400.569260 + Penalty 661.470275 = -91739.098985 nChanged 20 SP:Iteration 6Q (72.978197 sec): 3 clusters Score: Raw -92408.425278 + Penalty 662.841140 = -91745.584138 nChanged 11 SP:Iteration 7Q (72.980173 sec): 3 clusters Score: Raw -92412.898567 + Penalty 664.467099 = -91748.431469 nChanged 12 SP:Iteration 8Q (72.982154 sec): 3 clusters Score: Raw -92420.592937 + Penalty 665.595249 = -91754.997688 nChanged 7 SP:Iteration 9Q (72.984079 sec): 3 clusters Score: Raw -92421.851354 + Penalty 668.025085 = -91753.826269 nChanged 6 SP:Iteration 10F (72.986110 sec): 3 clusters Score: Raw -92423.864359 + Penalty 669.515868 = -91754.348492 nChanged 7 SP:Iteration 11Q (72.988040 sec): 3 clusters Score: Raw -92426.619596 + Penalty 670.974085 = -91755.645511 nChanged 7 SP:Iteration 12Q (72.989948 sec): 3 clusters Score: Raw -92432.618140 + Penalty 674.936242 = -91757.681898 nChanged 10 SP:Iteration 13Q (72.991895 sec): 3 clusters Score: Raw -92437.772722 + Penalty 674.450110 = -91763.322612 nChanged 9 SP:Iteration 14Q (72.993819 sec): 3 clusters Score: Raw -92441.720866 + Penalty 672.950291 = -91768.770575 nChanged 7 SP:Iteration 15Q (72.995713 sec): 3 clusters Score: Raw -92446.456099 + Penalty 673.007857 = -91773.448241 nChanged 7 SP:Iteration 16Q (72.997566 sec): 3 clusters Score: Raw -92448.600377 + Penalty 672.814289 = -91775.786088 nChanged 5 SP:Iteration 17Q (72.999416 sec): 3 clusters Score: Raw -92452.747235 + Penalty 675.170526 = -91777.576709 nChanged 6 SP:Iteration 18Q (73.001261 sec): 3 clusters Score: Raw -92458.640436 + Penalty 678.679060 = -91779.961376 nChanged 7 SP:Iteration 19Q (73.003098 sec): 3 clusters Score: Raw -92461.979096 + Penalty 681.383876 = -91780.595219 nChanged 3 SP:Iteration 20F (73.005112 sec): 3 clusters Score: Raw -92462.737838 + Penalty 682.286696 = -91780.451142 nChanged 1 SP:Iteration 21F (73.007270 sec): 3 clusters Score: Raw -92463.033353 + Penalty 682.837559 = -91780.195794 nChanged 1 SP:Iteration 22F (73.009406 sec): 3 clusters Score: Raw -92463.092766 + Penalty 683.135695 = -91779.957072 nChanged 1 SP:Iteration 23F (73.011379 sec): 3 clusters Score: Raw -92463.168201 + Penalty 683.135695 = -91780.032506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 37 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.013500 sec): 2 clusters Score: Raw -37868.219437 + Penalty 709.214018 = -37159.005419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.014409 sec): 3 clusters Score: Raw -37738.643068 + Penalty 1414.264784 = -36324.378284 nChanged 95 SP:Iteration 1F (73.015300 sec): 3 clusters Score: Raw -37827.801045 + Penalty 1414.355788 = -36413.445257 nChanged 27 SP:Iteration 2F (73.016188 sec): 3 clusters Score: Raw -37870.863054 + Penalty 1413.889438 = -36456.973615 nChanged 19 SP:Iteration 3Q (73.017063 sec): 3 clusters Score: Raw -37908.194271 + Penalty 1414.100373 = -36494.093898 nChanged 19 SP:Iteration 4Q (73.017926 sec): 3 clusters Score: Raw -37934.446312 + Penalty 1413.651972 = -36520.794340 nChanged 9 SP:Iteration 5Q (73.018787 sec): 3 clusters Score: Raw -37941.579294 + Penalty 1415.128344 = -36526.450950 nChanged 7 SP:Iteration 6Q (73.019642 sec): 3 clusters Score: Raw -37947.382427 + Penalty 1416.199710 = -36531.182717 nChanged 6 SP:Iteration 7Q (73.020495 sec): 3 clusters Score: Raw -37953.515495 + Penalty 1416.957589 = -36536.557906 nChanged 5 SP:Iteration 8Q (73.021348 sec): 3 clusters Score: Raw -37958.880009 + Penalty 1417.188465 = -36541.691544 nChanged 5 SP:Iteration 9Q (73.022200 sec): 3 clusters Score: Raw -37970.894566 + Penalty 1418.996846 = -36551.897720 nChanged 5 SP:Iteration 10F (73.023109 sec): 3 clusters Score: Raw -37975.735303 + Penalty 1419.769125 = -36555.966178 nChanged 2 SP:Iteration 11Q (73.023965 sec): 3 clusters Score: Raw -37977.799886 + Penalty 1420.167206 = -36557.632680 nChanged 1 SP:Iteration 12Q (73.024816 sec): 3 clusters Score: Raw -37978.333288 + Penalty 1421.741608 = -36556.591680 nChanged 4 SP:Iteration 13F (73.025742 sec): 3 clusters Score: Raw -37982.689802 + Penalty 1423.566627 = -36559.123175 nChanged 4 SP:Iteration 14Q (73.026631 sec): 3 clusters Score: Raw -37986.824961 + Penalty 1425.676821 = -36561.148140 nChanged 5 SP:Iteration 15Q (73.027521 sec): 3 clusters Score: Raw -37990.387537 + Penalty 1426.201045 = -36564.186492 nChanged 3 SP:Iteration 16Q (73.028433 sec): 3 clusters Score: Raw -37994.611501 + Penalty 1427.334073 = -36567.277428 nChanged 3 SP:Iteration 17Q (73.029314 sec): 3 clusters Score: Raw -37996.030741 + Penalty 1428.189240 = -36567.841500 nChanged 2 SP:Iteration 18Q (73.030174 sec): 3 clusters Score: Raw -37996.703770 + Penalty 1428.512454 = -36568.191315 nChanged 1 SP:Iteration 19Q (73.031021 sec): 3 clusters Score: Raw -37997.085882 + Penalty 1428.512454 = -36568.573428 nChanged 0 SP:Iteration 20F (73.031905 sec): 3 clusters Score: Raw -37997.085882 + Penalty 1428.512454 = -36568.573428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.033035 sec): 2 clusters Score: Raw -6929.905995 + Penalty 285.458827 = -6644.447168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.033405 sec): 3 clusters Score: Raw -6919.492662 + Penalty 570.917655 = -6348.575007 nChanged 12 SP:Iteration 1F (73.033763 sec): 3 clusters Score: Raw -6943.572013 + Penalty 573.409831 = -6370.162182 nChanged 4 SP:Iteration 2F (73.034123 sec): 3 clusters Score: Raw -6958.315299 + Penalty 573.248068 = -6385.067231 nChanged 4 SP:Iteration 3F (73.034482 sec): 3 clusters Score: Raw -6982.920348 + Penalty 572.180310 = -6410.740038 nChanged 5 SP:Iteration 4F (73.034842 sec): 3 clusters Score: Raw -6996.283874 + Penalty 574.961527 = -6421.322346 nChanged 2 SP:Iteration 5Q (73.035186 sec): 3 clusters Score: Raw -7001.218986 + Penalty 574.961527 = -6426.257458 nChanged 0 SP:Iteration 6F (73.035546 sec): 3 clusters Score: Raw -7001.218986 + Penalty 574.961527 = -6426.257458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.036783 sec): 2 clusters Score: Raw -10995.608656 + Penalty 294.972065 = -10700.636591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.037230 sec): 3 clusters Score: Raw -10965.837923 + Penalty 590.609405 = -10375.228518 nChanged 26 SP:Iteration 1F (73.037666 sec): 3 clusters Score: Raw -10997.651667 + Penalty 591.303254 = -10406.348413 nChanged 6 SP:Iteration 2Q (73.038101 sec): 3 clusters Score: Raw -11004.857861 + Penalty 591.708059 = -10413.149802 nChanged 1 SP:Iteration 3Q (73.038535 sec): 3 clusters Score: Raw -11005.941898 + Penalty 591.708059 = -10414.233839 nChanged 0 SP:Iteration 4F (73.038970 sec): 3 clusters Score: Raw -11005.941898 + Penalty 591.708059 = -10414.233839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.039903 sec): 2 clusters Score: Raw -1729.197543 + Penalty 56.962095 = -1672.235448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.040127 sec): 3 clusters Score: Raw -1773.434139 + Penalty 119.726935 = -1653.707205 nChanged 3 SP:Iteration 1F (73.040347 sec): 3 clusters Score: Raw -1790.463087 + Penalty 119.726935 = -1670.736152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.041282 sec): 2 clusters Score: Raw -6484.676336 + Penalty 351.280943 = -6133.395393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.041616 sec): 3 clusters Score: Raw -6469.163074 + Penalty 701.068617 = -5768.094457 nChanged 7 SP:Iteration 1F (73.041951 sec): 3 clusters Score: Raw -6479.727906 + Penalty 700.178022 = -5779.549884 nChanged 6 SP:Iteration 2F (73.042277 sec): 3 clusters Score: Raw -6496.408445 + Penalty 700.319020 = -5796.089425 nChanged 2 SP:Iteration 3Q (73.042598 sec): 3 clusters Score: Raw -6498.874714 + Penalty 700.698132 = -5798.176582 nChanged 1 SP:Iteration 4Q (73.042920 sec): 3 clusters Score: Raw -6499.546587 + Penalty 701.835782 = -5797.710806 nChanged 1 SP:Iteration 5F (73.043272 sec): 3 clusters Score: Raw -6499.566122 + Penalty 702.182230 = -5797.383892 nChanged 1 SP:Iteration 6F (73.043598 sec): 3 clusters Score: Raw -6500.980262 + Penalty 702.536615 = -5798.443648 nChanged 1 SP:Iteration 7Q (73.043916 sec): 3 clusters Score: Raw -6504.450339 + Penalty 703.560968 = -5800.889371 nChanged 1 SP:Iteration 8Q (73.044234 sec): 3 clusters Score: Raw -6504.090781 + Penalty 703.560968 = -5800.529813 nChanged 0 SP:Iteration 9F (73.044560 sec): 3 clusters Score: Raw -6504.090781 + Penalty 703.560968 = -5800.529813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.045397 sec): 2 clusters Score: Raw -1587.951927 + Penalty 164.044281 = -1423.907646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.045648 sec): 3 clusters Score: Raw -1707.470487 + Penalty 425.924891 = -1281.545596 nChanged 3 SP:Iteration 1F (73.045893 sec): 3 clusters Score: Raw -1742.943006 + Penalty 425.924891 = -1317.018115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.046644 sec): 2 clusters Score: Raw -279.014841 + Penalty 83.839243 = -195.175598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.046854 sec): 3 clusters Score: Raw -271.654305 + Penalty 159.772864 = -111.881441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 46 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.048452 sec): 2 clusters Score: Raw -27499.884965 + Penalty 718.450151 = -26781.434813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.049213 sec): 3 clusters Score: Raw -27459.461862 + Penalty 1437.666107 = -26021.795756 nChanged 51 SP:Iteration 1F (73.049960 sec): 3 clusters Score: Raw -27535.609967 + Penalty 1438.040659 = -26097.569308 nChanged 16 SP:Iteration 2F (73.050709 sec): 3 clusters Score: Raw -27557.256823 + Penalty 1439.351902 = -26117.904921 nChanged 9 SP:Iteration 3Q (73.051439 sec): 3 clusters Score: Raw -27575.301492 + Penalty 1441.177448 = -26134.124045 nChanged 8 SP:Iteration 4Q (73.052145 sec): 3 clusters Score: Raw -27590.272107 + Penalty 1442.403100 = -26147.869007 nChanged 6 SP:Iteration 5Q (73.052839 sec): 3 clusters Score: Raw -27597.696979 + Penalty 1441.373611 = -26156.323368 nChanged 2 SP:Iteration 6Q (73.053536 sec): 3 clusters Score: Raw -27603.967718 + Penalty 1441.019778 = -26162.947940 nChanged 1 SP:Iteration 7Q (73.054231 sec): 3 clusters Score: Raw -27605.580011 + Penalty 1440.985422 = -26164.594589 nChanged 1 SP:Iteration 8Q (73.054922 sec): 3 clusters Score: Raw -27608.399265 + Penalty 1440.985422 = -26167.413843 nChanged 0 SP:Iteration 9F (73.055645 sec): 3 clusters Score: Raw -27608.399265 + Penalty 1440.985422 = -26167.413843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.056687 sec): 2 clusters Score: Raw -4976.990289 + Penalty 82.733382 = -4894.256907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.057014 sec): 3 clusters Score: Raw -5041.444072 + Penalty 170.667079 = -4870.776992 nChanged 15 SP:Iteration 1F (73.057330 sec): 3 clusters Score: Raw -5069.164980 + Penalty 172.896251 = -4896.268730 nChanged 2 SP:Iteration 2Q (73.057640 sec): 3 clusters Score: Raw -5072.285534 + Penalty 172.896251 = -4899.389283 nChanged 0 SP:Iteration 3F (73.057953 sec): 3 clusters Score: Raw -5072.285534 + Penalty 172.896251 = -4899.389283 nChanged 0 Score: Raw -3070978.080249 + Penalty 73626.169719 = -2997351.910530 Splitting cluster 48 changes total score from -2977067.426168 to -2997351.910530 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 50 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.561444 sec): 2 clusters Score: Raw -11792.087700 + Penalty 558.391227 = -11233.696473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.561902 sec): 3 clusters Score: Raw -11812.506972 + Penalty 1116.660785 = -10695.846188 nChanged 16 SP:Iteration 1F (74.562373 sec): 3 clusters Score: Raw -11855.695908 + Penalty 1116.128885 = -10739.567023 nChanged 7 SP:Iteration 2F (74.562817 sec): 3 clusters Score: Raw -11875.357864 + Penalty 1117.523496 = -10757.834369 nChanged 3 SP:Iteration 3Q (74.563241 sec): 3 clusters Score: Raw -11883.298590 + Penalty 1117.945532 = -10765.353057 nChanged 1 SP:Iteration 4Q (74.563662 sec): 3 clusters Score: Raw -11885.302688 + Penalty 1117.945532 = -10767.357156 nChanged 0 SP:Iteration 5F (74.564104 sec): 3 clusters Score: Raw -11885.302688 + Penalty 1117.945532 = -10767.357156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.564645 sec): 2 clusters Score: Raw -2535.879015 + Penalty 278.147982 = -2257.731033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.564904 sec): 3 clusters Score: Raw -2540.432894 + Penalty 546.893834 = -1993.539060 nChanged 1 SP:Iteration 1Q (74.565154 sec): 3 clusters Score: Raw -2542.493900 + Penalty 552.332092 = -1990.161808 nChanged 2 SP:Iteration 2F (74.565408 sec): 3 clusters Score: Raw -2544.775665 + Penalty 552.332092 = -1992.443573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 52 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.567026 sec): 2 clusters Score: Raw -36418.598185 + Penalty 572.485628 = -35846.112557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.567969 sec): 3 clusters Score: Raw -36269.442411 + Penalty 1144.014995 = -35125.427416 nChanged 99 SP:Iteration 1F (74.568898 sec): 3 clusters Score: Raw -36356.674127 + Penalty 1143.236235 = -35213.437892 nChanged 28 SP:Iteration 2F (74.569817 sec): 3 clusters Score: Raw -36377.851331 + Penalty 1141.373408 = -35236.477922 nChanged 18 SP:Iteration 3Q (74.570742 sec): 3 clusters Score: Raw -36391.315642 + Penalty 1140.869579 = -35250.446063 nChanged 8 SP:Iteration 4Q (74.571672 sec): 3 clusters Score: Raw -36399.960477 + Penalty 1140.494230 = -35259.466247 nChanged 6 SP:Iteration 5Q (74.572593 sec): 3 clusters Score: Raw -36406.285365 + Penalty 1138.964587 = -35267.320777 nChanged 10 SP:Iteration 6Q (74.573513 sec): 3 clusters Score: Raw -36413.535944 + Penalty 1138.488268 = -35275.047676 nChanged 5 SP:Iteration 7Q (74.574430 sec): 3 clusters Score: Raw -36417.508874 + Penalty 1136.859682 = -35280.649192 nChanged 5 SP:Iteration 8Q (74.575344 sec): 3 clusters Score: Raw -36422.181623 + Penalty 1137.394856 = -35284.786767 nChanged 3 SP:Iteration 9Q (74.576257 sec): 3 clusters Score: Raw -36423.851826 + Penalty 1136.669316 = -35287.182509 nChanged 1 SP:Iteration 10F (74.577180 sec): 3 clusters Score: Raw -36424.866577 + Penalty 1136.669316 = -35288.197261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.577791 sec): 2 clusters Score: Raw -4644.191705 + Penalty 385.182581 = -4259.009124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.578095 sec): 3 clusters Score: Raw -4666.684968 + Penalty 775.276424 = -3891.408545 nChanged 2 SP:Iteration 1Q (74.578387 sec): 3 clusters Score: Raw -4671.607412 + Penalty 776.926671 = -3894.680740 nChanged 1 SP:Iteration 2Q (74.578678 sec): 3 clusters Score: Raw -4679.690148 + Penalty 776.926671 = -3902.763476 nChanged 0 SP:Iteration 3F (74.578973 sec): 3 clusters Score: Raw -4679.690148 + Penalty 776.926671 = -3902.763476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 54 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.583169 sec): 2 clusters Score: Raw -76775.515790 + Penalty 637.493278 = -76138.022512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.584783 sec): 3 clusters Score: Raw -76403.374143 + Penalty 1275.687455 = -75127.686687 nChanged 278 SP:Iteration 1F (74.586364 sec): 3 clusters Score: Raw -76593.606622 + Penalty 1277.534346 = -75316.072276 nChanged 67 SP:Iteration 2F (74.587938 sec): 3 clusters Score: Raw -76648.038631 + Penalty 1281.629007 = -75366.409624 nChanged 47 SP:Iteration 3F (74.589621 sec): 3 clusters Score: Raw -76677.991567 + Penalty 1283.988032 = -75394.003535 nChanged 29 SP:Iteration 4Q (74.591280 sec): 3 clusters Score: Raw -76690.776442 + Penalty 1288.574900 = -75402.201542 nChanged 29 SP:Iteration 5Q (74.592906 sec): 3 clusters Score: Raw -76713.358912 + Penalty 1296.024649 = -75417.334263 nChanged 27 SP:Iteration 6Q (74.594554 sec): 3 clusters Score: Raw -76739.038531 + Penalty 1302.318884 = -75436.719647 nChanged 21 SP:Iteration 7Q (74.596158 sec): 3 clusters Score: Raw -76757.355139 + Penalty 1310.382567 = -75446.972573 nChanged 20 SP:Iteration 8Q (74.597686 sec): 3 clusters Score: Raw -76775.544592 + Penalty 1321.112335 = -75454.432256 nChanged 22 SP:Iteration 9Q (74.599329 sec): 3 clusters Score: Raw -76800.856759 + Penalty 1335.996357 = -75464.860401 nChanged 25 SP:Iteration 10F (74.601006 sec): 3 clusters Score: Raw -76824.020981 + Penalty 1346.049367 = -75477.971614 nChanged 16 SP:Iteration 11Q (74.602642 sec): 3 clusters Score: Raw -76833.744025 + Penalty 1352.227476 = -75481.516549 nChanged 11 SP:Iteration 12Q (74.604224 sec): 3 clusters Score: Raw -76844.830874 + Penalty 1358.134523 = -75486.696351 nChanged 10 SP:Iteration 13Q (74.605787 sec): 3 clusters Score: Raw -76854.029356 + Penalty 1360.912302 = -75493.117054 nChanged 5 SP:Iteration 14Q (74.607390 sec): 3 clusters Score: Raw -76856.734122 + Penalty 1363.342166 = -75493.391956 nChanged 9 SP:Iteration 15Q (74.608949 sec): 3 clusters Score: Raw -76862.378121 + Penalty 1369.945012 = -75492.433108 nChanged 8 SP:Iteration 16F (74.610605 sec): 3 clusters Score: Raw -76865.562710 + Penalty 1372.965129 = -75492.597581 nChanged 5 SP:Iteration 17Q (74.612116 sec): 3 clusters Score: Raw -76870.925108 + Penalty 1376.624730 = -75494.300378 nChanged 4 SP:Iteration 18Q (74.613558 sec): 3 clusters Score: Raw -76875.670056 + Penalty 1379.456328 = -75496.213728 nChanged 4 SP:Iteration 19Q (74.615021 sec): 3 clusters Score: Raw -76877.642357 + Penalty 1383.149185 = -75494.493171 nChanged 5 SP:Iteration 20F (74.616592 sec): 3 clusters Score: Raw -76879.484624 + Penalty 1382.648096 = -75496.836527 nChanged 1 SP:Iteration 21Q (74.618030 sec): 3 clusters Score: Raw -76879.831854 + Penalty 1382.648096 = -75497.183757 nChanged 0 SP:Iteration 22F (74.619574 sec): 3 clusters Score: Raw -76879.831854 + Penalty 1382.648096 = -75497.183757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.620252 sec): 2 clusters Score: Raw -806.184767 + Penalty 326.226616 = -479.958151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.620479 sec): 3 clusters Score: Raw -933.281728 + Penalty 654.230579 = -279.051149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.620985 sec): 2 clusters Score: Raw -1208.998445 + Penalty 182.245987 = -1026.752457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.621222 sec): 3 clusters Score: Raw -1236.400128 + Penalty 374.504401 = -861.895728 nChanged 1 SP:Iteration 1F (74.621453 sec): 3 clusters Score: Raw -1244.354450 + Penalty 374.504401 = -869.850050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.622043 sec): 2 clusters Score: Raw -3496.142637 + Penalty 293.893554 = -3202.249084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.622323 sec): 3 clusters Score: Raw -3498.703505 + Penalty 589.498771 = -2909.204734 nChanged 1 SP:Iteration 1Q (74.622594 sec): 3 clusters Score: Raw -3504.521082 + Penalty 589.498771 = -2915.022311 nChanged 0 SP:Iteration 2F (74.622866 sec): 3 clusters Score: Raw -3504.521082 + Penalty 589.498771 = -2915.022311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.623352 sec): 2 clusters Score: Raw -743.032908 + Penalty 169.589336 = -573.443571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.623571 sec): 3 clusters Score: Raw -737.496352 + Penalty 368.888450 = -368.607902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.624460 sec): 2 clusters Score: Raw -14186.676510 + Penalty 781.284101 = -13405.392409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.624956 sec): 3 clusters Score: Raw -14294.245165 + Penalty 1560.843343 = -12733.401823 nChanged 19 SP:Iteration 1F (74.625443 sec): 3 clusters Score: Raw -14354.226204 + Penalty 1560.616190 = -12793.610015 nChanged 3 SP:Iteration 2Q (74.625903 sec): 3 clusters Score: Raw -14360.092255 + Penalty 1560.616190 = -12799.476065 nChanged 0 SP:Iteration 3F (74.626388 sec): 3 clusters Score: Raw -14360.092255 + Penalty 1560.616190 = -12799.476065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 64 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.627050 sec): 2 clusters Score: Raw -6945.534961 + Penalty 471.175139 = -6474.359822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.627394 sec): 3 clusters Score: Raw -6993.651162 + Penalty 937.585719 = -6056.065443 nChanged 3 SP:Iteration 1Q (74.627724 sec): 3 clusters Score: Raw -7002.993788 + Penalty 938.510944 = -6064.482844 nChanged 1 SP:Iteration 2Q (74.628051 sec): 3 clusters Score: Raw -7005.267160 + Penalty 938.510944 = -6066.756216 nChanged 0 SP:Iteration 3F (74.628390 sec): 3 clusters Score: Raw -7005.267160 + Penalty 938.510944 = -6066.756216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.628920 sec): 2 clusters Score: Raw -1906.688882 + Penalty 416.806234 = -1489.882648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.629177 sec): 3 clusters Score: Raw -2137.122105 + Penalty 847.230887 = -1289.891218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.629638 sec): 2 clusters Score: Raw -254.452582 + Penalty 31.859756 = -222.592826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.629834 sec): 3 clusters Score: Raw -256.641762 + Penalty 55.479921 = -201.161841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.630382 sec): 2 clusters Score: Raw -2986.647998 + Penalty 324.189759 = -2662.458239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.630651 sec): 3 clusters Score: Raw -3021.411891 + Penalty 650.826204 = -2370.585687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 70 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.632242 sec): 2 clusters Score: Raw -39638.014876 + Penalty 774.458339 = -38863.556538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.633144 sec): 3 clusters Score: Raw -39509.426817 + Penalty 1544.946850 = -37964.479968 nChanged 98 SP:Iteration 1F (74.634062 sec): 3 clusters Score: Raw -39610.613526 + Penalty 1544.316887 = -38066.296639 nChanged 25 SP:Iteration 2F (74.634965 sec): 3 clusters Score: Raw -39646.430473 + Penalty 1544.894929 = -38101.535544 nChanged 11 SP:Iteration 3Q (74.635842 sec): 3 clusters Score: Raw -39656.063514 + Penalty 1545.230418 = -38110.833097 nChanged 4 SP:Iteration 4Q (74.636719 sec): 3 clusters Score: Raw -39658.739278 + Penalty 1546.003155 = -38112.736123 nChanged 3 SP:Iteration 5Q (74.637592 sec): 3 clusters Score: Raw -39662.107215 + Penalty 1546.129680 = -38115.977536 nChanged 3 SP:Iteration 6Q (74.638465 sec): 3 clusters Score: Raw -39665.291561 + Penalty 1546.560843 = -38118.730718 nChanged 2 SP:Iteration 7Q (74.639402 sec): 3 clusters Score: Raw -39665.953334 + Penalty 1546.741496 = -38119.211837 nChanged 1 SP:Iteration 8Q (74.640328 sec): 3 clusters Score: Raw -39666.163586 + Penalty 1546.741496 = -38119.422089 nChanged 0 SP:Iteration 9F (74.641261 sec): 3 clusters Score: Raw -39666.163586 + Penalty 1546.741496 = -38119.422089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.641762 sec): 2 clusters Score: Raw -868.980603 + Penalty 190.124091 = -678.856512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.641986 sec): 3 clusters Score: Raw -864.544260 + Penalty 378.112114 = -486.432147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.642467 sec): 2 clusters Score: Raw -628.538890 + Penalty 134.232477 = -494.306413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.642684 sec): 3 clusters Score: Raw -638.949224 + Penalty 267.444430 = -371.504793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.643192 sec): 2 clusters Score: Raw -1581.523597 + Penalty 224.588003 = -1356.935594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.643432 sec): 3 clusters Score: Raw -1587.769732 + Penalty 452.044053 = -1135.725679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.644005 sec): 2 clusters Score: Raw -4031.389986 + Penalty 342.584109 = -3688.805877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.644291 sec): 3 clusters Score: Raw -4049.178558 + Penalty 683.880305 = -3365.298252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.644816 sec): 2 clusters Score: Raw -1715.326598 + Penalty 109.955196 = -1605.371401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.645069 sec): 3 clusters Score: Raw -1757.227321 + Penalty 210.220805 = -1547.006516 nChanged 4 SP:Iteration 1F (74.645317 sec): 3 clusters Score: Raw -1767.534638 + Penalty 208.554580 = -1558.980057 nChanged 1 SP:Iteration 2Q (74.645559 sec): 3 clusters Score: Raw -1774.261280 + Penalty 208.554580 = -1565.706699 nChanged 0 SP:Iteration 3F (74.645806 sec): 3 clusters Score: Raw -1774.261280 + Penalty 208.554580 = -1565.706699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 83 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.646270 sec): 2 clusters Score: Raw -187.626024 + Penalty 53.555119 = -134.070905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.646471 sec): 3 clusters Score: Raw -180.276815 + Penalty 107.110237 = -73.166578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.646953 sec): 2 clusters Score: Raw -181.778318 + Penalty 50.779773 = -130.998546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.647148 sec): 2 clusters Score: Raw -181.778318 + Penalty 50.779773 = -130.998546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 86 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.647645 sec): 2 clusters Score: Raw -1234.970656 + Penalty 244.246617 = -990.724040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.647876 sec): 3 clusters Score: Raw -1244.301633 + Penalty 489.504669 = -754.796964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.648372 sec): 2 clusters Score: Raw -1186.382036 + Penalty 229.184503 = -957.197533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.648607 sec): 3 clusters Score: Raw -1197.120135 + Penalty 454.767518 = -742.352617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.649096 sec): 2 clusters Score: Raw -851.359907 + Penalty 330.594162 = -520.765745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.649322 sec): 3 clusters Score: Raw -914.992304 + Penalty 638.248385 = -276.743920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.649782 sec): 2 clusters Score: Raw -255.533583 + Penalty 15.046314 = -240.487270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.649974 sec): 3 clusters Score: Raw -254.468057 + Penalty 25.316001 = -229.152056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 96 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.650494 sec): 2 clusters Score: Raw -2016.941013 + Penalty 244.671325 = -1772.269688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.650743 sec): 3 clusters Score: Raw -2033.313799 + Penalty 490.049702 = -1543.264097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 101 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.651578 sec): 2 clusters Score: Raw -12785.844165 + Penalty 510.218691 = -12275.625474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.652049 sec): 3 clusters Score: Raw -12801.857106 + Penalty 1040.425172 = -11761.431934 nChanged 18 SP:Iteration 1F (74.652514 sec): 3 clusters Score: Raw -12843.310214 + Penalty 1041.412410 = -11801.897804 nChanged 3 SP:Iteration 2Q (74.652964 sec): 3 clusters Score: Raw -12853.686001 + Penalty 1041.412410 = -11812.273591 nChanged 0 SP:Iteration 3F (74.653427 sec): 3 clusters Score: Raw -12853.686001 + Penalty 1041.412410 = -11812.273591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.653886 sec): 2 clusters Score: Raw -82.010626 + Penalty 0.000000 = -82.010626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.654069 sec): 2 clusters Score: Raw -82.010626 + Penalty 0.000000 = -82.010626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.654540 sec): 2 clusters Score: Raw -378.175131 + Penalty 116.842909 = -261.332222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.654738 sec): 2 clusters Score: Raw -378.175131 + Penalty 116.842909 = -261.332222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.655235 sec): 2 clusters Score: Raw -433.741231 + Penalty 122.454283 = -311.286948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.655447 sec): 3 clusters Score: Raw -454.648652 + Penalty 249.118981 = -205.529671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.655924 sec): 2 clusters Score: Raw -468.025985 + Penalty 141.714722 = -326.311263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.656139 sec): 3 clusters Score: Raw -462.613974 + Penalty 308.590466 = -154.023509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.656610 sec): 2 clusters Score: Raw -277.501630 + Penalty 86.116786 = -191.384845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.656815 sec): 3 clusters Score: Raw -274.301088 + Penalty 156.671153 = -117.629935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.657332 sec): 2 clusters Score: Raw -1377.393358 + Penalty 288.047246 = -1089.346112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.657585 sec): 3 clusters Score: Raw -1614.138556 + Penalty 579.410109 = -1034.728447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.658047 sec): 2 clusters Score: Raw -88.717994 + Penalty 0.000000 = -88.717994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.658239 sec): 2 clusters Score: Raw -88.717994 + Penalty 0.000000 = -88.717994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.658753 sec): 2 clusters Score: Raw -1991.674917 + Penalty 267.354299 = -1724.320618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.659002 sec): 3 clusters Score: Raw -1997.158759 + Penalty 544.013054 = -1453.145705 nChanged 1 SP:Iteration 1Q (74.659243 sec): 3 clusters Score: Raw -1999.988233 + Penalty 579.486988 = -1420.501245 nChanged 2 SP:Iteration 2F (74.659486 sec): 3 clusters Score: Raw -2008.863810 + Penalty 598.246153 = -1410.617657 nChanged 1 SP:Iteration 3F (74.659728 sec): 3 clusters Score: Raw -2014.508572 + Penalty 598.246153 = -1416.262420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.660205 sec): 2 clusters Score: Raw -464.470565 + Penalty 118.259006 = -346.211559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.660417 sec): 3 clusters Score: Raw -459.667211 + Penalty 217.429246 = -242.237965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.660896 sec): 2 clusters Score: Raw -566.158024 + Penalty 150.451214 = -415.706810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.661107 sec): 3 clusters Score: Raw -626.502439 + Penalty 303.067355 = -323.435084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.661587 sec): 2 clusters Score: Raw -775.363888 + Penalty 192.620272 = -582.743616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.661805 sec): 3 clusters Score: Raw -768.864039 + Penalty 192.620272 = -576.243767 nChanged 1 SP:Iteration 1F (74.662004 sec): 2 clusters Score: Raw -775.363888 + Penalty 192.620272 = -582.743616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 132 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.662577 sec): 2 clusters Score: Raw -3560.069504 + Penalty 390.259692 = -3169.809812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.662853 sec): 3 clusters Score: Raw -3584.115078 + Penalty 793.425689 = -2790.689389 nChanged 2 SP:Iteration 1F (74.663125 sec): 3 clusters Score: Raw -3591.339172 + Penalty 814.604512 = -2776.734660 nChanged 2 SP:Iteration 2F (74.663398 sec): 3 clusters Score: Raw -3603.886253 + Penalty 814.604512 = -2789.281742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.663881 sec): 2 clusters Score: Raw -664.892576 + Penalty 146.931889 = -517.960687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.664101 sec): 3 clusters Score: Raw -658.893119 + Penalty 294.142575 = -364.750545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 146 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.664603 sec): 2 clusters Score: Raw -1417.882606 + Penalty 261.520015 = -1156.362591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.664839 sec): 3 clusters Score: Raw -1432.009977 + Penalty 521.937359 = -910.072619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.665324 sec): 2 clusters Score: Raw -756.590398 + Penalty 153.818574 = -602.771824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.665547 sec): 3 clusters Score: Raw -752.098992 + Penalty 318.630049 = -433.468943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.666001 sec): 2 clusters Score: Raw -169.445483 + Penalty 9.281932 = -160.163550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.666185 sec): 2 clusters Score: Raw -169.445483 + Penalty 9.281932 = -160.163550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.666645 sec): 2 clusters Score: Raw -188.636410 + Penalty 59.184605 = -129.451805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.666837 sec): 2 clusters Score: Raw -188.636410 + Penalty 59.184605 = -129.451805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.667301 sec): 2 clusters Score: Raw -187.204424 + Penalty 57.666752 = -129.537671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.667494 sec): 2 clusters Score: Raw -187.204424 + Penalty 57.666752 = -129.537671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.667959 sec): 2 clusters Score: Raw -187.589037 + Penalty 60.235921 = -127.353116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.668164 sec): 3 clusters Score: Raw -180.295840 + Penalty 120.471842 = -59.823998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 202 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.668663 sec): 2 clusters Score: Raw -1225.865720 + Penalty 134.224527 = -1091.641193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.668897 sec): 3 clusters Score: Raw -1235.825309 + Penalty 273.975854 = -961.849455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.669367 sec): 2 clusters Score: Raw -87.767173 + Penalty 0.000000 = -87.767173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.669552 sec): 2 clusters Score: Raw -87.767173 + Penalty 0.000000 = -87.767173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.670016 sec): 2 clusters Score: Raw -176.122352 + Penalty 37.917083 = -138.205269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.670206 sec): 2 clusters Score: Raw -176.122352 + Penalty 37.917083 = -138.205269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.670662 sec): 2 clusters Score: Raw -90.647498 + Penalty 0.000000 = -90.647498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.670852 sec): 2 clusters Score: Raw -90.647498 + Penalty 0.000000 = -90.647498 nChanged 0 Deleting Class 131 (8 points): Lose 45.992410 but Gain 969.390401 Iteration 119Q (74.843728 sec): 92 clusters Score: Raw -3050526.919358 + Penalty 72658.562189 = -2977868.357169 nChanged 15 Deleting Class 86 (13 points): Lose 79.794297 but Gain 996.536477 Iteration 120F (76.313899 sec): 91 clusters Score: Raw -3050480.695855 + Penalty 71659.384695 = -2978821.311160 nChanged 28 Deleting Class 64 (73 points): Lose 237.402662 but Gain 1149.269828 Iteration 121Q (76.470693 sec): 90 clusters Score: Raw -3050303.445737 + Penalty 70615.388863 = -2979688.056874 nChanged 100 Deleting Class 132 (37 points): Lose 228.702677 but Gain 1131.044051 Iteration 122Q (76.630462 sec): 89 clusters Score: Raw -3050245.886429 + Penalty 69522.180749 = -2980723.705679 nChanged 83 Deleting Class 200 (2 points): Lose 8.985616 but Gain 909.438913 Iteration 123Q (76.794415 sec): 88 clusters Score: Raw -3050357.045684 + Penalty 68591.212537 = -2981765.833147 nChanged 40 Deleting Class 107 (5 points): Lose 27.640626 but Gain 921.476321 Iteration 124Q (76.955074 sec): 87 clusters Score: Raw -3050366.390668 + Penalty 67648.264325 = -2982718.126343 nChanged 30 Deleting Class 146 (15 points): Lose 129.312660 but Gain 1010.628776 Iteration 125Q (77.113479 sec): 86 clusters Score: Raw -3050257.446551 + Penalty 66657.340610 = -2983600.105942 nChanged 27 Deleting Class 73 (9 points): Lose 32.292471 but Gain 905.536875 Iteration 126Q (77.267694 sec): 85 clusters Score: Raw -3050260.775279 + Penalty 65743.488883 = -2984517.286396 nChanged 25 Deleting Class 105 (4 points): Lose 11.925346 but Gain 882.044184 Iteration 127Q (77.419788 sec): 84 clusters Score: Raw -3050271.886606 + Penalty 64862.674039 = -2985409.212567 nChanged 12 Deleting Class 191 (2 points): Lose 1.951245 but Gain 870.649731 Iteration 128Q (77.569560 sec): 83 clusters Score: Raw -3050275.851189 + Penalty 63992.722786 = -2986283.128402 nChanged 12 Deleting Class 62 (156 points): Lose 777.751535 but Gain 1621.672688 Iteration 129Q (77.718251 sec): 82 clusters Score: Raw -3049502.549581 + Penalty 62701.705272 = -2986800.844309 nChanged 164 Deleting Class 79 (42 points): Lose 120.789130 but Gain 959.201264 Iteration 130F (79.030650 sec): 81 clusters Score: Raw -3049895.070729 + Penalty 61799.145101 = -2988095.925629 nChanged 83 Deleting Class 186 (2 points): Lose 56.850567 but Gain 893.566200 Iteration 131Q (79.183913 sec): 80 clusters Score: Raw -3049984.252053 + Penalty 60920.127306 = -2989064.124747 nChanged 36 Deleting Class 90 (10 points): Lose 681.041222 but Gain 1502.529230 Iteration 132Q (79.331883 sec): 79 clusters Score: Raw -3049336.743015 + Penalty 59452.923906 = -2989883.819110 nChanged 33 Deleting Class 51 (30 points): Lose 89.899544 but Gain 909.233026 Iteration 133Q (79.479987 sec): 78 clusters Score: Raw -3049271.200871 + Penalty 58561.219080 = -2990709.981790 nChanged 47 Deleting Class 45 (2 points): Lose 1.278124 but Gain 847.251583 Iteration 134Q (79.628443 sec): 77 clusters Score: Raw -3049319.433609 + Penalty 57772.535953 = -2991546.897656 nChanged 32 Deleting Class 53 (51 points): Lose 209.546534 but Gain 1026.583916 Iteration 135Q (79.775871 sec): 76 clusters Score: Raw -3049130.171305 + Penalty 56784.407690 = -2992345.763615 nChanged 66 Deleting Class 60 (9 points): Lose 59.933380 but Gain 862.715401 Iteration 136Q (79.923484 sec): 75 clusters Score: Raw -3049171.861961 + Penalty 55919.183650 = -2993252.678311 nChanged 28 Deleting Class 68 (39 points): Lose 171.427930 but Gain 957.362785 Iteration 137Q (80.072570 sec): 74 clusters Score: Raw -3049023.511413 + Penalty 54967.833467 = -2994055.677946 nChanged 52 Deleting Class 119 (25 points): Lose 105.284708 but Gain 882.573191 Iteration 138Q (80.222229 sec): 73 clusters Score: Raw -3048980.860105 + Penalty 54097.667002 = -2994883.193103 nChanged 36 Deleting Class 113 (3 points): Lose 45.122641 but Gain 820.326604 Iteration 139Q (80.370206 sec): 72 clusters Score: Raw -3049000.008425 + Penalty 53286.730820 = -2995713.277605 nChanged 22 Deleting Class 87 (26 points): Lose 191.135098 but Gain 964.207731 Iteration 140F (81.522516 sec): 71 clusters Score: Raw -3048835.688543 + Penalty 52327.911094 = -2996507.777448 nChanged 43 Deleting Class 77 (18 points): Lose 75.144218 but Gain 839.295902 Iteration 141Q (81.665178 sec): 70 clusters Score: Raw -3048811.435511 + Penalty 51504.023455 = -2997307.412057 nChanged 38 Deleting Class 134 (7 points): Lose 29.641200 but Gain 790.199438 Iteration 142Q (81.806821 sec): 69 clusters Score: Raw -3048815.505851 + Penalty 50724.923356 = -2998090.582496 nChanged 15 Deleting Class 124 (5 points): Lose 17.078199 but Gain 768.959446 Iteration 143Q (81.947401 sec): 68 clusters Score: Raw -3048811.142004 + Penalty 49956.532972 = -2998854.609033 nChanged 10 Deleting Class 217 (1 points): Lose 5.757415 but Gain 753.894597 Iteration 144Q (82.086560 sec): 67 clusters Score: Raw -3048812.449888 + Penalty 49201.696969 = -2999610.752919 nChanged 5 Deleting Class 83 (2 points): Lose 62.340677 but Gain 808.572495 Iteration 145Q (82.229545 sec): 66 clusters Score: Raw -3048753.052671 + Penalty 48516.946283 = -3000236.106388 nChanged 5 Deleting Class 43 (56 points): Lose 137.875349 but Gain 873.773089 Iteration 146Q (82.366925 sec): 65 clusters Score: Raw -3048655.603498 + Penalty 47647.238308 = -3001008.365189 nChanged 58 Deleting Class 59 (37 points): Lose 117.140716 but Gain 851.757336 Iteration 147Q (82.503966 sec): 64 clusters Score: Raw -3048609.987492 + Penalty 46805.086250 = -3001804.901242 nChanged 55 Deleting Class 55 (10 points): Lose 751.675405 but Gain 1482.679013 Iteration 148Q (82.641641 sec): 63 clusters Score: Raw -3047911.354332 + Penalty 45378.011911 = -3002533.342421 nChanged 26 Deleting Class 153 (8 points): Lose 57.262922 but Gain 774.115037 Iteration 149Q (82.781076 sec): 62 clusters Score: Raw -3047882.329888 + Penalty 44604.703914 = -3003277.625974 nChanged 20 Deleting Class 12 (111 points): Lose 180.972308 but Gain 894.976174 Iteration 150F (83.777218 sec): 61 clusters Score: Raw -3047716.800028 + Penalty 43730.763914 = -3003986.036114 nChanged 128 Deleting Class 96 (25 points): Lose 154.229871 but Gain 857.930022 Iteration 151Q (83.918759 sec): 60 clusters Score: Raw -3047692.350872 + Penalty 42884.619187 = -3004807.731685 nChanged 47 Deleting Class 84 (2 points): Lose 96.861381 but Gain 766.670457 Iteration 152Q (84.059047 sec): 59 clusters Score: Raw -3047649.740482 + Penalty 42106.950808 = -3005542.789674 nChanged 28 Deleting Class 118 (1 points): Lose 2.045307 but Gain 666.161170 Iteration 153Q (84.194948 sec): 58 clusters Score: Raw -3047661.269819 + Penalty 41441.377940 = -3006219.891879 nChanged 24 Deleting Class 50 (141 points): Lose 564.675813 but Gain 1192.071218 Iteration 154Q (84.331566 sec): 57 clusters Score: Raw -3047107.949718 + Penalty 40312.390474 = -3006795.559244 nChanged 158 Deleting Class 75 (7 points): Lose 112.008146 but Gain 721.902024 Iteration 155Q (84.470378 sec): 56 clusters Score: Raw -3047336.396312 + Penalty 39567.298244 = -3007769.098069 nChanged 49 Deleting Class 15 (10 points): Lose 142.403151 but Gain 689.436277 Iteration 156Q (84.604714 sec): 55 clusters Score: Raw -3047226.572838 + Penalty 38838.057133 = -3008388.515706 nChanged 31 Deleting Class 57 (15 points): Lose 164.742724 but Gain 701.820196 Iteration 157Q (84.737416 sec): 54 clusters Score: Raw -3047086.769962 + Penalty 38175.938305 = -3008910.831658 nChanged 31 Deleting Class 213 (2 points): Lose 44.990872 but Gain 572.470218 Iteration 158Q (84.869661 sec): 53 clusters Score: Raw -3047078.550459 + Penalty 37622.913934 = -3009455.636525 nChanged 14 Deleting Class 202 (17 points): Lose 138.527930 but Gain 660.923185 Iteration 159Q (85.000915 sec): 52 clusters Score: Raw -3046965.323804 + Penalty 36922.051334 = -3010043.272470 nChanged 32 Deleting Class 129 (7 points): Lose 377.068577 but Gain 809.126365 Iteration 160F (85.835111 sec): 51 clusters Score: Raw -3046641.058728 + Penalty 36111.631023 = -3010529.427705 nChanged 32 Deleting Class 211 (1 points): Lose 11.124110 but Gain 433.479272 Iteration 161Q (85.967619 sec): 50 clusters Score: Raw -3046787.718648 + Penalty 35675.638509 = -3011112.080139 nChanged 20 Deleting Class 106 (5 points): Lose 375.869978 but Gain 796.238534 Iteration 162Q (86.096871 sec): 49 clusters Score: Raw -3046425.656117 + Penalty 34858.977011 = -3011566.679106 nChanged 20 Deleting Class 101 (179 points): Lose 677.537479 but Gain 1081.778029 Iteration 163Q (86.229749 sec): 48 clusters Score: Raw -3045821.419577 + Penalty 33904.954194 = -3011916.465383 nChanged 191 Deleting Class 38 (116 points): Lose 367.773410 but Gain 778.139617 Iteration 164Q (86.361619 sec): 47 clusters Score: Raw -3045820.266831 + Penalty 33140.838184 = -3012679.428647 nChanged 167 Deleting Class 67 (3 points): Lose 21.783953 but Gain 303.487939 Iteration 165Q (86.491600 sec): 46 clusters Score: Raw -3046022.204125 + Penalty 32820.481788 = -3013201.722338 nChanged 64 Deleting Class 33 (208 points): Lose 1342.786164 but Gain 1595.576478 Iteration 166Q (86.618117 sec): 45 clusters Score: Raw -3044714.450046 + Penalty 31470.795863 = -3013243.654183 nChanged 242 Deleting Class 65 (26 points): Lose 1133.618097 but Gain 1373.559762 Iteration 167Q (86.744379 sec): 44 clusters Score: Raw -3044434.543174 + Penalty 30597.991250 = -3013836.551923 nChanged 105 Deleting Class 17 (116 points): Lose 452.223197 but Gain 639.953665 Iteration 168Q (86.866500 sec): 43 clusters Score: Raw -3044656.776313 + Penalty 30004.115864 = -3014652.660449 nChanged 166 Deleting Class 41 (129 points): Lose 508.033245 but Gain 685.464780 Iteration 169Q (86.988150 sec): 42 clusters Score: Raw -3044467.267299 + Penalty 29347.584573 = -3015119.682726 nChanged 184 Deleting Class 93 (4 points): Lose 69.821941 but Gain 250.685311 Iteration 170F (87.682284 sec): 41 clusters Score: Raw -3044719.222571 + Penalty 29096.186301 = -3015623.036269 nChanged 84 Deleting Class 102 (1 points): Lose 7.595649 but Gain 105.571046 Iteration 171Q (87.801946 sec): 40 clusters Score: Raw -3044802.984938 + Penalty 28989.069273 = -3015813.915665 nChanged 41 Deleting Class 160 (2 points): Lose 61.905486 but Gain 140.138146 Iteration 172Q (87.919544 sec): 39 clusters Score: Raw -3044759.231079 + Penalty 28838.276771 = -3015920.954308 nChanged 27 Deleting Class 70 (403 points): Lose 1356.044469 but Gain 1359.817983 Iteration 173Q (88.038939 sec): 38 clusters Score: Raw -3043444.318433 + Penalty 27576.516523 = -3015867.801911 nChanged 422 Deleting Class 31 (65 points): Lose 361.317120 but Gain 362.112847 Iteration 174F (88.671776 sec): 37 clusters Score: Raw -3043886.257812 + Penalty 27243.579092 = -3016642.678720 nChanged 133 Iteration 175Q (88.788283 sec): 37 clusters Score: Raw -3044153.880268 + Penalty 27237.340316 = -3016916.539952 nChanged 68 Iteration 176Q (88.904765 sec): 37 clusters Score: Raw -3044209.675080 + Penalty 27218.309283 = -3016991.365796 nChanged 39 Iteration 177Q (89.020371 sec): 37 clusters Score: Raw -3044225.311873 + Penalty 27217.767486 = -3017007.544387 nChanged 29 Iteration 178Q (89.135226 sec): 37 clusters Score: Raw -3044232.340415 + Penalty 27216.864296 = -3017015.476119 nChanged 32 Iteration 179Q (89.249602 sec): 37 clusters Score: Raw -3044236.361781 + Penalty 27217.773817 = -3017018.587963 nChanged 22 Iteration 180F (89.870070 sec): 37 clusters Score: Raw -3044252.747355 + Penalty 27267.959494 = -3016984.787862 nChanged 26 Iteration 181F (90.492253 sec): 37 clusters Score: Raw -3044413.235926 + Penalty 27275.935215 = -3017137.300712 nChanged 27 Iteration 182Q (90.613020 sec): 37 clusters Score: Raw -3044439.719804 + Penalty 27276.297466 = -3017163.422338 nChanged 24 Iteration 183Q (90.733297 sec): 37 clusters Score: Raw -3044447.580276 + Penalty 27276.624041 = -3017170.956235 nChanged 27 Iteration 184Q (90.853144 sec): 37 clusters Score: Raw -3044455.867761 + Penalty 27273.584030 = -3017182.283731 nChanged 18 Iteration 185Q (90.972900 sec): 37 clusters Score: Raw -3044458.500777 + Penalty 27276.739282 = -3017181.761495 nChanged 15 Iteration 186F (91.591842 sec): 37 clusters Score: Raw -3044461.409214 + Penalty 27277.859266 = -3017183.549947 nChanged 17 Iteration 187Q (91.710013 sec): 37 clusters Score: Raw -3044464.330827 + Penalty 27277.469581 = -3017186.861246 nChanged 3 Iteration 188Q (91.828848 sec): 37 clusters Score: Raw -3044464.451987 + Penalty 27277.469581 = -3017186.982406 nChanged 0 Iteration 189F (92.446367 sec): 37 clusters Score: Raw -3044464.451987 + Penalty 27277.469581 = -3017186.982406 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.32 GB. Compute initial score before splitting: Score: Raw -3044464.451987 + Penalty 27277.469581 = -3017186.982406Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.560869 sec): 2 clusters Score: Raw -86099.684004 + Penalty 554.337412 = -85545.346592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.562718 sec): 3 clusters Score: Raw -85648.810923 + Penalty 1110.055166 = -84538.755757 nChanged 331 SP:Iteration 1F (92.564514 sec): 3 clusters Score: Raw -85896.365402 + Penalty 1121.316601 = -84775.048801 nChanged 103 SP:Iteration 2F (92.566308 sec): 3 clusters Score: Raw -86000.591835 + Penalty 1136.619874 = -84863.971961 nChanged 70 SP:Iteration 3F (92.568233 sec): 3 clusters Score: Raw -86058.500668 + Penalty 1158.155336 = -84900.345332 nChanged 61 SP:Iteration 4F (92.570128 sec): 3 clusters Score: Raw -86102.480322 + Penalty 1178.482402 = -84923.997920 nChanged 36 SP:Iteration 5Q (92.572007 sec): 3 clusters Score: Raw -86132.189673 + Penalty 1201.515201 = -84930.674472 nChanged 31 SP:Iteration 6Q (92.573906 sec): 3 clusters Score: Raw -86161.420759 + Penalty 1217.872333 = -84943.548426 nChanged 22 SP:Iteration 7Q (92.575673 sec): 3 clusters Score: Raw -86179.400289 + Penalty 1231.823123 = -84947.577166 nChanged 18 SP:Iteration 8Q (92.577408 sec): 3 clusters Score: Raw -86196.713156 + Penalty 1245.428944 = -84951.284212 nChanged 15 SP:Iteration 9Q (92.579156 sec): 3 clusters Score: Raw -86210.228498 + Penalty 1254.474076 = -84955.754422 nChanged 7 SP:Iteration 10F (92.580915 sec): 3 clusters Score: Raw -86214.203384 + Penalty 1256.623646 = -84957.579738 nChanged 8 SP:Iteration 11Q (92.582627 sec): 3 clusters Score: Raw -86219.752551 + Penalty 1257.850481 = -84961.902071 nChanged 5 SP:Iteration 12Q (92.584380 sec): 3 clusters Score: Raw -86222.460692 + Penalty 1260.347130 = -84962.113562 nChanged 3 SP:Iteration 13Q (92.586130 sec): 3 clusters Score: Raw -86225.540972 + Penalty 1260.488634 = -84965.052338 nChanged 2 SP:Iteration 14Q (92.587882 sec): 3 clusters Score: Raw -86226.415356 + Penalty 1262.026608 = -84964.388748 nChanged 1 SP:Iteration 15F (92.589674 sec): 3 clusters Score: Raw -86227.959862 + Penalty 1264.080925 = -84963.878938 nChanged 1 SP:Iteration 16F (92.591465 sec): 3 clusters Score: Raw -86229.127274 + Penalty 1264.080925 = -84965.046349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 2 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.596528 sec): 2 clusters Score: Raw -107417.318084 + Penalty 215.798413 = -107201.519671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.598951 sec): 3 clusters Score: Raw -106657.057619 + Penalty 429.067920 = -106227.989699 nChanged 533 SP:Iteration 1F (92.601389 sec): 3 clusters Score: Raw -106894.184565 + Penalty 429.783617 = -106464.400948 nChanged 130 SP:Iteration 2F (92.603876 sec): 3 clusters Score: Raw -106989.019389 + Penalty 430.974399 = -106558.044990 nChanged 102 SP:Iteration 3F (92.606166 sec): 3 clusters Score: Raw -107076.142663 + Penalty 440.909626 = -106635.233037 nChanged 119 SP:Iteration 4F (92.608463 sec): 3 clusters Score: Raw -107207.170412 + Penalty 497.215246 = -106709.955165 nChanged 122 SP:Iteration 5F (92.610747 sec): 3 clusters Score: Raw -107376.391419 + Penalty 569.298720 = -106807.092699 nChanged 50 SP:Iteration 6Q (92.612848 sec): 3 clusters Score: Raw -107455.600486 + Penalty 607.167767 = -106848.432720 nChanged 18 SP:Iteration 7Q (92.614777 sec): 3 clusters Score: Raw -107485.972418 + Penalty 614.311547 = -106871.660871 nChanged 9 SP:Iteration 8Q (92.616639 sec): 3 clusters Score: Raw -107502.029846 + Penalty 612.886522 = -106889.143324 nChanged 1 SP:Iteration 9Q (92.618538 sec): 3 clusters Score: Raw -107503.049056 + Penalty 612.886522 = -106890.162534 nChanged 0 SP:Iteration 10F (92.620850 sec): 3 clusters Score: Raw -107503.049056 + Penalty 612.886522 = -106890.162534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 3 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.626460 sec): 2 clusters Score: Raw -127584.504055 + Penalty 476.044286 = -127108.459769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.629208 sec): 3 clusters Score: Raw -126813.500011 + Penalty 954.547482 = -125858.952529 nChanged 521 SP:Iteration 1F (92.631812 sec): 3 clusters Score: Raw -127146.620811 + Penalty 962.733894 = -126183.886917 nChanged 163 SP:Iteration 2F (92.634565 sec): 3 clusters Score: Raw -127283.863626 + Penalty 974.361479 = -126309.502147 nChanged 120 SP:Iteration 3F (92.637275 sec): 3 clusters Score: Raw -127370.318652 + Penalty 986.737266 = -126383.581386 nChanged 81 SP:Iteration 4F (92.639868 sec): 3 clusters Score: Raw -127432.672501 + Penalty 997.551580 = -126435.120921 nChanged 67 SP:Iteration 5Q (92.642370 sec): 3 clusters Score: Raw -127477.078465 + Penalty 1003.096470 = -126473.981996 nChanged 46 SP:Iteration 6Q (92.645104 sec): 3 clusters Score: Raw -127498.841942 + Penalty 1008.142356 = -126490.699586 nChanged 32 SP:Iteration 7Q (92.647687 sec): 3 clusters Score: Raw -127514.177598 + Penalty 1011.790553 = -126502.387046 nChanged 31 SP:Iteration 8Q (92.650147 sec): 3 clusters Score: Raw -127527.400770 + Penalty 1014.173313 = -126513.227457 nChanged 20 SP:Iteration 9Q (92.652582 sec): 3 clusters Score: Raw -127535.455047 + Penalty 1016.697663 = -126518.757384 nChanged 17 SP:Iteration 10F (92.655141 sec): 3 clusters Score: Raw -127542.018000 + Penalty 1021.529656 = -126520.488344 nChanged 18 SP:Iteration 11Q (92.657560 sec): 3 clusters Score: Raw -127550.999156 + Penalty 1025.370947 = -126525.628209 nChanged 16 SP:Iteration 12Q (92.659969 sec): 3 clusters Score: Raw -127560.681081 + Penalty 1030.472326 = -126530.208754 nChanged 20 SP:Iteration 13Q (92.662357 sec): 3 clusters Score: Raw -127571.290849 + Penalty 1031.761867 = -126539.528982 nChanged 15 SP:Iteration 14Q (92.664762 sec): 3 clusters Score: Raw -127579.058691 + Penalty 1033.668338 = -126545.390353 nChanged 10 SP:Iteration 15Q (92.667329 sec): 3 clusters Score: Raw -127584.479802 + Penalty 1036.647780 = -126547.832022 nChanged 10 SP:Iteration 16Q (92.669748 sec): 3 clusters Score: Raw -127589.146457 + Penalty 1040.403086 = -126548.743371 nChanged 10 SP:Iteration 17Q (92.672102 sec): 3 clusters Score: Raw -127593.768498 + Penalty 1041.841234 = -126551.927265 nChanged 7 SP:Iteration 18Q (92.674434 sec): 3 clusters Score: Raw -127596.830569 + Penalty 1042.569106 = -126554.261463 nChanged 4 SP:Iteration 19Q (92.676810 sec): 3 clusters Score: Raw -127599.566521 + Penalty 1043.819130 = -126555.747391 nChanged 5 SP:Iteration 20F (92.679334 sec): 3 clusters Score: Raw -127602.377387 + Penalty 1044.993168 = -126557.384219 nChanged 3 SP:Iteration 21Q (92.681648 sec): 3 clusters Score: Raw -127603.027544 + Penalty 1046.035334 = -126556.992210 nChanged 3 SP:Iteration 22F (92.684168 sec): 3 clusters Score: Raw -127604.176544 + Penalty 1047.429502 = -126556.747042 nChanged 4 SP:Iteration 23F (92.686689 sec): 3 clusters Score: Raw -127606.554387 + Penalty 1048.952738 = -126557.601649 nChanged 6 SP:Iteration 24Q (92.689090 sec): 3 clusters Score: Raw -127609.832432 + Penalty 1048.512767 = -126561.319665 nChanged 3 SP:Iteration 25Q (92.691461 sec): 3 clusters Score: Raw -127610.885358 + Penalty 1048.253306 = -126562.632052 nChanged 2 SP:Iteration 26Q (92.693794 sec): 3 clusters Score: Raw -127612.018638 + Penalty 1048.250846 = -126563.767793 nChanged 1 SP:Iteration 27Q (92.696279 sec): 3 clusters Score: Raw -127612.263275 + Penalty 1048.309696 = -126563.953580 nChanged 1 SP:Iteration 28Q (92.698760 sec): 3 clusters Score: Raw -127613.275939 + Penalty 1048.705381 = -126564.570559 nChanged 2 SP:Iteration 29Q (92.701240 sec): 3 clusters Score: Raw -127613.893687 + Penalty 1049.838050 = -126564.055636 nChanged 5 SP:Iteration 30F (92.703878 sec): 3 clusters Score: Raw -127614.766012 + Penalty 1049.714028 = -126565.051984 nChanged 1 SP:Iteration 31Q (92.706207 sec): 3 clusters Score: Raw -127614.893993 + Penalty 1049.714028 = -126565.179966 nChanged 0 SP:Iteration 32F (92.708805 sec): 3 clusters Score: Raw -127614.893993 + Penalty 1049.714028 = -126565.179966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.710904 sec): 2 clusters Score: Raw -15444.669410 + Penalty 261.456832 = -15183.212578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.711429 sec): 3 clusters Score: Raw -15368.757077 + Penalty 520.772963 = -14847.984114 nChanged 58 SP:Iteration 1F (92.711935 sec): 3 clusters Score: Raw -15408.951414 + Penalty 517.560504 = -14891.390910 nChanged 19 SP:Iteration 2F (92.712440 sec): 3 clusters Score: Raw -15423.853130 + Penalty 516.679823 = -14907.173308 nChanged 9 SP:Iteration 3F (92.712947 sec): 3 clusters Score: Raw -15432.174416 + Penalty 513.754607 = -14918.419808 nChanged 9 SP:Iteration 4F (92.713451 sec): 3 clusters Score: Raw -15437.737792 + Penalty 509.227211 = -14928.510581 nChanged 7 SP:Iteration 5Q (92.713951 sec): 3 clusters Score: Raw -15442.207504 + Penalty 509.227211 = -14932.980293 nChanged 0 SP:Iteration 6F (92.714454 sec): 3 clusters Score: Raw -15442.207504 + Penalty 509.227211 = -14932.980293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 5 (2175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.725260 sec): 2 clusters Score: Raw -198479.812101 + Penalty 361.315108 = -198118.496993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.729452 sec): 3 clusters Score: Raw -197115.454627 + Penalty 717.117852 = -196398.336774 nChanged 978 SP:Iteration 1F (92.733708 sec): 3 clusters Score: Raw -197844.822771 + Penalty 712.306382 = -197132.516389 nChanged 299 SP:Iteration 2F (92.737908 sec): 3 clusters Score: Raw -198101.604411 + Penalty 712.660766 = -197388.943645 nChanged 197 SP:Iteration 3F (92.741999 sec): 3 clusters Score: Raw -198274.303304 + Penalty 717.376372 = -197556.926932 nChanged 151 SP:Iteration 4F (92.746015 sec): 3 clusters Score: Raw -198374.119032 + Penalty 724.480318 = -197649.638714 nChanged 95 SP:Iteration 5Q (92.749863 sec): 3 clusters Score: Raw -198418.750314 + Penalty 728.377133 = -197690.373181 nChanged 51 SP:Iteration 6Q (92.753737 sec): 3 clusters Score: Raw -198440.571733 + Penalty 732.121993 = -197708.449739 nChanged 43 SP:Iteration 7Q (92.757618 sec): 3 clusters Score: Raw -198454.436906 + Penalty 735.037203 = -197719.399704 nChanged 32 SP:Iteration 8Q (92.761431 sec): 3 clusters Score: Raw -198460.722001 + Penalty 737.556608 = -197723.165392 nChanged 17 SP:Iteration 9Q (92.765339 sec): 3 clusters Score: Raw -198463.747597 + Penalty 739.533627 = -197724.213970 nChanged 13 SP:Iteration 10F (92.769501 sec): 3 clusters Score: Raw -198465.906201 + Penalty 741.457731 = -197724.448470 nChanged 13 SP:Iteration 11Q (92.773270 sec): 3 clusters Score: Raw -198468.085279 + Penalty 742.331540 = -197725.753739 nChanged 6 SP:Iteration 12Q (92.777170 sec): 3 clusters Score: Raw -198468.857642 + Penalty 743.455278 = -197725.402363 nChanged 7 SP:Iteration 13F (92.781547 sec): 3 clusters Score: Raw -198469.891082 + Penalty 744.283908 = -197725.607174 nChanged 6 SP:Iteration 14Q (92.785461 sec): 3 clusters Score: Raw -198470.767355 + Penalty 744.804662 = -197725.962693 nChanged 5 SP:Iteration 15Q (92.789364 sec): 3 clusters Score: Raw -198471.242183 + Penalty 745.284801 = -197725.957382 nChanged 3 SP:Iteration 16F (92.793422 sec): 3 clusters Score: Raw -198471.533111 + Penalty 745.861804 = -197725.671307 nChanged 3 SP:Iteration 17F (92.797544 sec): 3 clusters Score: Raw -198471.752459 + Penalty 747.092230 = -197724.660229 nChanged 7 SP:Iteration 18F (92.801580 sec): 3 clusters Score: Raw -198472.530304 + Penalty 748.281761 = -197724.248544 nChanged 7 SP:Iteration 19F (92.805518 sec): 3 clusters Score: Raw -198473.356955 + Penalty 750.780447 = -197722.576508 nChanged 14 SP:Iteration 20F (92.809416 sec): 3 clusters Score: Raw -198475.524419 + Penalty 754.462472 = -197721.061947 nChanged 21 SP:Iteration 21F (92.813450 sec): 3 clusters Score: Raw -198479.089680 + Penalty 757.182631 = -197721.907050 nChanged 17 SP:Iteration 22Q (92.817191 sec): 3 clusters Score: Raw -198481.899495 + Penalty 759.303657 = -197722.595838 nChanged 14 SP:Iteration 23Q (92.821017 sec): 3 clusters Score: Raw -198484.606825 + Penalty 761.473993 = -197723.132833 nChanged 16 SP:Iteration 24Q (92.824791 sec): 3 clusters Score: Raw -198487.544788 + Penalty 763.740321 = -197723.804466 nChanged 13 SP:Iteration 25Q (92.828554 sec): 3 clusters Score: Raw -198489.722704 + Penalty 765.749946 = -197723.972758 nChanged 14 SP:Iteration 26Q (92.832603 sec): 3 clusters Score: Raw -198492.754109 + Penalty 768.564444 = -197724.189664 nChanged 16 SP:Iteration 27Q (92.836342 sec): 3 clusters Score: Raw -198497.617189 + Penalty 770.464980 = -197727.152209 nChanged 12 SP:Iteration 28Q (92.840016 sec): 3 clusters Score: Raw -198501.101327 + Penalty 772.216491 = -197728.884836 nChanged 11 SP:Iteration 29Q (92.843779 sec): 3 clusters Score: Raw -198503.659614 + Penalty 773.285541 = -197730.374074 nChanged 7 SP:Iteration 30F (92.847714 sec): 3 clusters Score: Raw -198504.450031 + Penalty 773.954639 = -197730.495392 nChanged 5 SP:Iteration 31Q (92.851448 sec): 3 clusters Score: Raw -198505.309005 + Penalty 774.868633 = -197730.440372 nChanged 7 SP:Iteration 32F (92.855507 sec): 3 clusters Score: Raw -198506.961692 + Penalty 776.568198 = -197730.393495 nChanged 8 SP:Iteration 33F (92.859436 sec): 3 clusters Score: Raw -198508.500917 + Penalty 778.894509 = -197729.606408 nChanged 11 SP:Iteration 34F (92.863504 sec): 3 clusters Score: Raw -198511.056003 + Penalty 780.237491 = -197730.818512 nChanged 11 SP:Iteration 35Q (92.867547 sec): 3 clusters Score: Raw -198512.769961 + Penalty 781.959852 = -197730.810109 nChanged 10 SP:Iteration 36F (92.871492 sec): 3 clusters Score: Raw -198513.445229 + Penalty 782.810716 = -197730.634513 nChanged 4 SP:Iteration 37F (92.875414 sec): 3 clusters Score: Raw -198513.808942 + Penalty 783.575148 = -197730.233794 nChanged 3 SP:Iteration 38F (92.879421 sec): 3 clusters Score: Raw -198514.003720 + Penalty 785.032896 = -197728.970824 nChanged 6 SP:Iteration 39F (92.883305 sec): 3 clusters Score: Raw -198514.558054 + Penalty 786.339586 = -197728.218468 nChanged 5 SP:Iteration 40F (92.887223 sec): 3 clusters Score: Raw -198515.418075 + Penalty 787.924159 = -197727.493916 nChanged 8 SP:Iteration 41F (92.891251 sec): 3 clusters Score: Raw -198516.745882 + Penalty 788.817766 = -197727.928116 nChanged 5 SP:Iteration 42Q (92.894951 sec): 3 clusters Score: Raw -198517.346917 + Penalty 790.340585 = -197727.006332 nChanged 7 SP:Iteration 43F (92.899072 sec): 3 clusters Score: Raw -198517.806435 + Penalty 790.897416 = -197726.909019 nChanged 3 SP:Iteration 44F (92.903203 sec): 3 clusters Score: Raw -198517.933759 + Penalty 791.150963 = -197726.782796 nChanged 1 SP:Iteration 45F (92.907465 sec): 3 clusters Score: Raw -198517.950164 + Penalty 791.168255 = -197726.781908 nChanged 1 SP:Iteration 46F (92.911466 sec): 3 clusters Score: Raw -198518.021258 + Penalty 790.902265 = -197727.118992 nChanged 1 SP:Iteration 47Q (92.915227 sec): 3 clusters Score: Raw -198518.180407 + Penalty 790.558067 = -197727.622341 nChanged 2 SP:Iteration 48Q (92.918906 sec): 3 clusters Score: Raw -198518.554011 + Penalty 790.826874 = -197727.727138 nChanged 1 SP:Iteration 49Q (92.922665 sec): 3 clusters Score: Raw -198518.563653 + Penalty 790.813630 = -197727.750023 nChanged 3 SP:Iteration 50F (92.926586 sec): 3 clusters Score: Raw -198519.247832 + Penalty 790.921810 = -197728.326022 nChanged 2 SP:Iteration 51Q (92.930462 sec): 3 clusters Score: Raw -198519.631141 + Penalty 791.109220 = -197728.521921 nChanged 1 SP:Iteration 52Q (92.934412 sec): 3 clusters Score: Raw -198519.787098 + Penalty 791.116176 = -197728.670922 nChanged 1 SP:Iteration 53Q (92.938116 sec): 3 clusters Score: Raw -198520.207884 + Penalty 791.482217 = -197728.725667 nChanged 2 SP:Iteration 54Q (92.941742 sec): 3 clusters Score: Raw -198520.592338 + Penalty 792.056981 = -197728.535357 nChanged 2 SP:Iteration 55F (92.945656 sec): 3 clusters Score: Raw -198520.919086 + Penalty 792.317827 = -197728.601260 nChanged 1 SP:Iteration 56Q (92.949295 sec): 3 clusters Score: Raw -198520.976691 + Penalty 792.317827 = -197728.658864 nChanged 0 SP:Iteration 57F (92.953211 sec): 3 clusters Score: Raw -198520.976691 + Penalty 792.317827 = -197728.658864 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.958659 sec): 2 clusters Score: Raw -61618.287911 + Penalty 321.353531 = -61296.934380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.960038 sec): 3 clusters Score: Raw -61270.372003 + Penalty 647.029427 = -60623.342576 nChanged 253 SP:Iteration 1F (92.961376 sec): 3 clusters Score: Raw -61444.274923 + Penalty 658.919419 = -60785.355504 nChanged 79 SP:Iteration 2F (92.962744 sec): 3 clusters Score: Raw -61521.120345 + Penalty 690.767748 = -60830.352596 nChanged 73 SP:Iteration 3F (92.964099 sec): 3 clusters Score: Raw -61613.885462 + Penalty 722.725118 = -60891.160344 nChanged 47 SP:Iteration 4F (92.965538 sec): 3 clusters Score: Raw -61674.247993 + Penalty 753.596043 = -60920.651950 nChanged 37 SP:Iteration 5F (92.966992 sec): 3 clusters Score: Raw -61711.882812 + Penalty 775.407277 = -60936.475535 nChanged 21 SP:Iteration 6Q (92.968364 sec): 3 clusters Score: Raw -61728.496962 + Penalty 792.298716 = -60936.198246 nChanged 15 SP:Iteration 7F (92.969775 sec): 3 clusters Score: Raw -61740.666711 + Penalty 802.485738 = -60938.180973 nChanged 7 SP:Iteration 8Q (92.971023 sec): 3 clusters Score: Raw -61745.574715 + Penalty 808.899858 = -60936.674857 nChanged 9 SP:Iteration 9F (92.972355 sec): 3 clusters Score: Raw -61753.034018 + Penalty 821.194006 = -60931.840012 nChanged 7 SP:Iteration 10F (92.973689 sec): 3 clusters Score: Raw -61761.635825 + Penalty 829.837298 = -60931.798527 nChanged 5 SP:Iteration 11F (92.975023 sec): 3 clusters Score: Raw -61766.934050 + Penalty 833.881114 = -60933.052936 nChanged 4 SP:Iteration 12Q (92.976220 sec): 3 clusters Score: Raw -61769.447536 + Penalty 834.135375 = -60935.312160 nChanged 1 SP:Iteration 13Q (92.977411 sec): 3 clusters Score: Raw -61772.821590 + Penalty 838.094631 = -60934.726958 nChanged 2 SP:Iteration 14F (92.978781 sec): 3 clusters Score: Raw -61774.754064 + Penalty 839.987732 = -60934.766331 nChanged 1 SP:Iteration 15Q (92.980002 sec): 3 clusters Score: Raw -61775.444114 + Penalty 845.423318 = -60930.020796 nChanged 2 SP:Iteration 16F (92.981356 sec): 3 clusters Score: Raw -61776.841908 + Penalty 846.699367 = -60930.142541 nChanged 1 SP:Iteration 17Q (92.982559 sec): 3 clusters Score: Raw -61777.510164 + Penalty 846.699367 = -60930.810797 nChanged 0 SP:Iteration 18F (92.983913 sec): 3 clusters Score: Raw -61777.510164 + Penalty 846.699367 = -60930.810797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 7 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.987052 sec): 2 clusters Score: Raw -60120.891780 + Penalty 592.158812 = -59528.732969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.988457 sec): 3 clusters Score: Raw -59873.589004 + Penalty 1176.569792 = -58697.019213 nChanged 201 SP:Iteration 1F (92.989837 sec): 3 clusters Score: Raw -60048.759310 + Penalty 1167.548941 = -58881.210369 nChanged 72 SP:Iteration 2F (92.991212 sec): 3 clusters Score: Raw -60128.798732 + Penalty 1158.921958 = -58969.876774 nChanged 38 SP:Iteration 3F (92.992531 sec): 3 clusters Score: Raw -60163.508353 + Penalty 1156.342877 = -59007.165477 nChanged 21 SP:Iteration 4Q (92.993832 sec): 3 clusters Score: Raw -60184.623048 + Penalty 1151.638274 = -59032.984773 nChanged 15 SP:Iteration 5Q (92.995129 sec): 3 clusters Score: Raw -60197.335480 + Penalty 1150.731789 = -59046.603691 nChanged 11 SP:Iteration 6Q (92.996449 sec): 3 clusters Score: Raw -60204.686268 + Penalty 1151.309371 = -59053.376897 nChanged 5 SP:Iteration 7Q (92.997735 sec): 3 clusters Score: Raw -60208.258140 + Penalty 1151.553842 = -59056.704299 nChanged 2 SP:Iteration 8Q (92.999118 sec): 3 clusters Score: Raw -60208.794195 + Penalty 1151.944352 = -59056.849843 nChanged 1 SP:Iteration 9Q (93.000448 sec): 3 clusters Score: Raw -60209.327268 + Penalty 1151.944352 = -59057.382916 nChanged 0 SP:Iteration 10F (93.001831 sec): 3 clusters Score: Raw -60209.327268 + Penalty 1151.944352 = -59057.382916 nChanged 0 Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 8 (10557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.047925 sec): 2 clusters Score: Raw -905921.852176 + Penalty 268.103800 = -905653.748377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.067657 sec): 3 clusters Score: Raw -898864.198112 + Penalty 532.444070 = -898331.754042 nChanged 4971 SP:Iteration 1F (93.086905 sec): 3 clusters Score: Raw -902364.409861 + Penalty 529.822325 = -901834.587536 nChanged 1604 SP:Iteration 2F (93.106736 sec): 3 clusters Score: Raw -903530.827291 + Penalty 530.194134 = -903000.633157 nChanged 636 SP:Iteration 3F (93.126324 sec): 3 clusters Score: Raw -903968.289117 + Penalty 530.110766 = -903438.178351 nChanged 299 SP:Iteration 4Q (93.146107 sec): 3 clusters Score: Raw -904095.142950 + Penalty 529.904968 = -903565.237982 nChanged 198 SP:Iteration 5Q (93.165557 sec): 3 clusters Score: Raw -904146.386377 + Penalty 528.926612 = -903617.459765 nChanged 148 SP:Iteration 6Q (93.185157 sec): 3 clusters Score: Raw -904177.313966 + Penalty 527.746942 = -903649.567023 nChanged 111 SP:Iteration 7Q (93.205344 sec): 3 clusters Score: Raw -904195.142441 + Penalty 526.956487 = -903668.185954 nChanged 84 SP:Iteration 8Q (93.224889 sec): 3 clusters Score: Raw -904207.992956 + Penalty 525.673604 = -903682.319352 nChanged 86 SP:Iteration 9Q (93.244637 sec): 3 clusters Score: Raw -904222.027792 + Penalty 524.934347 = -903697.093445 nChanged 80 SP:Iteration 10F (93.263722 sec): 3 clusters Score: Raw -904235.797445 + Penalty 524.201915 = -903711.595530 nChanged 78 SP:Iteration 11Q (93.283290 sec): 3 clusters Score: Raw -904254.395583 + Penalty 524.021365 = -903730.374219 nChanged 94 SP:Iteration 12Q (93.302403 sec): 3 clusters Score: Raw -904289.972933 + Penalty 523.465825 = -903766.507107 nChanged 145 SP:Iteration 13Q (93.322225 sec): 3 clusters Score: Raw -904359.116075 + Penalty 523.294377 = -903835.821698 nChanged 138 SP:Iteration 14Q (93.341740 sec): 3 clusters Score: Raw -904407.955451 + Penalty 523.059478 = -903884.895974 nChanged 112 SP:Iteration 15Q (93.361312 sec): 3 clusters Score: Raw -904440.031091 + Penalty 522.752488 = -903917.278604 nChanged 128 SP:Iteration 16Q (93.380842 sec): 3 clusters Score: Raw -904485.129531 + Penalty 523.092157 = -903962.037374 nChanged 146 SP:Iteration 17Q (93.399805 sec): 3 clusters Score: Raw -904545.778273 + Penalty 521.625123 = -904024.153151 nChanged 179 SP:Iteration 18Q (93.419186 sec): 3 clusters Score: Raw -904625.597511 + Penalty 519.170768 = -904106.426742 nChanged 186 SP:Iteration 19Q (93.438045 sec): 3 clusters Score: Raw -904691.184282 + Penalty 517.981163 = -904173.203119 nChanged 155 SP:Iteration 20F (93.457216 sec): 3 clusters Score: Raw -904731.910615 + Penalty 516.506344 = -904215.404271 nChanged 142 SP:Iteration 21Q (93.476431 sec): 3 clusters Score: Raw -904765.821101 + Penalty 517.326348 = -904248.494752 nChanged 132 SP:Iteration 22Q (93.494596 sec): 3 clusters Score: Raw -904797.515333 + Penalty 516.381685 = -904281.133648 nChanged 148 SP:Iteration 23Q (93.513260 sec): 3 clusters Score: Raw -904835.190169 + Penalty 517.899467 = -904317.290702 nChanged 169 SP:Iteration 24Q (93.531597 sec): 3 clusters Score: Raw -904894.619897 + Penalty 527.941043 = -904366.678854 nChanged 217 SP:Iteration 25Q (93.549334 sec): 3 clusters Score: Raw -905037.273003 + Penalty 538.418368 = -904498.854635 nChanged 270 SP:Iteration 26Q (93.566351 sec): 3 clusters Score: Raw -905255.052291 + Penalty 535.889919 = -904719.162373 nChanged 222 SP:Iteration 27Q (93.583075 sec): 3 clusters Score: Raw -905413.448034 + Penalty 527.732217 = -904885.715818 nChanged 163 SP:Iteration 28Q (93.599152 sec): 3 clusters Score: Raw -905540.858323 + Penalty 512.928083 = -905027.930240 nChanged 126 SP:Iteration 29Q (93.615609 sec): 3 clusters Score: Raw -905636.127986 + Penalty 500.227065 = -905135.900921 nChanged 97 SP:Iteration 30F (93.635168 sec): 3 clusters Score: Raw -905699.198928 + Penalty 488.331920 = -905210.867008 nChanged 85 SP:Iteration 31Q (93.651361 sec): 3 clusters Score: Raw -905742.290223 + Penalty 483.601438 = -905258.688785 nChanged 62 SP:Iteration 32Q (93.667005 sec): 3 clusters Score: Raw -905771.399709 + Penalty 480.674351 = -905290.725358 nChanged 59 SP:Iteration 33Q (93.682930 sec): 3 clusters Score: Raw -905800.927949 + Penalty 473.260564 = -905327.667384 nChanged 48 SP:Iteration 34Q (93.698628 sec): 3 clusters Score: Raw -905826.154691 + Penalty 472.719919 = -905353.434772 nChanged 46 SP:Iteration 35Q (93.714458 sec): 3 clusters Score: Raw -905850.738055 + Penalty 469.963971 = -905380.774083 nChanged 33 SP:Iteration 36Q (93.730302 sec): 3 clusters Score: Raw -905867.459577 + Penalty 471.286381 = -905396.173196 nChanged 24 SP:Iteration 37Q (93.746037 sec): 3 clusters Score: Raw -905877.732749 + Penalty 472.087440 = -905405.645309 nChanged 23 SP:Iteration 38Q (93.761663 sec): 3 clusters Score: Raw -905887.348064 + Penalty 471.800243 = -905415.547822 nChanged 18 SP:Iteration 39Q (93.777275 sec): 3 clusters Score: Raw -905892.481187 + Penalty 471.661488 = -905420.819699 nChanged 19 SP:Iteration 40F (93.797095 sec): 3 clusters Score: Raw -905899.538917 + Penalty 473.202990 = -905426.335927 nChanged 16 SP:Iteration 41Q (93.812327 sec): 3 clusters Score: Raw -905907.220968 + Penalty 473.688177 = -905433.532790 nChanged 18 SP:Iteration 42Q (93.827984 sec): 3 clusters Score: Raw -905915.303472 + Penalty 480.073380 = -905435.230093 nChanged 12 SP:Iteration 43Q (93.844520 sec): 3 clusters Score: Raw -905920.009493 + Penalty 488.288609 = -905431.720884 nChanged 14 SP:Iteration 44F (93.864951 sec): 3 clusters Score: Raw -905927.963703 + Penalty 493.331501 = -905434.632201 nChanged 14 SP:Iteration 45Q (93.881493 sec): 3 clusters Score: Raw -905935.468542 + Penalty 499.775350 = -905435.693191 nChanged 5 SP:Iteration 46Q (93.897593 sec): 3 clusters Score: Raw -905937.245379 + Penalty 504.063690 = -905433.181690 nChanged 4 SP:Iteration 47F (93.918455 sec): 3 clusters Score: Raw -905938.029154 + Penalty 506.491285 = -905431.537870 nChanged 5 SP:Iteration 48F (93.937513 sec): 3 clusters Score: Raw -905939.205057 + Penalty 502.098378 = -905437.106679 nChanged 3 SP:Iteration 49Q (93.952428 sec): 3 clusters Score: Raw -905940.926410 + Penalty 504.899679 = -905436.026731 nChanged 2 SP:Iteration 50F (93.971322 sec): 3 clusters Score: Raw -905941.159098 + Penalty 508.001823 = -905433.157275 nChanged 3 SP:Iteration 51F (93.990602 sec): 3 clusters Score: Raw -905941.940135 + Penalty 508.319332 = -905433.620803 nChanged 3 SP:Iteration 52Q (94.005844 sec): 3 clusters Score: Raw -905942.893721 + Penalty 508.319332 = -905434.574388 nChanged 0 SP:Iteration 53F (94.024985 sec): 3 clusters Score: Raw -905942.893721 + Penalty 508.319332 = -905434.574388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 9 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.032529 sec): 2 clusters Score: Raw -57111.258521 + Penalty 695.634002 = -56415.624519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.033752 sec): 3 clusters Score: Raw -56915.764288 + Penalty 1391.284531 = -55524.479756 nChanged 178 SP:Iteration 1F (94.034962 sec): 3 clusters Score: Raw -57055.199028 + Penalty 1392.659880 = -55662.539148 nChanged 52 SP:Iteration 2F (94.036176 sec): 3 clusters Score: Raw -57122.469189 + Penalty 1393.429871 = -55729.039318 nChanged 37 SP:Iteration 3F (94.037377 sec): 3 clusters Score: Raw -57176.226527 + Penalty 1395.186483 = -55781.040044 nChanged 36 SP:Iteration 4F (94.038660 sec): 3 clusters Score: Raw -57222.373933 + Penalty 1398.007705 = -55824.366228 nChanged 27 SP:Iteration 5Q (94.039838 sec): 3 clusters Score: Raw -57245.090279 + Penalty 1400.036352 = -55845.053927 nChanged 13 SP:Iteration 6Q (94.041071 sec): 3 clusters Score: Raw -57254.577857 + Penalty 1401.540864 = -55853.036993 nChanged 8 SP:Iteration 7Q (94.042300 sec): 3 clusters Score: Raw -57268.749060 + Penalty 1403.649313 = -55865.099747 nChanged 11 SP:Iteration 8Q (94.043516 sec): 3 clusters Score: Raw -57284.063844 + Penalty 1405.143784 = -55878.920060 nChanged 11 SP:Iteration 9Q (94.044706 sec): 3 clusters Score: Raw -57296.597874 + Penalty 1406.376205 = -55890.221669 nChanged 11 SP:Iteration 10F (94.045903 sec): 3 clusters Score: Raw -57307.380868 + Penalty 1407.399417 = -55899.981451 nChanged 4 SP:Iteration 11Q (94.047077 sec): 3 clusters Score: Raw -57309.888986 + Penalty 1409.123747 = -55900.765239 nChanged 4 SP:Iteration 12Q (94.048252 sec): 3 clusters Score: Raw -57314.498016 + Penalty 1409.461792 = -55905.036224 nChanged 2 SP:Iteration 13Q (94.049423 sec): 3 clusters Score: Raw -57315.999809 + Penalty 1409.613980 = -55906.385830 nChanged 2 SP:Iteration 14Q (94.050593 sec): 3 clusters Score: Raw -57317.493773 + Penalty 1410.308612 = -55907.185161 nChanged 1 SP:Iteration 15Q (94.051803 sec): 3 clusters Score: Raw -57317.766696 + Penalty 1410.308612 = -55907.458084 nChanged 0 SP:Iteration 16F (94.053070 sec): 3 clusters Score: Raw -57317.766696 + Penalty 1410.308612 = -55907.458084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.054623 sec): 2 clusters Score: Raw -20230.109839 + Penalty 659.110353 = -19570.999486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.055261 sec): 3 clusters Score: Raw -20231.862792 + Penalty 1319.188785 = -18912.674007 nChanged 42 SP:Iteration 1F (94.055875 sec): 3 clusters Score: Raw -20302.560262 + Penalty 1320.783866 = -18981.776396 nChanged 9 SP:Iteration 2Q (94.056460 sec): 3 clusters Score: Raw -20323.301493 + Penalty 1319.915310 = -19003.386183 nChanged 9 SP:Iteration 3Q (94.057039 sec): 3 clusters Score: Raw -20357.262584 + Penalty 1320.148254 = -19037.114330 nChanged 2 SP:Iteration 4Q (94.057638 sec): 3 clusters Score: Raw -20367.072485 + Penalty 1319.055072 = -19048.017414 nChanged 2 SP:Iteration 5Q (94.058204 sec): 3 clusters Score: Raw -20377.302530 + Penalty 1318.240420 = -19059.062111 nChanged 1 SP:Iteration 6Q (94.058764 sec): 3 clusters Score: Raw -20381.799067 + Penalty 1318.240420 = -19063.558648 nChanged 0 SP:Iteration 7F (94.059366 sec): 3 clusters Score: Raw -20381.799067 + Penalty 1318.240420 = -19063.558648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 11 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.063486 sec): 2 clusters Score: Raw -61568.205780 + Penalty 275.394224 = -61292.811556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.064949 sec): 3 clusters Score: Raw -61193.932743 + Penalty 552.221250 = -60641.711492 nChanged 272 SP:Iteration 1F (94.066328 sec): 3 clusters Score: Raw -61381.567509 + Penalty 554.294798 = -60827.272711 nChanged 81 SP:Iteration 2F (94.067698 sec): 3 clusters Score: Raw -61458.955851 + Penalty 556.460721 = -60902.495131 nChanged 67 SP:Iteration 3F (94.069052 sec): 3 clusters Score: Raw -61513.072310 + Penalty 559.158748 = -60953.913562 nChanged 45 SP:Iteration 4F (94.070404 sec): 3 clusters Score: Raw -61538.814227 + Penalty 556.624060 = -60982.190167 nChanged 21 SP:Iteration 5Q (94.071893 sec): 3 clusters Score: Raw -61550.803534 + Penalty 556.319938 = -60994.483596 nChanged 15 SP:Iteration 6Q (94.073340 sec): 3 clusters Score: Raw -61558.192110 + Penalty 554.403391 = -61003.788719 nChanged 17 SP:Iteration 7Q (94.074782 sec): 3 clusters Score: Raw -61568.557060 + Penalty 556.070091 = -61012.486969 nChanged 18 SP:Iteration 8Q (94.076177 sec): 3 clusters Score: Raw -61585.392847 + Penalty 560.051254 = -61025.341593 nChanged 11 SP:Iteration 9Q (94.077560 sec): 3 clusters Score: Raw -61590.857090 + Penalty 564.334820 = -61026.522270 nChanged 4 SP:Iteration 10F (94.078955 sec): 3 clusters Score: Raw -61593.447782 + Penalty 568.255481 = -61025.192301 nChanged 5 SP:Iteration 11F (94.080333 sec): 3 clusters Score: Raw -61595.564202 + Penalty 572.047303 = -61023.516898 nChanged 4 SP:Iteration 12F (94.081703 sec): 3 clusters Score: Raw -61597.130491 + Penalty 573.039504 = -61024.090987 nChanged 3 SP:Iteration 13Q (94.083016 sec): 3 clusters Score: Raw -61599.865474 + Penalty 572.486476 = -61027.378998 nChanged 3 SP:Iteration 14Q (94.084313 sec): 3 clusters Score: Raw -61603.754783 + Penalty 571.504245 = -61032.250538 nChanged 4 SP:Iteration 15Q (94.085592 sec): 3 clusters Score: Raw -61606.736013 + Penalty 573.798711 = -61032.937302 nChanged 4 SP:Iteration 16Q (94.086884 sec): 3 clusters Score: Raw -61611.457852 + Penalty 582.697035 = -61028.760818 nChanged 4 SP:Iteration 17F (94.088256 sec): 3 clusters Score: Raw -61617.659043 + Penalty 584.334343 = -61033.324700 nChanged 4 SP:Iteration 18Q (94.089489 sec): 3 clusters Score: Raw -61620.904710 + Penalty 582.898788 = -61038.005922 nChanged 1 SP:Iteration 19Q (94.090725 sec): 3 clusters Score: Raw -61621.428244 + Penalty 585.468332 = -61035.959913 nChanged 1 SP:Iteration 20F (94.092097 sec): 3 clusters Score: Raw -61621.730292 + Penalty 586.732651 = -61034.997641 nChanged 1 SP:Iteration 21F (94.093473 sec): 3 clusters Score: Raw -61621.858343 + Penalty 586.732651 = -61035.125692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 13 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.095048 sec): 2 clusters Score: Raw -5480.269992 + Penalty 146.970536 = -5333.299456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.095395 sec): 3 clusters Score: Raw -5555.477344 + Penalty 342.955130 = -5212.522213 nChanged 13 SP:Iteration 1F (94.095733 sec): 3 clusters Score: Raw -5597.391028 + Penalty 344.958452 = -5252.432577 nChanged 1 SP:Iteration 2Q (94.096062 sec): 3 clusters Score: Raw -5600.716722 + Penalty 342.387149 = -5258.329573 nChanged 1 SP:Iteration 3Q (94.096400 sec): 3 clusters Score: Raw -5606.914930 + Penalty 342.387149 = -5264.527781 nChanged 0 SP:Iteration 4F (94.096737 sec): 3 clusters Score: Raw -5606.914930 + Penalty 342.387149 = -5264.527781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 14 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.098602 sec): 2 clusters Score: Raw -27162.222573 + Penalty 299.602838 = -26862.619736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.099400 sec): 3 clusters Score: Raw -27030.553030 + Penalty 597.885572 = -26432.667458 nChanged 105 SP:Iteration 1F (94.100155 sec): 3 clusters Score: Raw -27124.727210 + Penalty 596.971819 = -26527.755391 nChanged 38 SP:Iteration 2F (94.100909 sec): 3 clusters Score: Raw -27166.235572 + Penalty 595.120202 = -26571.115370 nChanged 20 SP:Iteration 3F (94.101664 sec): 3 clusters Score: Raw -27208.319265 + Penalty 595.775162 = -26612.544103 nChanged 18 SP:Iteration 4F (94.102416 sec): 3 clusters Score: Raw -27241.992289 + Penalty 598.578676 = -26643.413612 nChanged 9 SP:Iteration 5Q (94.103151 sec): 3 clusters Score: Raw -27251.240660 + Penalty 600.678387 = -26650.562273 nChanged 2 SP:Iteration 6Q (94.103944 sec): 3 clusters Score: Raw -27254.023239 + Penalty 600.883397 = -26653.139842 nChanged 4 SP:Iteration 7Q (94.104695 sec): 3 clusters Score: Raw -27263.722851 + Penalty 601.604042 = -26662.118809 nChanged 4 SP:Iteration 8Q (94.105439 sec): 3 clusters Score: Raw -27272.041164 + Penalty 601.851690 = -26670.189474 nChanged 1 SP:Iteration 9Q (94.106178 sec): 3 clusters Score: Raw -27274.189571 + Penalty 602.747887 = -26671.441684 nChanged 3 SP:Iteration 10F (94.106959 sec): 3 clusters Score: Raw -27279.350751 + Penalty 603.972293 = -26675.378458 nChanged 3 SP:Iteration 11Q (94.107717 sec): 3 clusters Score: Raw -27295.111860 + Penalty 605.631101 = -26689.480758 nChanged 4 SP:Iteration 12Q (94.108522 sec): 3 clusters Score: Raw -27297.332259 + Penalty 607.519488 = -26689.812771 nChanged 3 SP:Iteration 13Q (94.109266 sec): 3 clusters Score: Raw -27301.540386 + Penalty 609.437705 = -26692.102681 nChanged 3 SP:Iteration 14Q (94.110012 sec): 3 clusters Score: Raw -27304.973089 + Penalty 609.032085 = -26695.941004 nChanged 1 SP:Iteration 15Q (94.110759 sec): 3 clusters Score: Raw -27305.236978 + Penalty 609.572753 = -26695.664226 nChanged 1 SP:Iteration 16F (94.111564 sec): 3 clusters Score: Raw -27306.396481 + Penalty 609.572753 = -26696.823729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 16 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.113117 sec): 2 clusters Score: Raw -31335.123041 + Penalty 538.135697 = -30796.987344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.114014 sec): 3 clusters Score: Raw -31223.966143 + Penalty 1079.299890 = -30144.666253 nChanged 91 SP:Iteration 1F (94.114895 sec): 3 clusters Score: Raw -31344.955250 + Penalty 1077.783738 = -30267.171512 nChanged 27 SP:Iteration 2F (94.115774 sec): 3 clusters Score: Raw -31409.437805 + Penalty 1078.018512 = -30331.419293 nChanged 18 SP:Iteration 3Q (94.116624 sec): 3 clusters Score: Raw -31448.461056 + Penalty 1077.423040 = -30371.038016 nChanged 15 SP:Iteration 4Q (94.117475 sec): 3 clusters Score: Raw -31473.236059 + Penalty 1077.010284 = -30396.225775 nChanged 7 SP:Iteration 5Q (94.118320 sec): 3 clusters Score: Raw -31482.334136 + Penalty 1076.758390 = -30405.575747 nChanged 4 SP:Iteration 6Q (94.119147 sec): 3 clusters Score: Raw -31487.884713 + Penalty 1076.591744 = -30411.292968 nChanged 8 SP:Iteration 7Q (94.119970 sec): 3 clusters Score: Raw -31500.737470 + Penalty 1076.027729 = -30424.709741 nChanged 13 SP:Iteration 8Q (94.120794 sec): 3 clusters Score: Raw -31526.279079 + Penalty 1076.096120 = -30450.182959 nChanged 7 SP:Iteration 9Q (94.121612 sec): 3 clusters Score: Raw -31534.799425 + Penalty 1076.039913 = -30458.759512 nChanged 5 SP:Iteration 10F (94.122528 sec): 3 clusters Score: Raw -31542.732107 + Penalty 1075.774974 = -30466.957133 nChanged 5 SP:Iteration 11Q (94.123302 sec): 3 clusters Score: Raw -31548.877851 + Penalty 1075.682458 = -30473.195393 nChanged 3 SP:Iteration 12Q (94.124069 sec): 3 clusters Score: Raw -31551.241439 + Penalty 1075.312108 = -30475.929330 nChanged 2 SP:Iteration 13Q (94.124834 sec): 3 clusters Score: Raw -31556.696314 + Penalty 1075.312108 = -30481.384206 nChanged 0 SP:Iteration 14F (94.125675 sec): 3 clusters Score: Raw -31556.696314 + Penalty 1075.312108 = -30481.384206 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.136259 sec): 2 clusters Score: Raw -212214.801984 + Penalty 685.771485 = -211529.030499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.140773 sec): 3 clusters Score: Raw -210925.487522 + Penalty 1370.978304 = -209554.509218 nChanged 922 SP:Iteration 1F (94.145057 sec): 3 clusters Score: Raw -211486.391331 + Penalty 1370.526712 = -210115.864618 nChanged 236 SP:Iteration 2F (94.149240 sec): 3 clusters Score: Raw -211641.231335 + Penalty 1372.474182 = -210268.757154 nChanged 152 SP:Iteration 3F (94.153286 sec): 3 clusters Score: Raw -211741.084052 + Penalty 1374.767795 = -210366.316256 nChanged 90 SP:Iteration 4Q (94.157369 sec): 3 clusters Score: Raw -211791.341184 + Penalty 1379.520735 = -210411.820449 nChanged 82 SP:Iteration 5Q (94.161409 sec): 3 clusters Score: Raw -211838.045926 + Penalty 1385.664458 = -210452.381468 nChanged 75 SP:Iteration 6Q (94.165752 sec): 3 clusters Score: Raw -211883.360596 + Penalty 1395.626971 = -210487.733625 nChanged 79 SP:Iteration 7Q (94.169718 sec): 3 clusters Score: Raw -211931.358593 + Penalty 1412.234102 = -210519.124491 nChanged 79 SP:Iteration 8Q (94.173964 sec): 3 clusters Score: Raw -211980.820583 + Penalty 1432.156589 = -210548.663994 nChanged 73 SP:Iteration 9Q (94.177952 sec): 3 clusters Score: Raw -212034.536591 + Penalty 1454.867341 = -210579.669250 nChanged 75 SP:Iteration 10F (94.182066 sec): 3 clusters Score: Raw -212105.422617 + Penalty 1488.444546 = -210616.978071 nChanged 78 SP:Iteration 11Q (94.185852 sec): 3 clusters Score: Raw -212191.534927 + Penalty 1517.136311 = -210674.398616 nChanged 60 SP:Iteration 12Q (94.189550 sec): 3 clusters Score: Raw -212263.864120 + Penalty 1538.596746 = -210725.267374 nChanged 50 SP:Iteration 13Q (94.193221 sec): 3 clusters Score: Raw -212316.506345 + Penalty 1556.509953 = -210759.996392 nChanged 45 SP:Iteration 14Q (94.196759 sec): 3 clusters Score: Raw -212364.943245 + Penalty 1569.895303 = -210795.047942 nChanged 41 SP:Iteration 15Q (94.200301 sec): 3 clusters Score: Raw -212407.452556 + Penalty 1589.020321 = -210818.432236 nChanged 48 SP:Iteration 16Q (94.203855 sec): 3 clusters Score: Raw -212470.399905 + Penalty 1605.282390 = -210865.117515 nChanged 43 SP:Iteration 17Q (94.207614 sec): 3 clusters Score: Raw -212534.920211 + Penalty 1608.198776 = -210926.721435 nChanged 43 SP:Iteration 18Q (94.211186 sec): 3 clusters Score: Raw -212584.840047 + Penalty 1611.389700 = -210973.450348 nChanged 39 SP:Iteration 19Q (94.214663 sec): 3 clusters Score: Raw -212616.636663 + Penalty 1607.997976 = -211008.638687 nChanged 22 SP:Iteration 20F (94.218802 sec): 3 clusters Score: Raw -212639.802279 + Penalty 1601.210427 = -211038.591853 nChanged 28 SP:Iteration 21Q (94.222391 sec): 3 clusters Score: Raw -212660.342324 + Penalty 1598.692429 = -211061.649895 nChanged 21 SP:Iteration 22Q (94.225922 sec): 3 clusters Score: Raw -212675.387181 + Penalty 1593.503197 = -211081.883984 nChanged 19 SP:Iteration 23Q (94.229479 sec): 3 clusters Score: Raw -212685.319337 + Penalty 1589.298736 = -211096.020601 nChanged 15 SP:Iteration 24Q (94.233272 sec): 3 clusters Score: Raw -212690.929211 + Penalty 1588.247183 = -211102.682029 nChanged 4 SP:Iteration 25Q (94.236849 sec): 3 clusters Score: Raw -212692.935183 + Penalty 1587.353683 = -211105.581500 nChanged 3 SP:Iteration 26Q (94.240555 sec): 3 clusters Score: Raw -212693.379195 + Penalty 1587.723758 = -211105.655437 nChanged 2 SP:Iteration 27Q (94.244156 sec): 3 clusters Score: Raw -212694.326780 + Penalty 1588.406514 = -211105.920266 nChanged 2 SP:Iteration 28Q (94.247738 sec): 3 clusters Score: Raw -212694.862320 + Penalty 1588.406514 = -211106.455806 nChanged 0 SP:Iteration 29F (94.251802 sec): 3 clusters Score: Raw -212694.862320 + Penalty 1588.406514 = -211106.455806 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 20 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.262018 sec): 2 clusters Score: Raw -148370.065587 + Penalty 521.729460 = -147848.336127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.264963 sec): 3 clusters Score: Raw -147486.884640 + Penalty 1047.121858 = -146439.762782 nChanged 670 SP:Iteration 1F (94.267874 sec): 3 clusters Score: Raw -147822.559327 + Penalty 1051.333591 = -146771.225736 nChanged 159 SP:Iteration 2F (94.270759 sec): 3 clusters Score: Raw -147916.128757 + Penalty 1061.965688 = -146854.163069 nChanged 116 SP:Iteration 3F (94.273831 sec): 3 clusters Score: Raw -147994.334097 + Penalty 1074.542517 = -146919.791580 nChanged 107 SP:Iteration 4F (94.276741 sec): 3 clusters Score: Raw -148084.849993 + Penalty 1107.662670 = -146977.187323 nChanged 118 SP:Iteration 5F (94.279618 sec): 3 clusters Score: Raw -148225.021993 + Penalty 1164.079145 = -147060.942848 nChanged 100 SP:Iteration 6F (94.282627 sec): 3 clusters Score: Raw -148365.846534 + Penalty 1197.014833 = -147168.831701 nChanged 65 SP:Iteration 7Q (94.285539 sec): 3 clusters Score: Raw -148435.478374 + Penalty 1212.165412 = -147223.312962 nChanged 32 SP:Iteration 8Q (94.288280 sec): 3 clusters Score: Raw -148479.786984 + Penalty 1225.112181 = -147254.674804 nChanged 29 SP:Iteration 9Q (94.291055 sec): 3 clusters Score: Raw -148509.819959 + Penalty 1231.142865 = -147278.677093 nChanged 13 SP:Iteration 10F (94.294093 sec): 3 clusters Score: Raw -148522.157626 + Penalty 1234.373676 = -147287.783950 nChanged 12 SP:Iteration 11Q (94.296641 sec): 3 clusters Score: Raw -148530.936397 + Penalty 1233.667695 = -147297.268703 nChanged 8 SP:Iteration 12Q (94.299168 sec): 3 clusters Score: Raw -148535.173172 + Penalty 1233.057398 = -147302.115774 nChanged 1 SP:Iteration 13Q (94.301692 sec): 3 clusters Score: Raw -148536.095629 + Penalty 1232.491764 = -147303.603865 nChanged 2 SP:Iteration 14Q (94.304210 sec): 3 clusters Score: Raw -148536.985637 + Penalty 1231.778898 = -147305.206739 nChanged 1 SP:Iteration 15Q (94.306971 sec): 3 clusters Score: Raw -148537.396239 + Penalty 1232.727862 = -147304.668377 nChanged 1 SP:Iteration 16F (94.310017 sec): 3 clusters Score: Raw -148538.978636 + Penalty 1232.727862 = -147306.250773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 21 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.312406 sec): 2 clusters Score: Raw -41200.924836 + Penalty 387.381153 = -40813.543682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.313427 sec): 3 clusters Score: Raw -40991.648822 + Penalty 769.197845 = -40222.450976 nChanged 150 SP:Iteration 1F (94.314376 sec): 3 clusters Score: Raw -41101.578184 + Penalty 769.471547 = -40332.106638 nChanged 37 SP:Iteration 2F (94.315321 sec): 3 clusters Score: Raw -41133.301354 + Penalty 767.891288 = -40365.410067 nChanged 19 SP:Iteration 3Q (94.316254 sec): 3 clusters Score: Raw -41146.212451 + Penalty 767.084604 = -40379.127848 nChanged 12 SP:Iteration 4Q (94.317181 sec): 3 clusters Score: Raw -41158.767014 + Penalty 765.968679 = -40392.798334 nChanged 15 SP:Iteration 5Q (94.318108 sec): 3 clusters Score: Raw -41171.840492 + Penalty 767.431744 = -40404.408749 nChanged 14 SP:Iteration 6Q (94.319031 sec): 3 clusters Score: Raw -41184.504520 + Penalty 768.969812 = -40415.534708 nChanged 17 SP:Iteration 7Q (94.319953 sec): 3 clusters Score: Raw -41198.610696 + Penalty 768.886453 = -40429.724243 nChanged 12 SP:Iteration 8Q (94.320910 sec): 3 clusters Score: Raw -41211.204934 + Penalty 769.482684 = -40441.722250 nChanged 12 SP:Iteration 9Q (94.321842 sec): 3 clusters Score: Raw -41220.968385 + Penalty 770.950050 = -40450.018335 nChanged 4 SP:Iteration 10F (94.322786 sec): 3 clusters Score: Raw -41225.232258 + Penalty 772.446039 = -40452.786219 nChanged 9 SP:Iteration 11Q (94.323690 sec): 3 clusters Score: Raw -41230.452326 + Penalty 772.249137 = -40458.203190 nChanged 1 SP:Iteration 12Q (94.324589 sec): 3 clusters Score: Raw -41230.926729 + Penalty 772.169420 = -40458.757309 nChanged 1 SP:Iteration 13Q (94.325486 sec): 3 clusters Score: Raw -41231.081284 + Penalty 772.526998 = -40458.554286 nChanged 1 SP:Iteration 14F (94.326428 sec): 3 clusters Score: Raw -41231.843208 + Penalty 772.335408 = -40459.507800 nChanged 1 SP:Iteration 15Q (94.327365 sec): 3 clusters Score: Raw -41233.000804 + Penalty 772.383713 = -40460.617091 nChanged 2 SP:Iteration 16Q (94.328321 sec): 3 clusters Score: Raw -41235.187431 + Penalty 772.849877 = -40462.337554 nChanged 4 SP:Iteration 17Q (94.329213 sec): 3 clusters Score: Raw -41239.151905 + Penalty 774.114886 = -40465.037019 nChanged 4 SP:Iteration 18Q (94.330117 sec): 3 clusters Score: Raw -41242.922507 + Penalty 774.987948 = -40467.934559 nChanged 4 SP:Iteration 19Q (94.330999 sec): 3 clusters Score: Raw -41246.933572 + Penalty 775.691932 = -40471.241640 nChanged 3 SP:Iteration 20F (94.331992 sec): 3 clusters Score: Raw -41251.045617 + Penalty 775.275190 = -40475.770427 nChanged 2 SP:Iteration 21Q (94.332920 sec): 3 clusters Score: Raw -41252.716161 + Penalty 775.275190 = -40477.440971 nChanged 0 SP:Iteration 22F (94.333886 sec): 3 clusters Score: Raw -41252.716161 + Penalty 775.275190 = -40477.440971 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 22 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.340200 sec): 2 clusters Score: Raw -172230.412806 + Penalty 572.990642 = -171657.422165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.343757 sec): 3 clusters Score: Raw -171240.763312 + Penalty 1157.565659 = -170083.197653 nChanged 713 SP:Iteration 1F (94.347168 sec): 3 clusters Score: Raw -171737.605177 + Penalty 1168.196739 = -170569.408438 nChanged 196 SP:Iteration 2F (94.350458 sec): 3 clusters Score: Raw -171921.342705 + Penalty 1176.138296 = -170745.204408 nChanged 131 SP:Iteration 3F (94.353780 sec): 3 clusters Score: Raw -172041.642538 + Penalty 1182.804422 = -170858.838115 nChanged 91 SP:Iteration 4F (94.357060 sec): 3 clusters Score: Raw -172132.953753 + Penalty 1186.152328 = -170946.801425 nChanged 71 SP:Iteration 5Q (94.360369 sec): 3 clusters Score: Raw -172179.072536 + Penalty 1189.111031 = -170989.961505 nChanged 48 SP:Iteration 6Q (94.363487 sec): 3 clusters Score: Raw -172219.872454 + Penalty 1191.009352 = -171028.863102 nChanged 50 SP:Iteration 7Q (94.366556 sec): 3 clusters Score: Raw -172258.713484 + Penalty 1193.851014 = -171064.862470 nChanged 31 SP:Iteration 8Q (94.369784 sec): 3 clusters Score: Raw -172281.257782 + Penalty 1195.120592 = -171086.137190 nChanged 19 SP:Iteration 9Q (94.373066 sec): 3 clusters Score: Raw -172296.262753 + Penalty 1196.109214 = -171100.153539 nChanged 21 SP:Iteration 10F (94.376491 sec): 3 clusters Score: Raw -172308.569747 + Penalty 1196.353087 = -171112.216660 nChanged 11 SP:Iteration 11Q (94.379447 sec): 3 clusters Score: Raw -172316.045290 + Penalty 1197.351049 = -171118.694242 nChanged 11 SP:Iteration 12Q (94.382384 sec): 3 clusters Score: Raw -172322.674856 + Penalty 1197.804051 = -171124.870804 nChanged 11 SP:Iteration 13Q (94.385310 sec): 3 clusters Score: Raw -172327.666431 + Penalty 1198.003098 = -171129.663333 nChanged 12 SP:Iteration 14Q (94.388365 sec): 3 clusters Score: Raw -172331.747575 + Penalty 1198.504738 = -171133.242837 nChanged 11 SP:Iteration 15Q (94.391302 sec): 3 clusters Score: Raw -172337.461494 + Penalty 1197.539381 = -171139.922113 nChanged 5 SP:Iteration 16Q (94.394239 sec): 3 clusters Score: Raw -172339.019587 + Penalty 1197.644923 = -171141.374663 nChanged 2 SP:Iteration 17Q (94.397146 sec): 3 clusters Score: Raw -172339.680669 + Penalty 1197.355233 = -171142.325436 nChanged 1 SP:Iteration 18Q (94.400051 sec): 3 clusters Score: Raw -172339.761854 + Penalty 1197.355233 = -171142.406622 nChanged 0 SP:Iteration 19F (94.403272 sec): 3 clusters Score: Raw -172339.761854 + Penalty 1197.355233 = -171142.406622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 23 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.409350 sec): 2 clusters Score: Raw -98968.073359 + Penalty 500.312123 = -98467.761235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.411366 sec): 3 clusters Score: Raw -98391.262656 + Penalty 1002.688023 = -97388.574633 nChanged 419 SP:Iteration 1F (94.413349 sec): 3 clusters Score: Raw -98653.558794 + Penalty 1003.298725 = -97650.260069 nChanged 83 SP:Iteration 2F (94.415331 sec): 3 clusters Score: Raw -98700.994877 + Penalty 1007.295100 = -97693.699777 nChanged 57 SP:Iteration 3F (94.417312 sec): 3 clusters Score: Raw -98738.430303 + Penalty 1012.440497 = -97725.989807 nChanged 54 SP:Iteration 4F (94.419294 sec): 3 clusters Score: Raw -98773.791231 + Penalty 1019.267990 = -97754.523241 nChanged 42 SP:Iteration 5Q (94.421267 sec): 3 clusters Score: Raw -98809.382817 + Penalty 1026.540388 = -97782.842430 nChanged 37 SP:Iteration 6Q (94.423266 sec): 3 clusters Score: Raw -98849.794620 + Penalty 1039.640420 = -97810.154200 nChanged 38 SP:Iteration 7Q (94.425272 sec): 3 clusters Score: Raw -98887.289510 + Penalty 1053.346140 = -97833.943370 nChanged 32 SP:Iteration 8Q (94.427219 sec): 3 clusters Score: Raw -98919.447092 + Penalty 1069.604823 = -97849.842270 nChanged 27 SP:Iteration 9Q (94.429131 sec): 3 clusters Score: Raw -98942.273666 + Penalty 1085.159652 = -97857.114014 nChanged 23 SP:Iteration 10F (94.431415 sec): 3 clusters Score: Raw -98958.176660 + Penalty 1095.848747 = -97862.327912 nChanged 16 SP:Iteration 11Q (94.433270 sec): 3 clusters Score: Raw -98971.435750 + Penalty 1107.727184 = -97863.708566 nChanged 15 SP:Iteration 12Q (94.435146 sec): 3 clusters Score: Raw -98981.892301 + Penalty 1114.951759 = -97866.940542 nChanged 9 SP:Iteration 13Q (94.436956 sec): 3 clusters Score: Raw -98986.578920 + Penalty 1114.053436 = -97872.525484 nChanged 7 SP:Iteration 14Q (94.438908 sec): 3 clusters Score: Raw -98992.586501 + Penalty 1112.537392 = -97880.049109 nChanged 5 SP:Iteration 15Q (94.440828 sec): 3 clusters Score: Raw -98994.957446 + Penalty 1114.210421 = -97880.747025 nChanged 2 SP:Iteration 16Q (94.442718 sec): 3 clusters Score: Raw -98995.852476 + Penalty 1114.182918 = -97881.669558 nChanged 1 SP:Iteration 17Q (94.444595 sec): 3 clusters Score: Raw -98996.280822 + Penalty 1113.632628 = -97882.648194 nChanged 2 SP:Iteration 18Q (94.446418 sec): 3 clusters Score: Raw -98999.471861 + Penalty 1115.107884 = -97884.363977 nChanged 2 SP:Iteration 19Q (94.448198 sec): 3 clusters Score: Raw -99000.285555 + Penalty 1116.346988 = -97883.938567 nChanged 1 SP:Iteration 20F (94.450193 sec): 3 clusters Score: Raw -99001.053213 + Penalty 1118.484592 = -97882.568620 nChanged 1 SP:Iteration 21F (94.452168 sec): 3 clusters Score: Raw -99001.427497 + Penalty 1119.160156 = -97882.267341 nChanged 1 SP:Iteration 22F (94.454144 sec): 3 clusters Score: Raw -99002.466597 + Penalty 1121.812057 = -97880.654540 nChanged 2 SP:Iteration 23F (94.456137 sec): 3 clusters Score: Raw -99004.542393 + Penalty 1122.461115 = -97882.081279 nChanged 3 SP:Iteration 24Q (94.457869 sec): 3 clusters Score: Raw -99005.364852 + Penalty 1121.808339 = -97883.556513 nChanged 1 SP:Iteration 25Q (94.459620 sec): 3 clusters Score: Raw -99006.042737 + Penalty 1125.498301 = -97880.544437 nChanged 2 SP:Iteration 26F (94.461650 sec): 3 clusters Score: Raw -99007.700303 + Penalty 1128.001286 = -97879.699017 nChanged 2 SP:Iteration 27F (94.463691 sec): 3 clusters Score: Raw -99010.146628 + Penalty 1128.994270 = -97881.152359 nChanged 1 SP:Iteration 28Q (94.465407 sec): 3 clusters Score: Raw -99010.617727 + Penalty 1130.295541 = -97880.322186 nChanged 1 SP:Iteration 29F (94.467444 sec): 3 clusters Score: Raw -99010.673200 + Penalty 1132.728459 = -97877.944741 nChanged 1 SP:Iteration 30F (94.469461 sec): 3 clusters Score: Raw -99011.160905 + Penalty 1134.389909 = -97876.770996 nChanged 1 SP:Iteration 31F (94.471554 sec): 3 clusters Score: Raw -99012.019908 + Penalty 1135.704865 = -97876.315043 nChanged 2 SP:Iteration 32F (94.473627 sec): 3 clusters Score: Raw -99014.119274 + Penalty 1143.197064 = -97870.922210 nChanged 5 SP:Iteration 33F (94.475653 sec): 3 clusters Score: Raw -99017.316842 + Penalty 1148.095234 = -97869.221608 nChanged 3 SP:Iteration 34F (94.477667 sec): 3 clusters Score: Raw -99018.247434 + Penalty 1147.622671 = -97870.624763 nChanged 1 SP:Iteration 35Q (94.479380 sec): 3 clusters Score: Raw -99018.154805 + Penalty 1148.550671 = -97869.604134 nChanged 1 SP:Iteration 36F (94.481368 sec): 3 clusters Score: Raw -99018.514088 + Penalty 1148.550671 = -97869.963417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.482938 sec): 2 clusters Score: Raw -2542.480415 + Penalty 34.972115 = -2507.508300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.483183 sec): 3 clusters Score: Raw -2563.713346 + Penalty 72.797331 = -2490.916015 nChanged 7 SP:Iteration 1F (94.483415 sec): 3 clusters Score: Raw -2572.814000 + Penalty 78.822833 = -2493.991167 nChanged 3 SP:Iteration 2F (94.483635 sec): 3 clusters Score: Raw -2578.533142 + Penalty 81.760816 = -2496.772326 nChanged 1 SP:Iteration 3Q (94.483848 sec): 3 clusters Score: Raw -2579.604247 + Penalty 81.760816 = -2497.843431 nChanged 0 SP:Iteration 4F (94.484065 sec): 3 clusters Score: Raw -2579.604247 + Penalty 81.760816 = -2497.843431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 25 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.490629 sec): 2 clusters Score: Raw -188254.225107 + Penalty 304.397140 = -187949.827967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.494559 sec): 3 clusters Score: Raw -186916.908393 + Penalty 619.596979 = -186297.311414 nChanged 937 SP:Iteration 1F (94.498419 sec): 3 clusters Score: Raw -187478.568281 + Penalty 646.554102 = -186832.014178 nChanged 337 SP:Iteration 2F (94.502304 sec): 3 clusters Score: Raw -187752.836745 + Penalty 677.605422 = -187075.231322 nChanged 187 SP:Iteration 3F (94.506509 sec): 3 clusters Score: Raw -187946.872937 + Penalty 702.729042 = -187244.143895 nChanged 116 SP:Iteration 4F (94.510394 sec): 3 clusters Score: Raw -188060.323877 + Penalty 735.123547 = -187325.200330 nChanged 87 SP:Iteration 5Q (94.514105 sec): 3 clusters Score: Raw -188140.167754 + Penalty 758.508780 = -187381.658975 nChanged 64 SP:Iteration 6Q (94.517624 sec): 3 clusters Score: Raw -188188.994836 + Penalty 786.941785 = -187402.053051 nChanged 47 SP:Iteration 7Q (94.521028 sec): 3 clusters Score: Raw -188229.423802 + Penalty 817.646431 = -187411.777371 nChanged 35 SP:Iteration 8Q (94.524449 sec): 3 clusters Score: Raw -188254.510437 + Penalty 836.591121 = -187417.919316 nChanged 20 SP:Iteration 9Q (94.527752 sec): 3 clusters Score: Raw -188271.725394 + Penalty 856.040391 = -187415.685003 nChanged 12 SP:Iteration 10F (94.531670 sec): 3 clusters Score: Raw -188278.949969 + Penalty 876.381743 = -187402.568225 nChanged 10 SP:Iteration 11F (94.535616 sec): 3 clusters Score: Raw -188287.282775 + Penalty 888.730403 = -187398.552372 nChanged 10 SP:Iteration 12F (94.539858 sec): 3 clusters Score: Raw -188294.296385 + Penalty 897.820526 = -187396.475859 nChanged 4 SP:Iteration 13F (94.543865 sec): 3 clusters Score: Raw -188298.620623 + Penalty 907.210125 = -187391.410498 nChanged 4 SP:Iteration 14F (94.547778 sec): 3 clusters Score: Raw -188300.805198 + Penalty 907.521531 = -187393.283666 nChanged 1 SP:Iteration 15Q (94.550864 sec): 3 clusters Score: Raw -188302.244562 + Penalty 911.483628 = -187390.760934 nChanged 1 SP:Iteration 16F (94.554701 sec): 3 clusters Score: Raw -188303.070882 + Penalty 907.995404 = -187395.075479 nChanged 1 SP:Iteration 17Q (94.557862 sec): 3 clusters Score: Raw -188303.998172 + Penalty 907.995404 = -187396.002768 nChanged 0 SP:Iteration 18F (94.561769 sec): 3 clusters Score: Raw -188303.998172 + Penalty 907.995404 = -187396.002768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 26 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.564085 sec): 2 clusters Score: Raw -38151.271510 + Penalty 509.222392 = -37642.049118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.565025 sec): 3 clusters Score: Raw -38009.987168 + Penalty 1018.872574 = -36991.114594 nChanged 117 SP:Iteration 1F (94.565949 sec): 3 clusters Score: Raw -38105.503916 + Penalty 1021.997487 = -37083.506429 nChanged 34 SP:Iteration 2F (94.566870 sec): 3 clusters Score: Raw -38138.256677 + Penalty 1028.050554 = -37110.206124 nChanged 26 SP:Iteration 3F (94.567794 sec): 3 clusters Score: Raw -38162.379998 + Penalty 1035.685893 = -37126.694105 nChanged 23 SP:Iteration 4F (94.568712 sec): 3 clusters Score: Raw -38188.510165 + Penalty 1042.159904 = -37146.350261 nChanged 14 SP:Iteration 5Q (94.569693 sec): 3 clusters Score: Raw -38204.415809 + Penalty 1053.317513 = -37151.098295 nChanged 20 SP:Iteration 6Q (94.570644 sec): 3 clusters Score: Raw -38231.199958 + Penalty 1055.234313 = -37175.965645 nChanged 11 SP:Iteration 7Q (94.571589 sec): 3 clusters Score: Raw -38242.701110 + Penalty 1056.768202 = -37185.932909 nChanged 4 SP:Iteration 8Q (94.572531 sec): 3 clusters Score: Raw -38245.663394 + Penalty 1057.392597 = -37188.270797 nChanged 1 SP:Iteration 9Q (94.573464 sec): 3 clusters Score: Raw -38248.501336 + Penalty 1055.568521 = -37192.932815 nChanged 1 SP:Iteration 10F (94.574383 sec): 3 clusters Score: Raw -38252.447703 + Penalty 1055.568521 = -37196.879182 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 29 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.577104 sec): 2 clusters Score: Raw -59854.593212 + Penalty 228.974157 = -59625.619054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.578460 sec): 3 clusters Score: Raw -59485.644984 + Penalty 463.981227 = -59021.663757 nChanged 265 SP:Iteration 1F (94.579793 sec): 3 clusters Score: Raw -59678.884940 + Penalty 480.812904 = -59198.072036 nChanged 82 SP:Iteration 2F (94.581124 sec): 3 clusters Score: Raw -59753.379566 + Penalty 501.118231 = -59252.261335 nChanged 48 SP:Iteration 3F (94.582458 sec): 3 clusters Score: Raw -59797.857523 + Penalty 540.465156 = -59257.392366 nChanged 40 SP:Iteration 4F (94.583793 sec): 3 clusters Score: Raw -59849.329175 + Penalty 576.635702 = -59272.693473 nChanged 14 SP:Iteration 5Q (94.585094 sec): 3 clusters Score: Raw -59867.160989 + Penalty 596.416807 = -59270.744181 nChanged 7 SP:Iteration 6F (94.586423 sec): 3 clusters Score: Raw -59877.222814 + Penalty 608.348940 = -59268.873875 nChanged 2 SP:Iteration 7F (94.587755 sec): 3 clusters Score: Raw -59880.413855 + Penalty 619.658075 = -59260.755780 nChanged 2 SP:Iteration 8F (94.589084 sec): 3 clusters Score: Raw -59885.178998 + Penalty 619.399117 = -59265.779881 nChanged 2 SP:Iteration 9Q (94.590257 sec): 3 clusters Score: Raw -59887.328426 + Penalty 619.399117 = -59267.929309 nChanged 0 SP:Iteration 10F (94.591592 sec): 3 clusters Score: Raw -59887.328426 + Penalty 619.399117 = -59267.929309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 30 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.593558 sec): 2 clusters Score: Raw -31842.954426 + Penalty 485.412246 = -31357.542181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.594372 sec): 3 clusters Score: Raw -31685.167023 + Penalty 977.369051 = -30707.797972 nChanged 98 SP:Iteration 1F (94.595169 sec): 3 clusters Score: Raw -31764.008881 + Penalty 985.006532 = -30779.002349 nChanged 31 SP:Iteration 2F (94.595965 sec): 3 clusters Score: Raw -31796.022085 + Penalty 995.066440 = -30800.955644 nChanged 23 SP:Iteration 3F (94.596762 sec): 3 clusters Score: Raw -31817.871491 + Penalty 1002.714954 = -30815.156537 nChanged 13 SP:Iteration 4Q (94.597558 sec): 3 clusters Score: Raw -31833.305743 + Penalty 1008.403590 = -30824.902153 nChanged 5 SP:Iteration 5Q (94.598346 sec): 3 clusters Score: Raw -31840.242967 + Penalty 1010.744593 = -30829.498374 nChanged 4 SP:Iteration 6Q (94.599127 sec): 3 clusters Score: Raw -31844.744942 + Penalty 1012.717756 = -30832.027186 nChanged 2 SP:Iteration 7Q (94.599907 sec): 3 clusters Score: Raw -31846.404048 + Penalty 1015.359520 = -30831.044528 nChanged 2 SP:Iteration 8F (94.600703 sec): 3 clusters Score: Raw -31847.471607 + Penalty 1016.474803 = -30830.996803 nChanged 1 SP:Iteration 9F (94.601498 sec): 3 clusters Score: Raw -31847.821357 + Penalty 1019.136603 = -30828.684754 nChanged 1 SP:Iteration 10F (94.602353 sec): 3 clusters Score: Raw -31849.263149 + Penalty 1021.488951 = -30827.774198 nChanged 1 SP:Iteration 11F (94.603180 sec): 3 clusters Score: Raw -31849.880574 + Penalty 1021.488951 = -30828.391624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 34 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.605330 sec): 2 clusters Score: Raw -40294.628922 + Penalty 847.485514 = -39447.143408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.606341 sec): 3 clusters Score: Raw -40218.105170 + Penalty 1692.386862 = -38525.718308 nChanged 128 SP:Iteration 1F (94.607341 sec): 3 clusters Score: Raw -40417.449673 + Penalty 1689.148008 = -38728.301665 nChanged 46 SP:Iteration 2F (94.608359 sec): 3 clusters Score: Raw -40498.137969 + Penalty 1686.659165 = -38811.478805 nChanged 26 SP:Iteration 3F (94.609366 sec): 3 clusters Score: Raw -40541.070215 + Penalty 1685.341331 = -38855.728884 nChanged 12 SP:Iteration 4Q (94.610308 sec): 3 clusters Score: Raw -40560.693765 + Penalty 1684.010765 = -38876.683000 nChanged 5 SP:Iteration 5Q (94.611244 sec): 3 clusters Score: Raw -40567.181172 + Penalty 1683.060198 = -38884.120974 nChanged 4 SP:Iteration 6Q (94.612175 sec): 3 clusters Score: Raw -40578.301598 + Penalty 1683.155309 = -38895.146289 nChanged 5 SP:Iteration 7Q (94.613105 sec): 3 clusters Score: Raw -40584.192973 + Penalty 1683.703571 = -38900.489401 nChanged 2 SP:Iteration 8Q (94.614033 sec): 3 clusters Score: Raw -40585.000038 + Penalty 1683.703571 = -38901.296467 nChanged 0 SP:Iteration 9F (94.615026 sec): 3 clusters Score: Raw -40585.000038 + Penalty 1683.703571 = -38901.296467 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 35 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.617517 sec): 2 clusters Score: Raw -53565.516453 + Penalty 334.027225 = -53231.489228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.618778 sec): 3 clusters Score: Raw -53230.679635 + Penalty 667.830700 = -52562.848935 nChanged 221 SP:Iteration 1F (94.620017 sec): 3 clusters Score: Raw -53353.740414 + Penalty 666.729211 = -52687.011203 nChanged 68 SP:Iteration 2F (94.621264 sec): 3 clusters Score: Raw -53391.135994 + Penalty 666.362544 = -52724.773450 nChanged 32 SP:Iteration 3F (94.622637 sec): 3 clusters Score: Raw -53415.130481 + Penalty 665.687950 = -52749.442532 nChanged 26 SP:Iteration 4Q (94.623935 sec): 3 clusters Score: Raw -53437.277034 + Penalty 665.972930 = -52771.304104 nChanged 23 SP:Iteration 5Q (94.625226 sec): 3 clusters Score: Raw -53446.139364 + Penalty 665.772352 = -52780.367012 nChanged 15 SP:Iteration 6Q (94.626542 sec): 3 clusters Score: Raw -53453.290588 + Penalty 664.392860 = -52788.897728 nChanged 17 SP:Iteration 7Q (94.627830 sec): 3 clusters Score: Raw -53465.108183 + Penalty 664.603777 = -52800.504406 nChanged 22 SP:Iteration 8Q (94.629113 sec): 3 clusters Score: Raw -53483.965155 + Penalty 667.271775 = -52816.693380 nChanged 22 SP:Iteration 9Q (94.630330 sec): 3 clusters Score: Raw -53503.996423 + Penalty 672.744511 = -52831.251912 nChanged 27 SP:Iteration 10F (94.631584 sec): 3 clusters Score: Raw -53536.289134 + Penalty 671.696468 = -52864.592666 nChanged 23 SP:Iteration 11Q (94.632784 sec): 3 clusters Score: Raw -53555.204710 + Penalty 678.303160 = -52876.901550 nChanged 14 SP:Iteration 12Q (94.634002 sec): 3 clusters Score: Raw -53564.475666 + Penalty 680.793275 = -52883.682391 nChanged 8 SP:Iteration 13Q (94.635247 sec): 3 clusters Score: Raw -53568.833066 + Penalty 684.810857 = -52884.022209 nChanged 7 SP:Iteration 14Q (94.636471 sec): 3 clusters Score: Raw -53573.954977 + Penalty 686.693834 = -52887.261143 nChanged 4 SP:Iteration 15Q (94.637689 sec): 3 clusters Score: Raw -53576.467570 + Penalty 689.008924 = -52887.458646 nChanged 5 SP:Iteration 16Q (94.638900 sec): 3 clusters Score: Raw -53579.057815 + Penalty 689.706034 = -52889.351781 nChanged 2 SP:Iteration 17Q (94.640108 sec): 3 clusters Score: Raw -53579.866377 + Penalty 691.059100 = -52888.807276 nChanged 1 SP:Iteration 18F (94.641421 sec): 3 clusters Score: Raw -53580.668440 + Penalty 691.059100 = -52889.609339 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 36 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.645710 sec): 2 clusters Score: Raw -92968.416034 + Penalty 298.608495 = -92669.807539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.647723 sec): 3 clusters Score: Raw -92373.339751 + Penalty 598.721373 = -91774.618379 nChanged 408 SP:Iteration 1F (94.649698 sec): 3 clusters Score: Raw -92562.291082 + Penalty 604.082127 = -91958.208955 nChanged 128 SP:Iteration 2F (94.651665 sec): 3 clusters Score: Raw -92638.491009 + Penalty 620.746536 = -92017.744473 nChanged 123 SP:Iteration 3F (94.653627 sec): 3 clusters Score: Raw -92761.892753 + Penalty 649.170250 = -92112.722503 nChanged 107 SP:Iteration 4F (94.655605 sec): 3 clusters Score: Raw -92879.177081 + Penalty 675.888611 = -92203.288470 nChanged 76 SP:Iteration 5F (94.657570 sec): 3 clusters Score: Raw -92965.941361 + Penalty 695.936830 = -92270.004530 nChanged 43 SP:Iteration 6Q (94.659474 sec): 3 clusters Score: Raw -92994.730856 + Penalty 705.886259 = -92288.844597 nChanged 29 SP:Iteration 7Q (94.661327 sec): 3 clusters Score: Raw -93013.211269 + Penalty 713.842373 = -92299.368895 nChanged 25 SP:Iteration 8Q (94.663213 sec): 3 clusters Score: Raw -93028.011141 + Penalty 717.674078 = -92310.337062 nChanged 16 SP:Iteration 9Q (94.665050 sec): 3 clusters Score: Raw -93042.970097 + Penalty 726.091327 = -92316.878770 nChanged 12 SP:Iteration 10F (94.667015 sec): 3 clusters Score: Raw -93050.171661 + Penalty 730.333520 = -92319.838141 nChanged 9 SP:Iteration 11Q (94.668884 sec): 3 clusters Score: Raw -93053.939505 + Penalty 734.737306 = -92319.202199 nChanged 7 SP:Iteration 12F (94.670884 sec): 3 clusters Score: Raw -93056.843005 + Penalty 735.763019 = -92321.079986 nChanged 3 SP:Iteration 13Q (94.672630 sec): 3 clusters Score: Raw -93057.324500 + Penalty 736.728635 = -92320.595865 nChanged 2 SP:Iteration 14F (94.674621 sec): 3 clusters Score: Raw -93057.626348 + Penalty 736.817371 = -92320.808976 nChanged 1 SP:Iteration 15Q (94.676359 sec): 3 clusters Score: Raw -93057.732390 + Penalty 737.811561 = -92319.920829 nChanged 1 SP:Iteration 16F (94.678331 sec): 3 clusters Score: Raw -93058.320162 + Penalty 737.811561 = -92320.508601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 37 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.681467 sec): 2 clusters Score: Raw -52141.840752 + Penalty 782.672674 = -51359.168078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.682650 sec): 3 clusters Score: Raw -51929.190679 + Penalty 1567.555294 = -50361.635385 nChanged 131 SP:Iteration 1F (94.683811 sec): 3 clusters Score: Raw -52056.138573 + Penalty 1568.809666 = -50487.328907 nChanged 45 SP:Iteration 2F (94.684970 sec): 3 clusters Score: Raw -52104.447448 + Penalty 1569.193147 = -50535.254302 nChanged 27 SP:Iteration 3Q (94.686119 sec): 3 clusters Score: Raw -52131.195409 + Penalty 1568.729822 = -50562.465587 nChanged 14 SP:Iteration 4Q (94.687262 sec): 3 clusters Score: Raw -52144.846115 + Penalty 1568.521953 = -50576.324162 nChanged 14 SP:Iteration 5Q (94.688400 sec): 3 clusters Score: Raw -52164.520618 + Penalty 1568.743104 = -50595.777514 nChanged 12 SP:Iteration 6Q (94.689530 sec): 3 clusters Score: Raw -52175.814217 + Penalty 1569.168803 = -50606.645415 nChanged 8 SP:Iteration 7Q (94.690660 sec): 3 clusters Score: Raw -52184.354080 + Penalty 1568.806956 = -50615.547124 nChanged 10 SP:Iteration 8Q (94.691807 sec): 3 clusters Score: Raw -52194.474397 + Penalty 1568.678254 = -50625.796143 nChanged 5 SP:Iteration 9Q (94.692957 sec): 3 clusters Score: Raw -52200.045554 + Penalty 1568.894903 = -50631.150651 nChanged 4 SP:Iteration 10F (94.694115 sec): 3 clusters Score: Raw -52203.219822 + Penalty 1569.728524 = -50633.491299 nChanged 6 SP:Iteration 11Q (94.695240 sec): 3 clusters Score: Raw -52209.686317 + Penalty 1569.960761 = -50639.725557 nChanged 4 SP:Iteration 12Q (94.696362 sec): 3 clusters Score: Raw -52213.290775 + Penalty 1570.284078 = -50643.006697 nChanged 4 SP:Iteration 13Q (94.697485 sec): 3 clusters Score: Raw -52217.884753 + Penalty 1570.495976 = -50647.388777 nChanged 1 SP:Iteration 14Q (94.698603 sec): 3 clusters Score: Raw -52218.571247 + Penalty 1570.738179 = -50647.833068 nChanged 1 SP:Iteration 15Q (94.699722 sec): 3 clusters Score: Raw -52219.826160 + Penalty 1570.738179 = -50649.087981 nChanged 0 SP:Iteration 16F (94.700964 sec): 3 clusters Score: Raw -52219.826160 + Penalty 1570.738179 = -50649.087981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.701992 sec): 2 clusters Score: Raw -2026.879421 + Penalty 116.195623 = -1910.683798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.702257 sec): 3 clusters Score: Raw -2113.282896 + Penalty 233.144880 = -1880.138016 nChanged 2 SP:Iteration 1F (94.702517 sec): 3 clusters Score: Raw -2115.532611 + Penalty 233.144880 = -1882.387731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.703393 sec): 2 clusters Score: Raw -2777.571973 + Penalty 333.485195 = -2444.086778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.703679 sec): 3 clusters Score: Raw -2970.366910 + Penalty 795.892743 = -2174.474167 nChanged 8 SP:Iteration 1F (94.703959 sec): 3 clusters Score: Raw -3077.538710 + Penalty 795.892743 = -2281.645967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 46 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.705559 sec): 2 clusters Score: Raw -28346.820594 + Penalty 741.694431 = -27605.126163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.706314 sec): 3 clusters Score: Raw -28284.127709 + Penalty 1482.931881 = -26801.195829 nChanged 62 SP:Iteration 1F (94.707055 sec): 3 clusters Score: Raw -28374.887254 + Penalty 1482.320140 = -26892.567114 nChanged 19 SP:Iteration 2F (94.707800 sec): 3 clusters Score: Raw -28409.876577 + Penalty 1482.077094 = -26927.799483 nChanged 12 SP:Iteration 3Q (94.708522 sec): 3 clusters Score: Raw -28433.501261 + Penalty 1480.327640 = -26953.173621 nChanged 5 SP:Iteration 4Q (94.709240 sec): 3 clusters Score: Raw -28440.323889 + Penalty 1479.642428 = -26960.681461 nChanged 4 SP:Iteration 5Q (94.709984 sec): 3 clusters Score: Raw -28447.844217 + Penalty 1478.251985 = -26969.592232 nChanged 2 SP:Iteration 6Q (94.710698 sec): 3 clusters Score: Raw -28452.113261 + Penalty 1477.899334 = -26974.213927 nChanged 1 SP:Iteration 7Q (94.711415 sec): 3 clusters Score: Raw -28453.902823 + Penalty 1476.715558 = -26977.187265 nChanged 2 SP:Iteration 8Q (94.712126 sec): 3 clusters Score: Raw -28455.367473 + Penalty 1476.715558 = -26978.651915 nChanged 0 SP:Iteration 9F (94.712865 sec): 3 clusters Score: Raw -28455.367473 + Penalty 1476.715558 = -26978.651915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.713950 sec): 2 clusters Score: Raw -6075.057019 + Penalty 92.742309 = -5982.314710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.714297 sec): 3 clusters Score: Raw -6113.992035 + Penalty 203.129151 = -5910.862885 nChanged 22 SP:Iteration 1F (94.714636 sec): 3 clusters Score: Raw -6149.647952 + Penalty 221.552330 = -5928.095623 nChanged 6 SP:Iteration 2F (94.714973 sec): 3 clusters Score: Raw -6165.287612 + Penalty 240.160134 = -5925.127478 nChanged 2 SP:Iteration 3F (94.715308 sec): 3 clusters Score: Raw -6173.555637 + Penalty 241.178863 = -5932.376774 nChanged 1 SP:Iteration 4Q (94.715614 sec): 3 clusters Score: Raw -6183.134973 + Penalty 241.178863 = -5941.956110 nChanged 0 SP:Iteration 5F (94.715963 sec): 3 clusters Score: Raw -6183.134973 + Penalty 241.178863 = -5941.956110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.33 GB. Trying to split cluster 52 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.718123 sec): 2 clusters Score: Raw -44385.632579 + Penalty 600.198013 = -43785.434567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.719227 sec): 3 clusters Score: Raw -44180.255294 + Penalty 1199.845788 = -42980.409506 nChanged 148 SP:Iteration 1F (94.720275 sec): 3 clusters Score: Raw -44284.205709 + Penalty 1201.170932 = -43083.034778 nChanged 37 SP:Iteration 2F (94.721320 sec): 3 clusters Score: Raw -44309.911793 + Penalty 1202.068360 = -43107.843433 nChanged 18 SP:Iteration 3Q (94.722352 sec): 3 clusters Score: Raw -44327.275104 + Penalty 1204.796437 = -43122.478667 nChanged 20 SP:Iteration 4Q (94.723390 sec): 3 clusters Score: Raw -44341.395356 + Penalty 1205.417131 = -43135.978225 nChanged 16 SP:Iteration 5Q (94.724421 sec): 3 clusters Score: Raw -44354.020073 + Penalty 1205.673904 = -43148.346169 nChanged 9 SP:Iteration 6Q (94.725451 sec): 3 clusters Score: Raw -44360.966862 + Penalty 1205.575409 = -43155.391452 nChanged 9 SP:Iteration 7Q (94.726481 sec): 3 clusters Score: Raw -44367.865942 + Penalty 1205.945000 = -43161.920942 nChanged 4 SP:Iteration 8Q (94.727517 sec): 3 clusters Score: Raw -44372.637194 + Penalty 1205.668245 = -43166.968949 nChanged 2 SP:Iteration 9Q (94.728543 sec): 3 clusters Score: Raw -44373.897139 + Penalty 1205.462144 = -43168.434995 nChanged 2 SP:Iteration 10F (94.729581 sec): 3 clusters Score: Raw -44375.294724 + Penalty 1205.970377 = -43169.324347 nChanged 4 SP:Iteration 11Q (94.730618 sec): 3 clusters Score: Raw -44377.300918 + Penalty 1206.749117 = -43170.551801 nChanged 4 SP:Iteration 12Q (94.731648 sec): 3 clusters Score: Raw -44380.428735 + Penalty 1206.946570 = -43173.482165 nChanged 2 SP:Iteration 13Q (94.732677 sec): 3 clusters Score: Raw -44380.956057 + Penalty 1206.946570 = -43174.009487 nChanged 0 SP:Iteration 14F (94.733751 sec): 3 clusters Score: Raw -44380.956057 + Penalty 1206.946570 = -43174.009487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 54 (801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.737271 sec): 2 clusters Score: Raw -77373.355435 + Penalty 641.695095 = -76731.660339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.738924 sec): 3 clusters Score: Raw -76989.378217 + Penalty 1283.080093 = -75706.298124 nChanged 279 SP:Iteration 1F (94.740513 sec): 3 clusters Score: Raw -77145.602093 + Penalty 1282.982808 = -75862.619286 nChanged 71 SP:Iteration 2F (94.742188 sec): 3 clusters Score: Raw -77188.203799 + Penalty 1283.484561 = -75904.719238 nChanged 37 SP:Iteration 3Q (94.743877 sec): 3 clusters Score: Raw -77213.017160 + Penalty 1284.396260 = -75928.620900 nChanged 38 SP:Iteration 4Q (94.745468 sec): 3 clusters Score: Raw -77247.765842 + Penalty 1286.035046 = -75961.730796 nChanged 39 SP:Iteration 5Q (94.747025 sec): 3 clusters Score: Raw -77281.690564 + Penalty 1290.640473 = -75991.050090 nChanged 38 SP:Iteration 6Q (94.748581 sec): 3 clusters Score: Raw -77322.829131 + Penalty 1298.355196 = -76024.473935 nChanged 33 SP:Iteration 7Q (94.750132 sec): 3 clusters Score: Raw -77361.352724 + Penalty 1307.841814 = -76053.510910 nChanged 36 SP:Iteration 8Q (94.751678 sec): 3 clusters Score: Raw -77405.687950 + Penalty 1319.605280 = -76086.082670 nChanged 33 SP:Iteration 9Q (94.753218 sec): 3 clusters Score: Raw -77454.824298 + Penalty 1329.853827 = -76124.970471 nChanged 27 SP:Iteration 10F (94.754819 sec): 3 clusters Score: Raw -77486.778814 + Penalty 1341.881829 = -76144.896985 nChanged 23 SP:Iteration 11Q (94.756351 sec): 3 clusters Score: Raw -77510.537625 + Penalty 1347.283796 = -76163.253829 nChanged 12 SP:Iteration 12Q (94.757841 sec): 3 clusters Score: Raw -77518.860349 + Penalty 1352.351168 = -76166.509181 nChanged 6 SP:Iteration 13Q (94.759436 sec): 3 clusters Score: Raw -77521.862209 + Penalty 1356.149251 = -76165.712958 nChanged 5 SP:Iteration 14F (94.761065 sec): 3 clusters Score: Raw -77524.628314 + Penalty 1358.926265 = -76165.702049 nChanged 5 SP:Iteration 15F (94.762783 sec): 3 clusters Score: Raw -77529.070538 + Penalty 1359.132820 = -76169.937719 nChanged 1 SP:Iteration 16Q (94.764323 sec): 3 clusters Score: Raw -77531.098575 + Penalty 1358.625468 = -76172.473107 nChanged 1 SP:Iteration 17Q (94.765812 sec): 3 clusters Score: Raw -77531.732634 + Penalty 1358.625468 = -76173.107167 nChanged 0 SP:Iteration 18F (94.767490 sec): 3 clusters Score: Raw -77531.732634 + Penalty 1358.625468 = -76173.107167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.769093 sec): 2 clusters Score: Raw -2510.212360 + Penalty 140.968351 = -2369.244009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.769373 sec): 3 clusters Score: Raw -2566.188233 + Penalty 301.880470 = -2264.307763 nChanged 6 SP:Iteration 1F (94.769646 sec): 3 clusters Score: Raw -2583.008639 + Penalty 295.825554 = -2287.183085 nChanged 1 SP:Iteration 2Q (94.769910 sec): 3 clusters Score: Raw -2585.363275 + Penalty 293.695343 = -2291.667932 nChanged 1 SP:Iteration 3Q (94.770169 sec): 3 clusters Score: Raw -2591.411916 + Penalty 293.695343 = -2297.716573 nChanged 0 SP:Iteration 4F (94.770439 sec): 3 clusters Score: Raw -2591.411916 + Penalty 293.695343 = -2297.716573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.771320 sec): 2 clusters Score: Raw -2112.499041 + Penalty 352.459099 = -1760.039942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.771604 sec): 3 clusters Score: Raw -2335.236470 + Penalty 702.742436 = -1632.494034 nChanged 0 Time taken for this iteration:93.783106 seconds. 300->37 Clusters: Score -3017186.982406, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 190 (time per iteration =498.997232 ms) Total iterations: 2593 (time per iteration =36.563623 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5838763750.000000 (time per metric unit =16.237936ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 145969093750.000000 (time per metric unit=649.517453ps) That took 94.809474 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 5 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.38 and 0.57 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 41236 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 41236 points ------ Starting initial clusters from distinct float masks Not enough masks (232) to generate starting clusters (300), so starting with (233) clusters instead. Assigned 233 initial classes from 232 unique masks. Deleting Class 229 (2 points): Lose 7.854287 but Gain 1650.968168 Iteration 0F (5.755491 sec): 232 clusters Score: Raw -3386990.763828 + Penalty 248193.867008 = -3138796.896821 nChanged 11496 Deleting Class 226 (4 points): Lose 57.093259 but Gain 1628.481261 Iteration 1F (10.093216 sec): 223 clusters Score: Raw -3412583.464765 + Penalty 247049.673438 = -3165533.791327 nChanged 4234 Deleting Class 176 (7 points): Lose 76.490384 but Gain 1624.988098 Iteration 2F (14.360567 sec): 222 clusters Score: Raw -3419806.376658 + Penalty 244666.369954 = -3175140.006704 nChanged 2876 Deleting Class 37 (4 points): Lose 48.410441 but Gain 1578.915907 Iteration 3F (18.643472 sec): 220 clusters Score: Raw -3424068.269522 + Penalty 243053.773271 = -3181014.496251 nChanged 2164 Deleting Class 209 (1 points): Lose 2.857380 but Gain 1596.639976 Iteration 4F (22.850144 sec): 219 clusters Score: Raw -3426725.218484 + Penalty 241812.324653 = -3184912.893831 nChanged 1951 Deleting Class 225 (1 points): Lose 9.747553 but Gain 1535.264764 Iteration 5Q (23.453849 sec): 218 clusters Score: Raw -3428815.658778 + Penalty 240394.911250 = -3188420.747527 nChanged 1799 Deleting Class 196 (4 points): Lose 29.560997 but Gain 1546.615390 Iteration 6Q (24.013562 sec): 217 clusters Score: Raw -3430633.926426 + Penalty 238869.248961 = -3191764.677465 nChanged 1643 Deleting Class 77 (5 points): Lose 77.466441 but Gain 1593.646265 Iteration 7Q (24.549235 sec): 216 clusters Score: Raw -3431919.482024 + Penalty 237379.784453 = -3194539.697571 nChanged 1485 Deleting Class 208 (2 points): Lose 35.841753 but Gain 1548.548285 Iteration 8Q (25.059003 sec): 215 clusters Score: Raw -3433096.324474 + Penalty 235888.347521 = -3197207.976953 nChanged 1372 Deleting Class 202 (3 points): Lose 18.743184 but Gain 1496.962252 Iteration 9Q (25.563670 sec): 214 clusters Score: Raw -3434293.612236 + Penalty 234554.469077 = -3199739.143159 nChanged 1273 Deleting Class 138 (2 points): Lose 34.751881 but Gain 1498.199947 Iteration 10F (29.666905 sec): 213 clusters Score: Raw -3435213.482169 + Penalty 233180.712040 = -3202032.770128 nChanged 1210 Deleting Class 78 (20 points): Lose 202.079403 but Gain 1656.596894 Iteration 11Q (30.138579 sec): 212 clusters Score: Raw -3436000.284261 + Penalty 231818.014998 = -3204182.269263 nChanged 1150 Deleting Class 177 (2 points): Lose 4.838906 but Gain 1458.552771 Iteration 12Q (30.609239 sec): 211 clusters Score: Raw -3436935.547987 + Penalty 230334.960331 = -3206600.587656 nChanged 1025 Deleting Class 140 (20 points): Lose 219.233467 but Gain 1663.204146 Iteration 13Q (31.051328 sec): 210 clusters Score: Raw -3437465.229257 + Penalty 227878.655659 = -3209586.573598 nChanged 951 Deleting Class 184 (4 points): Lose 65.654614 but Gain 1508.238264 Iteration 14Q (31.479872 sec): 208 clusters Score: Raw -3438181.398235 + Penalty 226494.019680 = -3211687.378555 nChanged 797 Deleting Class 190 (4 points): Lose 53.026264 but Gain 1485.209605 Iteration 15Q (31.887389 sec): 207 clusters Score: Raw -3438845.539843 + Penalty 225114.196186 = -3213731.343657 nChanged 658 Deleting Class 126 (18 points): Lose 218.323716 but Gain 1645.266974 Iteration 16Q (32.274340 sec): 206 clusters Score: Raw -3439437.483279 + Penalty 223649.292132 = -3215788.191147 nChanged 541 Deleting Class 193 (1 points): Lose 86.710696 but Gain 1512.409711 Iteration 17Q (32.639103 sec): 205 clusters Score: Raw -3440061.963357 + Penalty 222206.338348 = -3217855.625009 nChanged 480 Deleting Class 166 (15 points): Lose 178.806849 but Gain 1603.402085 Iteration 18Q (32.996488 sec): 204 clusters Score: Raw -3440148.710025 + Penalty 220683.807341 = -3219464.902685 nChanged 414 Deleting Class 81 (44 points): Lose 273.039782 but Gain 1686.238285 Iteration 19Q (33.342489 sec): 203 clusters Score: Raw -3440113.898736 + Penalty 219155.729083 = -3220958.169653 nChanged 400 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -3440113.898736 + Penalty 219155.729083 = -3220958.169653Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.490859 sec): 2 clusters Score: Raw -114054.902442 + Penalty 769.498791 = -113285.403651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.493180 sec): 3 clusters Score: Raw -113503.294789 + Penalty 1534.958025 = -111968.336764 nChanged 444 SP:Iteration 1F (33.495374 sec): 3 clusters Score: Raw -113777.230048 + Penalty 1533.657483 = -112243.572565 nChanged 104 SP:Iteration 2F (33.497535 sec): 3 clusters Score: Raw -113862.864284 + Penalty 1534.645570 = -112328.218714 nChanged 79 SP:Iteration 3F (33.499670 sec): 3 clusters Score: Raw -113947.017834 + Penalty 1536.072470 = -112410.945364 nChanged 78 SP:Iteration 4F (33.501838 sec): 3 clusters Score: Raw -114017.130145 + Penalty 1537.038370 = -112480.091775 nChanged 62 SP:Iteration 5F (33.504014 sec): 3 clusters Score: Raw -114071.266443 + Penalty 1537.587980 = -112533.678463 nChanged 53 SP:Iteration 6Q (33.506113 sec): 3 clusters Score: Raw -114109.275434 + Penalty 1537.133729 = -112572.141704 nChanged 33 SP:Iteration 7Q (33.508252 sec): 3 clusters Score: Raw -114131.260324 + Penalty 1536.765855 = -112594.494469 nChanged 20 SP:Iteration 8Q (33.510401 sec): 3 clusters Score: Raw -114142.622650 + Penalty 1536.425382 = -112606.197267 nChanged 6 SP:Iteration 9Q (33.512531 sec): 3 clusters Score: Raw -114144.486029 + Penalty 1536.410189 = -112608.075840 nChanged 3 SP:Iteration 10F (33.514711 sec): 3 clusters Score: Raw -114145.832482 + Penalty 1536.289672 = -112609.542810 nChanged 4 SP:Iteration 11Q (33.516851 sec): 3 clusters Score: Raw -114148.050494 + Penalty 1535.948398 = -112612.102096 nChanged 7 SP:Iteration 12Q (33.518972 sec): 3 clusters Score: Raw -114151.975507 + Penalty 1536.010298 = -112615.965209 nChanged 6 SP:Iteration 13Q (33.521041 sec): 3 clusters Score: Raw -114154.344987 + Penalty 1535.962433 = -112618.382554 nChanged 2 SP:Iteration 14Q (33.523117 sec): 3 clusters Score: Raw -114155.420918 + Penalty 1535.823789 = -112619.597129 nChanged 6 SP:Iteration 15Q (33.525246 sec): 3 clusters Score: Raw -114163.944599 + Penalty 1535.522052 = -112628.422547 nChanged 15 SP:Iteration 16Q (33.527459 sec): 3 clusters Score: Raw -114174.629011 + Penalty 1535.048685 = -112639.580326 nChanged 13 SP:Iteration 17Q (33.529718 sec): 3 clusters Score: Raw -114188.710174 + Penalty 1534.504884 = -112654.205290 nChanged 16 SP:Iteration 18Q (33.531854 sec): 3 clusters Score: Raw -114202.110318 + Penalty 1534.293139 = -112667.817179 nChanged 14 SP:Iteration 19Q (33.533901 sec): 3 clusters Score: Raw -114214.810923 + Penalty 1534.125853 = -112680.685071 nChanged 14 SP:Iteration 20F (33.536035 sec): 3 clusters Score: Raw -114226.505928 + Penalty 1533.674504 = -112692.831424 nChanged 10 SP:Iteration 21Q (33.538063 sec): 3 clusters Score: Raw -114235.182886 + Penalty 1533.579662 = -112701.603224 nChanged 9 SP:Iteration 22Q (33.540087 sec): 3 clusters Score: Raw -114241.030582 + Penalty 1533.162397 = -112707.868186 nChanged 10 SP:Iteration 23Q (33.542143 sec): 3 clusters Score: Raw -114247.626014 + Penalty 1533.139004 = -112714.487010 nChanged 5 SP:Iteration 24Q (33.544200 sec): 3 clusters Score: Raw -114251.036409 + Penalty 1533.154521 = -112717.881888 nChanged 7 SP:Iteration 25Q (33.546252 sec): 3 clusters Score: Raw -114253.680536 + Penalty 1533.246980 = -112720.433556 nChanged 1 SP:Iteration 26Q (33.548255 sec): 3 clusters Score: Raw -114254.384343 + Penalty 1533.307093 = -112721.077250 nChanged 1 SP:Iteration 27Q (33.550259 sec): 3 clusters Score: Raw -114254.891130 + Penalty 1533.130947 = -112721.760183 nChanged 2 SP:Iteration 28Q (33.552261 sec): 3 clusters Score: Raw -114255.512539 + Penalty 1533.171717 = -112722.340823 nChanged 1 SP:Iteration 29Q (33.554312 sec): 3 clusters Score: Raw -114255.786674 + Penalty 1533.338482 = -112722.448192 nChanged 2 SP:Iteration 30F (33.556497 sec): 3 clusters Score: Raw -114256.356656 + Penalty 1533.338482 = -112723.018174 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 2 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.559883 sec): 2 clusters Score: Raw -89501.907542 + Penalty 320.344139 = -89181.563403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.562146 sec): 3 clusters Score: Raw -88951.253090 + Penalty 650.786221 = -88300.466869 nChanged 416 SP:Iteration 1F (33.564324 sec): 3 clusters Score: Raw -89297.493894 + Penalty 652.729069 = -88644.764825 nChanged 118 SP:Iteration 2F (33.566493 sec): 3 clusters Score: Raw -89421.854628 + Penalty 651.051847 = -88770.802781 nChanged 83 SP:Iteration 3F (33.568496 sec): 3 clusters Score: Raw -89526.457913 + Penalty 650.482359 = -88875.975554 nChanged 52 SP:Iteration 4F (33.570504 sec): 3 clusters Score: Raw -89571.354215 + Penalty 649.323547 = -88922.030668 nChanged 32 SP:Iteration 5Q (33.572433 sec): 3 clusters Score: Raw -89590.089626 + Penalty 651.064176 = -88939.025450 nChanged 16 SP:Iteration 6Q (33.574350 sec): 3 clusters Score: Raw -89596.350044 + Penalty 652.724630 = -88943.625414 nChanged 8 SP:Iteration 7Q (33.576337 sec): 3 clusters Score: Raw -89601.420813 + Penalty 654.602659 = -88946.818154 nChanged 7 SP:Iteration 8Q (33.578284 sec): 3 clusters Score: Raw -89603.020158 + Penalty 654.865242 = -88948.154916 nChanged 1 SP:Iteration 9Q (33.580202 sec): 3 clusters Score: Raw -89603.314717 + Penalty 655.410187 = -88947.904530 nChanged 2 SP:Iteration 10F (33.582206 sec): 3 clusters Score: Raw -89604.174501 + Penalty 656.013184 = -88948.161318 nChanged 2 SP:Iteration 11Q (33.584107 sec): 3 clusters Score: Raw -89604.520126 + Penalty 657.010049 = -88947.510077 nChanged 4 SP:Iteration 12F (33.586112 sec): 3 clusters Score: Raw -89605.402988 + Penalty 657.862003 = -88947.540985 nChanged 3 SP:Iteration 13Q (33.588007 sec): 3 clusters Score: Raw -89605.764893 + Penalty 657.862003 = -88947.902890 nChanged 0 SP:Iteration 14F (33.590007 sec): 3 clusters Score: Raw -89605.764893 + Penalty 657.862003 = -88947.902890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 3 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.591696 sec): 2 clusters Score: Raw -31276.677612 + Penalty 221.669413 = -31055.008199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.592583 sec): 3 clusters Score: Raw -31110.253290 + Penalty 438.880992 = -30671.372298 nChanged 118 SP:Iteration 1F (33.593481 sec): 3 clusters Score: Raw -31212.477752 + Penalty 436.056645 = -30776.421107 nChanged 34 SP:Iteration 2F (33.594346 sec): 3 clusters Score: Raw -31241.071054 + Penalty 436.045654 = -30805.025401 nChanged 14 SP:Iteration 3Q (33.595194 sec): 3 clusters Score: Raw -31250.989605 + Penalty 434.620812 = -30816.368793 nChanged 8 SP:Iteration 4Q (33.596041 sec): 3 clusters Score: Raw -31259.636528 + Penalty 433.838903 = -30825.797625 nChanged 12 SP:Iteration 5Q (33.596874 sec): 3 clusters Score: Raw -31271.586563 + Penalty 430.411172 = -30841.175391 nChanged 12 SP:Iteration 6Q (33.597680 sec): 3 clusters Score: Raw -31282.127366 + Penalty 424.760515 = -30857.366851 nChanged 11 SP:Iteration 7Q (33.598485 sec): 3 clusters Score: Raw -31293.209104 + Penalty 420.767262 = -30872.441842 nChanged 16 SP:Iteration 8Q (33.599289 sec): 3 clusters Score: Raw -31309.600194 + Penalty 415.346801 = -30894.253394 nChanged 19 SP:Iteration 9F (33.600118 sec): 3 clusters Score: Raw -31325.460959 + Penalty 411.784823 = -30913.676135 nChanged 12 SP:Iteration 10F (33.600944 sec): 3 clusters Score: Raw -31331.612662 + Penalty 410.629258 = -30920.983404 nChanged 7 SP:Iteration 11Q (33.601750 sec): 3 clusters Score: Raw -31338.476287 + Penalty 409.438079 = -30929.038208 nChanged 5 SP:Iteration 12Q (33.602552 sec): 3 clusters Score: Raw -31339.990005 + Penalty 409.438079 = -30930.551926 nChanged 0 SP:Iteration 13F (33.603379 sec): 3 clusters Score: Raw -31339.990005 + Penalty 409.438079 = -30930.551926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 5 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.604327 sec): 2 clusters Score: Raw -5047.182302 + Penalty 593.273772 = -4453.908530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.604724 sec): 3 clusters Score: Raw -5317.409309 + Penalty 1198.982441 = -4118.426869 nChanged 17 SP:Iteration 1F (33.605115 sec): 3 clusters Score: Raw -5367.656261 + Penalty 1200.874875 = -4166.781386 nChanged 2 SP:Iteration 2Q (33.605482 sec): 3 clusters Score: Raw -5374.766734 + Penalty 1200.874875 = -4173.891859 nChanged 0 SP:Iteration 3F (33.605872 sec): 3 clusters Score: Raw -5374.766734 + Penalty 1200.874875 = -4173.891859 nChanged 0 Memory request: 0.07 GB would take us to total of 0.45 GB. Trying to split cluster 6 (14995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.673356 sec): 2 clusters Score: Raw -1252591.184448 + Penalty 234.798003 = -1252356.386445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.701958 sec): 3 clusters Score: Raw -1242477.151838 + Penalty 461.808021 = -1242015.343817 nChanged 7209 SP:Iteration 1F (33.730113 sec): 3 clusters Score: Raw -1247282.055348 + Penalty 451.516754 = -1246830.538595 nChanged 2319 SP:Iteration 2F (33.760878 sec): 3 clusters Score: Raw -1249945.241889 + Penalty 442.915283 = -1249502.326606 nChanged 1085 SP:Iteration 3F (33.792272 sec): 3 clusters Score: Raw -1251436.082930 + Penalty 441.883078 = -1250994.199852 nChanged 369 SP:Iteration 4Q (33.819805 sec): 3 clusters Score: Raw -1251898.058025 + Penalty 446.428349 = -1251451.629676 nChanged 255 SP:Iteration 5Q (33.846333 sec): 3 clusters Score: Raw -1252113.102344 + Penalty 453.236225 = -1251659.866119 nChanged 198 SP:Iteration 6Q (33.872665 sec): 3 clusters Score: Raw -1252253.454411 + Penalty 455.115121 = -1251798.339290 nChanged 150 SP:Iteration 7Q (33.898811 sec): 3 clusters Score: Raw -1252349.506596 + Penalty 459.623289 = -1251889.883307 nChanged 144 SP:Iteration 8Q (33.924314 sec): 3 clusters Score: Raw -1252439.728376 + Penalty 470.761632 = -1251968.966744 nChanged 117 SP:Iteration 9Q (33.950604 sec): 3 clusters Score: Raw -1252519.136446 + Penalty 480.865251 = -1252038.271195 nChanged 72 SP:Iteration 10F (33.981855 sec): 3 clusters Score: Raw -1252566.969720 + Penalty 497.849378 = -1252069.120342 nChanged 47 SP:Iteration 11Q (34.007633 sec): 3 clusters Score: Raw -1252600.404659 + Penalty 517.561635 = -1252082.843024 nChanged 22 SP:Iteration 12Q (34.033364 sec): 3 clusters Score: Raw -1252615.914094 + Penalty 524.745328 = -1252091.168766 nChanged 15 SP:Iteration 13Q (34.058151 sec): 3 clusters Score: Raw -1252623.496456 + Penalty 519.576633 = -1252103.919822 nChanged 7 SP:Iteration 14Q (34.080374 sec): 3 clusters Score: Raw -1252626.307438 + Penalty 524.892142 = -1252101.415296 nChanged 5 SP:Iteration 15F (34.107838 sec): 3 clusters Score: Raw -1252627.640986 + Penalty 526.294882 = -1252101.346104 nChanged 1 SP:Iteration 16F (34.135633 sec): 3 clusters Score: Raw -1252627.672592 + Penalty 526.294882 = -1252101.377710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.145218 sec): 2 clusters Score: Raw -44732.743861 + Penalty 721.963245 = -44010.780616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.146310 sec): 3 clusters Score: Raw -44570.307780 + Penalty 1442.184517 = -43128.123262 nChanged 153 SP:Iteration 1F (34.147380 sec): 3 clusters Score: Raw -44714.241191 + Penalty 1439.754858 = -43274.486333 nChanged 36 SP:Iteration 2F (34.148450 sec): 3 clusters Score: Raw -44758.618214 + Penalty 1438.643089 = -43319.975124 nChanged 20 SP:Iteration 3Q (34.149510 sec): 3 clusters Score: Raw -44781.405176 + Penalty 1435.504943 = -43345.900233 nChanged 20 SP:Iteration 4Q (34.150563 sec): 3 clusters Score: Raw -44801.432738 + Penalty 1433.099938 = -43368.332801 nChanged 14 SP:Iteration 5Q (34.151613 sec): 3 clusters Score: Raw -44829.022335 + Penalty 1433.771474 = -43395.250861 nChanged 12 SP:Iteration 6Q (34.152657 sec): 3 clusters Score: Raw -44849.276764 + Penalty 1432.547451 = -43416.729313 nChanged 11 SP:Iteration 7Q (34.153699 sec): 3 clusters Score: Raw -44858.138590 + Penalty 1432.343994 = -43425.794596 nChanged 10 SP:Iteration 8Q (34.154738 sec): 3 clusters Score: Raw -44871.252912 + Penalty 1432.427606 = -43438.825307 nChanged 4 SP:Iteration 9Q (34.155774 sec): 3 clusters Score: Raw -44876.285675 + Penalty 1433.045775 = -43443.239901 nChanged 3 SP:Iteration 10F (34.156839 sec): 3 clusters Score: Raw -44881.962772 + Penalty 1433.138786 = -43448.823986 nChanged 2 SP:Iteration 11Q (34.157874 sec): 3 clusters Score: Raw -44883.683084 + Penalty 1433.726949 = -43449.956135 nChanged 1 SP:Iteration 12Q (34.158912 sec): 3 clusters Score: Raw -44884.048707 + Penalty 1433.927452 = -43450.121255 nChanged 1 SP:Iteration 13Q (34.160032 sec): 3 clusters Score: Raw -44884.845839 + Penalty 1433.927452 = -43450.918388 nChanged 0 SP:Iteration 14F (34.161126 sec): 3 clusters Score: Raw -44884.845839 + Penalty 1433.927452 = -43450.918388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.162528 sec): 2 clusters Score: Raw -31297.753292 + Penalty 826.415508 = -30471.337784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.163412 sec): 3 clusters Score: Raw -31252.857971 + Penalty 1652.579658 = -29600.278314 nChanged 62 SP:Iteration 1F (34.164280 sec): 3 clusters Score: Raw -31333.548810 + Penalty 1652.665714 = -29680.883096 nChanged 21 SP:Iteration 2F (34.165146 sec): 3 clusters Score: Raw -31372.343223 + Penalty 1652.443483 = -29719.899740 nChanged 7 SP:Iteration 3Q (34.165995 sec): 3 clusters Score: Raw -31388.468925 + Penalty 1652.831016 = -29735.637908 nChanged 6 SP:Iteration 4Q (34.166832 sec): 3 clusters Score: Raw -31398.611804 + Penalty 1651.780155 = -29746.831650 nChanged 4 SP:Iteration 5Q (34.167663 sec): 3 clusters Score: Raw -31406.060271 + Penalty 1651.153600 = -29754.906670 nChanged 2 SP:Iteration 6Q (34.168488 sec): 3 clusters Score: Raw -31410.123632 + Penalty 1650.826692 = -29759.296939 nChanged 1 SP:Iteration 7Q (34.169296 sec): 3 clusters Score: Raw -31411.049779 + Penalty 1650.498260 = -29760.551519 nChanged 1 SP:Iteration 8Q (34.170135 sec): 3 clusters Score: Raw -31411.485129 + Penalty 1650.498260 = -29760.986869 nChanged 0 SP:Iteration 9F (34.170985 sec): 3 clusters Score: Raw -31411.485129 + Penalty 1650.498260 = -29760.986869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.172629 sec): 2 clusters Score: Raw -20356.929094 + Penalty 590.211538 = -19766.717556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.173271 sec): 3 clusters Score: Raw -20311.246400 + Penalty 1179.902675 = -19131.343725 nChanged 48 SP:Iteration 1F (34.173907 sec): 3 clusters Score: Raw -20378.815311 + Penalty 1181.825998 = -19196.989313 nChanged 17 SP:Iteration 2F (34.174537 sec): 3 clusters Score: Raw -20410.220203 + Penalty 1183.416004 = -19226.804199 nChanged 7 SP:Iteration 3Q (34.175160 sec): 3 clusters Score: Raw -20423.252244 + Penalty 1184.451841 = -19238.800403 nChanged 5 SP:Iteration 4Q (34.175776 sec): 3 clusters Score: Raw -20432.068239 + Penalty 1185.259329 = -19246.808911 nChanged 3 SP:Iteration 5Q (34.176390 sec): 3 clusters Score: Raw -20436.391931 + Penalty 1185.360313 = -19251.031618 nChanged 1 SP:Iteration 6Q (34.177005 sec): 3 clusters Score: Raw -20436.953064 + Penalty 1184.695429 = -19252.257636 nChanged 1 SP:Iteration 7Q (34.177614 sec): 3 clusters Score: Raw -20437.858485 + Penalty 1185.705697 = -19252.152788 nChanged 1 SP:Iteration 8F (34.178243 sec): 3 clusters Score: Raw -20438.152700 + Penalty 1185.381392 = -19252.771308 nChanged 1 SP:Iteration 9Q (34.178855 sec): 3 clusters Score: Raw -20439.477584 + Penalty 1185.381392 = -19254.096192 nChanged 0 SP:Iteration 10F (34.179484 sec): 3 clusters Score: Raw -20439.477584 + Penalty 1185.381392 = -19254.096192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.183430 sec): 2 clusters Score: Raw -93046.702143 + Penalty 372.904953 = -92673.797190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.185615 sec): 3 clusters Score: Raw -92438.424129 + Penalty 753.807416 = -91684.616713 nChanged 423 SP:Iteration 1F (34.187793 sec): 3 clusters Score: Raw -92692.507376 + Penalty 768.553121 = -91923.954255 nChanged 134 SP:Iteration 2F (34.189953 sec): 3 clusters Score: Raw -92798.198328 + Penalty 786.628041 = -92011.570288 nChanged 79 SP:Iteration 3F (34.192114 sec): 3 clusters Score: Raw -92857.021241 + Penalty 802.644323 = -92054.376918 nChanged 55 SP:Iteration 4F (34.194484 sec): 3 clusters Score: Raw -92906.291709 + Penalty 824.049066 = -92082.242643 nChanged 49 SP:Iteration 5Q (34.196823 sec): 3 clusters Score: Raw -92949.816778 + Penalty 846.100539 = -92103.716238 nChanged 42 SP:Iteration 6Q (34.198972 sec): 3 clusters Score: Raw -92989.286150 + Penalty 854.074395 = -92135.211755 nChanged 33 SP:Iteration 7Q (34.201088 sec): 3 clusters Score: Raw -93025.051832 + Penalty 870.853824 = -92154.198008 nChanged 17 SP:Iteration 8Q (34.203162 sec): 3 clusters Score: Raw -93051.789782 + Penalty 875.666390 = -92176.123392 nChanged 8 SP:Iteration 9Q (34.205155 sec): 3 clusters Score: Raw -93063.511670 + Penalty 881.857532 = -92181.654137 nChanged 7 SP:Iteration 10F (34.207353 sec): 3 clusters Score: Raw -93070.362942 + Penalty 887.770041 = -92182.592901 nChanged 3 SP:Iteration 11Q (34.209316 sec): 3 clusters Score: Raw -93072.899956 + Penalty 890.005986 = -92182.893970 nChanged 1 SP:Iteration 12Q (34.211335 sec): 3 clusters Score: Raw -93074.064700 + Penalty 888.875572 = -92185.189128 nChanged 2 SP:Iteration 13Q (34.213273 sec): 3 clusters Score: Raw -93077.241249 + Penalty 885.512399 = -92191.728850 nChanged 1 SP:Iteration 14Q (34.215316 sec): 3 clusters Score: Raw -93079.231877 + Penalty 885.512399 = -92193.719478 nChanged 0 SP:Iteration 15F (34.217536 sec): 3 clusters Score: Raw -93079.231877 + Penalty 885.512399 = -92193.719478 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.220457 sec): 2 clusters Score: Raw -54959.628009 + Penalty 527.492643 = -54432.135366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.221724 sec): 3 clusters Score: Raw -54674.879794 + Penalty 1055.477667 = -53619.402127 nChanged 221 SP:Iteration 1F (34.222992 sec): 3 clusters Score: Raw -54845.292410 + Penalty 1055.890622 = -53789.401788 nChanged 62 SP:Iteration 2F (34.224239 sec): 3 clusters Score: Raw -54889.502297 + Penalty 1054.556370 = -53834.945927 nChanged 25 SP:Iteration 3Q (34.225475 sec): 3 clusters Score: Raw -54912.555478 + Penalty 1055.302205 = -53857.253274 nChanged 25 SP:Iteration 4Q (34.226820 sec): 3 clusters Score: Raw -54932.422231 + Penalty 1055.654760 = -53876.767470 nChanged 19 SP:Iteration 5Q (34.228135 sec): 3 clusters Score: Raw -54954.609414 + Penalty 1057.333081 = -53897.276333 nChanged 25 SP:Iteration 6Q (34.229415 sec): 3 clusters Score: Raw -54973.405340 + Penalty 1061.522640 = -53911.882700 nChanged 14 SP:Iteration 7Q (34.230676 sec): 3 clusters Score: Raw -54984.414514 + Penalty 1061.707406 = -53922.707107 nChanged 8 SP:Iteration 8Q (34.231890 sec): 3 clusters Score: Raw -54990.581797 + Penalty 1063.528943 = -53927.052855 nChanged 6 SP:Iteration 9Q (34.233081 sec): 3 clusters Score: Raw -54996.826439 + Penalty 1065.691691 = -53931.134748 nChanged 8 SP:Iteration 10F (34.234322 sec): 3 clusters Score: Raw -55000.823055 + Penalty 1065.645043 = -53935.178011 nChanged 3 SP:Iteration 11Q (34.235511 sec): 3 clusters Score: Raw -55002.081355 + Penalty 1065.161792 = -53936.919563 nChanged 2 SP:Iteration 12Q (34.236848 sec): 3 clusters Score: Raw -55004.286479 + Penalty 1065.735095 = -53938.551384 nChanged 3 SP:Iteration 13Q (34.238031 sec): 3 clusters Score: Raw -55008.263597 + Penalty 1069.050336 = -53939.213261 nChanged 4 SP:Iteration 14Q (34.239212 sec): 3 clusters Score: Raw -55011.913794 + Penalty 1073.185339 = -53938.728455 nChanged 6 SP:Iteration 15F (34.240453 sec): 3 clusters Score: Raw -55018.763743 + Penalty 1077.079068 = -53941.684675 nChanged 8 SP:Iteration 16Q (34.241705 sec): 3 clusters Score: Raw -55026.749818 + Penalty 1078.704657 = -53948.045162 nChanged 3 SP:Iteration 17Q (34.242892 sec): 3 clusters Score: Raw -55028.814031 + Penalty 1080.392954 = -53948.421077 nChanged 2 SP:Iteration 18Q (34.244061 sec): 3 clusters Score: Raw -55029.985686 + Penalty 1083.690619 = -53946.295066 nChanged 3 SP:Iteration 19F (34.245303 sec): 3 clusters Score: Raw -55032.871386 + Penalty 1084.755617 = -53948.115769 nChanged 4 SP:Iteration 20F (34.246664 sec): 3 clusters Score: Raw -55035.692878 + Penalty 1085.745762 = -53949.947116 nChanged 1 SP:Iteration 21Q (34.247902 sec): 3 clusters Score: Raw -55036.151299 + Penalty 1086.161293 = -53949.990006 nChanged 1 SP:Iteration 22Q (34.249117 sec): 3 clusters Score: Raw -55037.222290 + Penalty 1086.161293 = -53951.060997 nChanged 0 SP:Iteration 23F (34.250420 sec): 3 clusters Score: Raw -55037.222290 + Penalty 1086.161293 = -53951.060997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 12 (1899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.259817 sec): 2 clusters Score: Raw -161317.997007 + Penalty 181.024749 = -161136.972259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.263838 sec): 3 clusters Score: Raw -160126.609873 + Penalty 366.209988 = -159760.399885 nChanged 883 SP:Iteration 1F (34.267759 sec): 3 clusters Score: Raw -161012.919871 + Penalty 361.783384 = -160651.136487 nChanged 143 SP:Iteration 2F (34.272332 sec): 3 clusters Score: Raw -161219.623718 + Penalty 358.982246 = -160860.641472 nChanged 31 SP:Iteration 3Q (34.276271 sec): 3 clusters Score: Raw -161238.756125 + Penalty 355.806908 = -160882.949217 nChanged 16 SP:Iteration 4Q (34.280085 sec): 3 clusters Score: Raw -161242.076333 + Penalty 352.815691 = -160889.260642 nChanged 10 SP:Iteration 5Q (34.283675 sec): 3 clusters Score: Raw -161243.417739 + Penalty 351.609289 = -160891.808450 nChanged 4 SP:Iteration 6Q (34.287179 sec): 3 clusters Score: Raw -161244.308707 + Penalty 349.920139 = -160894.388568 nChanged 3 SP:Iteration 7Q (34.290650 sec): 3 clusters Score: Raw -161244.455388 + Penalty 349.920139 = -160894.535248 nChanged 0 SP:Iteration 8F (34.294602 sec): 3 clusters Score: Raw -161244.455388 + Penalty 349.920139 = -160894.535248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 13 (1447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.305876 sec): 2 clusters Score: Raw -125166.767383 + Penalty 211.670311 = -124955.097073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.308643 sec): 3 clusters Score: Raw -124291.428574 + Penalty 449.186708 = -123842.241866 nChanged 659 SP:Iteration 1F (34.311360 sec): 3 clusters Score: Raw -124983.049690 + Penalty 453.479080 = -124529.570610 nChanged 143 SP:Iteration 2F (34.314025 sec): 3 clusters Score: Raw -125109.747622 + Penalty 454.367760 = -124655.379862 nChanged 90 SP:Iteration 3F (34.316686 sec): 3 clusters Score: Raw -125177.254235 + Penalty 451.056018 = -124726.198217 nChanged 42 SP:Iteration 4Q (34.319307 sec): 3 clusters Score: Raw -125203.794831 + Penalty 448.037956 = -124755.756875 nChanged 32 SP:Iteration 5Q (34.321891 sec): 3 clusters Score: Raw -125213.275226 + Penalty 446.556524 = -124766.718701 nChanged 16 SP:Iteration 6Q (34.324734 sec): 3 clusters Score: Raw -125218.452966 + Penalty 445.480031 = -124772.972934 nChanged 11 SP:Iteration 7Q (34.327548 sec): 3 clusters Score: Raw -125222.970820 + Penalty 442.619370 = -124780.351451 nChanged 14 SP:Iteration 8Q (34.330313 sec): 3 clusters Score: Raw -125226.455166 + Penalty 442.218264 = -124784.236902 nChanged 5 SP:Iteration 9Q (34.332839 sec): 3 clusters Score: Raw -125227.709529 + Penalty 442.163669 = -124785.545861 nChanged 2 SP:Iteration 10F (34.335500 sec): 3 clusters Score: Raw -125227.933275 + Penalty 442.012107 = -124785.921168 nChanged 1 SP:Iteration 11Q (34.338032 sec): 3 clusters Score: Raw -125227.951846 + Penalty 442.012107 = -124785.939738 nChanged 0 SP:Iteration 12F (34.340715 sec): 3 clusters Score: Raw -125227.951846 + Penalty 442.012107 = -124785.939738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.342757 sec): 2 clusters Score: Raw -17934.347300 + Penalty 806.761453 = -17127.585847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.343361 sec): 3 clusters Score: Raw -17982.041519 + Penalty 1614.681991 = -16367.359528 nChanged 25 SP:Iteration 1F (34.343933 sec): 3 clusters Score: Raw -18039.976434 + Penalty 1615.380880 = -16424.595555 nChanged 6 SP:Iteration 2Q (34.344483 sec): 3 clusters Score: Raw -18057.947934 + Penalty 1615.233596 = -16442.714338 nChanged 3 SP:Iteration 3Q (34.345024 sec): 3 clusters Score: Raw -18064.779674 + Penalty 1615.450681 = -16449.328992 nChanged 1 SP:Iteration 4Q (34.345563 sec): 3 clusters Score: Raw -18066.700056 + Penalty 1615.987028 = -16450.713028 nChanged 1 SP:Iteration 5Q (34.346101 sec): 3 clusters Score: Raw -18067.998379 + Penalty 1615.987028 = -16452.011351 nChanged 0 SP:Iteration 6F (34.346670 sec): 3 clusters Score: Raw -18067.998379 + Penalty 1615.987028 = -16452.011351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 15 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.347173 sec): 2 clusters Score: Raw -647.673162 + Penalty 216.799238 = -430.873924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.347400 sec): 3 clusters Score: Raw -649.232264 + Penalty 434.827671 = -214.404593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 16 (1272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.351738 sec): 2 clusters Score: Raw -108020.640311 + Penalty 239.842702 = -107780.797609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.354156 sec): 3 clusters Score: Raw -107260.355200 + Penalty 470.397116 = -106789.958085 nChanged 556 SP:Iteration 1F (34.356518 sec): 3 clusters Score: Raw -107671.706365 + Penalty 468.766137 = -107202.940229 nChanged 146 SP:Iteration 2F (34.358878 sec): 3 clusters Score: Raw -107766.258079 + Penalty 470.178187 = -107296.079893 nChanged 86 SP:Iteration 3F (34.361409 sec): 3 clusters Score: Raw -107824.835713 + Penalty 472.509341 = -107352.326372 nChanged 64 SP:Iteration 4F (34.363967 sec): 3 clusters Score: Raw -107867.796041 + Penalty 475.746794 = -107392.049247 nChanged 57 SP:Iteration 5Q (34.366348 sec): 3 clusters Score: Raw -107905.632307 + Penalty 473.602171 = -107432.030136 nChanged 41 SP:Iteration 6Q (34.368707 sec): 3 clusters Score: Raw -107946.233049 + Penalty 477.706482 = -107468.526567 nChanged 27 SP:Iteration 7Q (34.371094 sec): 3 clusters Score: Raw -107972.733207 + Penalty 482.647223 = -107490.085984 nChanged 19 SP:Iteration 8Q (34.373426 sec): 3 clusters Score: Raw -107990.388122 + Penalty 488.090106 = -107502.298015 nChanged 17 SP:Iteration 9Q (34.375688 sec): 3 clusters Score: Raw -107999.459327 + Penalty 489.277652 = -107510.181675 nChanged 11 SP:Iteration 10F (34.378223 sec): 3 clusters Score: Raw -108005.562739 + Penalty 492.416687 = -107513.146053 nChanged 8 SP:Iteration 11Q (34.380497 sec): 3 clusters Score: Raw -108009.255639 + Penalty 495.513752 = -107513.741887 nChanged 3 SP:Iteration 12Q (34.382751 sec): 3 clusters Score: Raw -108010.923094 + Penalty 499.500896 = -107511.422198 nChanged 5 SP:Iteration 13F (34.385171 sec): 3 clusters Score: Raw -108014.438394 + Penalty 504.992627 = -107509.445767 nChanged 6 SP:Iteration 14F (34.387549 sec): 3 clusters Score: Raw -108027.270115 + Penalty 507.594908 = -107519.675208 nChanged 8 SP:Iteration 15Q (34.389657 sec): 3 clusters Score: Raw -108045.287153 + Penalty 508.739435 = -107536.547718 nChanged 11 SP:Iteration 16Q (34.391697 sec): 3 clusters Score: Raw -108054.429048 + Penalty 506.419550 = -107548.009497 nChanged 6 SP:Iteration 17Q (34.393902 sec): 3 clusters Score: Raw -108057.529547 + Penalty 506.395544 = -107551.134003 nChanged 1 SP:Iteration 18Q (34.396034 sec): 3 clusters Score: Raw -108057.807362 + Penalty 506.395544 = -107551.411818 nChanged 0 SP:Iteration 19F (34.398403 sec): 3 clusters Score: Raw -108057.807362 + Penalty 506.395544 = -107551.411818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.400943 sec): 2 clusters Score: Raw -20817.929257 + Penalty 166.831370 = -20651.097886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.401590 sec): 3 clusters Score: Raw -20696.754678 + Penalty 339.161608 = -20357.593071 nChanged 84 SP:Iteration 1F (34.402220 sec): 3 clusters Score: Raw -20770.693067 + Penalty 340.029413 = -20430.663654 nChanged 23 SP:Iteration 2F (34.402848 sec): 3 clusters Score: Raw -20789.067892 + Penalty 340.081763 = -20448.986129 nChanged 10 SP:Iteration 3Q (34.403470 sec): 3 clusters Score: Raw -20795.751421 + Penalty 339.088426 = -20456.662994 nChanged 8 SP:Iteration 4Q (34.404090 sec): 3 clusters Score: Raw -20800.326225 + Penalty 337.475047 = -20462.851178 nChanged 5 SP:Iteration 5Q (34.404711 sec): 3 clusters Score: Raw -20802.906552 + Penalty 337.152992 = -20465.753560 nChanged 3 SP:Iteration 6Q (34.405331 sec): 3 clusters Score: Raw -20804.055846 + Penalty 337.200470 = -20466.855375 nChanged 3 SP:Iteration 7Q (34.405950 sec): 3 clusters Score: Raw -20805.165545 + Penalty 337.000493 = -20468.165052 nChanged 1 SP:Iteration 8Q (34.406567 sec): 3 clusters Score: Raw -20805.264285 + Penalty 337.000493 = -20468.263792 nChanged 0 SP:Iteration 9F (34.407192 sec): 3 clusters Score: Raw -20805.264285 + Penalty 337.000493 = -20468.263792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (1400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.412263 sec): 2 clusters Score: Raw -127069.445086 + Penalty 339.720867 = -126729.724220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.414995 sec): 3 clusters Score: Raw -126237.603161 + Penalty 682.455203 = -125555.147958 nChanged 577 SP:Iteration 1F (34.417592 sec): 3 clusters Score: Raw -126636.411199 + Penalty 686.052037 = -125950.359163 nChanged 152 SP:Iteration 2F (34.420174 sec): 3 clusters Score: Raw -126763.079240 + Penalty 691.038762 = -126072.040478 nChanged 105 SP:Iteration 3F (34.422751 sec): 3 clusters Score: Raw -126846.049903 + Penalty 697.352698 = -126148.697205 nChanged 86 SP:Iteration 4F (34.425325 sec): 3 clusters Score: Raw -126906.071918 + Penalty 704.645677 = -126201.426242 nChanged 60 SP:Iteration 5Q (34.428057 sec): 3 clusters Score: Raw -126940.134649 + Penalty 715.206822 = -126224.927826 nChanged 49 SP:Iteration 6Q (34.430755 sec): 3 clusters Score: Raw -126974.257849 + Penalty 728.837866 = -126245.419982 nChanged 45 SP:Iteration 7Q (34.433185 sec): 3 clusters Score: Raw -127007.077847 + Penalty 744.021926 = -126263.055921 nChanged 36 SP:Iteration 8Q (34.435573 sec): 3 clusters Score: Raw -127034.809230 + Penalty 765.081221 = -126269.728010 nChanged 38 SP:Iteration 9Q (34.437927 sec): 3 clusters Score: Raw -127070.110961 + Penalty 782.970516 = -126287.140445 nChanged 25 SP:Iteration 10F (34.440498 sec): 3 clusters Score: Raw -127092.577087 + Penalty 805.936158 = -126286.640929 nChanged 24 SP:Iteration 11F (34.443073 sec): 3 clusters Score: Raw -127112.518347 + Penalty 831.391167 = -126281.127180 nChanged 17 SP:Iteration 12F (34.445661 sec): 3 clusters Score: Raw -127129.455769 + Penalty 863.665156 = -126265.790613 nChanged 15 SP:Iteration 13F (34.448273 sec): 3 clusters Score: Raw -127146.163458 + Penalty 877.640110 = -126268.523347 nChanged 6 SP:Iteration 14Q (34.450483 sec): 3 clusters Score: Raw -127153.891148 + Penalty 886.224555 = -126267.666593 nChanged 4 SP:Iteration 15F (34.453041 sec): 3 clusters Score: Raw -127158.698562 + Penalty 886.160963 = -126272.537600 nChanged 5 SP:Iteration 16Q (34.455187 sec): 3 clusters Score: Raw -127163.278394 + Penalty 885.561155 = -126277.717238 nChanged 1 SP:Iteration 17Q (34.457329 sec): 3 clusters Score: Raw -127163.792702 + Penalty 885.561155 = -126278.231546 nChanged 0 SP:Iteration 18F (34.459933 sec): 3 clusters Score: Raw -127163.792702 + Penalty 885.561155 = -126278.231546 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 19 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.476280 sec): 2 clusters Score: Raw -299458.820391 + Penalty 332.731660 = -299126.088730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.482889 sec): 3 clusters Score: Raw -297368.191387 + Penalty 639.893399 = -296728.297988 nChanged 1550 SP:Iteration 1F (34.489262 sec): 3 clusters Score: Raw -298979.398021 + Penalty 626.698106 = -298352.699915 nChanged 306 SP:Iteration 2F (34.495467 sec): 3 clusters Score: Raw -299169.530210 + Penalty 619.364307 = -298550.165903 nChanged 140 SP:Iteration 3Q (34.501772 sec): 3 clusters Score: Raw -299256.294106 + Penalty 616.841996 = -298639.452110 nChanged 84 SP:Iteration 4Q (34.507760 sec): 3 clusters Score: Raw -299309.544544 + Penalty 612.950355 = -298696.594188 nChanged 78 SP:Iteration 5Q (34.513713 sec): 3 clusters Score: Raw -299371.938571 + Penalty 610.206984 = -298761.731587 nChanged 82 SP:Iteration 6Q (34.519532 sec): 3 clusters Score: Raw -299432.031772 + Penalty 608.989693 = -298823.042079 nChanged 53 SP:Iteration 7Q (34.525218 sec): 3 clusters Score: Raw -299451.686874 + Penalty 607.656664 = -298844.030211 nChanged 21 SP:Iteration 8Q (34.531253 sec): 3 clusters Score: Raw -299458.417215 + Penalty 606.348432 = -298852.068783 nChanged 20 SP:Iteration 9Q (34.537125 sec): 3 clusters Score: Raw -299466.918954 + Penalty 604.113266 = -298862.805687 nChanged 22 SP:Iteration 10F (34.543883 sec): 3 clusters Score: Raw -299477.725121 + Penalty 603.714489 = -298874.010632 nChanged 17 SP:Iteration 11Q (34.549711 sec): 3 clusters Score: Raw -299481.516367 + Penalty 602.503660 = -298879.012707 nChanged 14 SP:Iteration 12Q (34.555902 sec): 3 clusters Score: Raw -299485.116975 + Penalty 602.091219 = -298883.025756 nChanged 13 SP:Iteration 13Q (34.561926 sec): 3 clusters Score: Raw -299486.808348 + Penalty 601.542165 = -298885.266183 nChanged 7 SP:Iteration 14Q (34.567802 sec): 3 clusters Score: Raw -299487.785384 + Penalty 600.885300 = -298886.900083 nChanged 8 SP:Iteration 15Q (34.573820 sec): 3 clusters Score: Raw -299488.133618 + Penalty 600.763937 = -298887.369681 nChanged 2 SP:Iteration 16Q (34.579865 sec): 3 clusters Score: Raw -299488.169142 + Penalty 600.653172 = -298887.515970 nChanged 2 SP:Iteration 17Q (34.586090 sec): 3 clusters Score: Raw -299488.187570 + Penalty 600.474930 = -298887.712639 nChanged 1 SP:Iteration 18Q (34.592119 sec): 3 clusters Score: Raw -299488.192091 + Penalty 600.474930 = -298887.717160 nChanged 0 SP:Iteration 19F (34.598673 sec): 3 clusters Score: Raw -299488.192091 + Penalty 600.474930 = -298887.717160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 20 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.603638 sec): 2 clusters Score: Raw -49570.180849 + Penalty 586.913253 = -48983.267596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.604954 sec): 3 clusters Score: Raw -49359.231851 + Penalty 1173.577758 = -48185.654094 nChanged 190 SP:Iteration 1F (34.606264 sec): 3 clusters Score: Raw -49521.946501 + Penalty 1174.421883 = -48347.524618 nChanged 45 SP:Iteration 2F (34.607516 sec): 3 clusters Score: Raw -49575.193725 + Penalty 1175.561136 = -48399.632589 nChanged 31 SP:Iteration 3F (34.608772 sec): 3 clusters Score: Raw -49611.394396 + Penalty 1178.129958 = -48433.264438 nChanged 32 SP:Iteration 4F (34.610098 sec): 3 clusters Score: Raw -49646.317194 + Penalty 1179.760739 = -48466.556455 nChanged 21 SP:Iteration 5Q (34.611428 sec): 3 clusters Score: Raw -49664.819986 + Penalty 1181.621441 = -48483.198545 nChanged 23 SP:Iteration 6Q (34.612714 sec): 3 clusters Score: Raw -49686.166972 + Penalty 1187.371468 = -48498.795503 nChanged 15 SP:Iteration 7Q (34.614011 sec): 3 clusters Score: Raw -49711.237951 + Penalty 1196.843455 = -48514.394496 nChanged 13 SP:Iteration 8Q (34.615285 sec): 3 clusters Score: Raw -49724.026705 + Penalty 1199.675972 = -48524.350734 nChanged 2 SP:Iteration 9Q (34.616564 sec): 3 clusters Score: Raw -49726.766818 + Penalty 1200.730310 = -48526.036508 nChanged 2 SP:Iteration 10F (34.617866 sec): 3 clusters Score: Raw -49727.923274 + Penalty 1200.730310 = -48527.192964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 21 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.623140 sec): 2 clusters Score: Raw -76736.702773 + Penalty 640.581198 = -76096.121575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.625153 sec): 3 clusters Score: Raw -76351.022657 + Penalty 1279.437699 = -75071.584958 nChanged 286 SP:Iteration 1F (34.627158 sec): 3 clusters Score: Raw -76532.187059 + Penalty 1278.864767 = -75253.322292 nChanged 62 SP:Iteration 2F (34.629143 sec): 3 clusters Score: Raw -76576.222601 + Penalty 1277.529643 = -75298.692958 nChanged 34 SP:Iteration 3Q (34.631091 sec): 3 clusters Score: Raw -76596.000545 + Penalty 1276.878561 = -75319.121983 nChanged 20 SP:Iteration 4Q (34.632979 sec): 3 clusters Score: Raw -76606.242355 + Penalty 1275.859765 = -75330.382590 nChanged 15 SP:Iteration 5Q (34.634849 sec): 3 clusters Score: Raw -76614.596077 + Penalty 1275.090727 = -75339.505350 nChanged 16 SP:Iteration 6Q (34.636711 sec): 3 clusters Score: Raw -76623.395269 + Penalty 1274.730140 = -75348.665129 nChanged 13 SP:Iteration 7Q (34.638607 sec): 3 clusters Score: Raw -76631.150527 + Penalty 1274.477357 = -75356.673169 nChanged 11 SP:Iteration 8Q (34.640463 sec): 3 clusters Score: Raw -76640.167845 + Penalty 1273.926854 = -75366.240990 nChanged 14 SP:Iteration 9Q (34.642415 sec): 3 clusters Score: Raw -76648.339856 + Penalty 1272.980449 = -75375.359407 nChanged 7 SP:Iteration 10F (34.644471 sec): 3 clusters Score: Raw -76654.402611 + Penalty 1272.217081 = -75382.185530 nChanged 5 SP:Iteration 11Q (34.646409 sec): 3 clusters Score: Raw -76656.973820 + Penalty 1272.123467 = -75384.850353 nChanged 2 SP:Iteration 12Q (34.648338 sec): 3 clusters Score: Raw -76657.769040 + Penalty 1272.075842 = -75385.693198 nChanged 1 SP:Iteration 13Q (34.650271 sec): 3 clusters Score: Raw -76658.086041 + Penalty 1271.815341 = -75386.270700 nChanged 2 SP:Iteration 14Q (34.652099 sec): 3 clusters Score: Raw -76659.518253 + Penalty 1271.856965 = -75387.661289 nChanged 2 SP:Iteration 15Q (34.653925 sec): 3 clusters Score: Raw -76660.742205 + Penalty 1271.923896 = -75388.818309 nChanged 2 SP:Iteration 16Q (34.655749 sec): 3 clusters Score: Raw -76661.145657 + Penalty 1271.694102 = -75389.451555 nChanged 1 SP:Iteration 17Q (34.657614 sec): 3 clusters Score: Raw -76662.302514 + Penalty 1271.333630 = -75390.968884 nChanged 1 SP:Iteration 18Q (34.659448 sec): 3 clusters Score: Raw -76662.603753 + Penalty 1271.209259 = -75391.394493 nChanged 2 SP:Iteration 19Q (34.661393 sec): 3 clusters Score: Raw -76663.237460 + Penalty 1271.103102 = -75392.134358 nChanged 5 SP:Iteration 20F (34.663343 sec): 3 clusters Score: Raw -76664.232737 + Penalty 1271.254872 = -75392.977866 nChanged 1 SP:Iteration 21Q (34.665219 sec): 3 clusters Score: Raw -76664.500273 + Penalty 1271.254872 = -75393.245401 nChanged 0 SP:Iteration 22F (34.667090 sec): 3 clusters Score: Raw -76664.500273 + Penalty 1271.254872 = -75393.245401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.670581 sec): 2 clusters Score: Raw -37541.312576 + Penalty 468.873724 = -37072.438852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.671626 sec): 3 clusters Score: Raw -37333.882940 + Penalty 948.982096 = -36384.900845 nChanged 128 SP:Iteration 1F (34.672648 sec): 3 clusters Score: Raw -37429.905424 + Penalty 952.795797 = -36477.109626 nChanged 47 SP:Iteration 2F (34.673676 sec): 3 clusters Score: Raw -37463.030543 + Penalty 952.583602 = -36510.446941 nChanged 24 SP:Iteration 3F (34.674732 sec): 3 clusters Score: Raw -37476.455788 + Penalty 955.557781 = -36520.898006 nChanged 8 SP:Iteration 4Q (34.675738 sec): 3 clusters Score: Raw -37483.036069 + Penalty 959.138791 = -36523.897278 nChanged 6 SP:Iteration 5Q (34.676734 sec): 3 clusters Score: Raw -37487.106819 + Penalty 960.754361 = -36526.352458 nChanged 4 SP:Iteration 6Q (34.677727 sec): 3 clusters Score: Raw -37488.833281 + Penalty 962.370424 = -36526.462856 nChanged 3 SP:Iteration 7Q (34.678717 sec): 3 clusters Score: Raw -37492.149839 + Penalty 967.587087 = -36524.562752 nChanged 6 SP:Iteration 8F (34.679727 sec): 3 clusters Score: Raw -37497.598477 + Penalty 976.692040 = -36520.906437 nChanged 10 SP:Iteration 9F (34.680740 sec): 3 clusters Score: Raw -37504.016232 + Penalty 987.202940 = -36516.813291 nChanged 9 SP:Iteration 10F (34.681761 sec): 3 clusters Score: Raw -37512.247000 + Penalty 996.864485 = -36515.382515 nChanged 12 SP:Iteration 11F (34.682769 sec): 3 clusters Score: Raw -37526.244181 + Penalty 1001.218520 = -36525.025661 nChanged 9 SP:Iteration 12Q (34.683742 sec): 3 clusters Score: Raw -37537.292420 + Penalty 1006.134221 = -36531.158199 nChanged 7 SP:Iteration 13Q (34.684701 sec): 3 clusters Score: Raw -37545.278582 + Penalty 1015.427724 = -36529.850858 nChanged 9 SP:Iteration 14F (34.685703 sec): 3 clusters Score: Raw -37563.252589 + Penalty 1023.034157 = -36540.218431 nChanged 7 SP:Iteration 15Q (34.686634 sec): 3 clusters Score: Raw -37572.618705 + Penalty 1025.450084 = -36547.168621 nChanged 4 SP:Iteration 16Q (34.687590 sec): 3 clusters Score: Raw -37576.847036 + Penalty 1028.683732 = -36548.163304 nChanged 2 SP:Iteration 17Q (34.688499 sec): 3 clusters Score: Raw -37578.120420 + Penalty 1026.947235 = -36551.173184 nChanged 1 SP:Iteration 18Q (34.689433 sec): 3 clusters Score: Raw -37579.081989 + Penalty 1028.123988 = -36550.958001 nChanged 1 SP:Iteration 19F (34.690506 sec): 3 clusters Score: Raw -37581.959121 + Penalty 1027.241311 = -36554.717810 nChanged 2 SP:Iteration 20F (34.691609 sec): 3 clusters Score: Raw -37583.022165 + Penalty 1027.241311 = -36555.780853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.693769 sec): 2 clusters Score: Raw -44881.690976 + Penalty 700.800712 = -44180.890264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.694987 sec): 3 clusters Score: Raw -44739.643985 + Penalty 1401.588334 = -43338.055652 nChanged 135 SP:Iteration 1F (34.696185 sec): 3 clusters Score: Raw -44866.396232 + Penalty 1401.022549 = -43465.373684 nChanged 39 SP:Iteration 2F (34.697383 sec): 3 clusters Score: Raw -44905.610009 + Penalty 1400.438981 = -43505.171028 nChanged 20 SP:Iteration 3Q (34.698562 sec): 3 clusters Score: Raw -44925.834552 + Penalty 1400.195339 = -43525.639213 nChanged 15 SP:Iteration 4Q (34.699743 sec): 3 clusters Score: Raw -44937.752454 + Penalty 1399.769768 = -43537.982685 nChanged 9 SP:Iteration 5Q (34.700914 sec): 3 clusters Score: Raw -44950.923099 + Penalty 1399.770943 = -43551.152156 nChanged 11 SP:Iteration 6Q (34.702079 sec): 3 clusters Score: Raw -44972.820540 + Penalty 1399.088215 = -43573.732325 nChanged 11 SP:Iteration 7Q (34.703249 sec): 3 clusters Score: Raw -44991.901414 + Penalty 1398.868918 = -43593.032496 nChanged 9 SP:Iteration 8Q (34.704477 sec): 3 clusters Score: Raw -45011.687015 + Penalty 1399.055387 = -43612.631628 nChanged 6 SP:Iteration 9Q (34.705644 sec): 3 clusters Score: Raw -45017.352213 + Penalty 1399.318017 = -43618.034196 nChanged 5 SP:Iteration 10F (34.706826 sec): 3 clusters Score: Raw -45023.189188 + Penalty 1398.935864 = -43624.253324 nChanged 3 SP:Iteration 11Q (34.707987 sec): 3 clusters Score: Raw -45026.771808 + Penalty 1398.831810 = -43627.939998 nChanged 4 SP:Iteration 12Q (34.709138 sec): 3 clusters Score: Raw -45046.998720 + Penalty 1398.894127 = -43648.104593 nChanged 12 SP:Iteration 13Q (34.710283 sec): 3 clusters Score: Raw -45064.062273 + Penalty 1398.757219 = -43665.305054 nChanged 8 SP:Iteration 14Q (34.711407 sec): 3 clusters Score: Raw -45070.786412 + Penalty 1398.896083 = -43671.890330 nChanged 1 SP:Iteration 15Q (34.712541 sec): 3 clusters Score: Raw -45071.083147 + Penalty 1398.896083 = -43672.187064 nChanged 0 SP:Iteration 16F (34.713718 sec): 3 clusters Score: Raw -45071.083147 + Penalty 1398.896083 = -43672.187064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.714290 sec): 2 clusters Score: Raw -1703.652625 + Penalty 293.277534 = -1410.375091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.714540 sec): 3 clusters Score: Raw -1716.890698 + Penalty 586.756009 = -1130.134689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.715409 sec): 2 clusters Score: Raw -9420.496876 + Penalty 172.471214 = -9248.025662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.715856 sec): 3 clusters Score: Raw -9388.310130 + Penalty 343.586517 = -9044.723613 nChanged 33 SP:Iteration 1F (34.716294 sec): 3 clusters Score: Raw -9438.763953 + Penalty 348.517903 = -9090.246050 nChanged 11 SP:Iteration 2F (34.716734 sec): 3 clusters Score: Raw -9474.264173 + Penalty 350.544069 = -9123.720104 nChanged 8 SP:Iteration 3F (34.717225 sec): 3 clusters Score: Raw -9494.917409 + Penalty 357.266416 = -9137.650993 nChanged 6 SP:Iteration 4Q (34.717647 sec): 3 clusters Score: Raw -9504.964700 + Penalty 359.311773 = -9145.652927 nChanged 1 SP:Iteration 5Q (34.718056 sec): 3 clusters Score: Raw -9506.635511 + Penalty 361.455006 = -9145.180505 nChanged 1 SP:Iteration 6F (34.718492 sec): 3 clusters Score: Raw -9507.261128 + Penalty 362.787847 = -9144.473281 nChanged 1 SP:Iteration 7F (34.718930 sec): 3 clusters Score: Raw -9509.541172 + Penalty 364.436365 = -9145.104807 nChanged 1 SP:Iteration 8Q (34.719338 sec): 3 clusters Score: Raw -9512.726268 + Penalty 364.436365 = -9148.289904 nChanged 0 SP:Iteration 9F (34.719773 sec): 3 clusters Score: Raw -9512.726268 + Penalty 364.436365 = -9148.289904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.720780 sec): 2 clusters Score: Raw -16114.106781 + Penalty 299.439459 = -15814.667322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.721338 sec): 3 clusters Score: Raw -16019.119732 + Penalty 598.073775 = -15421.045957 nChanged 50 SP:Iteration 1F (34.721889 sec): 3 clusters Score: Raw -16053.976569 + Penalty 598.664255 = -15455.312314 nChanged 21 SP:Iteration 2F (34.722435 sec): 3 clusters Score: Raw -16070.306277 + Penalty 602.540526 = -15467.765751 nChanged 12 SP:Iteration 3F (34.722983 sec): 3 clusters Score: Raw -16079.809911 + Penalty 609.569755 = -15470.240156 nChanged 10 SP:Iteration 4F (34.723530 sec): 3 clusters Score: Raw -16089.544994 + Penalty 615.688106 = -15473.856888 nChanged 9 SP:Iteration 5Q (34.724075 sec): 3 clusters Score: Raw -16099.712869 + Penalty 617.217154 = -15482.495716 nChanged 4 SP:Iteration 6Q (34.724615 sec): 3 clusters Score: Raw -16102.286142 + Penalty 617.217154 = -15485.068988 nChanged 0 SP:Iteration 7F (34.725161 sec): 3 clusters Score: Raw -16102.286142 + Penalty 617.217154 = -15485.068988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.725695 sec): 2 clusters Score: Raw -957.701508 + Penalty 268.490515 = -689.210994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.725929 sec): 3 clusters Score: Raw -964.137820 + Penalty 543.266423 = -420.871397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.728224 sec): 2 clusters Score: Raw -32693.601501 + Penalty 395.151025 = -32298.450476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.729127 sec): 3 clusters Score: Raw -32523.624214 + Penalty 790.983462 = -31732.640753 nChanged 124 SP:Iteration 1F (34.730019 sec): 3 clusters Score: Raw -32613.413347 + Penalty 789.596426 = -31823.816921 nChanged 29 SP:Iteration 2F (34.730896 sec): 3 clusters Score: Raw -32640.341717 + Penalty 789.143261 = -31851.198456 nChanged 17 SP:Iteration 3Q (34.731786 sec): 3 clusters Score: Raw -32656.276425 + Penalty 789.968802 = -31866.307623 nChanged 13 SP:Iteration 4Q (34.732657 sec): 3 clusters Score: Raw -32666.608055 + Penalty 792.142976 = -31874.465079 nChanged 6 SP:Iteration 5Q (34.733502 sec): 3 clusters Score: Raw -32671.941047 + Penalty 793.634077 = -31878.306970 nChanged 4 SP:Iteration 6Q (34.734343 sec): 3 clusters Score: Raw -32676.176062 + Penalty 796.171623 = -31880.004440 nChanged 6 SP:Iteration 7Q (34.735184 sec): 3 clusters Score: Raw -32681.616285 + Penalty 797.204162 = -31884.412123 nChanged 2 SP:Iteration 8Q (34.736022 sec): 3 clusters Score: Raw -32682.616529 + Penalty 797.204162 = -31885.412367 nChanged 0 SP:Iteration 9F (34.736861 sec): 3 clusters Score: Raw -32682.616529 + Penalty 797.204162 = -31885.412367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.737801 sec): 2 clusters Score: Raw -6425.281750 + Penalty 382.995072 = -6042.286678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.738141 sec): 3 clusters Score: Raw -6425.992632 + Penalty 762.834811 = -5663.157821 nChanged 4 SP:Iteration 1F (34.738474 sec): 3 clusters Score: Raw -6431.437552 + Penalty 762.834811 = -5668.602741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 30 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.739494 sec): 2 clusters Score: Raw -14522.046097 + Penalty 431.063741 = -14090.982356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.740017 sec): 3 clusters Score: Raw -14512.578259 + Penalty 861.628099 = -13650.950160 nChanged 36 SP:Iteration 1F (34.740534 sec): 3 clusters Score: Raw -14560.553698 + Penalty 862.029625 = -13698.524073 nChanged 8 SP:Iteration 2Q (34.741039 sec): 3 clusters Score: Raw -14571.473043 + Penalty 862.221067 = -13709.251976 nChanged 3 SP:Iteration 3Q (34.741541 sec): 3 clusters Score: Raw -14576.462183 + Penalty 862.369419 = -13714.092764 nChanged 1 SP:Iteration 4Q (34.742042 sec): 3 clusters Score: Raw -14579.965543 + Penalty 862.562143 = -13717.403400 nChanged 1 SP:Iteration 5Q (34.742548 sec): 3 clusters Score: Raw -14580.364735 + Penalty 862.562143 = -13717.802591 nChanged 0 SP:Iteration 6F (34.743049 sec): 3 clusters Score: Raw -14580.364735 + Penalty 862.562143 = -13717.802591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 31 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.743541 sec): 2 clusters Score: Raw -174.622834 + Penalty 40.695923 = -133.926910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.743749 sec): 3 clusters Score: Raw -171.150682 + Penalty 81.391847 = -89.758835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.745712 sec): 2 clusters Score: Raw -46402.234178 + Penalty 345.200524 = -46057.033654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.746933 sec): 3 clusters Score: Raw -46139.265358 + Penalty 694.036982 = -45445.228375 nChanged 198 SP:Iteration 1F (34.748131 sec): 3 clusters Score: Raw -46260.601538 + Penalty 696.419879 = -45564.181659 nChanged 45 SP:Iteration 2F (34.749293 sec): 3 clusters Score: Raw -46287.290019 + Penalty 700.769723 = -45586.520296 nChanged 31 SP:Iteration 3F (34.750434 sec): 3 clusters Score: Raw -46306.036406 + Penalty 704.102146 = -45601.934260 nChanged 22 SP:Iteration 4Q (34.751580 sec): 3 clusters Score: Raw -46320.456161 + Penalty 714.145285 = -45606.310875 nChanged 22 SP:Iteration 5Q (34.752718 sec): 3 clusters Score: Raw -46340.842134 + Penalty 722.189863 = -45618.652271 nChanged 22 SP:Iteration 6Q (34.753858 sec): 3 clusters Score: Raw -46355.543606 + Penalty 726.804246 = -45628.739360 nChanged 13 SP:Iteration 7Q (34.755000 sec): 3 clusters Score: Raw -46365.989214 + Penalty 734.599418 = -45631.389797 nChanged 16 SP:Iteration 8Q (34.756137 sec): 3 clusters Score: Raw -46380.375303 + Penalty 754.811503 = -45625.563800 nChanged 12 SP:Iteration 9F (34.757279 sec): 3 clusters Score: Raw -46393.520808 + Penalty 763.735148 = -45629.785660 nChanged 8 SP:Iteration 10F (34.758419 sec): 3 clusters Score: Raw -46399.690994 + Penalty 768.492951 = -45631.198043 nChanged 4 SP:Iteration 11Q (34.759622 sec): 3 clusters Score: Raw -46403.981808 + Penalty 774.334043 = -45629.647766 nChanged 6 SP:Iteration 12F (34.760825 sec): 3 clusters Score: Raw -46410.035470 + Penalty 783.482241 = -45626.553229 nChanged 6 SP:Iteration 13F (34.762021 sec): 3 clusters Score: Raw -46414.509182 + Penalty 783.989854 = -45630.519328 nChanged 3 SP:Iteration 14Q (34.763149 sec): 3 clusters Score: Raw -46415.834062 + Penalty 786.134376 = -45629.699687 nChanged 3 SP:Iteration 15F (34.764321 sec): 3 clusters Score: Raw -46418.619332 + Penalty 785.417666 = -45633.201665 nChanged 2 SP:Iteration 16Q (34.765424 sec): 3 clusters Score: Raw -46420.528511 + Penalty 781.526221 = -45639.002290 nChanged 2 SP:Iteration 17Q (34.766522 sec): 3 clusters Score: Raw -46424.512610 + Penalty 781.778465 = -45642.734145 nChanged 4 SP:Iteration 18Q (34.767617 sec): 3 clusters Score: Raw -46430.148049 + Penalty 781.143992 = -45649.004057 nChanged 1 SP:Iteration 19Q (34.768692 sec): 3 clusters Score: Raw -46431.103035 + Penalty 781.143992 = -45649.959043 nChanged 0 SP:Iteration 20F (34.769836 sec): 3 clusters Score: Raw -46431.103035 + Penalty 781.143992 = -45649.959043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.770432 sec): 2 clusters Score: Raw -2648.133667 + Penalty 196.930441 = -2451.203227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.770698 sec): 3 clusters Score: Raw -2661.108857 + Penalty 393.450640 = -2267.658217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 34 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.771236 sec): 2 clusters Score: Raw -2322.821286 + Penalty 483.077191 = -1839.744095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.771496 sec): 3 clusters Score: Raw -2536.027255 + Penalty 968.430130 = -1567.597125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.772757 sec): 2 clusters Score: Raw -25943.109408 + Penalty 451.410993 = -25491.698415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.773480 sec): 3 clusters Score: Raw -25846.993164 + Penalty 903.016352 = -24943.976812 nChanged 88 SP:Iteration 1F (34.774203 sec): 3 clusters Score: Raw -25911.126183 + Penalty 903.477661 = -25007.648522 nChanged 16 SP:Iteration 2F (34.774934 sec): 3 clusters Score: Raw -25922.281622 + Penalty 903.776486 = -25018.505136 nChanged 4 SP:Iteration 3Q (34.775675 sec): 3 clusters Score: Raw -25926.987845 + Penalty 904.175630 = -25022.812215 nChanged 2 SP:Iteration 4Q (34.776409 sec): 3 clusters Score: Raw -25928.566442 + Penalty 903.914216 = -25024.652226 nChanged 1 SP:Iteration 5Q (34.777139 sec): 3 clusters Score: Raw -25929.632149 + Penalty 904.276010 = -25025.356139 nChanged 2 SP:Iteration 6Q (34.777869 sec): 3 clusters Score: Raw -25931.812930 + Penalty 904.157314 = -25027.655616 nChanged 4 SP:Iteration 7Q (34.778605 sec): 3 clusters Score: Raw -25935.777721 + Penalty 903.947793 = -25031.829928 nChanged 2 SP:Iteration 8Q (34.779314 sec): 3 clusters Score: Raw -25942.773797 + Penalty 904.335311 = -25038.438485 nChanged 5 SP:Iteration 9Q (34.780038 sec): 3 clusters Score: Raw -25946.111548 + Penalty 904.633174 = -25041.478374 nChanged 4 SP:Iteration 10F (34.780750 sec): 3 clusters Score: Raw -25947.910622 + Penalty 904.820621 = -25043.090001 nChanged 2 SP:Iteration 11Q (34.781453 sec): 3 clusters Score: Raw -25950.386606 + Penalty 903.757073 = -25046.629534 nChanged 5 SP:Iteration 12Q (34.782175 sec): 3 clusters Score: Raw -25958.400809 + Penalty 904.822902 = -25053.577907 nChanged 9 SP:Iteration 13Q (34.782879 sec): 3 clusters Score: Raw -25971.389301 + Penalty 904.834572 = -25066.554729 nChanged 5 SP:Iteration 14Q (34.783577 sec): 3 clusters Score: Raw -25979.405552 + Penalty 904.796991 = -25074.608560 nChanged 4 SP:Iteration 15Q (34.784272 sec): 3 clusters Score: Raw -25984.806489 + Penalty 905.335555 = -25079.470934 nChanged 5 SP:Iteration 16Q (34.784965 sec): 3 clusters Score: Raw -25993.481534 + Penalty 904.769411 = -25088.712122 nChanged 2 SP:Iteration 17Q (34.785672 sec): 3 clusters Score: Raw -25994.376177 + Penalty 903.975237 = -25090.400940 nChanged 3 SP:Iteration 18Q (34.786358 sec): 3 clusters Score: Raw -25997.310063 + Penalty 903.522423 = -25093.787639 nChanged 2 SP:Iteration 19Q (34.787068 sec): 3 clusters Score: Raw -25998.139721 + Penalty 903.522423 = -25094.617298 nChanged 0 SP:Iteration 20F (34.787780 sec): 3 clusters Score: Raw -25998.139721 + Penalty 903.522423 = -25094.617298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.788908 sec): 2 clusters Score: Raw -18844.172913 + Penalty 834.495469 = -18009.677444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.789565 sec): 3 clusters Score: Raw -18891.345597 + Penalty 1668.512706 = -17222.832891 nChanged 43 SP:Iteration 1F (34.790257 sec): 3 clusters Score: Raw -18984.957348 + Penalty 1668.646383 = -17316.310965 nChanged 9 SP:Iteration 2Q (34.790901 sec): 3 clusters Score: Raw -19013.880068 + Penalty 1668.741627 = -17345.138441 nChanged 8 SP:Iteration 3Q (34.791537 sec): 3 clusters Score: Raw -19032.548802 + Penalty 1668.926306 = -17363.622495 nChanged 3 SP:Iteration 4Q (34.792164 sec): 3 clusters Score: Raw -19041.578366 + Penalty 1668.940113 = -17372.638254 nChanged 2 SP:Iteration 5Q (34.792785 sec): 3 clusters Score: Raw -19052.366958 + Penalty 1668.940113 = -17383.426845 nChanged 0 SP:Iteration 6F (34.793453 sec): 3 clusters Score: Raw -19052.366958 + Penalty 1668.940113 = -17383.426845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.794071 sec): 2 clusters Score: Raw -4667.617095 + Penalty 366.284631 = -4301.332464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.794381 sec): 3 clusters Score: Raw -4689.576920 + Penalty 733.360302 = -3956.216618 nChanged 2 SP:Iteration 1Q (34.794680 sec): 3 clusters Score: Raw -4696.453657 + Penalty 735.526076 = -3960.927581 nChanged 1 SP:Iteration 2Q (34.794977 sec): 3 clusters Score: Raw -4702.528494 + Penalty 738.206103 = -3964.322391 nChanged 1 SP:Iteration 3Q (34.795272 sec): 3 clusters Score: Raw -4706.132447 + Penalty 741.010772 = -3965.121676 nChanged 1 SP:Iteration 4Q (34.795566 sec): 3 clusters Score: Raw -4710.943442 + Penalty 740.523802 = -3970.419639 nChanged 2 SP:Iteration 5Q (34.795860 sec): 3 clusters Score: Raw -4717.362971 + Penalty 737.990331 = -3979.372639 nChanged 1 SP:Iteration 6Q (34.796151 sec): 3 clusters Score: Raw -4720.996564 + Penalty 737.990331 = -3983.006232 nChanged 0 SP:Iteration 7F (34.796453 sec): 3 clusters Score: Raw -4720.996564 + Penalty 737.990331 = -3983.006232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.797248 sec): 2 clusters Score: Raw -6304.781904 + Penalty 260.759969 = -6044.021935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.797591 sec): 3 clusters Score: Raw -6293.158751 + Penalty 521.793625 = -5771.365126 nChanged 9 SP:Iteration 1F (34.797928 sec): 3 clusters Score: Raw -6308.107704 + Penalty 521.519938 = -5786.587767 nChanged 2 SP:Iteration 2Q (34.798262 sec): 3 clusters Score: Raw -6309.557922 + Penalty 521.480151 = -5788.077771 nChanged 1 SP:Iteration 3Q (34.798595 sec): 3 clusters Score: Raw -6312.169007 + Penalty 521.243205 = -5790.925802 nChanged 2 SP:Iteration 4Q (34.798930 sec): 3 clusters Score: Raw -6315.810814 + Penalty 521.243205 = -5794.567608 nChanged 0 SP:Iteration 5F (34.799267 sec): 3 clusters Score: Raw -6315.810814 + Penalty 521.243205 = -5794.567608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.800877 sec): 2 clusters Score: Raw -34808.929966 + Penalty 336.405851 = -34472.524115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.801763 sec): 3 clusters Score: Raw -34613.235481 + Penalty 668.765004 = -33944.470476 nChanged 119 SP:Iteration 1F (34.802658 sec): 3 clusters Score: Raw -34697.162311 + Penalty 663.771504 = -34033.390807 nChanged 37 SP:Iteration 2F (34.803524 sec): 3 clusters Score: Raw -34720.709861 + Penalty 660.688773 = -34060.021088 nChanged 14 SP:Iteration 3Q (34.804385 sec): 3 clusters Score: Raw -34736.207948 + Penalty 659.843061 = -34076.364887 nChanged 13 SP:Iteration 4Q (34.805244 sec): 3 clusters Score: Raw -34745.999503 + Penalty 658.347049 = -34087.652454 nChanged 11 SP:Iteration 5Q (34.806097 sec): 3 clusters Score: Raw -34753.772011 + Penalty 659.045182 = -34094.726829 nChanged 10 SP:Iteration 6Q (34.806948 sec): 3 clusters Score: Raw -34762.601978 + Penalty 658.492581 = -34104.109397 nChanged 4 SP:Iteration 7Q (34.807794 sec): 3 clusters Score: Raw -34766.094531 + Penalty 660.250278 = -34105.844253 nChanged 3 SP:Iteration 8Q (34.808636 sec): 3 clusters Score: Raw -34767.950463 + Penalty 660.522567 = -34107.427896 nChanged 1 SP:Iteration 9Q (34.809479 sec): 3 clusters Score: Raw -34768.221686 + Penalty 660.522567 = -34107.699118 nChanged 0 SP:Iteration 10F (34.810339 sec): 3 clusters Score: Raw -34768.221686 + Penalty 660.522567 = -34107.699118 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 41 (1575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.818190 sec): 2 clusters Score: Raw -153267.771912 + Penalty 1011.098026 = -152256.673887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.821192 sec): 3 clusters Score: Raw -152494.014812 + Penalty 2023.969237 = -150470.045575 nChanged 542 SP:Iteration 1F (34.824094 sec): 3 clusters Score: Raw -152868.849163 + Penalty 2024.453822 = -150844.395340 nChanged 169 SP:Iteration 2F (34.827141 sec): 3 clusters Score: Raw -153009.708335 + Penalty 2024.285483 = -150985.422852 nChanged 100 SP:Iteration 3F (34.830066 sec): 3 clusters Score: Raw -153099.877416 + Penalty 2024.176677 = -151075.700738 nChanged 72 SP:Iteration 4Q (34.832972 sec): 3 clusters Score: Raw -153156.425540 + Penalty 2023.864893 = -151132.560647 nChanged 57 SP:Iteration 5Q (34.835919 sec): 3 clusters Score: Raw -153194.082084 + Penalty 2024.507757 = -151169.574328 nChanged 45 SP:Iteration 6Q (34.838780 sec): 3 clusters Score: Raw -153231.318576 + Penalty 2025.624579 = -151205.693997 nChanged 39 SP:Iteration 7Q (34.841623 sec): 3 clusters Score: Raw -153252.897113 + Penalty 2026.270608 = -151226.626505 nChanged 26 SP:Iteration 8Q (34.844471 sec): 3 clusters Score: Raw -153268.683844 + Penalty 2026.808844 = -151241.874999 nChanged 21 SP:Iteration 9Q (34.847297 sec): 3 clusters Score: Raw -153285.084323 + Penalty 2027.532574 = -151257.551748 nChanged 22 SP:Iteration 10F (34.850166 sec): 3 clusters Score: Raw -153299.264233 + Penalty 2029.168839 = -151270.095394 nChanged 27 SP:Iteration 11Q (34.852988 sec): 3 clusters Score: Raw -153315.451141 + Penalty 2030.110338 = -151285.340804 nChanged 24 SP:Iteration 12Q (34.855805 sec): 3 clusters Score: Raw -153331.720578 + Penalty 2031.824321 = -151299.896257 nChanged 32 SP:Iteration 13Q (34.858609 sec): 3 clusters Score: Raw -153355.309066 + Penalty 2033.445224 = -151321.863843 nChanged 24 SP:Iteration 14Q (34.861688 sec): 3 clusters Score: Raw -153371.083822 + Penalty 2035.242434 = -151335.841388 nChanged 21 SP:Iteration 15Q (34.864552 sec): 3 clusters Score: Raw -153381.822041 + Penalty 2036.883685 = -151344.938357 nChanged 17 SP:Iteration 16Q (34.867407 sec): 3 clusters Score: Raw -153390.471029 + Penalty 2037.889505 = -151352.581524 nChanged 13 SP:Iteration 17Q (34.870225 sec): 3 clusters Score: Raw -153396.820383 + Penalty 2038.280062 = -151358.540321 nChanged 8 SP:Iteration 18Q (34.873051 sec): 3 clusters Score: Raw -153401.593265 + Penalty 2038.339988 = -151363.253278 nChanged 4 SP:Iteration 19Q (34.875891 sec): 3 clusters Score: Raw -153403.263778 + Penalty 2038.258557 = -151365.005221 nChanged 1 SP:Iteration 20F (34.878864 sec): 3 clusters Score: Raw -153404.415306 + Penalty 2038.298021 = -151366.117285 nChanged 2 SP:Iteration 21Q (34.881769 sec): 3 clusters Score: Raw -153404.831406 + Penalty 2038.310311 = -151366.521095 nChanged 2 SP:Iteration 22Q (34.884579 sec): 3 clusters Score: Raw -153406.169154 + Penalty 2038.310311 = -151367.858843 nChanged 0 SP:Iteration 23F (34.887572 sec): 3 clusters Score: Raw -153406.169154 + Penalty 2038.310311 = -151367.858843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.890536 sec): 2 clusters Score: Raw -13769.133241 + Penalty 763.580126 = -13005.553114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.891033 sec): 3 clusters Score: Raw -13817.367046 + Penalty 1528.469718 = -12288.897328 nChanged 16 SP:Iteration 1F (34.891543 sec): 3 clusters Score: Raw -13863.686431 + Penalty 1528.705898 = -12334.980534 nChanged 2 SP:Iteration 2Q (34.892018 sec): 3 clusters Score: Raw -13870.261105 + Penalty 1528.462689 = -12341.798415 nChanged 1 SP:Iteration 3Q (34.892490 sec): 3 clusters Score: Raw -13872.590735 + Penalty 1528.462689 = -12344.128046 nChanged 0 SP:Iteration 4F (34.892990 sec): 3 clusters Score: Raw -13872.590735 + Penalty 1528.462689 = -12344.128046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.894073 sec): 2 clusters Score: Raw -5920.287169 + Penalty 307.387130 = -5612.900039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.894413 sec): 3 clusters Score: Raw -5914.370922 + Penalty 635.945553 = -5278.425369 nChanged 10 SP:Iteration 1F (34.894745 sec): 3 clusters Score: Raw -5935.652692 + Penalty 643.984291 = -5291.668400 nChanged 5 SP:Iteration 2F (34.895077 sec): 3 clusters Score: Raw -5949.691704 + Penalty 643.984291 = -5305.707412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.895878 sec): 2 clusters Score: Raw -737.264699 + Penalty 191.704127 = -545.560572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.896099 sec): 3 clusters Score: Raw -742.828929 + Penalty 383.408254 = -359.420674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.896933 sec): 2 clusters Score: Raw -2848.018636 + Penalty 351.473572 = -2496.545064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.897202 sec): 3 clusters Score: Raw -2863.308531 + Penalty 701.428112 = -2161.880419 nChanged 1 SP:Iteration 1Q (34.897458 sec): 3 clusters Score: Raw -2867.596466 + Penalty 701.428112 = -2166.168354 nChanged 0 SP:Iteration 2F (34.897724 sec): 3 clusters Score: Raw -2867.596466 + Penalty 701.428112 = -2166.168354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 46 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.898518 sec): 2 clusters Score: Raw -1547.809892 + Penalty 408.331659 = -1139.478233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.898757 sec): 3 clusters Score: Raw -1620.095430 + Penalty 815.803469 = -804.291961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.899831 sec): 2 clusters Score: Raw -10513.138000 + Penalty 407.507016 = -10105.630984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.900251 sec): 3 clusters Score: Raw -10495.006518 + Penalty 816.988014 = -9678.018504 nChanged 19 SP:Iteration 1F (34.900664 sec): 3 clusters Score: Raw -10532.328259 + Penalty 820.544782 = -9711.783477 nChanged 10 SP:Iteration 2F (34.901076 sec): 3 clusters Score: Raw -10552.578148 + Penalty 821.317434 = -9731.260714 nChanged 5 SP:Iteration 3Q (34.901507 sec): 3 clusters Score: Raw -10563.313956 + Penalty 821.317434 = -9741.996522 nChanged 0 SP:Iteration 4F (34.901919 sec): 3 clusters Score: Raw -10563.313956 + Penalty 821.317434 = -9741.996522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.902732 sec): 2 clusters Score: Raw -1005.696707 + Penalty 185.826457 = -819.870250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.902961 sec): 3 clusters Score: Raw -1002.930661 + Penalty 416.501966 = -586.428695 nChanged 1 SP:Iteration 1F (34.903186 sec): 3 clusters Score: Raw -1003.032927 + Penalty 416.501966 = -586.530961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.904546 sec): 2 clusters Score: Raw -19288.228306 + Penalty 325.799384 = -18962.428922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.905169 sec): 3 clusters Score: Raw -19229.107667 + Penalty 646.195656 = -18582.912012 nChanged 64 SP:Iteration 1F (34.905775 sec): 3 clusters Score: Raw -19296.668911 + Penalty 642.407845 = -18654.261066 nChanged 20 SP:Iteration 2F (34.906374 sec): 3 clusters Score: Raw -19346.395291 + Penalty 633.908170 = -18712.487121 nChanged 22 SP:Iteration 3F (34.906972 sec): 3 clusters Score: Raw -19386.767107 + Penalty 631.765464 = -18755.001644 nChanged 14 SP:Iteration 4F (34.907593 sec): 3 clusters Score: Raw -19411.431213 + Penalty 632.214285 = -18779.216928 nChanged 9 SP:Iteration 5Q (34.908195 sec): 3 clusters Score: Raw -19425.513141 + Penalty 631.190838 = -18794.322303 nChanged 3 SP:Iteration 6Q (34.908795 sec): 3 clusters Score: Raw -19435.034597 + Penalty 630.175046 = -18804.859551 nChanged 3 SP:Iteration 7Q (34.909386 sec): 3 clusters Score: Raw -19436.885446 + Penalty 632.166967 = -18804.718479 nChanged 1 SP:Iteration 8F (34.910003 sec): 3 clusters Score: Raw -19437.422670 + Penalty 633.336720 = -18804.085950 nChanged 2 SP:Iteration 9F (34.910623 sec): 3 clusters Score: Raw -19438.652005 + Penalty 637.030723 = -18801.621282 nChanged 2 SP:Iteration 10F (34.911219 sec): 3 clusters Score: Raw -19440.455173 + Penalty 638.402634 = -18802.052539 nChanged 1 SP:Iteration 11Q (34.911787 sec): 3 clusters Score: Raw -19440.713825 + Penalty 638.402634 = -18802.311191 nChanged 0 SP:Iteration 12F (34.912382 sec): 3 clusters Score: Raw -19440.713825 + Penalty 638.402634 = -18802.311191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.913324 sec): 2 clusters Score: Raw -3387.981547 + Penalty 399.837529 = -2988.144019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.913605 sec): 3 clusters Score: Raw -3467.212277 + Penalty 805.214655 = -2661.997622 nChanged 1 SP:Iteration 1Q (34.913878 sec): 3 clusters Score: Raw -3471.354325 + Penalty 805.214655 = -2666.139669 nChanged 0 SP:Iteration 2F (34.914153 sec): 3 clusters Score: Raw -3471.354325 + Penalty 805.214655 = -2666.139669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.914946 sec): 2 clusters Score: Raw -1153.450606 + Penalty 148.814253 = -1004.636353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.915179 sec): 3 clusters Score: Raw -1157.181079 + Penalty 298.064751 = -859.116329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.916046 sec): 2 clusters Score: Raw -3945.322626 + Penalty 211.003012 = -3734.319614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.916339 sec): 3 clusters Score: Raw -3950.831095 + Penalty 420.881333 = -3529.949763 nChanged 4 SP:Iteration 1F (34.916648 sec): 3 clusters Score: Raw -3964.566619 + Penalty 422.716150 = -3541.850469 nChanged 2 SP:Iteration 2Q (34.916931 sec): 3 clusters Score: Raw -3973.812552 + Penalty 422.716150 = -3551.096402 nChanged 0 SP:Iteration 3F (34.917217 sec): 3 clusters Score: Raw -3973.812552 + Penalty 422.716150 = -3551.096402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.919317 sec): 2 clusters Score: Raw -42018.854175 + Penalty 436.263522 = -41582.590653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.920375 sec): 3 clusters Score: Raw -41814.433952 + Penalty 875.589010 = -40938.844941 nChanged 140 SP:Iteration 1F (34.921427 sec): 3 clusters Score: Raw -41915.523019 + Penalty 888.767906 = -41026.755113 nChanged 43 SP:Iteration 2F (34.922462 sec): 3 clusters Score: Raw -41957.620795 + Penalty 909.841720 = -41047.779075 nChanged 29 SP:Iteration 3F (34.923489 sec): 3 clusters Score: Raw -41999.158250 + Penalty 926.530350 = -41072.627899 nChanged 24 SP:Iteration 4F (34.924509 sec): 3 clusters Score: Raw -42028.846318 + Penalty 943.905143 = -41084.941176 nChanged 17 SP:Iteration 5Q (34.925574 sec): 3 clusters Score: Raw -42050.201831 + Penalty 956.591588 = -41093.610243 nChanged 7 SP:Iteration 6Q (34.926601 sec): 3 clusters Score: Raw -42056.524276 + Penalty 968.966844 = -41087.557432 nChanged 8 SP:Iteration 7F (34.927663 sec): 3 clusters Score: Raw -42065.526941 + Penalty 975.317466 = -41090.209476 nChanged 6 SP:Iteration 8Q (34.928650 sec): 3 clusters Score: Raw -42074.703644 + Penalty 982.758290 = -41091.945355 nChanged 5 SP:Iteration 9Q (34.929583 sec): 3 clusters Score: Raw -42078.815432 + Penalty 983.464473 = -41095.350959 nChanged 1 SP:Iteration 10F (34.930594 sec): 3 clusters Score: Raw -42080.243753 + Penalty 984.891031 = -41095.352723 nChanged 2 SP:Iteration 11Q (34.931517 sec): 3 clusters Score: Raw -42082.647056 + Penalty 991.999840 = -41090.647216 nChanged 2 SP:Iteration 12F (34.932532 sec): 3 clusters Score: Raw -42084.063926 + Penalty 995.250225 = -41088.813702 nChanged 1 SP:Iteration 13F (34.933540 sec): 3 clusters Score: Raw -42084.819034 + Penalty 995.250225 = -41089.568809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.934504 sec): 2 clusters Score: Raw -1093.317270 + Penalty 299.360829 = -793.956442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.934743 sec): 3 clusters Score: Raw -1128.074632 + Penalty 597.734583 = -530.340049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.936981 sec): 2 clusters Score: Raw -48046.090889 + Penalty 414.061958 = -47632.028931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.938197 sec): 3 clusters Score: Raw -47789.401471 + Penalty 824.981436 = -46964.420035 nChanged 198 SP:Iteration 1F (34.939352 sec): 3 clusters Score: Raw -47917.888612 + Penalty 824.117935 = -47093.770677 nChanged 50 SP:Iteration 2F (34.940494 sec): 3 clusters Score: Raw -47960.732093 + Penalty 827.442416 = -47133.289677 nChanged 46 SP:Iteration 3F (34.941640 sec): 3 clusters Score: Raw -48006.867767 + Penalty 827.621242 = -47179.246524 nChanged 35 SP:Iteration 4F (34.942780 sec): 3 clusters Score: Raw -48042.766577 + Penalty 826.884745 = -47215.881832 nChanged 24 SP:Iteration 5Q (34.943920 sec): 3 clusters Score: Raw -48066.453170 + Penalty 827.085707 = -47239.367462 nChanged 16 SP:Iteration 6Q (34.945043 sec): 3 clusters Score: Raw -48079.638865 + Penalty 823.052996 = -47256.585869 nChanged 9 SP:Iteration 7Q (34.946170 sec): 3 clusters Score: Raw -48096.346562 + Penalty 816.517772 = -47279.828790 nChanged 14 SP:Iteration 8Q (34.947273 sec): 3 clusters Score: Raw -48126.039155 + Penalty 812.336583 = -47313.702572 nChanged 9 SP:Iteration 9Q (34.948407 sec): 3 clusters Score: Raw -48139.127654 + Penalty 812.810491 = -47326.317163 nChanged 5 SP:Iteration 10F (34.949642 sec): 3 clusters Score: Raw -48145.620907 + Penalty 813.150887 = -47332.470021 nChanged 2 SP:Iteration 11Q (34.950701 sec): 3 clusters Score: Raw -48147.905883 + Penalty 811.224156 = -47336.681726 nChanged 2 SP:Iteration 12Q (34.951712 sec): 3 clusters Score: Raw -48151.250773 + Penalty 812.232648 = -47339.018125 nChanged 2 SP:Iteration 13Q (34.952715 sec): 3 clusters Score: Raw -48154.240424 + Penalty 811.181421 = -47343.059003 nChanged 1 SP:Iteration 14Q (34.953712 sec): 3 clusters Score: Raw -48154.808729 + Penalty 811.181421 = -47343.627308 nChanged 0 SP:Iteration 15F (34.954873 sec): 3 clusters Score: Raw -48154.808729 + Penalty 811.181421 = -47343.627308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.955839 sec): 2 clusters Score: Raw -768.240760 + Penalty 267.012358 = -501.228401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.956068 sec): 3 clusters Score: Raw -773.878726 + Penalty 533.894561 = -239.984164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.956922 sec): 2 clusters Score: Raw -3252.404578 + Penalty 357.596113 = -2894.808465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.957193 sec): 3 clusters Score: Raw -3254.494419 + Penalty 717.171568 = -2537.322851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.957966 sec): 2 clusters Score: Raw -561.980593 + Penalty 149.834726 = -412.145867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.958185 sec): 3 clusters Score: Raw -551.882038 + Penalty 299.669452 = -252.212586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.959426 sec): 2 clusters Score: Raw -13903.263874 + Penalty 220.186963 = -13683.076912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.959963 sec): 3 clusters Score: Raw -13880.606252 + Penalty 459.312969 = -13421.293283 nChanged 49 SP:Iteration 1F (34.960492 sec): 3 clusters Score: Raw -13954.252013 + Penalty 468.445639 = -13485.806374 nChanged 11 SP:Iteration 2F (34.961022 sec): 3 clusters Score: Raw -13964.402810 + Penalty 472.233613 = -13492.169197 nChanged 5 SP:Iteration 3Q (34.961535 sec): 3 clusters Score: Raw -13970.592771 + Penalty 475.385404 = -13495.207367 nChanged 4 SP:Iteration 4Q (34.962047 sec): 3 clusters Score: Raw -13977.808970 + Penalty 473.874288 = -13503.934682 nChanged 2 SP:Iteration 5Q (34.962555 sec): 3 clusters Score: Raw -13980.283155 + Penalty 475.467039 = -13504.816116 nChanged 1 SP:Iteration 6Q (34.963059 sec): 3 clusters Score: Raw -13983.310080 + Penalty 476.914920 = -13506.395159 nChanged 3 SP:Iteration 7Q (34.963554 sec): 3 clusters Score: Raw -13995.632715 + Penalty 478.338857 = -13517.293858 nChanged 4 SP:Iteration 8Q (34.964044 sec): 3 clusters Score: Raw -13999.819306 + Penalty 477.209389 = -13522.609917 nChanged 1 SP:Iteration 9Q (34.964532 sec): 3 clusters Score: Raw -14001.254266 + Penalty 474.257364 = -13526.996902 nChanged 1 SP:Iteration 10F (34.965046 sec): 3 clusters Score: Raw -14001.518953 + Penalty 474.257364 = -13527.261589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 60 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.967083 sec): 2 clusters Score: Raw -41893.809743 + Penalty 484.821243 = -41408.988500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.968127 sec): 3 clusters Score: Raw -41692.245481 + Penalty 969.355533 = -40722.889948 nChanged 146 SP:Iteration 1F (34.969175 sec): 3 clusters Score: Raw -41776.825479 + Penalty 967.159430 = -40809.666048 nChanged 42 SP:Iteration 2F (34.970179 sec): 3 clusters Score: Raw -41812.151630 + Penalty 965.216954 = -40846.934676 nChanged 25 SP:Iteration 3F (34.971181 sec): 3 clusters Score: Raw -41827.226104 + Penalty 964.150075 = -40863.076029 nChanged 11 SP:Iteration 4Q (34.972175 sec): 3 clusters Score: Raw -41837.106613 + Penalty 961.996182 = -40875.110431 nChanged 15 SP:Iteration 5Q (34.973169 sec): 3 clusters Score: Raw -41851.573084 + Penalty 959.241300 = -40892.331783 nChanged 12 SP:Iteration 6Q (34.974162 sec): 3 clusters Score: Raw -41867.506626 + Penalty 955.904536 = -40911.602090 nChanged 13 SP:Iteration 7Q (34.975147 sec): 3 clusters Score: Raw -41883.479982 + Penalty 954.241123 = -40929.238859 nChanged 14 SP:Iteration 8Q (34.976131 sec): 3 clusters Score: Raw -41894.816964 + Penalty 952.387697 = -40942.429267 nChanged 10 SP:Iteration 9Q (34.977112 sec): 3 clusters Score: Raw -41903.059521 + Penalty 949.843912 = -40953.215608 nChanged 9 SP:Iteration 10F (34.978130 sec): 3 clusters Score: Raw -41911.818909 + Penalty 950.170503 = -40961.648406 nChanged 3 SP:Iteration 11Q (34.979128 sec): 3 clusters Score: Raw -41913.129722 + Penalty 946.635837 = -40966.493886 nChanged 4 SP:Iteration 12Q (34.980157 sec): 3 clusters Score: Raw -41917.831209 + Penalty 944.362412 = -40973.468797 nChanged 5 SP:Iteration 13Q (34.981177 sec): 3 clusters Score: Raw -41919.284591 + Penalty 941.288101 = -40977.996490 nChanged 4 SP:Iteration 14Q (34.982192 sec): 3 clusters Score: Raw -41922.644074 + Penalty 937.469190 = -40985.174883 nChanged 3 SP:Iteration 15Q (34.983173 sec): 3 clusters Score: Raw -41926.232221 + Penalty 932.951132 = -40993.281090 nChanged 4 SP:Iteration 16Q (34.984140 sec): 3 clusters Score: Raw -41929.074505 + Penalty 931.891241 = -40997.183265 nChanged 2 SP:Iteration 17Q (34.985103 sec): 3 clusters Score: Raw -41930.272723 + Penalty 932.265057 = -40998.007665 nChanged 1 SP:Iteration 18Q (34.986067 sec): 3 clusters Score: Raw -41930.463199 + Penalty 932.265057 = -40998.198142 nChanged 0 SP:Iteration 19F (34.987083 sec): 3 clusters Score: Raw -41930.463199 + Penalty 932.265057 = -40998.198142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.988048 sec): 2 clusters Score: Raw -693.983769 + Penalty 152.337681 = -541.646088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.988272 sec): 3 clusters Score: Raw -693.723128 + Penalty 463.736707 = -229.986421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.989211 sec): 2 clusters Score: Raw -5479.586249 + Penalty 496.216150 = -4983.370099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.989527 sec): 3 clusters Score: Raw -5506.255668 + Penalty 995.071704 = -4511.183964 nChanged 1 SP:Iteration 1Q (34.989830 sec): 3 clusters Score: Raw -5509.804376 + Penalty 995.071704 = -4514.732672 nChanged 0 SP:Iteration 2F (34.990139 sec): 3 clusters Score: Raw -5509.804376 + Penalty 995.071704 = -4514.732672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.990932 sec): 2 clusters Score: Raw -1086.508541 + Penalty 265.055962 = -821.452580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.991165 sec): 3 clusters Score: Raw -1117.282422 + Penalty 528.963555 = -588.318867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.991963 sec): 2 clusters Score: Raw -1178.168648 + Penalty 287.287858 = -890.880791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.992219 sec): 3 clusters Score: Raw -1202.165469 + Penalty 570.290642 = -631.874827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.992987 sec): 2 clusters Score: Raw -663.214954 + Penalty 178.005196 = -485.209759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.993187 sec): 2 clusters Score: Raw -663.214954 + Penalty 178.005196 = -485.209759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.993949 sec): 2 clusters Score: Raw -542.536705 + Penalty 147.762935 = -394.773771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.994167 sec): 3 clusters Score: Raw -541.565344 + Penalty 298.616912 = -242.948432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.995533 sec): 2 clusters Score: Raw -21296.120322 + Penalty 615.265469 = -20680.854854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.996199 sec): 3 clusters Score: Raw -21241.584286 + Penalty 1227.079433 = -20014.504853 nChanged 61 SP:Iteration 1F (34.996822 sec): 3 clusters Score: Raw -21328.732178 + Penalty 1224.007686 = -20104.724492 nChanged 12 SP:Iteration 2F (34.997456 sec): 3 clusters Score: Raw -21354.654480 + Penalty 1223.580775 = -20131.073705 nChanged 4 SP:Iteration 3Q (34.998053 sec): 3 clusters Score: Raw -21357.841813 + Penalty 1222.384561 = -20135.457252 nChanged 1 SP:Iteration 4Q (34.998653 sec): 3 clusters Score: Raw -21359.790091 + Penalty 1223.095106 = -20136.694985 nChanged 1 SP:Iteration 5Q (34.999249 sec): 3 clusters Score: Raw -21360.960761 + Penalty 1223.095106 = -20137.865655 nChanged 0 SP:Iteration 6F (34.999860 sec): 3 clusters Score: Raw -21360.960761 + Penalty 1223.095106 = -20137.865655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.000758 sec): 2 clusters Score: Raw -857.778564 + Penalty 228.439216 = -629.339348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.000989 sec): 3 clusters Score: Raw -854.833580 + Penalty 455.756587 = -399.076992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 69 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.001786 sec): 2 clusters Score: Raw -1419.112867 + Penalty 337.509575 = -1081.603292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.002025 sec): 3 clusters Score: Raw -1463.888841 + Penalty 668.005824 = -795.883017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.002815 sec): 2 clusters Score: Raw -1491.660850 + Penalty 293.401226 = -1198.259624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.003055 sec): 3 clusters Score: Raw -1523.208701 + Penalty 599.967397 = -923.241305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.003836 sec): 2 clusters Score: Raw -1268.180847 + Penalty 384.499612 = -883.681234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.004071 sec): 3 clusters Score: Raw -1336.665008 + Penalty 767.263559 = -569.401449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.004959 sec): 2 clusters Score: Raw -4258.817115 + Penalty 153.104170 = -4105.712945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.005301 sec): 3 clusters Score: Raw -4288.144680 + Penalty 305.289643 = -3982.855037 nChanged 10 SP:Iteration 1F (35.005614 sec): 3 clusters Score: Raw -4306.894633 + Penalty 306.205581 = -4000.689052 nChanged 4 SP:Iteration 2F (35.005926 sec): 3 clusters Score: Raw -4333.553397 + Penalty 304.565579 = -4028.987818 nChanged 7 SP:Iteration 3F (35.006237 sec): 3 clusters Score: Raw -4351.706897 + Penalty 304.474127 = -4047.232771 nChanged 2 SP:Iteration 4Q (35.006537 sec): 3 clusters Score: Raw -4356.621031 + Penalty 304.474127 = -4052.146904 nChanged 0 SP:Iteration 5F (35.006849 sec): 3 clusters Score: Raw -4356.621031 + Penalty 304.474127 = -4052.146904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 73 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.007649 sec): 2 clusters Score: Raw -1305.033373 + Penalty 320.117197 = -984.916176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.007884 sec): 3 clusters Score: Raw -1337.940334 + Penalty 651.116170 = -686.824163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.008654 sec): 2 clusters Score: Raw -848.112429 + Penalty 238.134627 = -609.977802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.008880 sec): 3 clusters Score: Raw -860.599804 + Penalty 473.912516 = -386.687288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.009651 sec): 2 clusters Score: Raw -1088.774166 + Penalty 315.473319 = -773.300848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009878 sec): 3 clusters Score: Raw -1084.351903 + Penalty 630.433876 = -453.918027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.010706 sec): 2 clusters Score: Raw -3001.683469 + Penalty 441.751584 = -2559.931884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.010974 sec): 3 clusters Score: Raw -3064.893755 + Penalty 879.562710 = -2185.331045 nChanged 1 SP:Iteration 1Q (35.011232 sec): 3 clusters Score: Raw -3071.526683 + Penalty 879.562710 = -2191.963973 nChanged 0 SP:Iteration 2F (35.011501 sec): 3 clusters Score: Raw -3071.526683 + Penalty 879.562710 = -2191.963973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.012380 sec): 2 clusters Score: Raw -4744.952301 + Penalty 586.121091 = -4158.831210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.012679 sec): 3 clusters Score: Raw -4846.572913 + Penalty 1173.388501 = -3673.184412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.013438 sec): 2 clusters Score: Raw -280.077361 + Penalty 122.164134 = -157.913227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.013648 sec): 3 clusters Score: Raw -273.684633 + Penalty 236.010402 = -37.674231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.014407 sec): 2 clusters Score: Raw -491.063650 + Penalty 215.361088 = -275.702563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.014621 sec): 3 clusters Score: Raw -481.197294 + Penalty 442.569269 = -38.628025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.015371 sec): 2 clusters Score: Raw -359.954181 + Penalty 108.767044 = -251.187137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.015603 sec): 3 clusters Score: Raw -354.205489 + Penalty 218.705652 = -135.499837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.016497 sec): 2 clusters Score: Raw -4573.720655 + Penalty 589.310244 = -3984.410411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.016802 sec): 3 clusters Score: Raw -4698.115079 + Penalty 1178.666837 = -3519.448242 nChanged 1 SP:Iteration 1Q (35.017083 sec): 3 clusters Score: Raw -4702.557101 + Penalty 1178.666837 = -3523.890263 nChanged 0 SP:Iteration 2F (35.017379 sec): 3 clusters Score: Raw -4702.557101 + Penalty 1178.666837 = -3523.890263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 85 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.018202 sec): 2 clusters Score: Raw -2273.402650 + Penalty 462.668864 = -1810.733786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.018460 sec): 3 clusters Score: Raw -2353.821802 + Penalty 926.673907 = -1427.147895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.019217 sec): 2 clusters Score: Raw -348.971650 + Penalty 84.016814 = -264.954836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.019428 sec): 3 clusters Score: Raw -348.948869 + Penalty 168.033627 = -180.915242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.020200 sec): 2 clusters Score: Raw -1002.702215 + Penalty 219.621567 = -783.080648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.020429 sec): 3 clusters Score: Raw -1008.309684 + Penalty 443.826246 = -564.483438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 88 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.021560 sec): 2 clusters Score: Raw -12620.943096 + Penalty 285.824456 = -12335.118640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.022044 sec): 3 clusters Score: Raw -12569.248521 + Penalty 590.265824 = -11978.982697 nChanged 47 SP:Iteration 1F (35.022520 sec): 3 clusters Score: Raw -12645.369200 + Penalty 607.758675 = -12037.610525 nChanged 13 SP:Iteration 2F (35.022996 sec): 3 clusters Score: Raw -12668.461907 + Penalty 607.885887 = -12060.576020 nChanged 2 SP:Iteration 3Q (35.023451 sec): 3 clusters Score: Raw -12669.892255 + Penalty 612.133345 = -12057.758910 nChanged 3 SP:Iteration 4F (35.023958 sec): 3 clusters Score: Raw -12676.673076 + Penalty 614.165824 = -12062.507252 nChanged 1 SP:Iteration 5Q (35.024418 sec): 3 clusters Score: Raw -12678.378021 + Penalty 614.165824 = -12064.212197 nChanged 0 SP:Iteration 6F (35.024903 sec): 3 clusters Score: Raw -12678.378021 + Penalty 614.165824 = -12064.212197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.025741 sec): 2 clusters Score: Raw -701.857656 + Penalty 147.736819 = -554.120836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.025961 sec): 3 clusters Score: Raw -706.912427 + Penalty 264.433089 = -442.479338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.026872 sec): 2 clusters Score: Raw -5218.107170 + Penalty 580.638392 = -4637.468777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.027186 sec): 3 clusters Score: Raw -5326.386166 + Penalty 1166.829889 = -4159.556277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.028093 sec): 2 clusters Score: Raw -639.379778 + Penalty 194.381654 = -444.998124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.028314 sec): 3 clusters Score: Raw -646.569475 + Penalty 390.222669 = -256.346807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 92 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.029148 sec): 2 clusters Score: Raw -1290.730955 + Penalty 363.208185 = -927.522771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.029381 sec): 3 clusters Score: Raw -1304.675657 + Penalty 726.703054 = -577.972603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 93 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.030242 sec): 2 clusters Score: Raw -4073.554096 + Penalty 499.013806 = -3574.540289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.030530 sec): 3 clusters Score: Raw -4141.405494 + Penalty 986.989298 = -3154.416196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.031384 sec): 2 clusters Score: Raw -3763.519163 + Penalty 463.968952 = -3299.550211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.031664 sec): 3 clusters Score: Raw -3795.813489 + Penalty 920.195551 = -2875.617938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 95 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.032447 sec): 2 clusters Score: Raw -1272.197543 + Penalty 360.471666 = -911.725877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.032680 sec): 3 clusters Score: Raw -1282.481134 + Penalty 725.815787 = -556.665347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.033443 sec): 2 clusters Score: Raw -645.867974 + Penalty 212.030071 = -433.837903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.033662 sec): 3 clusters Score: Raw -649.293787 + Penalty 417.629714 = -231.664073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.034422 sec): 2 clusters Score: Raw -729.499406 + Penalty 193.202051 = -536.297355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.034643 sec): 3 clusters Score: Raw -734.105465 + Penalty 386.404101 = -347.701364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 98 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.035439 sec): 2 clusters Score: Raw -1830.564191 + Penalty 430.230233 = -1400.333958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.035685 sec): 3 clusters Score: Raw -1878.678699 + Penalty 852.589953 = -1026.088746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.036457 sec): 2 clusters Score: Raw -849.692141 + Penalty 252.340725 = -597.351416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.036685 sec): 3 clusters Score: Raw -849.799436 + Penalty 507.204259 = -342.595177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.037458 sec): 2 clusters Score: Raw -383.556847 + Penalty 187.236758 = -196.320090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.037671 sec): 3 clusters Score: Raw -375.321569 + Penalty 389.225804 = 13.904235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.038453 sec): 2 clusters Score: Raw -463.216247 + Penalty 148.086861 = -315.129387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.038669 sec): 3 clusters Score: Raw -460.284113 + Penalty 293.463797 = -166.820316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.039444 sec): 2 clusters Score: Raw -1060.521929 + Penalty 270.950453 = -789.571476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.039671 sec): 3 clusters Score: Raw -1067.635510 + Penalty 539.888687 = -527.746823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.040439 sec): 2 clusters Score: Raw -863.775383 + Penalty 308.187392 = -555.587991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.040663 sec): 3 clusters Score: Raw -885.599449 + Penalty 617.852550 = -267.746900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.041419 sec): 2 clusters Score: Raw -466.230301 + Penalty 163.063843 = -303.166458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.041635 sec): 3 clusters Score: Raw -461.355161 + Penalty 318.801750 = -142.553410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 105 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.042404 sec): 2 clusters Score: Raw -920.536875 + Penalty 226.814615 = -693.722260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.042632 sec): 3 clusters Score: Raw -936.375041 + Penalty 453.629230 = -482.745811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.043471 sec): 2 clusters Score: Raw -3515.490992 + Penalty 410.186700 = -3105.304291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.043752 sec): 3 clusters Score: Raw -3538.036512 + Penalty 820.468529 = -2717.567982 nChanged 1 SP:Iteration 1Q (35.044021 sec): 3 clusters Score: Raw -3541.357119 + Penalty 820.468529 = -2720.888590 nChanged 0 SP:Iteration 2F (35.044292 sec): 3 clusters Score: Raw -3541.357119 + Penalty 820.468529 = -2720.888590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.045461 sec): 2 clusters Score: Raw -7486.923784 + Penalty 416.033552 = -7070.890233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.045837 sec): 3 clusters Score: Raw -7526.591512 + Penalty 830.780120 = -6695.811392 nChanged 7 SP:Iteration 1F (35.046199 sec): 3 clusters Score: Raw -7545.462769 + Penalty 827.516547 = -6717.946222 nChanged 2 SP:Iteration 2Q (35.046548 sec): 3 clusters Score: Raw -7553.048176 + Penalty 828.660938 = -6724.387238 nChanged 1 SP:Iteration 3Q (35.046895 sec): 3 clusters Score: Raw -7556.625035 + Penalty 830.319931 = -6726.305104 nChanged 1 SP:Iteration 4Q (35.047262 sec): 3 clusters Score: Raw -7558.431724 + Penalty 830.319931 = -6728.111794 nChanged 0 SP:Iteration 5F (35.047627 sec): 3 clusters Score: Raw -7558.431724 + Penalty 830.319931 = -6728.111794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.048567 sec): 2 clusters Score: Raw -761.081311 + Penalty 217.936670 = -543.144641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.048790 sec): 3 clusters Score: Raw -757.090832 + Penalty 448.319069 = -308.771763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.049580 sec): 2 clusters Score: Raw -430.409771 + Penalty 64.133764 = -366.276007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.049783 sec): 3 clusters Score: Raw -431.687313 + Penalty 126.170015 = -305.517297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.050555 sec): 2 clusters Score: Raw -956.628031 + Penalty 247.981672 = -708.646360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.050782 sec): 3 clusters Score: Raw -958.944881 + Penalty 495.963343 = -462.981538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 111 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.051764 sec): 2 clusters Score: Raw -8191.313590 + Penalty 654.089116 = -7537.224474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.052138 sec): 3 clusters Score: Raw -8258.598025 + Penalty 1308.026619 = -6950.571406 nChanged 2 SP:Iteration 1Q (35.052493 sec): 3 clusters Score: Raw -8267.242276 + Penalty 1308.298018 = -6958.944258 nChanged 1 SP:Iteration 2Q (35.052846 sec): 3 clusters Score: Raw -8272.993973 + Penalty 1308.298018 = -6964.695956 nChanged 0 SP:Iteration 3F (35.053213 sec): 3 clusters Score: Raw -8272.993973 + Penalty 1308.298018 = -6964.695956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.053993 sec): 2 clusters Score: Raw -532.462176 + Penalty 130.490848 = -401.971328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.054212 sec): 3 clusters Score: Raw -534.726308 + Penalty 254.463354 = -280.262954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 113 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.055015 sec): 2 clusters Score: Raw -1890.405654 + Penalty 428.517914 = -1461.887740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.055262 sec): 3 clusters Score: Raw -1946.604334 + Penalty 848.291111 = -1098.313223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.056019 sec): 2 clusters Score: Raw -444.238169 + Penalty 106.606887 = -337.631282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.056237 sec): 3 clusters Score: Raw -443.849624 + Penalty 217.092820 = -226.756804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 115 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.057031 sec): 2 clusters Score: Raw -1505.880934 + Penalty 373.842876 = -1132.038058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.057268 sec): 3 clusters Score: Raw -1547.541415 + Penalty 750.417558 = -797.123857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.058028 sec): 2 clusters Score: Raw -291.249636 + Penalty 138.299135 = -152.950501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.058239 sec): 3 clusters Score: Raw -279.304180 + Penalty 278.216052 = -1.088128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.058988 sec): 2 clusters Score: Raw -183.807782 + Penalty 64.949350 = -118.858432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.059181 sec): 2 clusters Score: Raw -183.807782 + Penalty 64.949350 = -118.858432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.059956 sec): 2 clusters Score: Raw -390.547620 + Penalty 180.632572 = -209.915048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.060169 sec): 3 clusters Score: Raw -379.076715 + Penalty 361.265144 = -17.811571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.060920 sec): 2 clusters Score: Raw -280.904485 + Penalty 126.848000 = -154.056485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.061120 sec): 2 clusters Score: Raw -280.904485 + Penalty 126.848000 = -154.056485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 120 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.061970 sec): 2 clusters Score: Raw -2586.950314 + Penalty 437.687628 = -2149.262687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.062237 sec): 3 clusters Score: Raw -2668.548804 + Penalty 868.525785 = -1800.023019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.063003 sec): 2 clusters Score: Raw -503.162217 + Penalty 220.581093 = -282.581124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.063216 sec): 3 clusters Score: Raw -490.298262 + Penalty 471.876612 = -18.421650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 122 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.063990 sec): 2 clusters Score: Raw -964.499103 + Penalty 275.660352 = -688.838751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.064217 sec): 3 clusters Score: Raw -966.519520 + Penalty 549.283855 = -417.235665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.064962 sec): 2 clusters Score: Raw -172.341408 + Penalty 29.513390 = -142.828018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.065161 sec): 3 clusters Score: Raw -170.786640 + Penalty 59.026780 = -111.759860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 124 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.065944 sec): 2 clusters Score: Raw -1661.521323 + Penalty 337.575529 = -1323.945794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.066184 sec): 3 clusters Score: Raw -1671.315354 + Penalty 677.286683 = -994.028671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.066962 sec): 2 clusters Score: Raw -1254.885959 + Penalty 246.391338 = -1008.494621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.067196 sec): 3 clusters Score: Raw -1268.122170 + Penalty 494.217794 = -773.904376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 127 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.067977 sec): 2 clusters Score: Raw -1418.830029 + Penalty 310.473134 = -1108.356895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.068214 sec): 3 clusters Score: Raw -1432.426188 + Penalty 623.047460 = -809.378728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.068969 sec): 2 clusters Score: Raw -447.019391 + Penalty 121.240072 = -325.779319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.069201 sec): 3 clusters Score: Raw -446.207921 + Penalty 201.068854 = -245.139067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.069970 sec): 2 clusters Score: Raw -872.540017 + Penalty 286.949121 = -585.590896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.070194 sec): 3 clusters Score: Raw -882.291123 + Penalty 568.607124 = -313.683999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.070974 sec): 2 clusters Score: Raw -1257.048756 + Penalty 239.556955 = -1017.491801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.071208 sec): 3 clusters Score: Raw -1272.883505 + Penalty 479.113910 = -793.769595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 131 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.071978 sec): 2 clusters Score: Raw -1004.176886 + Penalty 220.079358 = -784.097528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.072207 sec): 3 clusters Score: Raw -1017.517206 + Penalty 438.780084 = -578.737122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.072956 sec): 2 clusters Score: Raw -189.183920 + Penalty 90.737547 = -98.446373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.073150 sec): 2 clusters Score: Raw -189.183920 + Penalty 90.737547 = -98.446373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.073906 sec): 2 clusters Score: Raw -466.962550 + Penalty 141.945255 = -325.017295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.074123 sec): 3 clusters Score: Raw -461.702229 + Penalty 279.956906 = -181.745323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 134 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.074922 sec): 2 clusters Score: Raw -2164.934864 + Penalty 414.756664 = -1750.178200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.075175 sec): 3 clusters Score: Raw -2212.738975 + Penalty 830.115542 = -1382.623433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.075936 sec): 2 clusters Score: Raw -657.930397 + Penalty 179.275168 = -478.655229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.076156 sec): 3 clusters Score: Raw -651.149249 + Penalty 378.164599 = -272.984650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 136 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.076915 sec): 2 clusters Score: Raw -667.291946 + Penalty 188.184588 = -479.107358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.077134 sec): 3 clusters Score: Raw -661.604540 + Penalty 374.768106 = -286.836435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.077871 sec): 2 clusters Score: Raw -89.937992 + Penalty 0.000000 = -89.937992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.078062 sec): 2 clusters Score: Raw -89.937992 + Penalty 0.000000 = -89.937992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.078818 sec): 2 clusters Score: Raw -743.597927 + Penalty 240.150770 = -503.447157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.079060 sec): 3 clusters Score: Raw -755.182362 + Penalty 471.973976 = -283.208387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.079831 sec): 2 clusters Score: Raw -738.310640 + Penalty 237.714888 = -500.595752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.080055 sec): 3 clusters Score: Raw -746.011895 + Penalty 475.429776 = -270.582119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 142 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.080884 sec): 2 clusters Score: Raw -1080.272649 + Penalty 310.360406 = -769.912244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.081111 sec): 3 clusters Score: Raw -1082.413644 + Penalty 620.579514 = -461.834130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 143 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.081880 sec): 2 clusters Score: Raw -732.175074 + Penalty 234.838684 = -497.336390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.082100 sec): 3 clusters Score: Raw -745.132844 + Penalty 469.677368 = -275.455475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 144 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.082874 sec): 2 clusters Score: Raw -1204.054707 + Penalty 277.615570 = -926.439137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.083108 sec): 3 clusters Score: Raw -1233.474244 + Penalty 554.862280 = -678.611963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.083852 sec): 2 clusters Score: Raw -259.725851 + Penalty 41.810201 = -217.915650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.084049 sec): 3 clusters Score: Raw -258.596954 + Penalty 81.980283 = -176.616671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.084812 sec): 2 clusters Score: Raw -734.602593 + Penalty 222.006031 = -512.596562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.085032 sec): 3 clusters Score: Raw -747.653358 + Penalty 444.012062 = -303.641295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.085790 sec): 2 clusters Score: Raw -635.091978 + Penalty 173.911406 = -461.180572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.086009 sec): 3 clusters Score: Raw -635.155484 + Penalty 356.312497 = -278.842987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.086754 sec): 2 clusters Score: Raw -182.613716 + Penalty 60.896013 = -121.717704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.086962 sec): 3 clusters Score: Raw -175.274495 + Penalty 121.792025 = -53.482470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.087711 sec): 2 clusters Score: Raw -391.765071 + Penalty 168.865480 = -222.899591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.087923 sec): 3 clusters Score: Raw -379.032261 + Penalty 342.512076 = -36.520184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.088697 sec): 2 clusters Score: Raw -471.575875 + Penalty 176.482151 = -295.093724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.088917 sec): 3 clusters Score: Raw -466.948445 + Penalty 357.172184 = -109.776261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 151 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.089770 sec): 2 clusters Score: Raw -3386.963169 + Penalty 186.658093 = -3200.305075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.090053 sec): 3 clusters Score: Raw -3382.005000 + Penalty 373.343049 = -3008.661950 nChanged 5 SP:Iteration 1F (35.090329 sec): 3 clusters Score: Raw -3391.456228 + Penalty 373.850762 = -3017.605466 nChanged 1 SP:Iteration 2Q (35.090601 sec): 3 clusters Score: Raw -3393.576610 + Penalty 373.850762 = -3019.725848 nChanged 0 SP:Iteration 3F (35.090877 sec): 3 clusters Score: Raw -3393.576610 + Penalty 373.850762 = -3019.725848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 152 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.091690 sec): 2 clusters Score: Raw -947.385750 + Penalty 275.013891 = -672.371859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.091917 sec): 3 clusters Score: Raw -963.122239 + Penalty 550.613242 = -412.508998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 153 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.092702 sec): 2 clusters Score: Raw -1257.808431 + Penalty 394.773618 = -863.034813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.092935 sec): 3 clusters Score: Raw -1307.404481 + Penalty 778.374673 = -529.029808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 154 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.093716 sec): 2 clusters Score: Raw -1289.948370 + Penalty 308.962559 = -980.985811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.093949 sec): 3 clusters Score: Raw -1312.084664 + Penalty 643.247388 = -668.837275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 155 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.094721 sec): 2 clusters Score: Raw -1138.839904 + Penalty 297.362022 = -841.477883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.094951 sec): 3 clusters Score: Raw -1149.004786 + Penalty 600.005060 = -548.999726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 156 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.095720 sec): 2 clusters Score: Raw -936.033399 + Penalty 255.528543 = -680.504857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.095945 sec): 3 clusters Score: Raw -941.972405 + Penalty 513.018731 = -428.953674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.096716 sec): 2 clusters Score: Raw -1065.261229 + Penalty 283.406294 = -781.854935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.096944 sec): 3 clusters Score: Raw -1066.704793 + Penalty 576.671906 = -490.032886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.097713 sec): 2 clusters Score: Raw -482.994011 + Penalty 177.111133 = -305.882878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.097931 sec): 3 clusters Score: Raw -472.756521 + Penalty 366.964657 = -105.791863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.098738 sec): 2 clusters Score: Raw -1151.941040 + Penalty 256.379339 = -895.561701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.098974 sec): 3 clusters Score: Raw -1169.974464 + Penalty 513.336344 = -656.638119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.099743 sec): 2 clusters Score: Raw -691.454548 + Penalty 258.337646 = -433.116902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.099963 sec): 3 clusters Score: Raw -683.564079 + Penalty 523.578853 = -159.985226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.100725 sec): 2 clusters Score: Raw -577.291323 + Penalty 230.293075 = -346.998248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.100941 sec): 3 clusters Score: Raw -568.423242 + Penalty 461.201824 = -107.221418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 162 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.101754 sec): 2 clusters Score: Raw -2757.896485 + Penalty 436.936887 = -2320.959598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.102014 sec): 3 clusters Score: Raw -2793.939861 + Penalty 873.873774 = -1920.066087 nChanged 1 SP:Iteration 1Q (35.102262 sec): 3 clusters Score: Raw -2801.347405 + Penalty 878.365923 = -1922.981483 nChanged 1 SP:Iteration 2Q (35.102508 sec): 3 clusters Score: Raw -2807.738445 + Penalty 878.365923 = -1929.372522 nChanged 0 SP:Iteration 3F (35.102764 sec): 3 clusters Score: Raw -2807.738445 + Penalty 878.365923 = -1929.372522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.103515 sec): 2 clusters Score: Raw -190.530795 + Penalty 89.350122 = -101.180673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.103722 sec): 3 clusters Score: Raw -181.192586 + Penalty 178.700244 = -2.492342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.104471 sec): 2 clusters Score: Raw -281.300730 + Penalty 103.807126 = -177.493604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.104679 sec): 3 clusters Score: Raw -272.654154 + Penalty 200.780419 = -71.873734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.105425 sec): 2 clusters Score: Raw -367.093542 + Penalty 114.828679 = -252.264864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.105637 sec): 3 clusters Score: Raw -359.607226 + Penalty 114.828679 = -244.778547 nChanged 1 SP:Iteration 1F (35.105829 sec): 2 clusters Score: Raw -367.093542 + Penalty 114.828679 = -252.264864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 167 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.106584 sec): 2 clusters Score: Raw -572.886379 + Penalty 204.674179 = -368.212200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.106800 sec): 3 clusters Score: Raw -563.186128 + Penalty 433.365974 = -129.820154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 168 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.107622 sec): 2 clusters Score: Raw -2804.777392 + Penalty 293.169055 = -2511.608336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.107886 sec): 3 clusters Score: Raw -2816.551677 + Penalty 586.338110 = -2230.213567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 169 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.108672 sec): 2 clusters Score: Raw -733.821585 + Penalty 195.900847 = -537.920738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.108898 sec): 3 clusters Score: Raw -736.417437 + Penalty 390.927553 = -345.489884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.109654 sec): 2 clusters Score: Raw -495.651963 + Penalty 204.537747 = -291.114216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.109871 sec): 3 clusters Score: Raw -484.870042 + Penalty 406.633688 = -78.236354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 171 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.110636 sec): 2 clusters Score: Raw -932.772196 + Penalty 254.775228 = -677.996969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.110861 sec): 3 clusters Score: Raw -939.802174 + Penalty 504.649925 = -435.152248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 172 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.111617 sec): 2 clusters Score: Raw -494.938014 + Penalty 204.954939 = -289.983074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.111832 sec): 3 clusters Score: Raw -484.716495 + Penalty 407.191594 = -77.524901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 173 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.112596 sec): 2 clusters Score: Raw -873.951704 + Penalty 302.077813 = -571.873891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.112819 sec): 3 clusters Score: Raw -881.632283 + Penalty 599.853311 = -281.778972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 174 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.113589 sec): 2 clusters Score: Raw -1024.378973 + Penalty 316.560516 = -707.818457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.113817 sec): 3 clusters Score: Raw -1055.643868 + Penalty 642.789545 = -412.854324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 175 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.114592 sec): 2 clusters Score: Raw -1350.851745 + Penalty 388.207411 = -962.644334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.114827 sec): 3 clusters Score: Raw -1393.358994 + Penalty 776.414821 = -616.944173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 178 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.115576 sec): 2 clusters Score: Raw -373.294969 + Penalty 136.341718 = -236.953250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.115789 sec): 3 clusters Score: Raw -365.843617 + Penalty 289.195769 = -76.647848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.116535 sec): 2 clusters Score: Raw -184.276375 + Penalty 59.214254 = -125.062121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.116742 sec): 3 clusters Score: Raw -175.534769 + Penalty 118.428507 = -57.106262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 180 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.117543 sec): 2 clusters Score: Raw -2120.236504 + Penalty 430.030590 = -1690.205914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.117793 sec): 3 clusters Score: Raw -2160.962076 + Penalty 863.483517 = -1297.478559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 181 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.118581 sec): 2 clusters Score: Raw -990.626944 + Penalty 323.805054 = -666.821890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.118809 sec): 3 clusters Score: Raw -992.261481 + Penalty 655.629248 = -336.632232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.119558 sec): 2 clusters Score: Raw -185.835988 + Penalty 70.598085 = -115.237903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.119750 sec): 2 clusters Score: Raw -185.835988 + Penalty 70.598085 = -115.237903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.120503 sec): 2 clusters Score: Raw -483.583299 + Penalty 192.422599 = -291.160700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.120717 sec): 3 clusters Score: Raw -474.162736 + Penalty 401.962694 = -72.200042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.121454 sec): 2 clusters Score: Raw -86.001900 + Penalty 0.000000 = -86.001900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.121643 sec): 2 clusters Score: Raw -86.001900 + Penalty 0.000000 = -86.001900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.122409 sec): 2 clusters Score: Raw -835.346669 + Penalty 244.431650 = -590.915019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.122634 sec): 3 clusters Score: Raw -849.200948 + Penalty 480.770333 = -368.430614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.123388 sec): 2 clusters Score: Raw -185.261285 + Penalty 70.246365 = -115.014920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.123596 sec): 3 clusters Score: Raw -177.611007 + Penalty 140.492729 = -37.118277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.124341 sec): 2 clusters Score: Raw -185.947576 + Penalty 76.323175 = -109.624401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.124533 sec): 2 clusters Score: Raw -185.947576 + Penalty 76.323175 = -109.624401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.125276 sec): 2 clusters Score: Raw -189.318250 + Penalty 70.620963 = -118.697287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.125469 sec): 2 clusters Score: Raw -189.318250 + Penalty 70.620963 = -118.697287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.126220 sec): 2 clusters Score: Raw -467.124196 + Penalty 192.172691 = -274.951505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.126436 sec): 3 clusters Score: Raw -466.824342 + Penalty 378.659131 = -88.165210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.127202 sec): 2 clusters Score: Raw -292.226765 + Penalty 136.597854 = -155.628912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.127410 sec): 2 clusters Score: Raw -292.226765 + Penalty 136.597854 = -155.628912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 194 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.128525 sec): 2 clusters Score: Raw -450.366829 + Penalty 108.650326 = -341.716503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.128771 sec): 3 clusters Score: Raw -446.331077 + Penalty 211.932616 = -234.398461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.129918 sec): 2 clusters Score: Raw -287.465539 + Penalty 122.018713 = -165.446826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.130159 sec): 2 clusters Score: Raw -287.465539 + Penalty 122.018713 = -165.446826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 197 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.131279 sec): 2 clusters Score: Raw -671.096138 + Penalty 209.158202 = -461.937936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.131539 sec): 3 clusters Score: Raw -665.782203 + Penalty 419.884404 = -245.897799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.132647 sec): 2 clusters Score: Raw -283.180884 + Penalty 119.884160 = -163.296723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.132887 sec): 2 clusters Score: Raw -283.180884 + Penalty 119.884160 = -163.296723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.133979 sec): 2 clusters Score: Raw -87.281427 + Penalty 0.000000 = -87.281427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.134198 sec): 2 clusters Score: Raw -87.281427 + Penalty 0.000000 = -87.281427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.135264 sec): 2 clusters Score: Raw -393.450515 + Penalty 176.306680 = -217.143835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.135503 sec): 3 clusters Score: Raw -383.352762 + Penalty 352.613360 = -30.739402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.136514 sec): 2 clusters Score: Raw -292.721423 + Penalty 127.733320 = -164.988103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.136774 sec): 3 clusters Score: Raw -280.462520 + Penalty 252.658935 = -27.803585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.137795 sec): 2 clusters Score: Raw -370.057015 + Penalty 185.633795 = -184.423221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.138019 sec): 3 clusters Score: Raw -366.063774 + Penalty 381.237531 = 15.173757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.138907 sec): 2 clusters Score: Raw -284.265855 + Penalty 108.388652 = -175.877204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.139122 sec): 2 clusters Score: Raw -284.265855 + Penalty 108.388652 = -175.877204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 206 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.140063 sec): 2 clusters Score: Raw -701.813464 + Penalty 268.708822 = -433.104642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.140317 sec): 3 clusters Score: Raw -690.740030 + Penalty 521.443297 = -169.296733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.141132 sec): 2 clusters Score: Raw -87.725157 + Penalty 0.000000 = -87.725157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.141324 sec): 2 clusters Score: Raw -87.725157 + Penalty 0.000000 = -87.725157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.142070 sec): 2 clusters Score: Raw -190.391273 + Penalty 76.885618 = -113.505654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.142279 sec): 3 clusters Score: Raw -179.575147 + Penalty 153.771237 = -25.803910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.143030 sec): 2 clusters Score: Raw -389.896185 + Penalty 170.864132 = -219.032053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.143243 sec): 3 clusters Score: Raw -378.579682 + Penalty 338.395106 = -40.184577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.143988 sec): 2 clusters Score: Raw -174.223611 + Penalty 40.934543 = -133.289068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.144186 sec): 3 clusters Score: Raw -171.002288 + Penalty 81.869086 = -89.133203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 217 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.144941 sec): 2 clusters Score: Raw -473.540933 + Penalty 192.801129 = -280.739804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.145159 sec): 3 clusters Score: Raw -465.687475 + Penalty 381.645131 = -84.042344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.145908 sec): 2 clusters Score: Raw -278.354777 + Penalty 89.603726 = -188.751050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.146118 sec): 3 clusters Score: Raw -270.758959 + Penalty 169.166210 = -101.592749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.146858 sec): 2 clusters Score: Raw -91.099899 + Penalty 0.000000 = -91.099899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.147048 sec): 2 clusters Score: Raw -91.099899 + Penalty 0.000000 = -91.099899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 222 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.147800 sec): 2 clusters Score: Raw -388.165692 + Penalty 168.113169 = -220.052524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.148008 sec): 3 clusters Score: Raw -384.312847 + Penalty 302.226539 = -82.086308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 223 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.148759 sec): 2 clusters Score: Raw -291.995979 + Penalty 150.794288 = -141.201691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.148954 sec): 2 clusters Score: Raw -291.995979 + Penalty 150.794288 = -141.201691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 227 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.149696 sec): 2 clusters Score: Raw -170.281579 + Penalty 38.408535 = -131.873044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.149906 sec): 2 clusters Score: Raw -170.281579 + Penalty 38.408535 = -131.873044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.150649 sec): 2 clusters Score: Raw -186.748038 + Penalty 73.064363 = -113.683675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.150858 sec): 3 clusters Score: Raw -178.343336 + Penalty 146.128727 = -32.214609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 231 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.151624 sec): 2 clusters Score: Raw -793.644925 + Penalty 90.051095 = -703.593830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.151848 sec): 3 clusters Score: Raw -789.835835 + Penalty 179.105459 = -610.730377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 232 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.152625 sec): 2 clusters Score: Raw -1120.742411 + Penalty 172.286449 = -948.455963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.152858 sec): 3 clusters Score: Raw -1136.022108 + Penalty 351.368638 = -784.653470 nChanged 0 Deleting Class 175 (14 points): Lose 148.981504 but Gain 1563.249913 Iteration 20F (39.051204 sec): 202 clusters Score: Raw -3440319.954241 + Penalty 217933.354345 = -3222386.599896 nChanged 356 Deleting Class 95 (13 points): Lose 99.959250 but Gain 1493.501815 Iteration 21Q (39.391568 sec): 201 clusters Score: Raw -3440593.306318 + Penalty 216582.865851 = -3224010.440467 nChanged 286 Deleting Class 223 (3 points): Lose 66.119279 but Gain 1458.659260 Iteration 22Q (39.718378 sec): 200 clusters Score: Raw -3440735.568511 + Penalty 215246.749425 = -3225488.819086 nChanged 230 Deleting Class 121 (5 points): Lose 67.931693 but Gain 1456.489887 Iteration 23Q (40.039607 sec): 199 clusters Score: Raw -3440787.428335 + Penalty 213906.995100 = -3226880.433235 nChanged 215 Deleting Class 98 (19 points): Lose 166.024045 but Gain 1552.786633 Iteration 24Q (40.353265 sec): 198 clusters Score: Raw -3440732.929430 + Penalty 212482.086624 = -3228250.842806 nChanged 183 Deleting Class 132 (3 points): Lose 45.343218 but Gain 1453.709442 Iteration 25Q (40.664732 sec): 197 clusters Score: Raw -3440820.861025 + Penalty 211160.684563 = -3229660.176463 nChanged 130 Deleting Class 153 (14 points): Lose 207.005376 but Gain 1589.690991 Iteration 26Q (40.968320 sec): 196 clusters Score: Raw -3440693.468790 + Penalty 209606.856968 = -3231086.611822 nChanged 122 Deleting Class 46 (16 points): Lose 150.106320 but Gain 1526.254207 Iteration 27Q (41.266830 sec): 195 clusters Score: Raw -3440626.479024 + Penalty 208399.767350 = -3232226.711674 nChanged 132 Deleting Class 181 (10 points): Lose 123.285503 but Gain 1494.449864 Iteration 28Q (41.567379 sec): 194 clusters Score: Raw -3440668.080191 + Penalty 206996.049725 = -3233672.030466 nChanged 137 Deleting Class 206 (7 points): Lose 103.722547 but Gain 1467.481239 Iteration 29Q (41.867231 sec): 193 clusters Score: Raw -3440649.606956 + Penalty 205621.241325 = -3235028.365631 nChanged 114 Deleting Class 180 (25 points): Lose 141.079920 but Gain 1505.939493 Iteration 30F (45.559843 sec): 192 clusters Score: Raw -3440614.994693 + Penalty 204177.767463 = -3236437.227230 nChanged 145 Deleting Class 100 (4 points): Lose 72.327178 but Gain 1435.321107 Iteration 31Q (45.876771 sec): 191 clusters Score: Raw -3440665.968249 + Penalty 202802.117627 = -3237863.850622 nChanged 124 Deleting Class 113 (21 points): Lose 151.590350 but Gain 1511.956880 Iteration 32Q (46.190203 sec): 190 clusters Score: Raw -3440602.334919 + Penalty 201807.526764 = -3238794.808155 nChanged 105 Deleting Class 92 (13 points): Lose 152.923653 but Gain 1504.839727 Iteration 33Q (46.497377 sec): 189 clusters Score: Raw -3440573.387116 + Penalty 200420.484878 = -3240152.902238 nChanged 100 Deleting Class 118 (4 points): Lose 33.676813 but Gain 1384.694686 Iteration 34Q (46.811123 sec): 188 clusters Score: Raw -3440626.757191 + Penalty 199047.124140 = -3241579.633051 nChanged 95 Deleting Class 163 (2 points): Lose 22.473620 but Gain 1369.881831 Iteration 35Q (47.107852 sec): 187 clusters Score: Raw -3440645.834281 + Penalty 197696.602433 = -3242949.231848 nChanged 78 Deleting Class 103 (9 points): Lose 143.569110 but Gain 1490.575007 Iteration 36Q (47.393743 sec): 186 clusters Score: Raw -3440539.058872 + Penalty 196288.064262 = -3244250.994610 nChanged 91 Deleting Class 173 (9 points): Lose 114.954699 but Gain 1461.025502 Iteration 37Q (47.679680 sec): 185 clusters Score: Raw -3440501.909113 + Penalty 194967.429181 = -3245534.479932 nChanged 93 Deleting Class 85 (24 points): Lose 193.367069 but Gain 1538.726807 Iteration 38Q (47.967172 sec): 184 clusters Score: Raw -3440388.504688 + Penalty 193483.466218 = -3246905.038470 nChanged 99 Deleting Class 82 (5 points): Lose 79.582686 but Gain 1422.022358 Iteration 39Q (48.253869 sec): 183 clusters Score: Raw -3440390.831554 + Penalty 192240.596877 = -3248150.234677 nChanged 80 Deleting Class 79 (49 points): Lose 253.855974 but Gain 1590.648306 Iteration 40F (51.761511 sec): 182 clusters Score: Raw -3440210.871007 + Penalty 190708.634574 = -3249502.236433 nChanged 108 Deleting Class 71 (14 points): Lose 222.433250 but Gain 1548.319195 Iteration 41Q (52.045856 sec): 181 clusters Score: Raw -3440098.768829 + Penalty 189252.601324 = -3250846.167505 nChanged 79 Deleting Class 75 (11 points): Lose 77.791712 but Gain 1398.124478 Iteration 42Q (52.326668 sec): 180 clusters Score: Raw -3440120.345657 + Penalty 187869.828022 = -3252250.517636 nChanged 74 Deleting Class 170 (5 points): Lose 30.616206 but Gain 1350.556187 Iteration 43Q (52.604763 sec): 179 clusters Score: Raw -3440146.376960 + Penalty 186542.877228 = -3253603.499733 nChanged 49 Deleting Class 200 (4 points): Lose 33.157834 but Gain 1351.533226 Iteration 44Q (52.880081 sec): 178 clusters Score: Raw -3440153.004923 + Penalty 185222.365185 = -3254930.639737 nChanged 35 Deleting Class 116 (3 points): Lose 25.349532 but Gain 1337.791485 Iteration 45Q (53.153584 sec): 177 clusters Score: Raw -3440155.360729 + Penalty 183903.168895 = -3256252.191834 nChanged 31 Deleting Class 172 (5 points): Lose 42.888825 but Gain 1353.310893 Iteration 46Q (53.424732 sec): 176 clusters Score: Raw -3440132.084608 + Penalty 182556.030896 = -3257576.053711 nChanged 30 Deleting Class 192 (3 points): Lose 11.970785 but Gain 1321.334696 Iteration 47Q (53.697774 sec): 175 clusters Score: Raw -3440138.419407 + Penalty 181247.363421 = -3258891.055986 nChanged 28 Deleting Class 204 (4 points): Lose 118.057112 but Gain 1423.033101 Iteration 48Q (53.968206 sec): 174 clusters Score: Raw -3440037.635748 + Penalty 179831.061426 = -3260206.574322 nChanged 27 Deleting Class 115 (16 points): Lose 128.277086 but Gain 1432.903927 Iteration 49Q (54.236052 sec): 173 clusters Score: Raw -3439925.396742 + Penalty 178420.763952 = -3261504.632791 nChanged 29 Deleting Class 142 (11 points): Lose 73.236927 but Gain 1375.464910 Iteration 50F (57.550535 sec): 172 clusters Score: Raw -3439880.597068 + Penalty 177113.567305 = -3262767.029764 nChanged 22 Deleting Class 161 (6 points): Lose 64.395648 but Gain 1365.886415 Iteration 51Q (57.818669 sec): 171 clusters Score: Raw -3439856.520418 + Penalty 175774.536221 = -3264081.984197 nChanged 13 Deleting Class 160 (7 points): Lose 110.977607 but Gain 1410.841842 Iteration 52Q (58.083654 sec): 170 clusters Score: Raw -3439765.137090 + Penalty 174474.871097 = -3265290.265993 nChanged 18 Deleting Class 221 (3 points): Lose 35.840897 but Gain 1359.186065 Iteration 53Q (58.348472 sec): 169 clusters Score: Raw -3439778.362643 + Penalty 173100.448388 = -3266677.914255 nChanged 10 Deleting Class 174 (11 points): Lose 109.817359 but Gain 1402.942754 Iteration 54Q (58.612463 sec): 168 clusters Score: Raw -3439674.068563 + Penalty 171790.420410 = -3267883.648153 nChanged 15 Deleting Class 120 (27 points): Lose 103.712165 but Gain 1386.378416 Iteration 55Q (58.876090 sec): 167 clusters Score: Raw -3439615.797255 + Penalty 170426.925325 = -3269188.871930 nChanged 32 Deleting Class 149 (4 points): Lose 21.437704 but Gain 1294.490410 Iteration 56Q (59.140549 sec): 166 clusters Score: Raw -3439650.641970 + Penalty 169159.571154 = -3270491.070816 nChanged 11 Deleting Class 129 (10 points): Lose 126.726477 but Gain 1396.542344 Iteration 57Q (59.402762 sec): 165 clusters Score: Raw -3439543.474689 + Penalty 167779.043340 = -3271764.431349 nChanged 13 Deleting Class 214 (4 points): Lose 44.028996 but Gain 1309.811699 Iteration 58Q (59.664192 sec): 164 clusters Score: Raw -3439519.682881 + Penalty 166559.205280 = -3272960.477601 nChanged 7 Deleting Class 90 (62 points): Lose 270.898154 but Gain 1529.328531 Iteration 59Q (59.923172 sec): 163 clusters Score: Raw -3439265.998098 + Penalty 165325.370985 = -3273940.627113 nChanged 68 Deleting Class 134 (24 points): Lose 154.166687 but Gain 1409.505596 Iteration 60F (63.056073 sec): 162 clusters Score: Raw -3439257.043363 + Penalty 164092.101734 = -3275164.941628 nChanged 38 Deleting Class 162 (34 points): Lose 177.425952 but Gain 1428.764607 Iteration 61Q (63.316346 sec): 161 clusters Score: Raw -3439164.310184 + Penalty 162755.337258 = -3276408.972926 nChanged 48 Deleting Class 199 (1 points): Lose 44.246975 but Gain 1292.599261 Iteration 62Q (63.580802 sec): 160 clusters Score: Raw -3439204.132636 + Penalty 161481.328794 = -3277722.803842 nChanged 13 Deleting Class 56 (10 points): Lose 168.800735 but Gain 1410.693459 Iteration 63Q (63.837835 sec): 159 clusters Score: Raw -3439057.138538 + Penalty 160103.836882 = -3278953.301656 nChanged 15 Deleting Class 211 (4 points): Lose 47.947017 but Gain 1287.919328 Iteration 64Q (64.096631 sec): 158 clusters Score: Raw -3439056.989316 + Penalty 158834.996153 = -3280221.993164 nChanged 9 Deleting Class 76 (37 points): Lose 153.556418 but Gain 1378.833511 Iteration 65Q (64.360238 sec): 157 clusters Score: Raw -3438937.738079 + Penalty 157572.168581 = -3281365.569497 nChanged 37 Deleting Class 203 (3 points): Lose 10.702725 but Gain 1235.586524 Iteration 66Q (64.625675 sec): 156 clusters Score: Raw -3438993.191393 + Penalty 156398.066636 = -3282595.124757 nChanged 13 Deleting Class 122 (13 points): Lose 92.622045 but Gain 1316.219085 Iteration 67Q (64.879334 sec): 155 clusters Score: Raw -3438911.892774 + Penalty 155124.146179 = -3283787.746595 nChanged 16 Deleting Class 222 (4 points): Lose 69.197936 but Gain 1288.723338 Iteration 68Q (65.129760 sec): 154 clusters Score: Raw -3438894.208607 + Penalty 153833.093557 = -3285061.115050 nChanged 8 Deleting Class 94 (47 points): Lose 154.472607 but Gain 1373.782496 Iteration 69Q (65.377441 sec): 153 clusters Score: Raw -3438751.327188 + Penalty 152509.563376 = -3286241.763811 nChanged 49 Deleting Class 167 (6 points): Lose 63.525061 but Gain 1283.285416 Iteration 70F (68.300520 sec): 152 clusters Score: Raw -3438782.263378 + Penalty 151234.072308 = -3287548.191070 nChanged 18 Deleting Class 183 (5 points): Lose 52.080870 but Gain 1270.560250 Iteration 71Q (68.549146 sec): 151 clusters Score: Raw -3438749.767836 + Penalty 150016.194150 = -3288733.573686 nChanged 12 Deleting Class 15 (11 points): Lose 70.688888 but Gain 1286.467844 Iteration 72Q (68.799990 sec): 150 clusters Score: Raw -3438700.764805 + Penalty 148713.201903 = -3289987.562902 nChanged 18 Deleting Class 84 (54 points): Lose 367.943331 but Gain 1576.982971 Iteration 73Q (69.047712 sec): 149 clusters Score: Raw -3438369.376966 + Penalty 147366.717747 = -3291002.659219 nChanged 62 Deleting Class 198 (4 points): Lose 41.796100 but Gain 1243.810725 Iteration 74Q (69.300347 sec): 148 clusters Score: Raw -3438458.746259 + Penalty 146165.716062 = -3292293.030197 nChanged 20 Deleting Class 157 (12 points): Lose 83.672261 but Gain 1282.301374 Iteration 75Q (69.549153 sec): 147 clusters Score: Raw -3438395.893091 + Penalty 144901.713833 = -3293494.179258 nChanged 21 Deleting Class 54 (12 points): Lose 82.152569 but Gain 1280.260393 Iteration 76Q (69.794660 sec): 146 clusters Score: Raw -3438335.148403 + Penalty 143640.989047 = -3294694.159356 nChanged 18 Deleting Class 191 (5 points): Lose 80.133695 but Gain 1268.910120 Iteration 77Q (70.039109 sec): 145 clusters Score: Raw -3438281.226380 + Penalty 142385.870843 = -3295895.355536 nChanged 11 Deleting Class 99 (11 points): Lose 80.014883 but Gain 1266.370526 Iteration 78Q (70.280399 sec): 144 clusters Score: Raw -3438219.047312 + Penalty 141146.117451 = -3297072.929862 nChanged 18 Deleting Class 195 (4 points): Lose 22.356111 but Gain 1208.008758 Iteration 79Q (70.522313 sec): 143 clusters Score: Raw -3438226.334352 + Penalty 139965.618042 = -3298260.716310 nChanged 10 Deleting Class 217 (9 points): Lose 110.663305 but Gain 1298.145958 Iteration 80F (73.258704 sec): 142 clusters Score: Raw -3438134.122874 + Penalty 138797.015682 = -3299337.107192 nChanged 11 Deleting Class 73 (13 points): Lose 97.884387 but Gain 1282.723664 Iteration 81Q (73.497064 sec): 141 clusters Score: Raw -3438069.897404 + Penalty 137554.109666 = -3300515.787738 nChanged 15 Deleting Class 154 (17 points): Lose 102.301621 but Gain 1286.016242 Iteration 82Q (73.738718 sec): 140 clusters Score: Raw -3437999.285621 + Penalty 136305.154327 = -3301694.131293 nChanged 19 Deleting Class 155 (13 points): Lose 105.611871 but Gain 1284.477580 Iteration 83Q (73.980664 sec): 139 clusters Score: Raw -3437939.992358 + Penalty 135048.392563 = -3302891.599794 nChanged 15 Deleting Class 139 (8 points): Lose 51.082337 but Gain 1227.299858 Iteration 84Q (74.222133 sec): 138 clusters Score: Raw -3437916.239548 + Penalty 133837.086901 = -3304079.152647 nChanged 13 Deleting Class 27 (9 points): Lose 39.365027 but Gain 1214.582179 Iteration 85Q (74.462657 sec): 137 clusters Score: Raw -3437894.460100 + Penalty 132625.190321 = -3305269.269779 nChanged 12 Deleting Class 119 (3 points): Lose 55.084747 but Gain 1227.022677 Iteration 86Q (74.700087 sec): 136 clusters Score: Raw -3437854.446150 + Penalty 131401.294578 = -3306453.151571 nChanged 4 Deleting Class 124 (18 points): Lose 120.122257 but Gain 1291.802024 Iteration 87Q (74.934092 sec): 135 clusters Score: Raw -3437741.811505 + Penalty 130163.629424 = -3307578.182080 nChanged 19 Deleting Class 152 (10 points): Lose 98.687710 but Gain 1269.265159 Iteration 88Q (75.167499 sec): 134 clusters Score: Raw -3437672.673875 + Penalty 128924.985287 = -3308747.688589 nChanged 15 Deleting Class 69 (16 points): Lose 127.404601 but Gain 1293.641866 Iteration 89Q (75.402207 sec): 133 clusters Score: Raw -3437587.611279 + Penalty 127629.091743 = -3309958.519535 nChanged 20 Deleting Class 34 (26 points): Lose 393.606436 but Gain 1555.772825 Iteration 90F (77.959100 sec): 132 clusters Score: Raw -3437234.236715 + Penalty 126065.351912 = -3311168.884803 nChanged 33 Deleting Class 127 (17 points): Lose 95.528591 but Gain 1256.799022 Iteration 91Q (78.194149 sec): 131 clusters Score: Raw -3437230.082797 + Penalty 124884.299711 = -3312345.783087 nChanged 20 Deleting Class 188 (2 points): Lose 9.851479 but Gain 1170.157669 Iteration 92Q (78.425472 sec): 130 clusters Score: Raw -3437253.317350 + Penalty 123744.615246 = -3313508.702104 nChanged 10 Deleting Class 64 (13 points): Lose 109.661303 but Gain 1263.985994 Iteration 93Q (78.654486 sec): 129 clusters Score: Raw -3437163.369058 + Penalty 122510.600305 = -3314652.768753 nChanged 20 Deleting Class 93 (45 points): Lose 262.581586 but Gain 1416.390847 Iteration 94Q (78.886333 sec): 128 clusters Score: Raw -3436941.174798 + Penalty 121161.344610 = -3315779.830188 nChanged 50 Deleting Class 141 (12 points): Lose 97.643941 but Gain 1250.515749 Iteration 95Q (79.117118 sec): 127 clusters Score: Raw -3436934.309974 + Penalty 119942.813332 = -3316991.496641 nChanged 26 Deleting Class 96 (8 points): Lose 48.317582 but Gain 1193.237482 Iteration 96Q (79.346311 sec): 126 clusters Score: Raw -3436918.389572 + Penalty 118752.220153 = -3318166.169419 nChanged 18 Deleting Class 137 (1 points): Lose 6.880911 but Gain 1150.538778 Iteration 97Q (79.573095 sec): 125 clusters Score: Raw -3436932.646254 + Penalty 117610.137189 = -3319322.509065 nChanged 13 Deleting Class 143 (8 points): Lose 84.668809 but Gain 1225.803821 Iteration 98Q (79.799167 sec): 124 clusters Score: Raw -3436863.509340 + Penalty 116433.124899 = -3320430.384441 nChanged 17 Deleting Class 156 (10 points): Lose 38.814186 but Gain 1179.334887 Iteration 99Q (80.023191 sec): 123 clusters Score: Raw -3436853.121792 + Penalty 115260.915232 = -3321592.206560 nChanged 20 Deleting Class 186 (12 points): Lose 92.031811 but Gain 1218.784569 Iteration 100F (82.418494 sec): 122 clusters Score: Raw -3436787.788374 + Penalty 114091.583407 = -3322696.204967 nChanged 21 Deleting Class 102 (10 points): Lose 94.109483 but Gain 1220.342779 Iteration 101Q (82.641942 sec): 121 clusters Score: Raw -3436744.494090 + Penalty 112885.842652 = -3323858.651438 nChanged 19 Deleting Class 158 (5 points): Lose 46.651973 but Gain 1169.459136 Iteration 102Q (82.863789 sec): 120 clusters Score: Raw -3436731.394044 + Penalty 111752.260670 = -3324979.133373 nChanged 12 Deleting Class 197 (8 points): Lose 54.498430 but Gain 1166.939430 Iteration 103Q (83.084041 sec): 119 clusters Score: Raw -3436701.531140 + Penalty 110613.263203 = -3326088.267937 nChanged 11 Deleting Class 150 (5 points): Lose 56.117469 but Gain 1165.305987 Iteration 104Q (83.303875 sec): 118 clusters Score: Raw -3436673.897714 + Penalty 109468.073909 = -3327205.823805 nChanged 14 Deleting Class 182 (3 points): Lose 70.129055 but Gain 1177.271896 Iteration 105Q (83.526254 sec): 117 clusters Score: Raw -3436628.202997 + Penalty 108325.208826 = -3328302.994170 nChanged 13 Deleting Class 230 (2 points): Lose 17.656882 but Gain 1120.194819 Iteration 106Q (83.745962 sec): 116 clusters Score: Raw -3436627.399089 + Penalty 107216.212136 = -3329411.186953 nChanged 13 Deleting Class 106 (44 points): Lose 128.146459 but Gain 1226.847857 Iteration 107Q (83.963346 sec): 115 clusters Score: Raw -3436514.126413 + Penalty 106041.400808 = -3330472.725605 nChanged 49 Deleting Class 61 (9 points): Lose 107.378414 but Gain 1199.608945 Iteration 108Q (84.185529 sec): 114 clusters Score: Raw -3436475.502410 + Penalty 104857.807319 = -3331617.695092 nChanged 22 Deleting Class 110 (10 points): Lose 53.343249 but Gain 1144.503989 Iteration 109Q (84.402460 sec): 113 clusters Score: Raw -3436448.540470 + Penalty 103743.507062 = -3332705.033408 nChanged 20 Deleting Class 171 (10 points): Lose 88.379994 but Gain 1175.858130 Iteration 110F (86.604413 sec): 112 clusters Score: Raw -3436384.521414 + Penalty 102584.600152 = -3333799.921261 nChanged 17 Deleting Class 144 (13 points): Lose 63.165926 but Gain 1150.213451 Iteration 111Q (86.822568 sec): 111 clusters Score: Raw -3436348.029795 + Penalty 101444.674610 = -3334903.355186 nChanged 21 Deleting Class 68 (9 points): Lose 49.590078 but Gain 1136.276974 Iteration 112Q (87.046370 sec): 110 clusters Score: Raw -3436327.143624 + Penalty 100356.833108 = -3335970.310516 nChanged 16 Deleting Class 80 (4 points): Lose 36.357405 but Gain 1117.403792 Iteration 113Q (87.258974 sec): 109 clusters Score: Raw -3436325.106487 + Penalty 99304.214735 = -3337020.891752 nChanged 10 Deleting Class 189 (2 points): Lose 6.513847 but Gain 1082.733542 Iteration 114Q (87.469497 sec): 108 clusters Score: Raw -3436345.872242 + Penalty 98256.052605 = -3338089.819637 nChanged 7 Deleting Class 108 (8 points): Lose 37.923877 but Gain 1113.773837 Iteration 115Q (87.685137 sec): 107 clusters Score: Raw -3436331.814312 + Penalty 97147.438931 = -3339184.375381 nChanged 12 Deleting Class 169 (11 points): Lose 87.420151 but Gain 1163.057094 Iteration 116Q (87.896223 sec): 106 clusters Score: Raw -3436257.366184 + Penalty 96045.561537 = -3340211.804648 nChanged 16 Deleting Class 74 (10 points): Lose 73.659639 but Gain 1147.802770 Iteration 117Q (88.103969 sec): 105 clusters Score: Raw -3436216.015325 + Penalty 94981.289078 = -3341234.726247 nChanged 16 Deleting Class 187 (2 points): Lose 5.385503 but Gain 1076.990343 Iteration 118Q (88.313821 sec): 104 clusters Score: Raw -3436248.705935 + Penalty 93907.549653 = -3342341.156282 nChanged 7 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -3436248.705935 + Penalty 93907.549653 = -3342341.156282Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.449961 sec): 2 clusters Score: Raw -113754.903324 + Penalty 766.282506 = -112988.620818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.452198 sec): 3 clusters Score: Raw -113231.012735 + Penalty 1532.240502 = -111698.772233 nChanged 405 SP:Iteration 1F (88.454341 sec): 3 clusters Score: Raw -113479.087712 + Penalty 1532.183031 = -111946.904681 nChanged 96 SP:Iteration 2F (88.456476 sec): 3 clusters Score: Raw -113543.989746 + Penalty 1532.786344 = -112011.203402 nChanged 69 SP:Iteration 3F (88.458612 sec): 3 clusters Score: Raw -113594.853592 + Penalty 1532.960464 = -112061.893128 nChanged 48 SP:Iteration 4Q (88.460792 sec): 3 clusters Score: Raw -113629.146314 + Penalty 1533.651440 = -112095.494875 nChanged 38 SP:Iteration 5Q (88.463010 sec): 3 clusters Score: Raw -113654.512814 + Penalty 1534.507091 = -112120.005723 nChanged 36 SP:Iteration 6Q (88.465348 sec): 3 clusters Score: Raw -113678.157692 + Penalty 1535.497870 = -112142.659822 nChanged 35 SP:Iteration 7Q (88.467679 sec): 3 clusters Score: Raw -113702.689133 + Penalty 1536.017334 = -112166.671799 nChanged 35 SP:Iteration 8Q (88.469967 sec): 3 clusters Score: Raw -113720.990144 + Penalty 1537.861882 = -112183.128262 nChanged 29 SP:Iteration 9Q (88.472134 sec): 3 clusters Score: Raw -113737.333346 + Penalty 1540.507317 = -112196.826029 nChanged 21 SP:Iteration 10F (88.474262 sec): 3 clusters Score: Raw -113750.208879 + Penalty 1542.829931 = -112207.378948 nChanged 18 SP:Iteration 11Q (88.476376 sec): 3 clusters Score: Raw -113757.390373 + Penalty 1544.739889 = -112212.650484 nChanged 18 SP:Iteration 12Q (88.478492 sec): 3 clusters Score: Raw -113767.034209 + Penalty 1546.339226 = -112220.694983 nChanged 12 SP:Iteration 13Q (88.480609 sec): 3 clusters Score: Raw -113772.542072 + Penalty 1548.110566 = -112224.431507 nChanged 14 SP:Iteration 14Q (88.482781 sec): 3 clusters Score: Raw -113782.382841 + Penalty 1549.281521 = -112233.101320 nChanged 10 SP:Iteration 15Q (88.484939 sec): 3 clusters Score: Raw -113787.141657 + Penalty 1550.427808 = -112236.713848 nChanged 10 SP:Iteration 16Q (88.487063 sec): 3 clusters Score: Raw -113792.032833 + Penalty 1551.557185 = -112240.475648 nChanged 8 SP:Iteration 17Q (88.489174 sec): 3 clusters Score: Raw -113797.302426 + Penalty 1553.553801 = -112243.748625 nChanged 7 SP:Iteration 18Q (88.491348 sec): 3 clusters Score: Raw -113801.527129 + Penalty 1555.396045 = -112246.131084 nChanged 8 SP:Iteration 19Q (88.493503 sec): 3 clusters Score: Raw -113804.140421 + Penalty 1555.409343 = -112248.731078 nChanged 2 SP:Iteration 20F (88.495623 sec): 3 clusters Score: Raw -113804.758243 + Penalty 1555.654238 = -112249.104006 nChanged 2 SP:Iteration 21Q (88.497739 sec): 3 clusters Score: Raw -113804.960949 + Penalty 1555.877182 = -112249.083767 nChanged 1 SP:Iteration 22F (88.500084 sec): 3 clusters Score: Raw -113805.041422 + Penalty 1555.877182 = -112249.164240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 2 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.503561 sec): 2 clusters Score: Raw -93181.151228 + Penalty 328.036993 = -92853.114235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.505624 sec): 3 clusters Score: Raw -92586.148837 + Penalty 665.040208 = -91921.108630 nChanged 426 SP:Iteration 1F (88.507607 sec): 3 clusters Score: Raw -92906.042944 + Penalty 676.252364 = -92229.790580 nChanged 149 SP:Iteration 2F (88.509595 sec): 3 clusters Score: Raw -93096.991138 + Penalty 682.357423 = -92414.633715 nChanged 91 SP:Iteration 3F (88.511619 sec): 3 clusters Score: Raw -93183.774888 + Penalty 684.448271 = -92499.326617 nChanged 53 SP:Iteration 4F (88.513689 sec): 3 clusters Score: Raw -93216.907839 + Penalty 685.800564 = -92531.107275 nChanged 30 SP:Iteration 5Q (88.515631 sec): 3 clusters Score: Raw -93246.619295 + Penalty 686.334867 = -92560.284428 nChanged 30 SP:Iteration 6Q (88.517525 sec): 3 clusters Score: Raw -93260.356616 + Penalty 686.747903 = -92573.608713 nChanged 18 SP:Iteration 7Q (88.519464 sec): 3 clusters Score: Raw -93268.978081 + Penalty 684.841699 = -92584.136382 nChanged 15 SP:Iteration 8Q (88.521366 sec): 3 clusters Score: Raw -93278.057122 + Penalty 685.174148 = -92592.882974 nChanged 12 SP:Iteration 9Q (88.523221 sec): 3 clusters Score: Raw -93283.901764 + Penalty 685.792054 = -92598.109711 nChanged 12 SP:Iteration 10F (88.525201 sec): 3 clusters Score: Raw -93289.161619 + Penalty 686.594932 = -92602.566687 nChanged 13 SP:Iteration 11Q (88.527054 sec): 3 clusters Score: Raw -93295.388656 + Penalty 686.177747 = -92609.210909 nChanged 6 SP:Iteration 12Q (88.528896 sec): 3 clusters Score: Raw -93298.044060 + Penalty 685.311138 = -92612.732922 nChanged 6 SP:Iteration 13Q (88.530744 sec): 3 clusters Score: Raw -93299.883664 + Penalty 684.909965 = -92614.973699 nChanged 1 SP:Iteration 14Q (88.532722 sec): 3 clusters Score: Raw -93300.098392 + Penalty 684.646772 = -92615.451620 nChanged 1 SP:Iteration 15Q (88.534713 sec): 3 clusters Score: Raw -93300.225339 + Penalty 684.562746 = -92615.662593 nChanged 1 SP:Iteration 16Q (88.536626 sec): 3 clusters Score: Raw -93300.784594 + Penalty 683.818385 = -92616.966209 nChanged 5 SP:Iteration 17Q (88.538462 sec): 3 clusters Score: Raw -93302.522194 + Penalty 683.534413 = -92618.987782 nChanged 1 SP:Iteration 18Q (88.540299 sec): 3 clusters Score: Raw -93302.638232 + Penalty 683.534413 = -92619.103819 nChanged 0 SP:Iteration 19F (88.542277 sec): 3 clusters Score: Raw -93302.638232 + Penalty 683.534413 = -92619.103819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 3 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.544548 sec): 2 clusters Score: Raw -30670.398752 + Penalty 221.388998 = -30449.009754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.545387 sec): 3 clusters Score: Raw -30484.458227 + Penalty 443.418154 = -30041.040073 nChanged 138 SP:Iteration 1F (88.546209 sec): 3 clusters Score: Raw -30660.720371 + Penalty 440.616020 = -30220.104351 nChanged 40 SP:Iteration 2F (88.547036 sec): 3 clusters Score: Raw -30711.754111 + Penalty 440.040961 = -30271.713150 nChanged 17 SP:Iteration 3Q (88.547848 sec): 3 clusters Score: Raw -30727.342988 + Penalty 439.563700 = -30287.779288 nChanged 7 SP:Iteration 4Q (88.548693 sec): 3 clusters Score: Raw -30731.776985 + Penalty 438.639424 = -30293.137561 nChanged 5 SP:Iteration 5Q (88.549528 sec): 3 clusters Score: Raw -30735.865241 + Penalty 436.157636 = -30299.707605 nChanged 4 SP:Iteration 6Q (88.550360 sec): 3 clusters Score: Raw -30738.651351 + Penalty 435.592929 = -30303.058421 nChanged 2 SP:Iteration 7Q (88.551198 sec): 3 clusters Score: Raw -30740.304977 + Penalty 433.914613 = -30306.390363 nChanged 2 SP:Iteration 8Q (88.552020 sec): 3 clusters Score: Raw -30741.102748 + Penalty 433.049905 = -30308.052844 nChanged 1 SP:Iteration 9Q (88.552838 sec): 3 clusters Score: Raw -30741.454761 + Penalty 432.812644 = -30308.642117 nChanged 1 SP:Iteration 10F (88.553657 sec): 3 clusters Score: Raw -30742.781626 + Penalty 431.422643 = -30311.358983 nChanged 2 SP:Iteration 11Q (88.554458 sec): 3 clusters Score: Raw -30744.855706 + Penalty 430.783626 = -30314.072081 nChanged 2 SP:Iteration 12Q (88.555262 sec): 3 clusters Score: Raw -30746.085104 + Penalty 429.027586 = -30317.057518 nChanged 2 SP:Iteration 13Q (88.556062 sec): 3 clusters Score: Raw -30746.777262 + Penalty 429.027586 = -30317.749676 nChanged 0 SP:Iteration 14F (88.556884 sec): 3 clusters Score: Raw -30746.777262 + Penalty 429.027586 = -30317.749676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 5 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.557958 sec): 2 clusters Score: Raw -5405.584256 + Penalty 601.262114 = -4804.322142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.558377 sec): 3 clusters Score: Raw -5630.969612 + Penalty 1200.725724 = -4430.243889 nChanged 16 SP:Iteration 1F (88.558787 sec): 3 clusters Score: Raw -5686.267707 + Penalty 1201.913673 = -4484.354034 nChanged 3 SP:Iteration 2Q (88.559165 sec): 3 clusters Score: Raw -5690.899100 + Penalty 1201.913673 = -4488.985428 nChanged 0 SP:Iteration 3F (88.559574 sec): 3 clusters Score: Raw -5690.899100 + Penalty 1201.913673 = -4488.985428 nChanged 0 Memory request: 0.08 GB would take us to total of 0.45 GB. Trying to split cluster 6 (16307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.634418 sec): 2 clusters Score: Raw -1360619.366063 + Penalty 246.200455 = -1360373.165608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.665201 sec): 3 clusters Score: Raw -1349808.599140 + Penalty 478.110993 = -1349330.488147 nChanged 7763 SP:Iteration 1F (88.695316 sec): 3 clusters Score: Raw -1358434.916848 + Penalty 456.661056 = -1357978.255792 nChanged 881 SP:Iteration 2F (88.725837 sec): 3 clusters Score: Raw -1359630.585979 + Penalty 452.792971 = -1359177.793008 nChanged 341 SP:Iteration 3Q (88.752157 sec): 3 clusters Score: Raw -1359913.017247 + Penalty 451.684257 = -1359461.332990 nChanged 264 SP:Iteration 4Q (88.777771 sec): 3 clusters Score: Raw -1360077.405113 + Penalty 450.602108 = -1359626.803005 nChanged 233 SP:Iteration 5Q (88.802595 sec): 3 clusters Score: Raw -1360220.145749 + Penalty 452.176922 = -1359767.968827 nChanged 194 SP:Iteration 6Q (88.827668 sec): 3 clusters Score: Raw -1360332.014540 + Penalty 454.895002 = -1359877.119538 nChanged 151 SP:Iteration 7Q (88.852426 sec): 3 clusters Score: Raw -1360414.986130 + Penalty 461.682501 = -1359953.303629 nChanged 115 SP:Iteration 8Q (88.877153 sec): 3 clusters Score: Raw -1360476.244486 + Penalty 465.464401 = -1360010.780085 nChanged 87 SP:Iteration 9Q (88.900923 sec): 3 clusters Score: Raw -1360515.775105 + Penalty 469.446828 = -1360046.328277 nChanged 59 SP:Iteration 10F (88.930869 sec): 3 clusters Score: Raw -1360544.890007 + Penalty 480.266045 = -1360064.623963 nChanged 60 SP:Iteration 11Q (88.954881 sec): 3 clusters Score: Raw -1360571.452786 + Penalty 497.646138 = -1360073.806648 nChanged 45 SP:Iteration 12Q (88.979216 sec): 3 clusters Score: Raw -1360598.622504 + Penalty 521.580096 = -1360077.042408 nChanged 41 SP:Iteration 13Q (89.002714 sec): 3 clusters Score: Raw -1360631.592761 + Penalty 545.794073 = -1360085.798688 nChanged 21 SP:Iteration 14Q (89.025849 sec): 3 clusters Score: Raw -1360650.118362 + Penalty 559.347336 = -1360090.771026 nChanged 14 SP:Iteration 15Q (89.049341 sec): 3 clusters Score: Raw -1360658.550770 + Penalty 563.219977 = -1360095.330793 nChanged 12 SP:Iteration 16Q (89.073164 sec): 3 clusters Score: Raw -1360663.095924 + Penalty 561.582337 = -1360101.513586 nChanged 8 SP:Iteration 17Q (89.096081 sec): 3 clusters Score: Raw -1360665.260675 + Penalty 562.299482 = -1360102.961193 nChanged 1 SP:Iteration 18Q (89.119588 sec): 3 clusters Score: Raw -1360665.170063 + Penalty 562.299482 = -1360102.870582 nChanged 0 SP:Iteration 19F (89.149551 sec): 3 clusters Score: Raw -1360665.170063 + Penalty 562.299482 = -1360102.870582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 7 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.161277 sec): 2 clusters Score: Raw -55884.065701 + Penalty 815.268956 = -55068.796745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.162670 sec): 3 clusters Score: Raw -55641.871817 + Penalty 1629.738584 = -54012.133233 nChanged 182 SP:Iteration 1F (89.164041 sec): 3 clusters Score: Raw -55812.633349 + Penalty 1629.328251 = -54183.305098 nChanged 58 SP:Iteration 2F (89.165414 sec): 3 clusters Score: Raw -55880.016368 + Penalty 1628.566179 = -54251.450189 nChanged 39 SP:Iteration 3F (89.166868 sec): 3 clusters Score: Raw -55929.914325 + Penalty 1629.827774 = -54300.086551 nChanged 29 SP:Iteration 4Q (89.168216 sec): 3 clusters Score: Raw -55970.304122 + Penalty 1626.047792 = -54344.256330 nChanged 25 SP:Iteration 5Q (89.169543 sec): 3 clusters Score: Raw -56023.399865 + Penalty 1623.172337 = -54400.227528 nChanged 28 SP:Iteration 6Q (89.170809 sec): 3 clusters Score: Raw -56074.062187 + Penalty 1623.383113 = -54450.679073 nChanged 13 SP:Iteration 7Q (89.172052 sec): 3 clusters Score: Raw -56082.881943 + Penalty 1624.681876 = -54458.200066 nChanged 4 SP:Iteration 8Q (89.173291 sec): 3 clusters Score: Raw -56086.597927 + Penalty 1625.244356 = -54461.353572 nChanged 3 SP:Iteration 9Q (89.174529 sec): 3 clusters Score: Raw -56089.982922 + Penalty 1628.340590 = -54461.642332 nChanged 5 SP:Iteration 10F (89.175901 sec): 3 clusters Score: Raw -56097.273146 + Penalty 1632.149893 = -54465.123254 nChanged 6 SP:Iteration 11Q (89.177161 sec): 3 clusters Score: Raw -56107.133707 + Penalty 1638.007709 = -54469.125998 nChanged 9 SP:Iteration 12Q (89.178396 sec): 3 clusters Score: Raw -56115.694304 + Penalty 1640.660154 = -54475.034150 nChanged 4 SP:Iteration 13Q (89.179626 sec): 3 clusters Score: Raw -56119.752872 + Penalty 1641.919379 = -54477.833492 nChanged 2 SP:Iteration 14Q (89.180861 sec): 3 clusters Score: Raw -56120.598350 + Penalty 1641.919379 = -54478.678971 nChanged 0 SP:Iteration 15F (89.182178 sec): 3 clusters Score: Raw -56120.598350 + Penalty 1641.919379 = -54478.678971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.184141 sec): 2 clusters Score: Raw -29113.418008 + Penalty 834.761556 = -28278.656452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.184957 sec): 3 clusters Score: Raw -29071.562870 + Penalty 1669.123872 = -27402.438998 nChanged 55 SP:Iteration 1F (89.185747 sec): 3 clusters Score: Raw -29159.367437 + Penalty 1668.329501 = -27491.037936 nChanged 17 SP:Iteration 2F (89.186532 sec): 3 clusters Score: Raw -29193.416083 + Penalty 1668.110633 = -27525.305450 nChanged 4 SP:Iteration 3Q (89.187293 sec): 3 clusters Score: Raw -29201.097063 + Penalty 1668.774325 = -27532.322738 nChanged 3 SP:Iteration 4Q (89.188037 sec): 3 clusters Score: Raw -29207.480935 + Penalty 1668.755416 = -27538.725519 nChanged 1 SP:Iteration 5Q (89.188769 sec): 3 clusters Score: Raw -29211.110627 + Penalty 1668.505533 = -27542.605094 nChanged 2 SP:Iteration 6Q (89.189497 sec): 3 clusters Score: Raw -29214.959754 + Penalty 1668.522069 = -27546.437685 nChanged 1 SP:Iteration 7Q (89.190224 sec): 3 clusters Score: Raw -29216.234661 + Penalty 1668.522069 = -27547.712592 nChanged 0 SP:Iteration 8F (89.190976 sec): 3 clusters Score: Raw -29216.234661 + Penalty 1668.522069 = -27547.712592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.192383 sec): 2 clusters Score: Raw -20450.547000 + Penalty 610.811127 = -19839.735873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.193015 sec): 3 clusters Score: Raw -20415.553392 + Penalty 1223.317104 = -19192.236288 nChanged 55 SP:Iteration 1F (89.193640 sec): 3 clusters Score: Raw -20498.043877 + Penalty 1225.955272 = -19272.088605 nChanged 18 SP:Iteration 2F (89.194259 sec): 3 clusters Score: Raw -20528.973112 + Penalty 1227.770224 = -19301.202888 nChanged 8 SP:Iteration 3Q (89.194861 sec): 3 clusters Score: Raw -20547.504161 + Penalty 1228.943639 = -19318.560522 nChanged 3 SP:Iteration 4Q (89.195459 sec): 3 clusters Score: Raw -20561.446066 + Penalty 1229.923656 = -19331.522410 nChanged 2 SP:Iteration 5Q (89.196048 sec): 3 clusters Score: Raw -20563.950354 + Penalty 1230.156423 = -19333.793931 nChanged 1 SP:Iteration 6Q (89.196636 sec): 3 clusters Score: Raw -20565.037699 + Penalty 1230.156423 = -19334.881275 nChanged 0 SP:Iteration 7F (89.197284 sec): 3 clusters Score: Raw -20565.037699 + Penalty 1230.156423 = -19334.881275 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.201364 sec): 2 clusters Score: Raw -91167.109371 + Penalty 409.677533 = -90757.431838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.203495 sec): 3 clusters Score: Raw -90620.672824 + Penalty 823.293360 = -89797.379464 nChanged 370 SP:Iteration 1F (89.205451 sec): 3 clusters Score: Raw -90816.680233 + Penalty 829.302787 = -89987.377445 nChanged 115 SP:Iteration 2F (89.207391 sec): 3 clusters Score: Raw -90927.465276 + Penalty 839.570225 = -90087.895052 nChanged 86 SP:Iteration 3F (89.209327 sec): 3 clusters Score: Raw -90994.323477 + Penalty 847.458618 = -90146.864859 nChanged 51 SP:Iteration 4Q (89.211266 sec): 3 clusters Score: Raw -91029.259844 + Penalty 856.420292 = -90172.839552 nChanged 38 SP:Iteration 5Q (89.213206 sec): 3 clusters Score: Raw -91064.203509 + Penalty 864.882835 = -90199.320674 nChanged 26 SP:Iteration 6Q (89.215158 sec): 3 clusters Score: Raw -91083.449471 + Penalty 876.018210 = -90207.431260 nChanged 27 SP:Iteration 7Q (89.217184 sec): 3 clusters Score: Raw -91111.159219 + Penalty 885.160285 = -90225.998935 nChanged 19 SP:Iteration 8Q (89.219110 sec): 3 clusters Score: Raw -91126.279440 + Penalty 896.560820 = -90229.718620 nChanged 16 SP:Iteration 9Q (89.220962 sec): 3 clusters Score: Raw -91139.312655 + Penalty 907.707209 = -90231.605446 nChanged 16 SP:Iteration 10F (89.222896 sec): 3 clusters Score: Raw -91150.981694 + Penalty 913.439406 = -90237.542287 nChanged 11 SP:Iteration 11Q (89.224692 sec): 3 clusters Score: Raw -91159.813724 + Penalty 917.520102 = -90242.293623 nChanged 7 SP:Iteration 12Q (89.226477 sec): 3 clusters Score: Raw -91165.255699 + Penalty 920.530523 = -90244.725176 nChanged 7 SP:Iteration 13Q (89.228294 sec): 3 clusters Score: Raw -91170.009121 + Penalty 927.127203 = -90242.881918 nChanged 10 SP:Iteration 14F (89.230290 sec): 3 clusters Score: Raw -91179.543955 + Penalty 928.712018 = -90250.831937 nChanged 6 SP:Iteration 15Q (89.232074 sec): 3 clusters Score: Raw -91183.385459 + Penalty 932.990033 = -90250.395426 nChanged 6 SP:Iteration 16F (89.234171 sec): 3 clusters Score: Raw -91185.991220 + Penalty 937.509413 = -90248.481807 nChanged 5 SP:Iteration 17F (89.236177 sec): 3 clusters Score: Raw -91188.881387 + Penalty 941.142922 = -90247.738465 nChanged 3 SP:Iteration 18F (89.238155 sec): 3 clusters Score: Raw -91189.660107 + Penalty 942.176292 = -90247.483815 nChanged 1 SP:Iteration 19F (89.240142 sec): 3 clusters Score: Raw -91189.892653 + Penalty 942.176292 = -90247.716361 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.242472 sec): 2 clusters Score: Raw -55251.237795 + Penalty 538.287493 = -54712.950303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.243762 sec): 3 clusters Score: Raw -54969.142758 + Penalty 1076.043885 = -53893.098873 nChanged 198 SP:Iteration 1F (89.245029 sec): 3 clusters Score: Raw -55108.471145 + Penalty 1074.293575 = -54034.177570 nChanged 49 SP:Iteration 2F (89.246297 sec): 3 clusters Score: Raw -55153.966021 + Penalty 1073.985222 = -54079.980799 nChanged 34 SP:Iteration 3F (89.247559 sec): 3 clusters Score: Raw -55181.225349 + Penalty 1072.589267 = -54108.636082 nChanged 20 SP:Iteration 4Q (89.248816 sec): 3 clusters Score: Raw -55209.517922 + Penalty 1072.507132 = -54137.010789 nChanged 29 SP:Iteration 5Q (89.250086 sec): 3 clusters Score: Raw -55238.954707 + Penalty 1071.922193 = -54167.032514 nChanged 18 SP:Iteration 6Q (89.251339 sec): 3 clusters Score: Raw -55255.752020 + Penalty 1071.279750 = -54184.472271 nChanged 13 SP:Iteration 7Q (89.252583 sec): 3 clusters Score: Raw -55264.047528 + Penalty 1072.509842 = -54191.537686 nChanged 11 SP:Iteration 8Q (89.253855 sec): 3 clusters Score: Raw -55268.681299 + Penalty 1072.900966 = -54195.780333 nChanged 8 SP:Iteration 9Q (89.255114 sec): 3 clusters Score: Raw -55278.048694 + Penalty 1074.501377 = -54203.547317 nChanged 12 SP:Iteration 10F (89.256386 sec): 3 clusters Score: Raw -55286.776425 + Penalty 1076.305710 = -54210.470716 nChanged 11 SP:Iteration 11Q (89.257615 sec): 3 clusters Score: Raw -55291.892645 + Penalty 1077.386630 = -54214.506015 nChanged 6 SP:Iteration 12Q (89.258846 sec): 3 clusters Score: Raw -55296.970269 + Penalty 1078.827829 = -54218.142440 nChanged 7 SP:Iteration 13Q (89.260066 sec): 3 clusters Score: Raw -55301.047874 + Penalty 1079.025524 = -54222.022350 nChanged 3 SP:Iteration 14Q (89.261314 sec): 3 clusters Score: Raw -55305.167214 + Penalty 1079.937423 = -54225.229792 nChanged 5 SP:Iteration 15Q (89.262551 sec): 3 clusters Score: Raw -55306.664835 + Penalty 1080.314992 = -54226.349843 nChanged 3 SP:Iteration 16Q (89.263767 sec): 3 clusters Score: Raw -55307.574327 + Penalty 1080.893799 = -54226.680528 nChanged 2 SP:Iteration 17Q (89.264988 sec): 3 clusters Score: Raw -55307.862150 + Penalty 1080.893799 = -54226.968351 nChanged 0 SP:Iteration 18F (89.266384 sec): 3 clusters Score: Raw -55307.862150 + Penalty 1080.893799 = -54226.968351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 12 (1022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.269680 sec): 2 clusters Score: Raw -87034.229755 + Penalty 120.803766 = -86913.425990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.271792 sec): 3 clusters Score: Raw -86389.055353 + Penalty 236.744988 = -86152.310365 nChanged 448 SP:Iteration 1F (89.273730 sec): 3 clusters Score: Raw -86910.922490 + Penalty 261.536789 = -86649.385702 nChanged 90 SP:Iteration 2F (89.275687 sec): 3 clusters Score: Raw -87011.140191 + Penalty 291.007105 = -86720.133085 nChanged 23 SP:Iteration 3Q (89.277437 sec): 3 clusters Score: Raw -87031.177265 + Penalty 303.877388 = -86727.299877 nChanged 9 SP:Iteration 4Q (89.279092 sec): 3 clusters Score: Raw -87038.188438 + Penalty 335.354665 = -86702.833773 nChanged 11 SP:Iteration 5F (89.281033 sec): 3 clusters Score: Raw -87049.532495 + Penalty 353.043741 = -86696.488754 nChanged 6 SP:Iteration 6F (89.283038 sec): 3 clusters Score: Raw -87053.406290 + Penalty 353.043741 = -86700.362550 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 13 (1404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.289995 sec): 2 clusters Score: Raw -121431.421066 + Penalty 212.651736 = -121218.769330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.292690 sec): 3 clusters Score: Raw -120566.114581 + Penalty 457.406121 = -120108.708460 nChanged 625 SP:Iteration 1F (89.295302 sec): 3 clusters Score: Raw -121095.487708 + Penalty 482.529902 = -120612.957806 nChanged 168 SP:Iteration 2F (89.298205 sec): 3 clusters Score: Raw -121231.147492 + Penalty 494.527224 = -120736.620267 nChanged 86 SP:Iteration 3F (89.301083 sec): 3 clusters Score: Raw -121301.886969 + Penalty 497.307654 = -120804.579315 nChanged 76 SP:Iteration 4F (89.303911 sec): 3 clusters Score: Raw -121367.399495 + Penalty 498.404571 = -120868.994924 nChanged 51 SP:Iteration 5Q (89.306467 sec): 3 clusters Score: Raw -121415.681278 + Penalty 495.468935 = -120920.212343 nChanged 43 SP:Iteration 6Q (89.308919 sec): 3 clusters Score: Raw -121448.745758 + Penalty 492.119681 = -120956.626076 nChanged 22 SP:Iteration 7Q (89.311330 sec): 3 clusters Score: Raw -121461.314420 + Penalty 488.017062 = -120973.297358 nChanged 17 SP:Iteration 8Q (89.313699 sec): 3 clusters Score: Raw -121471.210986 + Penalty 484.187552 = -120987.023433 nChanged 20 SP:Iteration 9Q (89.316113 sec): 3 clusters Score: Raw -121480.098491 + Penalty 480.320106 = -120999.778385 nChanged 17 SP:Iteration 10F (89.318761 sec): 3 clusters Score: Raw -121489.713869 + Penalty 476.066068 = -121013.647800 nChanged 12 SP:Iteration 11Q (89.321135 sec): 3 clusters Score: Raw -121493.554993 + Penalty 474.022185 = -121019.532808 nChanged 11 SP:Iteration 12Q (89.323534 sec): 3 clusters Score: Raw -121496.025185 + Penalty 472.714959 = -121023.310226 nChanged 6 SP:Iteration 13Q (89.325899 sec): 3 clusters Score: Raw -121498.031541 + Penalty 470.942656 = -121027.088885 nChanged 6 SP:Iteration 14Q (89.328259 sec): 3 clusters Score: Raw -121500.497085 + Penalty 468.088444 = -121032.408641 nChanged 8 SP:Iteration 15Q (89.330645 sec): 3 clusters Score: Raw -121503.376967 + Penalty 466.908881 = -121036.468087 nChanged 6 SP:Iteration 16Q (89.333167 sec): 3 clusters Score: Raw -121504.765943 + Penalty 465.177159 = -121039.588784 nChanged 6 SP:Iteration 17Q (89.335736 sec): 3 clusters Score: Raw -121506.951780 + Penalty 463.835937 = -121043.115843 nChanged 5 SP:Iteration 18Q (89.338250 sec): 3 clusters Score: Raw -121507.616723 + Penalty 463.132213 = -121044.484510 nChanged 3 SP:Iteration 19Q (89.340679 sec): 3 clusters Score: Raw -121507.848924 + Penalty 462.254431 = -121045.594493 nChanged 3 SP:Iteration 20F (89.343358 sec): 3 clusters Score: Raw -121508.091288 + Penalty 461.691016 = -121046.400272 nChanged 3 SP:Iteration 21Q (89.345784 sec): 3 clusters Score: Raw -121508.365659 + Penalty 461.279888 = -121047.085771 nChanged 2 SP:Iteration 22Q (89.348168 sec): 3 clusters Score: Raw -121508.497680 + Penalty 461.024121 = -121047.473559 nChanged 1 SP:Iteration 23Q (89.350662 sec): 3 clusters Score: Raw -121508.527860 + Penalty 461.024121 = -121047.503738 nChanged 0 SP:Iteration 24F (89.353343 sec): 3 clusters Score: Raw -121508.527860 + Penalty 461.024121 = -121047.503738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.360744 sec): 2 clusters Score: Raw -16067.234185 + Penalty 795.976506 = -15271.257679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.361312 sec): 3 clusters Score: Raw -16090.130557 + Penalty 1591.901466 = -14498.229091 nChanged 19 SP:Iteration 1F (89.361855 sec): 3 clusters Score: Raw -16145.099013 + Penalty 1591.889157 = -14553.209856 nChanged 8 SP:Iteration 2Q (89.362382 sec): 3 clusters Score: Raw -16162.221599 + Penalty 1591.889157 = -14570.332442 nChanged 0 SP:Iteration 3F (89.362925 sec): 3 clusters Score: Raw -16162.221599 + Penalty 1591.889157 = -14570.332442 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 16 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.367447 sec): 2 clusters Score: Raw -103075.544934 + Penalty 270.761265 = -102804.783669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.369947 sec): 3 clusters Score: Raw -102337.387822 + Penalty 544.893677 = -101792.494145 nChanged 520 SP:Iteration 1F (89.372323 sec): 3 clusters Score: Raw -102652.088302 + Penalty 543.700723 = -102108.387580 nChanged 140 SP:Iteration 2F (89.374598 sec): 3 clusters Score: Raw -102716.299006 + Penalty 535.829215 = -102180.469791 nChanged 88 SP:Iteration 3F (89.376863 sec): 3 clusters Score: Raw -102775.660306 + Penalty 530.059193 = -102245.601114 nChanged 66 SP:Iteration 4F (89.379141 sec): 3 clusters Score: Raw -102820.967437 + Penalty 525.450599 = -102295.516838 nChanged 50 SP:Iteration 5Q (89.381573 sec): 3 clusters Score: Raw -102866.718934 + Penalty 524.691330 = -102342.027605 nChanged 40 SP:Iteration 6Q (89.383921 sec): 3 clusters Score: Raw -102896.421274 + Penalty 528.241790 = -102368.179483 nChanged 24 SP:Iteration 7Q (89.386218 sec): 3 clusters Score: Raw -102913.773419 + Penalty 534.367557 = -102379.405862 nChanged 25 SP:Iteration 8Q (89.388430 sec): 3 clusters Score: Raw -102931.324270 + Penalty 540.518514 = -102390.805755 nChanged 33 SP:Iteration 9Q (89.390668 sec): 3 clusters Score: Raw -102959.930317 + Penalty 555.652624 = -102404.277693 nChanged 37 SP:Iteration 10F (89.393016 sec): 3 clusters Score: Raw -102997.565017 + Penalty 570.512023 = -102427.052993 nChanged 34 SP:Iteration 11Q (89.395108 sec): 3 clusters Score: Raw -103026.248550 + Penalty 583.315551 = -102442.932999 nChanged 25 SP:Iteration 12Q (89.397147 sec): 3 clusters Score: Raw -103040.829476 + Penalty 592.896324 = -102447.933152 nChanged 16 SP:Iteration 13Q (89.399158 sec): 3 clusters Score: Raw -103047.713801 + Penalty 602.642758 = -102445.071044 nChanged 12 SP:Iteration 14F (89.401673 sec): 3 clusters Score: Raw -103052.735815 + Penalty 605.622287 = -102447.113528 nChanged 7 SP:Iteration 15Q (89.403846 sec): 3 clusters Score: Raw -103054.335087 + Penalty 610.800389 = -102443.534698 nChanged 5 SP:Iteration 16F (89.406156 sec): 3 clusters Score: Raw -103055.664513 + Penalty 615.731878 = -102439.932635 nChanged 6 SP:Iteration 17F (89.408415 sec): 3 clusters Score: Raw -103057.826546 + Penalty 620.193958 = -102437.632588 nChanged 5 SP:Iteration 18F (89.410675 sec): 3 clusters Score: Raw -103059.359831 + Penalty 622.745320 = -102436.614511 nChanged 3 SP:Iteration 19F (89.412933 sec): 3 clusters Score: Raw -103060.017675 + Penalty 623.503511 = -102436.514164 nChanged 2 SP:Iteration 20F (89.415212 sec): 3 clusters Score: Raw -103060.399798 + Penalty 624.026288 = -102436.373510 nChanged 2 SP:Iteration 21F (89.417504 sec): 3 clusters Score: Raw -103060.879770 + Penalty 623.744230 = -102437.135540 nChanged 1 SP:Iteration 22Q (89.419454 sec): 3 clusters Score: Raw -103062.647230 + Penalty 622.654603 = -102439.992627 nChanged 4 SP:Iteration 23Q (89.421403 sec): 3 clusters Score: Raw -103067.202195 + Penalty 619.772922 = -102447.429272 nChanged 5 SP:Iteration 24Q (89.423352 sec): 3 clusters Score: Raw -103070.058162 + Penalty 620.652850 = -102449.405312 nChanged 3 SP:Iteration 25Q (89.425284 sec): 3 clusters Score: Raw -103070.775754 + Penalty 619.034252 = -102451.741503 nChanged 3 SP:Iteration 26Q (89.427219 sec): 3 clusters Score: Raw -103072.375405 + Penalty 619.529776 = -102452.845629 nChanged 1 SP:Iteration 27Q (89.429147 sec): 3 clusters Score: Raw -103072.798084 + Penalty 619.529776 = -102453.268308 nChanged 0 SP:Iteration 28F (89.431407 sec): 3 clusters Score: Raw -103072.798084 + Penalty 619.529776 = -102453.268308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.433300 sec): 2 clusters Score: Raw -21461.833944 + Penalty 159.410098 = -21302.423846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.434002 sec): 3 clusters Score: Raw -21337.344200 + Penalty 319.022595 = -21018.321605 nChanged 92 SP:Iteration 1F (89.434691 sec): 3 clusters Score: Raw -21397.851904 + Penalty 319.086538 = -21078.765366 nChanged 26 SP:Iteration 2F (89.435358 sec): 3 clusters Score: Raw -21415.299515 + Penalty 318.658783 = -21096.640733 nChanged 17 SP:Iteration 3F (89.436025 sec): 3 clusters Score: Raw -21424.976768 + Penalty 317.835130 = -21107.141638 nChanged 8 SP:Iteration 4Q (89.436686 sec): 3 clusters Score: Raw -21428.575120 + Penalty 317.168392 = -21111.406728 nChanged 2 SP:Iteration 5Q (89.437344 sec): 3 clusters Score: Raw -21430.530777 + Penalty 316.757546 = -21113.773232 nChanged 2 SP:Iteration 6Q (89.437993 sec): 3 clusters Score: Raw -21432.941754 + Penalty 314.755132 = -21118.186622 nChanged 8 SP:Iteration 7Q (89.438632 sec): 3 clusters Score: Raw -21441.089434 + Penalty 311.306259 = -21129.783176 nChanged 5 SP:Iteration 8Q (89.439271 sec): 3 clusters Score: Raw -21445.107432 + Penalty 309.354718 = -21135.752713 nChanged 3 SP:Iteration 9Q (89.439910 sec): 3 clusters Score: Raw -21448.705675 + Penalty 306.596649 = -21142.109026 nChanged 2 SP:Iteration 10F (89.440553 sec): 3 clusters Score: Raw -21451.727024 + Penalty 306.697027 = -21145.029997 nChanged 1 SP:Iteration 11Q (89.441191 sec): 3 clusters Score: Raw -21452.091360 + Penalty 306.599452 = -21145.491908 nChanged 1 SP:Iteration 12Q (89.441869 sec): 3 clusters Score: Raw -21452.515961 + Penalty 306.599452 = -21145.916509 nChanged 0 SP:Iteration 13F (89.442548 sec): 3 clusters Score: Raw -21452.515961 + Penalty 306.599452 = -21145.916509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (1386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.447491 sec): 2 clusters Score: Raw -125667.033880 + Penalty 325.987848 = -125341.046033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.450124 sec): 3 clusters Score: Raw -124819.301706 + Penalty 652.203574 = -124167.098133 nChanged 577 SP:Iteration 1F (89.452687 sec): 3 clusters Score: Raw -125140.593213 + Penalty 652.658836 = -124487.934378 nChanged 148 SP:Iteration 2F (89.455242 sec): 3 clusters Score: Raw -125204.796723 + Penalty 653.688662 = -124551.108061 nChanged 76 SP:Iteration 3F (89.457800 sec): 3 clusters Score: Raw -125252.050358 + Penalty 655.412204 = -124596.638154 nChanged 80 SP:Iteration 4F (89.460354 sec): 3 clusters Score: Raw -125313.737959 + Penalty 659.190402 = -124654.547557 nChanged 89 SP:Iteration 5F (89.462930 sec): 3 clusters Score: Raw -125389.326230 + Penalty 662.480957 = -124726.845273 nChanged 79 SP:Iteration 6F (89.465521 sec): 3 clusters Score: Raw -125436.879586 + Penalty 665.403612 = -124771.475974 nChanged 44 SP:Iteration 7Q (89.468500 sec): 3 clusters Score: Raw -125455.318177 + Penalty 667.594336 = -124787.723841 nChanged 30 SP:Iteration 8Q (89.471439 sec): 3 clusters Score: Raw -125465.280696 + Penalty 668.794220 = -124796.486476 nChanged 18 SP:Iteration 9Q (89.474258 sec): 3 clusters Score: Raw -125470.388080 + Penalty 670.036401 = -124800.351680 nChanged 16 SP:Iteration 10F (89.477025 sec): 3 clusters Score: Raw -125479.051354 + Penalty 670.891530 = -124808.159824 nChanged 15 SP:Iteration 11Q (89.479702 sec): 3 clusters Score: Raw -125487.422458 + Penalty 671.511688 = -124815.910770 nChanged 14 SP:Iteration 12Q (89.482371 sec): 3 clusters Score: Raw -125492.156718 + Penalty 672.011577 = -124820.145141 nChanged 9 SP:Iteration 13Q (89.485100 sec): 3 clusters Score: Raw -125493.866873 + Penalty 672.476284 = -124821.390589 nChanged 8 SP:Iteration 14Q (89.487858 sec): 3 clusters Score: Raw -125495.069428 + Penalty 672.477495 = -124822.591933 nChanged 5 SP:Iteration 15Q (89.490565 sec): 3 clusters Score: Raw -125496.208634 + Penalty 672.944200 = -124823.264434 nChanged 7 SP:Iteration 16Q (89.493235 sec): 3 clusters Score: Raw -125497.167553 + Penalty 673.360956 = -124823.806597 nChanged 3 SP:Iteration 17Q (89.495961 sec): 3 clusters Score: Raw -125497.387794 + Penalty 673.466206 = -124823.921588 nChanged 4 SP:Iteration 18Q (89.498655 sec): 3 clusters Score: Raw -125498.135956 + Penalty 673.530660 = -124824.605296 nChanged 5 SP:Iteration 19Q (89.501570 sec): 3 clusters Score: Raw -125499.011920 + Penalty 673.665634 = -124825.346286 nChanged 4 SP:Iteration 20F (89.504501 sec): 3 clusters Score: Raw -125500.107393 + Penalty 675.083749 = -124825.023644 nChanged 6 SP:Iteration 21F (89.507280 sec): 3 clusters Score: Raw -125501.382430 + Penalty 676.386757 = -124824.995673 nChanged 7 SP:Iteration 22F (89.510051 sec): 3 clusters Score: Raw -125502.642937 + Penalty 677.913625 = -124824.729312 nChanged 8 SP:Iteration 23F (89.512820 sec): 3 clusters Score: Raw -125503.671855 + Penalty 677.566158 = -124826.105697 nChanged 6 SP:Iteration 24Q (89.515464 sec): 3 clusters Score: Raw -125505.319996 + Penalty 678.615649 = -124826.704347 nChanged 13 SP:Iteration 25Q (89.518227 sec): 3 clusters Score: Raw -125508.269741 + Penalty 680.302159 = -124827.967581 nChanged 11 SP:Iteration 26Q (89.520909 sec): 3 clusters Score: Raw -125511.963656 + Penalty 682.249648 = -124829.714008 nChanged 17 SP:Iteration 27Q (89.523555 sec): 3 clusters Score: Raw -125516.899874 + Penalty 683.051335 = -124833.848539 nChanged 16 SP:Iteration 28Q (89.526197 sec): 3 clusters Score: Raw -125523.411882 + Penalty 684.072515 = -124839.339366 nChanged 21 SP:Iteration 29Q (89.528864 sec): 3 clusters Score: Raw -125535.308122 + Penalty 685.614421 = -124849.693700 nChanged 17 SP:Iteration 30F (89.531660 sec): 3 clusters Score: Raw -125541.267922 + Penalty 689.745049 = -124851.522874 nChanged 20 SP:Iteration 31Q (89.534470 sec): 3 clusters Score: Raw -125547.887672 + Penalty 693.801188 = -124854.086484 nChanged 17 SP:Iteration 32Q (89.537135 sec): 3 clusters Score: Raw -125553.339509 + Penalty 696.429594 = -124856.909916 nChanged 14 SP:Iteration 33Q (89.539744 sec): 3 clusters Score: Raw -125557.176315 + Penalty 697.288311 = -124859.888004 nChanged 12 SP:Iteration 34Q (89.542344 sec): 3 clusters Score: Raw -125560.315071 + Penalty 696.650442 = -124863.664629 nChanged 10 SP:Iteration 35Q (89.544940 sec): 3 clusters Score: Raw -125564.086932 + Penalty 700.270241 = -124863.816692 nChanged 10 SP:Iteration 36Q (89.547559 sec): 3 clusters Score: Raw -125569.447516 + Penalty 704.556503 = -124864.891012 nChanged 15 SP:Iteration 37Q (89.550187 sec): 3 clusters Score: Raw -125577.013641 + Penalty 711.390415 = -124865.623227 nChanged 16 SP:Iteration 38Q (89.552767 sec): 3 clusters Score: Raw -125586.604211 + Penalty 719.174589 = -124867.429623 nChanged 16 SP:Iteration 39Q (89.555332 sec): 3 clusters Score: Raw -125594.026775 + Penalty 725.641318 = -124868.385457 nChanged 11 SP:Iteration 40F (89.558163 sec): 3 clusters Score: Raw -125599.784072 + Penalty 732.997118 = -124866.786954 nChanged 11 SP:Iteration 41F (89.560992 sec): 3 clusters Score: Raw -125606.056035 + Penalty 749.313999 = -124856.742036 nChanged 17 SP:Iteration 42F (89.563825 sec): 3 clusters Score: Raw -125615.483829 + Penalty 759.219592 = -124856.264237 nChanged 14 SP:Iteration 43F (89.566762 sec): 3 clusters Score: Raw -125621.809867 + Penalty 773.695815 = -124848.114052 nChanged 18 SP:Iteration 44F (89.569809 sec): 3 clusters Score: Raw -125631.271059 + Penalty 795.090908 = -124836.180152 nChanged 22 SP:Iteration 45F (89.572876 sec): 3 clusters Score: Raw -125649.952664 + Penalty 810.522067 = -124839.430597 nChanged 16 SP:Iteration 46Q (89.575582 sec): 3 clusters Score: Raw -125668.964929 + Penalty 824.290412 = -124844.674517 nChanged 9 SP:Iteration 47Q (89.578224 sec): 3 clusters Score: Raw -125684.199241 + Penalty 824.800351 = -124859.398890 nChanged 5 SP:Iteration 48Q (89.580685 sec): 3 clusters Score: Raw -125688.435818 + Penalty 828.145476 = -124860.290341 nChanged 1 SP:Iteration 49Q (89.583139 sec): 3 clusters Score: Raw -125689.231394 + Penalty 828.145476 = -124861.085918 nChanged 0 SP:Iteration 50F (89.585994 sec): 3 clusters Score: Raw -125689.231394 + Penalty 828.145476 = -124861.085918 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 19 (3327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.602201 sec): 2 clusters Score: Raw -294026.424303 + Penalty 332.395501 = -293694.028802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.608481 sec): 3 clusters Score: Raw -291938.870572 + Penalty 664.726043 = -291274.144529 nChanged 1496 SP:Iteration 1F (89.614610 sec): 3 clusters Score: Raw -292820.553441 + Penalty 663.969449 = -292156.583992 nChanged 363 SP:Iteration 2F (89.620869 sec): 3 clusters Score: Raw -293138.376597 + Penalty 662.201733 = -292476.174864 nChanged 308 SP:Iteration 3F (89.626923 sec): 3 clusters Score: Raw -293454.517993 + Penalty 659.094489 = -292795.423504 nChanged 236 SP:Iteration 4F (89.633140 sec): 3 clusters Score: Raw -293643.864408 + Penalty 656.552988 = -292987.311421 nChanged 156 SP:Iteration 5Q (89.639543 sec): 3 clusters Score: Raw -293726.045241 + Penalty 654.788525 = -293071.256716 nChanged 85 SP:Iteration 6Q (89.645523 sec): 3 clusters Score: Raw -293757.668422 + Penalty 652.259497 = -293105.408925 nChanged 79 SP:Iteration 7Q (89.651503 sec): 3 clusters Score: Raw -293794.411865 + Penalty 649.741709 = -293144.670156 nChanged 70 SP:Iteration 8Q (89.657331 sec): 3 clusters Score: Raw -293827.624375 + Penalty 647.901671 = -293179.722704 nChanged 54 SP:Iteration 9Q (89.663135 sec): 3 clusters Score: Raw -293846.316700 + Penalty 646.129223 = -293200.187477 nChanged 51 SP:Iteration 10F (89.669388 sec): 3 clusters Score: Raw -293861.072809 + Penalty 644.145170 = -293216.927639 nChanged 39 SP:Iteration 11Q (89.675424 sec): 3 clusters Score: Raw -293874.061218 + Penalty 642.269865 = -293231.791353 nChanged 45 SP:Iteration 12Q (89.681414 sec): 3 clusters Score: Raw -293885.870783 + Penalty 640.635920 = -293245.234863 nChanged 37 SP:Iteration 13Q (89.687204 sec): 3 clusters Score: Raw -293894.692408 + Penalty 638.266862 = -293256.425546 nChanged 38 SP:Iteration 14Q (89.693133 sec): 3 clusters Score: Raw -293905.238311 + Penalty 635.455273 = -293269.783038 nChanged 41 SP:Iteration 15Q (89.699085 sec): 3 clusters Score: Raw -293921.515453 + Penalty 632.662210 = -293288.853243 nChanged 43 SP:Iteration 16Q (89.705246 sec): 3 clusters Score: Raw -293934.745454 + Penalty 631.173285 = -293303.572169 nChanged 28 SP:Iteration 17Q (89.710946 sec): 3 clusters Score: Raw -293940.914320 + Penalty 630.602152 = -293310.312169 nChanged 25 SP:Iteration 18Q (89.716622 sec): 3 clusters Score: Raw -293946.111416 + Penalty 629.171958 = -293316.939457 nChanged 21 SP:Iteration 19Q (89.722585 sec): 3 clusters Score: Raw -293949.342698 + Penalty 628.289513 = -293321.053185 nChanged 15 SP:Iteration 20F (89.728545 sec): 3 clusters Score: Raw -293951.047265 + Penalty 627.720790 = -293323.326474 nChanged 11 SP:Iteration 21Q (89.734329 sec): 3 clusters Score: Raw -293952.201960 + Penalty 627.435348 = -293324.766612 nChanged 10 SP:Iteration 22Q (89.740292 sec): 3 clusters Score: Raw -293952.879061 + Penalty 626.908741 = -293325.970320 nChanged 12 SP:Iteration 23Q (89.746083 sec): 3 clusters Score: Raw -293953.879454 + Penalty 626.648685 = -293327.230769 nChanged 8 SP:Iteration 24Q (89.751847 sec): 3 clusters Score: Raw -293954.271712 + Penalty 626.180106 = -293328.091606 nChanged 6 SP:Iteration 25Q (89.757617 sec): 3 clusters Score: Raw -293954.721041 + Penalty 625.826787 = -293328.894255 nChanged 6 SP:Iteration 26Q (89.763341 sec): 3 clusters Score: Raw -293955.391642 + Penalty 625.044648 = -293330.346994 nChanged 7 SP:Iteration 27Q (89.769231 sec): 3 clusters Score: Raw -293956.397297 + Penalty 624.660414 = -293331.736883 nChanged 10 SP:Iteration 28Q (89.775145 sec): 3 clusters Score: Raw -293956.977353 + Penalty 623.918159 = -293333.059195 nChanged 15 SP:Iteration 29Q (89.781148 sec): 3 clusters Score: Raw -293958.805330 + Penalty 622.610604 = -293336.194726 nChanged 21 SP:Iteration 30F (89.787289 sec): 3 clusters Score: Raw -293962.155687 + Penalty 621.107516 = -293341.048170 nChanged 24 SP:Iteration 31Q (89.793290 sec): 3 clusters Score: Raw -293967.421536 + Penalty 619.134735 = -293348.286801 nChanged 31 SP:Iteration 32Q (89.799083 sec): 3 clusters Score: Raw -293977.428027 + Penalty 616.089969 = -293361.338058 nChanged 34 SP:Iteration 33Q (89.805101 sec): 3 clusters Score: Raw -293985.766829 + Penalty 614.411182 = -293371.355647 nChanged 25 SP:Iteration 34Q (89.810751 sec): 3 clusters Score: Raw -293990.095602 + Penalty 611.748405 = -293378.347198 nChanged 21 SP:Iteration 35Q (89.816377 sec): 3 clusters Score: Raw -293996.058290 + Penalty 610.201977 = -293385.856313 nChanged 22 SP:Iteration 36Q (89.822478 sec): 3 clusters Score: Raw -294004.206373 + Penalty 608.867987 = -293395.338386 nChanged 26 SP:Iteration 37Q (89.828686 sec): 3 clusters Score: Raw -294009.854055 + Penalty 608.117555 = -293401.736500 nChanged 23 SP:Iteration 38Q (89.834697 sec): 3 clusters Score: Raw -294013.953353 + Penalty 606.969361 = -293406.983992 nChanged 16 SP:Iteration 39Q (89.840332 sec): 3 clusters Score: Raw -294016.785639 + Penalty 605.485428 = -293411.300211 nChanged 9 SP:Iteration 40F (89.846464 sec): 3 clusters Score: Raw -294018.259293 + Penalty 604.695670 = -293413.563622 nChanged 7 SP:Iteration 41Q (89.852207 sec): 3 clusters Score: Raw -294018.962737 + Penalty 604.282904 = -293414.679833 nChanged 7 SP:Iteration 42Q (89.857712 sec): 3 clusters Score: Raw -294019.355703 + Penalty 603.891201 = -293415.464502 nChanged 4 SP:Iteration 43Q (89.863330 sec): 3 clusters Score: Raw -294019.648623 + Penalty 603.495523 = -293416.153100 nChanged 5 SP:Iteration 44Q (89.869189 sec): 3 clusters Score: Raw -294020.197819 + Penalty 602.753740 = -293417.444080 nChanged 5 SP:Iteration 45Q (89.874761 sec): 3 clusters Score: Raw -294020.908236 + Penalty 602.638349 = -293418.269887 nChanged 2 SP:Iteration 46Q (89.880517 sec): 3 clusters Score: Raw -294021.397680 + Penalty 601.879370 = -293419.518309 nChanged 5 SP:Iteration 47Q (89.886255 sec): 3 clusters Score: Raw -294022.125463 + Penalty 601.471186 = -293420.654277 nChanged 5 SP:Iteration 48Q (89.891703 sec): 3 clusters Score: Raw -294022.514772 + Penalty 601.408539 = -293421.106233 nChanged 3 SP:Iteration 49Q (89.897133 sec): 3 clusters Score: Raw -294022.897465 + Penalty 601.481645 = -293421.415820 nChanged 3 SP:Iteration 50F (89.903351 sec): 3 clusters Score: Raw -294023.037108 + Penalty 601.283833 = -293421.753275 nChanged 4 SP:Iteration 51Q (89.908883 sec): 3 clusters Score: Raw -294023.237349 + Penalty 601.118446 = -293422.118903 nChanged 3 SP:Iteration 52Q (89.914412 sec): 3 clusters Score: Raw -294023.453612 + Penalty 601.157249 = -293422.296364 nChanged 1 SP:Iteration 53Q (89.919994 sec): 3 clusters Score: Raw -294023.749740 + Penalty 601.097679 = -293422.652061 nChanged 3 SP:Iteration 54Q (89.925406 sec): 3 clusters Score: Raw -294024.567652 + Penalty 601.023637 = -293423.544015 nChanged 6 SP:Iteration 55Q (89.930743 sec): 3 clusters Score: Raw -294025.069488 + Penalty 600.047227 = -293425.022261 nChanged 7 SP:Iteration 56Q (89.936415 sec): 3 clusters Score: Raw -294025.774967 + Penalty 600.086989 = -293425.687978 nChanged 4 SP:Iteration 57Q (89.941920 sec): 3 clusters Score: Raw -294026.059300 + Penalty 600.143603 = -293425.915697 nChanged 3 SP:Iteration 58Q (89.947531 sec): 3 clusters Score: Raw -294026.166154 + Penalty 600.175493 = -293425.990661 nChanged 3 SP:Iteration 59Q (89.953174 sec): 3 clusters Score: Raw -294026.238122 + Penalty 600.068014 = -293426.170108 nChanged 1 SP:Iteration 60F (89.959150 sec): 3 clusters Score: Raw -294026.268435 + Penalty 599.958582 = -293426.309853 nChanged 1 SP:Iteration 61Q (89.964709 sec): 3 clusters Score: Raw -294026.279820 + Penalty 599.771677 = -293426.508143 nChanged 2 SP:Iteration 62Q (89.970541 sec): 3 clusters Score: Raw -294026.325928 + Penalty 599.727067 = -293426.598860 nChanged 1 SP:Iteration 63Q (89.976056 sec): 3 clusters Score: Raw -294026.320102 + Penalty 599.727067 = -293426.593035 nChanged 0 SP:Iteration 64F (89.982974 sec): 3 clusters Score: Raw -294026.320102 + Penalty 599.727067 = -293426.593035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 20 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.988841 sec): 2 clusters Score: Raw -47134.820697 + Penalty 607.656003 = -46527.164694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.990035 sec): 3 clusters Score: Raw -46933.032347 + Penalty 1215.446947 = -45717.585400 nChanged 173 SP:Iteration 1F (89.991193 sec): 3 clusters Score: Raw -47082.749500 + Penalty 1215.312006 = -45867.437494 nChanged 45 SP:Iteration 2F (89.992323 sec): 3 clusters Score: Raw -47137.912754 + Penalty 1215.126359 = -45922.786394 nChanged 25 SP:Iteration 3Q (89.993433 sec): 3 clusters Score: Raw -47156.844684 + Penalty 1214.786430 = -45942.058255 nChanged 11 SP:Iteration 4Q (89.994540 sec): 3 clusters Score: Raw -47165.854566 + Penalty 1214.728257 = -45951.126310 nChanged 8 SP:Iteration 5Q (89.995649 sec): 3 clusters Score: Raw -47170.479244 + Penalty 1214.698509 = -45955.780735 nChanged 3 SP:Iteration 6Q (89.996792 sec): 3 clusters Score: Raw -47173.149129 + Penalty 1214.570455 = -45958.578674 nChanged 3 SP:Iteration 7Q (89.997958 sec): 3 clusters Score: Raw -47173.824603 + Penalty 1214.539302 = -45959.285302 nChanged 2 SP:Iteration 8Q (89.999061 sec): 3 clusters Score: Raw -47174.362208 + Penalty 1214.367368 = -45959.994839 nChanged 2 SP:Iteration 9Q (90.000201 sec): 3 clusters Score: Raw -47174.731173 + Penalty 1214.367368 = -45960.363805 nChanged 0 SP:Iteration 10F (90.001404 sec): 3 clusters Score: Raw -47174.731173 + Penalty 1214.367368 = -45960.363805 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 21 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.004914 sec): 2 clusters Score: Raw -59272.790482 + Penalty 614.137850 = -58658.652632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.006292 sec): 3 clusters Score: Raw -58991.777111 + Penalty 1231.958598 = -57759.818513 nChanged 203 SP:Iteration 1F (90.007598 sec): 3 clusters Score: Raw -59153.433725 + Penalty 1240.781607 = -57912.652118 nChanged 63 SP:Iteration 2F (90.008932 sec): 3 clusters Score: Raw -59214.449471 + Penalty 1250.369810 = -57964.079661 nChanged 35 SP:Iteration 3F (90.010255 sec): 3 clusters Score: Raw -59253.827908 + Penalty 1259.777537 = -57994.050371 nChanged 24 SP:Iteration 4Q (90.011662 sec): 3 clusters Score: Raw -59279.892528 + Penalty 1270.253602 = -58009.638926 nChanged 16 SP:Iteration 5Q (90.012965 sec): 3 clusters Score: Raw -59294.756295 + Penalty 1274.223680 = -58020.532615 nChanged 11 SP:Iteration 6Q (90.014239 sec): 3 clusters Score: Raw -59305.314147 + Penalty 1280.438826 = -58024.875321 nChanged 10 SP:Iteration 7Q (90.015529 sec): 3 clusters Score: Raw -59318.203152 + Penalty 1283.905298 = -58034.297854 nChanged 11 SP:Iteration 8Q (90.016800 sec): 3 clusters Score: Raw -59329.445191 + Penalty 1288.396216 = -58041.048974 nChanged 8 SP:Iteration 9Q (90.018057 sec): 3 clusters Score: Raw -59338.732914 + Penalty 1290.258241 = -58048.474672 nChanged 7 SP:Iteration 10F (90.019380 sec): 3 clusters Score: Raw -59345.019222 + Penalty 1290.192938 = -58054.826285 nChanged 3 SP:Iteration 11Q (90.020611 sec): 3 clusters Score: Raw -59348.542647 + Penalty 1291.499066 = -58057.043581 nChanged 3 SP:Iteration 12Q (90.021845 sec): 3 clusters Score: Raw -59350.089926 + Penalty 1292.812881 = -58057.277045 nChanged 1 SP:Iteration 13Q (90.023117 sec): 3 clusters Score: Raw -59350.947794 + Penalty 1292.812881 = -58058.134914 nChanged 0 SP:Iteration 14F (90.024433 sec): 3 clusters Score: Raw -59350.947794 + Penalty 1292.812881 = -58058.134914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.026879 sec): 2 clusters Score: Raw -45001.413596 + Penalty 495.486987 = -44505.926610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.028025 sec): 3 clusters Score: Raw -44742.143737 + Penalty 1001.171388 = -43740.972349 nChanged 160 SP:Iteration 1F (90.029101 sec): 3 clusters Score: Raw -44839.467706 + Penalty 1025.850567 = -43813.617139 nChanged 59 SP:Iteration 2F (90.030178 sec): 3 clusters Score: Raw -44900.728144 + Penalty 1055.020643 = -43845.707501 nChanged 42 SP:Iteration 3F (90.031251 sec): 3 clusters Score: Raw -44956.901860 + Penalty 1067.047511 = -43889.854349 nChanged 21 SP:Iteration 4Q (90.032317 sec): 3 clusters Score: Raw -44977.801090 + Penalty 1075.653744 = -43902.147346 nChanged 12 SP:Iteration 5Q (90.033362 sec): 3 clusters Score: Raw -44989.937995 + Penalty 1080.550810 = -43909.387185 nChanged 8 SP:Iteration 6Q (90.034497 sec): 3 clusters Score: Raw -45001.924495 + Penalty 1081.752523 = -43920.171972 nChanged 7 SP:Iteration 7Q (90.035574 sec): 3 clusters Score: Raw -45008.784202 + Penalty 1085.742144 = -43923.042058 nChanged 5 SP:Iteration 8Q (90.036634 sec): 3 clusters Score: Raw -45014.896422 + Penalty 1086.677963 = -43928.218459 nChanged 3 SP:Iteration 9Q (90.037688 sec): 3 clusters Score: Raw -45017.115641 + Penalty 1086.677963 = -43930.437678 nChanged 0 SP:Iteration 10F (90.038760 sec): 3 clusters Score: Raw -45017.115641 + Penalty 1086.677963 = -43930.437678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.041043 sec): 2 clusters Score: Raw -42363.395151 + Penalty 698.492104 = -41664.903047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.042099 sec): 3 clusters Score: Raw -42200.519840 + Penalty 1398.532818 = -40801.987023 nChanged 136 SP:Iteration 1F (90.043137 sec): 3 clusters Score: Raw -42348.496107 + Penalty 1401.805760 = -40946.690347 nChanged 44 SP:Iteration 2F (90.044242 sec): 3 clusters Score: Raw -42412.069573 + Penalty 1405.116975 = -41006.952598 nChanged 25 SP:Iteration 3F (90.045314 sec): 3 clusters Score: Raw -42453.831810 + Penalty 1408.300390 = -41045.531420 nChanged 22 SP:Iteration 4Q (90.046329 sec): 3 clusters Score: Raw -42478.103601 + Penalty 1412.174637 = -41065.928964 nChanged 25 SP:Iteration 5F (90.047364 sec): 3 clusters Score: Raw -42510.052256 + Penalty 1416.040370 = -41094.011885 nChanged 11 SP:Iteration 6Q (90.048366 sec): 3 clusters Score: Raw -42525.922568 + Penalty 1418.358530 = -41107.564038 nChanged 7 SP:Iteration 7Q (90.049363 sec): 3 clusters Score: Raw -42533.571221 + Penalty 1419.103894 = -41114.467326 nChanged 2 SP:Iteration 8Q (90.050354 sec): 3 clusters Score: Raw -42537.672296 + Penalty 1419.745226 = -41117.927070 nChanged 3 SP:Iteration 9Q (90.051345 sec): 3 clusters Score: Raw -42541.660466 + Penalty 1420.324520 = -41121.335946 nChanged 3 SP:Iteration 10F (90.052381 sec): 3 clusters Score: Raw -42546.057413 + Penalty 1420.272864 = -41125.784549 nChanged 4 SP:Iteration 11Q (90.053372 sec): 3 clusters Score: Raw -42550.453522 + Penalty 1419.547501 = -41130.906021 nChanged 2 SP:Iteration 12Q (90.054364 sec): 3 clusters Score: Raw -42553.275329 + Penalty 1420.596293 = -41132.679036 nChanged 3 SP:Iteration 13Q (90.055355 sec): 3 clusters Score: Raw -42555.793642 + Penalty 1420.629741 = -41135.163901 nChanged 1 SP:Iteration 14Q (90.056348 sec): 3 clusters Score: Raw -42556.696083 + Penalty 1420.629741 = -41136.066342 nChanged 0 SP:Iteration 15F (90.057381 sec): 3 clusters Score: Raw -42556.696083 + Penalty 1420.629741 = -41136.066342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.058449 sec): 2 clusters Score: Raw -3542.918119 + Penalty 435.781840 = -3107.136278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.058735 sec): 3 clusters Score: Raw -3580.200008 + Penalty 873.014005 = -2707.186003 nChanged 1 SP:Iteration 1Q (90.059013 sec): 3 clusters Score: Raw -3583.635995 + Penalty 873.014005 = -2710.621990 nChanged 0 SP:Iteration 2F (90.059290 sec): 3 clusters Score: Raw -3583.635995 + Penalty 873.014005 = -2710.621990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.060401 sec): 2 clusters Score: Raw -9164.907415 + Penalty 211.126061 = -8953.781355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.060826 sec): 3 clusters Score: Raw -9157.958992 + Penalty 422.366067 = -8735.592925 nChanged 28 SP:Iteration 1F (90.061263 sec): 3 clusters Score: Raw -9202.825567 + Penalty 422.787741 = -8780.037825 nChanged 9 SP:Iteration 2F (90.061694 sec): 3 clusters Score: Raw -9224.034237 + Penalty 423.414252 = -8800.619985 nChanged 6 SP:Iteration 3F (90.062136 sec): 3 clusters Score: Raw -9246.215459 + Penalty 423.806890 = -8822.408569 nChanged 1 SP:Iteration 4Q (90.062551 sec): 3 clusters Score: Raw -9247.438458 + Penalty 423.806890 = -8823.631568 nChanged 0 SP:Iteration 5F (90.062978 sec): 3 clusters Score: Raw -9247.438458 + Penalty 423.806890 = -8823.631568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.064183 sec): 2 clusters Score: Raw -10999.106230 + Penalty 389.728701 = -10609.377529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.064657 sec): 3 clusters Score: Raw -10973.271340 + Penalty 769.423094 = -10203.848246 nChanged 20 SP:Iteration 1F (90.065092 sec): 3 clusters Score: Raw -10995.074237 + Penalty 768.029081 = -10227.045156 nChanged 3 SP:Iteration 2Q (90.065521 sec): 3 clusters Score: Raw -10998.796124 + Penalty 765.986209 = -10232.809915 nChanged 1 SP:Iteration 3Q (90.065953 sec): 3 clusters Score: Raw -10999.799500 + Penalty 765.986209 = -10233.813291 nChanged 0 SP:Iteration 4F (90.066384 sec): 3 clusters Score: Raw -10999.799500 + Penalty 765.986209 = -10233.813291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 28 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.068767 sec): 2 clusters Score: Raw -51488.735304 + Penalty 533.382880 = -50955.352424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.070031 sec): 3 clusters Score: Raw -51215.856282 + Penalty 1069.451887 = -50146.404396 nChanged 188 SP:Iteration 1F (90.071274 sec): 3 clusters Score: Raw -51324.864357 + Penalty 1068.906603 = -50255.957754 nChanged 56 SP:Iteration 2F (90.072469 sec): 3 clusters Score: Raw -51391.162229 + Penalty 1064.598316 = -50326.563912 nChanged 58 SP:Iteration 3F (90.073662 sec): 3 clusters Score: Raw -51440.879881 + Penalty 1055.577425 = -50385.302457 nChanged 33 SP:Iteration 4F (90.074863 sec): 3 clusters Score: Raw -51475.948223 + Penalty 1046.932117 = -50429.016106 nChanged 26 SP:Iteration 5Q (90.076049 sec): 3 clusters Score: Raw -51499.514915 + Penalty 1040.997095 = -50458.517820 nChanged 18 SP:Iteration 6Q (90.077229 sec): 3 clusters Score: Raw -51517.971639 + Penalty 1038.147854 = -50479.823784 nChanged 13 SP:Iteration 7Q (90.078390 sec): 3 clusters Score: Raw -51529.613460 + Penalty 1037.990491 = -50491.622969 nChanged 12 SP:Iteration 8Q (90.079564 sec): 3 clusters Score: Raw -51542.328690 + Penalty 1038.059274 = -50504.269416 nChanged 6 SP:Iteration 9Q (90.080767 sec): 3 clusters Score: Raw -51549.958821 + Penalty 1040.091876 = -50509.866945 nChanged 7 SP:Iteration 10F (90.081953 sec): 3 clusters Score: Raw -51556.632306 + Penalty 1037.346536 = -50519.285770 nChanged 5 SP:Iteration 11Q (90.083117 sec): 3 clusters Score: Raw -51563.165543 + Penalty 1032.668459 = -50530.497084 nChanged 5 SP:Iteration 12Q (90.084279 sec): 3 clusters Score: Raw -51572.874893 + Penalty 1030.722541 = -50542.152352 nChanged 6 SP:Iteration 13Q (90.085469 sec): 3 clusters Score: Raw -51579.077559 + Penalty 1030.790141 = -50548.287418 nChanged 4 SP:Iteration 14Q (90.086729 sec): 3 clusters Score: Raw -51581.605978 + Penalty 1031.157082 = -50550.448896 nChanged 4 SP:Iteration 15Q (90.087946 sec): 3 clusters Score: Raw -51583.838383 + Penalty 1031.608893 = -50552.229490 nChanged 5 SP:Iteration 16Q (90.089151 sec): 3 clusters Score: Raw -51585.882103 + Penalty 1032.287005 = -50553.595099 nChanged 2 SP:Iteration 17Q (90.090314 sec): 3 clusters Score: Raw -51587.092624 + Penalty 1032.410941 = -50554.681683 nChanged 1 SP:Iteration 18Q (90.091477 sec): 3 clusters Score: Raw -51587.389830 + Penalty 1032.840660 = -50554.549170 nChanged 1 SP:Iteration 19F (90.092658 sec): 3 clusters Score: Raw -51587.662990 + Penalty 1033.214433 = -50554.448556 nChanged 1 SP:Iteration 20F (90.093840 sec): 3 clusters Score: Raw -51587.921851 + Penalty 1033.214433 = -50554.707418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.095045 sec): 2 clusters Score: Raw -7457.115788 + Penalty 420.101388 = -7037.014400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.095406 sec): 3 clusters Score: Raw -7462.702840 + Penalty 841.422173 = -6621.280667 nChanged 6 SP:Iteration 1F (90.095762 sec): 3 clusters Score: Raw -7472.713749 + Penalty 846.572007 = -6626.141742 nChanged 4 SP:Iteration 2Q (90.096121 sec): 3 clusters Score: Raw -7481.476510 + Penalty 850.931152 = -6630.545358 nChanged 2 SP:Iteration 3Q (90.096500 sec): 3 clusters Score: Raw -7486.273042 + Penalty 852.497576 = -6633.775466 nChanged 1 SP:Iteration 4Q (90.096847 sec): 3 clusters Score: Raw -7489.238498 + Penalty 855.877383 = -6633.361115 nChanged 1 SP:Iteration 5F (90.097201 sec): 3 clusters Score: Raw -7490.524572 + Penalty 855.877383 = -6634.647189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 30 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.098610 sec): 2 clusters Score: Raw -18817.498997 + Penalty 556.132672 = -18261.366324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.099224 sec): 3 clusters Score: Raw -18778.786043 + Penalty 1113.299167 = -17665.486876 nChanged 40 SP:Iteration 1F (90.099827 sec): 3 clusters Score: Raw -18841.188691 + Penalty 1115.705377 = -17725.483314 nChanged 10 SP:Iteration 2Q (90.100422 sec): 3 clusters Score: Raw -18854.790299 + Penalty 1116.974749 = -17737.815550 nChanged 3 SP:Iteration 3Q (90.101016 sec): 3 clusters Score: Raw -18858.760897 + Penalty 1117.302473 = -17741.458424 nChanged 2 SP:Iteration 4Q (90.101612 sec): 3 clusters Score: Raw -18859.857717 + Penalty 1118.501960 = -17741.355757 nChanged 2 SP:Iteration 5F (90.102210 sec): 3 clusters Score: Raw -18860.980649 + Penalty 1118.982292 = -17741.998357 nChanged 2 SP:Iteration 6Q (90.102800 sec): 3 clusters Score: Raw -18863.295506 + Penalty 1118.982292 = -17744.313214 nChanged 0 SP:Iteration 7F (90.103403 sec): 3 clusters Score: Raw -18863.295506 + Penalty 1118.982292 = -17744.313214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 31 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.104258 sec): 2 clusters Score: Raw -174.622834 + Penalty 40.695923 = -133.926910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.104460 sec): 3 clusters Score: Raw -171.150682 + Penalty 81.391847 = -89.758835 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.106888 sec): 2 clusters Score: Raw -53507.417422 + Penalty 382.330634 = -53125.086788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.108198 sec): 3 clusters Score: Raw -53166.929929 + Penalty 763.290730 = -52403.639199 nChanged 227 SP:Iteration 1F (90.109485 sec): 3 clusters Score: Raw -53305.051984 + Penalty 764.779718 = -52540.272266 nChanged 68 SP:Iteration 2F (90.110779 sec): 3 clusters Score: Raw -53351.406955 + Penalty 765.924349 = -52585.482606 nChanged 29 SP:Iteration 3Q (90.112066 sec): 3 clusters Score: Raw -53367.763275 + Penalty 765.284053 = -52602.479222 nChanged 27 SP:Iteration 4Q (90.113355 sec): 3 clusters Score: Raw -53387.755027 + Penalty 765.259574 = -52622.495453 nChanged 22 SP:Iteration 5Q (90.114643 sec): 3 clusters Score: Raw -53406.408254 + Penalty 765.991074 = -52640.417181 nChanged 23 SP:Iteration 6Q (90.115928 sec): 3 clusters Score: Raw -53420.573697 + Penalty 767.032180 = -52653.541517 nChanged 18 SP:Iteration 7Q (90.117225 sec): 3 clusters Score: Raw -53429.573988 + Penalty 768.042215 = -52661.531773 nChanged 8 SP:Iteration 8Q (90.118574 sec): 3 clusters Score: Raw -53434.477726 + Penalty 768.746457 = -52665.731269 nChanged 6 SP:Iteration 9Q (90.119953 sec): 3 clusters Score: Raw -53437.385586 + Penalty 769.095552 = -52668.290033 nChanged 3 SP:Iteration 10F (90.121303 sec): 3 clusters Score: Raw -53439.126346 + Penalty 769.840777 = -52669.285570 nChanged 6 SP:Iteration 11Q (90.122586 sec): 3 clusters Score: Raw -53441.880282 + Penalty 770.177628 = -52671.702654 nChanged 1 SP:Iteration 12Q (90.123859 sec): 3 clusters Score: Raw -53442.048814 + Penalty 770.499055 = -52671.549759 nChanged 1 SP:Iteration 13F (90.125163 sec): 3 clusters Score: Raw -53442.125578 + Penalty 770.856109 = -52671.269470 nChanged 1 SP:Iteration 14F (90.126483 sec): 3 clusters Score: Raw -53442.316552 + Penalty 771.473603 = -52670.842949 nChanged 2 SP:Iteration 15F (90.127769 sec): 3 clusters Score: Raw -53442.995172 + Penalty 772.277170 = -52670.718002 nChanged 2 SP:Iteration 16F (90.129091 sec): 3 clusters Score: Raw -53443.361237 + Penalty 773.516749 = -52669.844488 nChanged 3 SP:Iteration 17F (90.130374 sec): 3 clusters Score: Raw -53443.996545 + Penalty 775.079553 = -52668.916992 nChanged 4 SP:Iteration 18F (90.131658 sec): 3 clusters Score: Raw -53445.753067 + Penalty 777.390918 = -52668.362149 nChanged 6 SP:Iteration 19F (90.132940 sec): 3 clusters Score: Raw -53448.086222 + Penalty 779.547911 = -52668.538312 nChanged 5 SP:Iteration 20F (90.134327 sec): 3 clusters Score: Raw -53449.836842 + Penalty 781.946782 = -52667.890060 nChanged 5 SP:Iteration 21F (90.135685 sec): 3 clusters Score: Raw -53451.271401 + Penalty 783.654701 = -52667.616700 nChanged 3 SP:Iteration 22F (90.137049 sec): 3 clusters Score: Raw -53452.323419 + Penalty 785.486786 = -52666.836632 nChanged 3 SP:Iteration 23F (90.138397 sec): 3 clusters Score: Raw -53453.956152 + Penalty 787.121332 = -52666.834820 nChanged 3 SP:Iteration 24F (90.139742 sec): 3 clusters Score: Raw -53455.361522 + Penalty 788.896022 = -52666.465500 nChanged 3 SP:Iteration 25F (90.141086 sec): 3 clusters Score: Raw -53457.160790 + Penalty 791.367953 = -52665.792838 nChanged 5 SP:Iteration 26F (90.142368 sec): 3 clusters Score: Raw -53461.316588 + Penalty 791.954387 = -52669.362201 nChanged 5 SP:Iteration 27Q (90.143638 sec): 3 clusters Score: Raw -53467.595783 + Penalty 793.345711 = -52674.250072 nChanged 5 SP:Iteration 28Q (90.144946 sec): 3 clusters Score: Raw -53474.046033 + Penalty 795.415096 = -52678.630938 nChanged 6 SP:Iteration 29Q (90.146237 sec): 3 clusters Score: Raw -53479.725297 + Penalty 798.477213 = -52681.248084 nChanged 6 SP:Iteration 30F (90.147522 sec): 3 clusters Score: Raw -53488.669323 + Penalty 801.844825 = -52686.824498 nChanged 7 SP:Iteration 31Q (90.148785 sec): 3 clusters Score: Raw -53494.054198 + Penalty 805.172103 = -52688.882095 nChanged 7 SP:Iteration 32Q (90.150031 sec): 3 clusters Score: Raw -53500.283945 + Penalty 808.074382 = -52692.209563 nChanged 10 SP:Iteration 33Q (90.151275 sec): 3 clusters Score: Raw -53507.627988 + Penalty 808.599580 = -52699.028408 nChanged 8 SP:Iteration 34Q (90.152505 sec): 3 clusters Score: Raw -53514.520966 + Penalty 806.975202 = -52707.545764 nChanged 3 SP:Iteration 35Q (90.153725 sec): 3 clusters Score: Raw -53520.572176 + Penalty 806.858235 = -52713.713940 nChanged 7 SP:Iteration 36Q (90.154938 sec): 3 clusters Score: Raw -53523.205554 + Penalty 807.100876 = -52716.104678 nChanged 4 SP:Iteration 37Q (90.156149 sec): 3 clusters Score: Raw -53524.530409 + Penalty 807.100876 = -52717.429532 nChanged 0 SP:Iteration 38F (90.157432 sec): 3 clusters Score: Raw -53524.530409 + Penalty 807.100876 = -52717.429532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.158540 sec): 2 clusters Score: Raw -2758.220530 + Penalty 210.053396 = -2548.167133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.158810 sec): 3 clusters Score: Raw -2760.038616 + Penalty 404.082678 = -2355.955937 nChanged 2 SP:Iteration 1F (90.159077 sec): 3 clusters Score: Raw -2769.883064 + Penalty 405.272231 = -2364.610833 nChanged 1 SP:Iteration 2Q (90.159333 sec): 3 clusters Score: Raw -2773.434874 + Penalty 405.272231 = -2368.162643 nChanged 0 SP:Iteration 3F (90.159594 sec): 3 clusters Score: Raw -2773.434874 + Penalty 405.272231 = -2368.162643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.161021 sec): 2 clusters Score: Raw -21821.879585 + Penalty 480.774466 = -21341.105119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.161706 sec): 3 clusters Score: Raw -21763.046328 + Penalty 962.167073 = -20800.879255 nChanged 63 SP:Iteration 1F (90.162338 sec): 3 clusters Score: Raw -21828.205493 + Penalty 962.611730 = -20865.593762 nChanged 18 SP:Iteration 2F (90.162967 sec): 3 clusters Score: Raw -21849.311067 + Penalty 964.037392 = -20885.273676 nChanged 8 SP:Iteration 3Q (90.163615 sec): 3 clusters Score: Raw -21860.143520 + Penalty 965.842815 = -20894.300705 nChanged 4 SP:Iteration 4Q (90.164273 sec): 3 clusters Score: Raw -21862.115043 + Penalty 966.507768 = -20895.607275 nChanged 1 SP:Iteration 5Q (90.164917 sec): 3 clusters Score: Raw -21862.192043 + Penalty 966.507768 = -20895.684276 nChanged 0 SP:Iteration 6F (90.165546 sec): 3 clusters Score: Raw -21862.192043 + Penalty 966.507768 = -20895.684276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.167322 sec): 2 clusters Score: Raw -23843.292111 + Penalty 854.361329 = -22988.930783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.168099 sec): 3 clusters Score: Raw -23853.859158 + Penalty 1709.602655 = -22144.256503 nChanged 74 SP:Iteration 1F (90.168855 sec): 3 clusters Score: Raw -23987.850136 + Penalty 1709.275036 = -22278.575100 nChanged 13 SP:Iteration 2Q (90.169575 sec): 3 clusters Score: Raw -24009.040040 + Penalty 1709.658596 = -22299.381444 nChanged 6 SP:Iteration 3Q (90.170291 sec): 3 clusters Score: Raw -24023.618102 + Penalty 1709.448380 = -22314.169722 nChanged 2 SP:Iteration 4Q (90.171002 sec): 3 clusters Score: Raw -24027.431672 + Penalty 1709.448380 = -22317.983292 nChanged 2 SP:Iteration 5Q (90.171713 sec): 3 clusters Score: Raw -24031.593246 + Penalty 1709.448380 = -22322.144866 nChanged 0 SP:Iteration 6F (90.172439 sec): 3 clusters Score: Raw -24031.593246 + Penalty 1709.448380 = -22322.144866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.173548 sec): 2 clusters Score: Raw -6514.914811 + Penalty 439.685098 = -6075.229714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.173896 sec): 3 clusters Score: Raw -6539.185245 + Penalty 886.083482 = -5653.101764 nChanged 8 SP:Iteration 1F (90.174254 sec): 3 clusters Score: Raw -6570.376670 + Penalty 887.810346 = -5682.566325 nChanged 1 SP:Iteration 2Q (90.174581 sec): 3 clusters Score: Raw -6575.715792 + Penalty 887.810346 = -5687.905447 nChanged 0 SP:Iteration 3F (90.174922 sec): 3 clusters Score: Raw -6575.715792 + Penalty 887.810346 = -5687.905447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.175891 sec): 2 clusters Score: Raw -5859.439601 + Penalty 269.910021 = -5589.529580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.176227 sec): 3 clusters Score: Raw -5861.488823 + Penalty 539.698947 = -5321.789877 nChanged 8 SP:Iteration 1F (90.176560 sec): 3 clusters Score: Raw -5883.436986 + Penalty 538.743388 = -5344.693598 nChanged 2 SP:Iteration 2Q (90.176883 sec): 3 clusters Score: Raw -5886.898919 + Penalty 538.743388 = -5348.155532 nChanged 0 SP:Iteration 3F (90.177211 sec): 3 clusters Score: Raw -5886.898919 + Penalty 538.743388 = -5348.155532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.179087 sec): 2 clusters Score: Raw -35449.392690 + Penalty 344.064389 = -35105.328301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.180004 sec): 3 clusters Score: Raw -35248.470718 + Penalty 685.391188 = -34563.079530 nChanged 122 SP:Iteration 1F (90.180884 sec): 3 clusters Score: Raw -35328.663332 + Penalty 687.504174 = -34641.159158 nChanged 43 SP:Iteration 2F (90.181764 sec): 3 clusters Score: Raw -35355.970359 + Penalty 688.578928 = -34667.391431 nChanged 17 SP:Iteration 3Q (90.182727 sec): 3 clusters Score: Raw -35366.869587 + Penalty 692.544927 = -34674.324660 nChanged 14 SP:Iteration 4Q (90.183664 sec): 3 clusters Score: Raw -35374.733783 + Penalty 697.030270 = -34677.703512 nChanged 9 SP:Iteration 5Q (90.184600 sec): 3 clusters Score: Raw -35378.470066 + Penalty 700.403394 = -34678.066672 nChanged 6 SP:Iteration 6Q (90.185490 sec): 3 clusters Score: Raw -35380.338466 + Penalty 700.623430 = -34679.715036 nChanged 5 SP:Iteration 7Q (90.186373 sec): 3 clusters Score: Raw -35382.085180 + Penalty 702.953317 = -34679.131863 nChanged 6 SP:Iteration 8F (90.187270 sec): 3 clusters Score: Raw -35386.875838 + Penalty 704.562803 = -34682.313034 nChanged 7 SP:Iteration 9Q (90.188148 sec): 3 clusters Score: Raw -35389.792428 + Penalty 708.275837 = -34681.516591 nChanged 8 SP:Iteration 10F (90.189026 sec): 3 clusters Score: Raw -35394.517835 + Penalty 715.666256 = -34678.851578 nChanged 9 SP:Iteration 11F (90.189903 sec): 3 clusters Score: Raw -35399.576639 + Penalty 730.899982 = -34668.676658 nChanged 13 SP:Iteration 12F (90.190781 sec): 3 clusters Score: Raw -35411.231144 + Penalty 742.819859 = -34668.411286 nChanged 11 SP:Iteration 13F (90.191676 sec): 3 clusters Score: Raw -35426.955268 + Penalty 774.148246 = -34652.807022 nChanged 13 SP:Iteration 14F (90.192561 sec): 3 clusters Score: Raw -35443.565044 + Penalty 816.806875 = -34626.758169 nChanged 12 SP:Iteration 15F (90.193437 sec): 3 clusters Score: Raw -35458.757248 + Penalty 826.324568 = -34632.432680 nChanged 3 SP:Iteration 16Q (90.194246 sec): 3 clusters Score: Raw -35462.709684 + Penalty 829.555563 = -34633.154121 nChanged 1 SP:Iteration 17Q (90.195034 sec): 3 clusters Score: Raw -35463.483396 + Penalty 829.555563 = -34633.927833 nChanged 0 SP:Iteration 18F (90.195912 sec): 3 clusters Score: Raw -35463.483396 + Penalty 829.555563 = -34633.927833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 41 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.204785 sec): 2 clusters Score: Raw -160445.322778 + Penalty 1013.301398 = -159432.021380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.207990 sec): 3 clusters Score: Raw -159665.924006 + Penalty 2026.086125 = -157639.837882 nChanged 589 SP:Iteration 1F (90.211080 sec): 3 clusters Score: Raw -160012.499027 + Penalty 2026.428208 = -157986.070819 nChanged 126 SP:Iteration 2F (90.214130 sec): 3 clusters Score: Raw -160093.960327 + Penalty 2026.834182 = -158067.126145 nChanged 82 SP:Iteration 3Q (90.217383 sec): 3 clusters Score: Raw -160149.621185 + Penalty 2027.063886 = -158122.557299 nChanged 72 SP:Iteration 4Q (90.220537 sec): 3 clusters Score: Raw -160200.161106 + Penalty 2027.253806 = -158172.907300 nChanged 59 SP:Iteration 5Q (90.223607 sec): 3 clusters Score: Raw -160249.033149 + Penalty 2027.109101 = -158221.924048 nChanged 62 SP:Iteration 6Q (90.226654 sec): 3 clusters Score: Raw -160302.583180 + Penalty 2026.179053 = -158276.404127 nChanged 73 SP:Iteration 7Q (90.229690 sec): 3 clusters Score: Raw -160373.712612 + Penalty 2026.758696 = -158346.953916 nChanged 72 SP:Iteration 8Q (90.232711 sec): 3 clusters Score: Raw -160438.842516 + Penalty 2026.262481 = -158412.580035 nChanged 63 SP:Iteration 9Q (90.236053 sec): 3 clusters Score: Raw -160492.953047 + Penalty 2024.799824 = -158468.153223 nChanged 56 SP:Iteration 10F (90.239240 sec): 3 clusters Score: Raw -160536.475790 + Penalty 2024.014065 = -158512.461725 nChanged 40 SP:Iteration 11Q (90.242309 sec): 3 clusters Score: Raw -160568.661088 + Penalty 2022.618289 = -158546.042799 nChanged 31 SP:Iteration 12Q (90.245300 sec): 3 clusters Score: Raw -160593.066530 + Penalty 2022.075796 = -158570.990734 nChanged 25 SP:Iteration 13Q (90.248283 sec): 3 clusters Score: Raw -160607.539662 + Penalty 2021.689696 = -158585.849966 nChanged 14 SP:Iteration 14Q (90.251289 sec): 3 clusters Score: Raw -160615.490417 + Penalty 2021.690417 = -158593.800001 nChanged 10 SP:Iteration 15Q (90.254346 sec): 3 clusters Score: Raw -160619.944193 + Penalty 2022.237767 = -158597.706426 nChanged 7 SP:Iteration 16Q (90.257317 sec): 3 clusters Score: Raw -160624.041609 + Penalty 2022.618380 = -158601.423228 nChanged 6 SP:Iteration 17Q (90.260251 sec): 3 clusters Score: Raw -160626.271188 + Penalty 2022.793710 = -158603.477477 nChanged 3 SP:Iteration 18Q (90.263231 sec): 3 clusters Score: Raw -160627.483246 + Penalty 2023.171870 = -158604.311376 nChanged 2 SP:Iteration 19Q (90.266256 sec): 3 clusters Score: Raw -160628.566052 + Penalty 2023.171870 = -158605.394182 nChanged 0 SP:Iteration 20F (90.269585 sec): 3 clusters Score: Raw -160628.566052 + Penalty 2023.171870 = -158605.394182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.272383 sec): 2 clusters Score: Raw -13032.941961 + Penalty 754.392919 = -12278.549042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.272863 sec): 3 clusters Score: Raw -13102.469840 + Penalty 1508.801568 = -11593.668272 nChanged 8 SP:Iteration 1F (90.273333 sec): 3 clusters Score: Raw -13134.151950 + Penalty 1508.642140 = -11625.509810 nChanged 1 SP:Iteration 2Q (90.273783 sec): 3 clusters Score: Raw -13138.440557 + Penalty 1508.642140 = -11629.798417 nChanged 0 SP:Iteration 3F (90.274252 sec): 3 clusters Score: Raw -13138.440557 + Penalty 1508.642140 = -11629.798417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.274955 sec): 2 clusters Score: Raw -6541.805734 + Penalty 338.170147 = -6203.635586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.275307 sec): 3 clusters Score: Raw -6546.864869 + Penalty 677.126302 = -5869.738568 nChanged 10 SP:Iteration 1F (90.275657 sec): 3 clusters Score: Raw -6568.098083 + Penalty 676.707952 = -5891.390131 nChanged 1 SP:Iteration 2Q (90.275996 sec): 3 clusters Score: Raw -6570.310671 + Penalty 676.707952 = -5893.602719 nChanged 0 SP:Iteration 3F (90.276349 sec): 3 clusters Score: Raw -6570.310671 + Penalty 676.707952 = -5893.602719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.276852 sec): 2 clusters Score: Raw -1104.994642 + Penalty 241.945663 = -863.048979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.277084 sec): 3 clusters Score: Raw -1109.991491 + Penalty 476.041398 = -633.950092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.277650 sec): 2 clusters Score: Raw -3291.814655 + Penalty 372.946517 = -2918.868137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.277924 sec): 3 clusters Score: Raw -3320.558751 + Penalty 745.066849 = -2575.491902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.278711 sec): 2 clusters Score: Raw -10462.282946 + Penalty 454.082206 = -10008.200740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.279128 sec): 3 clusters Score: Raw -10467.176048 + Penalty 904.273567 = -9562.902482 nChanged 6 SP:Iteration 1F (90.279537 sec): 3 clusters Score: Raw -10480.639734 + Penalty 905.299869 = -9575.339865 nChanged 2 SP:Iteration 2Q (90.279936 sec): 3 clusters Score: Raw -10484.238573 + Penalty 906.528937 = -9577.709636 nChanged 1 SP:Iteration 3Q (90.280336 sec): 3 clusters Score: Raw -10485.195656 + Penalty 906.528937 = -9578.666719 nChanged 0 SP:Iteration 4F (90.280743 sec): 3 clusters Score: Raw -10485.195656 + Penalty 906.528937 = -9578.666719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.281275 sec): 2 clusters Score: Raw -1095.603943 + Penalty 197.936529 = -897.667414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.281507 sec): 3 clusters Score: Raw -1099.802387 + Penalty 395.873059 = -703.929328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.282736 sec): 2 clusters Score: Raw -24313.209374 + Penalty 360.756152 = -23952.453222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.283461 sec): 3 clusters Score: Raw -24231.359316 + Penalty 725.108452 = -23506.250863 nChanged 82 SP:Iteration 1F (90.284183 sec): 3 clusters Score: Raw -24349.434304 + Penalty 731.990594 = -23617.443710 nChanged 34 SP:Iteration 2F (90.284879 sec): 3 clusters Score: Raw -24395.796410 + Penalty 729.214894 = -23666.581515 nChanged 19 SP:Iteration 3F (90.285582 sec): 3 clusters Score: Raw -24433.276628 + Penalty 725.546849 = -23707.729779 nChanged 9 SP:Iteration 4Q (90.286266 sec): 3 clusters Score: Raw -24446.440352 + Penalty 723.207789 = -23723.232563 nChanged 2 SP:Iteration 5Q (90.286945 sec): 3 clusters Score: Raw -24452.166015 + Penalty 723.207789 = -23728.958226 nChanged 0 SP:Iteration 6F (90.287638 sec): 3 clusters Score: Raw -24452.166015 + Penalty 723.207789 = -23728.958226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.288239 sec): 2 clusters Score: Raw -3105.569254 + Penalty 403.011789 = -2702.557465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.288514 sec): 3 clusters Score: Raw -3179.778074 + Penalty 805.227511 = -2374.550563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.289019 sec): 2 clusters Score: Raw -1242.266763 + Penalty 154.920657 = -1087.346106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.289255 sec): 3 clusters Score: Raw -1242.809057 + Penalty 324.134847 = -918.674210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.289846 sec): 2 clusters Score: Raw -3697.553868 + Penalty 216.958035 = -3480.595833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.290140 sec): 3 clusters Score: Raw -3710.881599 + Penalty 433.139550 = -3277.742049 nChanged 2 SP:Iteration 1Q (90.290424 sec): 3 clusters Score: Raw -3715.551296 + Penalty 431.147796 = -3284.403500 nChanged 1 SP:Iteration 2Q (90.290704 sec): 3 clusters Score: Raw -3718.014379 + Penalty 431.147796 = -3286.866582 nChanged 0 SP:Iteration 3F (90.290989 sec): 3 clusters Score: Raw -3718.014379 + Penalty 431.147796 = -3286.866582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 53 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.293089 sec): 2 clusters Score: Raw -51833.877423 + Penalty 458.125442 = -51375.751981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.294366 sec): 3 clusters Score: Raw -51564.236624 + Penalty 934.119283 = -50630.117341 nChanged 181 SP:Iteration 1F (90.295582 sec): 3 clusters Score: Raw -51713.568408 + Penalty 953.963917 = -50759.604491 nChanged 63 SP:Iteration 2F (90.296762 sec): 3 clusters Score: Raw -51780.917760 + Penalty 967.854033 = -50813.063727 nChanged 34 SP:Iteration 3F (90.297938 sec): 3 clusters Score: Raw -51811.705304 + Penalty 977.624298 = -50834.081007 nChanged 27 SP:Iteration 4Q (90.299132 sec): 3 clusters Score: Raw -51847.272967 + Penalty 985.580521 = -50861.692446 nChanged 23 SP:Iteration 5Q (90.300412 sec): 3 clusters Score: Raw -51870.451818 + Penalty 999.033936 = -50871.417882 nChanged 19 SP:Iteration 6Q (90.301676 sec): 3 clusters Score: Raw -51890.065742 + Penalty 1013.405286 = -50876.660456 nChanged 11 SP:Iteration 7Q (90.302881 sec): 3 clusters Score: Raw -51897.921919 + Penalty 1018.761245 = -50879.160674 nChanged 4 SP:Iteration 8Q (90.304051 sec): 3 clusters Score: Raw -51901.514379 + Penalty 1023.774511 = -50877.739869 nChanged 3 SP:Iteration 9F (90.305243 sec): 3 clusters Score: Raw -51903.314461 + Penalty 1029.330578 = -50873.983883 nChanged 4 SP:Iteration 10F (90.306469 sec): 3 clusters Score: Raw -51908.598887 + Penalty 1033.094344 = -50875.504543 nChanged 3 SP:Iteration 11Q (90.307654 sec): 3 clusters Score: Raw -51910.017734 + Penalty 1034.643072 = -50875.374661 nChanged 1 SP:Iteration 12F (90.308902 sec): 3 clusters Score: Raw -51910.645017 + Penalty 1040.292191 = -50870.352826 nChanged 4 SP:Iteration 13F (90.310126 sec): 3 clusters Score: Raw -51913.494622 + Penalty 1047.334210 = -50866.160413 nChanged 5 SP:Iteration 14F (90.311317 sec): 3 clusters Score: Raw -51917.004802 + Penalty 1051.312280 = -50865.692521 nChanged 4 SP:Iteration 15F (90.312544 sec): 3 clusters Score: Raw -51920.042888 + Penalty 1057.771256 = -50862.271632 nChanged 4 SP:Iteration 16F (90.313793 sec): 3 clusters Score: Raw -51922.656075 + Penalty 1064.325889 = -50858.330185 nChanged 3 SP:Iteration 17F (90.315042 sec): 3 clusters Score: Raw -51927.087045 + Penalty 1070.723304 = -50856.363742 nChanged 4 SP:Iteration 18F (90.316293 sec): 3 clusters Score: Raw -51929.993400 + Penalty 1070.668448 = -50859.324952 nChanged 1 SP:Iteration 19Q (90.317448 sec): 3 clusters Score: Raw -51930.311281 + Penalty 1070.668448 = -50859.642833 nChanged 0 SP:Iteration 20F (90.318678 sec): 3 clusters Score: Raw -51930.311281 + Penalty 1070.668448 = -50859.642833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 55 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.320681 sec): 2 clusters Score: Raw -48646.235113 + Penalty 431.248094 = -48214.987019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.321921 sec): 3 clusters Score: Raw -48366.955335 + Penalty 864.390834 = -47502.564500 nChanged 205 SP:Iteration 1F (90.323143 sec): 3 clusters Score: Raw -48518.008143 + Penalty 869.000437 = -47649.007706 nChanged 56 SP:Iteration 2F (90.324325 sec): 3 clusters Score: Raw -48561.592091 + Penalty 872.344544 = -47689.247547 nChanged 40 SP:Iteration 3F (90.325488 sec): 3 clusters Score: Raw -48602.502688 + Penalty 875.379888 = -47727.122800 nChanged 30 SP:Iteration 4F (90.326651 sec): 3 clusters Score: Raw -48627.845697 + Penalty 877.185158 = -47750.660539 nChanged 26 SP:Iteration 5Q (90.327800 sec): 3 clusters Score: Raw -48655.010867 + Penalty 880.780144 = -47774.230723 nChanged 20 SP:Iteration 6Q (90.328942 sec): 3 clusters Score: Raw -48669.146989 + Penalty 882.872449 = -47786.274540 nChanged 10 SP:Iteration 7Q (90.330081 sec): 3 clusters Score: Raw -48683.921669 + Penalty 883.327546 = -47800.594123 nChanged 6 SP:Iteration 8Q (90.331216 sec): 3 clusters Score: Raw -48687.792901 + Penalty 883.324685 = -47804.468217 nChanged 3 SP:Iteration 9Q (90.332345 sec): 3 clusters Score: Raw -48689.858217 + Penalty 883.036227 = -47806.821990 nChanged 2 SP:Iteration 10F (90.333591 sec): 3 clusters Score: Raw -48690.224881 + Penalty 883.036227 = -47807.188654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.334185 sec): 2 clusters Score: Raw -2961.988468 + Penalty 352.838114 = -2609.150354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.334452 sec): 3 clusters Score: Raw -2970.636739 + Penalty 697.622000 = -2273.014739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.334969 sec): 2 clusters Score: Raw -756.360770 + Penalty 204.353757 = -552.007012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.335193 sec): 3 clusters Score: Raw -748.679451 + Penalty 404.093059 = -344.586393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.336258 sec): 2 clusters Score: Raw -17498.350387 + Penalty 240.596311 = -17257.754076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.336884 sec): 3 clusters Score: Raw -17423.852162 + Penalty 477.025468 = -16946.826694 nChanged 67 SP:Iteration 1F (90.337501 sec): 3 clusters Score: Raw -17509.452863 + Penalty 477.858371 = -17031.594492 nChanged 19 SP:Iteration 2F (90.338089 sec): 3 clusters Score: Raw -17546.936079 + Penalty 476.146422 = -17070.789658 nChanged 8 SP:Iteration 3Q (90.338677 sec): 3 clusters Score: Raw -17557.914079 + Penalty 476.376227 = -17081.537852 nChanged 1 SP:Iteration 4Q (90.339252 sec): 3 clusters Score: Raw -17558.750900 + Penalty 476.238680 = -17082.512220 nChanged 1 SP:Iteration 5Q (90.339828 sec): 3 clusters Score: Raw -17561.049343 + Penalty 476.616991 = -17084.432352 nChanged 1 SP:Iteration 6Q (90.340403 sec): 3 clusters Score: Raw -17561.253158 + Penalty 476.616991 = -17084.636167 nChanged 0 SP:Iteration 7F (90.340998 sec): 3 clusters Score: Raw -17561.253158 + Penalty 476.616991 = -17084.636167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 60 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.342855 sec): 2 clusters Score: Raw -45177.232706 + Penalty 511.211434 = -44666.021273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.343956 sec): 3 clusters Score: Raw -44971.057895 + Penalty 1028.949596 = -43942.108299 nChanged 161 SP:Iteration 1F (90.345107 sec): 3 clusters Score: Raw -45089.475075 + Penalty 1035.270541 = -44054.204534 nChanged 43 SP:Iteration 2F (90.346243 sec): 3 clusters Score: Raw -45129.961723 + Penalty 1041.148944 = -44088.812779 nChanged 23 SP:Iteration 3Q (90.347366 sec): 3 clusters Score: Raw -45155.852965 + Penalty 1044.878946 = -44110.974019 nChanged 27 SP:Iteration 4F (90.348458 sec): 3 clusters Score: Raw -45184.473397 + Penalty 1050.079147 = -44134.394250 nChanged 10 SP:Iteration 5Q (90.349512 sec): 3 clusters Score: Raw -45194.258657 + Penalty 1054.628325 = -44139.630333 nChanged 8 SP:Iteration 6Q (90.350601 sec): 3 clusters Score: Raw -45202.002444 + Penalty 1058.447100 = -44143.555344 nChanged 7 SP:Iteration 7Q (90.351699 sec): 3 clusters Score: Raw -45207.679291 + Penalty 1065.074111 = -44142.605180 nChanged 9 SP:Iteration 8F (90.352838 sec): 3 clusters Score: Raw -45216.879932 + Penalty 1074.176883 = -44142.703049 nChanged 12 SP:Iteration 9Q (90.353930 sec): 3 clusters Score: Raw -45229.204859 + Penalty 1081.391372 = -44147.813486 nChanged 12 SP:Iteration 10F (90.355061 sec): 3 clusters Score: Raw -45241.221574 + Penalty 1086.419316 = -44154.802258 nChanged 6 SP:Iteration 11Q (90.356136 sec): 3 clusters Score: Raw -45247.742811 + Penalty 1089.625933 = -44158.116879 nChanged 3 SP:Iteration 12Q (90.357202 sec): 3 clusters Score: Raw -45249.792458 + Penalty 1089.625933 = -44160.166525 nChanged 0 SP:Iteration 13F (90.358331 sec): 3 clusters Score: Raw -45249.792458 + Penalty 1089.625933 = -44160.166525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.359065 sec): 2 clusters Score: Raw -8547.043830 + Penalty 575.752233 = -7971.291597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.359444 sec): 3 clusters Score: Raw -8577.928886 + Penalty 1163.319911 = -7414.608975 nChanged 8 SP:Iteration 1F (90.359814 sec): 3 clusters Score: Raw -8604.850242 + Penalty 1163.454583 = -7441.395659 nChanged 2 SP:Iteration 2Q (90.360169 sec): 3 clusters Score: Raw -8612.171703 + Penalty 1163.454583 = -7448.717120 nChanged 0 SP:Iteration 3F (90.360569 sec): 3 clusters Score: Raw -8612.171703 + Penalty 1163.454583 = -7448.717120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.361078 sec): 2 clusters Score: Raw -1261.986239 + Penalty 287.143774 = -974.842465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.361311 sec): 3 clusters Score: Raw -1291.563363 + Penalty 561.366158 = -730.197204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.361794 sec): 2 clusters Score: Raw -574.508214 + Penalty 176.300741 = -398.207473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.362013 sec): 3 clusters Score: Raw -564.152916 + Penalty 346.098460 = -218.054456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.362498 sec): 2 clusters Score: Raw -628.444993 + Penalty 165.566522 = -462.878471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.362718 sec): 3 clusters Score: Raw -631.170916 + Penalty 331.421993 = -299.748923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.363966 sec): 2 clusters Score: Raw -26072.958607 + Penalty 688.159593 = -25384.799015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.364706 sec): 3 clusters Score: Raw -26001.874403 + Penalty 1376.771694 = -24625.102709 nChanged 64 SP:Iteration 1F (90.365411 sec): 3 clusters Score: Raw -26085.622662 + Penalty 1376.319185 = -24709.303477 nChanged 17 SP:Iteration 2F (90.366202 sec): 3 clusters Score: Raw -26108.257944 + Penalty 1376.934974 = -24731.322970 nChanged 10 SP:Iteration 3Q (90.366935 sec): 3 clusters Score: Raw -26121.789754 + Penalty 1377.632293 = -24744.157461 nChanged 4 SP:Iteration 4Q (90.367644 sec): 3 clusters Score: Raw -26126.939367 + Penalty 1377.908309 = -24749.031058 nChanged 3 SP:Iteration 5Q (90.368351 sec): 3 clusters Score: Raw -26131.727975 + Penalty 1377.908309 = -24753.819665 nChanged 0 SP:Iteration 6F (90.369079 sec): 3 clusters Score: Raw -26131.727975 + Penalty 1377.908309 = -24753.819665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.369637 sec): 2 clusters Score: Raw -2184.464878 + Penalty 363.135928 = -1821.328950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.369901 sec): 3 clusters Score: Raw -2240.714922 + Penalty 725.866283 = -1514.848639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.370527 sec): 2 clusters Score: Raw -4517.478643 + Penalty 178.022000 = -4339.456643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.370851 sec): 3 clusters Score: Raw -4556.073878 + Penalty 355.715498 = -4200.358379 nChanged 15 SP:Iteration 1F (90.371167 sec): 3 clusters Score: Raw -4604.080885 + Penalty 354.104886 = -4249.976000 nChanged 3 SP:Iteration 2Q (90.371471 sec): 3 clusters Score: Raw -4607.825173 + Penalty 352.568413 = -4255.256760 nChanged 1 SP:Iteration 3Q (90.371772 sec): 3 clusters Score: Raw -4615.538695 + Penalty 350.166183 = -4265.372512 nChanged 1 SP:Iteration 4Q (90.372073 sec): 3 clusters Score: Raw -4618.243502 + Penalty 350.166183 = -4268.077319 nChanged 0 SP:Iteration 5F (90.372389 sec): 3 clusters Score: Raw -4618.243502 + Penalty 350.166183 = -4268.077319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.372899 sec): 2 clusters Score: Raw -359.954181 + Penalty 108.767044 = -251.187137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.373112 sec): 3 clusters Score: Raw -358.448110 + Penalty 217.534088 = -140.914021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.373586 sec): 2 clusters Score: Raw -348.971650 + Penalty 84.016814 = -264.954836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.373798 sec): 3 clusters Score: Raw -345.540999 + Penalty 195.867271 = -149.673728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.374299 sec): 2 clusters Score: Raw -1294.100944 + Penalty 274.551330 = -1019.549614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.374531 sec): 3 clusters Score: Raw -1297.536345 + Penalty 548.585471 = -748.950873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 88 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.375578 sec): 2 clusters Score: Raw -18280.570500 + Penalty 363.775752 = -17916.794749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.376222 sec): 3 clusters Score: Raw -18196.199054 + Penalty 732.919720 = -17463.279334 nChanged 59 SP:Iteration 1F (90.376836 sec): 3 clusters Score: Raw -18249.619439 + Penalty 741.129328 = -17508.490111 nChanged 18 SP:Iteration 2F (90.377439 sec): 3 clusters Score: Raw -18284.285558 + Penalty 743.114297 = -17541.171261 nChanged 12 SP:Iteration 3F (90.378043 sec): 3 clusters Score: Raw -18308.415583 + Penalty 744.135794 = -17564.279789 nChanged 5 SP:Iteration 4Q (90.378635 sec): 3 clusters Score: Raw -18316.128619 + Penalty 747.487360 = -17568.641258 nChanged 2 SP:Iteration 5Q (90.379219 sec): 3 clusters Score: Raw -18321.498455 + Penalty 753.577565 = -17567.920890 nChanged 4 SP:Iteration 6F (90.379820 sec): 3 clusters Score: Raw -18324.443397 + Penalty 756.519942 = -17567.923455 nChanged 2 SP:Iteration 7Q (90.380402 sec): 3 clusters Score: Raw -18326.321392 + Penalty 758.059934 = -17568.261458 nChanged 2 SP:Iteration 8Q (90.380982 sec): 3 clusters Score: Raw -18329.381326 + Penalty 758.079254 = -17571.302072 nChanged 1 SP:Iteration 9Q (90.381561 sec): 3 clusters Score: Raw -18330.696380 + Penalty 758.079254 = -17572.617126 nChanged 0 SP:Iteration 10F (90.382162 sec): 3 clusters Score: Raw -18330.696380 + Penalty 758.079254 = -17572.617126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.382665 sec): 2 clusters Score: Raw -701.857656 + Penalty 147.736819 = -554.120836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.382888 sec): 3 clusters Score: Raw -714.726201 + Penalty 251.479456 = -463.246745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.383375 sec): 2 clusters Score: Raw -547.996374 + Penalty 165.644112 = -382.352261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.383590 sec): 3 clusters Score: Raw -553.961214 + Penalty 308.868930 = -245.092284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.384074 sec): 2 clusters Score: Raw -729.499406 + Penalty 193.202051 = -536.297355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.384294 sec): 3 clusters Score: Raw -732.175779 + Penalty 386.404101 = -345.771678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.384798 sec): 2 clusters Score: Raw -647.703789 + Penalty 183.716335 = -463.987454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.385017 sec): 3 clusters Score: Raw -646.391614 + Penalty 361.607861 = -284.783753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.385499 sec): 2 clusters Score: Raw -466.230301 + Penalty 163.063843 = -303.166458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.385721 sec): 3 clusters Score: Raw -462.376228 + Penalty 317.871882 = -144.504347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 105 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.386223 sec): 2 clusters Score: Raw -1100.952167 + Penalty 258.355754 = -842.596413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.386452 sec): 3 clusters Score: Raw -1127.165414 + Penalty 517.783832 = -609.381582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.387141 sec): 2 clusters Score: Raw -7522.181349 + Penalty 427.984047 = -7094.197303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.387506 sec): 3 clusters Score: Raw -7532.944476 + Penalty 858.706434 = -6674.238042 nChanged 5 SP:Iteration 1F (90.387866 sec): 3 clusters Score: Raw -7540.539627 + Penalty 858.706434 = -6681.833192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.388340 sec): 2 clusters Score: Raw -430.409771 + Penalty 64.133764 = -366.276007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.388542 sec): 3 clusters Score: Raw -433.817924 + Penalty 139.323131 = -294.494793 nChanged 1 SP:Iteration 1F (90.388738 sec): 3 clusters Score: Raw -438.705924 + Penalty 139.323131 = -299.382793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 111 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.389490 sec): 2 clusters Score: Raw -9707.245289 + Penalty 706.514620 = -9000.730670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.389899 sec): 3 clusters Score: Raw -9782.281241 + Penalty 1412.119866 = -8370.161375 nChanged 4 SP:Iteration 1Q (90.390286 sec): 3 clusters Score: Raw -9801.537479 + Penalty 1412.105068 = -8389.432411 nChanged 1 SP:Iteration 2Q (90.390666 sec): 3 clusters Score: Raw -9806.022648 + Penalty 1412.105068 = -8393.917580 nChanged 0 SP:Iteration 3F (90.391067 sec): 3 clusters Score: Raw -9806.022648 + Penalty 1412.105068 = -8393.917580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.391548 sec): 2 clusters Score: Raw -532.462176 + Penalty 130.490848 = -401.971328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.391766 sec): 3 clusters Score: Raw -536.460893 + Penalty 255.941860 = -280.519033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.392242 sec): 2 clusters Score: Raw -444.238169 + Penalty 106.606887 = -337.631282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.392454 sec): 3 clusters Score: Raw -446.410097 + Penalty 198.172519 = -248.237578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.392931 sec): 2 clusters Score: Raw -282.094928 + Penalty 112.708898 = -169.386030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.393163 sec): 3 clusters Score: Raw -274.235115 + Penalty 212.945670 = -61.289445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.393630 sec): 2 clusters Score: Raw -172.341408 + Penalty 29.513390 = -142.828018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.393829 sec): 3 clusters Score: Raw -170.786640 + Penalty 59.026780 = -111.759860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 125 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.394361 sec): 2 clusters Score: Raw -2162.832687 + Penalty 328.658285 = -1834.174403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.394615 sec): 3 clusters Score: Raw -2177.097532 + Penalty 656.003548 = -1521.093984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.395103 sec): 2 clusters Score: Raw -821.312678 + Penalty 219.829001 = -601.483676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.395326 sec): 3 clusters Score: Raw -823.286169 + Penalty 442.345105 = -380.941064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 130 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.395834 sec): 2 clusters Score: Raw -1435.065047 + Penalty 269.375777 = -1165.689271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.396070 sec): 3 clusters Score: Raw -1446.349754 + Penalty 566.093738 = -880.256016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 131 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.396569 sec): 2 clusters Score: Raw -1275.588555 + Penalty 251.088176 = -1024.500378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.396801 sec): 3 clusters Score: Raw -1291.495730 + Penalty 498.951247 = -792.544482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.397277 sec): 2 clusters Score: Raw -466.962550 + Penalty 141.945255 = -325.017295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.397491 sec): 3 clusters Score: Raw -460.630125 + Penalty 294.797721 = -165.832404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.397972 sec): 2 clusters Score: Raw -657.930397 + Penalty 179.275168 = -478.655229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.398192 sec): 3 clusters Score: Raw -650.983855 + Penalty 329.798799 = -321.185057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.398675 sec): 2 clusters Score: Raw -766.936472 + Penalty 211.512641 = -555.423831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.398895 sec): 3 clusters Score: Raw -759.890315 + Penalty 423.025282 = -336.865033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.399360 sec): 2 clusters Score: Raw -259.725851 + Penalty 41.810201 = -217.915650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.399557 sec): 3 clusters Score: Raw -257.819115 + Penalty 81.360692 = -176.458423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.400040 sec): 2 clusters Score: Raw -734.602593 + Penalty 222.006031 = -512.596562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.400280 sec): 3 clusters Score: Raw -745.291097 + Penalty 467.807635 = -277.483462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 147 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.400770 sec): 2 clusters Score: Raw -822.211286 + Penalty 214.764185 = -607.447101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.400994 sec): 3 clusters Score: Raw -830.043878 + Penalty 424.917432 = -405.126446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.401464 sec): 2 clusters Score: Raw -182.613716 + Penalty 60.896013 = -121.717704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.401658 sec): 2 clusters Score: Raw -182.613716 + Penalty 60.896013 = -121.717704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 151 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.402230 sec): 2 clusters Score: Raw -3637.706856 + Penalty 213.804547 = -3423.902309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.402516 sec): 3 clusters Score: Raw -3637.519410 + Penalty 422.031783 = -3215.487626 nChanged 3 SP:Iteration 1F (90.402797 sec): 3 clusters Score: Raw -3644.559875 + Penalty 422.031783 = -3222.528092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.403306 sec): 2 clusters Score: Raw -1416.693774 + Penalty 284.291187 = -1132.402587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.403542 sec): 3 clusters Score: Raw -1436.383030 + Penalty 558.434389 = -877.948641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.404012 sec): 2 clusters Score: Raw -281.300730 + Penalty 103.807126 = -177.493604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.404222 sec): 3 clusters Score: Raw -272.480607 + Penalty 214.240854 = -58.239753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.404699 sec): 2 clusters Score: Raw -463.481382 + Penalty 138.727047 = -324.754335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.404914 sec): 3 clusters Score: Raw -455.999714 + Penalty 277.495187 = -178.504527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 168 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.405452 sec): 2 clusters Score: Raw -2700.852450 + Penalty 310.285497 = -2390.566953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.405721 sec): 3 clusters Score: Raw -2721.032830 + Penalty 624.447059 = -2096.585771 nChanged 1 SP:Iteration 1Q (90.405972 sec): 3 clusters Score: Raw -2726.412702 + Penalty 624.447059 = -2101.965643 nChanged 0 SP:Iteration 2F (90.406228 sec): 3 clusters Score: Raw -2726.412702 + Penalty 624.447059 = -2101.965643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.406704 sec): 2 clusters Score: Raw -466.486659 + Penalty 162.174605 = -304.312054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.406917 sec): 3 clusters Score: Raw -461.082006 + Penalty 292.206970 = -168.875036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.407386 sec): 2 clusters Score: Raw -184.276375 + Penalty 59.214254 = -125.062121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.407596 sec): 2 clusters Score: Raw -184.276375 + Penalty 59.214254 = -125.062121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.408058 sec): 2 clusters Score: Raw -86.001900 + Penalty 0.000000 = -86.001900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.408246 sec): 2 clusters Score: Raw -86.001900 + Penalty 0.000000 = -86.001900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 194 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.408721 sec): 2 clusters Score: Raw -450.366829 + Penalty 108.650326 = -341.716503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.408934 sec): 3 clusters Score: Raw -449.336786 + Penalty 228.835740 = -220.501047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.409404 sec): 2 clusters Score: Raw -284.265855 + Penalty 108.388652 = -175.877204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.409599 sec): 2 clusters Score: Raw -284.265855 + Penalty 108.388652 = -175.877204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.410062 sec): 2 clusters Score: Raw -87.725157 + Penalty 0.000000 = -87.725157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.410251 sec): 2 clusters Score: Raw -87.725157 + Penalty 0.000000 = -87.725157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 215 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.410721 sec): 2 clusters Score: Raw -270.764921 + Penalty 98.174356 = -172.590565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.410930 sec): 3 clusters Score: Raw -264.884582 + Penalty 229.643352 = -35.241230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.411399 sec): 2 clusters Score: Raw -278.354777 + Penalty 89.603726 = -188.751050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.411607 sec): 3 clusters Score: Raw -270.906067 + Penalty 170.361983 = -100.544085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 227 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.412073 sec): 2 clusters Score: Raw -170.281579 + Penalty 38.408535 = -131.873044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.412270 sec): 3 clusters Score: Raw -169.446671 + Penalty 76.817069 = -92.629602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 231 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.412807 sec): 2 clusters Score: Raw -2530.684666 + Penalty 128.080636 = -2402.604030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.413068 sec): 3 clusters Score: Raw -2527.893592 + Penalty 256.714569 = -2271.179023 nChanged 2 SP:Iteration 1F (90.413324 sec): 3 clusters Score: Raw -2531.949562 + Penalty 260.109750 = -2271.839813 nChanged 2 SP:Iteration 2F (90.413583 sec): 3 clusters Score: Raw -2535.919668 + Penalty 258.805786 = -2277.113881 nChanged 1 SP:Iteration 3Q (90.413839 sec): 3 clusters Score: Raw -2537.699677 + Penalty 260.305369 = -2277.394308 nChanged 1 SP:Iteration 4Q (90.414093 sec): 3 clusters Score: Raw -2539.551228 + Penalty 260.305369 = -2279.245859 nChanged 0 SP:Iteration 5F (90.414350 sec): 3 clusters Score: Raw -2539.551228 + Penalty 260.305369 = -2279.245859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 232 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.414865 sec): 2 clusters Score: Raw -1207.418771 + Penalty 193.374828 = -1014.043944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.415097 sec): 3 clusters Score: Raw -1226.203253 + Penalty 399.397168 = -826.806085 nChanged 0 Deleting Class 111 (104 points): Lose 545.426116 but Gain 1616.612021 Iteration 119Q (90.638788 sec): 103 clusters Score: Raw -3435710.098943 + Penalty 92468.376147 = -3343241.722796 nChanged 108 Deleting Class 50 (49 points): Lose 214.924323 but Gain 1319.290540 Iteration 120F (92.614175 sec): 102 clusters Score: Raw -3435725.727187 + Penalty 91205.662526 = -3344520.064661 nChanged 64 Deleting Class 63 (14 points): Lose 83.473043 but Gain 1156.282613 Iteration 121Q (92.823867 sec): 101 clusters Score: Raw -3435757.056875 + Penalty 90054.875369 = -3345702.181506 nChanged 43 Deleting Class 117 (3 points): Lose 21.591361 but Gain 1090.252695 Iteration 122Q (93.031190 sec): 100 clusters Score: Raw -3435803.860973 + Penalty 88976.547823 = -3346827.313150 nChanged 25 Deleting Class 146 (8 points): Lose 73.551502 but Gain 1134.570464 Iteration 123Q (93.234135 sec): 99 clusters Score: Raw -3435773.153129 + Penalty 87865.776813 = -3347907.376316 nChanged 29 Deleting Class 87 (14 points): Lose 45.241603 but Gain 1105.574832 Iteration 124Q (93.438679 sec): 98 clusters Score: Raw -3435774.753848 + Penalty 86779.753488 = -3348995.000360 nChanged 37 Deleting Class 104 (5 points): Lose 21.860792 but Gain 1076.705329 Iteration 125Q (93.641952 sec): 97 clusters Score: Raw -3435793.065549 + Penalty 85714.306473 = -3350078.759077 nChanged 24 Deleting Class 136 (8 points): Lose 28.384457 but Gain 1080.943584 Iteration 126Q (93.845762 sec): 96 clusters Score: Raw -3435787.103726 + Penalty 84644.781518 = -3351142.322208 nChanged 18 Deleting Class 178 (5 points): Lose 34.981475 but Gain 1070.833719 Iteration 127Q (94.047941 sec): 95 clusters Score: Raw -3435768.687136 + Penalty 83592.392519 = -3352176.294617 nChanged 19 Deleting Class 205 (3 points): Lose 13.572097 but Gain 1048.462198 Iteration 128Q (94.252877 sec): 94 clusters Score: Raw -3435776.217708 + Penalty 82551.165426 = -3353225.052282 nChanged 18 Deleting Class 65 (6 points): Lose 17.044085 but Gain 1045.653622 Iteration 129Q (94.453023 sec): 93 clusters Score: Raw -3435771.043210 + Penalty 81517.376690 = -3354253.666519 nChanged 18 Deleting Class 159 (16 points): Lose 69.223017 but Gain 1089.660883 Iteration 130F (96.235543 sec): 92 clusters Score: Raw -3435718.279968 + Penalty 80450.041009 = -3355268.238960 nChanged 28 Deleting Class 58 (8 points): Lose 28.193279 but Gain 1044.357832 Iteration 131Q (96.434593 sec): 91 clusters Score: Raw -3435720.274707 + Penalty 79430.888559 = -3356289.386148 nChanged 16 Deleting Class 105 (12 points): Lose 94.670924 but Gain 1104.896190 Iteration 132Q (96.629511 sec): 90 clusters Score: Raw -3435641.538231 + Penalty 78350.007042 = -3357291.531189 nChanged 15 Deleting Class 147 (9 points): Lose 29.445820 but Gain 1038.725578 Iteration 133Q (96.826642 sec): 89 clusters Score: Raw -3435639.893176 + Penalty 77349.237615 = -3358290.655561 nChanged 15 Deleting Class 128 (9 points): Lose 65.074153 but Gain 1063.222000 Iteration 134Q (97.020192 sec): 88 clusters Score: Raw -3435589.899127 + Penalty 76293.204646 = -3359296.694481 nChanged 12 Deleting Class 62 (113 points): Lose 424.118514 but Gain 1421.135745 Iteration 135Q (97.213691 sec): 87 clusters Score: Raw -3435183.271849 + Penalty 75053.703723 = -3360129.568126 nChanged 115 Deleting Class 45 (47 points): Lose 149.595612 but Gain 1152.574669 Iteration 136Q (97.416903 sec): 86 clusters Score: Raw -3435229.747036 + Penalty 73957.618413 = -3361272.128623 nChanged 74 Deleting Class 57 (32 points): Lose 104.246525 but Gain 1103.132049 Iteration 137Q (97.611986 sec): 85 clusters Score: Raw -3435214.921351 + Penalty 72884.058914 = -3362330.862437 nChanged 65 Deleting Class 164 (3 points): Lose 15.050474 but Gain 1004.144310 Iteration 138Q (97.804247 sec): 84 clusters Score: Raw -3435288.232802 + Penalty 71905.827661 = -3363382.405141 nChanged 35 Deleting Class 125 (25 points): Lose 142.432435 but Gain 1115.854393 Iteration 139Q (97.994898 sec): 83 clusters Score: Raw -3435166.977850 + Penalty 70892.158433 = -3364274.819418 nChanged 38 Deleting Class 101 (7 points): Lose 47.739175 but Gain 1003.317543 Iteration 140F (99.587920 sec): 82 clusters Score: Raw -3435186.407706 + Penalty 69890.781548 = -3365295.626158 nChanged 21 Deleting Class 131 (14 points): Lose 64.729910 but Gain 1011.092419 Iteration 141Q (99.784132 sec): 81 clusters Score: Raw -3435144.437009 + Penalty 68902.777837 = -3366241.659171 nChanged 32 Deleting Class 135 (7 points): Lose 35.408739 but Gain 979.063301 Iteration 142Q (99.977412 sec): 80 clusters Score: Raw -3435141.399528 + Penalty 67921.264312 = -3367220.135216 nChanged 14 Deleting Class 97 (8 points): Lose 48.098931 but Gain 987.366600 Iteration 143Q (100.170915 sec): 79 clusters Score: Raw -3435106.231771 + Penalty 66951.287596 = -3368154.944175 nChanged 15 Deleting Class 130 (16 points): Lose 94.219571 but Gain 1032.491545 Iteration 144Q (100.364744 sec): 78 clusters Score: Raw -3435028.539824 + Penalty 65940.026910 = -3369088.512914 nChanged 24 Deleting Class 44 (12 points): Lose 101.750130 but Gain 1034.716034 Iteration 145Q (100.557344 sec): 77 clusters Score: Raw -3434957.258954 + Penalty 64949.527595 = -3370007.731359 nChanged 27 Deleting Class 165 (8 points): Lose 35.257732 but Gain 980.977684 Iteration 146Q (100.747657 sec): 76 clusters Score: Raw -3434951.798692 + Penalty 63984.139242 = -3370967.659450 nChanged 26 Deleting Class 133 (5 points): Lose 9.251212 but Gain 937.259969 Iteration 147Q (100.931915 sec): 75 clusters Score: Raw -3434959.537659 + Penalty 63045.922653 = -3371913.615006 nChanged 19 Deleting Class 148 (2 points): Lose 6.543106 but Gain 933.634327 Iteration 148Q (101.114064 sec): 74 clusters Score: Raw -3434968.103337 + Penalty 62104.934214 = -3372863.169122 nChanged 16 Deleting Class 215 (3 points): Lose 32.944801 but Gain 949.657547 Iteration 149Q (101.294587 sec): 73 clusters Score: Raw -3434944.628967 + Penalty 61156.059563 = -3373788.569404 nChanged 15 Deleting Class 70 (25 points): Lose 295.595662 but Gain 1198.887447 Iteration 150F (102.710087 sec): 72 clusters Score: Raw -3434658.036477 + Penalty 59964.164303 = -3374693.872173 nChanged 32 Deleting Class 91 (6 points): Lose 81.174361 but Gain 982.448315 Iteration 151Q (102.890975 sec): 71 clusters Score: Raw -3434664.171944 + Penalty 58986.183597 = -3375677.988347 nChanged 22 Deleting Class 179 (2 points): Lose 13.106665 but Gain 907.850244 Iteration 152Q (103.069029 sec): 70 clusters Score: Raw -3434683.997704 + Penalty 58088.873452 = -3376595.124253 nChanged 12 Deleting Class 24 (57 points): Lose 367.586757 but Gain 1226.747031 Iteration 153Q (103.247970 sec): 69 clusters Score: Raw -3434333.455078 + Penalty 57212.275720 = -3377121.179358 nChanged 65 Deleting Class 207 (3 points): Lose 24.582397 but Gain 1262.128233 Iteration 154Q (103.425534 sec): 68 clusters Score: Raw -3434467.234260 + Penalty 56132.186948 = -3378335.047313 nChanged 30 Deleting Class 66 (7 points): Lose 46.454086 but Gain 904.197202 Iteration 155Q (103.600533 sec): 67 clusters Score: Raw -3434451.497875 + Penalty 55240.659165 = -3379210.838709 nChanged 36 Deleting Class 168 (30 points): Lose 125.176483 but Gain 974.571818 Iteration 156Q (103.775371 sec): 66 clusters Score: Raw -3434360.542519 + Penalty 54277.555392 = -3380082.987127 nChanged 67 Deleting Class 83 (4 points): Lose 6.053639 but Gain 833.787319 Iteration 157Q (103.951299 sec): 65 clusters Score: Raw -3434415.195452 + Penalty 53446.718346 = -3380968.477105 nChanged 32 Deleting Class 219 (3 points): Lose 48.355499 but Gain 866.752364 Iteration 158Q (104.124601 sec): 64 clusters Score: Raw -3434386.959677 + Penalty 52599.416040 = -3381787.543637 nChanged 26 Deleting Class 48 (12 points): Lose 58.849843 but Gain 846.504535 Iteration 159Q (104.294810 sec): 63 clusters Score: Raw -3434346.499750 + Penalty 51755.035886 = -3382591.463864 nChanged 24 Deleting Class 29 (85 points): Lose 229.981504 but Gain 1004.527858 Iteration 160F (105.514188 sec): 62 clusters Score: Raw -3434135.401346 + Penalty 50762.836520 = -3383372.564826 nChanged 95 Deleting Class 112 (6 points): Lose 38.126197 but Gain 773.951528 Iteration 161Q (105.684873 sec): 61 clusters Score: Raw -3434215.850169 + Penalty 49993.574658 = -3384222.275511 nChanged 32 Deleting Class 185 (1 points): Lose 25.885927 but Gain 748.986704 Iteration 162Q (105.854009 sec): 60 clusters Score: Raw -3434212.842382 + Penalty 49241.620811 = -3384971.221572 nChanged 17 Deleting Class 232 (13 points): Lose 83.599751 but Gain 794.641271 Iteration 163Q (106.020808 sec): 59 clusters Score: Raw -3434138.100676 + Penalty 48439.696932 = -3385698.403744 nChanged 21 Deleting Class 89 (8 points): Lose 62.887266 but Gain 755.014766 Iteration 164Q (106.185970 sec): 58 clusters Score: Raw -3434107.249060 + Penalty 47675.235951 = -3386432.013109 nChanged 15 Deleting Class 194 (5 points): Lose 34.830733 but Gain 717.414621 Iteration 165Q (106.349126 sec): 57 clusters Score: Raw -3434091.225806 + Penalty 46955.328628 = -3387135.897179 nChanged 11 Deleting Class 114 (5 points): Lose 40.960665 but Gain 703.921858 Iteration 166Q (106.512304 sec): 56 clusters Score: Raw -3434058.447812 + Penalty 46251.429376 = -3387807.018436 nChanged 10 Deleting Class 26 (149 points): Lose 350.330747 but Gain 1003.975139 Iteration 167Q (106.673982 sec): 55 clusters Score: Raw -3433716.960232 + Penalty 45280.297631 = -3388436.662601 nChanged 152 Deleting Class 51 (18 points): Lose 85.518634 but Gain 729.975128 Iteration 168Q (106.839348 sec): 54 clusters Score: Raw -3433835.128847 + Penalty 44549.540487 = -3389285.588360 nChanged 68 Deleting Class 42 (186 points): Lose 976.868620 but Gain 1604.290386 Iteration 169Q (106.999954 sec): 53 clusters Score: Raw -3432909.844332 + Penalty 43047.943383 = -3389861.900949 nChanged 217 Deleting Class 86 (4 points): Lose 34.937578 but Gain 644.056795 Iteration 170F (108.028552 sec): 52 clusters Score: Raw -3433410.552144 + Penalty 42392.944219 = -3391017.607926 nChanged 72 Deleting Class 31 (2 points): Lose 16.247997 but Gain 623.934302 Iteration 171Q (108.190059 sec): 51 clusters Score: Raw -3433447.610575 + Penalty 41777.234668 = -3391670.375907 nChanged 41 Deleting Class 107 (85 points): Lose 405.791421 but Gain 991.376359 Iteration 172Q (108.347957 sec): 50 clusters Score: Raw -3433065.738292 + Penalty 40843.393652 = -3392222.344640 nChanged 128 Deleting Class 47 (185 points): Lose 538.123389 but Gain 1118.922099 Iteration 173Q (108.512218 sec): 49 clusters Score: Raw -3432736.385736 + Penalty 39798.213313 = -3392938.172423 nChanged 234 Deleting Class 227 (2 points): Lose 31.132956 but Gain 588.864935 Iteration 174Q (108.672926 sec): 48 clusters Score: Raw -3433019.483721 + Penalty 39236.512194 = -3393782.971527 nChanged 86 Deleting Class 33 (31 points): Lose 133.351368 but Gain 650.046541 Iteration 175Q (108.829400 sec): 47 clusters Score: Raw -3432930.866112 + Penalty 38612.558699 = -3394318.307413 nChanged 79 Deleting Class 39 (75 points): Lose 231.937836 but Gain 733.225898 Iteration 176Q (108.983504 sec): 46 clusters Score: Raw -3432761.674998 + Penalty 37905.914886 = -3394855.760113 nChanged 108 Deleting Class 52 (42 points): Lose 118.433714 but Gain 608.546853 Iteration 177Q (109.141594 sec): 45 clusters Score: Raw -3432760.930634 + Penalty 37298.725228 = -3395462.205406 nChanged 89 Deleting Class 8 (322 points): Lose 1117.458743 but Gain 1576.173822 Iteration 178Q (109.302459 sec): 44 clusters Score: Raw -3431715.854364 + Penalty 35834.099722 = -3395881.754642 nChanged 357 Deleting Class 151 (48 points): Lose 204.750282 but Gain 631.315783 Iteration 179Q (109.464321 sec): 43 clusters Score: Raw -3432202.823360 + Penalty 35223.747660 = -3396979.075699 nChanged 113 Deleting Class 38 (76 points): Lose 681.141918 but Gain 1106.669721 Iteration 180F (110.303887 sec): 42 clusters Score: Raw -3431644.650832 + Penalty 34132.246215 = -3397512.404617 nChanged 126 Deleting Class 145 (3 points): Lose 39.166931 but Gain 404.437319 Iteration 181Q (110.458271 sec): 41 clusters Score: Raw -3431891.552951 + Penalty 33743.981336 = -3398147.571615 nChanged 65 Deleting Class 123 (2 points): Lose 96.921986 but Gain 452.487984 Iteration 182Q (110.609716 sec): 40 clusters Score: Raw -3431851.179084 + Penalty 33255.752169 = -3398595.426915 nChanged 49 Deleting Class 109 (5 points): Lose 116.077963 but Gain 423.473186 Iteration 183Q (110.761029 sec): 39 clusters Score: Raw -3431764.446324 + Penalty 32796.242843 = -3398968.203481 nChanged 33 Deleting Class 231 (29 points): Lose 108.959808 but Gain 404.217973 Iteration 184Q (110.911447 sec): 38 clusters Score: Raw -3431677.260477 + Penalty 32400.779720 = -3399276.480757 nChanged 51 Deleting Class 9 (261 points): Lose 931.056875 but Gain 1221.481639 Iteration 185Q (111.061921 sec): 37 clusters Score: Raw -3430794.258626 + Penalty 31293.507640 = -3399500.750986 nChanged 279 Deleting Class 14 (196 points): Lose 1409.116778 but Gain 1582.427424 Iteration 186Q (111.213775 sec): 36 clusters Score: Raw -3429992.620290 + Penalty 29915.730984 = -3400076.889306 nChanged 277 Deleting Class 43 (169 points): Lose 665.621599 but Gain 824.275174 Iteration 187Q (111.363727 sec): 35 clusters Score: Raw -3430111.381492 + Penalty 29110.931326 = -3401000.450167 nChanged 250 Iteration 188Q (111.512345 sec): 35 clusters Score: Raw -3430584.190098 + Penalty 29167.341903 = -3401416.848195 nChanged 107 Iteration 189Q (111.658115 sec): 35 clusters Score: Raw -3430684.857858 + Penalty 29185.940892 = -3401498.916965 nChanged 55 Iteration 190F (112.359681 sec): 35 clusters Score: Raw -3430713.901263 + Penalty 29200.998306 = -3401512.902957 nChanged 38 Iteration 191Q (112.505664 sec): 35 clusters Score: Raw -3430730.464815 + Penalty 29203.623730 = -3401526.841084 nChanged 23 Iteration 192Q (112.651178 sec): 35 clusters Score: Raw -3430738.201413 + Penalty 29205.343692 = -3401532.857721 nChanged 15 Iteration 193Q (112.796689 sec): 35 clusters Score: Raw -3430741.791140 + Penalty 29204.860901 = -3401536.930239 nChanged 17 Iteration 194Q (112.942017 sec): 35 clusters Score: Raw -3430750.224945 + Penalty 29200.380896 = -3401549.844049 nChanged 11 Iteration 195Q (113.087350 sec): 35 clusters Score: Raw -3430752.001157 + Penalty 29195.806699 = -3401556.194458 nChanged 10 Iteration 196Q (113.232216 sec): 35 clusters Score: Raw -3430753.916654 + Penalty 29188.976177 = -3401564.940477 nChanged 10 Iteration 197Q (113.376770 sec): 35 clusters Score: Raw -3430756.368156 + Penalty 29184.868025 = -3401571.500131 nChanged 8 Iteration 198Q (113.521849 sec): 35 clusters Score: Raw -3430757.217140 + Penalty 29181.620784 = -3401575.596356 nChanged 7 Iteration 199Q (113.667071 sec): 35 clusters Score: Raw -3430757.899638 + Penalty 29179.805473 = -3401578.094165 nChanged 5 Iteration 200F (114.366307 sec): 35 clusters Score: Raw -3430758.318879 + Penalty 29177.270313 = -3401581.048566 nChanged 6 Iteration 201Q (114.512227 sec): 35 clusters Score: Raw -3430758.805340 + Penalty 29176.465760 = -3401582.339580 nChanged 2 Iteration 202Q (114.656671 sec): 35 clusters Score: Raw -3430758.891045 + Penalty 29176.465760 = -3401582.425285 nChanged 0 Iteration 203F (115.355897 sec): 35 clusters Score: Raw -3430758.891045 + Penalty 29176.465760 = -3401582.425285 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -3430758.891045 + Penalty 29176.465760 = -3401582.425285Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 1 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.499282 sec): 2 clusters Score: Raw -111911.631468 + Penalty 759.718977 = -111151.912491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.501507 sec): 3 clusters Score: Raw -111369.321149 + Penalty 1519.784355 = -109849.536793 nChanged 396 SP:Iteration 1F (115.503675 sec): 3 clusters Score: Raw -111627.901560 + Penalty 1520.915839 = -110106.985720 nChanged 119 SP:Iteration 2F (115.505869 sec): 3 clusters Score: Raw -111735.979151 + Penalty 1522.366935 = -110213.612216 nChanged 80 SP:Iteration 3F (115.508052 sec): 3 clusters Score: Raw -111810.129409 + Penalty 1522.937306 = -110287.192103 nChanged 59 SP:Iteration 4F (115.510253 sec): 3 clusters Score: Raw -111846.894512 + Penalty 1524.436607 = -110322.457906 nChanged 46 SP:Iteration 5Q (115.512413 sec): 3 clusters Score: Raw -111873.666312 + Penalty 1524.961670 = -110348.704642 nChanged 27 SP:Iteration 6Q (115.514561 sec): 3 clusters Score: Raw -111889.666678 + Penalty 1525.013802 = -110364.652876 nChanged 16 SP:Iteration 7Q (115.516901 sec): 3 clusters Score: Raw -111902.154135 + Penalty 1524.667676 = -110377.486459 nChanged 18 SP:Iteration 8Q (115.519214 sec): 3 clusters Score: Raw -111913.783930 + Penalty 1524.404653 = -110389.379277 nChanged 21 SP:Iteration 9Q (115.521348 sec): 3 clusters Score: Raw -111927.253526 + Penalty 1524.777800 = -110402.475726 nChanged 15 SP:Iteration 10F (115.523487 sec): 3 clusters Score: Raw -111935.779496 + Penalty 1525.365482 = -110410.414014 nChanged 11 SP:Iteration 11Q (115.525614 sec): 3 clusters Score: Raw -111939.847188 + Penalty 1525.709334 = -110414.137855 nChanged 6 SP:Iteration 12Q (115.527768 sec): 3 clusters Score: Raw -111941.472754 + Penalty 1525.755075 = -110415.717679 nChanged 5 SP:Iteration 13Q (115.529895 sec): 3 clusters Score: Raw -111943.931531 + Penalty 1526.488704 = -110417.442828 nChanged 6 SP:Iteration 14Q (115.532024 sec): 3 clusters Score: Raw -111946.604363 + Penalty 1527.191619 = -110419.412745 nChanged 4 SP:Iteration 15Q (115.534147 sec): 3 clusters Score: Raw -111948.860907 + Penalty 1527.496383 = -110421.364524 nChanged 4 SP:Iteration 16Q (115.536271 sec): 3 clusters Score: Raw -111950.597343 + Penalty 1527.531326 = -110423.066017 nChanged 2 SP:Iteration 17Q (115.538395 sec): 3 clusters Score: Raw -111951.788775 + Penalty 1527.569915 = -110424.218860 nChanged 1 SP:Iteration 18Q (115.540521 sec): 3 clusters Score: Raw -111952.626479 + Penalty 1527.583518 = -110425.042960 nChanged 1 SP:Iteration 19Q (115.542663 sec): 3 clusters Score: Raw -111953.074730 + Penalty 1527.583518 = -110425.491212 nChanged 0 SP:Iteration 20F (115.544799 sec): 3 clusters Score: Raw -111953.074730 + Penalty 1527.583518 = -110425.491212 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 2 (1096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.548269 sec): 2 clusters Score: Raw -97062.379700 + Penalty 336.477644 = -96725.902056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.550635 sec): 3 clusters Score: Raw -96467.730257 + Penalty 670.173511 = -95797.556745 nChanged 460 SP:Iteration 1F (115.552941 sec): 3 clusters Score: Raw -96786.734656 + Penalty 669.822162 = -96116.912494 nChanged 112 SP:Iteration 2F (115.555071 sec): 3 clusters Score: Raw -96881.721950 + Penalty 671.595962 = -96210.125988 nChanged 89 SP:Iteration 3F (115.557199 sec): 3 clusters Score: Raw -96967.067082 + Penalty 676.569198 = -96290.497884 nChanged 64 SP:Iteration 4F (115.559395 sec): 3 clusters Score: Raw -97029.341352 + Penalty 682.498510 = -96346.842842 nChanged 70 SP:Iteration 5F (115.561567 sec): 3 clusters Score: Raw -97097.587485 + Penalty 689.161626 = -96408.425858 nChanged 54 SP:Iteration 6Q (115.563627 sec): 3 clusters Score: Raw -97139.531535 + Penalty 693.865233 = -96445.666302 nChanged 33 SP:Iteration 7Q (115.565657 sec): 3 clusters Score: Raw -97157.260793 + Penalty 696.653875 = -96460.606918 nChanged 19 SP:Iteration 8Q (115.567665 sec): 3 clusters Score: Raw -97171.805243 + Penalty 699.758684 = -96472.046559 nChanged 18 SP:Iteration 9Q (115.569654 sec): 3 clusters Score: Raw -97179.346092 + Penalty 702.676390 = -96476.669702 nChanged 11 SP:Iteration 10F (115.571896 sec): 3 clusters Score: Raw -97181.411008 + Penalty 703.131177 = -96478.279831 nChanged 3 SP:Iteration 11Q (115.573875 sec): 3 clusters Score: Raw -97182.487719 + Penalty 703.530141 = -96478.957579 nChanged 2 SP:Iteration 12Q (115.575879 sec): 3 clusters Score: Raw -97183.031785 + Penalty 704.086063 = -96478.945722 nChanged 2 SP:Iteration 13F (115.578046 sec): 3 clusters Score: Raw -97183.781332 + Penalty 704.412656 = -96479.368676 nChanged 1 SP:Iteration 14Q (115.580030 sec): 3 clusters Score: Raw -97183.862142 + Penalty 704.619977 = -96479.242165 nChanged 1 SP:Iteration 15F (115.582259 sec): 3 clusters Score: Raw -97184.087619 + Penalty 704.973518 = -96479.114101 nChanged 1 SP:Iteration 16F (115.584576 sec): 3 clusters Score: Raw -97184.204914 + Penalty 705.260497 = -96478.944417 nChanged 1 SP:Iteration 17F (115.586877 sec): 3 clusters Score: Raw -97184.473020 + Penalty 705.260497 = -96479.212522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 3 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.589043 sec): 2 clusters Score: Raw -31102.015067 + Penalty 226.140080 = -30875.874987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.589908 sec): 3 clusters Score: Raw -30938.400336 + Penalty 451.461664 = -30486.938672 nChanged 130 SP:Iteration 1F (115.590759 sec): 3 clusters Score: Raw -31083.341499 + Penalty 444.097278 = -30639.244221 nChanged 38 SP:Iteration 2F (115.591596 sec): 3 clusters Score: Raw -31139.758977 + Penalty 441.657525 = -30698.101452 nChanged 11 SP:Iteration 3Q (115.592444 sec): 3 clusters Score: Raw -31157.396610 + Penalty 441.467202 = -30715.929408 nChanged 10 SP:Iteration 4Q (115.593237 sec): 3 clusters Score: Raw -31165.356683 + Penalty 440.879935 = -30724.476748 nChanged 2 SP:Iteration 5Q (115.594025 sec): 3 clusters Score: Raw -31167.332643 + Penalty 436.622181 = -30730.710462 nChanged 3 SP:Iteration 6Q (115.594809 sec): 3 clusters Score: Raw -31171.318957 + Penalty 431.937612 = -30739.381345 nChanged 5 SP:Iteration 7Q (115.595574 sec): 3 clusters Score: Raw -31177.188996 + Penalty 430.559727 = -30746.629269 nChanged 4 SP:Iteration 8Q (115.596323 sec): 3 clusters Score: Raw -31180.344609 + Penalty 429.799099 = -30750.545510 nChanged 2 SP:Iteration 9Q (115.597069 sec): 3 clusters Score: Raw -31181.417771 + Penalty 430.793849 = -30750.623922 nChanged 2 SP:Iteration 10F (115.597901 sec): 3 clusters Score: Raw -31181.910669 + Penalty 429.595863 = -30752.314805 nChanged 1 SP:Iteration 11Q (115.598645 sec): 3 clusters Score: Raw -31182.061976 + Penalty 429.595863 = -30752.466112 nChanged 0 SP:Iteration 12F (115.599475 sec): 3 clusters Score: Raw -31182.061976 + Penalty 429.595863 = -30752.466112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 5 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.600474 sec): 2 clusters Score: Raw -5337.174984 + Penalty 593.748818 = -4743.426166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.600897 sec): 3 clusters Score: Raw -5597.454337 + Penalty 1187.497635 = -4409.956702 nChanged 13 SP:Iteration 1F (115.601310 sec): 3 clusters Score: Raw -5654.230965 + Penalty 1177.478184 = -4476.752781 nChanged 5 SP:Iteration 2Q (115.601687 sec): 3 clusters Score: Raw -5685.442108 + Penalty 1168.206626 = -4517.235483 nChanged 5 SP:Iteration 3Q (115.602059 sec): 3 clusters Score: Raw -5764.074007 + Penalty 1160.874050 = -4603.199957 nChanged 2 SP:Iteration 4Q (115.602429 sec): 3 clusters Score: Raw -5778.680315 + Penalty 1162.024507 = -4616.655808 nChanged 1 SP:Iteration 5Q (115.602796 sec): 3 clusters Score: Raw -5780.569181 + Penalty 1162.024507 = -4618.544674 nChanged 0 SP:Iteration 6F (115.603206 sec): 3 clusters Score: Raw -5780.569181 + Penalty 1162.024507 = -4618.544674 nChanged 0 Memory request: 0.08 GB would take us to total of 0.46 GB. Trying to split cluster 6 (16834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.678816 sec): 2 clusters Score: Raw -1403463.815845 + Penalty 251.295445 = -1403212.520400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.712743 sec): 3 clusters Score: Raw -1392117.768030 + Penalty 506.875174 = -1391610.892856 nChanged 8022 SP:Iteration 1F (115.745114 sec): 3 clusters Score: Raw -1396596.153447 + Penalty 516.415060 = -1396079.738387 nChanged 3138 SP:Iteration 2F (115.777296 sec): 3 clusters Score: Raw -1399826.495117 + Penalty 509.217267 = -1399317.277849 nChanged 2032 SP:Iteration 3F (115.808847 sec): 3 clusters Score: Raw -1402198.878419 + Penalty 472.717635 = -1401726.160784 nChanged 805 SP:Iteration 4Q (115.841965 sec): 3 clusters Score: Raw -1403127.443928 + Penalty 480.541891 = -1402646.902038 nChanged 273 SP:Iteration 5Q (115.868398 sec): 3 clusters Score: Raw -1403402.277980 + Penalty 469.683656 = -1402932.594325 nChanged 63 SP:Iteration 6Q (115.893960 sec): 3 clusters Score: Raw -1403459.424065 + Penalty 469.340025 = -1402990.084040 nChanged 14 SP:Iteration 7Q (115.918082 sec): 3 clusters Score: Raw -1403481.502296 + Penalty 491.349555 = -1402990.152741 nChanged 4 SP:Iteration 8Q (115.942950 sec): 3 clusters Score: Raw -1403508.175317 + Penalty 499.966277 = -1403008.209040 nChanged 3 SP:Iteration 9Q (115.966894 sec): 3 clusters Score: Raw -1403509.569030 + Penalty 499.966277 = -1403009.602753 nChanged 0 SP:Iteration 10F (116.000087 sec): 3 clusters Score: Raw -1403509.569030 + Penalty 499.966277 = -1403009.602753 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 7 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.011574 sec): 2 clusters Score: Raw -65875.539454 + Penalty 891.445065 = -64984.094388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.013182 sec): 3 clusters Score: Raw -65564.760151 + Penalty 1789.503807 = -63775.256344 nChanged 212 SP:Iteration 1F (116.014757 sec): 3 clusters Score: Raw -65759.039720 + Penalty 1796.316118 = -63962.723603 nChanged 77 SP:Iteration 2F (116.016237 sec): 3 clusters Score: Raw -65850.425376 + Penalty 1802.919172 = -64047.506204 nChanged 46 SP:Iteration 3F (116.017708 sec): 3 clusters Score: Raw -65896.832615 + Penalty 1808.797941 = -64088.034674 nChanged 31 SP:Iteration 4Q (116.019160 sec): 3 clusters Score: Raw -65924.938469 + Penalty 1814.799008 = -64110.139462 nChanged 16 SP:Iteration 5Q (116.020640 sec): 3 clusters Score: Raw -65942.885546 + Penalty 1819.827086 = -64123.058459 nChanged 14 SP:Iteration 6Q (116.022143 sec): 3 clusters Score: Raw -65956.431464 + Penalty 1823.189018 = -64133.242446 nChanged 10 SP:Iteration 7Q (116.023610 sec): 3 clusters Score: Raw -65964.994289 + Penalty 1823.567541 = -64141.426748 nChanged 7 SP:Iteration 8Q (116.025150 sec): 3 clusters Score: Raw -65971.172931 + Penalty 1824.265631 = -64146.907299 nChanged 3 SP:Iteration 9Q (116.026689 sec): 3 clusters Score: Raw -65972.389024 + Penalty 1825.319772 = -64147.069251 nChanged 1 SP:Iteration 10F (116.028261 sec): 3 clusters Score: Raw -65975.306901 + Penalty 1825.875901 = -64149.431000 nChanged 3 SP:Iteration 11Q (116.029745 sec): 3 clusters Score: Raw -65979.555336 + Penalty 1825.869553 = -64153.685783 nChanged 1 SP:Iteration 12Q (116.031178 sec): 3 clusters Score: Raw -65983.649655 + Penalty 1825.801332 = -64157.848323 nChanged 1 SP:Iteration 13Q (116.032634 sec): 3 clusters Score: Raw -65985.329115 + Penalty 1824.812148 = -64160.516967 nChanged 3 SP:Iteration 14Q (116.034072 sec): 3 clusters Score: Raw -65987.326798 + Penalty 1825.987138 = -64161.339660 nChanged 3 SP:Iteration 15Q (116.035516 sec): 3 clusters Score: Raw -65991.685213 + Penalty 1826.133033 = -64165.552180 nChanged 3 SP:Iteration 16Q (116.036962 sec): 3 clusters Score: Raw -65995.561603 + Penalty 1825.409915 = -64170.151689 nChanged 3 SP:Iteration 17Q (116.038396 sec): 3 clusters Score: Raw -65997.464869 + Penalty 1825.536360 = -64171.928509 nChanged 3 SP:Iteration 18Q (116.039826 sec): 3 clusters Score: Raw -65999.294350 + Penalty 1824.364325 = -64174.930026 nChanged 2 SP:Iteration 19Q (116.041240 sec): 3 clusters Score: Raw -66000.526982 + Penalty 1824.364325 = -64176.162658 nChanged 0 SP:Iteration 20F (116.042777 sec): 3 clusters Score: Raw -66000.526982 + Penalty 1824.364325 = -64176.162658 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.046679 sec): 2 clusters Score: Raw -93954.501863 + Penalty 415.094308 = -93539.407556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.048866 sec): 3 clusters Score: Raw -93367.508497 + Penalty 836.502543 = -92531.005954 nChanged 412 SP:Iteration 1F (116.051060 sec): 3 clusters Score: Raw -93655.405055 + Penalty 844.052207 = -92811.352848 nChanged 124 SP:Iteration 2F (116.053208 sec): 3 clusters Score: Raw -93777.969200 + Penalty 853.254141 = -92924.715060 nChanged 84 SP:Iteration 3F (116.055299 sec): 3 clusters Score: Raw -93846.388235 + Penalty 863.756575 = -92982.631659 nChanged 62 SP:Iteration 4F (116.057461 sec): 3 clusters Score: Raw -93897.490957 + Penalty 869.609573 = -93027.881384 nChanged 44 SP:Iteration 5Q (116.059589 sec): 3 clusters Score: Raw -93928.442787 + Penalty 877.295194 = -93051.147594 nChanged 36 SP:Iteration 6Q (116.061643 sec): 3 clusters Score: Raw -93959.229787 + Penalty 888.999721 = -93070.230067 nChanged 35 SP:Iteration 7Q (116.063570 sec): 3 clusters Score: Raw -93980.831915 + Penalty 898.622674 = -93082.209240 nChanged 26 SP:Iteration 8Q (116.065486 sec): 3 clusters Score: Raw -93993.938804 + Penalty 904.106228 = -93089.832576 nChanged 15 SP:Iteration 9Q (116.067387 sec): 3 clusters Score: Raw -94002.171504 + Penalty 911.951511 = -93090.219993 nChanged 15 SP:Iteration 10F (116.069368 sec): 3 clusters Score: Raw -94014.469014 + Penalty 920.614501 = -93093.854513 nChanged 17 SP:Iteration 11Q (116.071251 sec): 3 clusters Score: Raw -94021.518279 + Penalty 924.547374 = -93096.970904 nChanged 11 SP:Iteration 12Q (116.073137 sec): 3 clusters Score: Raw -94027.177254 + Penalty 928.958387 = -93098.218867 nChanged 8 SP:Iteration 13Q (116.074988 sec): 3 clusters Score: Raw -94033.785194 + Penalty 933.156741 = -93100.628452 nChanged 9 SP:Iteration 14Q (116.076826 sec): 3 clusters Score: Raw -94038.934883 + Penalty 937.411795 = -93101.523088 nChanged 9 SP:Iteration 15Q (116.078714 sec): 3 clusters Score: Raw -94043.583505 + Penalty 939.259905 = -93104.323600 nChanged 6 SP:Iteration 16Q (116.080570 sec): 3 clusters Score: Raw -94045.599117 + Penalty 940.459665 = -93105.139453 nChanged 7 SP:Iteration 17Q (116.082390 sec): 3 clusters Score: Raw -94048.525103 + Penalty 940.790707 = -93107.734396 nChanged 3 SP:Iteration 18Q (116.084208 sec): 3 clusters Score: Raw -94050.401951 + Penalty 941.197505 = -93109.204446 nChanged 2 SP:Iteration 19Q (116.086013 sec): 3 clusters Score: Raw -94051.539990 + Penalty 942.074606 = -93109.465384 nChanged 3 SP:Iteration 20F (116.087995 sec): 3 clusters Score: Raw -94053.105372 + Penalty 942.992696 = -93110.112676 nChanged 5 SP:Iteration 21Q (116.089963 sec): 3 clusters Score: Raw -94056.885201 + Penalty 940.476011 = -93116.409191 nChanged 6 SP:Iteration 22Q (116.091917 sec): 3 clusters Score: Raw -94063.582298 + Penalty 937.386956 = -93126.195342 nChanged 4 SP:Iteration 23Q (116.093806 sec): 3 clusters Score: Raw -94066.231604 + Penalty 936.432643 = -93129.798962 nChanged 1 SP:Iteration 24Q (116.095665 sec): 3 clusters Score: Raw -94066.424491 + Penalty 936.432643 = -93129.991848 nChanged 0 SP:Iteration 25F (116.097695 sec): 3 clusters Score: Raw -94066.424491 + Penalty 936.432643 = -93129.991848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 11 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.100657 sec): 2 clusters Score: Raw -60248.600328 + Penalty 545.178409 = -59703.421918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.102099 sec): 3 clusters Score: Raw -59963.908090 + Penalty 1091.028209 = -58872.879881 nChanged 219 SP:Iteration 1F (116.103499 sec): 3 clusters Score: Raw -60094.383783 + Penalty 1090.720576 = -59003.663207 nChanged 63 SP:Iteration 2F (116.104886 sec): 3 clusters Score: Raw -60148.503555 + Penalty 1090.709850 = -59057.793705 nChanged 36 SP:Iteration 3F (116.106234 sec): 3 clusters Score: Raw -60180.598316 + Penalty 1090.323025 = -59090.275291 nChanged 21 SP:Iteration 4Q (116.107585 sec): 3 clusters Score: Raw -60193.946235 + Penalty 1090.393863 = -59103.552371 nChanged 13 SP:Iteration 5Q (116.108946 sec): 3 clusters Score: Raw -60202.048536 + Penalty 1090.163115 = -59111.885420 nChanged 15 SP:Iteration 6Q (116.110286 sec): 3 clusters Score: Raw -60212.027297 + Penalty 1090.071277 = -59121.956019 nChanged 17 SP:Iteration 7Q (116.111621 sec): 3 clusters Score: Raw -60227.086163 + Penalty 1089.830232 = -59137.255931 nChanged 16 SP:Iteration 8Q (116.112960 sec): 3 clusters Score: Raw -60244.534683 + Penalty 1089.790852 = -59154.743830 nChanged 20 SP:Iteration 9Q (116.114289 sec): 3 clusters Score: Raw -60269.722164 + Penalty 1090.095343 = -59179.626821 nChanged 22 SP:Iteration 10F (116.115630 sec): 3 clusters Score: Raw -60288.193097 + Penalty 1090.693922 = -59197.499174 nChanged 17 SP:Iteration 11Q (116.116925 sec): 3 clusters Score: Raw -60302.620544 + Penalty 1090.671461 = -59211.949083 nChanged 13 SP:Iteration 12Q (116.118214 sec): 3 clusters Score: Raw -60316.213461 + Penalty 1090.761056 = -59225.452405 nChanged 8 SP:Iteration 13Q (116.119493 sec): 3 clusters Score: Raw -60321.281834 + Penalty 1090.695066 = -59230.586768 nChanged 5 SP:Iteration 14Q (116.120815 sec): 3 clusters Score: Raw -60324.210946 + Penalty 1090.848546 = -59233.362400 nChanged 3 SP:Iteration 15Q (116.122187 sec): 3 clusters Score: Raw -60326.858537 + Penalty 1091.000419 = -59235.858117 nChanged 6 SP:Iteration 16Q (116.123539 sec): 3 clusters Score: Raw -60329.396166 + Penalty 1091.123902 = -59238.272264 nChanged 2 SP:Iteration 17Q (116.124916 sec): 3 clusters Score: Raw -60330.361691 + Penalty 1091.156190 = -59239.205502 nChanged 2 SP:Iteration 18Q (116.126271 sec): 3 clusters Score: Raw -60331.666425 + Penalty 1091.292673 = -59240.373752 nChanged 3 SP:Iteration 19Q (116.127598 sec): 3 clusters Score: Raw -60332.608888 + Penalty 1091.373548 = -59241.235340 nChanged 1 SP:Iteration 20F (116.128949 sec): 3 clusters Score: Raw -60333.211666 + Penalty 1091.491080 = -59241.720586 nChanged 1 SP:Iteration 21Q (116.130244 sec): 3 clusters Score: Raw -60333.418061 + Penalty 1091.704921 = -59241.713140 nChanged 2 SP:Iteration 22F (116.131586 sec): 3 clusters Score: Raw -60334.412295 + Penalty 1091.823911 = -59242.588384 nChanged 1 SP:Iteration 23Q (116.132884 sec): 3 clusters Score: Raw -60334.803428 + Penalty 1091.716338 = -59243.087090 nChanged 1 SP:Iteration 24Q (116.134175 sec): 3 clusters Score: Raw -60335.407977 + Penalty 1091.716338 = -59243.691639 nChanged 0 SP:Iteration 25F (116.135518 sec): 3 clusters Score: Raw -60335.407977 + Penalty 1091.716338 = -59243.691639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 12 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.138654 sec): 2 clusters Score: Raw -68311.424440 + Penalty 93.125436 = -68218.299005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.140278 sec): 3 clusters Score: Raw -67820.066073 + Penalty 179.713567 = -67640.352505 nChanged 351 SP:Iteration 1F (116.141863 sec): 3 clusters Score: Raw -68016.412843 + Penalty 177.662251 = -67838.750592 nChanged 61 SP:Iteration 2F (116.143451 sec): 3 clusters Score: Raw -68066.662070 + Penalty 176.549679 = -67890.112391 nChanged 44 SP:Iteration 3F (116.145056 sec): 3 clusters Score: Raw -68122.353875 + Penalty 175.349807 = -67947.004069 nChanged 29 SP:Iteration 4Q (116.146636 sec): 3 clusters Score: Raw -68156.434947 + Penalty 175.802510 = -67980.632437 nChanged 21 SP:Iteration 5Q (116.148179 sec): 3 clusters Score: Raw -68167.641530 + Penalty 175.116541 = -67992.524989 nChanged 19 SP:Iteration 6Q (116.149706 sec): 3 clusters Score: Raw -68174.953210 + Penalty 175.581434 = -67999.371776 nChanged 8 SP:Iteration 7Q (116.151277 sec): 3 clusters Score: Raw -68177.397326 + Penalty 175.472216 = -68001.925111 nChanged 9 SP:Iteration 8Q (116.152831 sec): 3 clusters Score: Raw -68180.527181 + Penalty 175.748096 = -68004.779085 nChanged 5 SP:Iteration 9Q (116.154371 sec): 3 clusters Score: Raw -68180.940171 + Penalty 175.902345 = -68005.037826 nChanged 3 SP:Iteration 10F (116.156052 sec): 3 clusters Score: Raw -68181.602673 + Penalty 177.336100 = -68004.266573 nChanged 8 SP:Iteration 11F (116.157721 sec): 3 clusters Score: Raw -68183.306526 + Penalty 177.310624 = -68005.995902 nChanged 1 SP:Iteration 12Q (116.159336 sec): 3 clusters Score: Raw -68183.353598 + Penalty 177.250245 = -68006.103353 nChanged 2 SP:Iteration 13Q (116.160895 sec): 3 clusters Score: Raw -68183.403257 + Penalty 177.250245 = -68006.153012 nChanged 0 SP:Iteration 14F (116.162560 sec): 3 clusters Score: Raw -68183.403257 + Penalty 177.250245 = -68006.153012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 13 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.169965 sec): 2 clusters Score: Raw -124072.465340 + Penalty 220.734289 = -123851.731051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.172662 sec): 3 clusters Score: Raw -123211.007183 + Penalty 493.990079 = -122717.017104 nChanged 612 SP:Iteration 1F (116.175318 sec): 3 clusters Score: Raw -123881.073662 + Penalty 555.009001 = -123326.064662 nChanged 105 SP:Iteration 2F (116.178052 sec): 3 clusters Score: Raw -124009.902018 + Penalty 602.583244 = -123407.318775 nChanged 57 SP:Iteration 3Q (116.180714 sec): 3 clusters Score: Raw -124090.593405 + Penalty 638.767527 = -123451.825877 nChanged 38 SP:Iteration 4Q (116.183185 sec): 3 clusters Score: Raw -124131.509301 + Penalty 656.309194 = -123475.200106 nChanged 17 SP:Iteration 5Q (116.185525 sec): 3 clusters Score: Raw -124162.372482 + Penalty 656.165279 = -123506.207204 nChanged 12 SP:Iteration 6Q (116.187769 sec): 3 clusters Score: Raw -124173.118380 + Penalty 657.737947 = -123515.380433 nChanged 3 SP:Iteration 7Q (116.190127 sec): 3 clusters Score: Raw -124174.914350 + Penalty 657.737947 = -123517.176403 nChanged 0 SP:Iteration 8F (116.192836 sec): 3 clusters Score: Raw -124174.914350 + Penalty 657.737947 = -123517.176403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 16 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.203905 sec): 2 clusters Score: Raw -99534.291393 + Penalty 288.193813 = -99246.097580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.206136 sec): 3 clusters Score: Raw -98826.134942 + Penalty 570.756823 = -98255.378120 nChanged 509 SP:Iteration 1F (116.208351 sec): 3 clusters Score: Raw -99120.770495 + Penalty 563.851508 = -98556.918987 nChanged 129 SP:Iteration 2F (116.210577 sec): 3 clusters Score: Raw -99218.912372 + Penalty 556.942915 = -98661.969457 nChanged 86 SP:Iteration 3F (116.212809 sec): 3 clusters Score: Raw -99299.412387 + Penalty 550.183420 = -98749.228967 nChanged 73 SP:Iteration 4F (116.215171 sec): 3 clusters Score: Raw -99362.014577 + Penalty 546.049179 = -98815.965398 nChanged 49 SP:Iteration 5Q (116.217494 sec): 3 clusters Score: Raw -99396.303303 + Penalty 544.455231 = -98851.848071 nChanged 34 SP:Iteration 6Q (116.219639 sec): 3 clusters Score: Raw -99419.458076 + Penalty 546.688658 = -98872.769419 nChanged 27 SP:Iteration 7Q (116.221797 sec): 3 clusters Score: Raw -99442.279312 + Penalty 550.230556 = -98892.048756 nChanged 28 SP:Iteration 8Q (116.224064 sec): 3 clusters Score: Raw -99466.904755 + Penalty 555.002854 = -98911.901901 nChanged 23 SP:Iteration 9Q (116.226409 sec): 3 clusters Score: Raw -99491.559568 + Penalty 558.058968 = -98933.500600 nChanged 18 SP:Iteration 10F (116.228654 sec): 3 clusters Score: Raw -99508.546777 + Penalty 561.111953 = -98947.434824 nChanged 15 SP:Iteration 11Q (116.230781 sec): 3 clusters Score: Raw -99518.560320 + Penalty 564.388467 = -98954.171853 nChanged 16 SP:Iteration 12Q (116.232920 sec): 3 clusters Score: Raw -99525.651006 + Penalty 567.553793 = -98958.097212 nChanged 17 SP:Iteration 13Q (116.235022 sec): 3 clusters Score: Raw -99533.098706 + Penalty 569.291977 = -98963.806729 nChanged 10 SP:Iteration 14Q (116.237109 sec): 3 clusters Score: Raw -99535.451377 + Penalty 570.721400 = -98964.729977 nChanged 9 SP:Iteration 15Q (116.239182 sec): 3 clusters Score: Raw -99537.512268 + Penalty 571.490932 = -98966.021335 nChanged 6 SP:Iteration 16Q (116.241301 sec): 3 clusters Score: Raw -99538.447888 + Penalty 571.989417 = -98966.458471 nChanged 4 SP:Iteration 17Q (116.243433 sec): 3 clusters Score: Raw -99539.244064 + Penalty 572.777633 = -98966.466431 nChanged 6 SP:Iteration 18Q (116.245555 sec): 3 clusters Score: Raw -99540.567892 + Penalty 574.044588 = -98966.523304 nChanged 9 SP:Iteration 19Q (116.247694 sec): 3 clusters Score: Raw -99542.505526 + Penalty 575.063795 = -98967.441731 nChanged 7 SP:Iteration 20F (116.249958 sec): 3 clusters Score: Raw -99545.003746 + Penalty 575.498472 = -98969.505274 nChanged 3 SP:Iteration 21Q (116.252113 sec): 3 clusters Score: Raw -99545.495505 + Penalty 576.050194 = -98969.445311 nChanged 4 SP:Iteration 22F (116.254396 sec): 3 clusters Score: Raw -99546.379006 + Penalty 576.590889 = -98969.788117 nChanged 4 SP:Iteration 23Q (116.256624 sec): 3 clusters Score: Raw -99547.203380 + Penalty 576.724919 = -98970.478461 nChanged 1 SP:Iteration 24Q (116.258847 sec): 3 clusters Score: Raw -99547.335908 + Penalty 576.724919 = -98970.610989 nChanged 0 SP:Iteration 25F (116.261150 sec): 3 clusters Score: Raw -99547.335908 + Penalty 576.724919 = -98970.610989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.263904 sec): 2 clusters Score: Raw -24559.586644 + Penalty 189.740272 = -24369.846373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.264650 sec): 3 clusters Score: Raw -24424.006531 + Penalty 379.296494 = -24044.710036 nChanged 92 SP:Iteration 1F (116.265382 sec): 3 clusters Score: Raw -24497.259866 + Penalty 379.966325 = -24117.293541 nChanged 41 SP:Iteration 2F (116.266112 sec): 3 clusters Score: Raw -24533.952154 + Penalty 381.265604 = -24152.686550 nChanged 17 SP:Iteration 3F (116.266842 sec): 3 clusters Score: Raw -24546.600659 + Penalty 381.279322 = -24165.321337 nChanged 8 SP:Iteration 4Q (116.267546 sec): 3 clusters Score: Raw -24552.139245 + Penalty 381.300543 = -24170.838702 nChanged 6 SP:Iteration 5Q (116.268244 sec): 3 clusters Score: Raw -24553.428959 + Penalty 381.300543 = -24172.128416 nChanged 0 SP:Iteration 6F (116.268948 sec): 3 clusters Score: Raw -24553.428959 + Penalty 381.300543 = -24172.128416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.273337 sec): 2 clusters Score: Raw -125300.056827 + Penalty 324.584286 = -124975.472541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.275962 sec): 3 clusters Score: Raw -124475.630197 + Penalty 653.036021 = -123822.594176 nChanged 581 SP:Iteration 1F (116.278674 sec): 3 clusters Score: Raw -124813.775857 + Penalty 658.346357 = -124155.429501 nChanged 150 SP:Iteration 2F (116.281429 sec): 3 clusters Score: Raw -124893.541963 + Penalty 666.012748 = -124227.529215 nChanged 102 SP:Iteration 3F (116.283979 sec): 3 clusters Score: Raw -124976.806020 + Penalty 675.643260 = -124301.162760 nChanged 92 SP:Iteration 4F (116.286513 sec): 3 clusters Score: Raw -125052.179462 + Penalty 682.895421 = -124369.284041 nChanged 74 SP:Iteration 5F (116.289044 sec): 3 clusters Score: Raw -125097.393885 + Penalty 687.151143 = -124410.242742 nChanged 57 SP:Iteration 6Q (116.291733 sec): 3 clusters Score: Raw -125134.164636 + Penalty 690.364712 = -124443.799924 nChanged 44 SP:Iteration 7Q (116.294325 sec): 3 clusters Score: Raw -125157.926869 + Penalty 690.588292 = -124467.338577 nChanged 40 SP:Iteration 8Q (116.296881 sec): 3 clusters Score: Raw -125178.912608 + Penalty 691.313082 = -124487.599527 nChanged 28 SP:Iteration 9Q (116.299395 sec): 3 clusters Score: Raw -125195.521914 + Penalty 693.079416 = -124502.442499 nChanged 26 SP:Iteration 10F (116.302024 sec): 3 clusters Score: Raw -125212.285314 + Penalty 696.058183 = -124516.227131 nChanged 24 SP:Iteration 11Q (116.304487 sec): 3 clusters Score: Raw -125230.239979 + Penalty 696.486174 = -124533.753805 nChanged 18 SP:Iteration 12Q (116.306887 sec): 3 clusters Score: Raw -125243.135532 + Penalty 697.548392 = -124545.587140 nChanged 18 SP:Iteration 13Q (116.309238 sec): 3 clusters Score: Raw -125250.959129 + Penalty 703.490174 = -124547.468955 nChanged 18 SP:Iteration 14Q (116.311600 sec): 3 clusters Score: Raw -125260.956430 + Penalty 704.773129 = -124556.183301 nChanged 11 SP:Iteration 15Q (116.313939 sec): 3 clusters Score: Raw -125264.983327 + Penalty 708.420597 = -124556.562729 nChanged 8 SP:Iteration 16Q (116.316254 sec): 3 clusters Score: Raw -125269.260660 + Penalty 711.924905 = -124557.335755 nChanged 6 SP:Iteration 17Q (116.318637 sec): 3 clusters Score: Raw -125272.392567 + Penalty 716.666145 = -124555.726422 nChanged 8 SP:Iteration 18F (116.321243 sec): 3 clusters Score: Raw -125276.130792 + Penalty 720.624396 = -124555.506396 nChanged 8 SP:Iteration 19F (116.323831 sec): 3 clusters Score: Raw -125279.712380 + Penalty 726.039029 = -124553.673351 nChanged 12 SP:Iteration 20F (116.326469 sec): 3 clusters Score: Raw -125285.371161 + Penalty 730.642360 = -124554.728801 nChanged 12 SP:Iteration 21Q (116.328850 sec): 3 clusters Score: Raw -125290.684712 + Penalty 737.972747 = -124552.711964 nChanged 12 SP:Iteration 22F (116.331453 sec): 3 clusters Score: Raw -125295.529912 + Penalty 740.550122 = -124554.979789 nChanged 5 SP:Iteration 23Q (116.333704 sec): 3 clusters Score: Raw -125298.160530 + Penalty 744.524755 = -124553.635775 nChanged 9 SP:Iteration 24F (116.336258 sec): 3 clusters Score: Raw -125302.972860 + Penalty 747.151075 = -124555.821785 nChanged 9 SP:Iteration 25Q (116.338490 sec): 3 clusters Score: Raw -125308.912100 + Penalty 754.232941 = -124554.679159 nChanged 11 SP:Iteration 26F (116.341063 sec): 3 clusters Score: Raw -125314.939260 + Penalty 760.986146 = -124553.953114 nChanged 7 SP:Iteration 27F (116.343830 sec): 3 clusters Score: Raw -125318.430302 + Penalty 764.921636 = -124553.508666 nChanged 7 SP:Iteration 28F (116.346493 sec): 3 clusters Score: Raw -125321.699921 + Penalty 778.168894 = -124543.531027 nChanged 13 SP:Iteration 29F (116.349083 sec): 3 clusters Score: Raw -125330.225644 + Penalty 787.017604 = -124543.208041 nChanged 12 SP:Iteration 30F (116.351684 sec): 3 clusters Score: Raw -125334.608031 + Penalty 787.441421 = -124547.166610 nChanged 7 SP:Iteration 31Q (116.354078 sec): 3 clusters Score: Raw -125336.749418 + Penalty 788.749544 = -124547.999873 nChanged 6 SP:Iteration 32Q (116.356322 sec): 3 clusters Score: Raw -125339.916556 + Penalty 791.072077 = -124548.844479 nChanged 6 SP:Iteration 33Q (116.358574 sec): 3 clusters Score: Raw -125342.597468 + Penalty 799.624517 = -124542.972951 nChanged 4 SP:Iteration 34F (116.361190 sec): 3 clusters Score: Raw -125346.021261 + Penalty 806.886207 = -124539.135054 nChanged 3 SP:Iteration 35F (116.363785 sec): 3 clusters Score: Raw -125348.403263 + Penalty 815.595901 = -124532.807362 nChanged 3 SP:Iteration 36F (116.366365 sec): 3 clusters Score: Raw -125349.909103 + Penalty 818.473036 = -124531.436067 nChanged 1 SP:Iteration 37F (116.369168 sec): 3 clusters Score: Raw -125350.006744 + Penalty 814.860898 = -124535.145846 nChanged 1 SP:Iteration 38Q (116.371431 sec): 3 clusters Score: Raw -125349.837515 + Penalty 814.860898 = -124534.976617 nChanged 0 SP:Iteration 39F (116.374080 sec): 3 clusters Score: Raw -125349.837515 + Penalty 814.860898 = -124534.976617 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 19 (3332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.389583 sec): 2 clusters Score: Raw -294529.010836 + Penalty 334.455491 = -294194.555346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.396912 sec): 3 clusters Score: Raw -292489.303832 + Penalty 676.908154 = -291812.395679 nChanged 1495 SP:Iteration 1F (116.403465 sec): 3 clusters Score: Raw -293762.423441 + Penalty 673.564904 = -293088.858537 nChanged 412 SP:Iteration 2F (116.409542 sec): 3 clusters Score: Raw -294169.547503 + Penalty 663.481182 = -293506.066321 nChanged 198 SP:Iteration 3F (116.415518 sec): 3 clusters Score: Raw -294347.626809 + Penalty 657.150911 = -293690.475898 nChanged 103 SP:Iteration 4Q (116.421523 sec): 3 clusters Score: Raw -294433.669043 + Penalty 663.096870 = -293770.572173 nChanged 57 SP:Iteration 5Q (116.427891 sec): 3 clusters Score: Raw -294475.366449 + Penalty 678.966671 = -293796.399777 nChanged 32 SP:Iteration 6Q (116.434003 sec): 3 clusters Score: Raw -294499.151109 + Penalty 686.801097 = -293812.350012 nChanged 22 SP:Iteration 7Q (116.439874 sec): 3 clusters Score: Raw -294514.985440 + Penalty 702.957072 = -293812.028368 nChanged 13 SP:Iteration 8F (116.445885 sec): 3 clusters Score: Raw -294525.750615 + Penalty 706.112489 = -293819.638126 nChanged 4 SP:Iteration 9Q (116.451292 sec): 3 clusters Score: Raw -294528.524901 + Penalty 709.815570 = -293818.709330 nChanged 2 SP:Iteration 10F (116.457265 sec): 3 clusters Score: Raw -294530.280207 + Penalty 722.771680 = -293807.508526 nChanged 4 SP:Iteration 11F (116.463505 sec): 3 clusters Score: Raw -294533.940982 + Penalty 731.546747 = -293802.394235 nChanged 1 SP:Iteration 12F (116.469515 sec): 3 clusters Score: Raw -294535.474130 + Penalty 730.341264 = -293805.132866 nChanged 1 SP:Iteration 13Q (116.474575 sec): 3 clusters Score: Raw -294538.494797 + Penalty 730.253961 = -293808.240836 nChanged 1 SP:Iteration 14Q (116.479690 sec): 3 clusters Score: Raw -294539.648630 + Penalty 730.925739 = -293808.722891 nChanged 1 SP:Iteration 15Q (116.484796 sec): 3 clusters Score: Raw -294540.474168 + Penalty 725.280529 = -293815.193639 nChanged 1 SP:Iteration 16Q (116.489868 sec): 3 clusters Score: Raw -294543.111448 + Penalty 719.493522 = -293823.617926 nChanged 2 SP:Iteration 17Q (116.495199 sec): 3 clusters Score: Raw -294544.762584 + Penalty 719.493522 = -293825.269062 nChanged 0 SP:Iteration 18F (116.501211 sec): 3 clusters Score: Raw -294544.762584 + Penalty 719.493522 = -293825.269062 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 20 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.506393 sec): 2 clusters Score: Raw -50082.849910 + Penalty 643.488069 = -49439.361840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.507673 sec): 3 clusters Score: Raw -49877.861781 + Penalty 1287.399759 = -48590.462023 nChanged 183 SP:Iteration 1F (116.508884 sec): 3 clusters Score: Raw -50010.337936 + Penalty 1289.339567 = -48720.998369 nChanged 54 SP:Iteration 2F (116.510091 sec): 3 clusters Score: Raw -50073.663529 + Penalty 1292.369184 = -48781.294344 nChanged 42 SP:Iteration 3F (116.511350 sec): 3 clusters Score: Raw -50116.660981 + Penalty 1297.769806 = -48818.891175 nChanged 29 SP:Iteration 4F (116.512543 sec): 3 clusters Score: Raw -50143.411238 + Penalty 1300.419553 = -48842.991685 nChanged 20 SP:Iteration 5Q (116.513708 sec): 3 clusters Score: Raw -50163.101723 + Penalty 1302.353963 = -48860.747760 nChanged 16 SP:Iteration 6Q (116.514870 sec): 3 clusters Score: Raw -50175.959491 + Penalty 1305.712851 = -48870.246640 nChanged 15 SP:Iteration 7Q (116.516031 sec): 3 clusters Score: Raw -50184.977562 + Penalty 1310.101453 = -48874.876109 nChanged 10 SP:Iteration 8Q (116.517196 sec): 3 clusters Score: Raw -50211.985360 + Penalty 1316.309414 = -48895.675946 nChanged 13 SP:Iteration 9Q (116.518357 sec): 3 clusters Score: Raw -50233.262523 + Penalty 1321.100024 = -48912.162500 nChanged 13 SP:Iteration 10F (116.519584 sec): 3 clusters Score: Raw -50257.314686 + Penalty 1328.561508 = -48928.753178 nChanged 14 SP:Iteration 11Q (116.520739 sec): 3 clusters Score: Raw -50309.672728 + Penalty 1340.868713 = -48968.804015 nChanged 25 SP:Iteration 12Q (116.521889 sec): 3 clusters Score: Raw -50365.781622 + Penalty 1355.944733 = -49009.836890 nChanged 24 SP:Iteration 13Q (116.523036 sec): 3 clusters Score: Raw -50408.634963 + Penalty 1367.436207 = -49041.198756 nChanged 24 SP:Iteration 14Q (116.524282 sec): 3 clusters Score: Raw -50451.802826 + Penalty 1387.397288 = -49064.405538 nChanged 20 SP:Iteration 15Q (116.525482 sec): 3 clusters Score: Raw -50475.009207 + Penalty 1395.992495 = -49079.016712 nChanged 7 SP:Iteration 16Q (116.526653 sec): 3 clusters Score: Raw -50479.949228 + Penalty 1405.463829 = -49074.485399 nChanged 6 SP:Iteration 17F (116.527926 sec): 3 clusters Score: Raw -50486.834865 + Penalty 1410.454708 = -49076.380157 nChanged 5 SP:Iteration 18Q (116.529030 sec): 3 clusters Score: Raw -50497.099857 + Penalty 1409.968418 = -49087.131440 nChanged 3 SP:Iteration 19Q (116.530217 sec): 3 clusters Score: Raw -50501.244375 + Penalty 1409.968418 = -49091.275957 nChanged 0 SP:Iteration 20F (116.531486 sec): 3 clusters Score: Raw -50501.244375 + Penalty 1409.968418 = -49091.275957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 21 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.534682 sec): 2 clusters Score: Raw -82483.345697 + Penalty 694.061918 = -81789.283779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.536536 sec): 3 clusters Score: Raw -82073.920471 + Penalty 1388.245535 = -80685.674936 nChanged 317 SP:Iteration 1F (116.538338 sec): 3 clusters Score: Raw -82325.803376 + Penalty 1388.136723 = -80937.666652 nChanged 88 SP:Iteration 2F (116.540134 sec): 3 clusters Score: Raw -82383.624961 + Penalty 1388.208854 = -80995.416108 nChanged 52 SP:Iteration 3F (116.541908 sec): 3 clusters Score: Raw -82413.698634 + Penalty 1388.608229 = -81025.090405 nChanged 31 SP:Iteration 4Q (116.543681 sec): 3 clusters Score: Raw -82430.009228 + Penalty 1389.492407 = -81040.516821 nChanged 24 SP:Iteration 5Q (116.545459 sec): 3 clusters Score: Raw -82445.139604 + Penalty 1390.500281 = -81054.639323 nChanged 23 SP:Iteration 6Q (116.547223 sec): 3 clusters Score: Raw -82459.132442 + Penalty 1392.953283 = -81066.179159 nChanged 29 SP:Iteration 7Q (116.548971 sec): 3 clusters Score: Raw -82479.609994 + Penalty 1397.136380 = -81082.473614 nChanged 29 SP:Iteration 8Q (116.550699 sec): 3 clusters Score: Raw -82498.235072 + Penalty 1403.111629 = -81095.123443 nChanged 30 SP:Iteration 9Q (116.552428 sec): 3 clusters Score: Raw -82520.002125 + Penalty 1410.176386 = -81109.825740 nChanged 23 SP:Iteration 10F (116.554182 sec): 3 clusters Score: Raw -82534.672422 + Penalty 1416.509436 = -81118.162986 nChanged 18 SP:Iteration 11Q (116.555922 sec): 3 clusters Score: Raw -82545.533822 + Penalty 1421.637030 = -81123.896793 nChanged 13 SP:Iteration 12Q (116.557791 sec): 3 clusters Score: Raw -82555.126219 + Penalty 1425.659875 = -81129.466344 nChanged 10 SP:Iteration 13Q (116.559558 sec): 3 clusters Score: Raw -82561.486873 + Penalty 1428.725751 = -81132.761122 nChanged 7 SP:Iteration 14Q (116.561293 sec): 3 clusters Score: Raw -82564.768148 + Penalty 1432.250905 = -81132.517243 nChanged 9 SP:Iteration 15F (116.563047 sec): 3 clusters Score: Raw -82570.391832 + Penalty 1435.272001 = -81135.119831 nChanged 8 SP:Iteration 16Q (116.564782 sec): 3 clusters Score: Raw -82573.882856 + Penalty 1436.146075 = -81137.736781 nChanged 5 SP:Iteration 17Q (116.566513 sec): 3 clusters Score: Raw -82575.875196 + Penalty 1437.572830 = -81138.302366 nChanged 4 SP:Iteration 18Q (116.568247 sec): 3 clusters Score: Raw -82577.878443 + Penalty 1438.509843 = -81139.368600 nChanged 3 SP:Iteration 19Q (116.570052 sec): 3 clusters Score: Raw -82579.998727 + Penalty 1439.761773 = -81140.236953 nChanged 2 SP:Iteration 20F (116.571872 sec): 3 clusters Score: Raw -82580.285297 + Penalty 1440.126350 = -81140.158946 nChanged 2 SP:Iteration 21F (116.573620 sec): 3 clusters Score: Raw -82581.976394 + Penalty 1439.810273 = -81142.166121 nChanged 1 SP:Iteration 22Q (116.575353 sec): 3 clusters Score: Raw -82583.191596 + Penalty 1439.810273 = -81143.381323 nChanged 0 SP:Iteration 23F (116.577144 sec): 3 clusters Score: Raw -82583.191596 + Penalty 1439.810273 = -81143.381323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.580994 sec): 2 clusters Score: Raw -61987.199602 + Penalty 555.359514 = -61431.840088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.582440 sec): 3 clusters Score: Raw -61630.421489 + Penalty 1107.097109 = -60523.324380 nChanged 259 SP:Iteration 1F (116.583867 sec): 3 clusters Score: Raw -61789.931891 + Penalty 1105.683085 = -60684.248806 nChanged 70 SP:Iteration 2F (116.585282 sec): 3 clusters Score: Raw -61845.523539 + Penalty 1106.226456 = -60739.297083 nChanged 43 SP:Iteration 3F (116.586683 sec): 3 clusters Score: Raw -61882.744395 + Penalty 1109.251762 = -60773.492632 nChanged 40 SP:Iteration 4F (116.588077 sec): 3 clusters Score: Raw -61916.959520 + Penalty 1117.080300 = -60799.879220 nChanged 37 SP:Iteration 5F (116.589504 sec): 3 clusters Score: Raw -61954.581070 + Penalty 1125.162697 = -60829.418373 nChanged 24 SP:Iteration 6Q (116.590989 sec): 3 clusters Score: Raw -61978.637009 + Penalty 1134.206019 = -60844.430991 nChanged 20 SP:Iteration 7Q (116.592469 sec): 3 clusters Score: Raw -61995.033983 + Penalty 1138.727546 = -60856.306437 nChanged 12 SP:Iteration 8Q (116.593928 sec): 3 clusters Score: Raw -62004.682089 + Penalty 1142.994687 = -60861.687402 nChanged 10 SP:Iteration 9Q (116.595389 sec): 3 clusters Score: Raw -62012.728220 + Penalty 1145.199094 = -60867.529127 nChanged 6 SP:Iteration 10F (116.596802 sec): 3 clusters Score: Raw -62017.938656 + Penalty 1147.238612 = -60870.700044 nChanged 5 SP:Iteration 11Q (116.598182 sec): 3 clusters Score: Raw -62021.021059 + Penalty 1149.774347 = -60871.246712 nChanged 6 SP:Iteration 12Q (116.599564 sec): 3 clusters Score: Raw -62023.508055 + Penalty 1152.185114 = -60871.322941 nChanged 5 SP:Iteration 13Q (116.600950 sec): 3 clusters Score: Raw -62025.206872 + Penalty 1153.117340 = -60872.089532 nChanged 2 SP:Iteration 14Q (116.602310 sec): 3 clusters Score: Raw -62026.008828 + Penalty 1154.077598 = -60871.931230 nChanged 2 SP:Iteration 15F (116.603743 sec): 3 clusters Score: Raw -62026.924634 + Penalty 1154.077598 = -60872.847036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 23 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.608078 sec): 2 clusters Score: Raw -57831.171436 + Penalty 793.186885 = -57037.984551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.609478 sec): 3 clusters Score: Raw -57588.655576 + Penalty 1587.107938 = -56001.547638 nChanged 203 SP:Iteration 1F (116.610843 sec): 3 clusters Score: Raw -57815.521540 + Penalty 1586.296258 = -56229.225282 nChanged 69 SP:Iteration 2F (116.612208 sec): 3 clusters Score: Raw -57909.878987 + Penalty 1585.232552 = -56324.646435 nChanged 38 SP:Iteration 3F (116.613572 sec): 3 clusters Score: Raw -57972.039101 + Penalty 1582.960416 = -56389.078684 nChanged 31 SP:Iteration 4Q (116.614896 sec): 3 clusters Score: Raw -58020.967144 + Penalty 1580.639590 = -56440.327554 nChanged 25 SP:Iteration 5Q (116.616213 sec): 3 clusters Score: Raw -58059.469510 + Penalty 1578.449787 = -56481.019723 nChanged 20 SP:Iteration 6Q (116.617538 sec): 3 clusters Score: Raw -58079.632276 + Penalty 1577.928515 = -56501.703761 nChanged 6 SP:Iteration 7Q (116.618837 sec): 3 clusters Score: Raw -58084.240715 + Penalty 1577.555215 = -56506.685500 nChanged 3 SP:Iteration 8Q (116.620173 sec): 3 clusters Score: Raw -58085.512296 + Penalty 1577.555215 = -56507.957081 nChanged 0 SP:Iteration 9F (116.621550 sec): 3 clusters Score: Raw -58085.512296 + Penalty 1577.555215 = -56507.957081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.622863 sec): 2 clusters Score: Raw -18051.511616 + Penalty 324.646591 = -17726.865025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.623520 sec): 3 clusters Score: Raw -17994.986864 + Penalty 657.463641 = -17337.523222 nChanged 75 SP:Iteration 1F (116.624132 sec): 3 clusters Score: Raw -18130.819505 + Penalty 663.392234 = -17467.427272 nChanged 19 SP:Iteration 2F (116.624763 sec): 3 clusters Score: Raw -18172.583043 + Penalty 663.426632 = -17509.156411 nChanged 4 SP:Iteration 3Q (116.625364 sec): 3 clusters Score: Raw -18179.352626 + Penalty 665.208290 = -17514.144336 nChanged 1 SP:Iteration 4Q (116.625963 sec): 3 clusters Score: Raw -18181.936958 + Penalty 665.208290 = -17516.728667 nChanged 0 SP:Iteration 5F (116.626592 sec): 3 clusters Score: Raw -18181.936958 + Penalty 665.208290 = -17516.728667 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 28 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.628960 sec): 2 clusters Score: Raw -59661.881927 + Penalty 564.266691 = -59097.615235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.630375 sec): 3 clusters Score: Raw -59338.761565 + Penalty 1139.265389 = -58199.496177 nChanged 195 SP:Iteration 1F (116.631816 sec): 3 clusters Score: Raw -59517.131727 + Penalty 1161.991638 = -58355.140089 nChanged 89 SP:Iteration 2F (116.633179 sec): 3 clusters Score: Raw -59628.115210 + Penalty 1191.399903 = -58436.715306 nChanged 58 SP:Iteration 3F (116.634511 sec): 3 clusters Score: Raw -59686.476245 + Penalty 1217.903871 = -58468.572374 nChanged 37 SP:Iteration 4F (116.635838 sec): 3 clusters Score: Raw -59722.087033 + Penalty 1239.136036 = -58482.950998 nChanged 27 SP:Iteration 5Q (116.637088 sec): 3 clusters Score: Raw -59753.993679 + Penalty 1264.465521 = -58489.528158 nChanged 22 SP:Iteration 6Q (116.638332 sec): 3 clusters Score: Raw -59788.083131 + Penalty 1282.318114 = -58505.765017 nChanged 13 SP:Iteration 7Q (116.639600 sec): 3 clusters Score: Raw -59811.486133 + Penalty 1290.837111 = -58520.649022 nChanged 7 SP:Iteration 8Q (116.640839 sec): 3 clusters Score: Raw -59824.195309 + Penalty 1296.131353 = -58528.063955 nChanged 5 SP:Iteration 9Q (116.642081 sec): 3 clusters Score: Raw -59828.569735 + Penalty 1297.126296 = -58531.443439 nChanged 4 SP:Iteration 10F (116.643472 sec): 3 clusters Score: Raw -59837.159929 + Penalty 1294.699488 = -58542.460441 nChanged 3 SP:Iteration 11Q (116.644699 sec): 3 clusters Score: Raw -59839.831373 + Penalty 1294.933252 = -58544.898121 nChanged 3 SP:Iteration 12Q (116.645915 sec): 3 clusters Score: Raw -59841.835840 + Penalty 1296.084143 = -58545.751697 nChanged 1 SP:Iteration 13Q (116.647127 sec): 3 clusters Score: Raw -59842.598668 + Penalty 1296.084143 = -58546.514525 nChanged 0 SP:Iteration 14F (116.648453 sec): 3 clusters Score: Raw -59842.598668 + Penalty 1296.084143 = -58546.514525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 30 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.649677 sec): 2 clusters Score: Raw -22832.109587 + Penalty 643.679608 = -22188.429978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.650377 sec): 3 clusters Score: Raw -22797.541580 + Penalty 1282.623127 = -21514.918454 nChanged 49 SP:Iteration 1F (116.651080 sec): 3 clusters Score: Raw -22861.174876 + Penalty 1282.800804 = -21578.374072 nChanged 14 SP:Iteration 2F (116.651773 sec): 3 clusters Score: Raw -22879.356760 + Penalty 1282.709414 = -21596.647346 nChanged 6 SP:Iteration 3Q (116.652485 sec): 3 clusters Score: Raw -22886.598574 + Penalty 1283.232078 = -21603.366496 nChanged 3 SP:Iteration 4Q (116.653164 sec): 3 clusters Score: Raw -22894.363231 + Penalty 1284.465047 = -21609.898183 nChanged 3 SP:Iteration 5Q (116.653839 sec): 3 clusters Score: Raw -22902.699541 + Penalty 1284.465047 = -21618.234494 nChanged 0 SP:Iteration 6F (116.654529 sec): 3 clusters Score: Raw -22902.699541 + Penalty 1284.465047 = -21618.234494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.656789 sec): 2 clusters Score: Raw -53162.796037 + Penalty 379.302059 = -52783.493979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.658232 sec): 3 clusters Score: Raw -52833.948880 + Penalty 758.342530 = -52075.606350 nChanged 227 SP:Iteration 1F (116.659630 sec): 3 clusters Score: Raw -52981.550519 + Penalty 758.565192 = -52222.985327 nChanged 56 SP:Iteration 2F (116.660983 sec): 3 clusters Score: Raw -53012.960540 + Penalty 758.617332 = -52254.343208 nChanged 37 SP:Iteration 3F (116.662315 sec): 3 clusters Score: Raw -53041.050240 + Penalty 758.579143 = -52282.471097 nChanged 31 SP:Iteration 4Q (116.663678 sec): 3 clusters Score: Raw -53062.629285 + Penalty 759.164967 = -52303.464319 nChanged 30 SP:Iteration 5Q (116.665024 sec): 3 clusters Score: Raw -53083.273897 + Penalty 759.028374 = -52324.245524 nChanged 21 SP:Iteration 6Q (116.666342 sec): 3 clusters Score: Raw -53100.543670 + Penalty 758.972607 = -52341.571062 nChanged 13 SP:Iteration 7Q (116.667680 sec): 3 clusters Score: Raw -53107.527011 + Penalty 758.667107 = -52348.859904 nChanged 11 SP:Iteration 8Q (116.668992 sec): 3 clusters Score: Raw -53113.343149 + Penalty 758.524330 = -52354.818819 nChanged 6 SP:Iteration 9Q (116.670300 sec): 3 clusters Score: Raw -53116.508031 + Penalty 758.214182 = -52358.293849 nChanged 8 SP:Iteration 10F (116.671651 sec): 3 clusters Score: Raw -53120.842403 + Penalty 757.716414 = -52363.125989 nChanged 8 SP:Iteration 11Q (116.672958 sec): 3 clusters Score: Raw -53123.981370 + Penalty 757.249583 = -52366.731788 nChanged 4 SP:Iteration 12Q (116.674262 sec): 3 clusters Score: Raw -53126.636777 + Penalty 756.918229 = -52369.718548 nChanged 5 SP:Iteration 13Q (116.675584 sec): 3 clusters Score: Raw -53129.164069 + Penalty 756.664107 = -52372.499962 nChanged 5 SP:Iteration 14Q (116.676878 sec): 3 clusters Score: Raw -53131.079808 + Penalty 756.462074 = -52374.617734 nChanged 5 SP:Iteration 15Q (116.678178 sec): 3 clusters Score: Raw -53132.955918 + Penalty 756.450436 = -52376.505481 nChanged 3 SP:Iteration 16Q (116.679486 sec): 3 clusters Score: Raw -53135.233750 + Penalty 756.260641 = -52378.973109 nChanged 1 SP:Iteration 17Q (116.680780 sec): 3 clusters Score: Raw -53135.601604 + Penalty 756.285504 = -52379.316100 nChanged 1 SP:Iteration 18Q (116.682075 sec): 3 clusters Score: Raw -53135.654370 + Penalty 756.285504 = -52379.368865 nChanged 0 SP:Iteration 19F (116.683519 sec): 3 clusters Score: Raw -53135.654370 + Penalty 756.285504 = -52379.368865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.685206 sec): 2 clusters Score: Raw -35133.285414 + Penalty 538.756874 = -34594.528539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.686206 sec): 3 clusters Score: Raw -34978.248864 + Penalty 1092.441863 = -33885.807001 nChanged 118 SP:Iteration 1F (116.687187 sec): 3 clusters Score: Raw -35090.899059 + Penalty 1109.297583 = -33981.601476 nChanged 38 SP:Iteration 2F (116.688173 sec): 3 clusters Score: Raw -35136.610746 + Penalty 1117.421296 = -34019.189450 nChanged 18 SP:Iteration 3Q (116.689128 sec): 3 clusters Score: Raw -35166.204064 + Penalty 1119.910973 = -34046.293090 nChanged 9 SP:Iteration 4Q (116.690072 sec): 3 clusters Score: Raw -35185.123551 + Penalty 1124.075261 = -34061.048291 nChanged 8 SP:Iteration 5Q (116.691042 sec): 3 clusters Score: Raw -35208.542253 + Penalty 1123.709549 = -34084.832703 nChanged 4 SP:Iteration 6Q (116.691973 sec): 3 clusters Score: Raw -35214.375090 + Penalty 1123.488545 = -34090.886545 nChanged 4 SP:Iteration 7Q (116.692864 sec): 3 clusters Score: Raw -35223.663708 + Penalty 1120.154914 = -34103.508795 nChanged 7 SP:Iteration 8Q (116.693767 sec): 3 clusters Score: Raw -35234.153571 + Penalty 1118.344127 = -34115.809444 nChanged 2 SP:Iteration 9Q (116.694649 sec): 3 clusters Score: Raw -35237.336898 + Penalty 1118.931394 = -34118.405504 nChanged 2 SP:Iteration 10F (116.695578 sec): 3 clusters Score: Raw -35239.191867 + Penalty 1118.931394 = -34120.260473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.697118 sec): 2 clusters Score: Raw -30002.156718 + Penalty 889.127042 = -29113.029676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.698051 sec): 3 clusters Score: Raw -29989.585444 + Penalty 1779.114097 = -28210.471347 nChanged 89 SP:Iteration 1F (116.698976 sec): 3 clusters Score: Raw -30234.831511 + Penalty 1779.746029 = -28455.085482 nChanged 36 SP:Iteration 2F (116.699904 sec): 3 clusters Score: Raw -30342.868503 + Penalty 1781.180681 = -28561.687822 nChanged 16 SP:Iteration 3Q (116.700761 sec): 3 clusters Score: Raw -30381.783787 + Penalty 1781.227331 = -28600.556456 nChanged 10 SP:Iteration 4Q (116.701614 sec): 3 clusters Score: Raw -30409.316990 + Penalty 1781.413976 = -28627.903014 nChanged 9 SP:Iteration 5Q (116.702461 sec): 3 clusters Score: Raw -30439.401744 + Penalty 1782.193252 = -28657.208491 nChanged 7 SP:Iteration 6Q (116.703304 sec): 3 clusters Score: Raw -30452.476464 + Penalty 1781.924365 = -28670.552099 nChanged 2 SP:Iteration 7Q (116.704148 sec): 3 clusters Score: Raw -30454.383105 + Penalty 1781.924365 = -28672.458740 nChanged 0 SP:Iteration 8F (116.705036 sec): 3 clusters Score: Raw -30454.383105 + Penalty 1781.924365 = -28672.458740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.706727 sec): 2 clusters Score: Raw -40128.111628 + Penalty 401.722002 = -39726.389626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.707739 sec): 3 clusters Score: Raw -39896.820766 + Penalty 805.138762 = -39091.682004 nChanged 150 SP:Iteration 1F (116.708799 sec): 3 clusters Score: Raw -39997.221591 + Penalty 813.266730 = -39183.954861 nChanged 48 SP:Iteration 2F (116.709835 sec): 3 clusters Score: Raw -40039.690300 + Penalty 820.168736 = -39219.521565 nChanged 27 SP:Iteration 3F (116.710866 sec): 3 clusters Score: Raw -40060.746454 + Penalty 827.279239 = -39233.467215 nChanged 16 SP:Iteration 4Q (116.711881 sec): 3 clusters Score: Raw -40074.534169 + Penalty 832.722883 = -39241.811287 nChanged 13 SP:Iteration 5Q (116.712840 sec): 3 clusters Score: Raw -40092.289129 + Penalty 844.340239 = -39247.948891 nChanged 12 SP:Iteration 6Q (116.713814 sec): 3 clusters Score: Raw -40106.000799 + Penalty 855.903735 = -39250.097064 nChanged 8 SP:Iteration 7Q (116.714752 sec): 3 clusters Score: Raw -40112.898156 + Penalty 869.083101 = -39243.815055 nChanged 7 SP:Iteration 8F (116.715729 sec): 3 clusters Score: Raw -40118.287267 + Penalty 884.835409 = -39233.451858 nChanged 8 SP:Iteration 9F (116.716709 sec): 3 clusters Score: Raw -40127.688393 + Penalty 898.738783 = -39228.949610 nChanged 7 SP:Iteration 10F (116.717682 sec): 3 clusters Score: Raw -40134.567617 + Penalty 904.844438 = -39229.723179 nChanged 6 SP:Iteration 11Q (116.718581 sec): 3 clusters Score: Raw -40141.167424 + Penalty 907.084884 = -39234.082540 nChanged 4 SP:Iteration 12Q (116.719463 sec): 3 clusters Score: Raw -40146.074869 + Penalty 919.524895 = -39226.549974 nChanged 4 SP:Iteration 13F (116.720435 sec): 3 clusters Score: Raw -40153.049848 + Penalty 921.291740 = -39231.758108 nChanged 1 SP:Iteration 14Q (116.721318 sec): 3 clusters Score: Raw -40153.930712 + Penalty 921.291740 = -39232.638973 nChanged 0 SP:Iteration 15F (116.722361 sec): 3 clusters Score: Raw -40153.930712 + Penalty 921.291740 = -39232.638973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 41 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.731555 sec): 2 clusters Score: Raw -176931.727384 + Penalty 1027.911702 = -175903.815682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.735209 sec): 3 clusters Score: Raw -175998.041006 + Penalty 2055.755583 = -173942.285423 nChanged 683 SP:Iteration 1F (116.738754 sec): 3 clusters Score: Raw -176475.662359 + Penalty 2055.621323 = -174420.041037 nChanged 188 SP:Iteration 2F (116.742202 sec): 3 clusters Score: Raw -176621.968309 + Penalty 2054.742004 = -174567.226305 nChanged 125 SP:Iteration 3F (116.745685 sec): 3 clusters Score: Raw -176721.788614 + Penalty 2053.060831 = -174668.727783 nChanged 100 SP:Iteration 4F (116.749114 sec): 3 clusters Score: Raw -176786.304832 + Penalty 2051.410185 = -174734.894646 nChanged 61 SP:Iteration 5Q (116.752600 sec): 3 clusters Score: Raw -176813.600961 + Penalty 2050.349452 = -174763.251509 nChanged 43 SP:Iteration 6Q (116.756141 sec): 3 clusters Score: Raw -176831.948653 + Penalty 2049.496475 = -174782.452178 nChanged 29 SP:Iteration 7Q (116.759871 sec): 3 clusters Score: Raw -176845.828813 + Penalty 2048.727942 = -174797.100871 nChanged 36 SP:Iteration 8Q (116.763379 sec): 3 clusters Score: Raw -176870.095591 + Penalty 2048.493360 = -174821.602231 nChanged 33 SP:Iteration 9Q (116.766814 sec): 3 clusters Score: Raw -176888.031877 + Penalty 2048.617746 = -174839.414131 nChanged 32 SP:Iteration 10F (116.770240 sec): 3 clusters Score: Raw -176906.058803 + Penalty 2048.856049 = -174857.202755 nChanged 30 SP:Iteration 11Q (116.773649 sec): 3 clusters Score: Raw -176926.338271 + Penalty 2049.530412 = -174876.807858 nChanged 33 SP:Iteration 12Q (116.777070 sec): 3 clusters Score: Raw -176944.777318 + Penalty 2051.256010 = -174893.521308 nChanged 36 SP:Iteration 13Q (116.780933 sec): 3 clusters Score: Raw -176968.231747 + Penalty 2052.991000 = -174915.240747 nChanged 34 SP:Iteration 14Q (116.784633 sec): 3 clusters Score: Raw -176991.221440 + Penalty 2054.642470 = -174936.578970 nChanged 25 SP:Iteration 15Q (116.788103 sec): 3 clusters Score: Raw -177004.636913 + Penalty 2055.231669 = -174949.405245 nChanged 18 SP:Iteration 16Q (116.791697 sec): 3 clusters Score: Raw -177014.676688 + Penalty 2057.100067 = -174957.576620 nChanged 19 SP:Iteration 17Q (116.795076 sec): 3 clusters Score: Raw -177023.130707 + Penalty 2058.592276 = -174964.538431 nChanged 17 SP:Iteration 18Q (116.798329 sec): 3 clusters Score: Raw -177030.002279 + Penalty 2059.424798 = -174970.577480 nChanged 11 SP:Iteration 19Q (116.801592 sec): 3 clusters Score: Raw -177037.573174 + Penalty 2059.909813 = -174977.663361 nChanged 10 SP:Iteration 20F (116.804906 sec): 3 clusters Score: Raw -177042.440912 + Penalty 2060.609962 = -174981.830950 nChanged 12 SP:Iteration 21Q (116.808188 sec): 3 clusters Score: Raw -177045.236912 + Penalty 2061.249944 = -174983.986968 nChanged 5 SP:Iteration 22Q (116.811641 sec): 3 clusters Score: Raw -177047.456717 + Penalty 2062.377408 = -174985.079309 nChanged 11 SP:Iteration 23Q (116.815159 sec): 3 clusters Score: Raw -177054.294060 + Penalty 2063.239772 = -174991.054288 nChanged 9 SP:Iteration 24Q (116.818455 sec): 3 clusters Score: Raw -177058.490413 + Penalty 2064.128038 = -174994.362376 nChanged 9 SP:Iteration 25Q (116.821881 sec): 3 clusters Score: Raw -177062.689150 + Penalty 2065.030917 = -174997.658233 nChanged 7 SP:Iteration 26Q (116.825421 sec): 3 clusters Score: Raw -177064.619664 + Penalty 2065.619494 = -174999.000170 nChanged 6 SP:Iteration 27Q (116.828918 sec): 3 clusters Score: Raw -177067.401287 + Penalty 2066.823133 = -175000.578154 nChanged 9 SP:Iteration 28Q (116.832292 sec): 3 clusters Score: Raw -177071.857568 + Penalty 2068.181962 = -175003.675606 nChanged 12 SP:Iteration 29Q (116.835628 sec): 3 clusters Score: Raw -177076.786268 + Penalty 2069.304450 = -175007.481818 nChanged 9 SP:Iteration 30F (116.839037 sec): 3 clusters Score: Raw -177079.716052 + Penalty 2069.668794 = -175010.047257 nChanged 3 SP:Iteration 31Q (116.842287 sec): 3 clusters Score: Raw -177080.875933 + Penalty 2069.586003 = -175011.289930 nChanged 1 SP:Iteration 32Q (116.845595 sec): 3 clusters Score: Raw -177081.294311 + Penalty 2069.586003 = -175011.708308 nChanged 0 SP:Iteration 33F (116.848931 sec): 3 clusters Score: Raw -177081.294311 + Penalty 2069.586003 = -175011.708308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.851942 sec): 2 clusters Score: Raw -28723.921984 + Penalty 430.894784 = -28293.027200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.852786 sec): 3 clusters Score: Raw -28618.345702 + Penalty 858.343330 = -27760.002372 nChanged 113 SP:Iteration 1F (116.853581 sec): 3 clusters Score: Raw -28779.912507 + Penalty 870.315201 = -27909.597306 nChanged 50 SP:Iteration 2F (116.854374 sec): 3 clusters Score: Raw -28897.793551 + Penalty 900.744015 = -27997.049536 nChanged 35 SP:Iteration 3F (116.855192 sec): 3 clusters Score: Raw -28969.061346 + Penalty 931.596696 = -28037.464650 nChanged 19 SP:Iteration 4F (116.855984 sec): 3 clusters Score: Raw -28999.758493 + Penalty 948.792151 = -28050.966342 nChanged 6 SP:Iteration 5Q (116.856733 sec): 3 clusters Score: Raw -29012.170599 + Penalty 963.610663 = -28048.559935 nChanged 6 SP:Iteration 6F (116.857524 sec): 3 clusters Score: Raw -29030.814054 + Penalty 967.393152 = -28063.420902 nChanged 5 SP:Iteration 7Q (116.858252 sec): 3 clusters Score: Raw -29044.666517 + Penalty 972.476867 = -28072.189650 nChanged 3 SP:Iteration 8Q (116.858975 sec): 3 clusters Score: Raw -29053.429123 + Penalty 973.352179 = -28080.076944 nChanged 2 SP:Iteration 9Q (116.859780 sec): 3 clusters Score: Raw -29061.346727 + Penalty 975.562854 = -28085.783873 nChanged 1 SP:Iteration 10F (116.860626 sec): 3 clusters Score: Raw -29063.153839 + Penalty 975.307631 = -28087.846208 nChanged 2 SP:Iteration 11Q (116.861376 sec): 3 clusters Score: Raw -29065.285073 + Penalty 972.912072 = -28092.373001 nChanged 2 SP:Iteration 12Q (116.862122 sec): 3 clusters Score: Raw -29068.262033 + Penalty 972.912072 = -28095.349961 nChanged 0 SP:Iteration 13F (116.862943 sec): 3 clusters Score: Raw -29068.262033 + Penalty 972.912072 = -28095.349961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 53 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.865248 sec): 2 clusters Score: Raw -56742.340101 + Penalty 489.239863 = -56253.100238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.866564 sec): 3 clusters Score: Raw -56447.708178 + Penalty 977.897187 = -55469.810991 nChanged 218 SP:Iteration 1F (116.867863 sec): 3 clusters Score: Raw -56614.460510 + Penalty 987.489843 = -55626.970667 nChanged 57 SP:Iteration 2F (116.869164 sec): 3 clusters Score: Raw -56680.300185 + Penalty 1003.649413 = -55676.650771 nChanged 46 SP:Iteration 3F (116.870457 sec): 3 clusters Score: Raw -56729.213153 + Penalty 1022.676689 = -55706.536464 nChanged 34 SP:Iteration 4F (116.871748 sec): 3 clusters Score: Raw -56762.885170 + Penalty 1036.884683 = -55726.000487 nChanged 22 SP:Iteration 5Q (116.873005 sec): 3 clusters Score: Raw -56783.024845 + Penalty 1045.779947 = -55737.244898 nChanged 14 SP:Iteration 6Q (116.874251 sec): 3 clusters Score: Raw -56792.782899 + Penalty 1051.782780 = -55741.000119 nChanged 7 SP:Iteration 7Q (116.875500 sec): 3 clusters Score: Raw -56799.852568 + Penalty 1059.432019 = -55740.420549 nChanged 7 SP:Iteration 8F (116.876792 sec): 3 clusters Score: Raw -56805.717993 + Penalty 1065.704407 = -55740.013586 nChanged 6 SP:Iteration 9F (116.878155 sec): 3 clusters Score: Raw -56809.760265 + Penalty 1068.613428 = -55741.146837 nChanged 8 SP:Iteration 10F (116.879464 sec): 3 clusters Score: Raw -56820.073479 + Penalty 1074.265768 = -55745.807711 nChanged 5 SP:Iteration 11Q (116.880661 sec): 3 clusters Score: Raw -56823.012790 + Penalty 1080.242386 = -55742.770403 nChanged 6 SP:Iteration 12F (116.881951 sec): 3 clusters Score: Raw -56827.133787 + Penalty 1084.876469 = -55742.257318 nChanged 4 SP:Iteration 13F (116.883245 sec): 3 clusters Score: Raw -56832.671061 + Penalty 1089.036689 = -55743.634372 nChanged 3 SP:Iteration 14Q (116.884422 sec): 3 clusters Score: Raw -56834.966465 + Penalty 1091.905469 = -55743.060996 nChanged 3 SP:Iteration 15F (116.885710 sec): 3 clusters Score: Raw -56836.592847 + Penalty 1091.905469 = -55744.687378 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 55 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.887675 sec): 2 clusters Score: Raw -48071.922006 + Penalty 428.082746 = -47643.839260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.888846 sec): 3 clusters Score: Raw -47830.935150 + Penalty 848.667829 = -46982.267321 nChanged 178 SP:Iteration 1F (116.889990 sec): 3 clusters Score: Raw -47985.468610 + Penalty 848.256941 = -47137.211669 nChanged 47 SP:Iteration 2F (116.891137 sec): 3 clusters Score: Raw -48030.712835 + Penalty 844.466706 = -47186.246129 nChanged 39 SP:Iteration 3F (116.892278 sec): 3 clusters Score: Raw -48069.880897 + Penalty 840.873624 = -47229.007273 nChanged 21 SP:Iteration 4Q (116.893408 sec): 3 clusters Score: Raw -48088.761983 + Penalty 847.180601 = -47241.581382 nChanged 14 SP:Iteration 5Q (116.894669 sec): 3 clusters Score: Raw -48098.585856 + Penalty 851.089862 = -47247.495995 nChanged 9 SP:Iteration 6Q (116.895851 sec): 3 clusters Score: Raw -48105.551958 + Penalty 856.050163 = -47249.501796 nChanged 9 SP:Iteration 7Q (116.897025 sec): 3 clusters Score: Raw -48110.098351 + Penalty 858.283198 = -47251.815153 nChanged 4 SP:Iteration 8Q (116.898197 sec): 3 clusters Score: Raw -48112.907327 + Penalty 859.102341 = -47253.804986 nChanged 1 SP:Iteration 9Q (116.899312 sec): 3 clusters Score: Raw -48113.942563 + Penalty 859.701309 = -47254.241254 nChanged 2 SP:Iteration 10F (116.900454 sec): 3 clusters Score: Raw -48114.631456 + Penalty 859.701309 = -47254.930146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.901566 sec): 2 clusters Score: Raw -17928.835909 + Penalty 286.480956 = -17642.354953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.902187 sec): 3 clusters Score: Raw -17872.429072 + Penalty 584.402407 = -17288.026666 nChanged 71 SP:Iteration 1F (116.902824 sec): 3 clusters Score: Raw -18001.632821 + Penalty 582.391974 = -17419.240847 nChanged 24 SP:Iteration 2F (116.903452 sec): 3 clusters Score: Raw -18050.331327 + Penalty 585.934377 = -17464.396950 nChanged 8 SP:Iteration 3Q (116.904050 sec): 3 clusters Score: Raw -18072.517924 + Penalty 585.668695 = -17486.849229 nChanged 2 SP:Iteration 4Q (116.904641 sec): 3 clusters Score: Raw -18075.341720 + Penalty 585.668695 = -17489.673025 nChanged 0 SP:Iteration 5F (116.905267 sec): 3 clusters Score: Raw -18075.341720 + Penalty 585.668695 = -17489.673025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 60 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.907333 sec): 2 clusters Score: Raw -52922.083298 + Penalty 571.591786 = -52350.491513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.908593 sec): 3 clusters Score: Raw -52682.863864 + Penalty 1170.506755 = -51512.357109 nChanged 196 SP:Iteration 1F (116.909826 sec): 3 clusters Score: Raw -52902.675322 + Penalty 1231.153022 = -51671.522300 nChanged 80 SP:Iteration 2F (116.911124 sec): 3 clusters Score: Raw -53046.099990 + Penalty 1296.018500 = -51750.081490 nChanged 48 SP:Iteration 3F (116.912356 sec): 3 clusters Score: Raw -53135.972046 + Penalty 1347.530203 = -51788.441843 nChanged 28 SP:Iteration 4Q (116.913595 sec): 3 clusters Score: Raw -53188.247186 + Penalty 1372.546727 = -51815.700458 nChanged 12 SP:Iteration 5Q (116.914780 sec): 3 clusters Score: Raw -53205.421659 + Penalty 1377.827500 = -51827.594159 nChanged 2 SP:Iteration 6Q (116.915918 sec): 3 clusters Score: Raw -53207.464784 + Penalty 1380.928354 = -51826.536430 nChanged 2 SP:Iteration 7F (116.917149 sec): 3 clusters Score: Raw -53209.892680 + Penalty 1387.677216 = -51822.215464 nChanged 2 SP:Iteration 8F (116.918378 sec): 3 clusters Score: Raw -53213.408931 + Penalty 1392.561320 = -51820.847612 nChanged 2 SP:Iteration 9F (116.919611 sec): 3 clusters Score: Raw -53216.026508 + Penalty 1393.651374 = -51822.375135 nChanged 1 SP:Iteration 10F (116.920844 sec): 3 clusters Score: Raw -53216.809616 + Penalty 1393.651374 = -51823.158242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.922148 sec): 2 clusters Score: Raw -25993.554079 + Penalty 690.836846 = -25302.717233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.922890 sec): 3 clusters Score: Raw -25914.995912 + Penalty 1378.888872 = -24536.107040 nChanged 55 SP:Iteration 1F (116.923596 sec): 3 clusters Score: Raw -25985.107379 + Penalty 1375.505245 = -24609.602133 nChanged 19 SP:Iteration 2F (116.924298 sec): 3 clusters Score: Raw -26016.616099 + Penalty 1373.501048 = -24643.115050 nChanged 8 SP:Iteration 3Q (116.924991 sec): 3 clusters Score: Raw -26031.803406 + Penalty 1370.862780 = -24660.940626 nChanged 7 SP:Iteration 4Q (116.925678 sec): 3 clusters Score: Raw -26051.710839 + Penalty 1368.783397 = -24682.927442 nChanged 7 SP:Iteration 5Q (116.926363 sec): 3 clusters Score: Raw -26061.029249 + Penalty 1368.444368 = -24692.584881 nChanged 2 SP:Iteration 6Q (116.927045 sec): 3 clusters Score: Raw -26065.570713 + Penalty 1368.015829 = -24697.554885 nChanged 3 SP:Iteration 7Q (116.927806 sec): 3 clusters Score: Raw -26067.073776 + Penalty 1368.268671 = -24698.805105 nChanged 2 SP:Iteration 8Q (116.928517 sec): 3 clusters Score: Raw -26068.316007 + Penalty 1368.268671 = -24700.047336 nChanged 0 SP:Iteration 9F (116.929249 sec): 3 clusters Score: Raw -26068.316007 + Penalty 1368.268671 = -24700.047336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.929885 sec): 2 clusters Score: Raw -4717.421553 + Penalty 170.536499 = -4546.885054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.930216 sec): 3 clusters Score: Raw -4735.448706 + Penalty 341.686514 = -4393.762192 nChanged 13 SP:Iteration 1F (116.930541 sec): 3 clusters Score: Raw -4757.977673 + Penalty 346.908930 = -4411.068743 nChanged 10 SP:Iteration 2F (116.930866 sec): 3 clusters Score: Raw -4776.825850 + Penalty 349.372576 = -4427.453274 nChanged 1 SP:Iteration 3Q (116.931181 sec): 3 clusters Score: Raw -4778.293052 + Penalty 348.567257 = -4429.725795 nChanged 1 SP:Iteration 4Q (116.931494 sec): 3 clusters Score: Raw -4782.882773 + Penalty 348.567257 = -4434.315516 nChanged 0 SP:Iteration 5F (116.931818 sec): 3 clusters Score: Raw -4782.882773 + Penalty 348.567257 = -4434.315516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 88 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.933438 sec): 2 clusters Score: Raw -32857.536993 + Penalty 514.779328 = -32342.757666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.934372 sec): 3 clusters Score: Raw -32719.852351 + Penalty 1029.402067 = -31690.450284 nChanged 103 SP:Iteration 1F (116.935332 sec): 3 clusters Score: Raw -32817.271586 + Penalty 1029.336154 = -31787.935433 nChanged 36 SP:Iteration 2F (116.936308 sec): 3 clusters Score: Raw -32865.477016 + Penalty 1030.454125 = -31835.022890 nChanged 25 SP:Iteration 3F (116.937253 sec): 3 clusters Score: Raw -32900.733623 + Penalty 1031.124056 = -31869.609567 nChanged 20 SP:Iteration 4Q (116.938175 sec): 3 clusters Score: Raw -32941.850203 + Penalty 1033.196068 = -31908.654135 nChanged 14 SP:Iteration 5Q (116.939051 sec): 3 clusters Score: Raw -32957.975640 + Penalty 1036.792329 = -31921.183311 nChanged 11 SP:Iteration 6Q (116.939918 sec): 3 clusters Score: Raw -32968.579148 + Penalty 1038.471673 = -31930.107475 nChanged 7 SP:Iteration 7Q (116.940805 sec): 3 clusters Score: Raw -32976.439921 + Penalty 1041.400971 = -31935.038950 nChanged 6 SP:Iteration 8Q (116.941676 sec): 3 clusters Score: Raw -32983.395330 + Penalty 1042.927935 = -31940.467395 nChanged 3 SP:Iteration 9Q (116.942535 sec): 3 clusters Score: Raw -32984.590085 + Penalty 1042.907714 = -31941.682371 nChanged 1 SP:Iteration 10F (116.943434 sec): 3 clusters Score: Raw -32985.201716 + Penalty 1042.942874 = -31942.258841 nChanged 1 SP:Iteration 11Q (116.944325 sec): 3 clusters Score: Raw -32986.065296 + Penalty 1045.721177 = -31940.344118 nChanged 3 SP:Iteration 12F (116.945224 sec): 3 clusters Score: Raw -32987.736796 + Penalty 1049.204530 = -31938.532267 nChanged 4 SP:Iteration 13F (116.946123 sec): 3 clusters Score: Raw -32990.096694 + Penalty 1049.792495 = -31940.304199 nChanged 1 SP:Iteration 14Q (116.946973 sec): 3 clusters Score: Raw -32990.477665 + Penalty 1050.831939 = -31939.645726 nChanged 1 SP:Iteration 15F (116.947872 sec): 3 clusters Score: Raw -32990.636949 + Penalty 1050.831939 = -31939.805010 nChanged 0 Time taken for this iteration:115.794777 seconds. 300->35 Clusters: Score -3401582.425285, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 204 (time per iteration =573.496510 ms) Total iterations: 2569 (time per iteration =45.540400 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6757376250.000000 (time per metric unit =17.313419ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 168934406250.000000 (time per metric unit=692.536770ps) That took 116.993288 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 6 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.28 and 0.41 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30017 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 30017 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 200 (1 points): Lose 0.483355 but Gain 1675.296865 Iteration 0F (4.077379 sec): 226 clusters Score: Raw -2698605.117161 + Penalty 210962.762301 = -2487642.354859 nChanged 8941 Deleting Class 223 (1 points): Lose 28.861930 but Gain 1675.296865 Iteration 1F (6.921028 sec): 202 clusters Score: Raw -2718248.448126 + Penalty 197426.166210 = -2520822.281916 nChanged 2867 Deleting Class 213 (1 points): Lose 28.873612 but Gain 1675.296865 Iteration 2F (9.581792 sec): 191 clusters Score: Raw -2722806.632854 + Penalty 193965.006711 = -2528841.626143 nChanged 1659 Deleting Class 124 (2 points): Lose 28.333434 but Gain 1603.802178 Iteration 3F (12.197201 sec): 188 clusters Score: Raw -2724301.614248 + Penalty 190282.314736 = -2534019.299513 nChanged 1171 Deleting Class 193 (2 points): Lose 32.357371 but Gain 1603.317949 Iteration 4Q (12.529531 sec): 185 clusters Score: Raw -2725260.242376 + Penalty 187315.541923 = -2537944.700453 nChanged 948 Deleting Class 157 (2 points): Lose 13.343376 but Gain 1578.096471 Iteration 5Q (12.828194 sec): 183 clusters Score: Raw -2725950.071207 + Penalty 185608.805230 = -2540341.265978 nChanged 804 Deleting Class 176 (2 points): Lose 13.233107 but Gain 1565.376930 Iteration 6Q (13.109057 sec): 182 clusters Score: Raw -2726438.743818 + Penalty 183955.680671 = -2542483.063147 nChanged 704 Deleting Class 166 (10 points): Lose 98.568803 but Gain 1639.426332 Iteration 7Q (13.385457 sec): 181 clusters Score: Raw -2726754.847193 + Penalty 181519.815210 = -2545235.031983 nChanged 651 Deleting Class 209 (2 points): Lose 11.889691 but Gain 1510.289272 Iteration 8Q (13.644075 sec): 179 clusters Score: Raw -2727110.449373 + Penalty 180156.616827 = -2546953.832545 nChanged 575 Deleting Class 174 (5 points): Lose 47.051492 but Gain 1536.965673 Iteration 9Q (13.887730 sec): 178 clusters Score: Raw -2727395.544852 + Penalty 178609.657111 = -2548785.887741 nChanged 522 Deleting Class 114 (1 points): Lose 0.047543 but Gain 1484.384416 Iteration 10F (16.340515 sec): 177 clusters Score: Raw -2727700.420349 + Penalty 176204.868558 = -2551495.551791 nChanged 511 Deleting Class 88 (14 points): Lose 148.434254 but Gain 1622.736046 Iteration 11Q (16.582532 sec): 176 clusters Score: Raw -2727851.342281 + Penalty 174761.651218 = -2553089.691064 nChanged 470 Deleting Class 180 (2 points): Lose 18.058843 but Gain 1480.782348 Iteration 12Q (16.810989 sec): 175 clusters Score: Raw -2728111.942961 + Penalty 173255.050033 = -2554856.892928 nChanged 470 Deleting Class 80 (5 points): Lose 51.106647 but Gain 1498.400345 Iteration 13Q (17.037807 sec): 174 clusters Score: Raw -2728306.358173 + Penalty 171829.112797 = -2556477.245377 nChanged 432 Deleting Class 111 (4 points): Lose 19.385392 but Gain 1462.095650 Iteration 14Q (17.256778 sec): 173 clusters Score: Raw -2728494.508775 + Penalty 170473.474287 = -2558021.034488 nChanged 402 Deleting Class 145 (6 points): Lose 54.698942 but Gain 1482.158366 Iteration 15Q (17.473099 sec): 172 clusters Score: Raw -2728612.026242 + Penalty 169033.871629 = -2559578.154612 nChanged 378 Deleting Class 140 (14 points): Lose 114.503896 but Gain 1528.797305 Iteration 16Q (17.691497 sec): 171 clusters Score: Raw -2728643.167414 + Penalty 167308.412526 = -2561334.754887 nChanged 353 Deleting Class 186 (2 points): Lose 18.424888 but Gain 1420.016541 Iteration 17Q (17.899977 sec): 169 clusters Score: Raw -2728791.574656 + Penalty 165920.271310 = -2562871.303346 nChanged 313 Deleting Class 132 (2 points): Lose 4.479664 but Gain 1403.131662 Iteration 18Q (18.102233 sec): 168 clusters Score: Raw -2728896.508241 + Penalty 164516.307202 = -2564380.201039 nChanged 304 Deleting Class 112 (28 points): Lose 219.614081 but Gain 1605.037840 Iteration 19Q (18.302650 sec): 167 clusters Score: Raw -2728781.424374 + Penalty 163035.155382 = -2565746.268993 nChanged 304 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2728781.424374 + Penalty 163035.155382 = -2565746.268993Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 1 (2846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.423696 sec): 2 clusters Score: Raw -269878.906243 + Penalty 323.436787 = -269555.469456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.429043 sec): 3 clusters Score: Raw -268063.222222 + Penalty 642.971359 = -267420.250862 nChanged 1303 SP:Iteration 1F (18.434247 sec): 3 clusters Score: Raw -269110.289656 + Penalty 632.745596 = -268477.544060 nChanged 332 SP:Iteration 2F (18.439436 sec): 3 clusters Score: Raw -269320.935653 + Penalty 624.199449 = -268696.736204 nChanged 165 SP:Iteration 3F (18.444720 sec): 3 clusters Score: Raw -269446.411965 + Penalty 616.959426 = -268829.452540 nChanged 130 SP:Iteration 4Q (18.450143 sec): 3 clusters Score: Raw -269579.299808 + Penalty 614.653271 = -268964.646537 nChanged 129 SP:Iteration 5Q (18.455512 sec): 3 clusters Score: Raw -269674.392572 + Penalty 613.542020 = -269060.850553 nChanged 88 SP:Iteration 6Q (18.460474 sec): 3 clusters Score: Raw -269715.550505 + Penalty 614.335686 = -269101.214819 nChanged 56 SP:Iteration 7Q (18.465399 sec): 3 clusters Score: Raw -269729.643038 + Penalty 615.305989 = -269114.337049 nChanged 25 SP:Iteration 8Q (18.470400 sec): 3 clusters Score: Raw -269733.589584 + Penalty 615.486293 = -269118.103291 nChanged 9 SP:Iteration 9Q (18.475951 sec): 3 clusters Score: Raw -269734.479277 + Penalty 615.536594 = -269118.942683 nChanged 3 SP:Iteration 10F (18.481457 sec): 3 clusters Score: Raw -269735.183108 + Penalty 616.047239 = -269119.135869 nChanged 9 SP:Iteration 11Q (18.486743 sec): 3 clusters Score: Raw -269735.947068 + Penalty 615.930538 = -269120.016530 nChanged 6 SP:Iteration 12Q (18.491843 sec): 3 clusters Score: Raw -269737.472343 + Penalty 615.719244 = -269121.753099 nChanged 5 SP:Iteration 13Q (18.496846 sec): 3 clusters Score: Raw -269738.658124 + Penalty 615.563958 = -269123.094165 nChanged 4 SP:Iteration 14Q (18.501913 sec): 3 clusters Score: Raw -269740.577766 + Penalty 615.398984 = -269125.178782 nChanged 9 SP:Iteration 15Q (18.506932 sec): 3 clusters Score: Raw -269744.210170 + Penalty 615.021800 = -269129.188370 nChanged 14 SP:Iteration 16Q (18.511892 sec): 3 clusters Score: Raw -269747.784141 + Penalty 614.749214 = -269133.034927 nChanged 13 SP:Iteration 17Q (18.517111 sec): 3 clusters Score: Raw -269749.274540 + Penalty 614.589593 = -269134.684947 nChanged 4 SP:Iteration 18Q (18.522242 sec): 3 clusters Score: Raw -269749.552494 + Penalty 614.572864 = -269134.979630 nChanged 4 SP:Iteration 19Q (18.527216 sec): 3 clusters Score: Raw -269749.779523 + Penalty 614.407382 = -269135.372141 nChanged 6 SP:Iteration 20F (18.532526 sec): 3 clusters Score: Raw -269750.519356 + Penalty 613.924004 = -269136.595352 nChanged 9 SP:Iteration 21Q (18.537572 sec): 3 clusters Score: Raw -269751.964817 + Penalty 613.748154 = -269138.216663 nChanged 8 SP:Iteration 22Q (18.542519 sec): 3 clusters Score: Raw -269752.605148 + Penalty 613.553498 = -269139.051649 nChanged 5 SP:Iteration 23Q (18.547766 sec): 3 clusters Score: Raw -269752.806414 + Penalty 613.170612 = -269139.635801 nChanged 5 SP:Iteration 24Q (18.553135 sec): 3 clusters Score: Raw -269753.417412 + Penalty 613.047954 = -269140.369458 nChanged 3 SP:Iteration 25Q (18.558219 sec): 3 clusters Score: Raw -269753.565013 + Penalty 613.047954 = -269140.517059 nChanged 0 SP:Iteration 26F (18.563495 sec): 3 clusters Score: Raw -269753.565013 + Penalty 613.047954 = -269140.517059 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 2 (9057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.604801 sec): 2 clusters Score: Raw -812906.710923 + Penalty 226.145326 = -812680.565597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.622414 sec): 3 clusters Score: Raw -806828.806550 + Penalty 480.965525 = -806347.841024 nChanged 4338 SP:Iteration 1F (18.638841 sec): 3 clusters Score: Raw -810675.057534 + Penalty 508.943354 = -810166.114180 nChanged 1311 SP:Iteration 2F (18.655707 sec): 3 clusters Score: Raw -812329.856917 + Penalty 509.107528 = -811820.749389 nChanged 457 SP:Iteration 3F (18.672208 sec): 3 clusters Score: Raw -812931.497851 + Penalty 458.978545 = -812472.519306 nChanged 75 SP:Iteration 4Q (18.686607 sec): 3 clusters Score: Raw -813117.691445 + Penalty 448.125766 = -812669.565679 nChanged 30 SP:Iteration 5Q (18.699501 sec): 3 clusters Score: Raw -813186.954078 + Penalty 443.982254 = -812742.971824 nChanged 7 SP:Iteration 6Q (18.712779 sec): 3 clusters Score: Raw -813198.450043 + Penalty 444.020120 = -812754.429924 nChanged 2 SP:Iteration 7Q (18.725716 sec): 3 clusters Score: Raw -813199.890429 + Penalty 442.961472 = -812756.928957 nChanged 1 SP:Iteration 8Q (18.738362 sec): 3 clusters Score: Raw -813200.104915 + Penalty 442.961472 = -812757.143444 nChanged 0 SP:Iteration 9F (18.754830 sec): 3 clusters Score: Raw -813200.104915 + Penalty 442.961472 = -812757.143444 nChanged 0 Score: Raw -2743516.537966 + Penalty 163280.485014 = -2580236.052953 Splitting cluster 2 changes total score from -2565746.268993 to -2580236.052953 So it's getting split into cluster 16. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.070101 sec): 2 clusters Score: Raw -133246.562234 + Penalty 513.267269 = -132733.294965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.072905 sec): 3 clusters Score: Raw -132477.035085 + Penalty 1026.517513 = -131450.517572 nChanged 521 SP:Iteration 1F (21.075586 sec): 3 clusters Score: Raw -132784.599165 + Penalty 1027.024885 = -131757.574280 nChanged 118 SP:Iteration 2F (21.078255 sec): 3 clusters Score: Raw -132847.967187 + Penalty 1027.232541 = -131820.734646 nChanged 76 SP:Iteration 3F (21.080876 sec): 3 clusters Score: Raw -132877.544134 + Penalty 1027.405635 = -131850.138500 nChanged 51 SP:Iteration 4Q (21.083486 sec): 3 clusters Score: Raw -132899.467612 + Penalty 1027.825823 = -131871.641789 nChanged 42 SP:Iteration 5Q (21.086093 sec): 3 clusters Score: Raw -132915.626777 + Penalty 1027.718467 = -131887.908310 nChanged 33 SP:Iteration 6Q (21.088905 sec): 3 clusters Score: Raw -132927.752136 + Penalty 1027.617976 = -131900.134160 nChanged 26 SP:Iteration 7Q (21.091701 sec): 3 clusters Score: Raw -132934.888764 + Penalty 1027.528567 = -131907.360197 nChanged 17 SP:Iteration 8Q (21.094337 sec): 3 clusters Score: Raw -132940.233004 + Penalty 1027.445943 = -131912.787061 nChanged 19 SP:Iteration 9Q (21.096939 sec): 3 clusters Score: Raw -132945.652493 + Penalty 1027.281747 = -131918.370746 nChanged 22 SP:Iteration 10F (21.099607 sec): 3 clusters Score: Raw -132951.439823 + Penalty 1027.155997 = -131924.283826 nChanged 21 SP:Iteration 11Q (21.102330 sec): 3 clusters Score: Raw -132958.112014 + Penalty 1026.961617 = -131931.150396 nChanged 12 SP:Iteration 12Q (21.105139 sec): 3 clusters Score: Raw -132961.025366 + Penalty 1026.792252 = -131934.233114 nChanged 8 SP:Iteration 13Q (21.108023 sec): 3 clusters Score: Raw -132962.448699 + Penalty 1026.466320 = -131935.982379 nChanged 7 SP:Iteration 14Q (21.110828 sec): 3 clusters Score: Raw -132964.572180 + Penalty 1026.060722 = -131938.511459 nChanged 9 SP:Iteration 15Q (21.113749 sec): 3 clusters Score: Raw -132968.087793 + Penalty 1025.543196 = -131942.544597 nChanged 12 SP:Iteration 16Q (21.116551 sec): 3 clusters Score: Raw -132970.777610 + Penalty 1025.132348 = -131945.645262 nChanged 9 SP:Iteration 17Q (21.119152 sec): 3 clusters Score: Raw -132972.086614 + Penalty 1024.784143 = -131947.302471 nChanged 7 SP:Iteration 18Q (21.122016 sec): 3 clusters Score: Raw -132973.194183 + Penalty 1024.196964 = -131948.997219 nChanged 13 SP:Iteration 19Q (21.124686 sec): 3 clusters Score: Raw -132976.031480 + Penalty 1023.678936 = -131952.352544 nChanged 12 SP:Iteration 20F (21.127275 sec): 3 clusters Score: Raw -132980.285116 + Penalty 1023.104004 = -131957.181112 nChanged 15 SP:Iteration 21Q (21.129850 sec): 3 clusters Score: Raw -132983.948483 + Penalty 1022.219007 = -131961.729476 nChanged 15 SP:Iteration 22Q (21.132453 sec): 3 clusters Score: Raw -132987.951989 + Penalty 1021.121755 = -131966.830234 nChanged 15 SP:Iteration 23Q (21.135078 sec): 3 clusters Score: Raw -132991.875676 + Penalty 1019.922116 = -131971.953561 nChanged 12 SP:Iteration 24Q (21.137649 sec): 3 clusters Score: Raw -132994.837097 + Penalty 1019.393316 = -131975.443781 nChanged 12 SP:Iteration 25Q (21.140210 sec): 3 clusters Score: Raw -132997.555799 + Penalty 1018.002279 = -131979.553520 nChanged 15 SP:Iteration 26Q (21.142975 sec): 3 clusters Score: Raw -133003.134442 + Penalty 1015.541004 = -131987.593438 nChanged 21 SP:Iteration 27Q (21.145740 sec): 3 clusters Score: Raw -133011.220547 + Penalty 1014.058619 = -131997.161928 nChanged 19 SP:Iteration 28Q (21.148291 sec): 3 clusters Score: Raw -133018.900102 + Penalty 1013.216183 = -132005.683918 nChanged 22 SP:Iteration 29Q (21.150869 sec): 3 clusters Score: Raw -133027.694942 + Penalty 1011.734096 = -132015.960846 nChanged 24 SP:Iteration 30F (21.153564 sec): 3 clusters Score: Raw -133035.184695 + Penalty 1010.014344 = -132025.170351 nChanged 21 SP:Iteration 31Q (21.156315 sec): 3 clusters Score: Raw -133045.843486 + Penalty 1009.688745 = -132036.154742 nChanged 20 SP:Iteration 32Q (21.158881 sec): 3 clusters Score: Raw -133053.660310 + Penalty 1008.854611 = -132044.805699 nChanged 15 SP:Iteration 33Q (21.161393 sec): 3 clusters Score: Raw -133058.438559 + Penalty 1008.651356 = -132049.787204 nChanged 17 SP:Iteration 34Q (21.163914 sec): 3 clusters Score: Raw -133064.363939 + Penalty 1009.175671 = -132055.188268 nChanged 20 SP:Iteration 35Q (21.166392 sec): 3 clusters Score: Raw -133071.031958 + Penalty 1010.822151 = -132060.209807 nChanged 23 SP:Iteration 36Q (21.168874 sec): 3 clusters Score: Raw -133079.351803 + Penalty 1012.552032 = -132066.799771 nChanged 24 SP:Iteration 37Q (21.171416 sec): 3 clusters Score: Raw -133088.990761 + Penalty 1011.855774 = -132077.134987 nChanged 19 SP:Iteration 38Q (21.173890 sec): 3 clusters Score: Raw -133096.306275 + Penalty 1011.739632 = -132084.566643 nChanged 18 SP:Iteration 39Q (21.176308 sec): 3 clusters Score: Raw -133102.471777 + Penalty 1011.034713 = -132091.437064 nChanged 20 SP:Iteration 40F (21.178837 sec): 3 clusters Score: Raw -133108.991368 + Penalty 1009.969004 = -132099.022364 nChanged 15 SP:Iteration 41Q (21.181218 sec): 3 clusters Score: Raw -133113.847743 + Penalty 1007.623712 = -132106.224031 nChanged 12 SP:Iteration 42Q (21.183612 sec): 3 clusters Score: Raw -133117.828380 + Penalty 1008.111732 = -132109.716649 nChanged 15 SP:Iteration 43Q (21.185972 sec): 3 clusters Score: Raw -133123.735447 + Penalty 1006.814981 = -132116.920466 nChanged 15 SP:Iteration 44Q (21.188503 sec): 3 clusters Score: Raw -133129.994481 + Penalty 1005.431801 = -132124.562680 nChanged 18 SP:Iteration 45Q (21.191037 sec): 3 clusters Score: Raw -133137.746130 + Penalty 1004.425779 = -132133.320351 nChanged 21 SP:Iteration 46Q (21.193418 sec): 3 clusters Score: Raw -133145.969783 + Penalty 1003.883192 = -132142.086590 nChanged 19 SP:Iteration 47Q (21.195766 sec): 3 clusters Score: Raw -133154.399515 + Penalty 1007.777406 = -132146.622108 nChanged 24 SP:Iteration 48Q (21.198141 sec): 3 clusters Score: Raw -133168.112885 + Penalty 1004.062261 = -132164.050624 nChanged 24 SP:Iteration 49Q (21.200486 sec): 3 clusters Score: Raw -133187.391176 + Penalty 1000.899900 = -132186.491276 nChanged 28 SP:Iteration 50F (21.203086 sec): 3 clusters Score: Raw -133210.058071 + Penalty 999.382640 = -132210.675431 nChanged 21 SP:Iteration 51Q (21.205425 sec): 3 clusters Score: Raw -133228.892729 + Penalty 996.801982 = -132232.090746 nChanged 10 SP:Iteration 52Q (21.207692 sec): 3 clusters Score: Raw -133234.597902 + Penalty 998.785987 = -132235.811914 nChanged 11 SP:Iteration 53Q (21.209930 sec): 3 clusters Score: Raw -133243.061556 + Penalty 1008.389611 = -132234.671944 nChanged 8 SP:Iteration 54F (21.212609 sec): 3 clusters Score: Raw -133251.528558 + Penalty 1010.036631 = -132241.491927 nChanged 3 SP:Iteration 55Q (21.214918 sec): 3 clusters Score: Raw -133253.624370 + Penalty 1013.041635 = -132240.582735 nChanged 5 SP:Iteration 56F (21.217685 sec): 3 clusters Score: Raw -133257.142045 + Penalty 996.577239 = -132260.564806 nChanged 5 SP:Iteration 57Q (21.220050 sec): 3 clusters Score: Raw -133257.312539 + Penalty 1007.281352 = -132250.031187 nChanged 2 SP:Iteration 58F (21.222762 sec): 3 clusters Score: Raw -133257.147934 + Penalty 1007.281352 = -132249.866582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 4 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.228366 sec): 2 clusters Score: Raw -125412.711847 + Penalty 199.858301 = -125212.853547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.230999 sec): 3 clusters Score: Raw -124585.300449 + Penalty 402.955103 = -124182.345346 nChanged 590 SP:Iteration 1F (21.233863 sec): 3 clusters Score: Raw -125049.327331 + Penalty 403.870525 = -124645.456806 nChanged 152 SP:Iteration 2F (21.236363 sec): 3 clusters Score: Raw -125210.229451 + Penalty 408.432065 = -124801.797386 nChanged 147 SP:Iteration 3F (21.238911 sec): 3 clusters Score: Raw -125382.356755 + Penalty 416.208612 = -124966.148143 nChanged 107 SP:Iteration 4F (21.241470 sec): 3 clusters Score: Raw -125523.222540 + Penalty 415.499269 = -125107.723271 nChanged 50 SP:Iteration 5Q (21.243962 sec): 3 clusters Score: Raw -125596.491491 + Penalty 415.305697 = -125181.185794 nChanged 28 SP:Iteration 6Q (21.246283 sec): 3 clusters Score: Raw -125625.234096 + Penalty 415.170528 = -125210.063568 nChanged 14 SP:Iteration 7Q (21.248472 sec): 3 clusters Score: Raw -125634.484746 + Penalty 412.820407 = -125221.664339 nChanged 11 SP:Iteration 8Q (21.250623 sec): 3 clusters Score: Raw -125639.433368 + Penalty 410.912020 = -125228.521348 nChanged 10 SP:Iteration 9Q (21.252792 sec): 3 clusters Score: Raw -125644.275268 + Penalty 409.645822 = -125234.629446 nChanged 8 SP:Iteration 10F (21.255531 sec): 3 clusters Score: Raw -125647.253822 + Penalty 408.085923 = -125239.167898 nChanged 3 SP:Iteration 11Q (21.257780 sec): 3 clusters Score: Raw -125647.963325 + Penalty 407.215231 = -125240.748094 nChanged 1 SP:Iteration 12Q (21.259884 sec): 3 clusters Score: Raw -125647.980973 + Penalty 407.360624 = -125240.620349 nChanged 1 SP:Iteration 13F (21.262423 sec): 3 clusters Score: Raw -125647.993391 + Penalty 407.360624 = -125240.632767 nChanged 0 Score: Raw -2743751.823227 + Penalty 163577.647066 = -2580174.176161 Splitting cluster 4 changes total score from -2565746.268993 to -2580174.176161 So it's getting split into cluster 47. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.579831 sec): 2 clusters Score: Raw -93501.024108 + Penalty 696.574470 = -92804.449638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.581744 sec): 3 clusters Score: Raw -93067.505838 + Penalty 1393.148940 = -91674.356898 nChanged 316 SP:Iteration 1F (23.583595 sec): 3 clusters Score: Raw -93258.344765 + Penalty 1391.890335 = -91866.454430 nChanged 83 SP:Iteration 2F (23.585413 sec): 3 clusters Score: Raw -93322.724520 + Penalty 1390.760435 = -91931.964085 nChanged 57 SP:Iteration 3F (23.587275 sec): 3 clusters Score: Raw -93367.295410 + Penalty 1388.056961 = -91979.238449 nChanged 43 SP:Iteration 4Q (23.589117 sec): 3 clusters Score: Raw -93396.089942 + Penalty 1387.511679 = -92008.578263 nChanged 21 SP:Iteration 5Q (23.590958 sec): 3 clusters Score: Raw -93414.980067 + Penalty 1386.646186 = -92028.333881 nChanged 26 SP:Iteration 6Q (23.592804 sec): 3 clusters Score: Raw -93429.428235 + Penalty 1385.657783 = -92043.770451 nChanged 15 SP:Iteration 7Q (23.594638 sec): 3 clusters Score: Raw -93440.327372 + Penalty 1385.469244 = -92054.858128 nChanged 12 SP:Iteration 8Q (23.596443 sec): 3 clusters Score: Raw -93446.099822 + Penalty 1385.549679 = -92060.550143 nChanged 10 SP:Iteration 9Q (23.598241 sec): 3 clusters Score: Raw -93455.909356 + Penalty 1384.918156 = -92070.991200 nChanged 12 SP:Iteration 10F (23.600050 sec): 3 clusters Score: Raw -93461.522919 + Penalty 1383.971060 = -92077.551858 nChanged 7 SP:Iteration 11Q (23.601844 sec): 3 clusters Score: Raw -93464.756897 + Penalty 1383.522838 = -92081.234059 nChanged 5 SP:Iteration 12Q (23.603780 sec): 3 clusters Score: Raw -93467.195654 + Penalty 1383.522838 = -92083.672816 nChanged 0 SP:Iteration 13F (23.605755 sec): 3 clusters Score: Raw -93467.195654 + Penalty 1383.522838 = -92083.672816 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.609513 sec): 2 clusters Score: Raw -82883.408288 + Penalty 301.518949 = -82581.889339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.611468 sec): 3 clusters Score: Raw -82348.151712 + Penalty 615.353187 = -81732.798524 nChanged 362 SP:Iteration 1F (23.613280 sec): 3 clusters Score: Raw -82605.590669 + Penalty 626.238092 = -81979.352577 nChanged 126 SP:Iteration 2F (23.615201 sec): 3 clusters Score: Raw -82696.814632 + Penalty 625.300781 = -82071.513851 nChanged 50 SP:Iteration 3F (23.617156 sec): 3 clusters Score: Raw -82770.907049 + Penalty 622.218660 = -82148.688389 nChanged 29 SP:Iteration 4Q (23.619049 sec): 3 clusters Score: Raw -82825.595171 + Penalty 621.324792 = -82204.270379 nChanged 16 SP:Iteration 5Q (23.620689 sec): 3 clusters Score: Raw -82840.227673 + Penalty 623.804891 = -82216.422782 nChanged 11 SP:Iteration 6Q (23.622307 sec): 3 clusters Score: Raw -82849.831801 + Penalty 625.763611 = -82224.068189 nChanged 7 SP:Iteration 7Q (23.623934 sec): 3 clusters Score: Raw -82852.381949 + Penalty 626.384005 = -82225.997945 nChanged 9 SP:Iteration 8Q (23.625520 sec): 3 clusters Score: Raw -82855.886341 + Penalty 623.752507 = -82232.133834 nChanged 9 SP:Iteration 9Q (23.627134 sec): 3 clusters Score: Raw -82859.117918 + Penalty 621.658810 = -82237.459108 nChanged 6 SP:Iteration 10F (23.628906 sec): 3 clusters Score: Raw -82860.358347 + Penalty 623.777541 = -82236.580806 nChanged 5 SP:Iteration 11F (23.630638 sec): 3 clusters Score: Raw -82861.431406 + Penalty 625.149404 = -82236.282002 nChanged 4 SP:Iteration 12F (23.632377 sec): 3 clusters Score: Raw -82862.079316 + Penalty 624.189490 = -82237.889826 nChanged 5 SP:Iteration 13Q (23.634000 sec): 3 clusters Score: Raw -82863.232480 + Penalty 621.789374 = -82241.443106 nChanged 7 SP:Iteration 14Q (23.635574 sec): 3 clusters Score: Raw -82865.196854 + Penalty 624.292245 = -82240.904609 nChanged 10 SP:Iteration 15F (23.637347 sec): 3 clusters Score: Raw -82870.532505 + Penalty 622.123999 = -82248.408507 nChanged 8 SP:Iteration 16Q (23.638904 sec): 3 clusters Score: Raw -82876.334524 + Penalty 623.593701 = -82252.740823 nChanged 8 SP:Iteration 17Q (23.640553 sec): 3 clusters Score: Raw -82880.425748 + Penalty 621.737474 = -82258.688274 nChanged 5 SP:Iteration 18Q (23.642099 sec): 3 clusters Score: Raw -82881.853484 + Penalty 617.737531 = -82264.115953 nChanged 4 SP:Iteration 19Q (23.643630 sec): 3 clusters Score: Raw -82884.468576 + Penalty 622.274984 = -82262.193592 nChanged 5 SP:Iteration 20F (23.645362 sec): 3 clusters Score: Raw -82886.211218 + Penalty 624.146304 = -82262.064915 nChanged 4 SP:Iteration 21F (23.647145 sec): 3 clusters Score: Raw -82886.929274 + Penalty 624.612677 = -82262.316597 nChanged 3 SP:Iteration 22Q (23.648667 sec): 3 clusters Score: Raw -82887.216028 + Penalty 626.452939 = -82260.763089 nChanged 2 SP:Iteration 23F (23.650396 sec): 3 clusters Score: Raw -82887.206080 + Penalty 627.452516 = -82259.753565 nChanged 1 SP:Iteration 24F (23.652123 sec): 3 clusters Score: Raw -82887.651095 + Penalty 628.203752 = -82259.447343 nChanged 2 SP:Iteration 25F (23.653853 sec): 3 clusters Score: Raw -82888.424379 + Penalty 628.203752 = -82260.220627 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 7 (1243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.658768 sec): 2 clusters Score: Raw -121279.918345 + Penalty 433.946268 = -120845.972077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.661332 sec): 3 clusters Score: Raw -120538.506918 + Penalty 874.309025 = -119664.197893 nChanged 516 SP:Iteration 1F (23.663802 sec): 3 clusters Score: Raw -120848.841738 + Penalty 883.974214 = -119964.867524 nChanged 141 SP:Iteration 2F (23.666578 sec): 3 clusters Score: Raw -120964.576253 + Penalty 897.471317 = -120067.104936 nChanged 118 SP:Iteration 3F (23.669164 sec): 3 clusters Score: Raw -121084.783008 + Penalty 907.752440 = -120177.030568 nChanged 75 SP:Iteration 4F (23.671761 sec): 3 clusters Score: Raw -121156.027806 + Penalty 914.485960 = -120241.541846 nChanged 48 SP:Iteration 5Q (23.674267 sec): 3 clusters Score: Raw -121183.369322 + Penalty 922.405645 = -120260.963676 nChanged 32 SP:Iteration 6Q (23.676729 sec): 3 clusters Score: Raw -121199.339998 + Penalty 928.333734 = -120271.006264 nChanged 20 SP:Iteration 7Q (23.679010 sec): 3 clusters Score: Raw -121207.815164 + Penalty 935.153139 = -120272.662024 nChanged 18 SP:Iteration 8Q (23.681197 sec): 3 clusters Score: Raw -121217.561225 + Penalty 940.565366 = -120276.995859 nChanged 14 SP:Iteration 9Q (23.683367 sec): 3 clusters Score: Raw -121224.371729 + Penalty 945.869486 = -120278.502242 nChanged 9 SP:Iteration 10F (23.685740 sec): 3 clusters Score: Raw -121228.461198 + Penalty 950.632373 = -120277.828825 nChanged 9 SP:Iteration 11F (23.688113 sec): 3 clusters Score: Raw -121233.447530 + Penalty 954.503022 = -120278.944508 nChanged 6 SP:Iteration 12Q (23.690246 sec): 3 clusters Score: Raw -121236.010523 + Penalty 956.590591 = -120279.419932 nChanged 11 SP:Iteration 13Q (23.692415 sec): 3 clusters Score: Raw -121243.386477 + Penalty 957.840803 = -120285.545674 nChanged 7 SP:Iteration 14Q (23.694580 sec): 3 clusters Score: Raw -121246.891812 + Penalty 960.134914 = -120286.756897 nChanged 11 SP:Iteration 15Q (23.696697 sec): 3 clusters Score: Raw -121253.047681 + Penalty 960.034208 = -120293.013473 nChanged 10 SP:Iteration 16Q (23.698799 sec): 3 clusters Score: Raw -121260.149430 + Penalty 956.667475 = -120303.481955 nChanged 10 SP:Iteration 17Q (23.700959 sec): 3 clusters Score: Raw -121266.207684 + Penalty 956.385752 = -120309.821931 nChanged 10 SP:Iteration 18Q (23.703124 sec): 3 clusters Score: Raw -121271.667334 + Penalty 956.295173 = -120315.372162 nChanged 6 SP:Iteration 19Q (23.705196 sec): 3 clusters Score: Raw -121276.075453 + Penalty 959.365661 = -120316.709792 nChanged 9 SP:Iteration 20F (23.707712 sec): 3 clusters Score: Raw -121283.262833 + Penalty 958.737473 = -120324.525360 nChanged 6 SP:Iteration 21Q (23.709800 sec): 3 clusters Score: Raw -121286.157195 + Penalty 960.024215 = -120326.132980 nChanged 2 SP:Iteration 22Q (23.711991 sec): 3 clusters Score: Raw -121286.359892 + Penalty 960.024215 = -120326.335677 nChanged 0 SP:Iteration 23F (23.714531 sec): 3 clusters Score: Raw -121286.359892 + Penalty 960.024215 = -120326.335677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 8 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.718907 sec): 2 clusters Score: Raw -62590.325455 + Penalty 306.470510 = -62283.854945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.720455 sec): 3 clusters Score: Raw -62237.438391 + Penalty 618.449048 = -61618.989343 nChanged 247 SP:Iteration 1F (23.721927 sec): 3 clusters Score: Raw -62422.998088 + Penalty 624.845236 = -61798.152852 nChanged 71 SP:Iteration 2F (23.723390 sec): 3 clusters Score: Raw -62510.813717 + Penalty 624.168402 = -61886.645315 nChanged 42 SP:Iteration 3F (23.724722 sec): 3 clusters Score: Raw -62561.859417 + Penalty 625.564564 = -61936.294853 nChanged 19 SP:Iteration 4Q (23.725938 sec): 3 clusters Score: Raw -62577.595920 + Penalty 636.301238 = -61941.294682 nChanged 12 SP:Iteration 5Q (23.727120 sec): 3 clusters Score: Raw -62587.422122 + Penalty 633.182643 = -61954.239479 nChanged 5 SP:Iteration 6Q (23.728275 sec): 3 clusters Score: Raw -62587.260401 + Penalty 643.510146 = -61943.750255 nChanged 3 SP:Iteration 7F (23.729691 sec): 3 clusters Score: Raw -62587.698679 + Penalty 641.798812 = -61945.899867 nChanged 1 SP:Iteration 8Q (23.730890 sec): 3 clusters Score: Raw -62587.481677 + Penalty 642.415686 = -61945.065991 nChanged 2 SP:Iteration 9F (23.732351 sec): 3 clusters Score: Raw -62586.754173 + Penalty 642.415686 = -61944.338487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.733791 sec): 2 clusters Score: Raw -1271.771431 + Penalty 213.849412 = -1057.922019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.734032 sec): 3 clusters Score: Raw -1277.743208 + Penalty 443.368122 = -834.375085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 10 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.735810 sec): 2 clusters Score: Raw -33035.821950 + Penalty 217.216536 = -32818.605414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.736690 sec): 3 clusters Score: Raw -32856.476238 + Penalty 443.840412 = -32412.635826 nChanged 141 SP:Iteration 1F (23.737569 sec): 3 clusters Score: Raw -32999.359094 + Penalty 445.425754 = -32553.933340 nChanged 32 SP:Iteration 2F (23.738393 sec): 3 clusters Score: Raw -33031.057742 + Penalty 454.860464 = -32576.197278 nChanged 14 SP:Iteration 3Q (23.739280 sec): 3 clusters Score: Raw -33053.293027 + Penalty 458.390327 = -32594.902700 nChanged 6 SP:Iteration 4Q (23.740137 sec): 3 clusters Score: Raw -33063.982415 + Penalty 449.602155 = -32614.380260 nChanged 2 SP:Iteration 5Q (23.740924 sec): 3 clusters Score: Raw -33068.861202 + Penalty 449.039070 = -32619.822132 nChanged 2 SP:Iteration 6Q (23.741691 sec): 3 clusters Score: Raw -33072.703800 + Penalty 449.039070 = -32623.664729 nChanged 0 SP:Iteration 7F (23.742557 sec): 3 clusters Score: Raw -33072.703800 + Penalty 449.039070 = -32623.664729 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (2126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.753270 sec): 2 clusters Score: Raw -195350.143298 + Penalty 236.392901 = -195113.750397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.757816 sec): 3 clusters Score: Raw -194004.020359 + Penalty 483.711849 = -193520.308510 nChanged 972 SP:Iteration 1F (23.761940 sec): 3 clusters Score: Raw -194763.347832 + Penalty 507.161976 = -194256.185856 nChanged 291 SP:Iteration 2F (23.766137 sec): 3 clusters Score: Raw -195067.086115 + Penalty 533.873078 = -194533.213037 nChanged 140 SP:Iteration 3F (23.770617 sec): 3 clusters Score: Raw -195200.098174 + Penalty 549.340336 = -194650.757837 nChanged 70 SP:Iteration 4Q (23.774717 sec): 3 clusters Score: Raw -195271.953656 + Penalty 551.578945 = -194720.374711 nChanged 30 SP:Iteration 5Q (23.778515 sec): 3 clusters Score: Raw -195296.751506 + Penalty 551.380515 = -194745.370992 nChanged 26 SP:Iteration 6Q (23.782033 sec): 3 clusters Score: Raw -195316.076175 + Penalty 559.595563 = -194756.480612 nChanged 15 SP:Iteration 7Q (23.785493 sec): 3 clusters Score: Raw -195326.696449 + Penalty 571.369908 = -194755.326541 nChanged 16 SP:Iteration 8F (23.789677 sec): 3 clusters Score: Raw -195338.964137 + Penalty 578.148600 = -194760.815537 nChanged 11 SP:Iteration 9Q (23.793121 sec): 3 clusters Score: Raw -195347.236822 + Penalty 589.596527 = -194757.640295 nChanged 8 SP:Iteration 10F (23.796951 sec): 3 clusters Score: Raw -195353.788623 + Penalty 598.286037 = -194755.502586 nChanged 8 SP:Iteration 11F (23.800935 sec): 3 clusters Score: Raw -195361.653857 + Penalty 595.361234 = -194766.292623 nChanged 7 SP:Iteration 12Q (23.804074 sec): 3 clusters Score: Raw -195369.737369 + Penalty 598.937254 = -194770.800115 nChanged 4 SP:Iteration 13Q (23.807387 sec): 3 clusters Score: Raw -195373.216350 + Penalty 598.937254 = -194774.279095 nChanged 0 SP:Iteration 14F (23.811407 sec): 3 clusters Score: Raw -195373.216350 + Penalty 598.937254 = -194774.279095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.816616 sec): 2 clusters Score: Raw -10949.388128 + Penalty 207.291085 = -10742.097044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.817053 sec): 3 clusters Score: Raw -10906.560652 + Penalty 423.819843 = -10482.740809 nChanged 37 SP:Iteration 1F (23.817470 sec): 3 clusters Score: Raw -10937.857453 + Penalty 441.445594 = -10496.411859 nChanged 13 SP:Iteration 2F (23.817909 sec): 3 clusters Score: Raw -10949.299077 + Penalty 458.371467 = -10490.927610 nChanged 8 SP:Iteration 3F (23.818323 sec): 3 clusters Score: Raw -10963.513387 + Penalty 469.621027 = -10493.892361 nChanged 4 SP:Iteration 4Q (23.818734 sec): 3 clusters Score: Raw -10972.777687 + Penalty 477.786193 = -10494.991494 nChanged 2 SP:Iteration 5Q (23.819143 sec): 3 clusters Score: Raw -10977.244363 + Penalty 482.993406 = -10494.250957 nChanged 1 SP:Iteration 6F (23.819566 sec): 3 clusters Score: Raw -10979.162501 + Penalty 488.853430 = -10490.309071 nChanged 1 SP:Iteration 7F (23.819980 sec): 3 clusters Score: Raw -10979.899046 + Penalty 500.248905 = -10479.650141 nChanged 2 SP:Iteration 8F (23.820392 sec): 3 clusters Score: Raw -10983.148510 + Penalty 505.265546 = -10477.882964 nChanged 1 SP:Iteration 9F (23.820803 sec): 3 clusters Score: Raw -10985.632230 + Penalty 505.265546 = -10480.366684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.822849 sec): 2 clusters Score: Raw -44315.971942 + Penalty 269.801791 = -44046.170151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.823966 sec): 3 clusters Score: Raw -44027.580139 + Penalty 547.001002 = -43480.579137 nChanged 180 SP:Iteration 1F (23.825057 sec): 3 clusters Score: Raw -44112.565537 + Penalty 557.092484 = -43555.473053 nChanged 61 SP:Iteration 2F (23.826144 sec): 3 clusters Score: Raw -44156.414909 + Penalty 584.295039 = -43572.119871 nChanged 51 SP:Iteration 3F (23.827251 sec): 3 clusters Score: Raw -44215.656595 + Penalty 641.814387 = -43573.842208 nChanged 49 SP:Iteration 4F (23.828248 sec): 3 clusters Score: Raw -44282.705108 + Penalty 714.515813 = -43568.189295 nChanged 30 SP:Iteration 5F (23.829259 sec): 3 clusters Score: Raw -44316.901610 + Penalty 715.620510 = -43601.281100 nChanged 4 SP:Iteration 6Q (23.830171 sec): 3 clusters Score: Raw -44320.333066 + Penalty 723.929927 = -43596.403139 nChanged 1 SP:Iteration 7F (23.831183 sec): 3 clusters Score: Raw -44320.806746 + Penalty 723.929927 = -43596.876819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.836226 sec): 2 clusters Score: Raw -133981.844602 + Penalty 71.136344 = -133910.708258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.839095 sec): 3 clusters Score: Raw -133061.205361 + Penalty 140.548974 = -132920.656387 nChanged 677 SP:Iteration 1F (23.842122 sec): 3 clusters Score: Raw -133562.808955 + Penalty 134.870270 = -133427.938685 nChanged 96 SP:Iteration 2F (23.844924 sec): 3 clusters Score: Raw -133659.762650 + Penalty 132.089443 = -133527.673207 nChanged 100 SP:Iteration 3F (23.847645 sec): 3 clusters Score: Raw -133781.103616 + Penalty 127.768669 = -133653.334947 nChanged 77 SP:Iteration 4F (23.850354 sec): 3 clusters Score: Raw -133943.440593 + Penalty 127.504260 = -133815.936333 nChanged 5 SP:Iteration 5Q (23.852632 sec): 3 clusters Score: Raw -133943.983373 + Penalty 127.344867 = -133816.638506 nChanged 1 SP:Iteration 6Q (23.854910 sec): 3 clusters Score: Raw -133944.484849 + Penalty 127.210954 = -133817.273895 nChanged 2 SP:Iteration 7Q (23.857188 sec): 3 clusters Score: Raw -133945.103354 + Penalty 127.652065 = -133817.451289 nChanged 2 SP:Iteration 8Q (23.859465 sec): 3 clusters Score: Raw -133945.578355 + Penalty 127.652065 = -133817.926290 nChanged 0 SP:Iteration 9F (23.862171 sec): 3 clusters Score: Raw -133945.578355 + Penalty 127.652065 = -133817.926290 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 15 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.868172 sec): 2 clusters Score: Raw -133737.803899 + Penalty 291.439393 = -133446.364506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.871015 sec): 3 clusters Score: Raw -132889.110608 + Penalty 607.059617 = -132282.050991 nChanged 612 SP:Iteration 1F (23.873857 sec): 3 clusters Score: Raw -133254.353555 + Penalty 627.717516 = -132626.636039 nChanged 162 SP:Iteration 2F (23.876818 sec): 3 clusters Score: Raw -133387.107304 + Penalty 661.561033 = -132725.546271 nChanged 146 SP:Iteration 3F (23.879769 sec): 3 clusters Score: Raw -133538.456621 + Penalty 695.792606 = -132842.664016 nChanged 91 SP:Iteration 4F (23.882574 sec): 3 clusters Score: Raw -133635.020139 + Penalty 711.803974 = -132923.216165 nChanged 50 SP:Iteration 5Q (23.885305 sec): 3 clusters Score: Raw -133684.343344 + Penalty 727.101427 = -132957.241917 nChanged 26 SP:Iteration 6Q (23.887872 sec): 3 clusters Score: Raw -133705.648320 + Penalty 741.564621 = -132964.083699 nChanged 21 SP:Iteration 7Q (23.890322 sec): 3 clusters Score: Raw -133718.758541 + Penalty 767.343679 = -132951.414862 nChanged 14 SP:Iteration 8F (23.893131 sec): 3 clusters Score: Raw -133727.597719 + Penalty 774.040036 = -132953.557683 nChanged 9 SP:Iteration 9Q (23.895517 sec): 3 clusters Score: Raw -133733.461627 + Penalty 788.032223 = -132945.429404 nChanged 6 SP:Iteration 10F (23.898315 sec): 3 clusters Score: Raw -133735.985333 + Penalty 801.666128 = -132934.319204 nChanged 6 SP:Iteration 11F (23.901110 sec): 3 clusters Score: Raw -133739.427485 + Penalty 809.226794 = -132930.200691 nChanged 4 SP:Iteration 12F (23.903652 sec): 3 clusters Score: Raw -133742.019873 + Penalty 825.772345 = -132916.247529 nChanged 5 SP:Iteration 13F (23.906297 sec): 3 clusters Score: Raw -133749.673344 + Penalty 825.734971 = -132923.938373 nChanged 3 SP:Iteration 14Q (23.908533 sec): 3 clusters Score: Raw -133752.027741 + Penalty 825.734971 = -132926.292770 nChanged 0 SP:Iteration 15F (23.911146 sec): 3 clusters Score: Raw -133752.027741 + Penalty 825.734971 = -132926.292770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.913048 sec): 2 clusters Score: Raw -10688.451619 + Penalty 557.214879 = -10131.236740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.913444 sec): 3 clusters Score: Raw -10678.752746 + Penalty 1110.861058 = -9567.891688 nChanged 7 SP:Iteration 1F (23.913855 sec): 3 clusters Score: Raw -10695.595328 + Penalty 1110.735665 = -9584.859663 nChanged 4 SP:Iteration 2Q (23.914245 sec): 3 clusters Score: Raw -10706.283266 + Penalty 1111.511338 = -9594.771928 nChanged 1 SP:Iteration 3Q (23.914633 sec): 3 clusters Score: Raw -10711.153987 + Penalty 1110.655469 = -9600.498518 nChanged 1 SP:Iteration 4Q (23.915019 sec): 3 clusters Score: Raw -10711.922258 + Penalty 1109.519995 = -9602.402263 nChanged 1 SP:Iteration 5Q (23.915404 sec): 3 clusters Score: Raw -10712.490524 + Penalty 1107.827389 = -9604.663135 nChanged 1 SP:Iteration 6Q (23.915789 sec): 3 clusters Score: Raw -10713.094197 + Penalty 1107.827389 = -9605.266808 nChanged 0 SP:Iteration 7F (23.916183 sec): 3 clusters Score: Raw -10713.094197 + Penalty 1107.827389 = -9605.266808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.917433 sec): 2 clusters Score: Raw -16130.834376 + Penalty 421.580256 = -15709.254120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.917970 sec): 3 clusters Score: Raw -16105.509167 + Penalty 842.649970 = -15262.859197 nChanged 35 SP:Iteration 1F (23.918499 sec): 3 clusters Score: Raw -16143.368520 + Penalty 841.628725 = -15301.739795 nChanged 9 SP:Iteration 2F (23.919024 sec): 3 clusters Score: Raw -16154.476404 + Penalty 840.939763 = -15313.536641 nChanged 2 SP:Iteration 3Q (23.919543 sec): 3 clusters Score: Raw -16157.813022 + Penalty 841.008163 = -15316.804859 nChanged 6 SP:Iteration 4Q (23.920058 sec): 3 clusters Score: Raw -16163.986177 + Penalty 840.548977 = -15323.437200 nChanged 2 SP:Iteration 5Q (23.920571 sec): 3 clusters Score: Raw -16165.021523 + Penalty 840.548977 = -15324.472546 nChanged 0 SP:Iteration 6F (23.921094 sec): 3 clusters Score: Raw -16165.021523 + Penalty 840.548977 = -15324.472546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.921707 sec): 2 clusters Score: Raw -3495.204087 + Penalty 225.395507 = -3269.808579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.921988 sec): 3 clusters Score: Raw -3498.126836 + Penalty 442.482033 = -3055.644804 nChanged 6 SP:Iteration 1F (23.922264 sec): 3 clusters Score: Raw -3512.515943 + Penalty 450.791015 = -3061.724928 nChanged 4 SP:Iteration 2F (23.922539 sec): 3 clusters Score: Raw -3528.930456 + Penalty 450.791015 = -3078.139441 nChanged 2 SP:Iteration 3F (23.922813 sec): 3 clusters Score: Raw -3535.522594 + Penalty 450.791015 = -3084.731579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.923421 sec): 2 clusters Score: Raw -5109.359697 + Penalty 417.889564 = -4691.470133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.923738 sec): 3 clusters Score: Raw -5136.141206 + Penalty 841.964195 = -4294.177011 nChanged 1 SP:Iteration 1Q (23.924044 sec): 3 clusters Score: Raw -5140.435597 + Penalty 841.964195 = -4298.471402 nChanged 0 SP:Iteration 2F (23.924354 sec): 3 clusters Score: Raw -5140.435597 + Penalty 841.964195 = -4298.471402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.924898 sec): 2 clusters Score: Raw -2053.628270 + Penalty 268.906745 = -1784.721525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.925149 sec): 3 clusters Score: Raw -2073.694687 + Penalty 549.382697 = -1524.311990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.925648 sec): 2 clusters Score: Raw -1438.362177 + Penalty 198.904278 = -1239.457898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.925888 sec): 3 clusters Score: Raw -1444.333506 + Penalty 397.451596 = -1046.881910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.926570 sec): 2 clusters Score: Raw -8490.415193 + Penalty 442.015185 = -8048.400008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.926940 sec): 3 clusters Score: Raw -8458.763360 + Penalty 889.705511 = -7569.057849 nChanged 11 SP:Iteration 1F (23.927304 sec): 3 clusters Score: Raw -8474.624413 + Penalty 892.548015 = -7582.076398 nChanged 2 SP:Iteration 2Q (23.927666 sec): 3 clusters Score: Raw -8476.289292 + Penalty 895.538251 = -7580.751041 nChanged 2 SP:Iteration 3F (23.928029 sec): 3 clusters Score: Raw -8478.811408 + Penalty 895.420823 = -7583.390586 nChanged 1 SP:Iteration 4Q (23.928392 sec): 3 clusters Score: Raw -8480.549068 + Penalty 895.377853 = -7585.171215 nChanged 2 SP:Iteration 5Q (23.928750 sec): 3 clusters Score: Raw -8484.133532 + Penalty 896.368158 = -7587.765374 nChanged 1 SP:Iteration 6Q (23.929110 sec): 3 clusters Score: Raw -8485.426762 + Penalty 896.368158 = -7589.058604 nChanged 0 SP:Iteration 7F (23.929470 sec): 3 clusters Score: Raw -8485.426762 + Penalty 896.368158 = -7589.058604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.931035 sec): 2 clusters Score: Raw -36262.036965 + Penalty 438.615064 = -35823.421900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.931958 sec): 3 clusters Score: Raw -36076.282723 + Penalty 876.656235 = -35199.626487 nChanged 127 SP:Iteration 1F (23.932855 sec): 3 clusters Score: Raw -36176.174126 + Penalty 881.632677 = -35294.541449 nChanged 35 SP:Iteration 2F (23.933753 sec): 3 clusters Score: Raw -36216.311052 + Penalty 885.298659 = -35331.012393 nChanged 33 SP:Iteration 3F (23.934649 sec): 3 clusters Score: Raw -36258.399130 + Penalty 886.601111 = -35371.798019 nChanged 26 SP:Iteration 4F (23.935550 sec): 3 clusters Score: Raw -36286.219195 + Penalty 886.079708 = -35400.139487 nChanged 18 SP:Iteration 5Q (23.936432 sec): 3 clusters Score: Raw -36302.774056 + Penalty 884.667768 = -35418.106288 nChanged 14 SP:Iteration 6Q (23.937307 sec): 3 clusters Score: Raw -36316.301673 + Penalty 882.048177 = -35434.253496 nChanged 9 SP:Iteration 7Q (23.938173 sec): 3 clusters Score: Raw -36327.670686 + Penalty 880.146711 = -35447.523975 nChanged 8 SP:Iteration 8Q (23.939035 sec): 3 clusters Score: Raw -36332.289421 + Penalty 879.944395 = -35452.345027 nChanged 3 SP:Iteration 9Q (23.939971 sec): 3 clusters Score: Raw -36333.924932 + Penalty 878.778556 = -35455.146376 nChanged 3 SP:Iteration 10F (23.940915 sec): 3 clusters Score: Raw -36334.642131 + Penalty 878.074171 = -35456.567960 nChanged 1 SP:Iteration 11Q (23.941812 sec): 3 clusters Score: Raw -36335.694701 + Penalty 878.074171 = -35457.620531 nChanged 0 SP:Iteration 12F (23.942751 sec): 3 clusters Score: Raw -36335.694701 + Penalty 878.074171 = -35457.620531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 25 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.943687 sec): 2 clusters Score: Raw -15685.027045 + Penalty 490.427839 = -15194.599206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.944184 sec): 3 clusters Score: Raw -15665.680856 + Penalty 980.833194 = -14684.847662 nChanged 21 SP:Iteration 1F (23.944672 sec): 3 clusters Score: Raw -15694.453521 + Penalty 980.870615 = -14713.582906 nChanged 2 SP:Iteration 2Q (23.945158 sec): 3 clusters Score: Raw -15698.261764 + Penalty 980.705530 = -14717.556233 nChanged 3 SP:Iteration 3Q (23.945641 sec): 3 clusters Score: Raw -15702.356691 + Penalty 980.720805 = -14721.635886 nChanged 1 SP:Iteration 4Q (23.946133 sec): 3 clusters Score: Raw -15703.028039 + Penalty 980.720805 = -14722.307235 nChanged 0 SP:Iteration 5F (23.946620 sec): 3 clusters Score: Raw -15703.028039 + Penalty 980.720805 = -14722.307235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.948021 sec): 2 clusters Score: Raw -33530.702339 + Penalty 312.591443 = -33218.110896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.948862 sec): 3 clusters Score: Raw -33355.608693 + Penalty 626.442949 = -32729.165744 nChanged 118 SP:Iteration 1F (23.949691 sec): 3 clusters Score: Raw -33419.639746 + Penalty 625.777123 = -32793.862623 nChanged 26 SP:Iteration 2F (23.950519 sec): 3 clusters Score: Raw -33442.950445 + Penalty 624.602786 = -32818.347659 nChanged 31 SP:Iteration 3F (23.951346 sec): 3 clusters Score: Raw -33463.824821 + Penalty 623.139683 = -32840.685138 nChanged 21 SP:Iteration 4F (23.952170 sec): 3 clusters Score: Raw -33476.596868 + Penalty 621.237655 = -32855.359212 nChanged 9 SP:Iteration 5Q (23.952989 sec): 3 clusters Score: Raw -33479.853017 + Penalty 620.057211 = -32859.795806 nChanged 5 SP:Iteration 6Q (23.953806 sec): 3 clusters Score: Raw -33481.657559 + Penalty 619.758282 = -32861.899277 nChanged 3 SP:Iteration 7Q (23.954624 sec): 3 clusters Score: Raw -33483.176355 + Penalty 619.154729 = -32864.021625 nChanged 4 SP:Iteration 8Q (23.955441 sec): 3 clusters Score: Raw -33484.922383 + Penalty 618.684509 = -32866.237874 nChanged 8 SP:Iteration 9Q (23.956260 sec): 3 clusters Score: Raw -33489.717811 + Penalty 618.967045 = -32870.750765 nChanged 11 SP:Iteration 10F (23.957079 sec): 3 clusters Score: Raw -33496.824040 + Penalty 619.983886 = -32876.840154 nChanged 6 SP:Iteration 11Q (23.957912 sec): 3 clusters Score: Raw -33498.913798 + Penalty 622.051510 = -32876.862288 nChanged 7 SP:Iteration 12Q (23.958770 sec): 3 clusters Score: Raw -33505.714553 + Penalty 624.181580 = -32881.532973 nChanged 4 SP:Iteration 13Q (23.959580 sec): 3 clusters Score: Raw -33511.057189 + Penalty 624.724928 = -32886.332261 nChanged 3 SP:Iteration 14Q (23.960391 sec): 3 clusters Score: Raw -33513.635327 + Penalty 625.446231 = -32888.189096 nChanged 4 SP:Iteration 15Q (23.961240 sec): 3 clusters Score: Raw -33515.859883 + Penalty 626.254131 = -32889.605752 nChanged 2 SP:Iteration 16Q (23.962098 sec): 3 clusters Score: Raw -33516.690953 + Penalty 626.317198 = -32890.373755 nChanged 1 SP:Iteration 17Q (23.962912 sec): 3 clusters Score: Raw -33516.788732 + Penalty 626.317198 = -32890.471534 nChanged 0 SP:Iteration 18F (23.963732 sec): 3 clusters Score: Raw -33516.788732 + Penalty 626.317198 = -32890.471534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.964227 sec): 2 clusters Score: Raw -616.526167 + Penalty 204.426623 = -412.099544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.964437 sec): 2 clusters Score: Raw -616.526167 + Penalty 204.426623 = -412.099544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 28 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.964944 sec): 2 clusters Score: Raw -678.566138 + Penalty 106.186417 = -572.379722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.965160 sec): 3 clusters Score: Raw -670.629328 + Penalty 170.296950 = -500.332378 nChanged 1 SP:Iteration 1F (23.965369 sec): 3 clusters Score: Raw -674.415939 + Penalty 106.186417 = -568.229522 nChanged 1 SP:Iteration 2F (23.965568 sec): 2 clusters Score: Raw -678.566138 + Penalty 106.186417 = -572.379722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 29 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966165 sec): 2 clusters Score: Raw -4916.054369 + Penalty 446.856384 = -4469.197985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.966466 sec): 3 clusters Score: Raw -4947.299872 + Penalty 887.144866 = -4060.155007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.966946 sec): 2 clusters Score: Raw -706.336393 + Penalty 65.681774 = -640.654619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.967161 sec): 3 clusters Score: Raw -714.901568 + Penalty 156.752905 = -558.148663 nChanged 1 SP:Iteration 1F (23.967370 sec): 3 clusters Score: Raw -716.592489 + Penalty 156.752905 = -559.839584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.967844 sec): 2 clusters Score: Raw -523.721054 + Penalty 197.683424 = -326.037629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.968063 sec): 3 clusters Score: Raw -510.119052 + Penalty 392.841890 = -117.277162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.969209 sec): 2 clusters Score: Raw -25778.008612 + Penalty 705.046570 = -25072.962042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.969903 sec): 3 clusters Score: Raw -25744.701653 + Penalty 1410.906142 = -24333.795510 nChanged 41 SP:Iteration 1F (23.970585 sec): 3 clusters Score: Raw -25802.594312 + Penalty 1411.405964 = -24391.188348 nChanged 8 SP:Iteration 2Q (23.971274 sec): 3 clusters Score: Raw -25819.076086 + Penalty 1412.262052 = -24406.814034 nChanged 8 SP:Iteration 3Q (23.971919 sec): 3 clusters Score: Raw -25829.757144 + Penalty 1412.926379 = -24416.830765 nChanged 4 SP:Iteration 4Q (23.972601 sec): 3 clusters Score: Raw -25833.684913 + Penalty 1412.968608 = -24420.716306 nChanged 1 SP:Iteration 5Q (23.973266 sec): 3 clusters Score: Raw -25836.701247 + Penalty 1413.286213 = -24423.415034 nChanged 2 SP:Iteration 6Q (23.973930 sec): 3 clusters Score: Raw -25837.729394 + Penalty 1414.107360 = -24423.622034 nChanged 3 SP:Iteration 7Q (23.974592 sec): 3 clusters Score: Raw -25839.630727 + Penalty 1414.793644 = -24424.837083 nChanged 2 SP:Iteration 8Q (23.975253 sec): 3 clusters Score: Raw -25841.816335 + Penalty 1414.551159 = -24427.265176 nChanged 2 SP:Iteration 9Q (23.975917 sec): 3 clusters Score: Raw -25848.832596 + Penalty 1414.023738 = -24434.808858 nChanged 2 SP:Iteration 10F (23.976593 sec): 3 clusters Score: Raw -25854.957357 + Penalty 1414.023738 = -24440.933619 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.979750 sec): 2 clusters Score: Raw -79899.248369 + Penalty 423.591740 = -79475.656629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.981545 sec): 3 clusters Score: Raw -79464.497068 + Penalty 857.229030 = -78607.268038 nChanged 319 SP:Iteration 1F (23.983227 sec): 3 clusters Score: Raw -79668.367252 + Penalty 872.039643 = -78796.327609 nChanged 74 SP:Iteration 2F (23.984917 sec): 3 clusters Score: Raw -79750.380737 + Penalty 886.740260 = -78863.640477 nChanged 56 SP:Iteration 3F (23.986648 sec): 3 clusters Score: Raw -79808.595255 + Penalty 890.980003 = -78917.615252 nChanged 39 SP:Iteration 4Q (23.988308 sec): 3 clusters Score: Raw -79846.051867 + Penalty 891.106231 = -78954.945635 nChanged 23 SP:Iteration 5Q (23.989929 sec): 3 clusters Score: Raw -79863.520000 + Penalty 894.298312 = -78969.221688 nChanged 15 SP:Iteration 6Q (23.991572 sec): 3 clusters Score: Raw -79871.103250 + Penalty 900.677121 = -78970.426130 nChanged 9 SP:Iteration 7Q (23.993221 sec): 3 clusters Score: Raw -79875.608461 + Penalty 903.651770 = -78971.956691 nChanged 6 SP:Iteration 8Q (23.994827 sec): 3 clusters Score: Raw -79877.034043 + Penalty 907.198180 = -78969.835862 nChanged 3 SP:Iteration 9F (23.996569 sec): 3 clusters Score: Raw -79878.143607 + Penalty 910.092511 = -78968.051096 nChanged 6 SP:Iteration 10F (23.998278 sec): 3 clusters Score: Raw -79881.142390 + Penalty 913.315843 = -78967.826547 nChanged 5 SP:Iteration 11F (24.000007 sec): 3 clusters Score: Raw -79884.352874 + Penalty 917.970127 = -78966.382747 nChanged 4 SP:Iteration 12F (24.001749 sec): 3 clusters Score: Raw -79887.479407 + Penalty 922.822870 = -78964.656537 nChanged 5 SP:Iteration 13F (24.003485 sec): 3 clusters Score: Raw -79889.848045 + Penalty 923.506147 = -78966.341898 nChanged 3 SP:Iteration 14Q (24.005061 sec): 3 clusters Score: Raw -79890.820253 + Penalty 926.290061 = -78964.530193 nChanged 4 SP:Iteration 15F (24.006918 sec): 3 clusters Score: Raw -79892.184404 + Penalty 929.955707 = -78962.228697 nChanged 4 SP:Iteration 16F (24.008760 sec): 3 clusters Score: Raw -79893.699178 + Penalty 932.162989 = -78961.536189 nChanged 2 SP:Iteration 17F (24.010472 sec): 3 clusters Score: Raw -79895.352367 + Penalty 934.325542 = -78961.026825 nChanged 1 SP:Iteration 18F (24.012182 sec): 3 clusters Score: Raw -79896.206320 + Penalty 935.211592 = -78960.994728 nChanged 1 SP:Iteration 19F (24.013892 sec): 3 clusters Score: Raw -79896.341347 + Penalty 936.139812 = -78960.201535 nChanged 1 SP:Iteration 20F (24.015641 sec): 3 clusters Score: Raw -79896.486476 + Penalty 936.139812 = -78960.346665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.016210 sec): 2 clusters Score: Raw -604.399521 + Penalty 178.455000 = -425.944521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.016434 sec): 3 clusters Score: Raw -600.456862 + Penalty 356.910000 = -243.546862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.017083 sec): 2 clusters Score: Raw -3156.042462 + Penalty 286.139603 = -2869.902859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.017444 sec): 3 clusters Score: Raw -3700.753271 + Penalty 606.324466 = -3094.428805 nChanged 14 SP:Iteration 1F (24.017794 sec): 3 clusters Score: Raw -3779.900631 + Penalty 622.523100 = -3157.377531 nChanged 4 SP:Iteration 2F (24.018147 sec): 3 clusters Score: Raw -3813.349065 + Penalty 669.512785 = -3143.836280 nChanged 4 SP:Iteration 3F (24.018504 sec): 3 clusters Score: Raw -3864.822082 + Penalty 684.787673 = -3180.034409 nChanged 1 SP:Iteration 4Q (24.018830 sec): 3 clusters Score: Raw -3913.514223 + Penalty 684.787673 = -3228.726549 nChanged 0 SP:Iteration 5F (24.019185 sec): 3 clusters Score: Raw -3913.514223 + Penalty 684.787673 = -3228.726549 nChanged 0 Score: Raw -2744509.269940 + Penalty 164518.239576 = -2579991.030364 Splitting cluster 35 changes total score from -2565746.268993 to -2579991.030364 So it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 36 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.345966 sec): 2 clusters Score: Raw -1022.075908 + Penalty 243.556617 = -778.519291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.346231 sec): 3 clusters Score: Raw -1010.562381 + Penalty 481.051849 = -529.510532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.346749 sec): 2 clusters Score: Raw -1863.123231 + Penalty 224.094631 = -1639.028600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.346993 sec): 3 clusters Score: Raw -1863.163669 + Penalty 455.467576 = -1407.696093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.347740 sec): 2 clusters Score: Raw -9682.811767 + Penalty 391.906698 = -9290.905068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.348144 sec): 3 clusters Score: Raw -9650.328892 + Penalty 784.197771 = -8866.131121 nChanged 8 SP:Iteration 1F (26.348543 sec): 3 clusters Score: Raw -9659.630505 + Penalty 784.698761 = -8874.931744 nChanged 3 SP:Iteration 2Q (26.348939 sec): 3 clusters Score: Raw -9663.302688 + Penalty 785.094917 = -8878.207771 nChanged 1 SP:Iteration 3Q (26.349336 sec): 3 clusters Score: Raw -9665.757573 + Penalty 785.094917 = -8880.662656 nChanged 0 SP:Iteration 4F (26.349732 sec): 3 clusters Score: Raw -9665.757573 + Penalty 785.094917 = -8880.662656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 39 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.350558 sec): 2 clusters Score: Raw -13224.581335 + Penalty 290.779765 = -12933.801570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.351022 sec): 3 clusters Score: Raw -13173.908771 + Penalty 572.604129 = -12601.304642 nChanged 30 SP:Iteration 1F (26.351475 sec): 3 clusters Score: Raw -13196.941186 + Penalty 569.018220 = -12627.922966 nChanged 7 SP:Iteration 2F (26.351926 sec): 3 clusters Score: Raw -13205.795802 + Penalty 566.420372 = -12639.375430 nChanged 6 SP:Iteration 3Q (26.352374 sec): 3 clusters Score: Raw -13212.911510 + Penalty 567.505370 = -12645.406141 nChanged 6 SP:Iteration 4Q (26.352824 sec): 3 clusters Score: Raw -13217.940010 + Penalty 571.889879 = -12646.050131 nChanged 5 SP:Iteration 5Q (26.353267 sec): 3 clusters Score: Raw -13220.056702 + Penalty 573.707851 = -12646.348851 nChanged 4 SP:Iteration 6Q (26.353711 sec): 3 clusters Score: Raw -13223.247361 + Penalty 578.165437 = -12645.081924 nChanged 3 SP:Iteration 7F (26.354162 sec): 3 clusters Score: Raw -13224.920615 + Penalty 582.544724 = -12642.375891 nChanged 3 SP:Iteration 8F (26.354612 sec): 3 clusters Score: Raw -13230.259647 + Penalty 582.544724 = -12647.714923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 40 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.355186 sec): 2 clusters Score: Raw -4045.195160 + Penalty 252.627876 = -3792.567284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.355472 sec): 3 clusters Score: Raw -4042.100413 + Penalty 505.463317 = -3536.637096 nChanged 6 SP:Iteration 1F (26.355753 sec): 3 clusters Score: Raw -4054.635020 + Penalty 503.193889 = -3551.441131 nChanged 2 SP:Iteration 2Q (26.356030 sec): 3 clusters Score: Raw -4058.851960 + Penalty 503.193889 = -3555.658071 nChanged 0 SP:Iteration 3F (26.356309 sec): 3 clusters Score: Raw -4058.851960 + Penalty 503.193889 = -3555.658071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.356836 sec): 2 clusters Score: Raw -2686.030567 + Penalty 478.214669 = -2207.815898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.357096 sec): 3 clusters Score: Raw -2734.945164 + Penalty 955.097543 = -1779.847621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.357587 sec): 2 clusters Score: Raw -292.787636 + Penalty 71.196727 = -221.590909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.357787 sec): 2 clusters Score: Raw -292.787636 + Penalty 71.196727 = -221.590909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.358257 sec): 2 clusters Score: Raw -393.050727 + Penalty 113.582025 = -279.468703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.358473 sec): 3 clusters Score: Raw -384.622587 + Penalty 231.364678 = -153.257909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.358954 sec): 2 clusters Score: Raw -818.287113 + Penalty 244.539664 = -573.747449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.359176 sec): 3 clusters Score: Raw -817.090453 + Penalty 489.079328 = -328.011125 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 45 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.361875 sec): 2 clusters Score: Raw -75400.360801 + Penalty 403.046064 = -74997.314737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.363495 sec): 3 clusters Score: Raw -74994.175405 + Penalty 805.634053 = -74188.541351 nChanged 273 SP:Iteration 1F (26.365098 sec): 3 clusters Score: Raw -75163.550274 + Penalty 805.523499 = -74358.026775 nChanged 62 SP:Iteration 2F (26.366664 sec): 3 clusters Score: Raw -75202.075180 + Penalty 805.960955 = -74396.114226 nChanged 39 SP:Iteration 3F (26.368294 sec): 3 clusters Score: Raw -75224.643795 + Penalty 806.092127 = -74418.551668 nChanged 31 SP:Iteration 4Q (26.369900 sec): 3 clusters Score: Raw -75244.796576 + Penalty 806.581218 = -74438.215358 nChanged 34 SP:Iteration 5Q (26.371480 sec): 3 clusters Score: Raw -75271.212634 + Penalty 806.954562 = -74464.258071 nChanged 30 SP:Iteration 6Q (26.373032 sec): 3 clusters Score: Raw -75297.050958 + Penalty 807.403489 = -74489.647469 nChanged 25 SP:Iteration 7Q (26.374571 sec): 3 clusters Score: Raw -75309.300655 + Penalty 807.530915 = -74501.769740 nChanged 11 SP:Iteration 8Q (26.376103 sec): 3 clusters Score: Raw -75313.589279 + Penalty 808.143376 = -74505.445903 nChanged 9 SP:Iteration 9Q (26.377633 sec): 3 clusters Score: Raw -75318.561090 + Penalty 808.728939 = -74509.832152 nChanged 13 SP:Iteration 10F (26.379300 sec): 3 clusters Score: Raw -75321.701038 + Penalty 808.895196 = -74512.805842 nChanged 3 SP:Iteration 11Q (26.380955 sec): 3 clusters Score: Raw -75322.734986 + Penalty 809.489158 = -74513.245828 nChanged 5 SP:Iteration 12Q (26.382587 sec): 3 clusters Score: Raw -75324.644722 + Penalty 810.467342 = -74514.177381 nChanged 8 SP:Iteration 13Q (26.384123 sec): 3 clusters Score: Raw -75328.869847 + Penalty 811.715888 = -74517.153958 nChanged 10 SP:Iteration 14Q (26.385637 sec): 3 clusters Score: Raw -75334.924710 + Penalty 812.630113 = -74522.294597 nChanged 10 SP:Iteration 15Q (26.387146 sec): 3 clusters Score: Raw -75339.914702 + Penalty 813.669391 = -74526.245311 nChanged 9 SP:Iteration 16Q (26.388692 sec): 3 clusters Score: Raw -75343.364787 + Penalty 814.687043 = -74528.677744 nChanged 6 SP:Iteration 17Q (26.390220 sec): 3 clusters Score: Raw -75346.974684 + Penalty 815.863476 = -74531.111208 nChanged 8 SP:Iteration 18Q (26.391735 sec): 3 clusters Score: Raw -75349.417524 + Penalty 818.360786 = -74531.056738 nChanged 11 SP:Iteration 19F (26.393275 sec): 3 clusters Score: Raw -75354.522834 + Penalty 819.741248 = -74534.781586 nChanged 7 SP:Iteration 20F (26.394855 sec): 3 clusters Score: Raw -75357.410415 + Penalty 821.009299 = -74536.401116 nChanged 6 SP:Iteration 21Q (26.396365 sec): 3 clusters Score: Raw -75359.527885 + Penalty 822.590731 = -74536.937154 nChanged 5 SP:Iteration 22Q (26.397890 sec): 3 clusters Score: Raw -75361.015561 + Penalty 823.674174 = -74537.341387 nChanged 3 SP:Iteration 23Q (26.399368 sec): 3 clusters Score: Raw -75362.464488 + Penalty 823.735203 = -74538.729284 nChanged 1 SP:Iteration 24Q (26.400874 sec): 3 clusters Score: Raw -75362.617152 + Penalty 824.439717 = -74538.177435 nChanged 2 SP:Iteration 25F (26.402449 sec): 3 clusters Score: Raw -75362.667847 + Penalty 824.439717 = -74538.228130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.403001 sec): 2 clusters Score: Raw -1800.041717 + Penalty 256.045610 = -1543.996106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.403249 sec): 3 clusters Score: Raw -1799.548827 + Penalty 514.509547 = -1285.039280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.403910 sec): 2 clusters Score: Raw -6843.711102 + Penalty 576.623806 = -6267.087295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.404250 sec): 3 clusters Score: Raw -6921.024711 + Penalty 1153.064783 = -5767.959928 nChanged 1 SP:Iteration 1Q (26.404567 sec): 3 clusters Score: Raw -6924.324033 + Penalty 1153.457794 = -5770.866239 nChanged 1 SP:Iteration 2Q (26.404882 sec): 3 clusters Score: Raw -6928.384489 + Penalty 1153.457794 = -5774.926694 nChanged 0 SP:Iteration 3F (26.405212 sec): 3 clusters Score: Raw -6928.384489 + Penalty 1153.457794 = -5774.926694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.406734 sec): 2 clusters Score: Raw -21124.290617 + Penalty 432.051901 = -20692.238717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.407348 sec): 3 clusters Score: Raw -21061.581265 + Penalty 864.103801 = -20197.477464 nChanged 47 SP:Iteration 1F (26.407973 sec): 3 clusters Score: Raw -21111.124768 + Penalty 864.057388 = -20247.067380 nChanged 13 SP:Iteration 2F (26.408572 sec): 3 clusters Score: Raw -21124.980750 + Penalty 863.825918 = -20261.154832 nChanged 10 SP:Iteration 3Q (26.409163 sec): 3 clusters Score: Raw -21137.982111 + Penalty 864.700760 = -20273.281351 nChanged 4 SP:Iteration 4Q (26.409754 sec): 3 clusters Score: Raw -21141.458148 + Penalty 864.923996 = -20276.534152 nChanged 1 SP:Iteration 5Q (26.410341 sec): 3 clusters Score: Raw -21142.962023 + Penalty 864.858250 = -20278.103773 nChanged 1 SP:Iteration 6Q (26.410979 sec): 3 clusters Score: Raw -21142.980015 + Penalty 864.858250 = -20278.121764 nChanged 0 SP:Iteration 7F (26.411595 sec): 3 clusters Score: Raw -21142.980015 + Penalty 864.858250 = -20278.121764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.412935 sec): 2 clusters Score: Raw -5727.590368 + Penalty 403.381299 = -5324.209069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.413262 sec): 3 clusters Score: Raw -5753.242574 + Penalty 807.588765 = -4945.653809 nChanged 3 SP:Iteration 1F (26.413582 sec): 3 clusters Score: Raw -5761.624338 + Penalty 805.946506 = -4955.677832 nChanged 1 SP:Iteration 2Q (26.413892 sec): 3 clusters Score: Raw -5763.554682 + Penalty 805.946506 = -4957.608175 nChanged 0 SP:Iteration 3F (26.414211 sec): 3 clusters Score: Raw -5763.554682 + Penalty 805.946506 = -4957.608175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.414683 sec): 2 clusters Score: Raw -286.237391 + Penalty 96.297900 = -189.939491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.414889 sec): 3 clusters Score: Raw -288.479633 + Penalty 169.440280 = -119.039354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 53 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.415493 sec): 2 clusters Score: Raw -4511.485833 + Penalty 384.192745 = -4127.293089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.415789 sec): 3 clusters Score: Raw -4522.512998 + Penalty 762.241991 = -3760.271006 nChanged 5 SP:Iteration 1F (26.416078 sec): 3 clusters Score: Raw -4530.384664 + Penalty 758.182346 = -3772.202318 nChanged 1 SP:Iteration 2Q (26.416360 sec): 3 clusters Score: Raw -4530.497149 + Penalty 758.182346 = -3772.314803 nChanged 0 SP:Iteration 3F (26.416648 sec): 3 clusters Score: Raw -4530.497149 + Penalty 758.182346 = -3772.314803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.417879 sec): 2 clusters Score: Raw -27576.685633 + Penalty 675.423826 = -26901.261808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.418587 sec): 3 clusters Score: Raw -27495.825765 + Penalty 1350.847651 = -26144.978113 nChanged 66 SP:Iteration 1F (26.419273 sec): 3 clusters Score: Raw -27585.534682 + Penalty 1350.413997 = -26235.120685 nChanged 19 SP:Iteration 2F (26.419989 sec): 3 clusters Score: Raw -27613.333310 + Penalty 1349.272543 = -26264.060767 nChanged 8 SP:Iteration 3Q (26.420671 sec): 3 clusters Score: Raw -27622.679088 + Penalty 1348.045338 = -26274.633750 nChanged 4 SP:Iteration 4Q (26.421351 sec): 3 clusters Score: Raw -27627.304431 + Penalty 1347.592355 = -26279.712077 nChanged 5 SP:Iteration 5Q (26.422029 sec): 3 clusters Score: Raw -27633.591368 + Penalty 1347.884243 = -26285.707125 nChanged 5 SP:Iteration 6Q (26.422710 sec): 3 clusters Score: Raw -27639.924620 + Penalty 1349.606553 = -26290.318066 nChanged 5 SP:Iteration 7Q (26.423385 sec): 3 clusters Score: Raw -27651.446036 + Penalty 1350.847651 = -26300.598385 nChanged 4 SP:Iteration 8Q (26.424060 sec): 3 clusters Score: Raw -27657.483066 + Penalty 1351.512312 = -26305.970753 nChanged 5 SP:Iteration 9Q (26.424733 sec): 3 clusters Score: Raw -27662.875674 + Penalty 1350.847651 = -26312.028023 nChanged 1 SP:Iteration 10F (26.425429 sec): 3 clusters Score: Raw -27663.461329 + Penalty 1350.847651 = -26312.613677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.425920 sec): 2 clusters Score: Raw -775.927952 + Penalty 161.186120 = -614.741831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.426144 sec): 3 clusters Score: Raw -771.399450 + Penalty 322.372241 = -449.027209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.426626 sec): 2 clusters Score: Raw -834.737183 + Penalty 264.861997 = -569.875186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.426849 sec): 3 clusters Score: Raw -829.569377 + Penalty 529.723994 = -299.845382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.427320 sec): 2 clusters Score: Raw -509.502579 + Penalty 162.860933 = -346.641646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.427540 sec): 3 clusters Score: Raw -496.012811 + Penalty 324.632706 = -171.380105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.428247 sec): 2 clusters Score: Raw -8871.232850 + Penalty 640.646537 = -8230.586313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.428631 sec): 3 clusters Score: Raw -8959.098789 + Penalty 1281.312947 = -7677.785842 nChanged 7 SP:Iteration 1F (26.429032 sec): 3 clusters Score: Raw -8996.359181 + Penalty 1281.312947 = -7715.046234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.429495 sec): 2 clusters Score: Raw -94.637322 + Penalty 0.000000 = -94.637322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.429687 sec): 2 clusters Score: Raw -94.637322 + Penalty 0.000000 = -94.637322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 60 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.430222 sec): 2 clusters Score: Raw -3055.581539 + Penalty 325.883401 = -2729.698139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.430489 sec): 3 clusters Score: Raw -3058.010545 + Penalty 653.753991 = -2404.256554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.431129 sec): 2 clusters Score: Raw -6330.002974 + Penalty 247.376725 = -6082.626249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.431462 sec): 3 clusters Score: Raw -6301.872186 + Penalty 494.753451 = -5807.118735 nChanged 7 SP:Iteration 1F (26.431785 sec): 3 clusters Score: Raw -6308.539433 + Penalty 496.632024 = -5811.907409 nChanged 3 SP:Iteration 2Q (26.432110 sec): 3 clusters Score: Raw -6310.617615 + Penalty 496.632024 = -5813.985591 nChanged 0 SP:Iteration 3F (26.432432 sec): 3 clusters Score: Raw -6310.617615 + Penalty 496.632024 = -5813.985591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.433102 sec): 2 clusters Score: Raw -7453.250571 + Penalty 367.820688 = -7085.429883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.433455 sec): 3 clusters Score: Raw -7446.601698 + Penalty 737.974715 = -6708.626983 nChanged 3 SP:Iteration 1Q (26.433798 sec): 3 clusters Score: Raw -7452.324936 + Penalty 739.155840 = -6713.169096 nChanged 4 SP:Iteration 2F (26.434142 sec): 3 clusters Score: Raw -7456.972188 + Penalty 739.155840 = -6717.816348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 63 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.434714 sec): 2 clusters Score: Raw -4065.899340 + Penalty 552.791932 = -3513.107408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.434997 sec): 3 clusters Score: Raw -4126.589344 + Penalty 1106.286665 = -3020.302680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.435475 sec): 2 clusters Score: Raw -408.228433 + Penalty 155.310937 = -252.917497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.435690 sec): 3 clusters Score: Raw -397.887566 + Penalty 299.183150 = -98.704416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 65 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.436168 sec): 2 clusters Score: Raw -515.465599 + Penalty 196.965715 = -318.499884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.436391 sec): 3 clusters Score: Raw -509.879105 + Penalty 355.374773 = -154.504331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.436887 sec): 2 clusters Score: Raw -1283.219070 + Penalty 313.438477 = -969.780593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.437117 sec): 3 clusters Score: Raw -1268.009553 + Penalty 624.385119 = -643.624434 nChanged 1 SP:Iteration 1F (26.437345 sec): 3 clusters Score: Raw -1269.902428 + Penalty 624.385119 = -645.517309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.437853 sec): 2 clusters Score: Raw -1208.604463 + Penalty 229.195669 = -979.408794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.438084 sec): 3 clusters Score: Raw -1197.506942 + Penalty 472.740960 = -724.765983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.438550 sec): 2 clusters Score: Raw -293.955965 + Penalty 105.673353 = -188.282612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.438761 sec): 3 clusters Score: Raw -285.930177 + Penalty 208.137827 = -77.792350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.439222 sec): 2 clusters Score: Raw -96.071230 + Penalty 0.000000 = -96.071230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.439415 sec): 2 clusters Score: Raw -96.071230 + Penalty 0.000000 = -96.071230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.439881 sec): 2 clusters Score: Raw -309.194092 + Penalty 141.164865 = -168.029227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.440095 sec): 3 clusters Score: Raw -297.298597 + Penalty 282.193013 = -15.105584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.440707 sec): 2 clusters Score: Raw -3537.763330 + Penalty 220.007490 = -3317.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.441028 sec): 3 clusters Score: Raw -3684.238023 + Penalty 439.160076 = -3245.077947 nChanged 5 SP:Iteration 1F (26.441343 sec): 3 clusters Score: Raw -3711.166425 + Penalty 438.048999 = -3273.117426 nChanged 1 SP:Iteration 2Q (26.441637 sec): 3 clusters Score: Raw -3714.063440 + Penalty 437.454809 = -3276.608631 nChanged 1 SP:Iteration 3Q (26.441936 sec): 3 clusters Score: Raw -3715.192898 + Penalty 439.287690 = -3275.905208 nChanged 3 SP:Iteration 4F (26.442258 sec): 3 clusters Score: Raw -3719.828690 + Penalty 442.710367 = -3277.118323 nChanged 2 SP:Iteration 5Q (26.442557 sec): 3 clusters Score: Raw -3723.212496 + Penalty 442.710367 = -3280.502129 nChanged 0 SP:Iteration 6F (26.442881 sec): 3 clusters Score: Raw -3723.212496 + Penalty 442.710367 = -3280.502129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.443340 sec): 2 clusters Score: Raw -172.408764 + Penalty 3.465736 = -168.943028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.443526 sec): 2 clusters Score: Raw -172.408764 + Penalty 3.465736 = -168.943028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.444007 sec): 2 clusters Score: Raw -783.393466 + Penalty 175.971979 = -607.421487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.444232 sec): 3 clusters Score: Raw -777.701600 + Penalty 175.971979 = -601.729621 nChanged 1 SP:Iteration 1F (26.444435 sec): 2 clusters Score: Raw -783.393466 + Penalty 175.971979 = -607.421487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.444900 sec): 2 clusters Score: Raw -304.848133 + Penalty 128.882744 = -175.965389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.445114 sec): 3 clusters Score: Raw -293.323408 + Penalty 266.447499 = -26.875908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.445714 sec): 2 clusters Score: Raw -4554.343843 + Penalty 357.176479 = -4197.167364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.446009 sec): 3 clusters Score: Raw -4559.293998 + Penalty 716.646820 = -3842.647178 nChanged 2 SP:Iteration 1Q (26.446296 sec): 3 clusters Score: Raw -4565.443117 + Penalty 716.646820 = -3848.796297 nChanged 0 SP:Iteration 2F (26.446584 sec): 3 clusters Score: Raw -4565.443117 + Penalty 716.646820 = -3848.796297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 77 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.447086 sec): 2 clusters Score: Raw -1565.395119 + Penalty 223.368006 = -1342.027113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.447325 sec): 3 clusters Score: Raw -1562.903863 + Penalty 446.970155 = -1115.933709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 78 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.447832 sec): 2 clusters Score: Raw -1801.355069 + Penalty 315.878727 = -1485.476342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.448073 sec): 3 clusters Score: Raw -1826.598507 + Penalty 628.016561 = -1198.581946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.448694 sec): 2 clusters Score: Raw -5836.348846 + Penalty 624.244426 = -5212.104420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.449021 sec): 3 clusters Score: Raw -6039.326446 + Penalty 1248.054653 = -4791.271793 nChanged 2 SP:Iteration 1Q (26.449321 sec): 3 clusters Score: Raw -6054.387962 + Penalty 1248.054653 = -4806.333309 nChanged 0 SP:Iteration 2F (26.449642 sec): 3 clusters Score: Raw -6054.387962 + Penalty 1248.054653 = -4806.333309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.450103 sec): 2 clusters Score: Raw -602.388728 + Penalty 27.242742 = -575.145986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.450298 sec): 3 clusters Score: Raw -614.174334 + Penalty 54.485484 = -559.688850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.450773 sec): 2 clusters Score: Raw -630.660935 + Penalty 220.649372 = -410.011563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.450993 sec): 3 clusters Score: Raw -617.771098 + Penalty 445.813668 = -171.957430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.451471 sec): 2 clusters Score: Raw -700.437528 + Penalty 188.272139 = -512.165388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.451698 sec): 3 clusters Score: Raw -696.182503 + Penalty 386.207899 = -309.974604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.452183 sec): 2 clusters Score: Raw -496.959496 + Penalty 151.446517 = -345.512980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.452405 sec): 3 clusters Score: Raw -489.798898 + Penalty 305.615841 = -184.183057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 85 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.453065 sec): 2 clusters Score: Raw -6632.608242 + Penalty 289.387675 = -6343.220567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.453432 sec): 3 clusters Score: Raw -6623.773285 + Penalty 593.449355 = -6030.323931 nChanged 7 SP:Iteration 1F (26.453768 sec): 3 clusters Score: Raw -6635.399282 + Penalty 595.220937 = -6040.178345 nChanged 2 SP:Iteration 2Q (26.454097 sec): 3 clusters Score: Raw -6642.277182 + Penalty 600.745913 = -6041.531268 nChanged 3 SP:Iteration 3Q (26.454427 sec): 3 clusters Score: Raw -6650.306674 + Penalty 604.959618 = -6045.347056 nChanged 1 SP:Iteration 4Q (26.454752 sec): 3 clusters Score: Raw -6654.729339 + Penalty 604.959618 = -6049.769721 nChanged 0 SP:Iteration 5F (26.455086 sec): 3 clusters Score: Raw -6654.729339 + Penalty 604.959618 = -6049.769721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 86 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.455736 sec): 2 clusters Score: Raw -6772.441953 + Penalty 593.929804 = -6178.512149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.456071 sec): 3 clusters Score: Raw -6823.716993 + Penalty 1182.306193 = -5641.410800 nChanged 3 SP:Iteration 1Q (26.456390 sec): 3 clusters Score: Raw -6838.865029 + Penalty 1182.306193 = -5656.558836 nChanged 0 SP:Iteration 2F (26.456718 sec): 3 clusters Score: Raw -6838.865029 + Penalty 1182.306193 = -5656.558836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 87 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.457210 sec): 2 clusters Score: Raw -1006.437540 + Penalty 204.248792 = -802.188748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.457438 sec): 3 clusters Score: Raw -999.346430 + Penalty 393.022134 = -606.324297 nChanged 1 SP:Iteration 1F (26.457661 sec): 3 clusters Score: Raw -1002.286425 + Penalty 371.403893 = -630.882532 nChanged 1 SP:Iteration 2F (26.457883 sec): 3 clusters Score: Raw -1002.302907 + Penalty 371.403893 = -630.899014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.458359 sec): 2 clusters Score: Raw -635.981548 + Penalty 232.565205 = -403.416342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.458579 sec): 3 clusters Score: Raw -619.966991 + Penalty 465.692863 = -154.274129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 90 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.459075 sec): 2 clusters Score: Raw -1540.107047 + Penalty 320.822266 = -1219.284781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.459312 sec): 3 clusters Score: Raw -1555.078803 + Penalty 641.935903 = -913.142901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 91 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.459895 sec): 2 clusters Score: Raw -4815.883176 + Penalty 444.776630 = -4371.106546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.460196 sec): 3 clusters Score: Raw -4840.705030 + Penalty 890.261055 = -3950.443975 nChanged 1 SP:Iteration 1Q (26.460483 sec): 3 clusters Score: Raw -4845.029203 + Penalty 890.261055 = -3954.768148 nChanged 0 SP:Iteration 2F (26.460776 sec): 3 clusters Score: Raw -4845.029203 + Penalty 890.261055 = -3954.768148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.461242 sec): 2 clusters Score: Raw -194.544605 + Penalty 57.402447 = -137.142158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.461449 sec): 3 clusters Score: Raw -186.501584 + Penalty 114.804894 = -71.696690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 93 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.462140 sec): 2 clusters Score: Raw -8050.031681 + Penalty 603.769976 = -7446.261705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.462499 sec): 3 clusters Score: Raw -8110.325207 + Penalty 1206.251077 = -6904.074130 nChanged 2 SP:Iteration 1Q (26.462841 sec): 3 clusters Score: Raw -8116.500453 + Penalty 1206.251077 = -6910.249376 nChanged 0 SP:Iteration 2F (26.463194 sec): 3 clusters Score: Raw -8116.500453 + Penalty 1206.251077 = -6910.249376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.463681 sec): 2 clusters Score: Raw -1080.423459 + Penalty 186.741748 = -893.681711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.463910 sec): 3 clusters Score: Raw -1077.361754 + Penalty 368.025557 = -709.336197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.464392 sec): 2 clusters Score: Raw -865.919248 + Penalty 151.841923 = -714.077325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.464618 sec): 3 clusters Score: Raw -863.844747 + Penalty 302.311642 = -561.533106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.465101 sec): 2 clusters Score: Raw -1024.230600 + Penalty 186.932195 = -837.298406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.465326 sec): 3 clusters Score: Raw -1014.004681 + Penalty 372.985574 = -641.019107 nChanged 1 SP:Iteration 1F (26.465546 sec): 3 clusters Score: Raw -1017.211565 + Penalty 392.406115 = -624.805450 nChanged 1 SP:Iteration 2F (26.465765 sec): 3 clusters Score: Raw -1018.742528 + Penalty 392.406115 = -626.336413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.466245 sec): 2 clusters Score: Raw -881.599249 + Penalty 145.192086 = -736.407163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.466470 sec): 3 clusters Score: Raw -878.459057 + Penalty 289.444588 = -589.014469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.466952 sec): 2 clusters Score: Raw -813.277425 + Penalty 241.064458 = -572.212967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.467176 sec): 3 clusters Score: Raw -810.401217 + Penalty 482.128916 = -328.272301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 99 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.467746 sec): 2 clusters Score: Raw -4375.389875 + Penalty 390.737132 = -3984.652742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.468038 sec): 3 clusters Score: Raw -4402.864643 + Penalty 781.786820 = -3621.077823 nChanged 1 SP:Iteration 1Q (26.468319 sec): 3 clusters Score: Raw -4405.038651 + Penalty 781.786820 = -3623.251832 nChanged 0 SP:Iteration 2F (26.468607 sec): 3 clusters Score: Raw -4405.038651 + Penalty 781.786820 = -3623.251832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 100 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.469071 sec): 2 clusters Score: Raw -191.134676 + Penalty 53.557880 = -137.576796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.469270 sec): 2 clusters Score: Raw -191.134676 + Penalty 53.557880 = -137.576796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.469754 sec): 2 clusters Score: Raw -579.674389 + Penalty 262.094913 = -317.579476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.469994 sec): 3 clusters Score: Raw -599.067742 + Penalty 534.853402 = -64.214340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 102 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.470522 sec): 2 clusters Score: Raw -2366.931256 + Penalty 248.747208 = -2118.184047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.470782 sec): 3 clusters Score: Raw -2383.188989 + Penalty 498.138174 = -1885.050815 nChanged 1 SP:Iteration 1Q (26.471030 sec): 3 clusters Score: Raw -2384.406763 + Penalty 498.138174 = -1886.268589 nChanged 0 SP:Iteration 2F (26.471280 sec): 3 clusters Score: Raw -2384.406763 + Penalty 498.138174 = -1886.268589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.471753 sec): 2 clusters Score: Raw -524.296835 + Penalty 204.537612 = -319.759223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.471972 sec): 3 clusters Score: Raw -509.315746 + Penalty 404.643488 = -104.672258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.472463 sec): 2 clusters Score: Raw -1258.082985 + Penalty 295.825477 = -962.257508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.472695 sec): 3 clusters Score: Raw -1248.577437 + Penalty 629.559927 = -619.017510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.473176 sec): 2 clusters Score: Raw -814.920162 + Penalty 209.666189 = -605.253973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.473402 sec): 3 clusters Score: Raw -806.277386 + Penalty 409.159906 = -397.117480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 106 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.473911 sec): 2 clusters Score: Raw -1905.465729 + Penalty 262.865547 = -1642.600182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.474157 sec): 3 clusters Score: Raw -1903.401491 + Penalty 524.927760 = -1378.473731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 107 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.474686 sec): 2 clusters Score: Raw -2784.483030 + Penalty 424.564434 = -2359.918596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.474949 sec): 3 clusters Score: Raw -2823.652502 + Penalty 862.083822 = -1961.568680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.475417 sec): 2 clusters Score: Raw -409.217459 + Penalty 29.992044 = -379.225416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.475615 sec): 2 clusters Score: Raw -409.217459 + Penalty 29.992044 = -379.225416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.476102 sec): 2 clusters Score: Raw -1139.348134 + Penalty 269.491805 = -869.856328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.476333 sec): 3 clusters Score: Raw -1135.915240 + Penalty 541.703868 = -594.211372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 110 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.476903 sec): 2 clusters Score: Raw -4305.238689 + Penalty 479.560640 = -3825.678048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.477211 sec): 3 clusters Score: Raw -4383.475029 + Penalty 959.994282 = -3423.480747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.477685 sec): 2 clusters Score: Raw -421.040102 + Penalty 189.176726 = -231.863377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.477899 sec): 3 clusters Score: Raw -408.634548 + Penalty 368.943864 = -39.690684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 115 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.478514 sec): 2 clusters Score: Raw -5975.733632 + Penalty 430.897347 = -5544.836286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.478836 sec): 3 clusters Score: Raw -5977.530263 + Penalty 866.211921 = -5111.318343 nChanged 3 SP:Iteration 1F (26.479152 sec): 3 clusters Score: Raw -5988.512020 + Penalty 869.090372 = -5119.421648 nChanged 1 SP:Iteration 2Q (26.479462 sec): 3 clusters Score: Raw -5991.081251 + Penalty 869.090372 = -5121.990879 nChanged 0 SP:Iteration 3F (26.479778 sec): 3 clusters Score: Raw -5991.081251 + Penalty 869.090372 = -5121.990879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.480248 sec): 2 clusters Score: Raw -417.374549 + Penalty 153.522345 = -263.852204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.480463 sec): 3 clusters Score: Raw -401.491416 + Penalty 307.044689 = -94.446727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.480938 sec): 2 clusters Score: Raw -521.511159 + Penalty 201.103692 = -320.407466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.481156 sec): 3 clusters Score: Raw -508.827189 + Penalty 392.110513 = -116.716675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.481635 sec): 2 clusters Score: Raw -721.009311 + Penalty 226.562643 = -494.446668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.481856 sec): 3 clusters Score: Raw -712.844634 + Penalty 460.530024 = -252.314611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.482337 sec): 2 clusters Score: Raw -885.567716 + Penalty 190.645530 = -694.922186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.482561 sec): 3 clusters Score: Raw -880.975038 + Penalty 351.320695 = -529.654343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.483044 sec): 2 clusters Score: Raw -835.533616 + Penalty 240.322542 = -595.211074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.483268 sec): 3 clusters Score: Raw -823.457663 + Penalty 465.746024 = -357.711639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.483737 sec): 2 clusters Score: Raw -379.906372 + Penalty 137.047907 = -242.858465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.483935 sec): 2 clusters Score: Raw -379.906372 + Penalty 137.047907 = -242.858465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.484401 sec): 2 clusters Score: Raw -311.347428 + Penalty 145.302528 = -166.044900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.484630 sec): 3 clusters Score: Raw -299.661906 + Penalty 304.475876 = 4.813970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.485097 sec): 2 clusters Score: Raw -399.070405 + Penalty 132.056602 = -267.013803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.485312 sec): 3 clusters Score: Raw -390.518106 + Penalty 264.113204 = -126.404902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.485795 sec): 2 clusters Score: Raw -1003.784214 + Penalty 236.024151 = -767.760063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.486023 sec): 3 clusters Score: Raw -1007.156404 + Penalty 472.048302 = -535.108103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 129 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.486518 sec): 2 clusters Score: Raw -1555.397970 + Penalty 297.638716 = -1257.759254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.486755 sec): 3 clusters Score: Raw -1550.880534 + Penalty 604.989784 = -945.890750 nChanged 1 SP:Iteration 1F (26.486987 sec): 3 clusters Score: Raw -1552.193492 + Penalty 604.989784 = -947.203708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.487440 sec): 2 clusters Score: Raw -92.299021 + Penalty 0.000000 = -92.299021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.487627 sec): 2 clusters Score: Raw -92.299021 + Penalty 0.000000 = -92.299021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.488108 sec): 2 clusters Score: Raw -852.552839 + Penalty 202.776516 = -649.776323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.488333 sec): 3 clusters Score: Raw -871.488182 + Penalty 403.774107 = -467.714076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.488801 sec): 2 clusters Score: Raw -384.312911 + Penalty 101.371680 = -282.941231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.488999 sec): 2 clusters Score: Raw -384.312911 + Penalty 101.371680 = -282.941231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.489452 sec): 2 clusters Score: Raw -90.439671 + Penalty 0.000000 = -90.439671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.489640 sec): 2 clusters Score: Raw -90.439671 + Penalty 0.000000 = -90.439671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.490121 sec): 2 clusters Score: Raw -842.616716 + Penalty 281.386038 = -561.230679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.490347 sec): 3 clusters Score: Raw -837.991248 + Penalty 561.931082 = -276.060165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.490827 sec): 2 clusters Score: Raw -851.296625 + Penalty 264.210137 = -587.086489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.491050 sec): 3 clusters Score: Raw -842.554338 + Penalty 523.029366 = -319.524972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.491548 sec): 2 clusters Score: Raw -1022.246329 + Penalty 246.973626 = -775.272703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.491775 sec): 3 clusters Score: Raw -1013.440976 + Penalty 493.947253 = -519.493723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 139 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.492278 sec): 2 clusters Score: Raw -1736.129345 + Penalty 316.340126 = -1419.789220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.492519 sec): 3 clusters Score: Raw -1747.896538 + Penalty 637.669990 = -1110.226548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.493003 sec): 2 clusters Score: Raw -886.667048 + Penalty 300.507422 = -586.159627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.493226 sec): 3 clusters Score: Raw -891.280685 + Penalty 576.299087 = -314.981598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.493682 sec): 2 clusters Score: Raw -94.103993 + Penalty 0.000000 = -94.103993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.493872 sec): 2 clusters Score: Raw -94.103993 + Penalty 0.000000 = -94.103993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.494322 sec): 2 clusters Score: Raw -92.104840 + Penalty 0.000000 = -92.104840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.494509 sec): 2 clusters Score: Raw -92.104840 + Penalty 0.000000 = -92.104840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.494998 sec): 2 clusters Score: Raw -687.172347 + Penalty 173.774008 = -513.398339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.495227 sec): 3 clusters Score: Raw -683.516532 + Penalty 351.170127 = -332.346405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.495703 sec): 2 clusters Score: Raw -373.935003 + Penalty 94.800409 = -279.134594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.495912 sec): 3 clusters Score: Raw -368.722795 + Penalty 231.309008 = -137.413787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 150 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.496394 sec): 2 clusters Score: Raw -929.671527 + Penalty 246.135561 = -683.535966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.496620 sec): 3 clusters Score: Raw -924.111733 + Penalty 491.033928 = -433.077805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.497101 sec): 2 clusters Score: Raw -868.100031 + Penalty 174.503744 = -693.596287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.497327 sec): 3 clusters Score: Raw -866.990538 + Penalty 354.567356 = -512.423182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.497803 sec): 2 clusters Score: Raw -700.256046 + Penalty 208.025858 = -492.230188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.498025 sec): 3 clusters Score: Raw -695.935984 + Penalty 407.862433 = -288.073551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 153 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.498517 sec): 2 clusters Score: Raw -522.504684 + Penalty 238.552372 = -283.952311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.498738 sec): 3 clusters Score: Raw -514.581429 + Penalty 478.043733 = -36.537695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.499206 sec): 2 clusters Score: Raw -390.530525 + Penalty 132.886295 = -257.644230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.499421 sec): 3 clusters Score: Raw -385.473709 + Penalty 265.772590 = -119.701119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.499891 sec): 2 clusters Score: Raw -403.113948 + Penalty 161.921981 = -241.191968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.500105 sec): 3 clusters Score: Raw -394.505769 + Penalty 321.894528 = -72.611241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.500588 sec): 2 clusters Score: Raw -935.699978 + Penalty 280.449131 = -655.250847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.500813 sec): 3 clusters Score: Raw -953.142018 + Penalty 542.615098 = -410.526921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.501276 sec): 2 clusters Score: Raw -205.197263 + Penalty 94.016363 = -111.180900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.501486 sec): 3 clusters Score: Raw -193.920868 + Penalty 188.032727 = -5.888141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.501966 sec): 2 clusters Score: Raw -828.470305 + Penalty 235.432169 = -593.038136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.502188 sec): 3 clusters Score: Raw -819.942493 + Penalty 480.147140 = -339.795353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.502649 sec): 2 clusters Score: Raw -95.993148 + Penalty 0.000000 = -95.993148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.502845 sec): 2 clusters Score: Raw -95.993148 + Penalty 0.000000 = -95.993148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 164 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.503336 sec): 2 clusters Score: Raw -1204.840455 + Penalty 241.860972 = -962.979483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.503567 sec): 3 clusters Score: Raw -1202.960171 + Penalty 478.164218 = -724.795953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 165 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.504059 sec): 2 clusters Score: Raw -1346.212823 + Penalty 269.555556 = -1076.657267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.504292 sec): 3 clusters Score: Raw -1342.620796 + Penalty 539.024394 = -803.596402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.504755 sec): 2 clusters Score: Raw -197.381020 + Penalty 72.474450 = -124.906570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.504950 sec): 2 clusters Score: Raw -197.381020 + Penalty 72.474450 = -124.906570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 168 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.505447 sec): 2 clusters Score: Raw -955.077676 + Penalty 302.365378 = -652.712298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.505672 sec): 3 clusters Score: Raw -945.108249 + Penalty 581.025479 = -364.082770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.506138 sec): 2 clusters Score: Raw -302.986446 + Penalty 116.433375 = -186.553071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.506352 sec): 3 clusters Score: Raw -292.394671 + Penalty 238.329586 = -54.065085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 175 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.506825 sec): 2 clusters Score: Raw -523.441468 + Penalty 196.191326 = -327.250142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.507045 sec): 3 clusters Score: Raw -510.254493 + Penalty 388.715006 = -121.539487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.507512 sec): 2 clusters Score: Raw -300.665082 + Penalty 107.626100 = -193.038982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.507711 sec): 2 clusters Score: Raw -300.665082 + Penalty 107.626100 = -193.038982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.508182 sec): 2 clusters Score: Raw -524.200381 + Penalty 214.508495 = -309.691886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.508401 sec): 3 clusters Score: Raw -511.275792 + Penalty 431.522915 = -79.752877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.508863 sec): 2 clusters Score: Raw -95.215417 + Penalty 0.000000 = -95.215417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.509057 sec): 2 clusters Score: Raw -95.215417 + Penalty 0.000000 = -95.215417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.509505 sec): 2 clusters Score: Raw -86.735677 + Penalty 0.000000 = -86.735677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.509687 sec): 2 clusters Score: Raw -86.735677 + Penalty 0.000000 = -86.735677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.510159 sec): 2 clusters Score: Raw -461.852659 + Penalty 118.403901 = -343.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.510380 sec): 3 clusters Score: Raw -470.837626 + Penalty 237.642097 = -233.195529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.510846 sec): 2 clusters Score: Raw -280.099909 + Penalty 78.474090 = -201.625819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.511048 sec): 3 clusters Score: Raw -281.607867 + Penalty 120.457666 = -161.150202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.511515 sec): 2 clusters Score: Raw -308.439517 + Penalty 137.166267 = -171.273250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.511728 sec): 3 clusters Score: Raw -297.504696 + Penalty 276.050544 = -21.454153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.512201 sec): 2 clusters Score: Raw -94.355740 + Penalty 0.000000 = -94.355740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.512394 sec): 2 clusters Score: Raw -94.355740 + Penalty 0.000000 = -94.355740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.512862 sec): 2 clusters Score: Raw -314.947076 + Penalty 146.651792 = -168.295284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.513059 sec): 2 clusters Score: Raw -314.947076 + Penalty 146.651792 = -168.295284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.513522 sec): 2 clusters Score: Raw -201.527595 + Penalty 87.070383 = -114.457212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.513732 sec): 3 clusters Score: Raw -191.853962 + Penalty 174.140766 = -17.713196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.514190 sec): 2 clusters Score: Raw -96.884446 + Penalty 0.000000 = -96.884446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.514382 sec): 2 clusters Score: Raw -96.884446 + Penalty 0.000000 = -96.884446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.514847 sec): 2 clusters Score: Raw -310.802961 + Penalty 138.664660 = -172.138301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.515044 sec): 2 clusters Score: Raw -310.802961 + Penalty 138.664660 = -172.138301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.515509 sec): 2 clusters Score: Raw -308.095246 + Penalty 129.499793 = -178.595453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.515722 sec): 3 clusters Score: Raw -295.415047 + Penalty 267.293715 = -28.121332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.516176 sec): 2 clusters Score: Raw -92.511460 + Penalty 0.000000 = -92.511460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.516364 sec): 2 clusters Score: Raw -92.511460 + Penalty 0.000000 = -92.511460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.516821 sec): 2 clusters Score: Raw -94.886878 + Penalty 0.000000 = -94.886878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.517012 sec): 2 clusters Score: Raw -94.886878 + Penalty 0.000000 = -94.886878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.517476 sec): 2 clusters Score: Raw -287.547534 + Penalty 78.541639 = -209.005894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.517688 sec): 3 clusters Score: Raw -282.581712 + Penalty 144.512273 = -138.069440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.518154 sec): 2 clusters Score: Raw -305.599726 + Penalty 122.834677 = -182.765049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.518369 sec): 3 clusters Score: Raw -295.651997 + Penalty 241.759507 = -53.892490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 216 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.518869 sec): 2 clusters Score: Raw -1084.595211 + Penalty 76.264460 = -1008.330751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.519101 sec): 3 clusters Score: Raw -1084.978808 + Penalty 222.631971 = -862.346836 nChanged 3 SP:Iteration 1F (26.519328 sec): 3 clusters Score: Raw -1092.099024 + Penalty 222.631971 = -869.467053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.519798 sec): 2 clusters Score: Raw -420.407038 + Penalty 178.035314 = -242.371724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.520012 sec): 3 clusters Score: Raw -406.101461 + Penalty 356.070629 = -50.030832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.520475 sec): 2 clusters Score: Raw -203.759526 + Penalty 92.940016 = -110.819510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.520684 sec): 3 clusters Score: Raw -193.743245 + Penalty 185.880032 = -7.863213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.521141 sec): 2 clusters Score: Raw -96.336824 + Penalty 0.000000 = -96.336824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.521333 sec): 2 clusters Score: Raw -96.336824 + Penalty 0.000000 = -96.336824 nChanged 0 Deleting Class 202 (1 points): Lose 0.215032 but Gain 1376.554140 Iteration 20F (28.869358 sec): 169 clusters Score: Raw -2730343.182691 + Penalty 163161.872171 = -2567181.310520 nChanged 431 Deleting Class 113 (4 points): Lose 36.094885 but Gain 1406.859273 Iteration 21Q (29.083382 sec): 168 clusters Score: Raw -2730459.210111 + Penalty 161860.428209 = -2568598.781902 nChanged 287 Deleting Class 199 (3 points): Lose 11.800505 but Gain 1376.199295 Iteration 22Q (29.282069 sec): 167 clusters Score: Raw -2730560.739625 + Penalty 160526.265254 = -2570034.474370 nChanged 222 Deleting Class 159 (2 points): Lose 38.943647 but Gain 1398.351646 Iteration 23Q (29.475250 sec): 166 clusters Score: Raw -2730587.052828 + Penalty 159165.661845 = -2571421.390983 nChanged 177 Deleting Class 126 (3 points): Lose 8.287234 but Gain 1363.537628 Iteration 24Q (29.666884 sec): 165 clusters Score: Raw -2730677.181395 + Penalty 157804.740970 = -2572872.440425 nChanged 128 Deleting Class 163 (1 points): Lose 6.652354 but Gain 1354.442620 Iteration 25Q (29.847561 sec): 164 clusters Score: Raw -2730702.103960 + Penalty 156708.680293 = -2573993.423667 nChanged 106 Deleting Class 225 (2 points): Lose 46.877998 but Gain 1382.342601 Iteration 26Q (30.025622 sec): 163 clusters Score: Raw -2730692.926008 + Penalty 155352.053351 = -2575340.872656 nChanged 94 Deleting Class 168 (9 points): Lose 91.540898 but Gain 1418.717819 Iteration 27Q (30.202639 sec): 162 clusters Score: Raw -2730643.186004 + Penalty 153995.925890 = -2576647.260114 nChanged 89 Deleting Class 135 (8 points): Lose 71.735690 but Gain 1395.064343 Iteration 28Q (30.380035 sec): 161 clusters Score: Raw -2730618.653613 + Penalty 152623.960131 = -2577994.693483 nChanged 83 Deleting Class 70 (3 points): Lose 8.401818 but Gain 1324.709269 Iteration 29Q (30.559470 sec): 160 clusters Score: Raw -2730645.255250 + Penalty 151304.204184 = -2579341.051066 nChanged 64 Deleting Class 41 (27 points): Lose 196.569798 but Gain 1513.125780 Iteration 30F (32.787387 sec): 159 clusters Score: Raw -2730463.879996 + Penalty 149943.255671 = -2580520.624325 nChanged 88 Deleting Class 153 (5 points): Lose 212.799015 but Gain 1528.086444 Iteration 31Q (32.961220 sec): 158 clusters Score: Raw -2730360.571652 + Penalty 148852.071783 = -2581508.499869 nChanged 51 Deleting Class 63 (38 points): Lose 258.079335 but Gain 1566.703514 Iteration 32Q (33.131645 sec): 157 clusters Score: Raw -2730164.249965 + Penalty 147448.448011 = -2582715.801954 nChanged 67 Deleting Class 226 (1 points): Lose 6.930968 but Gain 1308.775513 Iteration 33Q (33.303976 sec): 156 clusters Score: Raw -2730271.858721 + Penalty 146169.156124 = -2584102.702597 nChanged 34 Deleting Class 89 (6 points): Lose 42.050251 but Gain 1338.145820 Iteration 34Q (33.475731 sec): 155 clusters Score: Raw -2730258.430760 + Penalty 144876.510157 = -2585381.920603 nChanged 45 Deleting Class 204 (3 points): Lose 11.772043 but Gain 1301.247021 Iteration 35Q (33.645018 sec): 154 clusters Score: Raw -2730278.596050 + Penalty 143501.719267 = -2586776.876783 nChanged 39 Deleting Class 201 (2 points): Lose 7.044700 but Gain 1295.040661 Iteration 36Q (33.813886 sec): 153 clusters Score: Raw -2730287.494760 + Penalty 142204.983666 = -2588082.511095 nChanged 30 Deleting Class 181 (6 points): Lose 74.509927 but Gain 1362.040231 Iteration 37Q (33.984791 sec): 152 clusters Score: Raw -2730221.763547 + Penalty 140890.557159 = -2589331.206388 nChanged 29 Deleting Class 217 (7 points): Lose 94.705206 but Gain 1394.384282 Iteration 38Q (34.152267 sec): 151 clusters Score: Raw -2730171.317432 + Penalty 139909.246331 = -2590262.071100 nChanged 35 Deleting Class 103 (5 points): Lose 28.092632 but Gain 1310.199303 Iteration 39Q (34.320494 sec): 150 clusters Score: Raw -2730243.922385 + Penalty 138659.334887 = -2591584.587498 nChanged 31 Deleting Class 194 (3 points): Lose 20.518558 but Gain 1287.185909 Iteration 40F (36.395174 sec): 149 clusters Score: Raw -2730236.588389 + Penalty 137414.326838 = -2592822.261551 nChanged 30 Deleting Class 117 (5 points): Lose 24.725013 but Gain 1288.202765 Iteration 41Q (36.567873 sec): 148 clusters Score: Raw -2730230.288607 + Penalty 136136.774354 = -2594093.514253 nChanged 23 Deleting Class 136 (8 points): Lose 47.420354 but Gain 1309.909133 Iteration 42Q (36.740356 sec): 147 clusters Score: Raw -2730194.638284 + Penalty 134845.933499 = -2595348.704785 nChanged 30 Deleting Class 56 (8 points): Lose 57.543311 but Gain 1313.140947 Iteration 43Q (36.911131 sec): 146 clusters Score: Raw -2730163.223472 + Penalty 133559.312290 = -2596603.911182 nChanged 31 Deleting Class 175 (5 points): Lose 38.686434 but Gain 1256.735795 Iteration 44Q (37.081035 sec): 145 clusters Score: Raw -2730145.279107 + Penalty 132457.965786 = -2597687.313321 nChanged 36 Deleting Class 66 (12 points): Lose 85.121352 but Gain 1300.411018 Iteration 45Q (37.250350 sec): 144 clusters Score: Raw -2730087.235895 + Penalty 131188.681869 = -2598898.554026 nChanged 31 Deleting Class 31 (5 points): Lose 54.452925 but Gain 1266.293676 Iteration 46Q (37.418632 sec): 143 clusters Score: Raw -2730069.570381 + Penalty 129947.367504 = -2600122.202877 nChanged 19 Deleting Class 65 (5 points): Lose 52.732698 but Gain 1261.696272 Iteration 47Q (37.585545 sec): 142 clusters Score: Raw -2730034.698292 + Penalty 128812.050076 = -2601222.648217 nChanged 16 Deleting Class 82 (6 points): Lose 61.572653 but Gain 1269.583878 Iteration 48Q (37.750453 sec): 141 clusters Score: Raw -2729999.782465 + Penalty 127765.542800 = -2602234.239665 nChanged 19 Deleting Class 123 (10 points): Lose 57.338604 but Gain 1254.971625 Iteration 49Q (37.915710 sec): 140 clusters Score: Raw -2729991.826942 + Penalty 126591.409410 = -2603400.417532 nChanged 28 Deleting Class 107 (28 points): Lose 136.851249 but Gain 1337.369615 Iteration 50F (39.842157 sec): 139 clusters Score: Raw -2729884.815839 + Penalty 125339.566931 = -2604545.248908 nChanged 42 Deleting Class 75 (3 points): Lose 12.773774 but Gain 1209.452265 Iteration 51Q (40.003126 sec): 138 clusters Score: Raw -2729952.495415 + Penalty 124151.761839 = -2605800.733576 nChanged 21 Deleting Class 104 (13 points): Lose 64.878138 but Gain 1253.116901 Iteration 52Q (40.162967 sec): 137 clusters Score: Raw -2729908.668464 + Penalty 122926.680347 = -2606981.988118 nChanged 34 Deleting Class 205 (3 points): Lose 27.824180 but Gain 1215.242729 Iteration 53Q (40.321554 sec): 136 clusters Score: Raw -2729904.376942 + Penalty 121721.980473 = -2608182.396469 nChanged 19 Deleting Class 69 (1 points): Lose 1.787583 but Gain 1188.176888 Iteration 54Q (40.478314 sec): 135 clusters Score: Raw -2729914.229593 + Penalty 120537.530640 = -2609376.698954 nChanged 10 Deleting Class 27 (7 points): Lose 22.638514 but Gain 1190.020837 Iteration 55Q (40.634732 sec): 134 clusters Score: Raw -2729895.198818 + Penalty 119360.765345 = -2610534.433473 nChanged 16 Deleting Class 150 (9 points): Lose 44.056307 but Gain 1210.639387 Iteration 56Q (40.796497 sec): 133 clusters Score: Raw -2729875.252719 + Penalty 118144.739603 = -2611730.513117 nChanged 18 Deleting Class 119 (7 points): Lose 41.910273 but Gain 1200.339037 Iteration 57Q (40.957059 sec): 132 clusters Score: Raw -2729849.122820 + Penalty 116966.811816 = -2612882.311004 nChanged 15 Deleting Class 98 (11 points): Lose 79.390327 but Gain 1236.017654 Iteration 58Q (41.117376 sec): 131 clusters Score: Raw -2729790.060668 + Penalty 115798.317614 = -2613991.743054 nChanged 20 Deleting Class 44 (8 points): Lose 60.506759 but Gain 1212.386261 Iteration 59Q (41.279551 sec): 130 clusters Score: Raw -2729759.113505 + Penalty 114640.010552 = -2615119.102952 nChanged 21 Deleting Class 64 (5 points): Lose 38.882485 but Gain 1198.330997 Iteration 60F (43.072153 sec): 129 clusters Score: Raw -2729761.500057 + Penalty 113257.656694 = -2616503.843363 nChanged 16 Deleting Class 141 (9 points): Lose 260.666503 but Gain 1410.000168 Iteration 61Q (43.235370 sec): 128 clusters Score: Raw -2729509.857712 + Penalty 111788.261101 = -2617721.596611 nChanged 22 Deleting Class 158 (10 points): Lose 200.238393 but Gain 1338.189395 Iteration 62Q (43.389964 sec): 127 clusters Score: Raw -2729343.899192 + Penalty 110530.109779 = -2618813.789413 nChanged 22 Deleting Class 214 (3 points): Lose 15.504247 but Gain 1152.696424 Iteration 63Q (43.565136 sec): 126 clusters Score: Raw -2729400.227836 + Penalty 109413.618266 = -2619986.609570 nChanged 15 Deleting Class 152 (11 points): Lose 83.296274 but Gain 1218.551210 Iteration 64Q (43.716524 sec): 125 clusters Score: Raw -2729352.201709 + Penalty 108273.021971 = -2621079.179739 nChanged 20 Deleting Class 116 (4 points): Lose 7.529021 but Gain 1141.706696 Iteration 65Q (43.868123 sec): 124 clusters Score: Raw -2729384.888290 + Penalty 107143.105036 = -2622241.783254 nChanged 16 Deleting Class 160 (8 points): Lose 35.838138 but Gain 1167.232840 Iteration 66Q (44.021435 sec): 123 clusters Score: Raw -2729360.979436 + Penalty 105982.216125 = -2623378.763310 nChanged 14 Deleting Class 90 (14 points): Lose 81.026984 but Gain 1200.545980 Iteration 67Q (44.176377 sec): 122 clusters Score: Raw -2729294.294250 + Penalty 104807.472594 = -2624486.821656 nChanged 26 Deleting Class 129 (18 points): Lose 58.554016 but Gain 1163.868979 Iteration 68Q (44.331995 sec): 121 clusters Score: Raw -2729270.681381 + Penalty 103707.973055 = -2625562.708325 nChanged 23 Deleting Class 109 (11 points): Lose 56.805206 but Gain 1158.653993 Iteration 69Q (44.486726 sec): 120 clusters Score: Raw -2729244.729852 + Penalty 102571.176191 = -2626673.553661 nChanged 19 Deleting Class 101 (6 points): Lose 411.087791 but Gain 1508.055393 Iteration 70F (46.141615 sec): 119 clusters Score: Raw -2728860.200389 + Penalty 101110.640415 = -2627749.559975 nChanged 17 Deleting Class 156 (4 points): Lose 107.808053 but Gain 1204.172656 Iteration 71Q (46.290716 sec): 118 clusters Score: Raw -2728771.163336 + Penalty 99852.163385 = -2628918.999952 nChanged 11 Deleting Class 36 (11 points): Lose 59.854772 but Gain 1154.709559 Iteration 72Q (46.437265 sec): 117 clusters Score: Raw -2728725.241859 + Penalty 98727.555384 = -2629997.686475 nChanged 14 Deleting Class 139 (16 points): Lose 66.491425 but Gain 1157.133458 Iteration 73Q (46.590621 sec): 116 clusters Score: Raw -2728684.644082 + Penalty 97573.868468 = -2631110.775614 nChanged 20 Deleting Class 110 (46 points): Lose 234.018971 but Gain 1319.838007 Iteration 74Q (46.743084 sec): 115 clusters Score: Raw -2728486.415008 + Penalty 96403.485233 = -2632082.929775 nChanged 50 Deleting Class 105 (9 points): Lose 42.314234 but Gain 1127.661042 Iteration 75Q (46.896267 sec): 114 clusters Score: Raw -2728597.204733 + Penalty 95325.232503 = -2633271.972230 nChanged 22 Deleting Class 173 (3 points): Lose 10.251870 but Gain 1092.625778 Iteration 76Q (47.046305 sec): 113 clusters Score: Raw -2728625.158111 + Penalty 94257.149318 = -2634368.008793 nChanged 19 Deleting Class 142 (2 points): Lose 21.502725 but Gain 1092.340437 Iteration 77Q (47.196514 sec): 112 clusters Score: Raw -2728635.071656 + Penalty 93310.961859 = -2635324.109798 nChanged 12 Deleting Class 79 (61 points): Lose 505.474663 but Gain 1570.183040 Iteration 78Q (47.346366 sec): 111 clusters Score: Raw -2728148.589001 + Penalty 92402.663595 = -2635745.925406 nChanged 73 Deleting Class 100 (5 points): Lose 58.535936 but Gain 1116.993722 Iteration 79Q (47.500067 sec): 110 clusters Score: Raw -2728418.317864 + Penalty 91394.383732 = -2637023.934133 nChanged 39 Deleting Class 138 (10 points): Lose 54.685356 but Gain 1105.791635 Iteration 80F (49.017297 sec): 109 clusters Score: Raw -2728440.734917 + Penalty 90370.895060 = -2638069.839857 nChanged 37 Deleting Class 130 (2 points): Lose 30.868749 but Gain 1078.171016 Iteration 81Q (49.161489 sec): 108 clusters Score: Raw -2728455.236730 + Penalty 89394.011721 = -2639061.225010 nChanged 25 Deleting Class 78 (25 points): Lose 113.777466 but Gain 1158.418771 Iteration 82Q (49.304189 sec): 107 clusters Score: Raw -2728380.751896 + Penalty 88365.421697 = -2640015.330199 nChanged 44 Deleting Class 29 (48 points): Lose 156.326215 but Gain 1195.723803 Iteration 83Q (49.447835 sec): 106 clusters Score: Raw -2728297.559053 + Penalty 87278.242456 = -2641019.316596 nChanged 62 Deleting Class 59 (1 points): Lose 9.929411 but Gain 1048.932084 Iteration 84Q (49.591794 sec): 105 clusters Score: Raw -2728424.847084 + Penalty 86244.201741 = -2642180.645343 nChanged 17 Deleting Class 177 (2 points): Lose 1.553144 but Gain 1039.871474 Iteration 85Q (49.731501 sec): 104 clusters Score: Raw -2728439.078974 + Penalty 85226.188906 = -2643212.890068 nChanged 14 Deleting Class 57 (5 points): Lose 6.692971 but Gain 1043.232481 Iteration 86Q (49.871016 sec): 103 clusters Score: Raw -2728442.982947 + Penalty 84197.219522 = -2644245.763425 nChanged 17 Deleting Class 34 (9 points): Lose 92.381998 but Gain 1121.745542 Iteration 87Q (50.010005 sec): 102 clusters Score: Raw -2728365.475393 + Penalty 83175.313340 = -2645190.162053 nChanged 16 Deleting Class 68 (4 points): Lose 17.694037 but Gain 1088.979599 Iteration 88Q (50.148395 sec): 101 clusters Score: Raw -2728377.708007 + Penalty 82097.124527 = -2646280.583480 nChanged 14 Deleting Class 128 (15 points): Lose 187.232658 but Gain 1207.252866 Iteration 89Q (50.286228 sec): 100 clusters Score: Raw -2728200.828983 + Penalty 80955.636104 = -2647245.192879 nChanged 28 Deleting Class 165 (16 points): Lose 80.626163 but Gain 1092.001010 Iteration 90F (51.670429 sec): 99 clusters Score: Raw -2728221.132373 + Penalty 79941.784277 = -2648279.348096 nChanged 34 Deleting Class 208 (1 points): Lose 8.052477 but Gain 1013.177290 Iteration 91Q (51.808709 sec): 98 clusters Score: Raw -2728265.024287 + Penalty 78935.734560 = -2649329.289727 nChanged 10 Deleting Class 84 (7 points): Lose 35.826730 but Gain 1038.724445 Iteration 92Q (51.945763 sec): 97 clusters Score: Raw -2728243.777376 + Penalty 77919.188096 = -2650324.589280 nChanged 13 Deleting Class 48 (67 points): Lose 448.091932 but Gain 1449.296079 Iteration 93Q (52.081455 sec): 96 clusters Score: Raw -2727808.758430 + Penalty 76741.826161 = -2651066.932269 nChanged 67 Deleting Class 182 (1 points): Lose 2.688804 but Gain 999.813371 Iteration 94Q (52.218738 sec): 95 clusters Score: Raw -2728081.315191 + Penalty 75748.445952 = -2652332.869239 nChanged 19 Deleting Class 53 (44 points): Lose 125.321706 but Gain 1114.317228 Iteration 95Q (52.353444 sec): 94 clusters Score: Raw -2727976.434109 + Penalty 74663.379904 = -2653313.054205 nChanged 60 Deleting Class 127 (5 points): Lose 36.278752 but Gain 1021.823152 Iteration 96Q (52.492156 sec): 93 clusters Score: Raw -2728036.738661 + Penalty 73669.208497 = -2654367.530164 nChanged 27 Deleting Class 86 (104 points): Lose 540.089294 but Gain 1521.367679 Iteration 97Q (52.626245 sec): 92 clusters Score: Raw -2727527.533499 + Penalty 72308.011520 = -2655219.521979 nChanged 114 Deleting Class 91 (51 points): Lose 205.509412 but Gain 1189.913792 Iteration 98Q (52.763777 sec): 91 clusters Score: Raw -2727642.456667 + Penalty 71149.353891 = -2656493.102775 nChanged 84 Deleting Class 154 (5 points): Lose 16.070632 but Gain 993.228767 Iteration 99Q (52.899678 sec): 90 clusters Score: Raw -2727768.471101 + Penalty 70199.059529 = -2657569.411572 nChanged 42 Deleting Class 83 (7 points): Lose 26.678037 but Gain 997.474231 Iteration 100F (54.146264 sec): 89 clusters Score: Raw -2727786.162726 + Penalty 69281.038731 = -2658505.123995 nChanged 37 Deleting Class 20 (45 points): Lose 143.421049 but Gain 1113.981937 Iteration 101Q (54.279088 sec): 88 clusters Score: Raw -2727683.440507 + Penalty 68030.296650 = -2659653.143857 nChanged 70 Deleting Class 164 (11 points): Lose 42.257439 but Gain 1001.932829 Iteration 102Q (54.414829 sec): 87 clusters Score: Raw -2727736.167112 + Penalty 67072.188955 = -2660663.978157 nChanged 42 Deleting Class 99 (45 points): Lose 181.350086 but Gain 1139.394491 Iteration 103Q (54.546104 sec): 86 clusters Score: Raw -2727591.004468 + Penalty 65974.129022 = -2661616.875446 nChanged 75 Deleting Class 67 (15 points): Lose 60.665001 but Gain 1016.925218 Iteration 104Q (54.678856 sec): 85 clusters Score: Raw -2727621.527115 + Penalty 65015.372353 = -2662606.154761 nChanged 51 Deleting Class 131 (10 points): Lose 89.950532 but Gain 1017.738338 Iteration 105Q (54.810017 sec): 84 clusters Score: Raw -2727570.317947 + Penalty 64318.455409 = -2663251.862538 nChanged 40 Deleting Class 73 (12 points): Lose 72.328697 but Gain 1053.474510 Iteration 106Q (54.939436 sec): 83 clusters Score: Raw -2727573.716609 + Penalty 63311.169316 = -2664262.547293 nChanged 35 Deleting Class 115 (83 points): Lose 271.322220 but Gain 1197.084658 Iteration 107Q (55.067949 sec): 82 clusters Score: Raw -2727332.909277 + Penalty 62264.700590 = -2665068.208687 nChanged 107 Deleting Class 93 (117 points): Lose 570.278560 but Gain 1489.477573 Iteration 108Q (55.198772 sec): 81 clusters Score: Raw -2726964.274508 + Penalty 60973.843770 = -2665990.430738 nChanged 144 Deleting Class 198 (1 points): Lose 8.082243 but Gain 926.975815 Iteration 109Q (55.330899 sec): 80 clusters Score: Raw -2727317.417252 + Penalty 60107.604625 = -2667209.812628 nChanged 46 Deleting Class 121 (11 points): Lose 60.190744 but Gain 965.365272 Iteration 110F (56.440114 sec): 79 clusters Score: Raw -2727305.113591 + Penalty 59367.497422 = -2667937.616169 nChanged 38 Deleting Class 134 (3 points): Lose 44.669215 but Gain 1065.295164 Iteration 111Q (56.570718 sec): 78 clusters Score: Raw -2727318.745845 + Penalty 58346.710185 = -2668972.035660 nChanged 29 Deleting Class 148 (8 points): Lose 39.424500 but Gain 926.013771 Iteration 112Q (56.702006 sec): 77 clusters Score: Raw -2727310.133150 + Penalty 57478.140154 = -2669831.992995 nChanged 29 Deleting Class 46 (23 points): Lose 133.143117 but Gain 1013.198895 Iteration 113Q (56.832291 sec): 76 clusters Score: Raw -2727220.159381 + Penalty 56503.400186 = -2670716.759195 nChanged 46 Deleting Class 106 (26 points): Lose 81.596927 but Gain 958.654473 Iteration 114Q (56.961359 sec): 75 clusters Score: Raw -2727192.740762 + Penalty 55569.753456 = -2671622.987306 nChanged 42 Deleting Class 211 (4 points): Lose 54.467865 but Gain 920.660106 Iteration 115Q (57.090933 sec): 74 clusters Score: Raw -2727177.829054 + Penalty 54715.627348 = -2672462.201706 nChanged 26 Deleting Class 87 (10 points): Lose 34.742810 but Gain 1005.420587 Iteration 116Q (57.218381 sec): 73 clusters Score: Raw -2727166.210362 + Penalty 53803.108174 = -2673363.102188 nChanged 33 Deleting Class 60 (35 points): Lose 169.658225 but Gain 1029.807283 Iteration 117Q (57.344291 sec): 72 clusters Score: Raw -2727015.776685 + Penalty 52850.818106 = -2674164.958579 nChanged 46 Deleting Class 77 (23 points): Lose 112.972771 but Gain 972.480446 Iteration 118Q (57.471706 sec): 71 clusters Score: Raw -2726976.958326 + Penalty 52004.919391 = -2674972.038935 nChanged 42 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2726976.958326 + Penalty 52004.919391 = -2674972.038935Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 1 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.542010 sec): 2 clusters Score: Raw -268108.189375 + Penalty 327.120059 = -267781.069316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.547533 sec): 3 clusters Score: Raw -266343.075452 + Penalty 674.036940 = -265669.038512 nChanged 1298 SP:Iteration 1F (57.552981 sec): 3 clusters Score: Raw -267335.698064 + Penalty 688.476672 = -266647.221392 nChanged 302 SP:Iteration 2F (57.558078 sec): 3 clusters Score: Raw -267646.104227 + Penalty 696.016312 = -266950.087916 nChanged 170 SP:Iteration 3F (57.563298 sec): 3 clusters Score: Raw -267777.742338 + Penalty 700.937915 = -267076.804423 nChanged 129 SP:Iteration 4Q (57.568261 sec): 3 clusters Score: Raw -267846.851287 + Penalty 706.085270 = -267140.766018 nChanged 76 SP:Iteration 5Q (57.573062 sec): 3 clusters Score: Raw -267886.180266 + Penalty 709.643642 = -267176.536624 nChanged 66 SP:Iteration 6Q (57.578013 sec): 3 clusters Score: Raw -267909.956718 + Penalty 712.030005 = -267197.926713 nChanged 44 SP:Iteration 7Q (57.583213 sec): 3 clusters Score: Raw -267922.033108 + Penalty 714.146208 = -267207.886900 nChanged 38 SP:Iteration 8Q (57.587853 sec): 3 clusters Score: Raw -267932.340310 + Penalty 717.401702 = -267214.938608 nChanged 35 SP:Iteration 9Q (57.592578 sec): 3 clusters Score: Raw -267942.297587 + Penalty 719.219686 = -267223.077901 nChanged 30 SP:Iteration 10F (57.597691 sec): 3 clusters Score: Raw -267951.788102 + Penalty 721.752442 = -267230.035660 nChanged 31 SP:Iteration 11Q (57.602260 sec): 3 clusters Score: Raw -267962.579466 + Penalty 725.813017 = -267236.766449 nChanged 27 SP:Iteration 12Q (57.606786 sec): 3 clusters Score: Raw -267970.904300 + Penalty 727.685490 = -267243.218811 nChanged 21 SP:Iteration 13Q (57.611354 sec): 3 clusters Score: Raw -267976.831846 + Penalty 727.843938 = -267248.987908 nChanged 26 SP:Iteration 14Q (57.616277 sec): 3 clusters Score: Raw -267986.597069 + Penalty 728.505776 = -267258.091292 nChanged 29 SP:Iteration 15Q (57.620826 sec): 3 clusters Score: Raw -267998.981179 + Penalty 728.917482 = -267270.063697 nChanged 26 SP:Iteration 16Q (57.625307 sec): 3 clusters Score: Raw -268005.160247 + Penalty 730.975996 = -267274.184251 nChanged 22 SP:Iteration 17Q (57.629941 sec): 3 clusters Score: Raw -268011.379923 + Penalty 734.612722 = -267276.767200 nChanged 16 SP:Iteration 18Q (57.634698 sec): 3 clusters Score: Raw -268016.874000 + Penalty 737.876501 = -267278.997499 nChanged 24 SP:Iteration 19Q (57.639201 sec): 3 clusters Score: Raw -268027.085266 + Penalty 740.509863 = -267286.575403 nChanged 23 SP:Iteration 20F (57.644411 sec): 3 clusters Score: Raw -268035.767463 + Penalty 739.890236 = -267295.877227 nChanged 20 SP:Iteration 21Q (57.649113 sec): 3 clusters Score: Raw -268044.239785 + Penalty 739.686724 = -267304.553061 nChanged 17 SP:Iteration 22Q (57.653652 sec): 3 clusters Score: Raw -268050.685590 + Penalty 742.000460 = -267308.685130 nChanged 17 SP:Iteration 23Q (57.658018 sec): 3 clusters Score: Raw -268055.603261 + Penalty 742.806427 = -267312.796834 nChanged 19 SP:Iteration 24Q (57.662484 sec): 3 clusters Score: Raw -268063.042652 + Penalty 743.119884 = -267319.922768 nChanged 13 SP:Iteration 25Q (57.667016 sec): 3 clusters Score: Raw -268067.628505 + Penalty 742.575953 = -267325.052552 nChanged 9 SP:Iteration 26Q (57.671669 sec): 3 clusters Score: Raw -268072.096379 + Penalty 744.501519 = -267327.594859 nChanged 9 SP:Iteration 27Q (57.676255 sec): 3 clusters Score: Raw -268076.072858 + Penalty 746.753466 = -267329.319392 nChanged 8 SP:Iteration 28Q (57.680968 sec): 3 clusters Score: Raw -268078.163644 + Penalty 748.770409 = -267329.393235 nChanged 7 SP:Iteration 29Q (57.685610 sec): 3 clusters Score: Raw -268079.543470 + Penalty 748.364070 = -267331.179400 nChanged 7 SP:Iteration 30F (57.690832 sec): 3 clusters Score: Raw -268082.435849 + Penalty 746.835223 = -267335.600625 nChanged 12 SP:Iteration 31Q (57.695355 sec): 3 clusters Score: Raw -268087.543026 + Penalty 746.689918 = -267340.853108 nChanged 9 SP:Iteration 32Q (57.699949 sec): 3 clusters Score: Raw -268091.882316 + Penalty 745.948973 = -267345.933343 nChanged 8 SP:Iteration 33Q (57.704366 sec): 3 clusters Score: Raw -268094.850598 + Penalty 749.043662 = -267345.806936 nChanged 10 SP:Iteration 34F (57.709604 sec): 3 clusters Score: Raw -268099.531914 + Penalty 749.945007 = -267349.586906 nChanged 8 SP:Iteration 35Q (57.714199 sec): 3 clusters Score: Raw -268101.607355 + Penalty 751.402405 = -267350.204950 nChanged 4 SP:Iteration 36Q (57.718833 sec): 3 clusters Score: Raw -268102.736025 + Penalty 751.797959 = -267350.938067 nChanged 1 SP:Iteration 37Q (57.723197 sec): 3 clusters Score: Raw -268102.875446 + Penalty 751.797959 = -267351.077488 nChanged 0 SP:Iteration 38F (57.728424 sec): 3 clusters Score: Raw -268102.875446 + Penalty 751.797959 = -267351.077488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.729613 sec): 2 clusters Score: Raw -11903.838904 + Penalty 122.292705 = -11781.546199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.730070 sec): 3 clusters Score: Raw -11858.400411 + Penalty 266.760016 = -11591.640395 nChanged 36 SP:Iteration 1F (57.730506 sec): 3 clusters Score: Raw -11894.499443 + Penalty 278.033460 = -11616.465982 nChanged 9 SP:Iteration 2F (57.730940 sec): 3 clusters Score: Raw -11902.263718 + Penalty 293.402106 = -11608.861612 nChanged 5 SP:Iteration 3F (57.731377 sec): 3 clusters Score: Raw -11908.613181 + Penalty 298.653023 = -11609.960158 nChanged 2 SP:Iteration 4Q (57.731810 sec): 3 clusters Score: Raw -11909.071410 + Penalty 316.282307 = -11592.789103 nChanged 4 SP:Iteration 5F (57.732247 sec): 3 clusters Score: Raw -11910.711243 + Penalty 324.798776 = -11585.912468 nChanged 1 SP:Iteration 6F (57.732684 sec): 3 clusters Score: Raw -11910.719651 + Penalty 324.798776 = -11585.920875 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 3 (1449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.737230 sec): 2 clusters Score: Raw -142447.527006 + Penalty 526.961971 = -141920.565035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.739941 sec): 3 clusters Score: Raw -141633.765691 + Penalty 1053.786932 = -140579.978759 nChanged 574 SP:Iteration 1F (57.742671 sec): 3 clusters Score: Raw -141928.315911 + Penalty 1055.662211 = -140872.653700 nChanged 145 SP:Iteration 2F (57.745418 sec): 3 clusters Score: Raw -142000.305318 + Penalty 1061.289366 = -140939.015951 nChanged 104 SP:Iteration 3F (57.748348 sec): 3 clusters Score: Raw -142058.090268 + Penalty 1070.945537 = -140987.144731 nChanged 92 SP:Iteration 4F (57.751122 sec): 3 clusters Score: Raw -142116.721166 + Penalty 1084.300771 = -141032.420395 nChanged 101 SP:Iteration 5F (57.753775 sec): 3 clusters Score: Raw -142187.079773 + Penalty 1096.649543 = -141090.430229 nChanged 82 SP:Iteration 6F (57.756443 sec): 3 clusters Score: Raw -142241.008792 + Penalty 1109.216398 = -141131.792394 nChanged 68 SP:Iteration 7Q (57.759057 sec): 3 clusters Score: Raw -142289.187064 + Penalty 1122.933773 = -141166.253291 nChanged 53 SP:Iteration 8Q (57.761642 sec): 3 clusters Score: Raw -142326.140339 + Penalty 1135.113757 = -141191.026583 nChanged 46 SP:Iteration 9Q (57.764255 sec): 3 clusters Score: Raw -142364.339846 + Penalty 1149.793425 = -141214.546421 nChanged 29 SP:Iteration 10F (57.766986 sec): 3 clusters Score: Raw -142397.505837 + Penalty 1158.667127 = -141238.838710 nChanged 20 SP:Iteration 11Q (57.769597 sec): 3 clusters Score: Raw -142415.267992 + Penalty 1160.366326 = -141254.901666 nChanged 13 SP:Iteration 12Q (57.772157 sec): 3 clusters Score: Raw -142423.851677 + Penalty 1160.131916 = -141263.719761 nChanged 9 SP:Iteration 13Q (57.774568 sec): 3 clusters Score: Raw -142429.354078 + Penalty 1161.461869 = -141267.892209 nChanged 7 SP:Iteration 14Q (57.776955 sec): 3 clusters Score: Raw -142433.891149 + Penalty 1164.945095 = -141268.946054 nChanged 9 SP:Iteration 15Q (57.779338 sec): 3 clusters Score: Raw -142439.848825 + Penalty 1171.207875 = -141268.640949 nChanged 10 SP:Iteration 16F (57.782272 sec): 3 clusters Score: Raw -142443.850839 + Penalty 1170.982654 = -141272.868185 nChanged 6 SP:Iteration 17Q (57.784721 sec): 3 clusters Score: Raw -142445.887858 + Penalty 1168.066660 = -141277.821197 nChanged 3 SP:Iteration 18Q (57.787091 sec): 3 clusters Score: Raw -142446.237542 + Penalty 1165.845415 = -141280.392127 nChanged 3 SP:Iteration 19Q (57.789386 sec): 3 clusters Score: Raw -142447.586170 + Penalty 1162.005618 = -141285.580552 nChanged 3 SP:Iteration 20F (57.792075 sec): 3 clusters Score: Raw -142449.371845 + Penalty 1165.030885 = -141284.340960 nChanged 3 SP:Iteration 21F (57.794784 sec): 3 clusters Score: Raw -142452.098162 + Penalty 1170.242903 = -141281.855259 nChanged 5 SP:Iteration 22F (57.797512 sec): 3 clusters Score: Raw -142454.685521 + Penalty 1175.927342 = -141278.758179 nChanged 4 SP:Iteration 23F (57.800165 sec): 3 clusters Score: Raw -142456.625881 + Penalty 1177.258796 = -141279.367085 nChanged 2 SP:Iteration 24Q (57.802544 sec): 3 clusters Score: Raw -142456.996474 + Penalty 1177.258796 = -141279.737678 nChanged 0 SP:Iteration 25F (57.805199 sec): 3 clusters Score: Raw -142456.996474 + Penalty 1177.258796 = -141279.737678 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 4 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.810644 sec): 2 clusters Score: Raw -101911.950534 + Penalty 189.141233 = -101722.809301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.812759 sec): 3 clusters Score: Raw -101235.719272 + Penalty 378.683150 = -100857.036122 nChanged 464 SP:Iteration 1F (57.814973 sec): 3 clusters Score: Raw -101442.351250 + Penalty 380.612491 = -101061.738759 nChanged 112 SP:Iteration 2F (57.817178 sec): 3 clusters Score: Raw -101480.579599 + Penalty 381.942037 = -101098.637562 nChanged 67 SP:Iteration 3F (57.819261 sec): 3 clusters Score: Raw -101504.649068 + Penalty 381.907380 = -101122.741687 nChanged 53 SP:Iteration 4Q (57.821342 sec): 3 clusters Score: Raw -101527.717968 + Penalty 383.577170 = -101144.140798 nChanged 51 SP:Iteration 5Q (57.823371 sec): 3 clusters Score: Raw -101555.831071 + Penalty 383.470264 = -101172.360806 nChanged 47 SP:Iteration 6Q (57.825462 sec): 3 clusters Score: Raw -101592.857936 + Penalty 383.259397 = -101209.598539 nChanged 57 SP:Iteration 7F (57.827555 sec): 3 clusters Score: Raw -101698.784324 + Penalty 384.008041 = -101314.776283 nChanged 40 SP:Iteration 8Q (57.829621 sec): 3 clusters Score: Raw -101829.981811 + Penalty 383.669507 = -101446.312304 nChanged 12 SP:Iteration 9Q (57.831536 sec): 3 clusters Score: Raw -101833.472202 + Penalty 383.373852 = -101450.098350 nChanged 12 SP:Iteration 10F (57.833601 sec): 3 clusters Score: Raw -101837.039058 + Penalty 385.193231 = -101451.845827 nChanged 8 SP:Iteration 11Q (57.835471 sec): 3 clusters Score: Raw -101838.339792 + Penalty 385.305488 = -101453.034304 nChanged 5 SP:Iteration 12Q (57.837373 sec): 3 clusters Score: Raw -101838.857245 + Penalty 384.686380 = -101454.170865 nChanged 7 SP:Iteration 13Q (57.839246 sec): 3 clusters Score: Raw -101839.626089 + Penalty 386.117466 = -101453.508623 nChanged 5 SP:Iteration 14F (57.841273 sec): 3 clusters Score: Raw -101840.079689 + Penalty 387.875878 = -101452.203811 nChanged 6 SP:Iteration 15F (57.843381 sec): 3 clusters Score: Raw -101841.117089 + Penalty 388.385771 = -101452.731318 nChanged 4 SP:Iteration 16Q (57.845237 sec): 3 clusters Score: Raw -101841.300000 + Penalty 387.554820 = -101453.745180 nChanged 2 SP:Iteration 17Q (57.847213 sec): 3 clusters Score: Raw -101841.595594 + Penalty 388.036910 = -101453.558683 nChanged 1 SP:Iteration 18F (57.849425 sec): 3 clusters Score: Raw -101841.915159 + Penalty 388.439986 = -101453.475174 nChanged 1 SP:Iteration 19F (57.851608 sec): 3 clusters Score: Raw -101842.185421 + Penalty 387.308979 = -101454.876443 nChanged 1 SP:Iteration 20F (57.853673 sec): 3 clusters Score: Raw -101842.250474 + Penalty 387.180285 = -101455.070190 nChanged 1 SP:Iteration 21Q (57.855503 sec): 3 clusters Score: Raw -101842.258789 + Penalty 387.180285 = -101455.078504 nChanged 0 SP:Iteration 22F (57.857563 sec): 3 clusters Score: Raw -101842.258789 + Penalty 387.180285 = -101455.078504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.861708 sec): 2 clusters Score: Raw -102189.702836 + Penalty 718.869206 = -101470.833631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.863672 sec): 3 clusters Score: Raw -101711.208878 + Penalty 1436.749956 = -100274.458922 nChanged 332 SP:Iteration 1F (57.865572 sec): 3 clusters Score: Raw -101881.531436 + Penalty 1437.069262 = -100444.462174 nChanged 74 SP:Iteration 2F (57.867462 sec): 3 clusters Score: Raw -101924.232827 + Penalty 1437.539904 = -100486.692923 nChanged 47 SP:Iteration 3Q (57.869368 sec): 3 clusters Score: Raw -101954.221965 + Penalty 1437.675537 = -100516.546429 nChanged 44 SP:Iteration 4Q (57.871320 sec): 3 clusters Score: Raw -101980.600379 + Penalty 1437.715397 = -100542.884982 nChanged 31 SP:Iteration 5Q (57.873328 sec): 3 clusters Score: Raw -101997.872298 + Penalty 1437.773235 = -100560.099063 nChanged 24 SP:Iteration 6Q (57.875229 sec): 3 clusters Score: Raw -102008.254460 + Penalty 1437.883249 = -100570.371210 nChanged 23 SP:Iteration 7Q (57.877118 sec): 3 clusters Score: Raw -102017.903263 + Penalty 1437.856267 = -100580.046996 nChanged 20 SP:Iteration 8Q (57.878956 sec): 3 clusters Score: Raw -102027.799150 + Penalty 1437.772841 = -100590.026309 nChanged 15 SP:Iteration 9Q (57.881004 sec): 3 clusters Score: Raw -102037.623773 + Penalty 1437.406970 = -100600.216803 nChanged 23 SP:Iteration 10F (57.883007 sec): 3 clusters Score: Raw -102051.274562 + Penalty 1437.155389 = -100614.119173 nChanged 17 SP:Iteration 11Q (57.884845 sec): 3 clusters Score: Raw -102065.086786 + Penalty 1436.631620 = -100628.455167 nChanged 24 SP:Iteration 12Q (57.886723 sec): 3 clusters Score: Raw -102082.646002 + Penalty 1435.962584 = -100646.683418 nChanged 19 SP:Iteration 13Q (57.888609 sec): 3 clusters Score: Raw -102092.508901 + Penalty 1435.930791 = -100656.578110 nChanged 17 SP:Iteration 14Q (57.890483 sec): 3 clusters Score: Raw -102104.280428 + Penalty 1435.809985 = -100668.470443 nChanged 12 SP:Iteration 15Q (57.892352 sec): 3 clusters Score: Raw -102108.264033 + Penalty 1436.071184 = -100672.192849 nChanged 7 SP:Iteration 16Q (57.894210 sec): 3 clusters Score: Raw -102111.362339 + Penalty 1435.956615 = -100675.405723 nChanged 5 SP:Iteration 17Q (57.896050 sec): 3 clusters Score: Raw -102112.592264 + Penalty 1436.113057 = -100676.479207 nChanged 4 SP:Iteration 18Q (57.897934 sec): 3 clusters Score: Raw -102114.151941 + Penalty 1436.186431 = -100677.965510 nChanged 3 SP:Iteration 19Q (57.899798 sec): 3 clusters Score: Raw -102115.914052 + Penalty 1436.138168 = -100679.775884 nChanged 4 SP:Iteration 20F (57.901656 sec): 3 clusters Score: Raw -102117.306035 + Penalty 1436.104332 = -100681.201703 nChanged 2 SP:Iteration 21Q (57.903501 sec): 3 clusters Score: Raw -102117.836203 + Penalty 1436.175544 = -100681.660658 nChanged 1 SP:Iteration 22Q (57.905324 sec): 3 clusters Score: Raw -102118.218856 + Penalty 1436.288528 = -100681.930328 nChanged 1 SP:Iteration 23Q (57.907192 sec): 3 clusters Score: Raw -102118.500259 + Penalty 1436.394027 = -100682.106232 nChanged 1 SP:Iteration 24Q (57.909045 sec): 3 clusters Score: Raw -102119.632058 + Penalty 1436.575739 = -100683.056319 nChanged 2 SP:Iteration 25Q (57.910877 sec): 3 clusters Score: Raw -102120.503923 + Penalty 1436.750510 = -100683.753413 nChanged 2 SP:Iteration 26Q (57.912708 sec): 3 clusters Score: Raw -102121.137868 + Penalty 1436.750510 = -100684.387358 nChanged 0 SP:Iteration 27F (57.914789 sec): 3 clusters Score: Raw -102121.137868 + Penalty 1436.750510 = -100684.387358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.918376 sec): 2 clusters Score: Raw -44395.619764 + Penalty 282.333096 = -44113.286668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.919414 sec): 3 clusters Score: Raw -44116.997375 + Penalty 571.534159 = -43545.463216 nChanged 183 SP:Iteration 1F (57.920445 sec): 3 clusters Score: Raw -44211.292952 + Penalty 574.992315 = -43636.300637 nChanged 62 SP:Iteration 2F (57.921455 sec): 3 clusters Score: Raw -44256.975289 + Penalty 575.630582 = -43681.344707 nChanged 45 SP:Iteration 3F (57.922464 sec): 3 clusters Score: Raw -44294.606372 + Penalty 576.531792 = -43718.074579 nChanged 33 SP:Iteration 4F (57.923474 sec): 3 clusters Score: Raw -44320.166258 + Penalty 574.056083 = -43746.110176 nChanged 23 SP:Iteration 5Q (57.924458 sec): 3 clusters Score: Raw -44334.358867 + Penalty 574.351958 = -43760.006909 nChanged 15 SP:Iteration 6Q (57.925428 sec): 3 clusters Score: Raw -44343.996343 + Penalty 577.404388 = -43766.591956 nChanged 12 SP:Iteration 7Q (57.926391 sec): 3 clusters Score: Raw -44350.255356 + Penalty 581.284689 = -43768.970667 nChanged 9 SP:Iteration 8Q (57.927358 sec): 3 clusters Score: Raw -44354.126641 + Penalty 583.633421 = -43770.493220 nChanged 8 SP:Iteration 9Q (57.928310 sec): 3 clusters Score: Raw -44359.329679 + Penalty 583.518395 = -43775.811284 nChanged 9 SP:Iteration 10F (57.929317 sec): 3 clusters Score: Raw -44363.327347 + Penalty 587.125252 = -43776.202095 nChanged 7 SP:Iteration 11Q (57.930294 sec): 3 clusters Score: Raw -44365.795057 + Penalty 589.869694 = -43775.925363 nChanged 7 SP:Iteration 12F (57.931316 sec): 3 clusters Score: Raw -44369.135937 + Penalty 592.309824 = -43776.826113 nChanged 11 SP:Iteration 13Q (57.932248 sec): 3 clusters Score: Raw -44373.451529 + Penalty 593.145225 = -43780.306303 nChanged 5 SP:Iteration 14Q (57.933180 sec): 3 clusters Score: Raw -44375.599266 + Penalty 593.114275 = -43782.484991 nChanged 1 SP:Iteration 15Q (57.934094 sec): 3 clusters Score: Raw -44375.704585 + Penalty 593.830494 = -43781.874090 nChanged 1 SP:Iteration 16F (57.935101 sec): 3 clusters Score: Raw -44375.859594 + Penalty 592.536734 = -43783.322860 nChanged 2 SP:Iteration 17Q (57.936013 sec): 3 clusters Score: Raw -44376.638221 + Penalty 590.590158 = -43786.048062 nChanged 2 SP:Iteration 18Q (57.936928 sec): 3 clusters Score: Raw -44377.509250 + Penalty 590.402324 = -43787.106925 nChanged 4 SP:Iteration 19Q (57.937836 sec): 3 clusters Score: Raw -44378.529401 + Penalty 598.104102 = -43780.425299 nChanged 6 SP:Iteration 20F (57.938870 sec): 3 clusters Score: Raw -44380.991299 + Penalty 602.010424 = -43778.980875 nChanged 5 SP:Iteration 21F (57.939880 sec): 3 clusters Score: Raw -44382.415928 + Penalty 609.589543 = -43772.826385 nChanged 5 SP:Iteration 22F (57.940888 sec): 3 clusters Score: Raw -44384.492391 + Penalty 622.302075 = -43762.190317 nChanged 6 SP:Iteration 23F (57.941936 sec): 3 clusters Score: Raw -44386.924188 + Penalty 632.696780 = -43754.227408 nChanged 4 SP:Iteration 24F (57.942983 sec): 3 clusters Score: Raw -44394.232251 + Penalty 645.957960 = -43748.274291 nChanged 4 SP:Iteration 25F (57.944035 sec): 3 clusters Score: Raw -44396.671095 + Penalty 647.644997 = -43749.026098 nChanged 7 SP:Iteration 26Q (57.944972 sec): 3 clusters Score: Raw -44400.916016 + Penalty 702.289937 = -43698.626080 nChanged 5 SP:Iteration 27F (57.945991 sec): 3 clusters Score: Raw -44406.758231 + Penalty 754.264360 = -43652.493872 nChanged 4 SP:Iteration 28F (57.947094 sec): 3 clusters Score: Raw -44409.932362 + Penalty 793.367739 = -43616.564623 nChanged 2 SP:Iteration 29F (57.948161 sec): 3 clusters Score: Raw -44411.223550 + Penalty 793.367739 = -43617.855811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.953526 sec): 2 clusters Score: Raw -155098.047112 + Penalty 459.111047 = -154638.936064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.956575 sec): 3 clusters Score: Raw -154119.296162 + Penalty 914.065422 = -153205.230740 nChanged 680 SP:Iteration 1F (57.959514 sec): 3 clusters Score: Raw -154505.860582 + Penalty 911.429527 = -153594.431056 nChanged 221 SP:Iteration 2F (57.962467 sec): 3 clusters Score: Raw -154658.208919 + Penalty 912.479116 = -153745.729803 nChanged 145 SP:Iteration 3F (57.965433 sec): 3 clusters Score: Raw -154757.002153 + Penalty 918.498492 = -153838.503660 nChanged 113 SP:Iteration 4F (57.968369 sec): 3 clusters Score: Raw -154833.952549 + Penalty 924.943238 = -153909.009311 nChanged 94 SP:Iteration 5F (57.971371 sec): 3 clusters Score: Raw -154882.836655 + Penalty 929.160691 = -153953.675965 nChanged 53 SP:Iteration 6Q (57.974435 sec): 3 clusters Score: Raw -154910.252433 + Penalty 934.909173 = -153975.343261 nChanged 47 SP:Iteration 7Q (57.977472 sec): 3 clusters Score: Raw -154931.981532 + Penalty 940.882177 = -153991.099356 nChanged 33 SP:Iteration 8Q (57.980399 sec): 3 clusters Score: Raw -154946.068192 + Penalty 947.617295 = -153998.450898 nChanged 30 SP:Iteration 9Q (57.983546 sec): 3 clusters Score: Raw -154957.196380 + Penalty 953.623642 = -154003.572737 nChanged 26 SP:Iteration 10F (57.986657 sec): 3 clusters Score: Raw -154965.922057 + Penalty 959.984550 = -154005.937507 nChanged 24 SP:Iteration 11Q (57.989613 sec): 3 clusters Score: Raw -154974.099160 + Penalty 965.890734 = -154008.208426 nChanged 23 SP:Iteration 12Q (57.992571 sec): 3 clusters Score: Raw -154983.455446 + Penalty 972.160238 = -154011.295208 nChanged 24 SP:Iteration 13Q (57.995539 sec): 3 clusters Score: Raw -154991.455021 + Penalty 975.574932 = -154015.880089 nChanged 15 SP:Iteration 14Q (57.998532 sec): 3 clusters Score: Raw -154995.147868 + Penalty 979.539956 = -154015.607912 nChanged 13 SP:Iteration 15F (58.001508 sec): 3 clusters Score: Raw -154998.255146 + Penalty 985.898717 = -154012.356429 nChanged 20 SP:Iteration 16F (58.004434 sec): 3 clusters Score: Raw -155005.492748 + Penalty 996.178272 = -154009.314476 nChanged 32 SP:Iteration 17F (58.007383 sec): 3 clusters Score: Raw -155018.127679 + Penalty 1003.144626 = -154014.983053 nChanged 21 SP:Iteration 18Q (58.010200 sec): 3 clusters Score: Raw -155024.897622 + Penalty 1010.964332 = -154013.933290 nChanged 24 SP:Iteration 19F (58.013165 sec): 3 clusters Score: Raw -155033.822255 + Penalty 1018.483135 = -154015.339121 nChanged 20 SP:Iteration 20F (58.016261 sec): 3 clusters Score: Raw -155042.887822 + Penalty 1023.254124 = -154019.633698 nChanged 18 SP:Iteration 21Q (58.019107 sec): 3 clusters Score: Raw -155049.991283 + Penalty 1028.020423 = -154021.970860 nChanged 13 SP:Iteration 22Q (58.021857 sec): 3 clusters Score: Raw -155054.891088 + Penalty 1030.976361 = -154023.914727 nChanged 9 SP:Iteration 23Q (58.024581 sec): 3 clusters Score: Raw -155058.415501 + Penalty 1034.551505 = -154023.863995 nChanged 12 SP:Iteration 24F (58.027505 sec): 3 clusters Score: Raw -155063.037944 + Penalty 1039.073040 = -154023.964904 nChanged 12 SP:Iteration 25Q (58.030241 sec): 3 clusters Score: Raw -155067.107800 + Penalty 1041.950495 = -154025.157305 nChanged 8 SP:Iteration 26Q (58.032991 sec): 3 clusters Score: Raw -155069.196666 + Penalty 1045.956411 = -154023.240255 nChanged 8 SP:Iteration 27F (58.036020 sec): 3 clusters Score: Raw -155070.849361 + Penalty 1049.864169 = -154020.985192 nChanged 9 SP:Iteration 28F (58.038972 sec): 3 clusters Score: Raw -155072.499468 + Penalty 1053.028328 = -154019.471140 nChanged 8 SP:Iteration 29F (58.041889 sec): 3 clusters Score: Raw -155074.042146 + Penalty 1057.200468 = -154016.841678 nChanged 7 SP:Iteration 30F (58.044891 sec): 3 clusters Score: Raw -155075.454989 + Penalty 1059.181038 = -154016.273951 nChanged 2 SP:Iteration 31F (58.047922 sec): 3 clusters Score: Raw -155075.627172 + Penalty 1061.542668 = -154014.084504 nChanged 4 SP:Iteration 32F (58.051166 sec): 3 clusters Score: Raw -155076.724101 + Penalty 1063.456606 = -154013.267495 nChanged 3 SP:Iteration 33F (58.054302 sec): 3 clusters Score: Raw -155077.046536 + Penalty 1063.861374 = -154013.185162 nChanged 1 SP:Iteration 34F (58.057253 sec): 3 clusters Score: Raw -155077.100917 + Penalty 1064.286374 = -154012.814543 nChanged 1 SP:Iteration 35F (58.060199 sec): 3 clusters Score: Raw -155077.143959 + Penalty 1064.909242 = -154012.234716 nChanged 1 SP:Iteration 36F (58.063149 sec): 3 clusters Score: Raw -155077.539734 + Penalty 1064.615379 = -154012.924355 nChanged 2 SP:Iteration 37Q (58.065820 sec): 3 clusters Score: Raw -155078.691037 + Penalty 1065.636223 = -154013.054813 nChanged 4 SP:Iteration 38Q (58.068511 sec): 3 clusters Score: Raw -155079.808786 + Penalty 1066.282211 = -154013.526575 nChanged 6 SP:Iteration 39Q (58.071174 sec): 3 clusters Score: Raw -155080.742509 + Penalty 1068.515930 = -154012.226579 nChanged 4 SP:Iteration 40F (58.074269 sec): 3 clusters Score: Raw -155081.737056 + Penalty 1070.891314 = -154010.845742 nChanged 5 SP:Iteration 41F (58.077323 sec): 3 clusters Score: Raw -155084.185064 + Penalty 1074.688618 = -154009.496446 nChanged 8 SP:Iteration 42F (58.080366 sec): 3 clusters Score: Raw -155087.516951 + Penalty 1075.176358 = -154012.340593 nChanged 5 SP:Iteration 43Q (58.083022 sec): 3 clusters Score: Raw -155090.312988 + Penalty 1076.045501 = -154014.267487 nChanged 6 SP:Iteration 44Q (58.085946 sec): 3 clusters Score: Raw -155093.409915 + Penalty 1077.263638 = -154016.146277 nChanged 5 SP:Iteration 45Q (58.088663 sec): 3 clusters Score: Raw -155095.611183 + Penalty 1078.761666 = -154016.849517 nChanged 5 SP:Iteration 46Q (58.091287 sec): 3 clusters Score: Raw -155097.580905 + Penalty 1079.708159 = -154017.872746 nChanged 3 SP:Iteration 47Q (58.093884 sec): 3 clusters Score: Raw -155098.785061 + Penalty 1080.289273 = -154018.495788 nChanged 3 SP:Iteration 48Q (58.096541 sec): 3 clusters Score: Raw -155099.949062 + Penalty 1080.452192 = -154019.496870 nChanged 1 SP:Iteration 49Q (58.099200 sec): 3 clusters Score: Raw -155100.896240 + Penalty 1081.575956 = -154019.320284 nChanged 1 SP:Iteration 50F (58.102170 sec): 3 clusters Score: Raw -155101.265173 + Penalty 1082.603615 = -154018.661557 nChanged 1 SP:Iteration 51F (58.105106 sec): 3 clusters Score: Raw -155101.424527 + Penalty 1082.603615 = -154018.820912 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 8 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.108387 sec): 2 clusters Score: Raw -69276.750634 + Penalty 309.563088 = -68967.187546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.109835 sec): 3 clusters Score: Raw -68871.813867 + Penalty 620.719257 = -68251.094610 nChanged 266 SP:Iteration 1F (58.111258 sec): 3 clusters Score: Raw -69016.170501 + Penalty 624.604825 = -68391.565676 nChanged 84 SP:Iteration 2F (58.112696 sec): 3 clusters Score: Raw -69088.903935 + Penalty 627.924046 = -68460.979889 nChanged 66 SP:Iteration 3F (58.114154 sec): 3 clusters Score: Raw -69142.399961 + Penalty 629.827138 = -68512.572824 nChanged 29 SP:Iteration 4Q (58.115576 sec): 3 clusters Score: Raw -69173.122571 + Penalty 630.812387 = -68542.310184 nChanged 22 SP:Iteration 5Q (58.117052 sec): 3 clusters Score: Raw -69193.985524 + Penalty 631.417596 = -68562.567928 nChanged 18 SP:Iteration 6Q (58.118554 sec): 3 clusters Score: Raw -69207.569829 + Penalty 632.129795 = -68575.440034 nChanged 22 SP:Iteration 7Q (58.119998 sec): 3 clusters Score: Raw -69216.649779 + Penalty 631.986024 = -68584.663755 nChanged 10 SP:Iteration 8Q (58.121423 sec): 3 clusters Score: Raw -69220.190455 + Penalty 633.088450 = -68587.102005 nChanged 5 SP:Iteration 9Q (58.122792 sec): 3 clusters Score: Raw -69224.201684 + Penalty 633.482410 = -68590.719274 nChanged 5 SP:Iteration 10F (58.124211 sec): 3 clusters Score: Raw -69226.972737 + Penalty 633.392725 = -68593.580012 nChanged 3 SP:Iteration 11Q (58.125563 sec): 3 clusters Score: Raw -69227.151642 + Penalty 633.642539 = -68593.509102 nChanged 1 SP:Iteration 12F (58.127015 sec): 3 clusters Score: Raw -69227.341869 + Penalty 633.642539 = -68593.699330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.128563 sec): 2 clusters Score: Raw -1777.824882 + Penalty 269.686378 = -1508.138503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.128813 sec): 3 clusters Score: Raw -1785.696811 + Penalty 524.557913 = -1261.138898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 10 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.130935 sec): 2 clusters Score: Raw -42077.039081 + Penalty 250.944833 = -41826.094248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.131994 sec): 3 clusters Score: Raw -41841.564489 + Penalty 504.215123 = -41337.349366 nChanged 170 SP:Iteration 1F (58.133099 sec): 3 clusters Score: Raw -41964.415040 + Penalty 503.730165 = -41460.684875 nChanged 50 SP:Iteration 2F (58.134283 sec): 3 clusters Score: Raw -42007.747493 + Penalty 503.313792 = -41504.433701 nChanged 27 SP:Iteration 3F (58.135387 sec): 3 clusters Score: Raw -42028.819998 + Penalty 502.971846 = -41525.848151 nChanged 14 SP:Iteration 4Q (58.136500 sec): 3 clusters Score: Raw -42035.659941 + Penalty 503.216358 = -41532.443583 nChanged 5 SP:Iteration 5Q (58.137519 sec): 3 clusters Score: Raw -42037.754722 + Penalty 503.295535 = -41534.459186 nChanged 5 SP:Iteration 6Q (58.138482 sec): 3 clusters Score: Raw -42038.757803 + Penalty 503.360437 = -41535.397366 nChanged 1 SP:Iteration 7Q (58.139454 sec): 3 clusters Score: Raw -42039.269202 + Penalty 503.301215 = -41535.967988 nChanged 1 SP:Iteration 8Q (58.140416 sec): 3 clusters Score: Raw -42039.430238 + Penalty 503.301215 = -41536.129024 nChanged 0 SP:Iteration 9F (58.141407 sec): 3 clusters Score: Raw -42039.430238 + Penalty 503.301215 = -41536.129024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.147297 sec): 2 clusters Score: Raw -169937.487357 + Penalty 234.369664 = -169703.117693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.150929 sec): 3 clusters Score: Raw -168783.765931 + Penalty 463.093582 = -168320.672349 nChanged 819 SP:Iteration 1F (58.154595 sec): 3 clusters Score: Raw -169199.588610 + Penalty 462.817290 = -168736.771320 nChanged 158 SP:Iteration 2F (58.158003 sec): 3 clusters Score: Raw -169275.060176 + Penalty 463.123022 = -168811.937154 nChanged 132 SP:Iteration 3F (58.161462 sec): 3 clusters Score: Raw -169390.900291 + Penalty 463.799396 = -168927.100895 nChanged 139 SP:Iteration 4F (58.164935 sec): 3 clusters Score: Raw -169503.329776 + Penalty 466.479908 = -169036.849869 nChanged 113 SP:Iteration 5F (58.168321 sec): 3 clusters Score: Raw -169579.944075 + Penalty 467.502557 = -169112.441518 nChanged 87 SP:Iteration 6Q (58.171677 sec): 3 clusters Score: Raw -169627.966601 + Penalty 468.071527 = -169159.895075 nChanged 53 SP:Iteration 7Q (58.175073 sec): 3 clusters Score: Raw -169649.451777 + Penalty 469.284395 = -169180.167382 nChanged 51 SP:Iteration 8Q (58.178407 sec): 3 clusters Score: Raw -169671.991128 + Penalty 472.250125 = -169199.741004 nChanged 56 SP:Iteration 9Q (58.181829 sec): 3 clusters Score: Raw -169700.622627 + Penalty 474.025843 = -169226.596784 nChanged 60 SP:Iteration 10F (58.185356 sec): 3 clusters Score: Raw -169741.292342 + Penalty 473.941148 = -169267.351194 nChanged 50 SP:Iteration 11Q (58.188740 sec): 3 clusters Score: Raw -169773.077318 + Penalty 473.481613 = -169299.595706 nChanged 42 SP:Iteration 12Q (58.191856 sec): 3 clusters Score: Raw -169791.919550 + Penalty 473.159124 = -169318.760426 nChanged 32 SP:Iteration 13Q (58.195038 sec): 3 clusters Score: Raw -169809.998261 + Penalty 472.620023 = -169337.378238 nChanged 35 SP:Iteration 14Q (58.198801 sec): 3 clusters Score: Raw -169830.940469 + Penalty 473.276641 = -169357.663828 nChanged 38 SP:Iteration 15Q (58.202492 sec): 3 clusters Score: Raw -169857.471237 + Penalty 472.323596 = -169385.147641 nChanged 33 SP:Iteration 16Q (58.205983 sec): 3 clusters Score: Raw -169881.963706 + Penalty 473.935044 = -169408.028661 nChanged 24 SP:Iteration 17Q (58.209096 sec): 3 clusters Score: Raw -169896.870710 + Penalty 475.260513 = -169421.610198 nChanged 18 SP:Iteration 18Q (58.212077 sec): 3 clusters Score: Raw -169911.623060 + Penalty 475.357246 = -169436.265815 nChanged 16 SP:Iteration 19Q (58.215067 sec): 3 clusters Score: Raw -169921.596653 + Penalty 474.788750 = -169446.807903 nChanged 11 SP:Iteration 20F (58.218564 sec): 3 clusters Score: Raw -169928.135525 + Penalty 475.862009 = -169452.273516 nChanged 12 SP:Iteration 21Q (58.221658 sec): 3 clusters Score: Raw -169933.702335 + Penalty 475.569844 = -169458.132491 nChanged 10 SP:Iteration 22Q (58.224502 sec): 3 clusters Score: Raw -169936.245185 + Penalty 477.615731 = -169458.629454 nChanged 10 SP:Iteration 23Q (58.227313 sec): 3 clusters Score: Raw -169939.998717 + Penalty 479.564224 = -169460.434493 nChanged 5 SP:Iteration 24Q (58.230132 sec): 3 clusters Score: Raw -169941.721108 + Penalty 480.136815 = -169461.584292 nChanged 4 SP:Iteration 25Q (58.232957 sec): 3 clusters Score: Raw -169942.542645 + Penalty 480.957650 = -169461.584995 nChanged 1 SP:Iteration 26Q (58.235816 sec): 3 clusters Score: Raw -169942.934980 + Penalty 480.957650 = -169461.977329 nChanged 0 SP:Iteration 27F (58.239295 sec): 3 clusters Score: Raw -169942.934980 + Penalty 480.957650 = -169461.977329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.240643 sec): 2 clusters Score: Raw -11398.214822 + Penalty 204.644750 = -11193.570071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.241079 sec): 3 clusters Score: Raw -11353.447974 + Penalty 399.082303 = -10954.365671 nChanged 33 SP:Iteration 1F (58.241505 sec): 3 clusters Score: Raw -11384.124599 + Penalty 387.697747 = -10996.426852 nChanged 11 SP:Iteration 2F (58.241930 sec): 3 clusters Score: Raw -11394.639236 + Penalty 377.697935 = -11016.941301 nChanged 5 SP:Iteration 3Q (58.242352 sec): 3 clusters Score: Raw -11399.136219 + Penalty 367.238995 = -11031.897224 nChanged 4 SP:Iteration 4Q (58.242773 sec): 3 clusters Score: Raw -11404.298391 + Penalty 366.069451 = -11038.228940 nChanged 1 SP:Iteration 5Q (58.243193 sec): 3 clusters Score: Raw -11404.456980 + Penalty 365.553489 = -11038.903491 nChanged 1 SP:Iteration 6Q (58.243613 sec): 3 clusters Score: Raw -11404.817133 + Penalty 363.723552 = -11041.093581 nChanged 2 SP:Iteration 7Q (58.244035 sec): 3 clusters Score: Raw -11405.758137 + Penalty 361.584800 = -11044.173337 nChanged 1 SP:Iteration 8Q (58.244457 sec): 3 clusters Score: Raw -11406.781629 + Penalty 361.584800 = -11045.196829 nChanged 0 SP:Iteration 9F (58.244883 sec): 3 clusters Score: Raw -11406.781629 + Penalty 361.584800 = -11045.196829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.246430 sec): 2 clusters Score: Raw -22924.079824 + Penalty 276.165342 = -22647.914482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.247093 sec): 3 clusters Score: Raw -22784.637247 + Penalty 558.806887 = -22225.830360 nChanged 86 SP:Iteration 1F (58.247717 sec): 3 clusters Score: Raw -22884.743590 + Penalty 621.561988 = -22263.181602 nChanged 27 SP:Iteration 2F (58.248356 sec): 3 clusters Score: Raw -22921.374850 + Penalty 643.994277 = -22277.380573 nChanged 6 SP:Iteration 3Q (58.248930 sec): 3 clusters Score: Raw -22930.838623 + Penalty 643.994277 = -22286.844345 nChanged 0 SP:Iteration 4F (58.249556 sec): 3 clusters Score: Raw -22930.838623 + Penalty 643.994277 = -22286.844345 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.253621 sec): 2 clusters Score: Raw -91322.395090 + Penalty 50.898454 = -91271.496636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.255699 sec): 3 clusters Score: Raw -90689.962114 + Penalty 98.782814 = -90591.179301 nChanged 466 SP:Iteration 1F (58.257725 sec): 3 clusters Score: Raw -91086.683453 + Penalty 93.113437 = -90993.570017 nChanged 64 SP:Iteration 2F (58.259694 sec): 3 clusters Score: Raw -91236.700355 + Penalty 93.482620 = -91143.217735 nChanged 19 SP:Iteration 3Q (58.261430 sec): 3 clusters Score: Raw -91243.174286 + Penalty 93.487437 = -91149.686849 nChanged 9 SP:Iteration 4Q (58.263172 sec): 3 clusters Score: Raw -91246.154575 + Penalty 93.557642 = -91152.596933 nChanged 6 SP:Iteration 5Q (58.264895 sec): 3 clusters Score: Raw -91247.526572 + Penalty 93.475373 = -91154.051199 nChanged 6 SP:Iteration 6Q (58.266602 sec): 3 clusters Score: Raw -91249.037843 + Penalty 93.566139 = -91155.471704 nChanged 3 SP:Iteration 7Q (58.268305 sec): 3 clusters Score: Raw -91249.747367 + Penalty 93.782166 = -91155.965201 nChanged 4 SP:Iteration 8Q (58.270037 sec): 3 clusters Score: Raw -91250.996923 + Penalty 93.792425 = -91157.204498 nChanged 5 SP:Iteration 9Q (58.271756 sec): 3 clusters Score: Raw -91252.444975 + Penalty 93.768806 = -91158.676169 nChanged 5 SP:Iteration 10F (58.273680 sec): 3 clusters Score: Raw -91253.216692 + Penalty 93.770339 = -91159.446353 nChanged 1 SP:Iteration 11Q (58.275427 sec): 3 clusters Score: Raw -91253.182433 + Penalty 93.770339 = -91159.412094 nChanged 0 SP:Iteration 12F (58.277341 sec): 3 clusters Score: Raw -91253.182433 + Penalty 93.770339 = -91159.412094 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 15 (1294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.285274 sec): 2 clusters Score: Raw -124738.015616 + Penalty 308.660247 = -124429.355369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.287987 sec): 3 clusters Score: Raw -123929.947363 + Penalty 611.060776 = -123318.886587 nChanged 556 SP:Iteration 1F (58.290571 sec): 3 clusters Score: Raw -124259.721858 + Penalty 609.532002 = -123650.189856 nChanged 164 SP:Iteration 2F (58.293016 sec): 3 clusters Score: Raw -124349.098740 + Penalty 607.852433 = -123741.246307 nChanged 99 SP:Iteration 3F (58.295450 sec): 3 clusters Score: Raw -124387.658443 + Penalty 604.891700 = -123782.766743 nChanged 54 SP:Iteration 4Q (58.297852 sec): 3 clusters Score: Raw -124412.106253 + Penalty 600.195771 = -123811.910482 nChanged 46 SP:Iteration 5Q (58.300275 sec): 3 clusters Score: Raw -124434.628329 + Penalty 592.865658 = -123841.762670 nChanged 45 SP:Iteration 6Q (58.302711 sec): 3 clusters Score: Raw -124461.967111 + Penalty 586.397895 = -123875.569216 nChanged 50 SP:Iteration 7Q (58.305094 sec): 3 clusters Score: Raw -124490.344068 + Penalty 578.533405 = -123911.810664 nChanged 48 SP:Iteration 8Q (58.307652 sec): 3 clusters Score: Raw -124516.540366 + Penalty 574.035185 = -123942.505181 nChanged 40 SP:Iteration 9Q (58.310097 sec): 3 clusters Score: Raw -124534.915385 + Penalty 565.566722 = -123969.348664 nChanged 45 SP:Iteration 10F (58.312588 sec): 3 clusters Score: Raw -124561.350696 + Penalty 553.900005 = -124007.450691 nChanged 45 SP:Iteration 11Q (58.314886 sec): 3 clusters Score: Raw -124583.487302 + Penalty 548.906204 = -124034.581099 nChanged 30 SP:Iteration 12Q (58.317152 sec): 3 clusters Score: Raw -124600.103722 + Penalty 542.161305 = -124057.942417 nChanged 35 SP:Iteration 13Q (58.319394 sec): 3 clusters Score: Raw -124621.196859 + Penalty 534.074172 = -124087.122687 nChanged 35 SP:Iteration 14Q (58.321830 sec): 3 clusters Score: Raw -124643.842348 + Penalty 530.499998 = -124113.342350 nChanged 29 SP:Iteration 15Q (58.324150 sec): 3 clusters Score: Raw -124659.466471 + Penalty 523.812344 = -124135.654127 nChanged 22 SP:Iteration 16Q (58.326326 sec): 3 clusters Score: Raw -124670.488792 + Penalty 509.049684 = -124161.439108 nChanged 22 SP:Iteration 17Q (58.328468 sec): 3 clusters Score: Raw -124683.485077 + Penalty 506.029542 = -124177.455536 nChanged 15 SP:Iteration 18Q (58.330576 sec): 3 clusters Score: Raw -124694.270038 + Penalty 507.002366 = -124187.267672 nChanged 6 SP:Iteration 19Q (58.332647 sec): 3 clusters Score: Raw -124698.757035 + Penalty 510.057328 = -124188.699708 nChanged 10 SP:Iteration 20F (58.335087 sec): 3 clusters Score: Raw -124705.663939 + Penalty 510.244595 = -124195.419345 nChanged 7 SP:Iteration 21Q (58.337180 sec): 3 clusters Score: Raw -124708.972634 + Penalty 513.548476 = -124195.424158 nChanged 6 SP:Iteration 22Q (58.339275 sec): 3 clusters Score: Raw -124709.443997 + Penalty 522.389106 = -124187.054891 nChanged 8 SP:Iteration 23F (58.341680 sec): 3 clusters Score: Raw -124710.643108 + Penalty 519.178008 = -124191.465100 nChanged 10 SP:Iteration 24Q (58.343718 sec): 3 clusters Score: Raw -124711.522816 + Penalty 536.911575 = -124174.611241 nChanged 12 SP:Iteration 25F (58.346133 sec): 3 clusters Score: Raw -124714.856147 + Penalty 533.620078 = -124181.236070 nChanged 12 SP:Iteration 26Q (58.348247 sec): 3 clusters Score: Raw -124720.360951 + Penalty 442.043287 = -124278.317664 nChanged 15 SP:Iteration 27Q (58.350187 sec): 3 clusters Score: Raw -124736.009387 + Penalty 308.660247 = -124427.349140 nChanged 1 SP:Iteration 28Q (58.352083 sec): 2 clusters Score: Raw -124738.015616 + Penalty 308.660247 = -124429.355369 nChanged 0 SP:Iteration 29F (58.354140 sec): 2 clusters Score: Raw -124738.015616 + Penalty 308.660247 = -124429.355369 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 16 (10321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.401530 sec): 2 clusters Score: Raw -926882.167476 + Penalty 239.961497 = -926642.205979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.420890 sec): 3 clusters Score: Raw -919934.870242 + Penalty 480.733595 = -919454.136647 nChanged 4885 SP:Iteration 1F (58.439888 sec): 3 clusters Score: Raw -923719.773114 + Penalty 475.866044 = -923243.907070 nChanged 1804 SP:Iteration 2F (58.459053 sec): 3 clusters Score: Raw -925406.083756 + Penalty 473.747749 = -924932.336007 nChanged 729 SP:Iteration 3F (58.477868 sec): 3 clusters Score: Raw -926360.624243 + Penalty 467.076548 = -925893.547695 nChanged 316 SP:Iteration 4Q (58.497716 sec): 3 clusters Score: Raw -926628.170105 + Penalty 461.691122 = -926166.478983 nChanged 181 SP:Iteration 5Q (58.516305 sec): 3 clusters Score: Raw -926685.710111 + Penalty 458.603370 = -926227.106741 nChanged 116 SP:Iteration 6Q (58.534680 sec): 3 clusters Score: Raw -926708.032383 + Penalty 457.622052 = -926250.410331 nChanged 67 SP:Iteration 7Q (58.553151 sec): 3 clusters Score: Raw -926716.154714 + Penalty 456.852776 = -926259.301938 nChanged 48 SP:Iteration 8Q (58.571101 sec): 3 clusters Score: Raw -926721.218053 + Penalty 456.248391 = -926264.969662 nChanged 37 SP:Iteration 9Q (58.588928 sec): 3 clusters Score: Raw -926723.648143 + Penalty 455.584951 = -926268.063192 nChanged 32 SP:Iteration 10F (58.608648 sec): 3 clusters Score: Raw -926725.933350 + Penalty 455.495367 = -926270.437982 nChanged 29 SP:Iteration 11Q (58.626625 sec): 3 clusters Score: Raw -926728.475573 + Penalty 454.884272 = -926273.591301 nChanged 32 SP:Iteration 12Q (58.644354 sec): 3 clusters Score: Raw -926731.531563 + Penalty 454.392313 = -926277.139251 nChanged 24 SP:Iteration 13Q (58.663178 sec): 3 clusters Score: Raw -926732.731407 + Penalty 454.195607 = -926278.535799 nChanged 11 SP:Iteration 14Q (58.681162 sec): 3 clusters Score: Raw -926733.046535 + Penalty 454.059943 = -926278.986592 nChanged 6 SP:Iteration 15Q (58.699109 sec): 3 clusters Score: Raw -926733.130197 + Penalty 454.082200 = -926279.047997 nChanged 1 SP:Iteration 16Q (58.716713 sec): 3 clusters Score: Raw -926733.125586 + Penalty 454.043083 = -926279.082503 nChanged 3 SP:Iteration 17Q (58.734411 sec): 3 clusters Score: Raw -926733.155612 + Penalty 453.981307 = -926279.174305 nChanged 1 SP:Iteration 18Q (58.751624 sec): 3 clusters Score: Raw -926733.163662 + Penalty 453.982288 = -926279.181373 nChanged 1 SP:Iteration 19Q (58.769994 sec): 3 clusters Score: Raw -926733.160790 + Penalty 454.000931 = -926279.159859 nChanged 1 SP:Iteration 20F (58.789533 sec): 3 clusters Score: Raw -926733.176458 + Penalty 454.000931 = -926279.175527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.796204 sec): 2 clusters Score: Raw -17849.453465 + Penalty 697.413088 = -17152.040377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.796782 sec): 3 clusters Score: Raw -17836.177929 + Penalty 1395.469396 = -16440.708534 nChanged 21 SP:Iteration 1F (58.797312 sec): 3 clusters Score: Raw -17875.756299 + Penalty 1397.568951 = -16478.187348 nChanged 7 SP:Iteration 2Q (58.797833 sec): 3 clusters Score: Raw -17890.329386 + Penalty 1398.279081 = -16492.050306 nChanged 3 SP:Iteration 3Q (58.798347 sec): 3 clusters Score: Raw -17897.130100 + Penalty 1398.279081 = -16498.851019 nChanged 0 SP:Iteration 4F (58.798870 sec): 3 clusters Score: Raw -17897.130100 + Penalty 1398.279081 = -16498.851019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.800201 sec): 2 clusters Score: Raw -15645.328118 + Penalty 477.958257 = -15167.369861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.800720 sec): 3 clusters Score: Raw -15614.865031 + Penalty 955.383478 = -14659.481553 nChanged 34 SP:Iteration 1F (58.801228 sec): 3 clusters Score: Raw -15672.923929 + Penalty 957.185846 = -14715.738083 nChanged 11 SP:Iteration 2F (58.801732 sec): 3 clusters Score: Raw -15696.861947 + Penalty 957.894689 = -14738.967258 nChanged 1 SP:Iteration 3Q (58.802219 sec): 3 clusters Score: Raw -15696.974602 + Penalty 957.894689 = -14739.079913 nChanged 0 SP:Iteration 4F (58.802721 sec): 3 clusters Score: Raw -15696.974602 + Penalty 957.894689 = -14739.079913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.803601 sec): 2 clusters Score: Raw -3047.814085 + Penalty 339.242084 = -2708.572001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.803882 sec): 3 clusters Score: Raw -3087.224703 + Penalty 676.022575 = -2411.202128 nChanged 1 SP:Iteration 1Q (58.804144 sec): 3 clusters Score: Raw -3091.801271 + Penalty 672.672443 = -2419.128829 nChanged 1 SP:Iteration 2Q (58.804408 sec): 3 clusters Score: Raw -3095.851436 + Penalty 672.672443 = -2423.178994 nChanged 0 SP:Iteration 3F (58.804681 sec): 3 clusters Score: Raw -3095.851436 + Penalty 672.672443 = -2423.178994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.805472 sec): 2 clusters Score: Raw -1356.524822 + Penalty 232.233902 = -1124.290920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.805737 sec): 3 clusters Score: Raw -1377.897790 + Penalty 467.746001 = -910.151789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.806539 sec): 2 clusters Score: Raw -1926.720348 + Penalty 234.735283 = -1691.985065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.806785 sec): 3 clusters Score: Raw -1941.242221 + Penalty 465.187985 = -1476.054236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.808453 sec): 2 clusters Score: Raw -17951.438879 + Penalty 610.790547 = -17340.648332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.809011 sec): 3 clusters Score: Raw -17904.689078 + Penalty 1220.021057 = -16684.668021 nChanged 29 SP:Iteration 1F (58.809558 sec): 3 clusters Score: Raw -17952.414243 + Penalty 1224.714125 = -16727.700118 nChanged 14 SP:Iteration 2F (58.810103 sec): 3 clusters Score: Raw -17978.202612 + Penalty 1228.657262 = -16749.545350 nChanged 5 SP:Iteration 3Q (58.810654 sec): 3 clusters Score: Raw -17983.441021 + Penalty 1230.105871 = -16753.335150 nChanged 2 SP:Iteration 4Q (58.811187 sec): 3 clusters Score: Raw -17986.363882 + Penalty 1230.732552 = -16755.631330 nChanged 1 SP:Iteration 5Q (58.811718 sec): 3 clusters Score: Raw -17987.474306 + Penalty 1230.732552 = -16756.741753 nChanged 0 SP:Iteration 6F (58.812256 sec): 3 clusters Score: Raw -17987.474306 + Penalty 1230.732552 = -16756.741753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.814880 sec): 2 clusters Score: Raw -40083.427601 + Penalty 504.409056 = -39579.018545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.815943 sec): 3 clusters Score: Raw -39912.771230 + Penalty 1009.548766 = -38903.222465 nChanged 138 SP:Iteration 1F (58.816925 sec): 3 clusters Score: Raw -40022.843048 + Penalty 1011.957507 = -39010.885540 nChanged 38 SP:Iteration 2F (58.817913 sec): 3 clusters Score: Raw -40056.382553 + Penalty 1015.425926 = -39040.956627 nChanged 27 SP:Iteration 3F (58.818903 sec): 3 clusters Score: Raw -40087.218279 + Penalty 1017.596093 = -39069.622186 nChanged 20 SP:Iteration 4Q (58.819883 sec): 3 clusters Score: Raw -40106.891381 + Penalty 1025.286282 = -39081.605100 nChanged 16 SP:Iteration 5Q (58.820865 sec): 3 clusters Score: Raw -40128.305904 + Penalty 1031.791838 = -39096.514066 nChanged 15 SP:Iteration 6Q (58.821849 sec): 3 clusters Score: Raw -40142.518973 + Penalty 1048.316661 = -39094.202312 nChanged 18 SP:Iteration 7F (58.822850 sec): 3 clusters Score: Raw -40164.953602 + Penalty 1065.139640 = -39099.813962 nChanged 19 SP:Iteration 8Q (58.823926 sec): 3 clusters Score: Raw -40186.177243 + Penalty 1083.980158 = -39102.197085 nChanged 8 SP:Iteration 9Q (58.824958 sec): 3 clusters Score: Raw -40194.478326 + Penalty 1098.511522 = -39095.966804 nChanged 6 SP:Iteration 10F (58.826010 sec): 3 clusters Score: Raw -40199.144365 + Penalty 1105.911625 = -39093.232740 nChanged 5 SP:Iteration 11F (58.827066 sec): 3 clusters Score: Raw -40205.388180 + Penalty 1111.685463 = -39093.702716 nChanged 6 SP:Iteration 12Q (58.828084 sec): 3 clusters Score: Raw -40214.002317 + Penalty 1120.583868 = -39093.418449 nChanged 5 SP:Iteration 13F (58.829144 sec): 3 clusters Score: Raw -40221.451974 + Penalty 1130.650185 = -39090.801789 nChanged 3 SP:Iteration 14F (58.830221 sec): 3 clusters Score: Raw -40226.951905 + Penalty 1141.569913 = -39085.381992 nChanged 2 SP:Iteration 15F (58.831234 sec): 3 clusters Score: Raw -40227.854641 + Penalty 1141.569913 = -39086.284728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 25 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.833118 sec): 2 clusters Score: Raw -20090.918252 + Penalty 567.650600 = -19523.267652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.833734 sec): 3 clusters Score: Raw -20055.124891 + Penalty 1134.866197 = -18920.258695 nChanged 36 SP:Iteration 1F (58.834309 sec): 3 clusters Score: Raw -20104.740404 + Penalty 1137.817606 = -18966.922798 nChanged 12 SP:Iteration 2F (58.834878 sec): 3 clusters Score: Raw -20124.371534 + Penalty 1137.921850 = -18986.449684 nChanged 5 SP:Iteration 3Q (58.835440 sec): 3 clusters Score: Raw -20130.755561 + Penalty 1140.307988 = -18990.447573 nChanged 2 SP:Iteration 4Q (58.835996 sec): 3 clusters Score: Raw -20134.470654 + Penalty 1140.985625 = -18993.485029 nChanged 1 SP:Iteration 5Q (58.836550 sec): 3 clusters Score: Raw -20135.802790 + Penalty 1140.218302 = -18995.584488 nChanged 1 SP:Iteration 6Q (58.837103 sec): 3 clusters Score: Raw -20136.698378 + Penalty 1138.618282 = -18998.080096 nChanged 1 SP:Iteration 7Q (58.837660 sec): 3 clusters Score: Raw -20137.938245 + Penalty 1138.618282 = -18999.319963 nChanged 0 SP:Iteration 8F (58.838229 sec): 3 clusters Score: Raw -20137.938245 + Penalty 1138.618282 = -18999.319963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.840208 sec): 2 clusters Score: Raw -37719.646783 + Penalty 348.076843 = -37371.569939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.841133 sec): 3 clusters Score: Raw -37516.539726 + Penalty 695.689085 = -36820.850641 nChanged 128 SP:Iteration 1F (58.842043 sec): 3 clusters Score: Raw -37579.235428 + Penalty 695.712892 = -36883.522536 nChanged 39 SP:Iteration 2F (58.842953 sec): 3 clusters Score: Raw -37594.826672 + Penalty 696.098289 = -36898.728383 nChanged 22 SP:Iteration 3F (58.843862 sec): 3 clusters Score: Raw -37608.955689 + Penalty 697.758051 = -36911.197638 nChanged 19 SP:Iteration 4Q (58.844792 sec): 3 clusters Score: Raw -37624.249553 + Penalty 701.725115 = -36922.524438 nChanged 24 SP:Iteration 5F (58.845732 sec): 3 clusters Score: Raw -37643.919957 + Penalty 708.141688 = -36935.778270 nChanged 24 SP:Iteration 6F (58.846720 sec): 3 clusters Score: Raw -37669.050492 + Penalty 716.606876 = -36952.443616 nChanged 18 SP:Iteration 7Q (58.847648 sec): 3 clusters Score: Raw -37686.599044 + Penalty 724.236972 = -36962.362073 nChanged 17 SP:Iteration 8Q (58.848561 sec): 3 clusters Score: Raw -37702.208736 + Penalty 731.355248 = -36970.853488 nChanged 15 SP:Iteration 9Q (58.849472 sec): 3 clusters Score: Raw -37715.381091 + Penalty 742.908248 = -36972.472842 nChanged 17 SP:Iteration 10F (58.850403 sec): 3 clusters Score: Raw -37727.320254 + Penalty 756.757665 = -36970.562589 nChanged 12 SP:Iteration 11F (58.851338 sec): 3 clusters Score: Raw -37737.080809 + Penalty 765.108273 = -36971.972536 nChanged 7 SP:Iteration 12Q (58.852237 sec): 3 clusters Score: Raw -37738.962812 + Penalty 771.158491 = -36967.804321 nChanged 4 SP:Iteration 13F (58.853172 sec): 3 clusters Score: Raw -37742.657097 + Penalty 777.112568 = -36965.544530 nChanged 4 SP:Iteration 14F (58.854109 sec): 3 clusters Score: Raw -37744.829035 + Penalty 781.647738 = -36963.181297 nChanged 7 SP:Iteration 15F (58.855048 sec): 3 clusters Score: Raw -37749.283864 + Penalty 785.100488 = -36964.183376 nChanged 5 SP:Iteration 16Q (58.855934 sec): 3 clusters Score: Raw -37752.914013 + Penalty 787.283905 = -36965.630108 nChanged 2 SP:Iteration 17Q (58.856886 sec): 3 clusters Score: Raw -37752.920136 + Penalty 787.283905 = -36965.636231 nChanged 0 SP:Iteration 18F (58.857858 sec): 3 clusters Score: Raw -37752.920136 + Penalty 787.283905 = -36965.636231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 28 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.858820 sec): 2 clusters Score: Raw -874.157329 + Penalty 135.765266 = -738.392063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.859073 sec): 3 clusters Score: Raw -868.728927 + Penalty 278.692738 = -590.036189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.859874 sec): 2 clusters Score: Raw -708.605777 + Penalty 93.416373 = -615.189404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.860099 sec): 3 clusters Score: Raw -717.082100 + Penalty 187.275696 = -529.806403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.861862 sec): 2 clusters Score: Raw -21708.191602 + Penalty 712.783585 = -20995.408018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.862484 sec): 3 clusters Score: Raw -21715.492147 + Penalty 1425.482942 = -20290.009204 nChanged 34 SP:Iteration 1F (58.863090 sec): 3 clusters Score: Raw -21777.653759 + Penalty 1424.809161 = -20352.844598 nChanged 13 SP:Iteration 2F (58.863697 sec): 3 clusters Score: Raw -21814.062374 + Penalty 1424.811078 = -20389.251296 nChanged 6 SP:Iteration 3Q (58.864306 sec): 3 clusters Score: Raw -21830.881307 + Penalty 1424.879007 = -20406.002300 nChanged 3 SP:Iteration 4Q (58.864889 sec): 3 clusters Score: Raw -21843.825800 + Penalty 1425.554373 = -20418.271426 nChanged 3 SP:Iteration 5Q (58.865466 sec): 3 clusters Score: Raw -21848.589554 + Penalty 1425.554373 = -20423.035180 nChanged 0 SP:Iteration 6F (58.866070 sec): 3 clusters Score: Raw -21848.589554 + Penalty 1425.554373 = -20423.035180 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.870152 sec): 2 clusters Score: Raw -90881.875800 + Penalty 446.134747 = -90435.741054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.872130 sec): 3 clusters Score: Raw -90383.563429 + Penalty 894.055581 = -89489.507848 nChanged 371 SP:Iteration 1F (58.874173 sec): 3 clusters Score: Raw -90578.954105 + Penalty 896.325941 = -89682.628164 nChanged 81 SP:Iteration 2F (58.876095 sec): 3 clusters Score: Raw -90621.446381 + Penalty 900.975226 = -89720.471154 nChanged 54 SP:Iteration 3F (58.878005 sec): 3 clusters Score: Raw -90657.012834 + Penalty 905.507230 = -89751.505604 nChanged 38 SP:Iteration 4Q (58.879962 sec): 3 clusters Score: Raw -90684.413355 + Penalty 912.288022 = -89772.125333 nChanged 40 SP:Iteration 5Q (58.881971 sec): 3 clusters Score: Raw -90711.380012 + Penalty 922.557583 = -89788.822428 nChanged 34 SP:Iteration 6Q (58.883918 sec): 3 clusters Score: Raw -90733.076661 + Penalty 932.709337 = -89800.367324 nChanged 32 SP:Iteration 7Q (58.885819 sec): 3 clusters Score: Raw -90754.862794 + Penalty 941.585048 = -89813.277746 nChanged 35 SP:Iteration 8Q (58.887712 sec): 3 clusters Score: Raw -90775.436787 + Penalty 949.177415 = -89826.259372 nChanged 29 SP:Iteration 9Q (58.889718 sec): 3 clusters Score: Raw -90795.867872 + Penalty 963.994459 = -89831.873414 nChanged 29 SP:Iteration 10F (58.891821 sec): 3 clusters Score: Raw -90816.829229 + Penalty 980.315462 = -89836.513767 nChanged 27 SP:Iteration 11Q (58.893827 sec): 3 clusters Score: Raw -90839.057344 + Penalty 1004.258233 = -89834.799111 nChanged 29 SP:Iteration 12F (58.895945 sec): 3 clusters Score: Raw -90874.727141 + Penalty 1029.463109 = -89845.264032 nChanged 27 SP:Iteration 13Q (58.897826 sec): 3 clusters Score: Raw -90900.742628 + Penalty 1040.966687 = -89859.775941 nChanged 14 SP:Iteration 14Q (58.899620 sec): 3 clusters Score: Raw -90913.897851 + Penalty 1050.123255 = -89863.774597 nChanged 11 SP:Iteration 15Q (58.901399 sec): 3 clusters Score: Raw -90921.544757 + Penalty 1058.894461 = -89862.650296 nChanged 11 SP:Iteration 16F (58.903414 sec): 3 clusters Score: Raw -90931.606103 + Penalty 1070.091952 = -89861.514150 nChanged 9 SP:Iteration 17F (58.905430 sec): 3 clusters Score: Raw -90939.601033 + Penalty 1081.194200 = -89858.406832 nChanged 6 SP:Iteration 18F (58.907437 sec): 3 clusters Score: Raw -90946.528391 + Penalty 1083.062717 = -89863.465674 nChanged 3 SP:Iteration 19Q (58.909175 sec): 3 clusters Score: Raw -90948.468240 + Penalty 1086.751649 = -89861.716591 nChanged 2 SP:Iteration 20F (58.911152 sec): 3 clusters Score: Raw -90950.866771 + Penalty 1088.790268 = -89862.076503 nChanged 1 SP:Iteration 21Q (58.912916 sec): 3 clusters Score: Raw -90951.140188 + Penalty 1088.790268 = -89862.349920 nChanged 0 SP:Iteration 22F (58.914961 sec): 3 clusters Score: Raw -90951.140188 + Penalty 1088.790268 = -89862.349920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.916363 sec): 2 clusters Score: Raw -1223.856120 + Penalty 353.304159 = -870.551961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.916625 sec): 3 clusters Score: Raw -1665.011025 + Penalty 738.915530 = -926.095495 nChanged 1 SP:Iteration 1Q (58.916869 sec): 3 clusters Score: Raw -1708.301307 + Penalty 771.860154 = -936.441153 nChanged 1 SP:Iteration 2Q (58.917109 sec): 3 clusters Score: Raw -1788.613575 + Penalty 771.860154 = -1016.753421 nChanged 0 SP:Iteration 3F (58.917358 sec): 3 clusters Score: Raw -1788.613575 + Penalty 771.860154 = -1016.753421 nChanged 0 Score: Raw -2741520.304548 + Penalty 53362.703518 = -2688157.601030 Splitting cluster 35 changes total score from -2674972.038935 to -2688157.601030 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.920492 sec): 2 clusters Score: Raw -2062.839539 + Penalty 245.675723 = -1817.163816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.920745 sec): 3 clusters Score: Raw -2067.765199 + Penalty 488.377614 = -1579.387585 nChanged 1 SP:Iteration 1Q (59.920988 sec): 3 clusters Score: Raw -2070.471841 + Penalty 490.064690 = -1580.407151 nChanged 1 SP:Iteration 2Q (59.921228 sec): 3 clusters Score: Raw -2073.913580 + Penalty 490.064690 = -1583.848890 nChanged 0 SP:Iteration 3F (59.921471 sec): 3 clusters Score: Raw -2073.913580 + Penalty 490.064690 = -1583.848890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.922349 sec): 2 clusters Score: Raw -15246.965742 + Penalty 517.980891 = -14728.984852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.922838 sec): 3 clusters Score: Raw -15209.501692 + Penalty 1030.910674 = -14178.591018 nChanged 27 SP:Iteration 1F (59.923318 sec): 3 clusters Score: Raw -15250.088701 + Penalty 1022.947865 = -14227.140836 nChanged 6 SP:Iteration 2Q (59.923797 sec): 3 clusters Score: Raw -15258.747485 + Penalty 1018.914341 = -14239.833144 nChanged 5 SP:Iteration 3Q (59.924270 sec): 3 clusters Score: Raw -15265.956692 + Penalty 1015.480978 = -14250.475714 nChanged 2 SP:Iteration 4Q (59.924742 sec): 3 clusters Score: Raw -15267.683126 + Penalty 1014.158920 = -14253.524206 nChanged 1 SP:Iteration 5Q (59.925215 sec): 3 clusters Score: Raw -15270.827998 + Penalty 1013.909481 = -14256.918517 nChanged 3 SP:Iteration 6Q (59.925686 sec): 3 clusters Score: Raw -15274.877681 + Penalty 1012.448765 = -14262.428916 nChanged 2 SP:Iteration 7Q (59.926156 sec): 3 clusters Score: Raw -15276.682793 + Penalty 1010.978218 = -14265.704575 nChanged 1 SP:Iteration 8Q (59.926626 sec): 3 clusters Score: Raw -15278.844502 + Penalty 1009.665822 = -14269.178680 nChanged 2 SP:Iteration 9Q (59.927094 sec): 3 clusters Score: Raw -15281.687002 + Penalty 1011.512246 = -14270.174756 nChanged 2 SP:Iteration 10F (59.927573 sec): 3 clusters Score: Raw -15282.857527 + Penalty 1012.367221 = -14270.490306 nChanged 1 SP:Iteration 11Q (59.928040 sec): 3 clusters Score: Raw -15284.645772 + Penalty 1012.367221 = -14272.278551 nChanged 0 SP:Iteration 12F (59.928552 sec): 3 clusters Score: Raw -15284.645772 + Penalty 1012.367221 = -14272.278551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 39 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.929377 sec): 2 clusters Score: Raw -13419.118483 + Penalty 300.396365 = -13118.722118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.929841 sec): 3 clusters Score: Raw -13367.801625 + Penalty 599.866914 = -12767.934711 nChanged 25 SP:Iteration 1F (59.930296 sec): 3 clusters Score: Raw -13391.293084 + Penalty 603.167104 = -12788.125979 nChanged 9 SP:Iteration 2F (59.930750 sec): 3 clusters Score: Raw -13403.579825 + Penalty 602.958563 = -12800.621262 nChanged 5 SP:Iteration 3Q (59.931203 sec): 3 clusters Score: Raw -13410.473618 + Penalty 602.958563 = -12807.515055 nChanged 0 SP:Iteration 4F (59.931658 sec): 3 clusters Score: Raw -13410.473618 + Penalty 602.958563 = -12807.515055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 40 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.932283 sec): 2 clusters Score: Raw -5490.017983 + Penalty 314.845164 = -5175.172819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.932597 sec): 3 clusters Score: Raw -5506.692844 + Penalty 645.129236 = -4861.563608 nChanged 8 SP:Iteration 1F (59.932905 sec): 3 clusters Score: Raw -5521.857272 + Penalty 660.847562 = -4861.009711 nChanged 2 SP:Iteration 2F (59.933212 sec): 3 clusters Score: Raw -5525.765138 + Penalty 671.665717 = -4854.099421 nChanged 1 SP:Iteration 3F (59.933523 sec): 3 clusters Score: Raw -5527.812548 + Penalty 671.665717 = -4856.146832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.934000 sec): 2 clusters Score: Raw -292.787636 + Penalty 71.196727 = -221.590909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.934209 sec): 3 clusters Score: Raw -285.422790 + Penalty 71.196727 = -214.226063 nChanged 1 SP:Iteration 1F (59.934404 sec): 2 clusters Score: Raw -292.787636 + Penalty 71.196727 = -221.590909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.934873 sec): 2 clusters Score: Raw -290.075630 + Penalty 70.625655 = -219.449975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.935086 sec): 3 clusters Score: Raw -283.902969 + Penalty 133.084768 = -150.818201 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 45 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.937576 sec): 2 clusters Score: Raw -75872.145669 + Penalty 407.353221 = -75464.792447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.939074 sec): 3 clusters Score: Raw -75455.072617 + Penalty 815.058139 = -74640.014478 nChanged 275 SP:Iteration 1F (59.940544 sec): 3 clusters Score: Raw -75609.878344 + Penalty 814.964877 = -74794.913467 nChanged 73 SP:Iteration 2F (59.942017 sec): 3 clusters Score: Raw -75655.170448 + Penalty 814.545263 = -74840.625186 nChanged 46 SP:Iteration 3F (59.943536 sec): 3 clusters Score: Raw -75681.906598 + Penalty 814.291235 = -74867.615363 nChanged 33 SP:Iteration 4Q (59.945029 sec): 3 clusters Score: Raw -75697.688599 + Penalty 814.283390 = -74883.405209 nChanged 24 SP:Iteration 5Q (59.946510 sec): 3 clusters Score: Raw -75708.666480 + Penalty 814.327945 = -74894.338534 nChanged 19 SP:Iteration 6Q (59.947979 sec): 3 clusters Score: Raw -75715.601297 + Penalty 814.389878 = -74901.211419 nChanged 13 SP:Iteration 7Q (59.949485 sec): 3 clusters Score: Raw -75725.253888 + Penalty 814.540077 = -74910.713811 nChanged 19 SP:Iteration 8Q (59.950984 sec): 3 clusters Score: Raw -75737.628419 + Penalty 814.540266 = -74923.088153 nChanged 19 SP:Iteration 9Q (59.952520 sec): 3 clusters Score: Raw -75748.451244 + Penalty 814.557491 = -74933.893752 nChanged 19 SP:Iteration 10F (59.954016 sec): 3 clusters Score: Raw -75761.481183 + Penalty 814.588906 = -74946.892277 nChanged 18 SP:Iteration 11Q (59.955507 sec): 3 clusters Score: Raw -75767.712006 + Penalty 814.691562 = -74953.020444 nChanged 14 SP:Iteration 12Q (59.956996 sec): 3 clusters Score: Raw -75773.292843 + Penalty 814.847214 = -74958.445630 nChanged 15 SP:Iteration 13Q (59.958470 sec): 3 clusters Score: Raw -75779.266175 + Penalty 815.034886 = -74964.231290 nChanged 9 SP:Iteration 14Q (59.959925 sec): 3 clusters Score: Raw -75784.019460 + Penalty 815.269332 = -74968.750128 nChanged 9 SP:Iteration 15Q (59.961420 sec): 3 clusters Score: Raw -75788.384464 + Penalty 815.542698 = -74972.841766 nChanged 6 SP:Iteration 16Q (59.962898 sec): 3 clusters Score: Raw -75790.740169 + Penalty 815.892302 = -74974.847867 nChanged 6 SP:Iteration 17Q (59.964364 sec): 3 clusters Score: Raw -75793.896357 + Penalty 816.527905 = -74977.368452 nChanged 10 SP:Iteration 18Q (59.965915 sec): 3 clusters Score: Raw -75800.208640 + Penalty 816.862594 = -74983.346046 nChanged 6 SP:Iteration 19Q (59.967477 sec): 3 clusters Score: Raw -75802.004661 + Penalty 817.073138 = -74984.931523 nChanged 6 SP:Iteration 20F (59.969046 sec): 3 clusters Score: Raw -75803.358675 + Penalty 817.246334 = -74986.112342 nChanged 3 SP:Iteration 21Q (59.970532 sec): 3 clusters Score: Raw -75804.199718 + Penalty 817.364498 = -74986.835221 nChanged 1 SP:Iteration 22Q (59.971974 sec): 3 clusters Score: Raw -75804.561335 + Penalty 817.528942 = -74987.032393 nChanged 3 SP:Iteration 23Q (59.973469 sec): 3 clusters Score: Raw -75805.567264 + Penalty 817.805038 = -74987.762226 nChanged 3 SP:Iteration 24Q (59.974934 sec): 3 clusters Score: Raw -75805.917500 + Penalty 818.051188 = -74987.866312 nChanged 2 SP:Iteration 25Q (59.976389 sec): 3 clusters Score: Raw -75806.273176 + Penalty 818.231074 = -74988.042102 nChanged 1 SP:Iteration 26Q (59.977829 sec): 3 clusters Score: Raw -75806.881127 + Penalty 818.386809 = -74988.494318 nChanged 4 SP:Iteration 27Q (59.979269 sec): 3 clusters Score: Raw -75809.641362 + Penalty 818.816488 = -74990.824874 nChanged 4 SP:Iteration 28Q (59.980708 sec): 3 clusters Score: Raw -75810.948880 + Penalty 819.296934 = -74991.651946 nChanged 6 SP:Iteration 29Q (59.982197 sec): 3 clusters Score: Raw -75812.197796 + Penalty 819.609983 = -74992.587813 nChanged 4 SP:Iteration 30F (59.983712 sec): 3 clusters Score: Raw -75813.981563 + Penalty 820.180761 = -74993.800802 nChanged 7 SP:Iteration 31Q (59.985178 sec): 3 clusters Score: Raw -75816.013590 + Penalty 821.026126 = -74994.987464 nChanged 7 SP:Iteration 32Q (59.986623 sec): 3 clusters Score: Raw -75818.617458 + Penalty 821.457954 = -74997.159504 nChanged 5 SP:Iteration 33Q (59.988089 sec): 3 clusters Score: Raw -75820.688080 + Penalty 822.555284 = -74998.132795 nChanged 5 SP:Iteration 34Q (59.989599 sec): 3 clusters Score: Raw -75822.783903 + Penalty 823.191971 = -74999.591932 nChanged 3 SP:Iteration 35Q (59.991057 sec): 3 clusters Score: Raw -75823.942471 + Penalty 823.900982 = -75000.041489 nChanged 3 SP:Iteration 36Q (59.992496 sec): 3 clusters Score: Raw -75824.561798 + Penalty 824.729075 = -74999.832723 nChanged 4 SP:Iteration 37F (59.993966 sec): 3 clusters Score: Raw -75825.166435 + Penalty 825.405788 = -74999.760647 nChanged 3 SP:Iteration 38F (59.995474 sec): 3 clusters Score: Raw -75825.635836 + Penalty 826.266404 = -74999.369432 nChanged 3 SP:Iteration 39F (59.996965 sec): 3 clusters Score: Raw -75826.078038 + Penalty 826.471471 = -74999.606568 nChanged 2 SP:Iteration 40F (59.998556 sec): 3 clusters Score: Raw -75826.374227 + Penalty 827.464701 = -74998.909526 nChanged 3 SP:Iteration 41F (60.000050 sec): 3 clusters Score: Raw -75827.346605 + Penalty 828.510865 = -74998.835740 nChanged 3 SP:Iteration 42F (60.001561 sec): 3 clusters Score: Raw -75827.418654 + Penalty 828.982750 = -74998.435904 nChanged 2 SP:Iteration 43F (60.003080 sec): 3 clusters Score: Raw -75827.534594 + Penalty 829.314363 = -74998.220231 nChanged 1 SP:Iteration 44F (60.004562 sec): 3 clusters Score: Raw -75827.906910 + Penalty 829.604014 = -74998.302897 nChanged 1 SP:Iteration 45Q (60.005987 sec): 3 clusters Score: Raw -75827.831368 + Penalty 829.604014 = -74998.227354 nChanged 0 SP:Iteration 46F (60.007496 sec): 3 clusters Score: Raw -75827.831368 + Penalty 829.604014 = -74998.227354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.009155 sec): 2 clusters Score: Raw -23262.738197 + Penalty 163.347312 = -23099.390885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.009800 sec): 3 clusters Score: Raw -23115.012725 + Penalty 360.545993 = -22754.466732 nChanged 105 SP:Iteration 1F (60.010440 sec): 3 clusters Score: Raw -23231.680686 + Penalty 453.210054 = -22778.470632 nChanged 30 SP:Iteration 2F (60.011076 sec): 3 clusters Score: Raw -23269.543044 + Penalty 490.718558 = -22778.824486 nChanged 5 SP:Iteration 3Q (60.011683 sec): 3 clusters Score: Raw -23278.261755 + Penalty 494.922971 = -22783.338784 nChanged 2 SP:Iteration 4Q (60.012262 sec): 3 clusters Score: Raw -23283.586985 + Penalty 494.922971 = -22788.664013 nChanged 0 SP:Iteration 5F (60.012889 sec): 3 clusters Score: Raw -23283.586985 + Penalty 494.922971 = -22788.664013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.016873 sec): 2 clusters Score: Raw -2940.048227 + Penalty 208.186208 = -2731.862020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.017201 sec): 3 clusters Score: Raw -3490.546996 + Penalty 486.710535 = -3003.836461 nChanged 18 SP:Iteration 1F (60.017523 sec): 3 clusters Score: Raw -3685.318089 + Penalty 501.088554 = -3184.229535 nChanged 1 SP:Iteration 2Q (60.017815 sec): 3 clusters Score: Raw -3699.976161 + Penalty 501.088554 = -3198.887607 nChanged 0 SP:Iteration 3F (60.018130 sec): 3 clusters Score: Raw -3699.976161 + Penalty 501.088554 = -3198.887607 nChanged 0 Score: Raw -2742280.194910 + Penalty 54100.228733 = -2688179.966177 Splitting cluster 49 changes total score from -2674972.038935 to -2688179.966177 So it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.012936 sec): 2 clusters Score: Raw -23068.828122 + Penalty 444.102127 = -22624.725995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.013577 sec): 3 clusters Score: Raw -23003.251188 + Penalty 889.892426 = -22113.358761 nChanged 65 SP:Iteration 1F (61.014201 sec): 3 clusters Score: Raw -23067.590325 + Penalty 890.019258 = -22177.571066 nChanged 16 SP:Iteration 2F (61.014824 sec): 3 clusters Score: Raw -23082.613846 + Penalty 890.204917 = -22192.408929 nChanged 4 SP:Iteration 3Q (61.015434 sec): 3 clusters Score: Raw -23085.311206 + Penalty 890.317735 = -22194.993471 nChanged 2 SP:Iteration 4Q (61.016031 sec): 3 clusters Score: Raw -23087.020346 + Penalty 890.317735 = -22196.702610 nChanged 0 SP:Iteration 5F (61.016671 sec): 3 clusters Score: Raw -23087.020346 + Penalty 890.317735 = -22196.702610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.017414 sec): 2 clusters Score: Raw -9921.307841 + Penalty 533.014098 = -9388.293743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.017810 sec): 3 clusters Score: Raw -9937.033714 + Penalty 1065.465143 = -8871.568571 nChanged 9 SP:Iteration 1F (61.018205 sec): 3 clusters Score: Raw -9956.671138 + Penalty 1064.772124 = -8891.899014 nChanged 3 SP:Iteration 2Q (61.018631 sec): 3 clusters Score: Raw -9962.434421 + Penalty 1064.137955 = -8898.296466 nChanged 2 SP:Iteration 3Q (61.019019 sec): 3 clusters Score: Raw -9964.510974 + Penalty 1064.137955 = -8900.373018 nChanged 0 SP:Iteration 4F (61.019414 sec): 3 clusters Score: Raw -9964.510974 + Penalty 1064.137955 = -8900.373018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.019894 sec): 2 clusters Score: Raw -286.237391 + Penalty 96.297900 = -189.939491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.020107 sec): 3 clusters Score: Raw -281.813682 + Penalty 201.759380 = -80.054302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.021516 sec): 2 clusters Score: Raw -32580.725480 + Penalty 776.446029 = -31804.279452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.022319 sec): 3 clusters Score: Raw -32505.177206 + Penalty 1548.303940 = -30956.873266 nChanged 76 SP:Iteration 1F (61.023107 sec): 3 clusters Score: Raw -32597.412400 + Penalty 1548.550974 = -31048.861426 nChanged 16 SP:Iteration 2Q (61.023882 sec): 3 clusters Score: Raw -32619.141212 + Penalty 1549.539930 = -31069.601282 nChanged 6 SP:Iteration 3Q (61.024624 sec): 3 clusters Score: Raw -32623.537462 + Penalty 1550.408153 = -31073.129309 nChanged 5 SP:Iteration 4Q (61.025362 sec): 3 clusters Score: Raw -32627.294449 + Penalty 1549.890614 = -31077.403836 nChanged 2 SP:Iteration 5Q (61.026103 sec): 3 clusters Score: Raw -32635.594261 + Penalty 1550.204227 = -31085.390034 nChanged 1 SP:Iteration 6Q (61.026841 sec): 3 clusters Score: Raw -32636.281528 + Penalty 1550.580174 = -31085.701354 nChanged 2 SP:Iteration 7Q (61.027581 sec): 3 clusters Score: Raw -32637.095996 + Penalty 1550.388609 = -31086.707387 nChanged 2 SP:Iteration 8Q (61.028320 sec): 3 clusters Score: Raw -32648.591635 + Penalty 1550.794155 = -31097.797480 nChanged 4 SP:Iteration 9Q (61.029057 sec): 3 clusters Score: Raw -32655.956198 + Penalty 1551.640644 = -31104.315555 nChanged 6 SP:Iteration 10F (61.029842 sec): 3 clusters Score: Raw -32661.120952 + Penalty 1552.226595 = -31108.894357 nChanged 3 SP:Iteration 11Q (61.030580 sec): 3 clusters Score: Raw -32663.974814 + Penalty 1553.355712 = -31110.619102 nChanged 5 SP:Iteration 12Q (61.031318 sec): 3 clusters Score: Raw -32670.240377 + Penalty 1554.375948 = -31115.864429 nChanged 4 SP:Iteration 13Q (61.032053 sec): 3 clusters Score: Raw -32673.381761 + Penalty 1554.375948 = -31119.005813 nChanged 0 SP:Iteration 14F (61.032833 sec): 3 clusters Score: Raw -32673.381761 + Penalty 1554.375948 = -31119.005813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.033342 sec): 2 clusters Score: Raw -682.508695 + Penalty 147.452555 = -535.056140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.033571 sec): 3 clusters Score: Raw -679.238698 + Penalty 301.999839 = -377.238860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.034455 sec): 2 clusters Score: Raw -12451.122889 + Penalty 687.365485 = -11763.757404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.034907 sec): 3 clusters Score: Raw -12519.672247 + Penalty 1374.256802 = -11145.415445 nChanged 7 SP:Iteration 1F (61.035349 sec): 3 clusters Score: Raw -12555.601054 + Penalty 1374.481523 = -11181.119531 nChanged 1 SP:Iteration 2Q (61.035769 sec): 3 clusters Score: Raw -12558.985678 + Penalty 1374.481523 = -11184.504155 nChanged 0 SP:Iteration 3F (61.036210 sec): 3 clusters Score: Raw -12558.985678 + Penalty 1374.481523 = -11184.504155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.036862 sec): 2 clusters Score: Raw -5838.759202 + Penalty 248.135098 = -5590.624104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.037181 sec): 3 clusters Score: Raw -5813.142437 + Penalty 499.153068 = -5313.989370 nChanged 13 SP:Iteration 1F (61.037505 sec): 3 clusters Score: Raw -5828.234039 + Penalty 506.052179 = -5322.181861 nChanged 4 SP:Iteration 2F (61.037817 sec): 3 clusters Score: Raw -5830.923598 + Penalty 509.071124 = -5321.852474 nChanged 2 SP:Iteration 3F (61.038134 sec): 3 clusters Score: Raw -5833.219579 + Penalty 514.447279 = -5318.772300 nChanged 2 SP:Iteration 4F (61.038451 sec): 3 clusters Score: Raw -5834.638389 + Penalty 524.459699 = -5310.178690 nChanged 2 SP:Iteration 5F (61.038763 sec): 3 clusters Score: Raw -5837.148363 + Penalty 526.842369 = -5310.305995 nChanged 1 SP:Iteration 6Q (61.039074 sec): 3 clusters Score: Raw -5837.688521 + Penalty 546.338643 = -5291.349878 nChanged 2 SP:Iteration 7F (61.039391 sec): 3 clusters Score: Raw -5841.386690 + Penalty 560.315993 = -5281.070696 nChanged 1 SP:Iteration 8F (61.039705 sec): 3 clusters Score: Raw -5842.716299 + Penalty 560.315993 = -5282.400306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.040397 sec): 2 clusters Score: Raw -8375.714158 + Penalty 398.883884 = -7976.830274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.040764 sec): 3 clusters Score: Raw -8373.310199 + Penalty 798.366499 = -7574.943699 nChanged 5 SP:Iteration 1F (61.041127 sec): 3 clusters Score: Raw -8377.910096 + Penalty 799.039696 = -7578.870400 nChanged 1 SP:Iteration 2Q (61.041486 sec): 3 clusters Score: Raw -8378.635590 + Penalty 799.896185 = -7578.739405 nChanged 1 SP:Iteration 3F (61.041849 sec): 3 clusters Score: Raw -8379.505380 + Penalty 801.902702 = -7577.602678 nChanged 2 SP:Iteration 4F (61.042212 sec): 3 clusters Score: Raw -8383.281017 + Penalty 802.571008 = -7580.710009 nChanged 1 SP:Iteration 5Q (61.042571 sec): 3 clusters Score: Raw -8383.461672 + Penalty 802.571008 = -7580.890664 nChanged 0 SP:Iteration 6F (61.042934 sec): 3 clusters Score: Raw -8383.461672 + Penalty 802.571008 = -7580.890664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.043546 sec): 2 clusters Score: Raw -3537.763330 + Penalty 220.007490 = -3317.755839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.043874 sec): 3 clusters Score: Raw -3684.315415 + Penalty 442.227289 = -3242.088126 nChanged 8 SP:Iteration 1F (61.044179 sec): 3 clusters Score: Raw -3719.402847 + Penalty 442.227289 = -3277.175558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.044639 sec): 2 clusters Score: Raw -172.408764 + Penalty 3.465736 = -168.943028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.044830 sec): 3 clusters Score: Raw -172.449703 + Penalty 6.931472 = -165.518231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.045463 sec): 2 clusters Score: Raw -6461.537249 + Penalty 411.280820 = -6050.256429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.045791 sec): 3 clusters Score: Raw -6459.936417 + Penalty 822.930364 = -5637.006053 nChanged 1 SP:Iteration 1Q (61.046111 sec): 3 clusters Score: Raw -6462.799444 + Penalty 823.487902 = -5639.311542 nChanged 1 SP:Iteration 2Q (61.046429 sec): 3 clusters Score: Raw -6463.828790 + Penalty 827.397960 = -5636.430830 nChanged 3 SP:Iteration 3F (61.046749 sec): 3 clusters Score: Raw -6473.067779 + Penalty 829.680987 = -5643.386792 nChanged 2 SP:Iteration 4Q (61.047084 sec): 3 clusters Score: Raw -6477.117828 + Penalty 829.680987 = -5647.436841 nChanged 0 SP:Iteration 5F (61.047404 sec): 3 clusters Score: Raw -6477.117828 + Penalty 829.680987 = -5647.436841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.047869 sec): 2 clusters Score: Raw -602.388728 + Penalty 27.242742 = -575.145986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.048063 sec): 3 clusters Score: Raw -612.692533 + Penalty 54.485484 = -558.207048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 85 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.048724 sec): 2 clusters Score: Raw -7514.530346 + Penalty 318.236202 = -7196.294143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.049089 sec): 3 clusters Score: Raw -7499.792649 + Penalty 637.267802 = -6862.524847 nChanged 8 SP:Iteration 1F (61.049443 sec): 3 clusters Score: Raw -7514.675364 + Penalty 637.267802 = -6877.407563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.049930 sec): 2 clusters Score: Raw -194.544605 + Penalty 57.402447 = -137.142158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.050139 sec): 3 clusters Score: Raw -186.501584 + Penalty 114.804894 = -71.696690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.050629 sec): 2 clusters Score: Raw -1080.423459 + Penalty 186.741748 = -893.681711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.050860 sec): 3 clusters Score: Raw -1083.865698 + Penalty 371.447688 = -712.418010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.051355 sec): 2 clusters Score: Raw -1270.957453 + Penalty 192.187571 = -1078.769882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.051589 sec): 3 clusters Score: Raw -1272.527728 + Penalty 382.632723 = -889.895004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 96 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.052079 sec): 2 clusters Score: Raw -1233.957268 + Penalty 202.031212 = -1031.926056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.052311 sec): 3 clusters Score: Raw -1219.870346 + Penalty 400.154351 = -819.715996 nChanged 1 SP:Iteration 1F (61.052539 sec): 3 clusters Score: Raw -1221.344892 + Penalty 392.146933 = -829.197959 nChanged 1 SP:Iteration 2F (61.052767 sec): 3 clusters Score: Raw -1224.126355 + Penalty 387.141631 = -836.984725 nChanged 1 SP:Iteration 3F (61.052989 sec): 3 clusters Score: Raw -1224.935917 + Penalty 202.031212 = -1022.904705 nChanged 1 SP:Iteration 4F (61.053194 sec): 2 clusters Score: Raw -1233.957268 + Penalty 202.031212 = -1031.926056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.053678 sec): 2 clusters Score: Raw -884.106058 + Penalty 148.638830 = -735.467228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.053902 sec): 3 clusters Score: Raw -878.012187 + Penalty 311.223132 = -566.789056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 102 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.054493 sec): 2 clusters Score: Raw -4539.023208 + Penalty 421.316518 = -4117.706690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.054811 sec): 3 clusters Score: Raw -4581.971998 + Penalty 849.495310 = -3732.476688 nChanged 1 SP:Iteration 1Q (61.055097 sec): 3 clusters Score: Raw -4585.581046 + Penalty 849.495310 = -3736.085736 nChanged 0 SP:Iteration 2F (61.055392 sec): 3 clusters Score: Raw -4585.581046 + Penalty 849.495310 = -3736.085736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.055863 sec): 2 clusters Score: Raw -409.217459 + Penalty 29.992044 = -379.225416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.056068 sec): 3 clusters Score: Raw -421.901994 + Penalty 62.426191 = -359.475803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.056538 sec): 2 clusters Score: Raw -379.906372 + Penalty 137.047907 = -242.858465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.056749 sec): 3 clusters Score: Raw -382.207104 + Penalty 250.638074 = -131.569029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.057231 sec): 2 clusters Score: Raw -674.280306 + Penalty 147.883889 = -526.396417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.057456 sec): 3 clusters Score: Raw -669.807967 + Penalty 311.624795 = -358.183172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.057910 sec): 2 clusters Score: Raw -92.104840 + Penalty 0.000000 = -92.104840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.058095 sec): 2 clusters Score: Raw -92.104840 + Penalty 0.000000 = -92.104840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.058566 sec): 2 clusters Score: Raw -373.935003 + Penalty 94.800409 = -279.134594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.058764 sec): 2 clusters Score: Raw -373.935003 + Penalty 94.800409 = -279.134594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.059258 sec): 2 clusters Score: Raw -1167.630431 + Penalty 216.538105 = -951.092326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.059496 sec): 3 clusters Score: Raw -1168.023072 + Penalty 445.245792 = -722.777280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.059976 sec): 2 clusters Score: Raw -93.974805 + Penalty 0.000000 = -93.974805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.060170 sec): 2 clusters Score: Raw -93.974805 + Penalty 0.000000 = -93.974805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.060634 sec): 2 clusters Score: Raw -179.904911 + Penalty 17.586648 = -162.318263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.060823 sec): 2 clusters Score: Raw -179.904911 + Penalty 17.586648 = -162.318263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 191 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.061296 sec): 2 clusters Score: Raw -461.852659 + Penalty 118.403901 = -343.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.061513 sec): 3 clusters Score: Raw -468.911900 + Penalty 239.653118 = -229.258781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.062005 sec): 2 clusters Score: Raw -280.099909 + Penalty 78.474090 = -201.625819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.062217 sec): 3 clusters Score: Raw -276.171747 + Penalty 159.800099 = -116.371649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.062674 sec): 2 clusters Score: Raw -92.511460 + Penalty 0.000000 = -92.511460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.062863 sec): 2 clusters Score: Raw -92.511460 + Penalty 0.000000 = -92.511460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 216 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.063353 sec): 2 clusters Score: Raw -1083.258964 + Penalty 99.401707 = -983.857256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.063585 sec): 3 clusters Score: Raw -1088.781254 + Penalty 198.803415 = -889.977839 nChanged 2 SP:Iteration 1F (61.063815 sec): 3 clusters Score: Raw -1095.259121 + Penalty 259.191927 = -836.067194 nChanged 2 SP:Iteration 2F (61.064042 sec): 3 clusters Score: Raw -1104.017636 + Penalty 259.191927 = -844.825709 nChanged 0 Deleting Class 9 (19 points): Lose 109.548352 but Gain 988.404790 Iteration 119Q (61.210635 sec): 72 clusters Score: Raw -2728252.316445 + Penalty 53194.458946 = -2675057.857500 nChanged 44 Deleting Class 35 (9 points): Lose 796.736350 but Gain 1675.296865 Iteration 120F (62.221551 sec): 71 clusters Score: Raw -2727509.528296 + Penalty 51674.385825 = -2675835.142471 nChanged 30 Deleting Class 92 (2 points): Lose 3.386536 but Gain 853.774846 Iteration 121Q (62.344784 sec): 70 clusters Score: Raw -2727546.179224 + Penalty 50826.099140 = -2676720.080083 nChanged 13 Deleting Class 167 (1 points): Lose 10.576863 but Gain 860.707891 Iteration 122Q (62.466312 sec): 69 clusters Score: Raw -2727543.667583 + Penalty 49970.995839 = -2677572.671744 nChanged 7 Deleting Class 151 (12 points): Lose 58.362733 but Gain 898.385355 Iteration 123Q (62.588398 sec): 68 clusters Score: Raw -2727491.538381 + Penalty 49078.282224 = -2678413.256158 nChanged 16 Deleting Class 21 (10 points): Lose 117.084908 but Gain 936.380778 Iteration 124Q (62.712113 sec): 67 clusters Score: Raw -2727391.839725 + Penalty 48087.944592 = -2679303.895133 nChanged 15 Deleting Class 96 (12 points): Lose 40.524402 but Gain 838.198350 Iteration 125Q (62.831159 sec): 66 clusters Score: Raw -2727365.848861 + Penalty 47241.233515 = -2680124.615346 nChanged 18 Deleting Class 19 (33 points): Lose 217.570137 but Gain 1008.668752 Iteration 126Q (62.950877 sec): 65 clusters Score: Raw -2727167.175861 + Penalty 46306.740868 = -2680860.434993 nChanged 39 Deleting Class 102 (48 points): Lose 332.474557 but Gain 1122.021488 Iteration 127Q (63.070373 sec): 64 clusters Score: Raw -2726915.604319 + Penalty 45464.196806 = -2681451.407513 nChanged 56 Deleting Class 133 (22 points): Lose 146.363833 but Gain 1045.501054 Iteration 128Q (63.191503 sec): 63 clusters Score: Raw -2726983.352742 + Penalty 44505.538251 = -2682477.814491 nChanged 43 Deleting Class 52 (3 points): Lose 120.737021 but Gain 903.671892 Iteration 129Q (63.310944 sec): 62 clusters Score: Raw -2726935.782469 + Penalty 43757.988164 = -2683177.794304 nChanged 23 Deleting Class 206 (2 points): Lose 31.690913 but Gain 871.875447 Iteration 130F (64.176815 sec): 61 clusters Score: Raw -2726961.359950 + Penalty 42892.240342 = -2684069.119608 nChanged 23 Deleting Class 125 (4 points): Lose 248.559164 but Gain 1019.190485 Iteration 131Q (64.293999 sec): 60 clusters Score: Raw -2726740.707578 + Penalty 41861.508071 = -2684879.199508 nChanged 22 Deleting Class 55 (7 points): Lose 14.056423 but Gain 781.210244 Iteration 132Q (64.415206 sec): 59 clusters Score: Raw -2726741.675965 + Penalty 41083.470539 = -2685658.205425 nChanged 24 Deleting Class 94 (12 points): Lose 27.294458 but Gain 792.278543 Iteration 133Q (64.530963 sec): 58 clusters Score: Raw -2726726.248008 + Penalty 40305.200662 = -2686421.047346 nChanged 23 Deleting Class 37 (20 points): Lose 76.825870 but Gain 840.223410 Iteration 134Q (64.648370 sec): 57 clusters Score: Raw -2726666.788153 + Penalty 39496.408443 = -2687170.379711 nChanged 34 Deleting Class 76 (62 points): Lose 274.466775 but Gain 1017.023623 Iteration 135Q (64.764680 sec): 56 clusters Score: Raw -2726425.678771 + Penalty 38540.561718 = -2687885.117053 nChanged 72 Deleting Class 95 (13 points): Lose 54.648966 but Gain 772.475855 Iteration 136Q (64.879527 sec): 55 clusters Score: Raw -2726517.588824 + Penalty 37779.660888 = -2688737.927935 nChanged 45 Deleting Class 22 (21 points): Lose 87.439166 but Gain 800.307995 Iteration 137Q (64.992821 sec): 54 clusters Score: Raw -2726467.556064 + Penalty 36989.560248 = -2689477.995816 nChanged 42 Deleting Class 28 (11 points): Lose 64.412007 but Gain 771.838383 Iteration 138Q (65.105534 sec): 53 clusters Score: Raw -2726440.757767 + Penalty 36242.999950 = -2690197.757816 nChanged 25 Deleting Class 192 (3 points): Lose 35.564650 but Gain 736.410964 Iteration 139Q (65.217373 sec): 52 clusters Score: Raw -2726429.126063 + Penalty 35502.898793 = -2690926.227269 nChanged 13 Deleting Class 23 (188 points): Lose 526.326761 but Gain 1224.416664 Iteration 140F (65.942694 sec): 51 clusters Score: Raw -2725911.595323 + Penalty 34388.322671 = -2691523.272652 nChanged 197 Deleting Class 97 (9 points): Lose 27.186280 but Gain 697.422960 Iteration 141Q (66.056362 sec): 50 clusters Score: Raw -2726180.996191 + Penalty 33716.679788 = -2692464.316403 nChanged 56 Deleting Class 17 (174 points): Lose 746.215961 but Gain 1410.126751 Iteration 142Q (66.168061 sec): 49 clusters Score: Raw -2725462.565732 + Penalty 32432.389005 = -2693030.176727 nChanged 198 Deleting Class 42 (3 points): Lose 6.988864 but Gain 668.119254 Iteration 143Q (66.282130 sec): 48 clusters Score: Raw -2725833.408996 + Penalty 31766.014087 = -2694067.394909 nChanged 62 Deleting Class 43 (3 points): Lose 5.945651 but Gain 662.760239 Iteration 144Q (66.393735 sec): 47 clusters Score: Raw -2725882.109622 + Penalty 31129.879193 = -2694752.230430 nChanged 49 Deleting Class 62 (88 points): Lose 304.746407 but Gain 937.150792 Iteration 145Q (66.502720 sec): 46 clusters Score: Raw -2725616.075022 + Penalty 30219.561635 = -2695396.513386 nChanged 125 Deleting Class 149 (4 points): Lose 88.884235 but Gain 705.006572 Iteration 146Q (66.612638 sec): 45 clusters Score: Raw -2725678.183449 + Penalty 29525.951298 = -2696152.232151 nChanged 53 Deleting Class 191 (5 points): Lose 162.011047 but Gain 758.455658 Iteration 147Q (66.722364 sec): 44 clusters Score: Raw -2725545.378832 + Penalty 28760.113465 = -2696785.265367 nChanged 46 Deleting Class 58 (155 points): Lose 872.080819 but Gain 1466.730585 Iteration 148Q (66.828143 sec): 43 clusters Score: Raw -2724728.920091 + Penalty 27442.768273 = -2697286.151819 nChanged 187 Deleting Class 40 (64 points): Lose 257.308016 but Gain 835.150790 Iteration 149Q (66.936195 sec): 42 clusters Score: Raw -2725024.221784 + Penalty 26617.141673 = -2698407.080111 nChanged 147 Deleting Class 38 (183 points): Lose 553.117860 but Gain 1123.479159 Iteration 150F (67.520697 sec): 41 clusters Score: Raw -2724643.563137 + Penalty 25597.292887 = -2699046.270250 nChanged 252 Deleting Class 61 (55 points): Lose 67.097795 but Gain 619.932008 Iteration 151Q (67.632261 sec): 40 clusters Score: Raw -2724916.168922 + Penalty 25022.795448 = -2699893.373474 nChanged 162 Deleting Class 13 (172 points): Lose 270.174266 but Gain 789.027940 Iteration 152Q (67.737514 sec): 39 clusters Score: Raw -2724751.176172 + Penalty 24293.596355 = -2700457.579817 nChanged 272 Deleting Class 51 (174 points): Lose 764.407437 but Gain 1272.769162 Iteration 153Q (67.842279 sec): 38 clusters Score: Raw -2724246.426296 + Penalty 23207.462179 = -2701038.964117 nChanged 290 Deleting Class 30 (10 points): Lose 98.280889 but Gain 500.777184 Iteration 154Q (67.947601 sec): 37 clusters Score: Raw -2724610.308930 + Penalty 22726.993845 = -2701883.315085 nChanged 125 Deleting Class 146 (1 points): Lose 90.025398 but Gain 469.083122 Iteration 155Q (68.048247 sec): 36 clusters Score: Raw -2724615.845229 + Penalty 22247.071345 = -2702368.773884 nChanged 66 Deleting Class 216 (12 points): Lose 82.655554 but Gain 412.403342 Iteration 156Q (68.148771 sec): 35 clusters Score: Raw -2724563.597470 + Penalty 21837.902200 = -2702725.695270 nChanged 50 Deleting Class 18 (196 points): Lose 720.380655 but Gain 1049.364739 Iteration 157Q (68.247042 sec): 34 clusters Score: Raw -2723880.792674 + Penalty 20859.537931 = -2703021.254743 nChanged 233 Deleting Class 85 (130 points): Lose 619.712974 but Gain 843.988689 Iteration 158Q (68.347192 sec): 33 clusters Score: Raw -2723717.880168 + Penalty 20035.734625 = -2703682.145543 nChanged 230 Deleting Class 185 (2 points): Lose 48.512369 but Gain 261.574869 Iteration 159Q (68.445884 sec): 32 clusters Score: Raw -2724058.154286 + Penalty 19793.896338 = -2704264.257948 nChanged 95 Deleting Class 25 (241 points): Lose 1029.759843 but Gain 1144.809348 Iteration 160F (68.899153 sec): 31 clusters Score: Raw -2723116.392774 + Penalty 18772.634752 = -2704343.758022 nChanged 307 Deleting Class 39 (167 points): Lose 653.025039 but Gain 756.981512 Iteration 161Q (69.003520 sec): 30 clusters Score: Raw -2723116.392167 + Penalty 18132.109703 = -2704984.282465 nChanged 272 Deleting Class 108 (5 points): Lose 116.735196 but Gain 192.118967 Iteration 162Q (69.103062 sec): 29 clusters Score: Raw -2723578.389052 + Penalty 17957.869065 = -2705620.519987 nChanged 104 Deleting Class 49 (21 points): Lose 1023.485234 but Gain 1077.465131 Iteration 163Q (69.202139 sec): 28 clusters Score: Raw -2722634.816496 + Penalty 16806.584931 = -2705828.231565 nChanged 93 Deleting Class 81 (7 points): Lose 114.253162 but Gain 144.333268 Iteration 164Q (69.298449 sec): 27 clusters Score: Raw -2722634.400778 + Penalty 16658.603391 = -2705975.797387 nChanged 78 Deleting Class 72 (2 points): Lose 27.183902 but Gain 51.547596 Iteration 165Q (69.393816 sec): 26 clusters Score: Raw -2722700.182918 + Penalty 16634.940291 = -2706065.242627 nChanged 72 Iteration 166Q (69.490703 sec): 26 clusters Score: Raw -2722732.240607 + Penalty 16663.468520 = -2706068.772087 nChanged 60 Iteration 167Q (69.585706 sec): 26 clusters Score: Raw -2722755.572089 + Penalty 16687.230157 = -2706068.341931 nChanged 51 Deleting Class 47 (228 points): Lose 341.657864 but Gain 345.398962 Iteration 168F (69.967391 sec): 25 clusters Score: Raw -2722429.586621 + Penalty 16319.067968 = -2706110.518653 nChanged 259 Iteration 169Q (70.061683 sec): 25 clusters Score: Raw -2722822.606141 + Penalty 16329.723968 = -2706492.882173 nChanged 73 Iteration 170F (70.429755 sec): 25 clusters Score: Raw -2722846.232889 + Penalty 16336.636863 = -2706509.596026 nChanged 47 Iteration 171Q (70.522132 sec): 25 clusters Score: Raw -2722860.804012 + Penalty 16348.555969 = -2706512.248044 nChanged 36 Iteration 172Q (70.615900 sec): 25 clusters Score: Raw -2722875.630389 + Penalty 16362.008081 = -2706513.622309 nChanged 36 Iteration 173Q (70.708692 sec): 25 clusters Score: Raw -2722885.278089 + Penalty 16372.558004 = -2706512.720085 nChanged 28 Iteration 174F (71.075762 sec): 25 clusters Score: Raw -2722894.635228 + Penalty 16387.380253 = -2706507.254975 nChanged 26 Iteration 175F (71.444500 sec): 25 clusters Score: Raw -2722901.289127 + Penalty 16399.644280 = -2706501.644847 nChanged 19 Iteration 176F (71.815739 sec): 25 clusters Score: Raw -2722905.412640 + Penalty 16410.114045 = -2706495.298595 nChanged 17 Iteration 177F (72.184817 sec): 25 clusters Score: Raw -2722908.138014 + Penalty 16416.535958 = -2706491.602056 nChanged 14 Iteration 178F (72.555259 sec): 25 clusters Score: Raw -2722911.033528 + Penalty 16426.783963 = -2706484.249565 nChanged 12 Iteration 179F (72.923585 sec): 25 clusters Score: Raw -2722915.131722 + Penalty 16429.795989 = -2706485.335733 nChanged 7 Iteration 180F (73.297474 sec): 25 clusters Score: Raw -2722916.519606 + Penalty 16435.612904 = -2706480.906702 nChanged 9 Iteration 181F (73.679428 sec): 25 clusters Score: Raw -2722917.614562 + Penalty 16438.233058 = -2706479.381504 nChanged 5 Iteration 182F (74.047597 sec): 25 clusters Score: Raw -2722918.657558 + Penalty 16437.439233 = -2706481.218325 nChanged 4 Iteration 183Q (74.139555 sec): 25 clusters Score: Raw -2722919.291119 + Penalty 16436.497815 = -2706482.793304 nChanged 5 Iteration 184Q (74.234028 sec): 25 clusters Score: Raw -2722919.726760 + Penalty 16435.784306 = -2706483.942454 nChanged 3 Iteration 185Q (74.327543 sec): 25 clusters Score: Raw -2722919.939817 + Penalty 16436.338479 = -2706483.601338 nChanged 2 Iteration 186F (74.700267 sec): 25 clusters Score: Raw -2722920.397700 + Penalty 16437.882840 = -2706482.514860 nChanged 3 Iteration 187F (75.073846 sec): 25 clusters Score: Raw -2722920.887137 + Penalty 16438.703817 = -2706482.183320 nChanged 1 Iteration 188F (75.448064 sec): 25 clusters Score: Raw -2722921.201263 + Penalty 16439.440396 = -2706481.760866 nChanged 3 Iteration 189F (75.823716 sec): 25 clusters Score: Raw -2722921.919828 + Penalty 16439.606633 = -2706482.313195 nChanged 1 Iteration 190F (76.197520 sec): 25 clusters Score: Raw -2722922.143055 + Penalty 16440.536572 = -2706481.606483 nChanged 2 Iteration 191F (76.573236 sec): 25 clusters Score: Raw -2722922.462671 + Penalty 16442.245389 = -2706480.217282 nChanged 4 Iteration 192F (76.946321 sec): 25 clusters Score: Raw -2722923.098133 + Penalty 16444.526328 = -2706478.571805 nChanged 6 Iteration 193F (77.314381 sec): 25 clusters Score: Raw -2722924.288026 + Penalty 16447.383913 = -2706476.904113 nChanged 6 Iteration 194F (77.681154 sec): 25 clusters Score: Raw -2722924.773512 + Penalty 16450.044870 = -2706474.728643 nChanged 5 Iteration 195F (78.048243 sec): 25 clusters Score: Raw -2722926.683802 + Penalty 16450.863531 = -2706475.820271 nChanged 5 Iteration 196Q (78.140732 sec): 25 clusters Score: Raw -2722929.011192 + Penalty 16451.998320 = -2706477.012872 nChanged 8 Iteration 197Q (78.234022 sec): 25 clusters Score: Raw -2722931.495473 + Penalty 16456.714714 = -2706474.780759 nChanged 9 Iteration 198F (78.603729 sec): 25 clusters Score: Raw -2722933.604525 + Penalty 16457.570442 = -2706476.034083 nChanged 4 Iteration 199Q (78.697954 sec): 25 clusters Score: Raw -2722934.186165 + Penalty 16456.967852 = -2706477.218314 nChanged 4 Iteration 200F (79.069457 sec): 25 clusters Score: Raw -2722934.926112 + Penalty 16458.847242 = -2706476.078870 nChanged 2 Iteration 201F (79.439717 sec): 25 clusters Score: Raw -2722935.036975 + Penalty 16458.847242 = -2706476.189733 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2722935.036975 + Penalty 16458.847242 = -2706476.189733Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 1 (3232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.515302 sec): 2 clusters Score: Raw -305448.891703 + Penalty 332.288306 = -305116.603397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.521644 sec): 3 clusters Score: Raw -303369.578535 + Penalty 679.879609 = -302689.698927 nChanged 1462 SP:Iteration 1F (79.527764 sec): 3 clusters Score: Raw -304446.685049 + Penalty 686.068968 = -303760.616081 nChanged 403 SP:Iteration 2F (79.534036 sec): 3 clusters Score: Raw -304726.613214 + Penalty 684.471389 = -304042.141824 nChanged 269 SP:Iteration 3F (79.540361 sec): 3 clusters Score: Raw -304957.943578 + Penalty 675.646872 = -304282.296706 nChanged 176 SP:Iteration 4F (79.546633 sec): 3 clusters Score: Raw -305122.962368 + Penalty 662.933972 = -304460.028395 nChanged 102 SP:Iteration 5Q (79.553197 sec): 3 clusters Score: Raw -305260.309100 + Penalty 652.112430 = -304608.196670 nChanged 55 SP:Iteration 6Q (79.559164 sec): 3 clusters Score: Raw -305337.768499 + Penalty 650.641757 = -304687.126741 nChanged 45 SP:Iteration 7Q (79.564775 sec): 3 clusters Score: Raw -305367.041847 + Penalty 647.486480 = -304719.555367 nChanged 29 SP:Iteration 8Q (79.570404 sec): 3 clusters Score: Raw -305379.037215 + Penalty 645.216898 = -304733.820317 nChanged 29 SP:Iteration 9Q (79.576305 sec): 3 clusters Score: Raw -305390.264349 + Penalty 646.489407 = -304743.774941 nChanged 19 SP:Iteration 10F (79.583215 sec): 3 clusters Score: Raw -305396.990975 + Penalty 647.307297 = -304749.683678 nChanged 18 SP:Iteration 11Q (79.588620 sec): 3 clusters Score: Raw -305402.841178 + Penalty 647.760295 = -304755.080883 nChanged 20 SP:Iteration 12Q (79.593958 sec): 3 clusters Score: Raw -305410.102037 + Penalty 645.720047 = -304764.381990 nChanged 13 SP:Iteration 13Q (79.599344 sec): 3 clusters Score: Raw -305412.741159 + Penalty 643.166715 = -304769.574444 nChanged 9 SP:Iteration 14Q (79.604767 sec): 3 clusters Score: Raw -305414.278632 + Penalty 642.283311 = -304771.995321 nChanged 7 SP:Iteration 15Q (79.610117 sec): 3 clusters Score: Raw -305415.635550 + Penalty 642.786792 = -304772.848758 nChanged 9 SP:Iteration 16Q (79.615638 sec): 3 clusters Score: Raw -305417.577027 + Penalty 643.475730 = -304774.101297 nChanged 5 SP:Iteration 17Q (79.621164 sec): 3 clusters Score: Raw -305417.991660 + Penalty 643.519105 = -304774.472555 nChanged 6 SP:Iteration 18Q (79.626417 sec): 3 clusters Score: Raw -305418.523048 + Penalty 645.087538 = -304773.435510 nChanged 7 SP:Iteration 19F (79.632817 sec): 3 clusters Score: Raw -305420.619816 + Penalty 646.008071 = -304774.611745 nChanged 5 SP:Iteration 20F (79.639356 sec): 3 clusters Score: Raw -305421.549601 + Penalty 646.394109 = -304775.155491 nChanged 6 SP:Iteration 21Q (79.644843 sec): 3 clusters Score: Raw -305423.005912 + Penalty 648.829694 = -304774.176218 nChanged 8 SP:Iteration 22F (79.651392 sec): 3 clusters Score: Raw -305424.394529 + Penalty 650.364814 = -304774.029715 nChanged 5 SP:Iteration 23F (79.657653 sec): 3 clusters Score: Raw -305425.490043 + Penalty 648.456024 = -304777.034019 nChanged 9 SP:Iteration 24Q (79.663079 sec): 3 clusters Score: Raw -305426.573900 + Penalty 649.513525 = -304777.060376 nChanged 7 SP:Iteration 25Q (79.668715 sec): 3 clusters Score: Raw -305427.514607 + Penalty 650.040885 = -304777.473722 nChanged 8 SP:Iteration 26Q (79.674123 sec): 3 clusters Score: Raw -305428.892411 + Penalty 653.822320 = -304775.070091 nChanged 8 SP:Iteration 27F (79.680868 sec): 3 clusters Score: Raw -305429.916371 + Penalty 656.543179 = -304773.373192 nChanged 7 SP:Iteration 28F (79.687429 sec): 3 clusters Score: Raw -305431.048527 + Penalty 661.013007 = -304770.035519 nChanged 11 SP:Iteration 29F (79.693663 sec): 3 clusters Score: Raw -305433.253646 + Penalty 666.221217 = -304767.032429 nChanged 10 SP:Iteration 30F (79.700190 sec): 3 clusters Score: Raw -305437.005694 + Penalty 673.069911 = -304763.935783 nChanged 10 SP:Iteration 31F (79.706559 sec): 3 clusters Score: Raw -305439.651040 + Penalty 677.777215 = -304761.873825 nChanged 6 SP:Iteration 32F (79.712812 sec): 3 clusters Score: Raw -305441.086656 + Penalty 682.347174 = -304758.739482 nChanged 4 SP:Iteration 33F (79.719321 sec): 3 clusters Score: Raw -305442.103638 + Penalty 682.681531 = -304759.422107 nChanged 4 SP:Iteration 34Q (79.724496 sec): 3 clusters Score: Raw -305442.842925 + Penalty 685.294683 = -304757.548242 nChanged 5 SP:Iteration 35F (79.730737 sec): 3 clusters Score: Raw -305443.680013 + Penalty 689.434198 = -304754.245815 nChanged 7 SP:Iteration 36F (79.737100 sec): 3 clusters Score: Raw -305444.870884 + Penalty 692.347298 = -304752.523586 nChanged 5 SP:Iteration 37F (79.743500 sec): 3 clusters Score: Raw -305445.300101 + Penalty 695.398215 = -304749.901886 nChanged 2 SP:Iteration 38F (79.749986 sec): 3 clusters Score: Raw -305445.548347 + Penalty 700.808109 = -304744.740238 nChanged 3 SP:Iteration 39F (79.756268 sec): 3 clusters Score: Raw -305446.352718 + Penalty 704.882944 = -304741.469774 nChanged 5 SP:Iteration 40F (79.762514 sec): 3 clusters Score: Raw -305447.857789 + Penalty 707.194168 = -304740.663622 nChanged 2 SP:Iteration 41F (79.768825 sec): 3 clusters Score: Raw -305448.635631 + Penalty 713.286821 = -304735.348810 nChanged 5 SP:Iteration 42F (79.775059 sec): 3 clusters Score: Raw -305449.499646 + Penalty 712.899237 = -304736.600409 nChanged 2 SP:Iteration 43Q (79.780659 sec): 3 clusters Score: Raw -305449.656619 + Penalty 712.929752 = -304736.726867 nChanged 1 SP:Iteration 44Q (79.786234 sec): 3 clusters Score: Raw -305449.625961 + Penalty 713.832015 = -304735.793946 nChanged 2 SP:Iteration 45F (79.792469 sec): 3 clusters Score: Raw -305449.696579 + Penalty 713.832015 = -304735.864564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.794109 sec): 2 clusters Score: Raw -14442.386979 + Penalty 158.559762 = -14283.827217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.794616 sec): 3 clusters Score: Raw -14381.484806 + Penalty 332.665090 = -14048.819716 nChanged 50 SP:Iteration 1F (79.795121 sec): 3 clusters Score: Raw -14454.552846 + Penalty 366.118089 = -14088.434757 nChanged 23 SP:Iteration 2F (79.795628 sec): 3 clusters Score: Raw -14488.494252 + Penalty 388.577286 = -14099.916966 nChanged 8 SP:Iteration 3F (79.796136 sec): 3 clusters Score: Raw -14498.261196 + Penalty 393.985839 = -14104.275357 nChanged 3 SP:Iteration 4Q (79.796637 sec): 3 clusters Score: Raw -14500.495914 + Penalty 398.494660 = -14102.001254 nChanged 2 SP:Iteration 5F (79.797147 sec): 3 clusters Score: Raw -14502.631456 + Penalty 405.396926 = -14097.234530 nChanged 2 SP:Iteration 6F (79.797656 sec): 3 clusters Score: Raw -14503.496779 + Penalty 405.396926 = -14098.099853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 3 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.806549 sec): 2 clusters Score: Raw -153658.622065 + Penalty 546.701580 = -153111.920485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.809765 sec): 3 clusters Score: Raw -152776.753364 + Penalty 1098.654616 = -151678.098748 nChanged 626 SP:Iteration 1F (79.812878 sec): 3 clusters Score: Raw -153192.100943 + Penalty 1107.116234 = -152084.984709 nChanged 213 SP:Iteration 2F (79.816318 sec): 3 clusters Score: Raw -153355.754927 + Penalty 1120.754326 = -152235.000601 nChanged 143 SP:Iteration 3F (79.819491 sec): 3 clusters Score: Raw -153458.985858 + Penalty 1138.234024 = -152320.751834 nChanged 103 SP:Iteration 4F (79.822663 sec): 3 clusters Score: Raw -153540.235866 + Penalty 1152.132782 = -152388.103084 nChanged 75 SP:Iteration 5Q (79.825884 sec): 3 clusters Score: Raw -153595.388698 + Penalty 1174.783237 = -152420.605461 nChanged 55 SP:Iteration 6Q (79.829162 sec): 3 clusters Score: Raw -153648.631799 + Penalty 1199.610310 = -152449.021488 nChanged 48 SP:Iteration 7Q (79.832486 sec): 3 clusters Score: Raw -153702.794529 + Penalty 1221.369113 = -152481.425416 nChanged 32 SP:Iteration 8Q (79.835698 sec): 3 clusters Score: Raw -153733.220429 + Penalty 1234.483454 = -152498.736976 nChanged 17 SP:Iteration 9Q (79.838866 sec): 3 clusters Score: Raw -153747.186634 + Penalty 1244.717724 = -152502.468909 nChanged 14 SP:Iteration 10F (79.842151 sec): 3 clusters Score: Raw -153755.489385 + Penalty 1251.350699 = -152504.138686 nChanged 6 SP:Iteration 11Q (79.845182 sec): 3 clusters Score: Raw -153757.854252 + Penalty 1252.512186 = -152505.342066 nChanged 4 SP:Iteration 12Q (79.848455 sec): 3 clusters Score: Raw -153759.035778 + Penalty 1252.512186 = -152506.523592 nChanged 0 SP:Iteration 13F (79.851925 sec): 3 clusters Score: Raw -153759.035778 + Penalty 1252.512186 = -152506.523592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 4 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.857573 sec): 2 clusters Score: Raw -102909.779626 + Penalty 189.111890 = -102720.667736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.859796 sec): 3 clusters Score: Raw -102213.639017 + Penalty 375.364333 = -101838.274684 nChanged 493 SP:Iteration 1F (79.861984 sec): 3 clusters Score: Raw -102642.907775 + Penalty 374.251035 = -102268.656741 nChanged 114 SP:Iteration 2F (79.864206 sec): 3 clusters Score: Raw -102774.614683 + Penalty 375.395795 = -102399.218889 nChanged 46 SP:Iteration 3Q (79.866312 sec): 3 clusters Score: Raw -102793.466273 + Penalty 375.457550 = -102418.008723 nChanged 12 SP:Iteration 4Q (79.868398 sec): 3 clusters Score: Raw -102795.671809 + Penalty 375.226104 = -102420.445705 nChanged 2 SP:Iteration 5Q (79.870490 sec): 3 clusters Score: Raw -102795.910313 + Penalty 375.295628 = -102420.614685 nChanged 1 SP:Iteration 6Q (79.872578 sec): 3 clusters Score: Raw -102795.976663 + Penalty 375.295628 = -102420.681035 nChanged 0 SP:Iteration 7F (79.874716 sec): 3 clusters Score: Raw -102795.976663 + Penalty 375.295628 = -102420.681035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.880300 sec): 2 clusters Score: Raw -114150.894038 + Penalty 737.023706 = -113413.870331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.882793 sec): 3 clusters Score: Raw -113625.137133 + Penalty 1482.777066 = -112142.360067 nChanged 393 SP:Iteration 1F (79.885189 sec): 3 clusters Score: Raw -113912.153881 + Penalty 1496.566862 = -112415.587019 nChanged 103 SP:Iteration 2F (79.887535 sec): 3 clusters Score: Raw -114012.880380 + Penalty 1511.049964 = -112501.830417 nChanged 62 SP:Iteration 3F (79.889792 sec): 3 clusters Score: Raw -114077.237531 + Penalty 1525.756225 = -112551.481306 nChanged 44 SP:Iteration 4Q (79.892036 sec): 3 clusters Score: Raw -114137.298686 + Penalty 1535.923961 = -112601.374725 nChanged 46 SP:Iteration 5Q (79.894136 sec): 3 clusters Score: Raw -114190.709845 + Penalty 1548.641635 = -112642.068210 nChanged 38 SP:Iteration 6Q (79.896180 sec): 3 clusters Score: Raw -114238.410195 + Penalty 1553.527794 = -112684.882401 nChanged 24 SP:Iteration 7Q (79.898252 sec): 3 clusters Score: Raw -114264.839303 + Penalty 1557.583590 = -112707.255714 nChanged 18 SP:Iteration 8Q (79.900292 sec): 3 clusters Score: Raw -114276.846435 + Penalty 1558.805476 = -112718.040959 nChanged 11 SP:Iteration 9Q (79.902271 sec): 3 clusters Score: Raw -114286.082995 + Penalty 1560.644163 = -112725.438832 nChanged 10 SP:Iteration 10F (79.904394 sec): 3 clusters Score: Raw -114295.408632 + Penalty 1561.687543 = -112733.721089 nChanged 5 SP:Iteration 11Q (79.906351 sec): 3 clusters Score: Raw -114301.240124 + Penalty 1563.751746 = -112737.488378 nChanged 8 SP:Iteration 12Q (79.908300 sec): 3 clusters Score: Raw -114307.985909 + Penalty 1567.234832 = -112740.751077 nChanged 8 SP:Iteration 13Q (79.910245 sec): 3 clusters Score: Raw -114316.215498 + Penalty 1567.618592 = -112748.596906 nChanged 7 SP:Iteration 14Q (79.912178 sec): 3 clusters Score: Raw -114322.782221 + Penalty 1567.366808 = -112755.415413 nChanged 2 SP:Iteration 15Q (79.914166 sec): 3 clusters Score: Raw -114324.616809 + Penalty 1567.725417 = -112756.891392 nChanged 3 SP:Iteration 16Q (79.916199 sec): 3 clusters Score: Raw -114332.423824 + Penalty 1567.608782 = -112764.815042 nChanged 7 SP:Iteration 17Q (79.918165 sec): 3 clusters Score: Raw -114343.419364 + Penalty 1567.620200 = -112775.799163 nChanged 8 SP:Iteration 18Q (79.920091 sec): 3 clusters Score: Raw -114350.327825 + Penalty 1567.094467 = -112783.233358 nChanged 7 SP:Iteration 19Q (79.922000 sec): 3 clusters Score: Raw -114358.175759 + Penalty 1567.640386 = -112790.535373 nChanged 4 SP:Iteration 20F (79.924121 sec): 3 clusters Score: Raw -114362.047424 + Penalty 1566.576679 = -112795.470745 nChanged 5 SP:Iteration 21Q (79.926023 sec): 3 clusters Score: Raw -114366.492830 + Penalty 1566.633064 = -112799.859766 nChanged 6 SP:Iteration 22Q (79.927924 sec): 3 clusters Score: Raw -114372.478209 + Penalty 1566.138882 = -112806.339327 nChanged 4 SP:Iteration 23Q (79.929821 sec): 3 clusters Score: Raw -114376.335429 + Penalty 1565.649909 = -112810.685520 nChanged 4 SP:Iteration 24Q (79.931809 sec): 3 clusters Score: Raw -114382.567858 + Penalty 1565.508516 = -112817.059342 nChanged 5 SP:Iteration 25Q (79.933740 sec): 3 clusters Score: Raw -114387.053493 + Penalty 1565.335819 = -112821.717674 nChanged 1 SP:Iteration 26Q (79.935653 sec): 3 clusters Score: Raw -114387.289682 + Penalty 1565.335819 = -112821.953863 nChanged 0 SP:Iteration 27F (79.937873 sec): 3 clusters Score: Raw -114387.289682 + Penalty 1565.335819 = -112821.953863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.942012 sec): 2 clusters Score: Raw -42652.442525 + Penalty 279.827708 = -42372.614816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.943125 sec): 3 clusters Score: Raw -42395.724437 + Penalty 557.492729 = -41838.231708 nChanged 171 SP:Iteration 1F (79.944182 sec): 3 clusters Score: Raw -42476.729874 + Penalty 556.725112 = -41920.004762 nChanged 39 SP:Iteration 2F (79.945213 sec): 3 clusters Score: Raw -42499.183325 + Penalty 557.874979 = -41941.308346 nChanged 23 SP:Iteration 3F (79.946238 sec): 3 clusters Score: Raw -42516.234721 + Penalty 558.058775 = -41958.175946 nChanged 21 SP:Iteration 4Q (79.947276 sec): 3 clusters Score: Raw -42527.892699 + Penalty 560.011577 = -41967.881122 nChanged 24 SP:Iteration 5F (79.948359 sec): 3 clusters Score: Raw -42543.703362 + Penalty 562.946236 = -41980.757126 nChanged 29 SP:Iteration 6F (79.949415 sec): 3 clusters Score: Raw -42574.089895 + Penalty 589.303967 = -41984.785928 nChanged 40 SP:Iteration 7F (79.950458 sec): 3 clusters Score: Raw -42637.145292 + Penalty 625.372419 = -42011.772874 nChanged 39 SP:Iteration 8F (79.951461 sec): 3 clusters Score: Raw -42685.400361 + Penalty 645.797011 = -42039.603349 nChanged 12 SP:Iteration 9Q (79.952368 sec): 3 clusters Score: Raw -42694.130352 + Penalty 676.615024 = -42017.515328 nChanged 8 SP:Iteration 10F (79.953344 sec): 3 clusters Score: Raw -42702.983557 + Penalty 716.986892 = -41985.996665 nChanged 5 SP:Iteration 11F (79.954329 sec): 3 clusters Score: Raw -42709.870681 + Penalty 728.558941 = -41981.311740 nChanged 2 SP:Iteration 12F (79.955306 sec): 3 clusters Score: Raw -42711.439652 + Penalty 728.558941 = -41982.880712 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.963042 sec): 2 clusters Score: Raw -190938.824426 + Penalty 493.501147 = -190445.323279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.967105 sec): 3 clusters Score: Raw -189717.369260 + Penalty 1011.398795 = -188705.970465 nChanged 833 SP:Iteration 1F (79.970950 sec): 3 clusters Score: Raw -190359.172964 + Penalty 1051.154610 = -189308.018354 nChanged 302 SP:Iteration 2F (79.974821 sec): 3 clusters Score: Raw -190648.575543 + Penalty 1089.971798 = -189558.603746 nChanged 172 SP:Iteration 3F (79.978574 sec): 3 clusters Score: Raw -190793.560639 + Penalty 1132.010761 = -189661.549878 nChanged 102 SP:Iteration 4F (79.982550 sec): 3 clusters Score: Raw -190902.311635 + Penalty 1165.730121 = -189736.581514 nChanged 81 SP:Iteration 5Q (79.986528 sec): 3 clusters Score: Raw -190974.206374 + Penalty 1190.607556 = -189783.598818 nChanged 47 SP:Iteration 6Q (79.990317 sec): 3 clusters Score: Raw -191003.755781 + Penalty 1204.664211 = -189799.091570 nChanged 30 SP:Iteration 7Q (79.993840 sec): 3 clusters Score: Raw -191018.538595 + Penalty 1211.002766 = -189807.535830 nChanged 15 SP:Iteration 8Q (79.997220 sec): 3 clusters Score: Raw -191024.702793 + Penalty 1215.266264 = -189809.436529 nChanged 15 SP:Iteration 9Q (80.000638 sec): 3 clusters Score: Raw -191029.788804 + Penalty 1219.536142 = -189810.252662 nChanged 11 SP:Iteration 10F (80.004434 sec): 3 clusters Score: Raw -191033.155158 + Penalty 1222.904250 = -189810.250908 nChanged 8 SP:Iteration 11F (80.008238 sec): 3 clusters Score: Raw -191034.662617 + Penalty 1225.978523 = -189808.684093 nChanged 7 SP:Iteration 12F (80.011982 sec): 3 clusters Score: Raw -191035.991091 + Penalty 1230.529402 = -189805.461690 nChanged 7 SP:Iteration 13F (80.015824 sec): 3 clusters Score: Raw -191037.656842 + Penalty 1234.142022 = -189803.514820 nChanged 6 SP:Iteration 14F (80.019716 sec): 3 clusters Score: Raw -191039.186281 + Penalty 1238.535848 = -189800.650433 nChanged 6 SP:Iteration 15F (80.023462 sec): 3 clusters Score: Raw -191040.454986 + Penalty 1241.532911 = -189798.922075 nChanged 6 SP:Iteration 16F (80.027122 sec): 3 clusters Score: Raw -191042.519685 + Penalty 1245.679337 = -189796.840348 nChanged 6 SP:Iteration 17F (80.030866 sec): 3 clusters Score: Raw -191045.706252 + Penalty 1250.840000 = -189794.866252 nChanged 6 SP:Iteration 18F (80.034513 sec): 3 clusters Score: Raw -191047.479799 + Penalty 1253.191688 = -189794.288111 nChanged 5 SP:Iteration 19F (80.038154 sec): 3 clusters Score: Raw -191048.630565 + Penalty 1254.007536 = -189794.623029 nChanged 5 SP:Iteration 20F (80.041875 sec): 3 clusters Score: Raw -191050.743063 + Penalty 1256.672066 = -189794.070997 nChanged 6 SP:Iteration 21F (80.045625 sec): 3 clusters Score: Raw -191054.079595 + Penalty 1256.464473 = -189797.615122 nChanged 2 SP:Iteration 22Q (80.049020 sec): 3 clusters Score: Raw -191054.567083 + Penalty 1255.873681 = -189798.693402 nChanged 2 SP:Iteration 23Q (80.052508 sec): 3 clusters Score: Raw -191055.432765 + Penalty 1256.342016 = -189799.090749 nChanged 2 SP:Iteration 24Q (80.055653 sec): 3 clusters Score: Raw -191056.003784 + Penalty 1256.806975 = -189799.196809 nChanged 1 SP:Iteration 25Q (80.058902 sec): 3 clusters Score: Raw -191056.239881 + Penalty 1256.806975 = -189799.432906 nChanged 0 SP:Iteration 26F (80.062552 sec): 3 clusters Score: Raw -191056.239881 + Penalty 1256.806975 = -189799.432906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 8 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.067832 sec): 2 clusters Score: Raw -68248.820133 + Penalty 307.539857 = -67941.280277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.069383 sec): 3 clusters Score: Raw -67842.117979 + Penalty 613.732638 = -67228.385341 nChanged 264 SP:Iteration 1F (80.070919 sec): 3 clusters Score: Raw -68006.583965 + Penalty 613.070478 = -67393.513487 nChanged 97 SP:Iteration 2F (80.072456 sec): 3 clusters Score: Raw -68097.857274 + Penalty 613.633178 = -67484.224096 nChanged 56 SP:Iteration 3F (80.073971 sec): 3 clusters Score: Raw -68162.518057 + Penalty 614.421169 = -67548.096888 nChanged 44 SP:Iteration 4F (80.075474 sec): 3 clusters Score: Raw -68195.991886 + Penalty 614.602512 = -67581.389373 nChanged 18 SP:Iteration 5Q (80.076939 sec): 3 clusters Score: Raw -68204.455005 + Penalty 614.389599 = -67590.065406 nChanged 12 SP:Iteration 6Q (80.078439 sec): 3 clusters Score: Raw -68208.914055 + Penalty 614.203095 = -67594.710961 nChanged 4 SP:Iteration 7Q (80.079911 sec): 3 clusters Score: Raw -68209.583066 + Penalty 613.786436 = -67595.796630 nChanged 4 SP:Iteration 8Q (80.081511 sec): 3 clusters Score: Raw -68210.914461 + Penalty 613.613447 = -67597.301013 nChanged 3 SP:Iteration 9Q (80.083088 sec): 3 clusters Score: Raw -68211.533994 + Penalty 613.628968 = -67597.905026 nChanged 3 SP:Iteration 10F (80.084683 sec): 3 clusters Score: Raw -68212.451022 + Penalty 613.454655 = -67598.996367 nChanged 2 SP:Iteration 11Q (80.086174 sec): 3 clusters Score: Raw -68212.912296 + Penalty 613.454655 = -67599.457641 nChanged 0 SP:Iteration 12F (80.087689 sec): 3 clusters Score: Raw -68212.912296 + Penalty 613.454655 = -67599.457641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.091621 sec): 2 clusters Score: Raw -52343.618524 + Penalty 321.835919 = -52021.782605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.093019 sec): 3 clusters Score: Raw -52051.764941 + Penalty 691.366694 = -51360.398247 nChanged 226 SP:Iteration 1F (80.094332 sec): 3 clusters Score: Raw -52307.897739 + Penalty 789.984897 = -51517.912842 nChanged 77 SP:Iteration 2F (80.095621 sec): 3 clusters Score: Raw -52431.650681 + Penalty 875.222379 = -51556.428302 nChanged 34 SP:Iteration 3F (80.096907 sec): 3 clusters Score: Raw -52510.975397 + Penalty 910.470482 = -51600.504916 nChanged 16 SP:Iteration 4Q (80.098185 sec): 3 clusters Score: Raw -52551.972015 + Penalty 912.031253 = -51639.940761 nChanged 11 SP:Iteration 5Q (80.099379 sec): 3 clusters Score: Raw -52577.797274 + Penalty 917.198180 = -51660.599094 nChanged 3 SP:Iteration 6Q (80.100491 sec): 3 clusters Score: Raw -52584.079814 + Penalty 916.817521 = -51667.262293 nChanged 1 SP:Iteration 7Q (80.101593 sec): 3 clusters Score: Raw -52584.675969 + Penalty 916.817521 = -51667.858448 nChanged 0 SP:Iteration 8F (80.102880 sec): 3 clusters Score: Raw -52584.675969 + Penalty 916.817521 = -51667.858448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.109245 sec): 2 clusters Score: Raw -162914.726394 + Penalty 227.473916 = -162687.252478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.112826 sec): 3 clusters Score: Raw -161763.151315 + Penalty 447.530274 = -161315.621041 nChanged 786 SP:Iteration 1F (80.116592 sec): 3 clusters Score: Raw -162320.051567 + Penalty 451.481792 = -161868.569774 nChanged 221 SP:Iteration 2F (80.120228 sec): 3 clusters Score: Raw -162476.559825 + Penalty 454.139607 = -162022.420218 nChanged 141 SP:Iteration 3F (80.123699 sec): 3 clusters Score: Raw -162584.585149 + Penalty 455.083915 = -162129.501234 nChanged 89 SP:Iteration 4F (80.127163 sec): 3 clusters Score: Raw -162635.253070 + Penalty 455.091927 = -162180.161143 nChanged 50 SP:Iteration 5Q (80.130576 sec): 3 clusters Score: Raw -162649.538789 + Penalty 455.049382 = -162194.489407 nChanged 31 SP:Iteration 6Q (80.134110 sec): 3 clusters Score: Raw -162655.887435 + Penalty 454.907204 = -162200.980231 nChanged 18 SP:Iteration 7Q (80.137618 sec): 3 clusters Score: Raw -162659.781369 + Penalty 454.842921 = -162204.938449 nChanged 17 SP:Iteration 8Q (80.141409 sec): 3 clusters Score: Raw -162662.871559 + Penalty 454.993454 = -162207.878106 nChanged 19 SP:Iteration 9Q (80.144899 sec): 3 clusters Score: Raw -162666.317305 + Penalty 455.041114 = -162211.276191 nChanged 18 SP:Iteration 10F (80.148718 sec): 3 clusters Score: Raw -162669.299667 + Penalty 454.940525 = -162214.359142 nChanged 13 SP:Iteration 11Q (80.152262 sec): 3 clusters Score: Raw -162671.061545 + Penalty 455.019411 = -162216.042134 nChanged 16 SP:Iteration 12Q (80.155691 sec): 3 clusters Score: Raw -162673.377140 + Penalty 455.068667 = -162218.308473 nChanged 13 SP:Iteration 13Q (80.159106 sec): 3 clusters Score: Raw -162674.842479 + Penalty 455.110270 = -162219.732209 nChanged 13 SP:Iteration 14Q (80.162520 sec): 3 clusters Score: Raw -162676.706915 + Penalty 455.155275 = -162221.551640 nChanged 18 SP:Iteration 15Q (80.166047 sec): 3 clusters Score: Raw -162681.770665 + Penalty 455.658950 = -162226.111715 nChanged 22 SP:Iteration 16Q (80.169546 sec): 3 clusters Score: Raw -162689.054503 + Penalty 456.096680 = -162232.957823 nChanged 29 SP:Iteration 17Q (80.172972 sec): 3 clusters Score: Raw -162697.842403 + Penalty 456.565341 = -162241.277062 nChanged 26 SP:Iteration 18Q (80.176390 sec): 3 clusters Score: Raw -162704.697110 + Penalty 456.420966 = -162248.276145 nChanged 29 SP:Iteration 19Q (80.179946 sec): 3 clusters Score: Raw -162714.000638 + Penalty 457.572022 = -162256.428616 nChanged 32 SP:Iteration 20F (80.183788 sec): 3 clusters Score: Raw -162724.442869 + Penalty 458.516324 = -162265.926545 nChanged 28 SP:Iteration 21Q (80.187353 sec): 3 clusters Score: Raw -162731.259916 + Penalty 459.566193 = -162271.693723 nChanged 21 SP:Iteration 22Q (80.190956 sec): 3 clusters Score: Raw -162737.493732 + Penalty 459.859668 = -162277.634064 nChanged 25 SP:Iteration 23Q (80.194652 sec): 3 clusters Score: Raw -162743.510033 + Penalty 461.266930 = -162282.243103 nChanged 19 SP:Iteration 24Q (80.198194 sec): 3 clusters Score: Raw -162747.760148 + Penalty 463.429963 = -162284.330185 nChanged 24 SP:Iteration 25Q (80.201725 sec): 3 clusters Score: Raw -162754.441703 + Penalty 464.501489 = -162289.940214 nChanged 24 SP:Iteration 26Q (80.205157 sec): 3 clusters Score: Raw -162763.187062 + Penalty 464.872534 = -162298.314527 nChanged 27 SP:Iteration 27Q (80.208553 sec): 3 clusters Score: Raw -162773.356301 + Penalty 464.846926 = -162308.509375 nChanged 19 SP:Iteration 28Q (80.211966 sec): 3 clusters Score: Raw -162779.821246 + Penalty 466.151722 = -162313.669524 nChanged 22 SP:Iteration 29Q (80.215668 sec): 3 clusters Score: Raw -162787.706639 + Penalty 466.944473 = -162320.762167 nChanged 33 SP:Iteration 30F (80.219320 sec): 3 clusters Score: Raw -162801.919815 + Penalty 468.101847 = -162333.817968 nChanged 34 SP:Iteration 31Q (80.222718 sec): 3 clusters Score: Raw -162817.200179 + Penalty 467.969796 = -162349.230383 nChanged 22 SP:Iteration 32Q (80.226146 sec): 3 clusters Score: Raw -162826.299182 + Penalty 468.629761 = -162357.669421 nChanged 22 SP:Iteration 33Q (80.229463 sec): 3 clusters Score: Raw -162835.339019 + Penalty 469.064893 = -162366.274126 nChanged 23 SP:Iteration 34Q (80.232833 sec): 3 clusters Score: Raw -162843.834979 + Penalty 469.489793 = -162374.345186 nChanged 20 SP:Iteration 35Q (80.236151 sec): 3 clusters Score: Raw -162851.561460 + Penalty 472.120733 = -162379.440727 nChanged 15 SP:Iteration 36Q (80.239404 sec): 3 clusters Score: Raw -162859.022658 + Penalty 471.811939 = -162387.210719 nChanged 21 SP:Iteration 37Q (80.242692 sec): 3 clusters Score: Raw -162868.882121 + Penalty 469.632707 = -162399.249414 nChanged 15 SP:Iteration 38Q (80.246090 sec): 3 clusters Score: Raw -162876.392776 + Penalty 466.556271 = -162409.836505 nChanged 14 SP:Iteration 39Q (80.249521 sec): 3 clusters Score: Raw -162881.890179 + Penalty 467.220339 = -162414.669840 nChanged 14 SP:Iteration 40F (80.253167 sec): 3 clusters Score: Raw -162888.089644 + Penalty 464.420903 = -162423.668741 nChanged 16 SP:Iteration 41Q (80.256357 sec): 3 clusters Score: Raw -162895.246267 + Penalty 459.003219 = -162436.243048 nChanged 13 SP:Iteration 42Q (80.259538 sec): 3 clusters Score: Raw -162904.567851 + Penalty 457.783318 = -162446.784533 nChanged 13 SP:Iteration 43Q (80.262682 sec): 3 clusters Score: Raw -162909.623304 + Penalty 459.098736 = -162450.524568 nChanged 10 SP:Iteration 44Q (80.265834 sec): 3 clusters Score: Raw -162912.427821 + Penalty 458.864790 = -162453.563031 nChanged 6 SP:Iteration 45Q (80.268979 sec): 3 clusters Score: Raw -162913.623374 + Penalty 460.995778 = -162452.627596 nChanged 7 SP:Iteration 46F (80.272720 sec): 3 clusters Score: Raw -162914.865656 + Penalty 460.239469 = -162454.626187 nChanged 4 SP:Iteration 47Q (80.275816 sec): 3 clusters Score: Raw -162915.491557 + Penalty 459.853415 = -162455.638143 nChanged 2 SP:Iteration 48Q (80.278912 sec): 3 clusters Score: Raw -162915.777751 + Penalty 459.853415 = -162455.924336 nChanged 0 SP:Iteration 49F (80.282899 sec): 3 clusters Score: Raw -162915.777751 + Penalty 459.853415 = -162455.924336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.284961 sec): 2 clusters Score: Raw -26497.992653 + Penalty 323.860593 = -26174.132060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.285726 sec): 3 clusters Score: Raw -26379.129758 + Penalty 669.263653 = -25709.866105 nChanged 84 SP:Iteration 1F (80.286469 sec): 3 clusters Score: Raw -26463.420533 + Penalty 714.687078 = -25748.733455 nChanged 37 SP:Iteration 2F (80.287202 sec): 3 clusters Score: Raw -26522.802288 + Penalty 750.920910 = -25771.881378 nChanged 17 SP:Iteration 3F (80.287962 sec): 3 clusters Score: Raw -26551.669437 + Penalty 759.734635 = -25791.934801 nChanged 5 SP:Iteration 4Q (80.288674 sec): 3 clusters Score: Raw -26557.948423 + Penalty 768.869998 = -25789.078425 nChanged 3 SP:Iteration 5F (80.289401 sec): 3 clusters Score: Raw -26566.371425 + Penalty 778.651491 = -25787.719934 nChanged 4 SP:Iteration 6F (80.290129 sec): 3 clusters Score: Raw -26572.889504 + Penalty 782.825476 = -25790.064029 nChanged 2 SP:Iteration 7Q (80.290806 sec): 3 clusters Score: Raw -26577.409465 + Penalty 782.825476 = -25794.583989 nChanged 0 SP:Iteration 8F (80.291513 sec): 3 clusters Score: Raw -26577.409465 + Penalty 782.825476 = -25794.583989 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.297422 sec): 2 clusters Score: Raw -89767.212941 + Penalty 50.388637 = -89716.824304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.299490 sec): 3 clusters Score: Raw -89164.450184 + Penalty 108.292817 = -89056.157367 nChanged 429 SP:Iteration 1F (80.301502 sec): 3 clusters Score: Raw -89645.513292 + Penalty 107.841262 = -89537.672030 nChanged 65 SP:Iteration 2F (80.303595 sec): 3 clusters Score: Raw -89714.638155 + Penalty 108.114131 = -89606.524024 nChanged 21 SP:Iteration 3Q (80.305573 sec): 3 clusters Score: Raw -89719.312676 + Penalty 107.280285 = -89612.032391 nChanged 9 SP:Iteration 4Q (80.307502 sec): 3 clusters Score: Raw -89721.533762 + Penalty 107.471250 = -89614.062512 nChanged 5 SP:Iteration 5Q (80.309397 sec): 3 clusters Score: Raw -89722.205670 + Penalty 107.523783 = -89614.681887 nChanged 1 SP:Iteration 6Q (80.311289 sec): 3 clusters Score: Raw -89722.182239 + Penalty 107.523783 = -89614.658456 nChanged 0 SP:Iteration 7F (80.313372 sec): 3 clusters Score: Raw -89722.182239 + Penalty 107.523783 = -89614.658456 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 15 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.321344 sec): 2 clusters Score: Raw -126857.367595 + Penalty 327.448993 = -126529.918601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.324064 sec): 3 clusters Score: Raw -126062.674903 + Penalty 655.508798 = -125407.166106 nChanged 554 SP:Iteration 1F (80.326725 sec): 3 clusters Score: Raw -126354.973904 + Penalty 674.552082 = -125680.421822 nChanged 166 SP:Iteration 2F (80.329410 sec): 3 clusters Score: Raw -126487.277423 + Penalty 708.957086 = -125778.320338 nChanged 121 SP:Iteration 3F (80.332150 sec): 3 clusters Score: Raw -126602.855675 + Penalty 765.171100 = -125837.684575 nChanged 114 SP:Iteration 4F (80.334932 sec): 3 clusters Score: Raw -126756.822701 + Penalty 811.081540 = -125945.741161 nChanged 77 SP:Iteration 5F (80.337704 sec): 3 clusters Score: Raw -126840.880452 + Penalty 831.437279 = -126009.443173 nChanged 41 SP:Iteration 6Q (80.340366 sec): 3 clusters Score: Raw -126876.763175 + Penalty 837.139954 = -126039.623221 nChanged 19 SP:Iteration 7Q (80.343014 sec): 3 clusters Score: Raw -126889.397503 + Penalty 843.370210 = -126046.027294 nChanged 8 SP:Iteration 8Q (80.345667 sec): 3 clusters Score: Raw -126893.390439 + Penalty 845.759190 = -126047.631249 nChanged 5 SP:Iteration 9Q (80.348388 sec): 3 clusters Score: Raw -126893.910681 + Penalty 849.464505 = -126044.446177 nChanged 3 SP:Iteration 10F (80.351364 sec): 3 clusters Score: Raw -126894.334699 + Penalty 851.478452 = -126042.856247 nChanged 1 SP:Iteration 11F (80.354309 sec): 3 clusters Score: Raw -126894.761078 + Penalty 853.278746 = -126041.482332 nChanged 1 SP:Iteration 12F (80.357296 sec): 3 clusters Score: Raw -126894.937069 + Penalty 856.283602 = -126038.653468 nChanged 2 SP:Iteration 13F (80.360114 sec): 3 clusters Score: Raw -126895.329681 + Penalty 857.832439 = -126037.497242 nChanged 1 SP:Iteration 14F (80.362871 sec): 3 clusters Score: Raw -126895.411409 + Penalty 859.627535 = -126035.783875 nChanged 1 SP:Iteration 15F (80.365755 sec): 3 clusters Score: Raw -126895.691657 + Penalty 859.627535 = -126036.064123 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 16 (10653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.418074 sec): 2 clusters Score: Raw -956299.288433 + Penalty 247.266945 = -956052.021489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.439235 sec): 3 clusters Score: Raw -949142.464939 + Penalty 509.684282 = -948632.780657 nChanged 5033 SP:Iteration 1F (80.461073 sec): 3 clusters Score: Raw -953674.173919 + Penalty 625.558642 = -953048.615277 nChanged 1973 SP:Iteration 2F (80.483441 sec): 3 clusters Score: Raw -956074.932217 + Penalty 676.875010 = -955398.057207 nChanged 223 SP:Iteration 3Q (80.506510 sec): 3 clusters Score: Raw -956312.812659 + Penalty 734.623077 = -955578.189582 nChanged 45 SP:Iteration 4Q (80.525651 sec): 3 clusters Score: Raw -956363.705061 + Penalty 796.504994 = -955567.200067 nChanged 13 SP:Iteration 5F (80.547868 sec): 3 clusters Score: Raw -956380.830482 + Penalty 827.496103 = -955553.334379 nChanged 2 SP:Iteration 6F (80.570330 sec): 3 clusters Score: Raw -956383.373099 + Penalty 853.332647 = -955530.040452 nChanged 1 SP:Iteration 7F (80.592773 sec): 3 clusters Score: Raw -956384.820043 + Penalty 853.332647 = -955531.487396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.600751 sec): 2 clusters Score: Raw -1233.686930 + Penalty 189.928612 = -1043.758317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.601005 sec): 3 clusters Score: Raw -1414.042569 + Penalty 382.321112 = -1031.721457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.603274 sec): 2 clusters Score: Raw -46331.368553 + Penalty 561.645906 = -45769.722646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.604464 sec): 3 clusters Score: Raw -46125.169473 + Penalty 1123.708400 = -45001.461073 nChanged 146 SP:Iteration 1F (80.605630 sec): 3 clusters Score: Raw -46244.018590 + Penalty 1128.005816 = -45116.012774 nChanged 50 SP:Iteration 2F (80.606801 sec): 3 clusters Score: Raw -46299.576186 + Penalty 1133.133472 = -45166.442714 nChanged 28 SP:Iteration 3F (80.607977 sec): 3 clusters Score: Raw -46317.248264 + Penalty 1132.274140 = -45184.974124 nChanged 12 SP:Iteration 4Q (80.609136 sec): 3 clusters Score: Raw -46327.137381 + Penalty 1136.948292 = -45190.189090 nChanged 18 SP:Iteration 5Q (80.610300 sec): 3 clusters Score: Raw -46338.763057 + Penalty 1139.402643 = -45199.360414 nChanged 12 SP:Iteration 6Q (80.611431 sec): 3 clusters Score: Raw -46347.297341 + Penalty 1142.408460 = -45204.888881 nChanged 7 SP:Iteration 7Q (80.612536 sec): 3 clusters Score: Raw -46353.126616 + Penalty 1146.604330 = -45206.522285 nChanged 9 SP:Iteration 8Q (80.613638 sec): 3 clusters Score: Raw -46360.387314 + Penalty 1151.849290 = -45208.538024 nChanged 13 SP:Iteration 9Q (80.614745 sec): 3 clusters Score: Raw -46373.484050 + Penalty 1157.034072 = -45216.449979 nChanged 11 SP:Iteration 10F (80.615960 sec): 3 clusters Score: Raw -46386.437473 + Penalty 1159.381585 = -45227.055888 nChanged 5 SP:Iteration 11Q (80.617120 sec): 3 clusters Score: Raw -46389.747355 + Penalty 1162.451563 = -45227.295792 nChanged 2 SP:Iteration 12Q (80.618275 sec): 3 clusters Score: Raw -46391.118900 + Penalty 1165.244929 = -45225.873971 nChanged 2 SP:Iteration 13F (80.619436 sec): 3 clusters Score: Raw -46392.312692 + Penalty 1168.908787 = -45223.403905 nChanged 2 SP:Iteration 14F (80.620575 sec): 3 clusters Score: Raw -46393.794104 + Penalty 1171.202056 = -45222.592048 nChanged 2 SP:Iteration 15F (80.621708 sec): 3 clusters Score: Raw -46396.090768 + Penalty 1173.342410 = -45222.748359 nChanged 1 SP:Iteration 16Q (80.622841 sec): 3 clusters Score: Raw -46396.526510 + Penalty 1176.367155 = -45220.159355 nChanged 1 SP:Iteration 17F (80.623975 sec): 3 clusters Score: Raw -46397.566122 + Penalty 1180.542046 = -45217.024076 nChanged 2 SP:Iteration 18F (80.625110 sec): 3 clusters Score: Raw -46398.087182 + Penalty 1180.542046 = -45217.545136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.626502 sec): 2 clusters Score: Raw -30221.341865 + Penalty 545.901562 = -29675.440303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.627292 sec): 3 clusters Score: Raw -30102.256123 + Penalty 1098.752057 = -29003.504066 nChanged 81 SP:Iteration 1F (80.628064 sec): 3 clusters Score: Raw -30164.368484 + Penalty 1107.905536 = -29056.462949 nChanged 19 SP:Iteration 2F (80.628831 sec): 3 clusters Score: Raw -30182.191415 + Penalty 1114.956306 = -29067.235109 nChanged 8 SP:Iteration 3Q (80.629592 sec): 3 clusters Score: Raw -30189.160581 + Penalty 1118.589657 = -29070.570924 nChanged 5 SP:Iteration 4Q (80.630380 sec): 3 clusters Score: Raw -30195.839200 + Penalty 1126.974665 = -29068.864535 nChanged 8 SP:Iteration 5F (80.631142 sec): 3 clusters Score: Raw -30206.854992 + Penalty 1130.762035 = -29076.092956 nChanged 5 SP:Iteration 6Q (80.631938 sec): 3 clusters Score: Raw -30217.659089 + Penalty 1136.910954 = -29080.748135 nChanged 7 SP:Iteration 7Q (80.632718 sec): 3 clusters Score: Raw -30225.950257 + Penalty 1140.096668 = -29085.853589 nChanged 8 SP:Iteration 8Q (80.633490 sec): 3 clusters Score: Raw -30235.625032 + Penalty 1146.951365 = -29088.673667 nChanged 11 SP:Iteration 9Q (80.634260 sec): 3 clusters Score: Raw -30256.463541 + Penalty 1156.664235 = -29099.799306 nChanged 10 SP:Iteration 10F (80.635044 sec): 3 clusters Score: Raw -30269.619274 + Penalty 1158.995786 = -29110.623488 nChanged 7 SP:Iteration 11Q (80.635790 sec): 3 clusters Score: Raw -30278.089003 + Penalty 1161.793665 = -29116.295338 nChanged 4 SP:Iteration 12Q (80.636529 sec): 3 clusters Score: Raw -30286.400051 + Penalty 1164.442854 = -29121.957197 nChanged 1 SP:Iteration 13Q (80.637265 sec): 3 clusters Score: Raw -30293.409967 + Penalty 1165.945443 = -29127.464523 nChanged 1 SP:Iteration 14Q (80.637994 sec): 3 clusters Score: Raw -30294.815415 + Penalty 1164.338851 = -29130.476564 nChanged 1 SP:Iteration 15Q (80.638724 sec): 3 clusters Score: Raw -30296.459756 + Penalty 1162.577806 = -29133.881950 nChanged 1 SP:Iteration 16Q (80.639453 sec): 3 clusters Score: Raw -30298.492686 + Penalty 1162.577806 = -29135.914880 nChanged 0 SP:Iteration 17F (80.640239 sec): 3 clusters Score: Raw -30298.492686 + Penalty 1162.577806 = -29135.914880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 27 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.640813 sec): 2 clusters Score: Raw -2905.041762 + Penalty 86.267432 = -2818.774330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.641101 sec): 3 clusters Score: Raw -3055.850816 + Penalty 174.165293 = -2881.685523 nChanged 5 SP:Iteration 1F (80.641382 sec): 3 clusters Score: Raw -3077.297406 + Penalty 178.926719 = -2898.370686 nChanged 2 SP:Iteration 2Q (80.641660 sec): 3 clusters Score: Raw -3080.181596 + Penalty 178.926719 = -2901.254876 nChanged 0 SP:Iteration 3F (80.641942 sec): 3 clusters Score: Raw -3080.181596 + Penalty 178.926719 = -2901.254876 nChanged 0 Score: Raw -2736863.757289 + Penalty 16714.427001 = -2720149.330288 Splitting cluster 27 changes total score from -2706476.189733 to -2720149.330288 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.023698 sec): 2 clusters Score: Raw -29604.805480 + Penalty 781.212568 = -28823.592912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.024502 sec): 3 clusters Score: Raw -29556.609855 + Penalty 1563.877939 = -27992.731917 nChanged 62 SP:Iteration 1F (81.025259 sec): 3 clusters Score: Raw -29678.646742 + Penalty 1565.145667 = -28113.501075 nChanged 12 SP:Iteration 2Q (81.025988 sec): 3 clusters Score: Raw -29707.079967 + Penalty 1566.189469 = -28140.890498 nChanged 9 SP:Iteration 3Q (81.026712 sec): 3 clusters Score: Raw -29723.138820 + Penalty 1566.032949 = -28157.105871 nChanged 9 SP:Iteration 4Q (81.027407 sec): 3 clusters Score: Raw -29747.548688 + Penalty 1566.191586 = -28181.357102 nChanged 6 SP:Iteration 5Q (81.028094 sec): 3 clusters Score: Raw -29759.076725 + Penalty 1566.483060 = -28192.593665 nChanged 4 SP:Iteration 6Q (81.028775 sec): 3 clusters Score: Raw -29766.471831 + Penalty 1566.837303 = -28199.634528 nChanged 3 SP:Iteration 7Q (81.029454 sec): 3 clusters Score: Raw -29770.190266 + Penalty 1566.435409 = -28203.754857 nChanged 1 SP:Iteration 8Q (81.030129 sec): 3 clusters Score: Raw -29771.442220 + Penalty 1566.435409 = -28205.006811 nChanged 0 SP:Iteration 9F (81.030860 sec): 3 clusters Score: Raw -29771.442220 + Penalty 1566.435409 = -28205.006811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.035109 sec): 2 clusters Score: Raw -109073.480877 + Penalty 484.289125 = -108589.191752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.037294 sec): 3 clusters Score: Raw -108501.336230 + Penalty 966.602370 = -107534.733860 nChanged 436 SP:Iteration 1F (81.039414 sec): 3 clusters Score: Raw -108810.789820 + Penalty 975.397406 = -107835.392414 nChanged 113 SP:Iteration 2F (81.041563 sec): 3 clusters Score: Raw -108927.330807 + Penalty 989.265626 = -107938.065181 nChanged 83 SP:Iteration 3F (81.043688 sec): 3 clusters Score: Raw -108996.354452 + Penalty 1001.094259 = -107995.260193 nChanged 53 SP:Iteration 4Q (81.045768 sec): 3 clusters Score: Raw -109032.497265 + Penalty 1014.914448 = -108017.582817 nChanged 50 SP:Iteration 5Q (81.047936 sec): 3 clusters Score: Raw -109063.316394 + Penalty 1026.942272 = -108036.374122 nChanged 32 SP:Iteration 6Q (81.050119 sec): 3 clusters Score: Raw -109084.656628 + Penalty 1037.273064 = -108047.383564 nChanged 30 SP:Iteration 7Q (81.052329 sec): 3 clusters Score: Raw -109101.856273 + Penalty 1046.560693 = -108055.295580 nChanged 25 SP:Iteration 8Q (81.054542 sec): 3 clusters Score: Raw -109118.889914 + Penalty 1057.530087 = -108061.359826 nChanged 25 SP:Iteration 9Q (81.056590 sec): 3 clusters Score: Raw -109138.080647 + Penalty 1070.692308 = -108067.388339 nChanged 26 SP:Iteration 10F (81.058690 sec): 3 clusters Score: Raw -109160.262519 + Penalty 1080.657698 = -108079.604821 nChanged 18 SP:Iteration 11Q (81.060769 sec): 3 clusters Score: Raw -109171.987443 + Penalty 1092.826170 = -108079.161273 nChanged 20 SP:Iteration 12F (81.062915 sec): 3 clusters Score: Raw -109186.001217 + Penalty 1100.115969 = -108085.885248 nChanged 10 SP:Iteration 13Q (81.064976 sec): 3 clusters Score: Raw -109192.723856 + Penalty 1106.311935 = -108086.411922 nChanged 7 SP:Iteration 14Q (81.067019 sec): 3 clusters Score: Raw -109198.730263 + Penalty 1109.568077 = -108089.162186 nChanged 5 SP:Iteration 15Q (81.069067 sec): 3 clusters Score: Raw -109201.658695 + Penalty 1111.941603 = -108089.717092 nChanged 5 SP:Iteration 16Q (81.071077 sec): 3 clusters Score: Raw -109203.916744 + Penalty 1113.852376 = -108090.064368 nChanged 2 SP:Iteration 17Q (81.073069 sec): 3 clusters Score: Raw -109205.182229 + Penalty 1115.133988 = -108090.048240 nChanged 2 SP:Iteration 18F (81.075161 sec): 3 clusters Score: Raw -109206.309164 + Penalty 1116.154958 = -108090.154206 nChanged 2 SP:Iteration 19Q (81.077126 sec): 3 clusters Score: Raw -109206.624612 + Penalty 1116.154958 = -108090.469654 nChanged 0 SP:Iteration 20F (81.079219 sec): 3 clusters Score: Raw -109206.624612 + Penalty 1116.154958 = -108090.469654 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 45 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.082911 sec): 2 clusters Score: Raw -94613.694625 + Penalty 430.350699 = -94183.343925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.084901 sec): 3 clusters Score: Raw -94092.181461 + Penalty 859.551757 = -93232.629704 nChanged 350 SP:Iteration 1F (81.086832 sec): 3 clusters Score: Raw -94290.419948 + Penalty 858.278167 = -93432.141781 nChanged 86 SP:Iteration 2F (81.088674 sec): 3 clusters Score: Raw -94346.733723 + Penalty 855.970612 = -93490.763112 nChanged 68 SP:Iteration 3F (81.090464 sec): 3 clusters Score: Raw -94383.754053 + Penalty 853.993744 = -93529.760310 nChanged 30 SP:Iteration 4Q (81.092277 sec): 3 clusters Score: Raw -94401.016393 + Penalty 849.494208 = -93551.522185 nChanged 30 SP:Iteration 5Q (81.094074 sec): 3 clusters Score: Raw -94417.022250 + Penalty 843.045094 = -93573.977157 nChanged 28 SP:Iteration 6Q (81.095868 sec): 3 clusters Score: Raw -94442.583065 + Penalty 836.018577 = -93606.564488 nChanged 35 SP:Iteration 7Q (81.097659 sec): 3 clusters Score: Raw -94466.479584 + Penalty 827.338699 = -93639.140885 nChanged 35 SP:Iteration 8Q (81.099589 sec): 3 clusters Score: Raw -94486.620104 + Penalty 822.242666 = -93664.377438 nChanged 39 SP:Iteration 9Q (81.101562 sec): 3 clusters Score: Raw -94518.280510 + Penalty 819.945198 = -93698.335312 nChanged 35 SP:Iteration 10F (81.103434 sec): 3 clusters Score: Raw -94541.247753 + Penalty 817.772719 = -93723.475033 nChanged 19 SP:Iteration 11Q (81.105257 sec): 3 clusters Score: Raw -94551.782512 + Penalty 811.456642 = -93740.325870 nChanged 13 SP:Iteration 12Q (81.107066 sec): 3 clusters Score: Raw -94555.705740 + Penalty 811.972604 = -93743.733136 nChanged 16 SP:Iteration 13Q (81.108864 sec): 3 clusters Score: Raw -94561.237134 + Penalty 813.161998 = -93748.075136 nChanged 13 SP:Iteration 14Q (81.110665 sec): 3 clusters Score: Raw -94569.026753 + Penalty 816.132869 = -93752.893884 nChanged 18 SP:Iteration 15Q (81.112463 sec): 3 clusters Score: Raw -94580.499595 + Penalty 821.618974 = -93758.880621 nChanged 11 SP:Iteration 16Q (81.114280 sec): 3 clusters Score: Raw -94584.312207 + Penalty 822.169631 = -93762.142576 nChanged 8 SP:Iteration 17Q (81.116170 sec): 3 clusters Score: Raw -94586.321324 + Penalty 833.378611 = -93752.942713 nChanged 9 SP:Iteration 18F (81.118132 sec): 3 clusters Score: Raw -94588.741920 + Penalty 833.113745 = -93755.628176 nChanged 10 SP:Iteration 19Q (81.119910 sec): 3 clusters Score: Raw -94592.128014 + Penalty 846.713832 = -93745.414182 nChanged 10 SP:Iteration 20F (81.121717 sec): 3 clusters Score: Raw -94596.153409 + Penalty 863.266622 = -93732.886787 nChanged 9 SP:Iteration 21F (81.123513 sec): 3 clusters Score: Raw -94598.457012 + Penalty 921.845832 = -93676.611180 nChanged 9 SP:Iteration 22F (81.125301 sec): 3 clusters Score: Raw -94605.738797 + Penalty 971.651062 = -93634.087734 nChanged 6 SP:Iteration 23F (81.127080 sec): 3 clusters Score: Raw -94608.810182 + Penalty 988.626433 = -93620.183750 nChanged 3 SP:Iteration 24F (81.128850 sec): 3 clusters Score: Raw -94611.517226 + Penalty 430.350699 = -94181.166526 nChanged 1 SP:Iteration 25Q (81.130268 sec): 2 clusters Score: Raw -94613.694625 + Penalty 430.350699 = -94183.343925 nChanged 0 SP:Iteration 26F (81.131666 sec): 2 clusters Score: Raw -94613.694625 + Penalty 430.350699 = -94183.343925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.133424 sec): 2 clusters Score: Raw -35048.012717 + Penalty 481.628661 = -34566.384056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.134308 sec): 3 clusters Score: Raw -34920.503978 + Penalty 965.617783 = -33954.886195 nChanged 103 SP:Iteration 1F (81.135175 sec): 3 clusters Score: Raw -35067.073216 + Penalty 970.686113 = -34096.387102 nChanged 37 SP:Iteration 2F (81.136070 sec): 3 clusters Score: Raw -35126.742112 + Penalty 977.696582 = -34149.045530 nChanged 16 SP:Iteration 3Q (81.136910 sec): 3 clusters Score: Raw -35152.167174 + Penalty 982.605559 = -34169.561615 nChanged 10 SP:Iteration 4Q (81.137743 sec): 3 clusters Score: Raw -35158.781878 + Penalty 983.848611 = -34174.933267 nChanged 3 SP:Iteration 5Q (81.138570 sec): 3 clusters Score: Raw -35160.974169 + Penalty 985.235961 = -34175.738208 nChanged 2 SP:Iteration 6Q (81.139396 sec): 3 clusters Score: Raw -35162.456670 + Penalty 987.051167 = -34175.405504 nChanged 1 SP:Iteration 7F (81.140254 sec): 3 clusters Score: Raw -35162.719278 + Penalty 988.340416 = -34174.378862 nChanged 1 SP:Iteration 8F (81.141117 sec): 3 clusters Score: Raw -35162.905366 + Penalty 990.012675 = -34172.892691 nChanged 2 SP:Iteration 9F (81.141975 sec): 3 clusters Score: Raw -35164.381356 + Penalty 992.115496 = -34172.265860 nChanged 2 SP:Iteration 10F (81.142835 sec): 3 clusters Score: Raw -35167.323378 + Penalty 994.405837 = -34172.917541 nChanged 3 SP:Iteration 11Q (81.143658 sec): 3 clusters Score: Raw -35170.189874 + Penalty 995.840055 = -34174.349819 nChanged 3 SP:Iteration 12Q (81.144479 sec): 3 clusters Score: Raw -35173.306985 + Penalty 997.936970 = -34175.370015 nChanged 3 SP:Iteration 13Q (81.145299 sec): 3 clusters Score: Raw -35175.901012 + Penalty 998.112642 = -34177.788370 nChanged 1 SP:Iteration 14Q (81.146117 sec): 3 clusters Score: Raw -35176.482715 + Penalty 998.112642 = -34178.370072 nChanged 0 SP:Iteration 15F (81.146976 sec): 3 clusters Score: Raw -35176.482715 + Penalty 998.112642 = -34178.370072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.148873 sec): 2 clusters Score: Raw -49493.052384 + Penalty 879.497161 = -48613.555223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.149995 sec): 3 clusters Score: Raw -49324.318950 + Penalty 1758.903110 = -47565.415840 nChanged 118 SP:Iteration 1F (81.151097 sec): 3 clusters Score: Raw -49441.645800 + Penalty 1759.125681 = -47682.520118 nChanged 36 SP:Iteration 2F (81.152195 sec): 3 clusters Score: Raw -49489.977112 + Penalty 1759.716634 = -47730.260479 nChanged 20 SP:Iteration 3Q (81.153259 sec): 3 clusters Score: Raw -49509.187375 + Penalty 1759.149676 = -47750.037699 nChanged 14 SP:Iteration 4Q (81.154289 sec): 3 clusters Score: Raw -49519.597939 + Penalty 1759.644857 = -47759.953082 nChanged 7 SP:Iteration 5Q (81.155312 sec): 3 clusters Score: Raw -49525.290277 + Penalty 1759.848427 = -47765.441851 nChanged 3 SP:Iteration 6Q (81.156329 sec): 3 clusters Score: Raw -49528.753563 + Penalty 1759.843917 = -47768.909646 nChanged 4 SP:Iteration 7Q (81.157344 sec): 3 clusters Score: Raw -49533.427457 + Penalty 1760.018414 = -47773.409043 nChanged 3 SP:Iteration 8Q (81.158373 sec): 3 clusters Score: Raw -49537.532560 + Penalty 1759.997935 = -47777.534625 nChanged 2 SP:Iteration 9Q (81.159417 sec): 3 clusters Score: Raw -49539.655672 + Penalty 1759.968321 = -47779.687351 nChanged 2 SP:Iteration 10F (81.160468 sec): 3 clusters Score: Raw -49540.880254 + Penalty 1760.164839 = -47780.715415 nChanged 1 SP:Iteration 11Q (81.161493 sec): 3 clusters Score: Raw -49541.541966 + Penalty 1760.164839 = -47781.377128 nChanged 0 SP:Iteration 12F (81.162539 sec): 3 clusters Score: Raw -49541.541966 + Penalty 1760.164839 = -47781.377128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.163203 sec): 2 clusters Score: Raw -4375.876307 + Penalty 206.068792 = -4169.807515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.163555 sec): 3 clusters Score: Raw -4487.888957 + Penalty 404.501292 = -4083.387665 nChanged 11 SP:Iteration 1F (81.163900 sec): 3 clusters Score: Raw -4535.158174 + Penalty 404.501292 = -4130.656883 nChanged 0 Deleting Class 27 (18 points): Lose 280.497282 but Gain 308.471237 Iteration 202F (81.567743 sec): 25 clusters Score: Raw -2722830.041872 + Penalty 16400.618997 = -2706429.422875 nChanged 19 Iteration 203F (81.940428 sec): 25 clusters Score: Raw -2722972.436460 + Penalty 16411.815294 = -2706560.621166 nChanged 2 Iteration 204Q (82.033486 sec): 25 clusters Score: Raw -2722978.471272 + Penalty 16411.815294 = -2706566.655978 nChanged 0 Iteration 205F (82.405391 sec): 25 clusters Score: Raw -2722978.471272 + Penalty 16411.815294 = -2706566.655978 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2722978.471272 + Penalty 16411.815294 = -2706566.655978Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 1 (3232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.480894 sec): 2 clusters Score: Raw -305448.891703 + Penalty 332.288306 = -305116.603397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.487440 sec): 3 clusters Score: Raw -303387.615716 + Penalty 674.283316 = -302713.332400 nChanged 1440 SP:Iteration 1F (82.493653 sec): 3 clusters Score: Raw -304659.027683 + Penalty 677.025506 = -303982.002177 nChanged 374 SP:Iteration 2F (82.500017 sec): 3 clusters Score: Raw -304940.812815 + Penalty 677.261581 = -304263.551234 nChanged 161 SP:Iteration 3Q (82.506022 sec): 3 clusters Score: Raw -304998.472845 + Penalty 677.297375 = -304321.175471 nChanged 73 SP:Iteration 4Q (82.512085 sec): 3 clusters Score: Raw -305014.853043 + Penalty 677.784710 = -304337.068333 nChanged 33 SP:Iteration 5Q (82.518219 sec): 3 clusters Score: Raw -305019.360779 + Penalty 678.216543 = -304341.144236 nChanged 27 SP:Iteration 6Q (82.524525 sec): 3 clusters Score: Raw -305024.024027 + Penalty 678.324533 = -304345.699494 nChanged 31 SP:Iteration 7Q (82.530655 sec): 3 clusters Score: Raw -305031.167338 + Penalty 678.658531 = -304352.508807 nChanged 46 SP:Iteration 8Q (82.536743 sec): 3 clusters Score: Raw -305045.697664 + Penalty 680.121110 = -304365.576554 nChanged 53 SP:Iteration 9Q (82.542743 sec): 3 clusters Score: Raw -305063.563930 + Penalty 681.761853 = -304381.802077 nChanged 51 SP:Iteration 10F (82.549161 sec): 3 clusters Score: Raw -305077.268166 + Penalty 682.124114 = -304395.144053 nChanged 56 SP:Iteration 11Q (82.555422 sec): 3 clusters Score: Raw -305100.564690 + Penalty 683.320604 = -304417.244086 nChanged 72 SP:Iteration 12Q (82.561328 sec): 3 clusters Score: Raw -305131.401586 + Penalty 682.948997 = -304448.452589 nChanged 61 SP:Iteration 13Q (82.567279 sec): 3 clusters Score: Raw -305156.010148 + Penalty 681.761189 = -304474.248959 nChanged 62 SP:Iteration 14Q (82.573073 sec): 3 clusters Score: Raw -305182.377566 + Penalty 678.817630 = -304503.559936 nChanged 53 SP:Iteration 15Q (82.578789 sec): 3 clusters Score: Raw -305204.902168 + Penalty 676.535897 = -304528.366271 nChanged 50 SP:Iteration 16Q (82.584500 sec): 3 clusters Score: Raw -305235.087597 + Penalty 670.717516 = -304564.370081 nChanged 68 SP:Iteration 17Q (82.590579 sec): 3 clusters Score: Raw -305278.609927 + Penalty 666.841913 = -304611.768014 nChanged 71 SP:Iteration 18Q (82.596233 sec): 3 clusters Score: Raw -305312.420687 + Penalty 663.305818 = -304649.114869 nChanged 49 SP:Iteration 19Q (82.601833 sec): 3 clusters Score: Raw -305336.111047 + Penalty 659.441354 = -304676.669693 nChanged 46 SP:Iteration 20F (82.608262 sec): 3 clusters Score: Raw -305357.819879 + Penalty 654.525576 = -304703.294303 nChanged 39 SP:Iteration 21Q (82.613932 sec): 3 clusters Score: Raw -305374.182822 + Penalty 654.468243 = -304719.714578 nChanged 27 SP:Iteration 22Q (82.619824 sec): 3 clusters Score: Raw -305382.401943 + Penalty 655.391119 = -304727.010824 nChanged 22 SP:Iteration 23Q (82.625497 sec): 3 clusters Score: Raw -305388.813754 + Penalty 654.002122 = -304734.811632 nChanged 23 SP:Iteration 24Q (82.631196 sec): 3 clusters Score: Raw -305396.492611 + Penalty 653.541861 = -304742.950750 nChanged 24 SP:Iteration 25Q (82.636829 sec): 3 clusters Score: Raw -305404.288510 + Penalty 652.684433 = -304751.604077 nChanged 20 SP:Iteration 26Q (82.642201 sec): 3 clusters Score: Raw -305411.948633 + Penalty 652.232251 = -304759.716382 nChanged 13 SP:Iteration 27Q (82.647567 sec): 3 clusters Score: Raw -305415.922951 + Penalty 649.545867 = -304766.377084 nChanged 10 SP:Iteration 28Q (82.653214 sec): 3 clusters Score: Raw -305418.258244 + Penalty 647.637227 = -304770.621017 nChanged 11 SP:Iteration 29Q (82.658791 sec): 3 clusters Score: Raw -305420.942128 + Penalty 649.333904 = -304771.608224 nChanged 9 SP:Iteration 30F (82.665020 sec): 3 clusters Score: Raw -305422.456814 + Penalty 650.726961 = -304771.729853 nChanged 9 SP:Iteration 31Q (82.670717 sec): 3 clusters Score: Raw -305423.909128 + Penalty 652.515340 = -304771.393787 nChanged 7 SP:Iteration 32F (82.677105 sec): 3 clusters Score: Raw -305424.877942 + Penalty 653.721129 = -304771.156813 nChanged 5 SP:Iteration 33F (82.683404 sec): 3 clusters Score: Raw -305425.507018 + Penalty 655.241559 = -304770.265459 nChanged 8 SP:Iteration 34F (82.690042 sec): 3 clusters Score: Raw -305426.540995 + Penalty 654.854536 = -304771.686459 nChanged 6 SP:Iteration 35Q (82.695348 sec): 3 clusters Score: Raw -305426.997246 + Penalty 655.223576 = -304771.773670 nChanged 7 SP:Iteration 36Q (82.700720 sec): 3 clusters Score: Raw -305427.978930 + Penalty 654.876983 = -304773.101947 nChanged 8 SP:Iteration 37Q (82.706450 sec): 3 clusters Score: Raw -305429.590210 + Penalty 652.774781 = -304776.815429 nChanged 8 SP:Iteration 38Q (82.711921 sec): 3 clusters Score: Raw -305430.990081 + Penalty 655.511546 = -304775.478535 nChanged 8 SP:Iteration 39F (82.718313 sec): 3 clusters Score: Raw -305433.179073 + Penalty 662.671886 = -304770.507186 nChanged 13 SP:Iteration 40F (82.724941 sec): 3 clusters Score: Raw -305436.452704 + Penalty 667.768704 = -304768.684000 nChanged 9 SP:Iteration 41F (82.731322 sec): 3 clusters Score: Raw -305439.606765 + Penalty 675.271272 = -304764.335493 nChanged 8 SP:Iteration 42F (82.737598 sec): 3 clusters Score: Raw -305441.473659 + Penalty 677.846379 = -304763.627281 nChanged 4 SP:Iteration 43F (82.743809 sec): 3 clusters Score: Raw -305442.363465 + Penalty 681.792487 = -304760.570978 nChanged 7 SP:Iteration 44F (82.750363 sec): 3 clusters Score: Raw -305443.310081 + Penalty 683.348557 = -304759.961524 nChanged 6 SP:Iteration 45F (82.757013 sec): 3 clusters Score: Raw -305444.449438 + Penalty 685.903830 = -304758.545607 nChanged 7 SP:Iteration 46F (82.763214 sec): 3 clusters Score: Raw -305445.591894 + Penalty 689.680254 = -304755.911639 nChanged 3 SP:Iteration 47F (82.769640 sec): 3 clusters Score: Raw -305445.862912 + Penalty 694.623594 = -304751.239318 nChanged 3 SP:Iteration 48F (82.775884 sec): 3 clusters Score: Raw -305446.695477 + Penalty 698.349971 = -304748.345506 nChanged 5 SP:Iteration 49F (82.782144 sec): 3 clusters Score: Raw -305448.704334 + Penalty 701.348611 = -304747.355724 nChanged 4 SP:Iteration 50F (82.788715 sec): 3 clusters Score: Raw -305450.092679 + Penalty 706.773429 = -304743.319249 nChanged 4 SP:Iteration 51F (82.794959 sec): 3 clusters Score: Raw -305450.693360 + Penalty 707.271262 = -304743.422098 nChanged 1 SP:Iteration 52Q (82.800116 sec): 3 clusters Score: Raw -305450.901531 + Penalty 706.754701 = -304744.146830 nChanged 2 SP:Iteration 53Q (82.805416 sec): 3 clusters Score: Raw -305451.048498 + Penalty 706.723369 = -304744.325129 nChanged 1 SP:Iteration 54Q (82.810540 sec): 3 clusters Score: Raw -305451.002270 + Penalty 707.499167 = -304743.503104 nChanged 1 SP:Iteration 55F (82.816781 sec): 3 clusters Score: Raw -305451.091889 + Penalty 707.499167 = -304743.592722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.818446 sec): 2 clusters Score: Raw -14442.386979 + Penalty 158.559762 = -14283.827217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.818988 sec): 3 clusters Score: Raw -14385.153908 + Penalty 320.750486 = -14064.403422 nChanged 59 SP:Iteration 1F (82.819490 sec): 3 clusters Score: Raw -14434.157801 + Penalty 326.312717 = -14107.845085 nChanged 10 SP:Iteration 2F (82.819992 sec): 3 clusters Score: Raw -14441.003715 + Penalty 330.345742 = -14110.657973 nChanged 6 SP:Iteration 3Q (82.820490 sec): 3 clusters Score: Raw -14445.257379 + Penalty 335.551630 = -14109.705749 nChanged 7 SP:Iteration 4F (82.820996 sec): 3 clusters Score: Raw -14450.484546 + Penalty 338.273255 = -14112.211291 nChanged 4 SP:Iteration 5Q (82.821495 sec): 3 clusters Score: Raw -14453.591244 + Penalty 340.966049 = -14112.625195 nChanged 2 SP:Iteration 6Q (82.821992 sec): 3 clusters Score: Raw -14455.751650 + Penalty 337.394098 = -14118.357552 nChanged 2 SP:Iteration 7Q (82.822490 sec): 3 clusters Score: Raw -14456.199467 + Penalty 337.394098 = -14118.805369 nChanged 0 SP:Iteration 8F (82.822994 sec): 3 clusters Score: Raw -14456.199467 + Penalty 337.394098 = -14118.805369 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 3 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.831304 sec): 2 clusters Score: Raw -153658.622065 + Penalty 546.701580 = -153111.920485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.834443 sec): 3 clusters Score: Raw -152758.315838 + Penalty 1097.493863 = -151660.821975 nChanged 639 SP:Iteration 1F (82.837564 sec): 3 clusters Score: Raw -153124.367914 + Penalty 1106.172976 = -152018.194938 nChanged 194 SP:Iteration 2F (82.840634 sec): 3 clusters Score: Raw -153299.109290 + Penalty 1121.248179 = -152177.861110 nChanged 146 SP:Iteration 3F (82.843755 sec): 3 clusters Score: Raw -153422.787117 + Penalty 1135.920934 = -152286.866182 nChanged 86 SP:Iteration 4F (82.846809 sec): 3 clusters Score: Raw -153496.657089 + Penalty 1159.033080 = -152337.624008 nChanged 81 SP:Iteration 5F (82.849967 sec): 3 clusters Score: Raw -153576.227837 + Penalty 1188.517525 = -152387.710312 nChanged 75 SP:Iteration 6Q (82.853313 sec): 3 clusters Score: Raw -153651.501201 + Penalty 1213.910296 = -152437.590905 nChanged 56 SP:Iteration 7Q (82.856601 sec): 3 clusters Score: Raw -153697.403534 + Penalty 1234.785797 = -152462.617737 nChanged 38 SP:Iteration 8Q (82.859827 sec): 3 clusters Score: Raw -153732.001376 + Penalty 1244.341308 = -152487.660068 nChanged 21 SP:Iteration 9Q (82.862782 sec): 3 clusters Score: Raw -153750.275373 + Penalty 1255.544802 = -152494.730571 nChanged 13 SP:Iteration 10F (82.865863 sec): 3 clusters Score: Raw -153766.640676 + Penalty 1257.274010 = -152509.366667 nChanged 7 SP:Iteration 11Q (82.868685 sec): 3 clusters Score: Raw -153770.115702 + Penalty 1259.190181 = -152510.925521 nChanged 4 SP:Iteration 12Q (82.871542 sec): 3 clusters Score: Raw -153774.130203 + Penalty 1258.523437 = -152515.606766 nChanged 5 SP:Iteration 13Q (82.874312 sec): 3 clusters Score: Raw -153776.634892 + Penalty 1261.895598 = -152514.739294 nChanged 4 SP:Iteration 14F (82.877445 sec): 3 clusters Score: Raw -153777.567060 + Penalty 1261.895598 = -152515.671462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 4 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.883007 sec): 2 clusters Score: Raw -102909.779626 + Penalty 189.111890 = -102720.667736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.885303 sec): 3 clusters Score: Raw -102241.062079 + Penalty 384.296772 = -101856.765308 nChanged 474 SP:Iteration 1F (82.887448 sec): 3 clusters Score: Raw -102651.943542 + Penalty 383.056256 = -102268.887286 nChanged 113 SP:Iteration 2F (82.889572 sec): 3 clusters Score: Raw -102773.010379 + Penalty 386.653327 = -102386.357051 nChanged 50 SP:Iteration 3Q (82.891573 sec): 3 clusters Score: Raw -102814.344442 + Penalty 385.177151 = -102429.167291 nChanged 38 SP:Iteration 4Q (82.893504 sec): 3 clusters Score: Raw -102837.568619 + Penalty 398.443731 = -102439.124888 nChanged 23 SP:Iteration 5Q (82.895354 sec): 3 clusters Score: Raw -102852.662003 + Penalty 423.478613 = -102429.183389 nChanged 34 SP:Iteration 6F (82.897411 sec): 3 clusters Score: Raw -102894.106454 + Penalty 657.350848 = -102236.755606 nChanged 23 SP:Iteration 7F (82.899458 sec): 3 clusters Score: Raw -102923.867709 + Penalty 657.350848 = -102266.516861 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.904950 sec): 2 clusters Score: Raw -114150.894038 + Penalty 737.023706 = -113413.870331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.907217 sec): 3 clusters Score: Raw -113607.320488 + Penalty 1471.442669 = -112135.877819 nChanged 387 SP:Iteration 1F (82.909425 sec): 3 clusters Score: Raw -113856.481198 + Penalty 1469.439856 = -112387.041343 nChanged 90 SP:Iteration 2F (82.911588 sec): 3 clusters Score: Raw -113923.658636 + Penalty 1464.052260 = -112459.606376 nChanged 64 SP:Iteration 3F (82.913746 sec): 3 clusters Score: Raw -113960.235379 + Penalty 1460.322958 = -112499.912421 nChanged 42 SP:Iteration 4Q (82.915908 sec): 3 clusters Score: Raw -113983.992713 + Penalty 1456.445384 = -112527.547329 nChanged 35 SP:Iteration 5Q (82.918298 sec): 3 clusters Score: Raw -114003.841208 + Penalty 1452.469378 = -112551.371830 nChanged 29 SP:Iteration 6Q (82.920656 sec): 3 clusters Score: Raw -114017.842949 + Penalty 1449.383265 = -112568.459685 nChanged 33 SP:Iteration 7Q (82.922899 sec): 3 clusters Score: Raw -114035.501516 + Penalty 1447.939690 = -112587.561826 nChanged 28 SP:Iteration 8Q (82.925074 sec): 3 clusters Score: Raw -114054.221949 + Penalty 1445.175297 = -112609.046652 nChanged 29 SP:Iteration 9Q (82.927248 sec): 3 clusters Score: Raw -114072.823023 + Penalty 1443.603248 = -112629.219776 nChanged 25 SP:Iteration 10F (82.929425 sec): 3 clusters Score: Raw -114088.834736 + Penalty 1446.835014 = -112641.999722 nChanged 23 SP:Iteration 11Q (82.931600 sec): 3 clusters Score: Raw -114100.332769 + Penalty 1448.743216 = -112651.589554 nChanged 19 SP:Iteration 12Q (82.933771 sec): 3 clusters Score: Raw -114112.095657 + Penalty 1448.257695 = -112663.837961 nChanged 17 SP:Iteration 13Q (82.936029 sec): 3 clusters Score: Raw -114122.929504 + Penalty 1446.548785 = -112676.380719 nChanged 20 SP:Iteration 14Q (82.938273 sec): 3 clusters Score: Raw -114139.965321 + Penalty 1448.396710 = -112691.568611 nChanged 15 SP:Iteration 15Q (82.940475 sec): 3 clusters Score: Raw -114149.747598 + Penalty 1454.071071 = -112695.676527 nChanged 9 SP:Iteration 16Q (82.942677 sec): 3 clusters Score: Raw -114155.549271 + Penalty 1458.489652 = -112697.059620 nChanged 9 SP:Iteration 17Q (82.944859 sec): 3 clusters Score: Raw -114163.630027 + Penalty 1460.350367 = -112703.279659 nChanged 7 SP:Iteration 18Q (82.946980 sec): 3 clusters Score: Raw -114170.887335 + Penalty 1462.443075 = -112708.444260 nChanged 7 SP:Iteration 19Q (82.949097 sec): 3 clusters Score: Raw -114177.584959 + Penalty 1464.509471 = -112713.075487 nChanged 4 SP:Iteration 20F (82.951498 sec): 3 clusters Score: Raw -114182.006143 + Penalty 1473.106556 = -112708.899586 nChanged 5 SP:Iteration 21F (82.953818 sec): 3 clusters Score: Raw -114186.893550 + Penalty 1484.175327 = -112702.718223 nChanged 10 SP:Iteration 22F (82.956071 sec): 3 clusters Score: Raw -114197.613163 + Penalty 1495.701358 = -112701.911805 nChanged 7 SP:Iteration 23F (82.958431 sec): 3 clusters Score: Raw -114206.707288 + Penalty 1508.161927 = -112698.545361 nChanged 6 SP:Iteration 24F (82.960758 sec): 3 clusters Score: Raw -114211.748447 + Penalty 1514.707095 = -112697.041352 nChanged 6 SP:Iteration 25F (82.963009 sec): 3 clusters Score: Raw -114221.354997 + Penalty 1520.873342 = -112700.481655 nChanged 4 SP:Iteration 26Q (82.965093 sec): 3 clusters Score: Raw -114226.547736 + Penalty 1530.037520 = -112696.510216 nChanged 2 SP:Iteration 27F (82.967370 sec): 3 clusters Score: Raw -114229.001157 + Penalty 1530.037520 = -112698.963637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.971534 sec): 2 clusters Score: Raw -42652.442525 + Penalty 279.827708 = -42372.614816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.972635 sec): 3 clusters Score: Raw -42393.183961 + Penalty 559.928356 = -41833.255605 nChanged 175 SP:Iteration 1F (82.973652 sec): 3 clusters Score: Raw -42504.242043 + Penalty 559.153232 = -41945.088812 nChanged 52 SP:Iteration 2F (82.974669 sec): 3 clusters Score: Raw -42561.004792 + Penalty 559.856391 = -42001.148401 nChanged 40 SP:Iteration 3F (82.975685 sec): 3 clusters Score: Raw -42596.638545 + Penalty 562.308620 = -42034.329925 nChanged 28 SP:Iteration 4F (82.976702 sec): 3 clusters Score: Raw -42616.096392 + Penalty 564.271483 = -42051.824908 nChanged 17 SP:Iteration 5Q (82.977702 sec): 3 clusters Score: Raw -42630.522543 + Penalty 565.265254 = -42065.257289 nChanged 16 SP:Iteration 6Q (82.978698 sec): 3 clusters Score: Raw -42640.063557 + Penalty 565.569737 = -42074.493819 nChanged 9 SP:Iteration 7Q (82.979685 sec): 3 clusters Score: Raw -42642.521788 + Penalty 565.795805 = -42076.725983 nChanged 5 SP:Iteration 8Q (82.980671 sec): 3 clusters Score: Raw -42643.980400 + Penalty 565.831094 = -42078.149306 nChanged 2 SP:Iteration 9Q (82.981659 sec): 3 clusters Score: Raw -42645.141255 + Penalty 565.867497 = -42079.273758 nChanged 4 SP:Iteration 10F (82.982760 sec): 3 clusters Score: Raw -42647.231079 + Penalty 565.954604 = -42081.276475 nChanged 3 SP:Iteration 11Q (82.983780 sec): 3 clusters Score: Raw -42648.756826 + Penalty 566.964597 = -42081.792229 nChanged 6 SP:Iteration 12Q (82.984811 sec): 3 clusters Score: Raw -42651.636687 + Penalty 567.694570 = -42083.942117 nChanged 3 SP:Iteration 13Q (82.985837 sec): 3 clusters Score: Raw -42652.410020 + Penalty 568.469520 = -42083.940499 nChanged 4 SP:Iteration 14F (82.986909 sec): 3 clusters Score: Raw -42653.234155 + Penalty 569.125137 = -42084.109018 nChanged 2 SP:Iteration 15Q (82.987937 sec): 3 clusters Score: Raw -42653.538575 + Penalty 569.613476 = -42083.925099 nChanged 4 SP:Iteration 16F (82.989006 sec): 3 clusters Score: Raw -42654.534982 + Penalty 571.040049 = -42083.494933 nChanged 4 SP:Iteration 17F (82.990074 sec): 3 clusters Score: Raw -42655.182810 + Penalty 571.568124 = -42083.614687 nChanged 4 SP:Iteration 18Q (82.991105 sec): 3 clusters Score: Raw -42656.039361 + Penalty 570.860350 = -42085.179011 nChanged 3 SP:Iteration 19Q (82.992130 sec): 3 clusters Score: Raw -42656.692550 + Penalty 572.559484 = -42084.133066 nChanged 5 SP:Iteration 20F (82.993201 sec): 3 clusters Score: Raw -42658.181679 + Penalty 574.525095 = -42083.656584 nChanged 4 SP:Iteration 21F (82.994271 sec): 3 clusters Score: Raw -42658.957026 + Penalty 576.356766 = -42082.600260 nChanged 5 SP:Iteration 22F (82.995341 sec): 3 clusters Score: Raw -42660.273025 + Penalty 575.879029 = -42084.393996 nChanged 4 SP:Iteration 23Q (82.996364 sec): 3 clusters Score: Raw -42661.509073 + Penalty 576.484110 = -42085.024963 nChanged 4 SP:Iteration 24Q (82.997359 sec): 3 clusters Score: Raw -42663.145050 + Penalty 577.488917 = -42085.656133 nChanged 4 SP:Iteration 25Q (82.998387 sec): 3 clusters Score: Raw -42664.184602 + Penalty 576.950398 = -42087.234204 nChanged 5 SP:Iteration 26Q (82.999409 sec): 3 clusters Score: Raw -42666.232487 + Penalty 576.323345 = -42089.909142 nChanged 5 SP:Iteration 27Q (83.000430 sec): 3 clusters Score: Raw -42668.539362 + Penalty 576.599877 = -42091.939485 nChanged 5 SP:Iteration 28Q (83.001451 sec): 3 clusters Score: Raw -42670.363500 + Penalty 578.569574 = -42091.793926 nChanged 6 SP:Iteration 29F (83.002526 sec): 3 clusters Score: Raw -42671.857714 + Penalty 581.004246 = -42090.853469 nChanged 4 SP:Iteration 30F (83.003603 sec): 3 clusters Score: Raw -42676.555124 + Penalty 583.151516 = -42093.403608 nChanged 5 SP:Iteration 31Q (83.004646 sec): 3 clusters Score: Raw -42678.409605 + Penalty 586.043276 = -42092.366329 nChanged 5 SP:Iteration 32F (83.005725 sec): 3 clusters Score: Raw -42679.216245 + Penalty 583.214368 = -42096.001877 nChanged 3 SP:Iteration 33Q (83.006735 sec): 3 clusters Score: Raw -42680.502073 + Penalty 584.240588 = -42096.261485 nChanged 3 SP:Iteration 34Q (83.007734 sec): 3 clusters Score: Raw -42681.422059 + Penalty 585.741128 = -42095.680931 nChanged 6 SP:Iteration 35F (83.008814 sec): 3 clusters Score: Raw -42685.871537 + Penalty 588.446987 = -42097.424549 nChanged 9 SP:Iteration 36Q (83.009822 sec): 3 clusters Score: Raw -42692.199139 + Penalty 596.923612 = -42095.275527 nChanged 7 SP:Iteration 37F (83.010911 sec): 3 clusters Score: Raw -42694.767606 + Penalty 598.375354 = -42096.392252 nChanged 2 SP:Iteration 38Q (83.011897 sec): 3 clusters Score: Raw -42696.043906 + Penalty 599.457106 = -42096.586800 nChanged 4 SP:Iteration 39Q (83.012882 sec): 3 clusters Score: Raw -42697.853384 + Penalty 598.797206 = -42099.056178 nChanged 2 SP:Iteration 40F (83.013966 sec): 3 clusters Score: Raw -42698.364191 + Penalty 598.797206 = -42099.566985 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.021399 sec): 2 clusters Score: Raw -190938.824426 + Penalty 493.501147 = -190445.323279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.025299 sec): 3 clusters Score: Raw -189739.059251 + Penalty 997.876526 = -188741.182725 nChanged 830 SP:Iteration 1F (83.029053 sec): 3 clusters Score: Raw -190223.102849 + Penalty 1035.425606 = -189187.677243 nChanged 291 SP:Iteration 2F (83.032823 sec): 3 clusters Score: Raw -190495.252286 + Penalty 1074.819002 = -189420.433284 nChanged 199 SP:Iteration 3F (83.036649 sec): 3 clusters Score: Raw -190712.711444 + Penalty 1109.805128 = -189602.906317 nChanged 153 SP:Iteration 4F (83.040763 sec): 3 clusters Score: Raw -190863.276083 + Penalty 1136.052402 = -189727.223681 nChanged 97 SP:Iteration 5Q (83.044530 sec): 3 clusters Score: Raw -190936.472786 + Penalty 1154.756965 = -189781.715821 nChanged 58 SP:Iteration 6Q (83.048093 sec): 3 clusters Score: Raw -190974.617256 + Penalty 1163.855809 = -189810.761448 nChanged 33 SP:Iteration 7Q (83.051953 sec): 3 clusters Score: Raw -190986.849063 + Penalty 1169.598854 = -189817.250209 nChanged 19 SP:Iteration 8Q (83.055595 sec): 3 clusters Score: Raw -190994.107151 + Penalty 1176.098084 = -189818.009067 nChanged 17 SP:Iteration 9Q (83.059086 sec): 3 clusters Score: Raw -190999.595688 + Penalty 1185.741793 = -189813.853895 nChanged 18 SP:Iteration 10F (83.063098 sec): 3 clusters Score: Raw -191004.850633 + Penalty 1190.144268 = -189814.706365 nChanged 12 SP:Iteration 11Q (83.066744 sec): 3 clusters Score: Raw -191008.396281 + Penalty 1194.261047 = -189814.135234 nChanged 12 SP:Iteration 12F (83.070581 sec): 3 clusters Score: Raw -191015.364810 + Penalty 1196.541395 = -189818.823415 nChanged 11 SP:Iteration 13Q (83.074212 sec): 3 clusters Score: Raw -191023.912599 + Penalty 1199.428647 = -189824.483952 nChanged 8 SP:Iteration 14Q (83.077644 sec): 3 clusters Score: Raw -191029.252428 + Penalty 1199.422985 = -189829.829443 nChanged 7 SP:Iteration 15Q (83.081145 sec): 3 clusters Score: Raw -191032.553033 + Penalty 1200.002954 = -189832.550079 nChanged 4 SP:Iteration 16Q (83.084705 sec): 3 clusters Score: Raw -191033.695816 + Penalty 1200.070420 = -189833.625396 nChanged 3 SP:Iteration 17Q (83.088165 sec): 3 clusters Score: Raw -191036.118976 + Penalty 1201.436005 = -189834.682971 nChanged 2 SP:Iteration 18Q (83.091539 sec): 3 clusters Score: Raw -191036.600227 + Penalty 1203.434663 = -189833.165563 nChanged 2 SP:Iteration 19F (83.095374 sec): 3 clusters Score: Raw -191036.752922 + Penalty 1203.434663 = -189833.318259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 8 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.100496 sec): 2 clusters Score: Raw -68248.820133 + Penalty 307.539857 = -67941.280277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.101975 sec): 3 clusters Score: Raw -67841.449189 + Penalty 613.936284 = -67227.512905 nChanged 258 SP:Iteration 1F (83.103493 sec): 3 clusters Score: Raw -67976.496671 + Penalty 611.760210 = -67364.736461 nChanged 69 SP:Iteration 2F (83.104997 sec): 3 clusters Score: Raw -68028.278222 + Penalty 610.589187 = -67417.689035 nChanged 54 SP:Iteration 3F (83.106553 sec): 3 clusters Score: Raw -68077.982579 + Penalty 611.062970 = -67466.919609 nChanged 43 SP:Iteration 4F (83.108104 sec): 3 clusters Score: Raw -68104.645770 + Penalty 611.365346 = -67493.280425 nChanged 19 SP:Iteration 5Q (83.109595 sec): 3 clusters Score: Raw -68112.522905 + Penalty 610.963160 = -67501.559745 nChanged 18 SP:Iteration 6Q (83.111055 sec): 3 clusters Score: Raw -68126.216301 + Penalty 611.738721 = -67514.477580 nChanged 29 SP:Iteration 7Q (83.112605 sec): 3 clusters Score: Raw -68147.458714 + Penalty 611.999034 = -67535.459680 nChanged 18 SP:Iteration 8Q (83.114147 sec): 3 clusters Score: Raw -68157.009955 + Penalty 612.065566 = -67544.944389 nChanged 16 SP:Iteration 9Q (83.115695 sec): 3 clusters Score: Raw -68166.438331 + Penalty 613.077218 = -67553.361113 nChanged 11 SP:Iteration 10F (83.117258 sec): 3 clusters Score: Raw -68170.322195 + Penalty 613.767935 = -67556.554259 nChanged 10 SP:Iteration 11Q (83.118788 sec): 3 clusters Score: Raw -68172.784493 + Penalty 613.787354 = -67558.997139 nChanged 5 SP:Iteration 12Q (83.120316 sec): 3 clusters Score: Raw -68174.259805 + Penalty 613.771230 = -67560.488575 nChanged 3 SP:Iteration 13Q (83.121765 sec): 3 clusters Score: Raw -68174.631261 + Penalty 614.313494 = -67560.317767 nChanged 4 SP:Iteration 14F (83.123245 sec): 3 clusters Score: Raw -68175.366829 + Penalty 614.121730 = -67561.245099 nChanged 1 SP:Iteration 15Q (83.124706 sec): 3 clusters Score: Raw -68175.560521 + Penalty 614.021258 = -67561.539264 nChanged 1 SP:Iteration 16Q (83.126156 sec): 3 clusters Score: Raw -68175.923543 + Penalty 613.814333 = -67562.109210 nChanged 1 SP:Iteration 17Q (83.127592 sec): 3 clusters Score: Raw -68176.092696 + Penalty 613.802898 = -67562.289798 nChanged 1 SP:Iteration 18Q (83.129022 sec): 3 clusters Score: Raw -68176.093773 + Penalty 613.802898 = -67562.290875 nChanged 0 SP:Iteration 19F (83.130519 sec): 3 clusters Score: Raw -68176.093773 + Penalty 613.802898 = -67562.290875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.132589 sec): 2 clusters Score: Raw -3155.031317 + Penalty 63.665752 = -3091.365565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.132885 sec): 3 clusters Score: Raw -3224.116800 + Penalty 130.344327 = -3093.772472 nChanged 10 SP:Iteration 1F (83.133178 sec): 3 clusters Score: Raw -3256.603810 + Penalty 146.431026 = -3110.172784 nChanged 6 SP:Iteration 2F (83.133466 sec): 3 clusters Score: Raw -3286.627816 + Penalty 154.200159 = -3132.427657 nChanged 1 SP:Iteration 3Q (83.133734 sec): 3 clusters Score: Raw -3291.065707 + Penalty 154.200159 = -3136.865548 nChanged 0 SP:Iteration 4F (83.134017 sec): 3 clusters Score: Raw -3291.065707 + Penalty 154.200159 = -3136.865548 nChanged 0 Score: Raw -2736871.071907 + Penalty 16659.971778 = -2720211.100129 Splitting cluster 9 changes total score from -2706566.655978 to -2720211.100129 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.516800 sec): 2 clusters Score: Raw -52343.618524 + Penalty 321.835919 = -52021.782605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.518083 sec): 3 clusters Score: Raw -52036.841087 + Penalty 671.784583 = -51365.056504 nChanged 227 SP:Iteration 1F (83.519450 sec): 3 clusters Score: Raw -52267.050286 + Penalty 689.384319 = -51577.665968 nChanged 60 SP:Iteration 2F (83.520758 sec): 3 clusters Score: Raw -52324.728423 + Penalty 687.414349 = -51637.314074 nChanged 27 SP:Iteration 3Q (83.522008 sec): 3 clusters Score: Raw -52346.490324 + Penalty 704.611646 = -51641.878678 nChanged 12 SP:Iteration 4Q (83.523217 sec): 3 clusters Score: Raw -52355.230600 + Penalty 723.065291 = -51632.165309 nChanged 9 SP:Iteration 5F (83.524428 sec): 3 clusters Score: Raw -52363.228918 + Penalty 744.871877 = -51618.357041 nChanged 10 SP:Iteration 6F (83.525637 sec): 3 clusters Score: Raw -52375.568489 + Penalty 778.307311 = -51597.261179 nChanged 11 SP:Iteration 7F (83.526852 sec): 3 clusters Score: Raw -52397.287883 + Penalty 833.773425 = -51563.514459 nChanged 15 SP:Iteration 8F (83.528075 sec): 3 clusters Score: Raw -52429.647573 + Penalty 869.896925 = -51559.750648 nChanged 9 SP:Iteration 9F (83.529283 sec): 3 clusters Score: Raw -52467.321792 + Penalty 909.368014 = -51557.953778 nChanged 11 SP:Iteration 10F (83.530515 sec): 3 clusters Score: Raw -52503.795928 + Penalty 930.324787 = -51573.471140 nChanged 11 SP:Iteration 11Q (83.531631 sec): 3 clusters Score: Raw -52522.769965 + Penalty 936.707818 = -51586.062147 nChanged 7 SP:Iteration 12Q (83.532708 sec): 3 clusters Score: Raw -52540.492614 + Penalty 940.354832 = -51600.137782 nChanged 6 SP:Iteration 13Q (83.533754 sec): 3 clusters Score: Raw -52564.158625 + Penalty 941.750907 = -51622.407718 nChanged 5 SP:Iteration 14Q (83.534780 sec): 3 clusters Score: Raw -52569.738916 + Penalty 939.609835 = -51630.129081 nChanged 1 SP:Iteration 15Q (83.535806 sec): 3 clusters Score: Raw -52570.934294 + Penalty 938.766945 = -51632.167349 nChanged 1 SP:Iteration 16Q (83.536867 sec): 3 clusters Score: Raw -52571.930743 + Penalty 939.076129 = -51632.854613 nChanged 1 SP:Iteration 17Q (83.537890 sec): 3 clusters Score: Raw -52575.491827 + Penalty 939.076129 = -51636.415697 nChanged 0 SP:Iteration 18F (83.539103 sec): 3 clusters Score: Raw -52575.491827 + Penalty 939.076129 = -51636.415697 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.545261 sec): 2 clusters Score: Raw -162914.726394 + Penalty 227.473916 = -162687.252478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.548628 sec): 3 clusters Score: Raw -161784.142517 + Penalty 449.381519 = -161334.760998 nChanged 832 SP:Iteration 1F (83.552179 sec): 3 clusters Score: Raw -162351.839793 + Penalty 450.172555 = -161901.667238 nChanged 194 SP:Iteration 2F (83.555716 sec): 3 clusters Score: Raw -162486.107272 + Penalty 451.310781 = -162034.796491 nChanged 98 SP:Iteration 3F (83.559009 sec): 3 clusters Score: Raw -162567.776648 + Penalty 452.177832 = -162115.598816 nChanged 84 SP:Iteration 4Q (83.562249 sec): 3 clusters Score: Raw -162621.980773 + Penalty 452.875177 = -162169.105597 nChanged 67 SP:Iteration 5Q (83.565602 sec): 3 clusters Score: Raw -162651.601269 + Penalty 454.088715 = -162197.512553 nChanged 42 SP:Iteration 6Q (83.568880 sec): 3 clusters Score: Raw -162662.809552 + Penalty 455.606601 = -162207.202952 nChanged 31 SP:Iteration 7Q (83.572264 sec): 3 clusters Score: Raw -162670.891055 + Penalty 456.837214 = -162214.053841 nChanged 24 SP:Iteration 8Q (83.575721 sec): 3 clusters Score: Raw -162676.650134 + Penalty 458.150553 = -162218.499581 nChanged 21 SP:Iteration 9Q (83.578952 sec): 3 clusters Score: Raw -162681.550190 + Penalty 459.231906 = -162222.318284 nChanged 20 SP:Iteration 10F (83.582249 sec): 3 clusters Score: Raw -162685.847579 + Penalty 460.063059 = -162225.784521 nChanged 17 SP:Iteration 11Q (83.585482 sec): 3 clusters Score: Raw -162690.091551 + Penalty 461.405409 = -162228.686142 nChanged 21 SP:Iteration 12Q (83.588974 sec): 3 clusters Score: Raw -162696.845937 + Penalty 462.358488 = -162234.487449 nChanged 24 SP:Iteration 13Q (83.592411 sec): 3 clusters Score: Raw -162704.011063 + Penalty 463.661202 = -162240.349861 nChanged 26 SP:Iteration 14Q (83.595648 sec): 3 clusters Score: Raw -162712.163172 + Penalty 464.056921 = -162248.106251 nChanged 27 SP:Iteration 15Q (83.598863 sec): 3 clusters Score: Raw -162719.751976 + Penalty 464.309014 = -162255.442962 nChanged 22 SP:Iteration 16Q (83.602049 sec): 3 clusters Score: Raw -162724.083317 + Penalty 465.351084 = -162258.732233 nChanged 18 SP:Iteration 17Q (83.605488 sec): 3 clusters Score: Raw -162728.114288 + Penalty 466.424987 = -162261.689301 nChanged 17 SP:Iteration 18Q (83.608798 sec): 3 clusters Score: Raw -162731.536480 + Penalty 467.031503 = -162264.504977 nChanged 16 SP:Iteration 19Q (83.612001 sec): 3 clusters Score: Raw -162735.154227 + Penalty 467.808911 = -162267.345317 nChanged 19 SP:Iteration 20F (83.615325 sec): 3 clusters Score: Raw -162740.084288 + Penalty 468.104294 = -162271.979993 nChanged 18 SP:Iteration 21Q (83.618507 sec): 3 clusters Score: Raw -162744.920666 + Penalty 467.890094 = -162277.030571 nChanged 18 SP:Iteration 22Q (83.621967 sec): 3 clusters Score: Raw -162749.901013 + Penalty 467.833189 = -162282.067824 nChanged 17 SP:Iteration 23Q (83.625384 sec): 3 clusters Score: Raw -162754.566687 + Penalty 469.307407 = -162285.259281 nChanged 27 SP:Iteration 24Q (83.628554 sec): 3 clusters Score: Raw -162763.453716 + Penalty 470.503306 = -162292.950410 nChanged 29 SP:Iteration 25Q (83.631732 sec): 3 clusters Score: Raw -162774.487231 + Penalty 471.662160 = -162302.825071 nChanged 26 SP:Iteration 26Q (83.634868 sec): 3 clusters Score: Raw -162783.154227 + Penalty 472.671771 = -162310.482456 nChanged 26 SP:Iteration 27Q (83.638023 sec): 3 clusters Score: Raw -162791.103895 + Penalty 473.754071 = -162317.349823 nChanged 26 SP:Iteration 28Q (83.641128 sec): 3 clusters Score: Raw -162800.122208 + Penalty 473.550912 = -162326.571296 nChanged 27 SP:Iteration 29Q (83.644251 sec): 3 clusters Score: Raw -162810.788778 + Penalty 474.390094 = -162336.398683 nChanged 29 SP:Iteration 30F (83.647578 sec): 3 clusters Score: Raw -162821.119155 + Penalty 472.415731 = -162348.703424 nChanged 24 SP:Iteration 31Q (83.650645 sec): 3 clusters Score: Raw -162829.328368 + Penalty 469.950565 = -162359.377803 nChanged 21 SP:Iteration 32Q (83.653791 sec): 3 clusters Score: Raw -162838.648212 + Penalty 469.878424 = -162368.769789 nChanged 25 SP:Iteration 33Q (83.657071 sec): 3 clusters Score: Raw -162849.650308 + Penalty 466.955532 = -162382.694776 nChanged 24 SP:Iteration 34Q (83.660191 sec): 3 clusters Score: Raw -162864.049054 + Penalty 464.522329 = -162399.526725 nChanged 27 SP:Iteration 35Q (83.663177 sec): 3 clusters Score: Raw -162875.396819 + Penalty 464.349265 = -162411.047554 nChanged 19 SP:Iteration 36Q (83.666134 sec): 3 clusters Score: Raw -162882.572379 + Penalty 465.222621 = -162417.349758 nChanged 15 SP:Iteration 37Q (83.669052 sec): 3 clusters Score: Raw -162887.694833 + Penalty 466.260906 = -162421.433927 nChanged 12 SP:Iteration 38Q (83.672092 sec): 3 clusters Score: Raw -162891.630173 + Penalty 465.181463 = -162426.448711 nChanged 12 SP:Iteration 39Q (83.675138 sec): 3 clusters Score: Raw -162896.661121 + Penalty 464.515162 = -162432.145959 nChanged 10 SP:Iteration 40F (83.678775 sec): 3 clusters Score: Raw -162901.048639 + Penalty 463.451346 = -162437.597293 nChanged 4 SP:Iteration 41Q (83.681915 sec): 3 clusters Score: Raw -162902.536901 + Penalty 464.590190 = -162437.946711 nChanged 8 SP:Iteration 42Q (83.684822 sec): 3 clusters Score: Raw -162906.227702 + Penalty 463.091007 = -162443.136695 nChanged 12 SP:Iteration 43Q (83.687793 sec): 3 clusters Score: Raw -162910.325978 + Penalty 457.993831 = -162452.332147 nChanged 10 SP:Iteration 44Q (83.690728 sec): 3 clusters Score: Raw -162914.031077 + Penalty 457.987168 = -162456.043909 nChanged 11 SP:Iteration 45Q (83.693600 sec): 3 clusters Score: Raw -162919.088386 + Penalty 460.207803 = -162458.880583 nChanged 6 SP:Iteration 46Q (83.696452 sec): 3 clusters Score: Raw -162921.924413 + Penalty 462.409846 = -162459.514567 nChanged 7 SP:Iteration 47Q (83.699320 sec): 3 clusters Score: Raw -162924.578982 + Penalty 463.376413 = -162461.202569 nChanged 4 SP:Iteration 48Q (83.702138 sec): 3 clusters Score: Raw -162925.730398 + Penalty 463.689329 = -162462.041069 nChanged 2 SP:Iteration 49Q (83.705083 sec): 3 clusters Score: Raw -162926.038570 + Penalty 462.153572 = -162463.884998 nChanged 2 SP:Iteration 50F (83.708562 sec): 3 clusters Score: Raw -162926.203332 + Penalty 462.084879 = -162464.118453 nChanged 1 SP:Iteration 51Q (83.711435 sec): 3 clusters Score: Raw -162926.247643 + Penalty 462.084879 = -162464.162764 nChanged 0 SP:Iteration 52F (83.714831 sec): 3 clusters Score: Raw -162926.247643 + Penalty 462.084879 = -162464.162764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.716747 sec): 2 clusters Score: Raw -26497.992653 + Penalty 323.860593 = -26174.132060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.717474 sec): 3 clusters Score: Raw -26368.807866 + Penalty 654.277986 = -25714.529880 nChanged 94 SP:Iteration 1F (83.718179 sec): 3 clusters Score: Raw -26423.377036 + Penalty 671.457767 = -25751.919269 nChanged 27 SP:Iteration 2F (83.718884 sec): 3 clusters Score: Raw -26455.495830 + Penalty 707.573747 = -25747.922083 nChanged 31 SP:Iteration 3F (83.719591 sec): 3 clusters Score: Raw -26497.173489 + Penalty 731.424867 = -25765.748622 nChanged 13 SP:Iteration 4Q (83.720297 sec): 3 clusters Score: Raw -26519.280408 + Penalty 775.466426 = -25743.813982 nChanged 10 SP:Iteration 5F (83.721022 sec): 3 clusters Score: Raw -26539.725138 + Penalty 787.763388 = -25751.961750 nChanged 5 SP:Iteration 6Q (83.721790 sec): 3 clusters Score: Raw -26549.377351 + Penalty 787.763388 = -25761.613963 nChanged 0 SP:Iteration 7F (83.722531 sec): 3 clusters Score: Raw -26549.377351 + Penalty 787.763388 = -25761.613963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.728145 sec): 2 clusters Score: Raw -89767.212941 + Penalty 50.388637 = -89716.824304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.730060 sec): 3 clusters Score: Raw -89162.320254 + Penalty 100.337281 = -89061.982973 nChanged 446 SP:Iteration 1F (83.731960 sec): 3 clusters Score: Raw -89483.346061 + Penalty 97.569314 = -89385.776748 nChanged 69 SP:Iteration 2F (83.733856 sec): 3 clusters Score: Raw -89568.128076 + Penalty 95.099699 = -89473.028377 nChanged 64 SP:Iteration 3F (83.735760 sec): 3 clusters Score: Raw -89653.186767 + Penalty 95.310330 = -89557.876436 nChanged 43 SP:Iteration 4Q (83.737590 sec): 3 clusters Score: Raw -89681.627191 + Penalty 95.850578 = -89585.776613 nChanged 19 SP:Iteration 5Q (83.739348 sec): 3 clusters Score: Raw -89688.998301 + Penalty 96.771129 = -89592.227172 nChanged 17 SP:Iteration 6Q (83.741098 sec): 3 clusters Score: Raw -89694.562558 + Penalty 95.562972 = -89598.999585 nChanged 16 SP:Iteration 7Q (83.742793 sec): 3 clusters Score: Raw -89699.774292 + Penalty 96.327390 = -89603.446901 nChanged 10 SP:Iteration 8Q (83.744478 sec): 3 clusters Score: Raw -89701.669251 + Penalty 98.124279 = -89603.544972 nChanged 13 SP:Iteration 9Q (83.746160 sec): 3 clusters Score: Raw -89704.583671 + Penalty 101.462487 = -89603.121184 nChanged 17 SP:Iteration 10F (83.748114 sec): 3 clusters Score: Raw -89712.108175 + Penalty 114.245178 = -89597.862997 nChanged 26 SP:Iteration 11F (83.750073 sec): 3 clusters Score: Raw -89743.103214 + Penalty 711.732784 = -89031.370429 nChanged 24 SP:Iteration 12F (83.751878 sec): 3 clusters Score: Raw -89770.411828 + Penalty 711.732784 = -89058.679043 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 15 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.759353 sec): 2 clusters Score: Raw -126857.367595 + Penalty 327.448993 = -126529.918601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.761979 sec): 3 clusters Score: Raw -126053.379298 + Penalty 658.122509 = -125395.256789 nChanged 544 SP:Iteration 1F (83.764538 sec): 3 clusters Score: Raw -126356.161665 + Penalty 673.931786 = -125682.229879 nChanged 175 SP:Iteration 2F (83.767024 sec): 3 clusters Score: Raw -126543.436107 + Penalty 699.744697 = -125843.691411 nChanged 157 SP:Iteration 3F (83.769508 sec): 3 clusters Score: Raw -126700.137669 + Penalty 716.727777 = -125983.409892 nChanged 80 SP:Iteration 4F (83.772123 sec): 3 clusters Score: Raw -126745.471406 + Penalty 728.763350 = -126016.708056 nChanged 38 SP:Iteration 5Q (83.774606 sec): 3 clusters Score: Raw -126767.124994 + Penalty 746.263933 = -126020.861061 nChanged 41 SP:Iteration 6Q (83.777099 sec): 3 clusters Score: Raw -126792.556524 + Penalty 763.074898 = -126029.481626 nChanged 37 SP:Iteration 7Q (83.779672 sec): 3 clusters Score: Raw -126815.610432 + Penalty 780.870721 = -126034.739711 nChanged 30 SP:Iteration 8Q (83.782151 sec): 3 clusters Score: Raw -126835.189815 + Penalty 800.643072 = -126034.546743 nChanged 27 SP:Iteration 9F (83.784645 sec): 3 clusters Score: Raw -126851.550455 + Penalty 812.292173 = -126039.258281 nChanged 20 SP:Iteration 10F (83.787107 sec): 3 clusters Score: Raw -126861.863102 + Penalty 828.868470 = -126032.994632 nChanged 21 SP:Iteration 11F (83.789827 sec): 3 clusters Score: Raw -126873.658997 + Penalty 842.954986 = -126030.704011 nChanged 20 SP:Iteration 12F (83.792534 sec): 3 clusters Score: Raw -126887.545880 + Penalty 852.478681 = -126035.067199 nChanged 13 SP:Iteration 13Q (83.794789 sec): 3 clusters Score: Raw -126894.412040 + Penalty 855.402033 = -126039.010007 nChanged 3 SP:Iteration 14Q (83.797045 sec): 3 clusters Score: Raw -126895.393294 + Penalty 860.728914 = -126034.664380 nChanged 6 SP:Iteration 15F (83.799502 sec): 3 clusters Score: Raw -126897.409733 + Penalty 868.091412 = -126029.318321 nChanged 5 SP:Iteration 16F (83.802034 sec): 3 clusters Score: Raw -126898.886628 + Penalty 871.000698 = -126027.885929 nChanged 3 SP:Iteration 17F (83.804561 sec): 3 clusters Score: Raw -126899.359634 + Penalty 872.994158 = -126026.365475 nChanged 1 SP:Iteration 18F (83.807015 sec): 3 clusters Score: Raw -126899.326476 + Penalty 872.994158 = -126026.332317 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 16 (10650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.858205 sec): 2 clusters Score: Raw -956112.311864 + Penalty 247.256399 = -955865.055465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.878285 sec): 3 clusters Score: Raw -949027.390900 + Penalty 562.679495 = -948464.711406 nChanged 5050 SP:Iteration 1F (83.898590 sec): 3 clusters Score: Raw -953130.411124 + Penalty 601.319904 = -952529.091220 nChanged 955 SP:Iteration 2F (83.918039 sec): 3 clusters Score: Raw -953809.355081 + Penalty 652.175953 = -953157.179128 nChanged 812 SP:Iteration 3F (83.937919 sec): 3 clusters Score: Raw -954508.284832 + Penalty 726.291493 = -953781.993339 nChanged 769 SP:Iteration 4F (83.957463 sec): 3 clusters Score: Raw -955239.190420 + Penalty 846.572420 = -954392.618000 nChanged 561 SP:Iteration 5F (83.976591 sec): 3 clusters Score: Raw -955791.632928 + Penalty 944.174032 = -954847.458895 nChanged 245 SP:Iteration 6Q (83.994300 sec): 3 clusters Score: Raw -956030.094757 + Penalty 991.579097 = -955038.515661 nChanged 84 SP:Iteration 7Q (84.009975 sec): 3 clusters Score: Raw -956105.503789 + Penalty 1016.778075 = -955088.725714 nChanged 34 SP:Iteration 8Q (84.025529 sec): 3 clusters Score: Raw -956130.854818 + Penalty 1036.405288 = -955094.449530 nChanged 25 SP:Iteration 9Q (84.040774 sec): 3 clusters Score: Raw -956144.595064 + Penalty 1048.451944 = -955096.143120 nChanged 14 SP:Iteration 10F (84.060404 sec): 3 clusters Score: Raw -956152.876019 + Penalty 1063.445776 = -955089.430243 nChanged 18 SP:Iteration 11F (84.079611 sec): 3 clusters Score: Raw -956163.194202 + Penalty 1086.368070 = -955076.826132 nChanged 14 SP:Iteration 12F (84.099602 sec): 3 clusters Score: Raw -956170.265367 + Penalty 1114.023841 = -955056.241526 nChanged 11 SP:Iteration 13F (84.118772 sec): 3 clusters Score: Raw -956177.261777 + Penalty 1128.474326 = -955048.787451 nChanged 7 SP:Iteration 14F (84.138262 sec): 3 clusters Score: Raw -956181.230102 + Penalty 1142.839859 = -955038.390243 nChanged 4 SP:Iteration 15F (84.157751 sec): 3 clusters Score: Raw -956183.555200 + Penalty 1149.820973 = -955033.734227 nChanged 3 SP:Iteration 16F (84.177082 sec): 3 clusters Score: Raw -956185.108413 + Penalty 1149.820973 = -955035.287440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.185379 sec): 2 clusters Score: Raw -1233.686930 + Penalty 189.928612 = -1043.758317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.185657 sec): 3 clusters Score: Raw -1405.492285 + Penalty 501.027686 = -904.464599 nChanged 6 SP:Iteration 1F (84.185930 sec): 3 clusters Score: Raw -1523.048897 + Penalty 501.027686 = -1022.021211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.188098 sec): 2 clusters Score: Raw -46331.368553 + Penalty 561.645906 = -45769.722646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.189249 sec): 3 clusters Score: Raw -46107.019401 + Penalty 1124.203291 = -44982.816111 nChanged 141 SP:Iteration 1F (84.190360 sec): 3 clusters Score: Raw -46204.924062 + Penalty 1129.121115 = -45075.802947 nChanged 51 SP:Iteration 2F (84.191469 sec): 3 clusters Score: Raw -46273.638835 + Penalty 1134.576381 = -45139.062454 nChanged 34 SP:Iteration 3F (84.192571 sec): 3 clusters Score: Raw -46316.641447 + Penalty 1140.324485 = -45176.316961 nChanged 27 SP:Iteration 4F (84.193651 sec): 3 clusters Score: Raw -46345.061616 + Penalty 1143.793672 = -45201.267944 nChanged 13 SP:Iteration 5Q (84.194687 sec): 3 clusters Score: Raw -46355.680426 + Penalty 1146.643394 = -45209.037032 nChanged 13 SP:Iteration 6Q (84.195712 sec): 3 clusters Score: Raw -46366.099881 + Penalty 1149.128429 = -45216.971452 nChanged 13 SP:Iteration 7Q (84.196727 sec): 3 clusters Score: Raw -46373.210321 + Penalty 1155.361171 = -45217.849150 nChanged 12 SP:Iteration 8Q (84.197811 sec): 3 clusters Score: Raw -46380.368487 + Penalty 1158.427398 = -45221.941090 nChanged 6 SP:Iteration 9Q (84.198831 sec): 3 clusters Score: Raw -46385.677143 + Penalty 1162.325574 = -45223.351570 nChanged 5 SP:Iteration 10F (84.199878 sec): 3 clusters Score: Raw -46388.699693 + Penalty 1164.616055 = -45224.083638 nChanged 3 SP:Iteration 11Q (84.200890 sec): 3 clusters Score: Raw -46389.921535 + Penalty 1163.989905 = -45225.931630 nChanged 1 SP:Iteration 12Q (84.201914 sec): 3 clusters Score: Raw -46391.290587 + Penalty 1164.701857 = -45226.588729 nChanged 1 SP:Iteration 13Q (84.202925 sec): 3 clusters Score: Raw -46391.748418 + Penalty 1164.701857 = -45227.046560 nChanged 0 SP:Iteration 14F (84.203971 sec): 3 clusters Score: Raw -46391.748418 + Penalty 1164.701857 = -45227.046560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.205313 sec): 2 clusters Score: Raw -30221.341865 + Penalty 545.901562 = -29675.440303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.206081 sec): 3 clusters Score: Raw -30109.137375 + Penalty 1104.731895 = -29004.405480 nChanged 72 SP:Iteration 1F (84.206834 sec): 3 clusters Score: Raw -30199.699654 + Penalty 1110.451724 = -29089.247930 nChanged 26 SP:Iteration 2F (84.207584 sec): 3 clusters Score: Raw -30232.099044 + Penalty 1116.373837 = -29115.725207 nChanged 10 SP:Iteration 3Q (84.208353 sec): 3 clusters Score: Raw -30243.250252 + Penalty 1118.668879 = -29124.581373 nChanged 8 SP:Iteration 4Q (84.209082 sec): 3 clusters Score: Raw -30259.826103 + Penalty 1120.874675 = -29138.951428 nChanged 4 SP:Iteration 5Q (84.209811 sec): 3 clusters Score: Raw -30263.797472 + Penalty 1123.603968 = -29140.193504 nChanged 4 SP:Iteration 6Q (84.210532 sec): 3 clusters Score: Raw -30271.053582 + Penalty 1125.272162 = -29145.781420 nChanged 4 SP:Iteration 7Q (84.211256 sec): 3 clusters Score: Raw -30277.862574 + Penalty 1122.748462 = -29155.114112 nChanged 6 SP:Iteration 8Q (84.211973 sec): 3 clusters Score: Raw -30286.337967 + Penalty 1119.369973 = -29166.967993 nChanged 4 SP:Iteration 9Q (84.212689 sec): 3 clusters Score: Raw -30290.736828 + Penalty 1117.153649 = -29173.583179 nChanged 3 SP:Iteration 10F (84.213439 sec): 3 clusters Score: Raw -30295.978797 + Penalty 1117.873852 = -29178.104945 nChanged 5 SP:Iteration 11Q (84.214155 sec): 3 clusters Score: Raw -30302.792131 + Penalty 1117.873852 = -29184.918279 nChanged 0 SP:Iteration 12F (84.214905 sec): 3 clusters Score: Raw -30302.792131 + Penalty 1117.873852 = -29184.918279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.216216 sec): 2 clusters Score: Raw -29604.805480 + Penalty 781.212568 = -28823.592912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.216970 sec): 3 clusters Score: Raw -29555.367230 + Penalty 1560.166038 = -27995.201192 nChanged 64 SP:Iteration 1F (84.217740 sec): 3 clusters Score: Raw -29684.292743 + Penalty 1559.126594 = -28125.166149 nChanged 17 SP:Iteration 2F (84.218506 sec): 3 clusters Score: Raw -29715.167174 + Penalty 1556.697438 = -28158.469737 nChanged 12 SP:Iteration 3Q (84.219241 sec): 3 clusters Score: Raw -29734.568635 + Penalty 1556.276732 = -28178.291903 nChanged 3 SP:Iteration 4Q (84.219975 sec): 3 clusters Score: Raw -29738.930882 + Penalty 1556.021871 = -28182.909011 nChanged 2 SP:Iteration 5Q (84.220705 sec): 3 clusters Score: Raw -29741.754660 + Penalty 1555.618721 = -28186.135939 nChanged 1 SP:Iteration 6Q (84.221501 sec): 3 clusters Score: Raw -29743.962295 + Penalty 1555.181506 = -28188.780789 nChanged 2 SP:Iteration 7Q (84.222239 sec): 3 clusters Score: Raw -29747.214440 + Penalty 1555.181506 = -28192.032933 nChanged 0 SP:Iteration 8F (84.223003 sec): 3 clusters Score: Raw -29747.214440 + Penalty 1555.181506 = -28192.032933 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.227315 sec): 2 clusters Score: Raw -109073.480877 + Penalty 484.289125 = -108589.191752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.229506 sec): 3 clusters Score: Raw -108447.056916 + Penalty 974.397438 = -107472.659478 nChanged 436 SP:Iteration 1F (84.231666 sec): 3 clusters Score: Raw -108683.792982 + Penalty 985.755271 = -107698.037712 nChanged 125 SP:Iteration 2F (84.233862 sec): 3 clusters Score: Raw -108793.368748 + Penalty 1005.538049 = -107787.830700 nChanged 116 SP:Iteration 3F (84.236057 sec): 3 clusters Score: Raw -108921.347961 + Penalty 1023.864328 = -107897.483633 nChanged 98 SP:Iteration 4F (84.238252 sec): 3 clusters Score: Raw -109012.849439 + Penalty 1040.505561 = -107972.343878 nChanged 57 SP:Iteration 5F (84.240426 sec): 3 clusters Score: Raw -109072.497684 + Penalty 1052.857183 = -108019.640500 nChanged 46 SP:Iteration 6Q (84.242584 sec): 3 clusters Score: Raw -109110.747729 + Penalty 1055.930451 = -108054.817278 nChanged 23 SP:Iteration 7Q (84.244651 sec): 3 clusters Score: Raw -109124.835125 + Penalty 1059.217968 = -108065.617157 nChanged 15 SP:Iteration 8Q (84.246723 sec): 3 clusters Score: Raw -109134.108483 + Penalty 1061.089461 = -108073.019022 nChanged 13 SP:Iteration 9Q (84.248767 sec): 3 clusters Score: Raw -109139.839236 + Penalty 1062.632035 = -108077.207201 nChanged 7 SP:Iteration 10F (84.250926 sec): 3 clusters Score: Raw -109142.213997 + Penalty 1064.548345 = -108077.665653 nChanged 3 SP:Iteration 11Q (84.252957 sec): 3 clusters Score: Raw -109143.192896 + Penalty 1064.620789 = -108078.572107 nChanged 2 SP:Iteration 12Q (84.255097 sec): 3 clusters Score: Raw -109145.651221 + Penalty 1065.887840 = -108079.763380 nChanged 6 SP:Iteration 13Q (84.257291 sec): 3 clusters Score: Raw -109148.431873 + Penalty 1066.895208 = -108081.536665 nChanged 2 SP:Iteration 14Q (84.259415 sec): 3 clusters Score: Raw -109149.131424 + Penalty 1066.718095 = -108082.413329 nChanged 1 SP:Iteration 15Q (84.261452 sec): 3 clusters Score: Raw -109149.131211 + Penalty 1067.155374 = -108081.975837 nChanged 1 SP:Iteration 16F (84.263598 sec): 3 clusters Score: Raw -109149.165287 + Penalty 1067.285990 = -108081.879297 nChanged 1 SP:Iteration 17F (84.265734 sec): 3 clusters Score: Raw -109149.267729 + Penalty 1068.036920 = -108081.230809 nChanged 1 SP:Iteration 18F (84.267864 sec): 3 clusters Score: Raw -109149.450521 + Penalty 1068.059157 = -108081.391364 nChanged 1 SP:Iteration 19Q (84.269945 sec): 3 clusters Score: Raw -109149.650377 + Penalty 1068.059157 = -108081.591220 nChanged 0 SP:Iteration 20F (84.272130 sec): 3 clusters Score: Raw -109149.650377 + Penalty 1068.059157 = -108081.591220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 45 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.275734 sec): 2 clusters Score: Raw -94613.694625 + Penalty 430.350699 = -94183.343925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.277676 sec): 3 clusters Score: Raw -94105.610268 + Penalty 864.497631 = -93241.112637 nChanged 376 SP:Iteration 1F (84.279559 sec): 3 clusters Score: Raw -94364.781417 + Penalty 867.528966 = -93497.252451 nChanged 86 SP:Iteration 2F (84.281422 sec): 3 clusters Score: Raw -94411.876478 + Penalty 871.905095 = -93539.971382 nChanged 44 SP:Iteration 3Q (84.283297 sec): 3 clusters Score: Raw -94438.639556 + Penalty 875.206713 = -93563.432843 nChanged 32 SP:Iteration 4Q (84.285197 sec): 3 clusters Score: Raw -94452.547195 + Penalty 880.616524 = -93571.930671 nChanged 33 SP:Iteration 5Q (84.287091 sec): 3 clusters Score: Raw -94470.069901 + Penalty 885.947417 = -93584.122484 nChanged 22 SP:Iteration 6Q (84.289069 sec): 3 clusters Score: Raw -94481.197373 + Penalty 890.052666 = -93591.144707 nChanged 21 SP:Iteration 7Q (84.291072 sec): 3 clusters Score: Raw -94492.718945 + Penalty 894.693243 = -93598.025702 nChanged 22 SP:Iteration 8Q (84.293056 sec): 3 clusters Score: Raw -94505.459976 + Penalty 901.158571 = -93604.301405 nChanged 24 SP:Iteration 9Q (84.295020 sec): 3 clusters Score: Raw -94518.888761 + Penalty 905.902667 = -93612.986094 nChanged 18 SP:Iteration 10F (84.297007 sec): 3 clusters Score: Raw -94527.144929 + Penalty 909.183701 = -93617.961228 nChanged 11 SP:Iteration 11Q (84.298852 sec): 3 clusters Score: Raw -94531.362731 + Penalty 912.801431 = -93618.561300 nChanged 10 SP:Iteration 12Q (84.300647 sec): 3 clusters Score: Raw -94537.761197 + Penalty 920.595935 = -93617.165262 nChanged 16 SP:Iteration 13F (84.302489 sec): 3 clusters Score: Raw -94545.667983 + Penalty 930.620603 = -93615.047380 nChanged 19 SP:Iteration 14F (84.304413 sec): 3 clusters Score: Raw -94557.866251 + Penalty 937.784746 = -93620.081504 nChanged 14 SP:Iteration 15Q (84.306229 sec): 3 clusters Score: Raw -94566.328902 + Penalty 943.875477 = -93622.453426 nChanged 17 SP:Iteration 16Q (84.307993 sec): 3 clusters Score: Raw -94574.378357 + Penalty 952.404032 = -93621.974325 nChanged 16 SP:Iteration 17F (84.309838 sec): 3 clusters Score: Raw -94584.392410 + Penalty 961.453716 = -93622.938694 nChanged 17 SP:Iteration 18Q (84.311578 sec): 3 clusters Score: Raw -94596.401596 + Penalty 976.776472 = -93619.625124 nChanged 21 SP:Iteration 19F (84.313427 sec): 3 clusters Score: Raw -94610.765176 + Penalty 983.819559 = -93626.945617 nChanged 11 SP:Iteration 20F (84.315333 sec): 3 clusters Score: Raw -94614.440355 + Penalty 988.788041 = -93625.652313 nChanged 6 SP:Iteration 21F (84.317182 sec): 3 clusters Score: Raw -94615.903858 + Penalty 990.157906 = -93625.745952 nChanged 4 SP:Iteration 22Q (84.318905 sec): 3 clusters Score: Raw -94617.124593 + Penalty 992.974792 = -93624.149801 nChanged 4 SP:Iteration 23F (84.320816 sec): 3 clusters Score: Raw -94618.672960 + Penalty 994.912257 = -93623.760703 nChanged 4 SP:Iteration 24F (84.322895 sec): 3 clusters Score: Raw -94620.276336 + Penalty 996.092880 = -93624.183457 nChanged 2 SP:Iteration 25Q (84.324697 sec): 3 clusters Score: Raw -94622.119112 + Penalty 998.601940 = -93623.517172 nChanged 6 SP:Iteration 26F (84.326587 sec): 3 clusters Score: Raw -94626.852802 + Penalty 999.885767 = -93626.967036 nChanged 7 SP:Iteration 27Q (84.328265 sec): 3 clusters Score: Raw -94634.581936 + Penalty 1001.903309 = -93632.678627 nChanged 7 SP:Iteration 28Q (84.329914 sec): 3 clusters Score: Raw -94640.652860 + Penalty 1002.867411 = -93637.785449 nChanged 3 SP:Iteration 29Q (84.331559 sec): 3 clusters Score: Raw -94642.080062 + Penalty 1002.397884 = -93639.682178 nChanged 2 SP:Iteration 30F (84.333413 sec): 3 clusters Score: Raw -94645.073652 + Penalty 1002.024710 = -93643.048942 nChanged 2 SP:Iteration 31Q (84.335047 sec): 3 clusters Score: Raw -94645.990220 + Penalty 1005.111204 = -93640.879016 nChanged 2 SP:Iteration 32F (84.336985 sec): 3 clusters Score: Raw -94647.281445 + Penalty 1006.679988 = -93640.601456 nChanged 2 SP:Iteration 33F (84.338945 sec): 3 clusters Score: Raw -94648.497613 + Penalty 1006.679988 = -93641.817624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.340723 sec): 2 clusters Score: Raw -35048.012717 + Penalty 481.628661 = -34566.384056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.341592 sec): 3 clusters Score: Raw -34916.787045 + Penalty 969.941112 = -33946.845934 nChanged 110 SP:Iteration 1F (84.342436 sec): 3 clusters Score: Raw -35026.471742 + Penalty 974.405942 = -34052.065800 nChanged 30 SP:Iteration 2F (84.343277 sec): 3 clusters Score: Raw -35061.943382 + Penalty 981.669404 = -34080.273977 nChanged 19 SP:Iteration 3F (84.344116 sec): 3 clusters Score: Raw -35088.541950 + Penalty 992.005399 = -34096.536552 nChanged 16 SP:Iteration 4Q (84.344938 sec): 3 clusters Score: Raw -35110.866684 + Penalty 999.161329 = -34111.705354 nChanged 11 SP:Iteration 5Q (84.345750 sec): 3 clusters Score: Raw -35122.285930 + Penalty 1010.338290 = -34111.947640 nChanged 9 SP:Iteration 6Q (84.346562 sec): 3 clusters Score: Raw -35134.814488 + Penalty 1020.182940 = -34114.631548 nChanged 7 SP:Iteration 7Q (84.347366 sec): 3 clusters Score: Raw -35148.741555 + Penalty 1025.222461 = -34123.519094 nChanged 3 SP:Iteration 8Q (84.348166 sec): 3 clusters Score: Raw -35152.219652 + Penalty 1027.115877 = -34125.103775 nChanged 4 SP:Iteration 9Q (84.348962 sec): 3 clusters Score: Raw -35165.408897 + Penalty 1030.029393 = -34135.379504 nChanged 6 SP:Iteration 10F (84.349796 sec): 3 clusters Score: Raw -35172.836504 + Penalty 1033.316611 = -34139.519893 nChanged 6 SP:Iteration 11Q (84.350587 sec): 3 clusters Score: Raw -35181.554137 + Penalty 1036.135397 = -34145.418740 nChanged 1 SP:Iteration 12Q (84.351373 sec): 3 clusters Score: Raw -35182.236001 + Penalty 1036.135397 = -34146.100604 nChanged 0 SP:Iteration 13F (84.352206 sec): 3 clusters Score: Raw -35182.236001 + Penalty 1036.135397 = -34146.100604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.354101 sec): 2 clusters Score: Raw -49493.052384 + Penalty 879.497161 = -48613.555223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.355288 sec): 3 clusters Score: Raw -49382.409695 + Penalty 1757.974599 = -47624.435096 nChanged 119 SP:Iteration 1F (84.356456 sec): 3 clusters Score: Raw -49512.842721 + Penalty 1758.187434 = -47754.655287 nChanged 37 SP:Iteration 2F (84.357589 sec): 3 clusters Score: Raw -49556.203653 + Penalty 1759.541331 = -47796.662321 nChanged 18 SP:Iteration 3Q (84.358698 sec): 3 clusters Score: Raw -49570.182436 + Penalty 1759.149335 = -47811.033102 nChanged 8 SP:Iteration 4Q (84.359758 sec): 3 clusters Score: Raw -49577.816881 + Penalty 1759.202767 = -47818.614114 nChanged 6 SP:Iteration 5Q (84.360818 sec): 3 clusters Score: Raw -49583.758268 + Penalty 1759.378746 = -47824.379521 nChanged 3 SP:Iteration 6Q (84.361880 sec): 3 clusters Score: Raw -49585.763102 + Penalty 1759.467065 = -47826.296037 nChanged 2 SP:Iteration 7Q (84.362937 sec): 3 clusters Score: Raw -49588.036012 + Penalty 1760.109815 = -47827.926197 nChanged 2 SP:Iteration 8Q (84.364008 sec): 3 clusters Score: Raw -49591.615631 + Penalty 1760.109815 = -47831.505816 nChanged 0 SP:Iteration 9F (84.365102 sec): 3 clusters Score: Raw -49591.615631 + Penalty 1760.109815 = -47831.505816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.365779 sec): 2 clusters Score: Raw -4375.876307 + Penalty 206.068792 = -4169.807515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.366120 sec): 3 clusters Score: Raw -4497.434960 + Penalty 449.759429 = -4047.675530 nChanged 10 SP:Iteration 1F (84.366462 sec): 3 clusters Score: Raw -4534.235923 + Penalty 456.352429 = -4077.883494 nChanged 5 SP:Iteration 2F (84.366805 sec): 3 clusters Score: Raw -4568.615864 + Penalty 454.947394 = -4113.668470 nChanged 1 SP:Iteration 3Q (84.367131 sec): 3 clusters Score: Raw -4583.068070 + Penalty 454.947394 = -4128.120676 nChanged 0 SP:Iteration 4F (84.367488 sec): 3 clusters Score: Raw -4583.068070 + Penalty 454.947394 = -4128.120676 nChanged 0 Iteration 206F (84.772095 sec): 26 clusters Score: Raw -2723114.709496 + Penalty 16659.971778 = -2706454.737718 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2723114.709496 + Penalty 16659.971778 = -2706454.737718Memory request: 0.02 GB would take us to total of 0.29 GB. Trying to split cluster 1 (3232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.846676 sec): 2 clusters Score: Raw -305448.891703 + Penalty 332.288306 = -305116.603397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.852975 sec): 3 clusters Score: Raw -303353.522242 + Penalty 649.770978 = -302703.751263 nChanged 1499 SP:Iteration 1F (84.858973 sec): 3 clusters Score: Raw -304364.654281 + Penalty 623.254157 = -303741.400124 nChanged 513 SP:Iteration 2F (84.864841 sec): 3 clusters Score: Raw -304800.189488 + Penalty 604.614807 = -304195.574681 nChanged 238 SP:Iteration 3F (84.870975 sec): 3 clusters Score: Raw -305028.303634 + Penalty 598.608153 = -304429.695481 nChanged 130 SP:Iteration 4Q (84.876780 sec): 3 clusters Score: Raw -305166.255590 + Penalty 597.822305 = -304568.433285 nChanged 94 SP:Iteration 5Q (84.882305 sec): 3 clusters Score: Raw -305249.299012 + Penalty 599.285602 = -304650.013410 nChanged 62 SP:Iteration 6Q (84.887670 sec): 3 clusters Score: Raw -305306.064423 + Penalty 604.982548 = -304701.081874 nChanged 43 SP:Iteration 7Q (84.893336 sec): 3 clusters Score: Raw -305322.658039 + Penalty 608.027245 = -304714.630794 nChanged 37 SP:Iteration 8Q (84.898593 sec): 3 clusters Score: Raw -305337.972327 + Penalty 608.037216 = -304729.935111 nChanged 30 SP:Iteration 9Q (84.903855 sec): 3 clusters Score: Raw -305352.710756 + Penalty 610.081673 = -304742.629083 nChanged 32 SP:Iteration 10F (84.909713 sec): 3 clusters Score: Raw -305369.010269 + Penalty 612.858770 = -304756.151499 nChanged 30 SP:Iteration 11Q (84.914710 sec): 3 clusters Score: Raw -305380.650562 + Penalty 616.617773 = -304764.032789 nChanged 24 SP:Iteration 12Q (84.919868 sec): 3 clusters Score: Raw -305389.011146 + Penalty 619.043908 = -304769.967239 nChanged 23 SP:Iteration 13Q (84.925175 sec): 3 clusters Score: Raw -305396.768902 + Penalty 619.513731 = -304777.255172 nChanged 20 SP:Iteration 14Q (84.930258 sec): 3 clusters Score: Raw -305403.089642 + Penalty 620.207894 = -304782.881749 nChanged 15 SP:Iteration 15Q (84.935284 sec): 3 clusters Score: Raw -305405.886891 + Penalty 620.893474 = -304784.993417 nChanged 13 SP:Iteration 16Q (84.940350 sec): 3 clusters Score: Raw -305407.931528 + Penalty 619.065106 = -304788.866421 nChanged 11 SP:Iteration 17Q (84.945597 sec): 3 clusters Score: Raw -305409.422680 + Penalty 619.723480 = -304789.699200 nChanged 11 SP:Iteration 18Q (84.950720 sec): 3 clusters Score: Raw -305411.945707 + Penalty 620.417261 = -304791.528446 nChanged 11 SP:Iteration 19Q (84.955639 sec): 3 clusters Score: Raw -305413.838951 + Penalty 621.918764 = -304791.920187 nChanged 8 SP:Iteration 20F (84.961883 sec): 3 clusters Score: Raw -305414.670066 + Penalty 622.624814 = -304792.045252 nChanged 4 SP:Iteration 21Q (84.966725 sec): 3 clusters Score: Raw -305415.044017 + Penalty 623.341424 = -304791.702593 nChanged 4 SP:Iteration 22F (84.972607 sec): 3 clusters Score: Raw -305415.602481 + Penalty 624.659728 = -304790.942753 nChanged 3 SP:Iteration 23F (84.978732 sec): 3 clusters Score: Raw -305416.183995 + Penalty 627.002628 = -304789.181367 nChanged 6 SP:Iteration 24F (84.984602 sec): 3 clusters Score: Raw -305417.227908 + Penalty 627.936043 = -304789.291865 nChanged 7 SP:Iteration 25Q (84.989600 sec): 3 clusters Score: Raw -305418.209974 + Penalty 629.079470 = -304789.130504 nChanged 6 SP:Iteration 26F (84.995475 sec): 3 clusters Score: Raw -305419.224273 + Penalty 630.838535 = -304788.385738 nChanged 5 SP:Iteration 27F (85.001630 sec): 3 clusters Score: Raw -305420.608311 + Penalty 632.547426 = -304788.060885 nChanged 4 SP:Iteration 28F (85.007675 sec): 3 clusters Score: Raw -305421.688089 + Penalty 634.638993 = -304787.049095 nChanged 7 SP:Iteration 29F (85.013656 sec): 3 clusters Score: Raw -305423.107294 + Penalty 634.292078 = -304788.815215 nChanged 7 SP:Iteration 30F (85.019403 sec): 3 clusters Score: Raw -305424.198629 + Penalty 634.980649 = -304789.217980 nChanged 5 SP:Iteration 31Q (85.024494 sec): 3 clusters Score: Raw -305425.060101 + Penalty 632.461848 = -304792.598253 nChanged 5 SP:Iteration 32Q (85.029731 sec): 3 clusters Score: Raw -305426.353661 + Penalty 634.328700 = -304792.024961 nChanged 4 SP:Iteration 33F (85.035889 sec): 3 clusters Score: Raw -305426.767213 + Penalty 634.970991 = -304791.796221 nChanged 1 SP:Iteration 34F (85.041766 sec): 3 clusters Score: Raw -305427.015392 + Penalty 635.499225 = -304791.516167 nChanged 2 SP:Iteration 35F (85.047870 sec): 3 clusters Score: Raw -305427.515828 + Penalty 636.398675 = -304791.117153 nChanged 1 SP:Iteration 36F (85.053883 sec): 3 clusters Score: Raw -305427.654305 + Penalty 636.704398 = -304790.949906 nChanged 2 SP:Iteration 37F (85.060084 sec): 3 clusters Score: Raw -305427.661963 + Penalty 636.971925 = -304790.690038 nChanged 1 SP:Iteration 38F (85.065895 sec): 3 clusters Score: Raw -305427.788462 + Penalty 635.015700 = -304792.772761 nChanged 4 SP:Iteration 39Q (85.070654 sec): 3 clusters Score: Raw -305428.203087 + Penalty 634.258232 = -304793.944855 nChanged 6 SP:Iteration 40F (85.076473 sec): 3 clusters Score: Raw -305428.785534 + Penalty 636.966798 = -304791.818736 nChanged 6 SP:Iteration 41F (85.082272 sec): 3 clusters Score: Raw -305429.396990 + Penalty 637.891053 = -304791.505937 nChanged 5 SP:Iteration 42F (85.088041 sec): 3 clusters Score: Raw -305429.912944 + Penalty 640.664693 = -304789.248251 nChanged 3 SP:Iteration 43F (85.094174 sec): 3 clusters Score: Raw -305430.262336 + Penalty 644.030188 = -304786.232148 nChanged 3 SP:Iteration 44F (85.100125 sec): 3 clusters Score: Raw -305430.898966 + Penalty 648.346710 = -304782.552256 nChanged 5 SP:Iteration 45F (85.105918 sec): 3 clusters Score: Raw -305431.784793 + Penalty 649.292105 = -304782.492688 nChanged 3 SP:Iteration 46F (85.112034 sec): 3 clusters Score: Raw -305432.513161 + Penalty 651.652748 = -304780.860413 nChanged 4 SP:Iteration 47F (85.117923 sec): 3 clusters Score: Raw -305433.385850 + Penalty 655.555663 = -304777.830187 nChanged 6 SP:Iteration 48F (85.124040 sec): 3 clusters Score: Raw -305434.615140 + Penalty 659.900070 = -304774.715070 nChanged 7 SP:Iteration 49F (85.130016 sec): 3 clusters Score: Raw -305435.821837 + Penalty 659.951551 = -304775.870286 nChanged 4 SP:Iteration 50F (85.135995 sec): 3 clusters Score: Raw -305436.891069 + Penalty 662.959214 = -304773.931854 nChanged 3 SP:Iteration 51F (85.141874 sec): 3 clusters Score: Raw -305437.811431 + Penalty 667.547944 = -304770.263487 nChanged 4 SP:Iteration 52F (85.147674 sec): 3 clusters Score: Raw -305438.817532 + Penalty 670.340676 = -304768.476856 nChanged 4 SP:Iteration 53F (85.153653 sec): 3 clusters Score: Raw -305439.543829 + Penalty 672.338325 = -304767.205504 nChanged 5 SP:Iteration 54F (85.159828 sec): 3 clusters Score: Raw -305440.368255 + Penalty 674.248099 = -304766.120156 nChanged 3 SP:Iteration 55F (85.165743 sec): 3 clusters Score: Raw -305440.657774 + Penalty 677.259874 = -304763.397900 nChanged 8 SP:Iteration 56F (85.171526 sec): 3 clusters Score: Raw -305442.305117 + Penalty 677.849807 = -304764.455310 nChanged 4 SP:Iteration 57Q (85.176457 sec): 3 clusters Score: Raw -305443.978175 + Penalty 678.853258 = -304765.124917 nChanged 6 SP:Iteration 58Q (85.181537 sec): 3 clusters Score: Raw -305444.915687 + Penalty 677.603232 = -304767.312455 nChanged 2 SP:Iteration 59Q (85.186198 sec): 3 clusters Score: Raw -305445.207840 + Penalty 677.327882 = -304767.879958 nChanged 1 SP:Iteration 60F (85.192201 sec): 3 clusters Score: Raw -305445.185273 + Penalty 677.327882 = -304767.857391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.193765 sec): 2 clusters Score: Raw -14442.386979 + Penalty 158.559762 = -14283.827217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.194264 sec): 3 clusters Score: Raw -14377.691542 + Penalty 322.287734 = -14055.403807 nChanged 49 SP:Iteration 1F (85.194749 sec): 3 clusters Score: Raw -14436.223358 + Penalty 346.722284 = -14089.501073 nChanged 15 SP:Iteration 2F (85.195237 sec): 3 clusters Score: Raw -14456.487782 + Penalty 379.178900 = -14077.308882 nChanged 12 SP:Iteration 3F (85.195733 sec): 3 clusters Score: Raw -14471.582763 + Penalty 398.883577 = -14072.699187 nChanged 6 SP:Iteration 4F (85.196221 sec): 3 clusters Score: Raw -14480.781827 + Penalty 393.749897 = -14087.031930 nChanged 1 SP:Iteration 5Q (85.196697 sec): 3 clusters Score: Raw -14481.475450 + Penalty 393.749897 = -14087.725554 nChanged 0 SP:Iteration 6F (85.197184 sec): 3 clusters Score: Raw -14481.475450 + Penalty 393.749897 = -14087.725554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 3 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.205887 sec): 2 clusters Score: Raw -153658.622065 + Penalty 546.701580 = -153111.920485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.209016 sec): 3 clusters Score: Raw -152782.027584 + Penalty 1094.859655 = -151687.167929 nChanged 632 SP:Iteration 1F (85.212022 sec): 3 clusters Score: Raw -153114.697940 + Penalty 1098.911018 = -152015.786922 nChanged 143 SP:Iteration 2F (85.214991 sec): 3 clusters Score: Raw -153207.927675 + Penalty 1110.083249 = -152097.844425 nChanged 127 SP:Iteration 3F (85.217932 sec): 3 clusters Score: Raw -153316.152305 + Penalty 1131.630151 = -152184.522154 nChanged 124 SP:Iteration 4F (85.220871 sec): 3 clusters Score: Raw -153450.257923 + Penalty 1154.575533 = -152295.682390 nChanged 104 SP:Iteration 5F (85.223969 sec): 3 clusters Score: Raw -153554.771907 + Penalty 1175.550714 = -152379.221193 nChanged 89 SP:Iteration 6F (85.227169 sec): 3 clusters Score: Raw -153638.044010 + Penalty 1191.333245 = -152446.710765 nChanged 61 SP:Iteration 7Q (85.229993 sec): 3 clusters Score: Raw -153682.317962 + Penalty 1205.519975 = -152476.797987 nChanged 44 SP:Iteration 8Q (85.232776 sec): 3 clusters Score: Raw -153706.468203 + Penalty 1214.971322 = -152491.496881 nChanged 22 SP:Iteration 9Q (85.235753 sec): 3 clusters Score: Raw -153716.915535 + Penalty 1217.612987 = -152499.302548 nChanged 21 SP:Iteration 10F (85.238797 sec): 3 clusters Score: Raw -153725.471050 + Penalty 1223.690580 = -152501.780471 nChanged 18 SP:Iteration 11Q (85.241552 sec): 3 clusters Score: Raw -153734.552715 + Penalty 1230.568105 = -152503.984610 nChanged 15 SP:Iteration 12Q (85.244220 sec): 3 clusters Score: Raw -153741.940758 + Penalty 1238.386885 = -152503.553873 nChanged 14 SP:Iteration 13F (85.247147 sec): 3 clusters Score: Raw -153749.530098 + Penalty 1240.249180 = -152509.280918 nChanged 5 SP:Iteration 14Q (85.249784 sec): 3 clusters Score: Raw -153753.163246 + Penalty 1244.071567 = -152509.091679 nChanged 5 SP:Iteration 15F (85.252791 sec): 3 clusters Score: Raw -153756.295724 + Penalty 1245.844743 = -152510.450981 nChanged 4 SP:Iteration 16Q (85.255518 sec): 3 clusters Score: Raw -153758.683037 + Penalty 1249.146824 = -152509.536213 nChanged 4 SP:Iteration 17F (85.258763 sec): 3 clusters Score: Raw -153761.076992 + Penalty 1250.344147 = -152510.732845 nChanged 3 SP:Iteration 18Q (85.261558 sec): 3 clusters Score: Raw -153764.130364 + Penalty 1254.675485 = -152509.454879 nChanged 4 SP:Iteration 19F (85.264520 sec): 3 clusters Score: Raw -153773.590538 + Penalty 1254.846070 = -152518.744468 nChanged 5 SP:Iteration 20F (85.267449 sec): 3 clusters Score: Raw -153776.893074 + Penalty 1252.973180 = -152523.919894 nChanged 5 SP:Iteration 21Q (85.269963 sec): 3 clusters Score: Raw -153780.593087 + Penalty 1254.266672 = -152526.326415 nChanged 4 SP:Iteration 22Q (85.272493 sec): 3 clusters Score: Raw -153781.755046 + Penalty 1254.266672 = -152527.488374 nChanged 0 SP:Iteration 23F (85.275521 sec): 3 clusters Score: Raw -153781.755046 + Penalty 1254.266672 = -152527.488374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 4 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.280913 sec): 2 clusters Score: Raw -102909.779626 + Penalty 189.111890 = -102720.667736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.282990 sec): 3 clusters Score: Raw -102214.043005 + Penalty 384.442364 = -101829.600641 nChanged 467 SP:Iteration 1F (85.285117 sec): 3 clusters Score: Raw -102537.079166 + Penalty 397.744039 = -102139.335127 nChanged 173 SP:Iteration 2F (85.287231 sec): 3 clusters Score: Raw -102700.147571 + Penalty 402.017537 = -102298.130033 nChanged 103 SP:Iteration 3F (85.289306 sec): 3 clusters Score: Raw -102835.544287 + Penalty 533.584667 = -102301.959620 nChanged 58 SP:Iteration 4F (85.291528 sec): 3 clusters Score: Raw -102915.109773 + Penalty 657.350848 = -102257.758924 nChanged 5 SP:Iteration 5F (85.293730 sec): 3 clusters Score: Raw -102923.867709 + Penalty 657.350848 = -102266.516861 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.298953 sec): 2 clusters Score: Raw -114150.894038 + Penalty 737.023706 = -113413.870331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.301113 sec): 3 clusters Score: Raw -113606.611331 + Penalty 1474.833821 = -112131.777511 nChanged 382 SP:Iteration 1F (85.303284 sec): 3 clusters Score: Raw -113854.743259 + Penalty 1476.542302 = -112378.200957 nChanged 109 SP:Iteration 2F (85.305445 sec): 3 clusters Score: Raw -113939.005860 + Penalty 1479.064083 = -112459.941777 nChanged 70 SP:Iteration 3F (85.307601 sec): 3 clusters Score: Raw -113995.571364 + Penalty 1481.833871 = -112513.737493 nChanged 58 SP:Iteration 4F (85.309797 sec): 3 clusters Score: Raw -114043.373064 + Penalty 1483.874090 = -112559.498974 nChanged 59 SP:Iteration 5F (85.311995 sec): 3 clusters Score: Raw -114095.317640 + Penalty 1485.951882 = -112609.365758 nChanged 54 SP:Iteration 6Q (85.314288 sec): 3 clusters Score: Raw -114130.962872 + Penalty 1488.913433 = -112642.049439 nChanged 33 SP:Iteration 7Q (85.316461 sec): 3 clusters Score: Raw -114149.099948 + Penalty 1491.446873 = -112657.653075 nChanged 17 SP:Iteration 8Q (85.318527 sec): 3 clusters Score: Raw -114158.688096 + Penalty 1493.726852 = -112664.961245 nChanged 14 SP:Iteration 9Q (85.320611 sec): 3 clusters Score: Raw -114168.382228 + Penalty 1495.671678 = -112672.710551 nChanged 18 SP:Iteration 10F (85.322780 sec): 3 clusters Score: Raw -114176.912667 + Penalty 1497.308796 = -112679.603870 nChanged 12 SP:Iteration 11Q (85.324994 sec): 3 clusters Score: Raw -114184.620944 + Penalty 1498.610246 = -112686.010698 nChanged 8 SP:Iteration 12Q (85.327093 sec): 3 clusters Score: Raw -114187.564070 + Penalty 1498.209864 = -112689.354207 nChanged 5 SP:Iteration 13Q (85.329147 sec): 3 clusters Score: Raw -114189.675880 + Penalty 1498.482629 = -112691.193251 nChanged 1 SP:Iteration 14Q (85.331220 sec): 3 clusters Score: Raw -114190.130647 + Penalty 1498.482629 = -112691.648018 nChanged 0 SP:Iteration 15F (85.333334 sec): 3 clusters Score: Raw -114190.130647 + Penalty 1498.482629 = -112691.648018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 6 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.337353 sec): 2 clusters Score: Raw -42652.442525 + Penalty 279.827708 = -42372.614816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.338349 sec): 3 clusters Score: Raw -42410.927672 + Penalty 560.549849 = -41850.377823 nChanged 168 SP:Iteration 1F (85.339329 sec): 3 clusters Score: Raw -42594.535714 + Penalty 561.899622 = -42032.636093 nChanged 45 SP:Iteration 2F (85.340327 sec): 3 clusters Score: Raw -42634.540621 + Penalty 565.526328 = -42069.014292 nChanged 16 SP:Iteration 3Q (85.341279 sec): 3 clusters Score: Raw -42645.396239 + Penalty 566.303392 = -42079.092847 nChanged 12 SP:Iteration 4Q (85.342220 sec): 3 clusters Score: Raw -42654.448357 + Penalty 566.401738 = -42088.046619 nChanged 11 SP:Iteration 5Q (85.343149 sec): 3 clusters Score: Raw -42660.732473 + Penalty 569.621351 = -42091.111122 nChanged 12 SP:Iteration 6Q (85.344072 sec): 3 clusters Score: Raw -42666.499874 + Penalty 575.430516 = -42091.069359 nChanged 10 SP:Iteration 7F (85.345044 sec): 3 clusters Score: Raw -42671.286747 + Penalty 571.509106 = -42099.777641 nChanged 8 SP:Iteration 8Q (85.345952 sec): 3 clusters Score: Raw -42675.883532 + Penalty 582.402228 = -42093.481304 nChanged 12 SP:Iteration 9F (85.346926 sec): 3 clusters Score: Raw -42684.882731 + Penalty 582.039622 = -42102.843108 nChanged 12 SP:Iteration 10F (85.347900 sec): 3 clusters Score: Raw -42692.097361 + Penalty 588.374487 = -42103.722874 nChanged 8 SP:Iteration 11Q (85.348786 sec): 3 clusters Score: Raw -42697.727155 + Penalty 594.824960 = -42102.902195 nChanged 7 SP:Iteration 12F (85.349763 sec): 3 clusters Score: Raw -42701.566574 + Penalty 591.746742 = -42109.819831 nChanged 3 SP:Iteration 13Q (85.350645 sec): 3 clusters Score: Raw -42702.015415 + Penalty 589.174473 = -42112.840942 nChanged 1 SP:Iteration 14Q (85.351517 sec): 3 clusters Score: Raw -42701.902108 + Penalty 589.174473 = -42112.727635 nChanged 0 SP:Iteration 15F (85.352491 sec): 3 clusters Score: Raw -42701.902108 + Penalty 589.174473 = -42112.727635 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 7 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.359722 sec): 2 clusters Score: Raw -190938.824426 + Penalty 493.501147 = -190445.323279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.363525 sec): 3 clusters Score: Raw -189725.651845 + Penalty 1001.193468 = -188724.458377 nChanged 831 SP:Iteration 1F (85.367394 sec): 3 clusters Score: Raw -190270.657652 + Penalty 1042.914227 = -189227.743425 nChanged 316 SP:Iteration 2F (85.371349 sec): 3 clusters Score: Raw -190603.172851 + Penalty 1118.799172 = -189484.373679 nChanged 179 SP:Iteration 3F (85.375037 sec): 3 clusters Score: Raw -190818.585569 + Penalty 1161.550243 = -189657.035326 nChanged 69 SP:Iteration 4Q (85.378538 sec): 3 clusters Score: Raw -190887.689130 + Penalty 1182.596889 = -189705.092241 nChanged 30 SP:Iteration 5Q (85.381774 sec): 3 clusters Score: Raw -190913.970090 + Penalty 1194.155101 = -189719.814989 nChanged 17 SP:Iteration 6Q (85.384910 sec): 3 clusters Score: Raw -190923.887403 + Penalty 1205.079405 = -189718.807999 nChanged 12 SP:Iteration 7F (85.388557 sec): 3 clusters Score: Raw -190933.322643 + Penalty 1210.623725 = -189722.698918 nChanged 6 SP:Iteration 8Q (85.391841 sec): 3 clusters Score: Raw -190936.711620 + Penalty 1223.787249 = -189712.924371 nChanged 8 SP:Iteration 9F (85.395726 sec): 3 clusters Score: Raw -190942.886085 + Penalty 1243.581640 = -189699.304445 nChanged 9 SP:Iteration 10F (85.399367 sec): 3 clusters Score: Raw -190950.215736 + Penalty 1263.607368 = -189686.608368 nChanged 8 SP:Iteration 11F (85.403037 sec): 3 clusters Score: Raw -190957.861416 + Penalty 1266.973873 = -189690.887542 nChanged 4 SP:Iteration 12Q (85.406086 sec): 3 clusters Score: Raw -190959.426530 + Penalty 1283.144005 = -189676.282526 nChanged 5 SP:Iteration 13F (85.409882 sec): 3 clusters Score: Raw -190963.992701 + Penalty 1316.976200 = -189647.016501 nChanged 8 SP:Iteration 14F (85.413683 sec): 3 clusters Score: Raw -190974.994881 + Penalty 1359.148306 = -189615.846575 nChanged 10 SP:Iteration 15F (85.417604 sec): 3 clusters Score: Raw -190989.207713 + Penalty 1385.757097 = -189603.450617 nChanged 5 SP:Iteration 16F (85.421281 sec): 3 clusters Score: Raw -190997.843610 + Penalty 1394.843879 = -189602.999732 nChanged 4 SP:Iteration 17F (85.425089 sec): 3 clusters Score: Raw -191003.523668 + Penalty 1401.161910 = -189602.361758 nChanged 6 SP:Iteration 18F (85.429068 sec): 3 clusters Score: Raw -191010.346084 + Penalty 1403.455239 = -189606.890846 nChanged 2 SP:Iteration 19Q (85.431994 sec): 3 clusters Score: Raw -191015.094473 + Penalty 1403.455239 = -189611.639234 nChanged 0 SP:Iteration 20F (85.435753 sec): 3 clusters Score: Raw -191015.094473 + Penalty 1403.455239 = -189611.639234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 8 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.440695 sec): 2 clusters Score: Raw -68248.820133 + Penalty 307.539857 = -67941.280277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.442205 sec): 3 clusters Score: Raw -67851.051819 + Penalty 626.873206 = -67224.178613 nChanged 253 SP:Iteration 1F (85.443688 sec): 3 clusters Score: Raw -68037.662113 + Penalty 631.653607 = -67406.008506 nChanged 99 SP:Iteration 2F (85.445153 sec): 3 clusters Score: Raw -68116.332384 + Penalty 627.992888 = -67488.339496 nChanged 45 SP:Iteration 3F (85.446560 sec): 3 clusters Score: Raw -68145.497611 + Penalty 626.910604 = -67518.587007 nChanged 28 SP:Iteration 4Q (85.447954 sec): 3 clusters Score: Raw -68166.456520 + Penalty 626.423239 = -67540.033281 nChanged 20 SP:Iteration 5Q (85.449327 sec): 3 clusters Score: Raw -68179.043778 + Penalty 630.550241 = -67548.493537 nChanged 10 SP:Iteration 6Q (85.450682 sec): 3 clusters Score: Raw -68184.438726 + Penalty 631.185744 = -67553.252981 nChanged 17 SP:Iteration 7Q (85.452069 sec): 3 clusters Score: Raw -68193.904530 + Penalty 635.136511 = -67558.768018 nChanged 13 SP:Iteration 8Q (85.453401 sec): 3 clusters Score: Raw -68208.274078 + Penalty 636.658476 = -67571.615602 nChanged 9 SP:Iteration 9Q (85.454710 sec): 3 clusters Score: Raw -68218.386705 + Penalty 636.991947 = -67581.394757 nChanged 13 SP:Iteration 10F (85.456117 sec): 3 clusters Score: Raw -68233.181474 + Penalty 637.082579 = -67596.098895 nChanged 8 SP:Iteration 11Q (85.457491 sec): 3 clusters Score: Raw -68241.771593 + Penalty 638.136590 = -67603.635003 nChanged 5 SP:Iteration 12Q (85.458858 sec): 3 clusters Score: Raw -68246.826070 + Penalty 638.432316 = -67608.393754 nChanged 1 SP:Iteration 13Q (85.460156 sec): 3 clusters Score: Raw -68247.903812 + Penalty 638.432316 = -67609.471496 nChanged 0 SP:Iteration 14F (85.461640 sec): 3 clusters Score: Raw -68247.903812 + Penalty 638.432316 = -67609.471496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 9 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.463626 sec): 2 clusters Score: Raw -629.589717 + Penalty 54.454856 = -575.134861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.463843 sec): 3 clusters Score: Raw -669.156264 + Penalty 108.909713 = -560.246552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 10 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.466416 sec): 2 clusters Score: Raw -52343.618524 + Penalty 321.835919 = -52021.782605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.467682 sec): 3 clusters Score: Raw -52039.814103 + Penalty 695.027082 = -51344.787021 nChanged 218 SP:Iteration 1F (85.468916 sec): 3 clusters Score: Raw -52321.380830 + Penalty 751.037726 = -51570.343104 nChanged 70 SP:Iteration 2F (85.470152 sec): 3 clusters Score: Raw -52410.508101 + Penalty 800.076136 = -51610.431965 nChanged 35 SP:Iteration 3F (85.471383 sec): 3 clusters Score: Raw -52460.243697 + Penalty 861.864738 = -51598.378958 nChanged 33 SP:Iteration 4F (85.472638 sec): 3 clusters Score: Raw -52510.638156 + Penalty 902.361813 = -51608.276343 nChanged 16 SP:Iteration 5Q (85.473905 sec): 3 clusters Score: Raw -52540.751722 + Penalty 923.836371 = -51616.915351 nChanged 7 SP:Iteration 6Q (85.475085 sec): 3 clusters Score: Raw -52566.379786 + Penalty 937.142037 = -51629.237749 nChanged 9 SP:Iteration 7Q (85.476183 sec): 3 clusters Score: Raw -52575.809839 + Penalty 937.142037 = -51638.667801 nChanged 0 SP:Iteration 8F (85.477413 sec): 3 clusters Score: Raw -52575.809839 + Penalty 937.142037 = -51638.667801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.483294 sec): 2 clusters Score: Raw -162914.726394 + Penalty 227.473916 = -162687.252478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.486573 sec): 3 clusters Score: Raw -161787.674977 + Penalty 455.514222 = -161332.160755 nChanged 803 SP:Iteration 1F (85.489782 sec): 3 clusters Score: Raw -162455.782376 + Penalty 457.342394 = -161998.439982 nChanged 129 SP:Iteration 2F (85.493313 sec): 3 clusters Score: Raw -162590.557116 + Penalty 461.050148 = -162129.506968 nChanged 72 SP:Iteration 3Q (85.496570 sec): 3 clusters Score: Raw -162623.412669 + Penalty 463.229325 = -162160.183344 nChanged 46 SP:Iteration 4Q (85.499656 sec): 3 clusters Score: Raw -162636.684027 + Penalty 466.408324 = -162170.275703 nChanged 35 SP:Iteration 5Q (85.502709 sec): 3 clusters Score: Raw -162648.143998 + Penalty 468.653428 = -162179.490571 nChanged 40 SP:Iteration 6Q (85.505739 sec): 3 clusters Score: Raw -162663.919439 + Penalty 471.507649 = -162192.411790 nChanged 45 SP:Iteration 7Q (85.508847 sec): 3 clusters Score: Raw -162682.498124 + Penalty 474.805780 = -162207.692343 nChanged 40 SP:Iteration 8Q (85.511892 sec): 3 clusters Score: Raw -162698.993862 + Penalty 480.974703 = -162218.019159 nChanged 42 SP:Iteration 9Q (85.514933 sec): 3 clusters Score: Raw -162718.554057 + Penalty 487.639188 = -162230.914870 nChanged 45 SP:Iteration 10F (85.518276 sec): 3 clusters Score: Raw -162740.363675 + Penalty 492.864227 = -162247.499448 nChanged 37 SP:Iteration 11Q (85.521217 sec): 3 clusters Score: Raw -162759.455235 + Penalty 493.640544 = -162265.814691 nChanged 32 SP:Iteration 12Q (85.524228 sec): 3 clusters Score: Raw -162774.971484 + Penalty 498.492103 = -162276.479381 nChanged 25 SP:Iteration 13Q (85.527346 sec): 3 clusters Score: Raw -162790.416657 + Penalty 502.494890 = -162287.921767 nChanged 24 SP:Iteration 14Q (85.530241 sec): 3 clusters Score: Raw -162803.375707 + Penalty 508.691372 = -162294.684334 nChanged 19 SP:Iteration 15Q (85.532971 sec): 3 clusters Score: Raw -162812.029858 + Penalty 511.863623 = -162300.166235 nChanged 21 SP:Iteration 16Q (85.535706 sec): 3 clusters Score: Raw -162825.081136 + Penalty 510.529732 = -162314.551404 nChanged 19 SP:Iteration 17Q (85.538464 sec): 3 clusters Score: Raw -162841.973393 + Penalty 512.968267 = -162329.005126 nChanged 15 SP:Iteration 18Q (85.541288 sec): 3 clusters Score: Raw -162851.263284 + Penalty 508.640210 = -162342.623074 nChanged 16 SP:Iteration 19Q (85.544122 sec): 3 clusters Score: Raw -162861.350327 + Penalty 499.864383 = -162361.485944 nChanged 11 SP:Iteration 20F (85.547510 sec): 3 clusters Score: Raw -162869.595500 + Penalty 503.969919 = -162365.625580 nChanged 7 SP:Iteration 21Q (85.550263 sec): 3 clusters Score: Raw -162874.869293 + Penalty 500.628431 = -162374.240862 nChanged 9 SP:Iteration 22Q (85.553003 sec): 3 clusters Score: Raw -162883.681293 + Penalty 496.025813 = -162387.655480 nChanged 8 SP:Iteration 23Q (85.555673 sec): 3 clusters Score: Raw -162887.878070 + Penalty 495.203859 = -162392.674212 nChanged 8 SP:Iteration 24Q (85.558499 sec): 3 clusters Score: Raw -162892.901789 + Penalty 489.982021 = -162402.919768 nChanged 6 SP:Iteration 25Q (85.561280 sec): 3 clusters Score: Raw -162895.336564 + Penalty 486.499194 = -162408.837370 nChanged 4 SP:Iteration 26Q (85.563945 sec): 3 clusters Score: Raw -162896.988788 + Penalty 469.156642 = -162427.832146 nChanged 4 SP:Iteration 27Q (85.566598 sec): 3 clusters Score: Raw -162902.990488 + Penalty 452.826708 = -162450.163780 nChanged 4 SP:Iteration 28Q (85.569225 sec): 3 clusters Score: Raw -162906.226620 + Penalty 446.777724 = -162459.448896 nChanged 4 SP:Iteration 29Q (85.571792 sec): 3 clusters Score: Raw -162907.703360 + Penalty 447.100650 = -162460.602711 nChanged 1 SP:Iteration 30F (85.575008 sec): 3 clusters Score: Raw -162908.430542 + Penalty 451.268055 = -162457.162487 nChanged 2 SP:Iteration 31F (85.578214 sec): 3 clusters Score: Raw -162909.481394 + Penalty 462.847865 = -162446.633529 nChanged 4 SP:Iteration 32F (85.581402 sec): 3 clusters Score: Raw -162912.008282 + Penalty 468.646645 = -162443.361637 nChanged 1 SP:Iteration 33F (85.584586 sec): 3 clusters Score: Raw -162912.760558 + Penalty 469.861144 = -162442.899414 nChanged 1 SP:Iteration 34F (85.587773 sec): 3 clusters Score: Raw -162912.740022 + Penalty 473.626818 = -162439.113204 nChanged 1 SP:Iteration 35F (85.591147 sec): 3 clusters Score: Raw -162912.965062 + Penalty 473.626818 = -162439.338244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.593074 sec): 2 clusters Score: Raw -26497.992653 + Penalty 323.860593 = -26174.132060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.593817 sec): 3 clusters Score: Raw -26377.427615 + Penalty 649.658954 = -25727.768661 nChanged 91 SP:Iteration 1F (85.594545 sec): 3 clusters Score: Raw -26445.345928 + Penalty 659.654881 = -25785.691047 nChanged 31 SP:Iteration 2F (85.595247 sec): 3 clusters Score: Raw -26471.198404 + Penalty 674.943814 = -25796.254590 nChanged 20 SP:Iteration 3F (85.595952 sec): 3 clusters Score: Raw -26498.189520 + Penalty 695.441292 = -25802.748228 nChanged 17 SP:Iteration 4F (85.596654 sec): 3 clusters Score: Raw -26517.652793 + Penalty 705.229008 = -25812.423785 nChanged 7 SP:Iteration 5Q (85.597344 sec): 3 clusters Score: Raw -26523.009697 + Penalty 720.463736 = -25802.545961 nChanged 9 SP:Iteration 6F (85.598044 sec): 3 clusters Score: Raw -26531.601062 + Penalty 739.634277 = -25791.966785 nChanged 8 SP:Iteration 7F (85.598744 sec): 3 clusters Score: Raw -26536.897577 + Penalty 752.719075 = -25784.178502 nChanged 5 SP:Iteration 8F (85.599474 sec): 3 clusters Score: Raw -26542.529650 + Penalty 759.591571 = -25782.938079 nChanged 3 SP:Iteration 9F (85.600201 sec): 3 clusters Score: Raw -26547.690522 + Penalty 767.707742 = -25779.982780 nChanged 2 SP:Iteration 10F (85.600900 sec): 3 clusters Score: Raw -26550.366830 + Penalty 772.863003 = -25777.503827 nChanged 1 SP:Iteration 11F (85.601600 sec): 3 clusters Score: Raw -26552.747471 + Penalty 772.863003 = -25779.884468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.602738 sec): 2 clusters Score: Raw -2681.304761 + Penalty 52.655930 = -2628.648832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.603003 sec): 3 clusters Score: Raw -2728.629357 + Penalty 155.739254 = -2572.890103 nChanged 9 SP:Iteration 1F (85.603256 sec): 3 clusters Score: Raw -2753.107153 + Penalty 244.251028 = -2508.856124 nChanged 4 SP:Iteration 2F (85.603504 sec): 3 clusters Score: Raw -2777.860309 + Penalty 294.423823 = -2483.436486 nChanged 1 SP:Iteration 3F (85.603750 sec): 3 clusters Score: Raw -2793.679738 + Penalty 294.423823 = -2499.255915 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 14 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.608830 sec): 2 clusters Score: Raw -89767.212941 + Penalty 50.388637 = -89716.824304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.610775 sec): 3 clusters Score: Raw -89147.641802 + Penalty 100.016976 = -89047.624826 nChanged 445 SP:Iteration 1F (85.612680 sec): 3 clusters Score: Raw -89429.670381 + Penalty 98.712631 = -89330.957751 nChanged 59 SP:Iteration 2F (85.614563 sec): 3 clusters Score: Raw -89492.622441 + Penalty 97.341184 = -89395.281257 nChanged 52 SP:Iteration 3F (85.616467 sec): 3 clusters Score: Raw -89552.854670 + Penalty 96.867699 = -89455.986971 nChanged 59 SP:Iteration 4F (85.618338 sec): 3 clusters Score: Raw -89605.041230 + Penalty 96.327321 = -89508.713908 nChanged 50 SP:Iteration 5F (85.620248 sec): 3 clusters Score: Raw -89639.910992 + Penalty 96.401856 = -89543.509136 nChanged 27 SP:Iteration 6Q (85.622130 sec): 3 clusters Score: Raw -89648.982033 + Penalty 96.347333 = -89552.634700 nChanged 10 SP:Iteration 7Q (85.624021 sec): 3 clusters Score: Raw -89650.648543 + Penalty 96.321210 = -89554.327333 nChanged 10 SP:Iteration 8Q (85.625846 sec): 3 clusters Score: Raw -89653.294431 + Penalty 96.285132 = -89557.009300 nChanged 5 SP:Iteration 9Q (85.627696 sec): 3 clusters Score: Raw -89655.070464 + Penalty 96.365245 = -89558.705218 nChanged 8 SP:Iteration 10F (85.629593 sec): 3 clusters Score: Raw -89657.318620 + Penalty 97.303704 = -89560.014916 nChanged 8 SP:Iteration 11Q (85.631319 sec): 3 clusters Score: Raw -89657.945981 + Penalty 97.375015 = -89560.570966 nChanged 3 SP:Iteration 12Q (85.633042 sec): 3 clusters Score: Raw -89658.190852 + Penalty 97.421363 = -89560.769488 nChanged 5 SP:Iteration 13Q (85.634784 sec): 3 clusters Score: Raw -89658.883396 + Penalty 97.427535 = -89561.455861 nChanged 2 SP:Iteration 14Q (85.636504 sec): 3 clusters Score: Raw -89659.073339 + Penalty 97.438916 = -89561.634423 nChanged 1 SP:Iteration 15Q (85.638219 sec): 3 clusters Score: Raw -89659.171405 + Penalty 97.438916 = -89561.732489 nChanged 0 SP:Iteration 16F (85.640071 sec): 3 clusters Score: Raw -89659.171405 + Penalty 97.438916 = -89561.732489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 15 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.647294 sec): 2 clusters Score: Raw -126857.367595 + Penalty 327.448993 = -126529.918601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.649840 sec): 3 clusters Score: Raw -126089.801060 + Penalty 661.321705 = -125428.479355 nChanged 558 SP:Iteration 1F (85.652341 sec): 3 clusters Score: Raw -126576.699868 + Penalty 683.438359 = -125893.261509 nChanged 124 SP:Iteration 2F (85.654908 sec): 3 clusters Score: Raw -126688.045880 + Penalty 711.843704 = -125976.202177 nChanged 66 SP:Iteration 3F (85.657581 sec): 3 clusters Score: Raw -126755.070623 + Penalty 734.598792 = -126020.471831 nChanged 43 SP:Iteration 4Q (85.660197 sec): 3 clusters Score: Raw -126798.925320 + Penalty 767.001612 = -126031.923708 nChanged 36 SP:Iteration 5Q (85.662591 sec): 3 clusters Score: Raw -126835.468384 + Penalty 782.823168 = -126052.645216 nChanged 20 SP:Iteration 6Q (85.664908 sec): 3 clusters Score: Raw -126851.037948 + Penalty 796.727280 = -126054.310668 nChanged 15 SP:Iteration 7Q (85.667152 sec): 3 clusters Score: Raw -126864.931528 + Penalty 814.453651 = -126050.477877 nChanged 10 SP:Iteration 8F (85.669666 sec): 3 clusters Score: Raw -126873.605252 + Penalty 817.264380 = -126056.340872 nChanged 7 SP:Iteration 9Q (85.671783 sec): 3 clusters Score: Raw -126880.330772 + Penalty 819.485388 = -126060.845384 nChanged 7 SP:Iteration 10F (85.674304 sec): 3 clusters Score: Raw -126885.682354 + Penalty 819.333886 = -126066.348468 nChanged 5 SP:Iteration 11Q (85.676376 sec): 3 clusters Score: Raw -126891.696713 + Penalty 821.273791 = -126070.422922 nChanged 3 SP:Iteration 12Q (85.678427 sec): 3 clusters Score: Raw -126894.666662 + Penalty 820.768253 = -126073.898409 nChanged 3 SP:Iteration 13Q (85.680587 sec): 3 clusters Score: Raw -126897.271197 + Penalty 824.923142 = -126072.348054 nChanged 2 SP:Iteration 14F (85.683141 sec): 3 clusters Score: Raw -126899.914218 + Penalty 828.251107 = -126071.663111 nChanged 2 SP:Iteration 15F (85.685629 sec): 3 clusters Score: Raw -126901.700193 + Penalty 830.831862 = -126070.868331 nChanged 1 SP:Iteration 16F (85.688214 sec): 3 clusters Score: Raw -126902.849528 + Penalty 833.309390 = -126069.540139 nChanged 1 SP:Iteration 17F (85.690851 sec): 3 clusters Score: Raw -126902.992164 + Penalty 833.309390 = -126069.682774 nChanged 0 Memory request: 0.05 GB would take us to total of 0.33 GB. Trying to split cluster 16 (10650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.741264 sec): 2 clusters Score: Raw -956112.311864 + Penalty 247.256399 = -955865.055465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.761024 sec): 3 clusters Score: Raw -948866.274939 + Penalty 505.869619 = -948360.405320 nChanged 5138 SP:Iteration 1F (85.780248 sec): 3 clusters Score: Raw -952207.524630 + Penalty 502.210121 = -951705.314508 nChanged 2143 SP:Iteration 2F (85.799777 sec): 3 clusters Score: Raw -953697.323740 + Penalty 489.279582 = -953208.044157 nChanged 636 SP:Iteration 3F (85.818873 sec): 3 clusters Score: Raw -953946.791161 + Penalty 479.535820 = -953467.255341 nChanged 323 SP:Iteration 4Q (85.838520 sec): 3 clusters Score: Raw -954031.033901 + Penalty 474.185300 = -953556.848600 nChanged 177 SP:Iteration 5Q (85.857766 sec): 3 clusters Score: Raw -954063.103547 + Penalty 471.173000 = -953591.930547 nChanged 89 SP:Iteration 6Q (85.877703 sec): 3 clusters Score: Raw -954073.322082 + Penalty 469.918186 = -953603.403895 nChanged 45 SP:Iteration 7Q (85.897184 sec): 3 clusters Score: Raw -954079.513588 + Penalty 469.646693 = -953609.866895 nChanged 37 SP:Iteration 8Q (85.916288 sec): 3 clusters Score: Raw -954085.010221 + Penalty 469.465659 = -953615.544561 nChanged 42 SP:Iteration 9Q (85.935975 sec): 3 clusters Score: Raw -954089.699592 + Penalty 469.351443 = -953620.348149 nChanged 47 SP:Iteration 10F (85.955025 sec): 3 clusters Score: Raw -954094.524665 + Penalty 469.365224 = -953625.159441 nChanged 53 SP:Iteration 11Q (85.974634 sec): 3 clusters Score: Raw -954099.283680 + Penalty 469.314441 = -953629.969239 nChanged 51 SP:Iteration 12Q (85.994093 sec): 3 clusters Score: Raw -954104.605905 + Penalty 469.406542 = -953635.199362 nChanged 61 SP:Iteration 13Q (86.013130 sec): 3 clusters Score: Raw -954113.841220 + Penalty 469.702727 = -953644.138492 nChanged 93 SP:Iteration 14Q (86.033036 sec): 3 clusters Score: Raw -954130.292161 + Penalty 470.572541 = -953659.719620 nChanged 108 SP:Iteration 15Q (86.052477 sec): 3 clusters Score: Raw -954151.951140 + Penalty 470.352815 = -953681.598326 nChanged 104 SP:Iteration 16Q (86.071933 sec): 3 clusters Score: Raw -954168.680026 + Penalty 469.318763 = -953699.361263 nChanged 85 SP:Iteration 17Q (86.092912 sec): 3 clusters Score: Raw -954179.925456 + Penalty 467.741990 = -953712.183466 nChanged 79 SP:Iteration 18Q (86.114420 sec): 3 clusters Score: Raw -954188.909379 + Penalty 467.896759 = -953721.012620 nChanged 71 SP:Iteration 19Q (86.134209 sec): 3 clusters Score: Raw -954199.395638 + Penalty 466.924982 = -953732.470656 nChanged 102 SP:Iteration 20F (86.153531 sec): 3 clusters Score: Raw -954219.378491 + Penalty 465.168384 = -953754.210107 nChanged 152 SP:Iteration 21Q (86.173199 sec): 3 clusters Score: Raw -954271.816418 + Penalty 464.162135 = -953807.654283 nChanged 235 SP:Iteration 22Q (86.192868 sec): 3 clusters Score: Raw -954430.545287 + Penalty 470.780750 = -953959.764537 nChanged 404 SP:Iteration 23Q (86.212154 sec): 3 clusters Score: Raw -954856.475974 + Penalty 482.312869 = -954374.163105 nChanged 489 SP:Iteration 24Q (86.231233 sec): 3 clusters Score: Raw -955454.867159 + Penalty 496.479715 = -954958.387443 nChanged 323 SP:Iteration 25Q (86.248166 sec): 3 clusters Score: Raw -955778.372277 + Penalty 504.384267 = -955273.988010 nChanged 179 SP:Iteration 26Q (86.264133 sec): 3 clusters Score: Raw -955902.279156 + Penalty 516.764802 = -955385.514354 nChanged 133 SP:Iteration 27Q (86.279590 sec): 3 clusters Score: Raw -955977.818493 + Penalty 516.368727 = -955461.449766 nChanged 91 SP:Iteration 28Q (86.295573 sec): 3 clusters Score: Raw -956021.945244 + Penalty 520.694823 = -955501.250421 nChanged 64 SP:Iteration 29Q (86.311551 sec): 3 clusters Score: Raw -956046.950648 + Penalty 521.591747 = -955525.358901 nChanged 48 SP:Iteration 30F (86.331018 sec): 3 clusters Score: Raw -956066.623229 + Penalty 536.575568 = -955530.047661 nChanged 40 SP:Iteration 31Q (86.346381 sec): 3 clusters Score: Raw -956080.807128 + Penalty 542.178489 = -955538.628639 nChanged 28 SP:Iteration 32Q (86.361771 sec): 3 clusters Score: Raw -956090.078278 + Penalty 550.571905 = -955539.506373 nChanged 17 SP:Iteration 33Q (86.376740 sec): 3 clusters Score: Raw -956094.838159 + Penalty 557.974638 = -955536.863521 nChanged 15 SP:Iteration 34F (86.396138 sec): 3 clusters Score: Raw -956098.673195 + Penalty 561.229105 = -955537.444090 nChanged 12 SP:Iteration 35Q (86.411082 sec): 3 clusters Score: Raw -956101.482975 + Penalty 557.743353 = -955543.739621 nChanged 13 SP:Iteration 36Q (86.426300 sec): 3 clusters Score: Raw -956106.008726 + Penalty 557.488670 = -955548.520056 nChanged 13 SP:Iteration 37Q (86.441771 sec): 3 clusters Score: Raw -956109.712932 + Penalty 561.647014 = -955548.065918 nChanged 11 SP:Iteration 38F (86.461678 sec): 3 clusters Score: Raw -956112.897400 + Penalty 564.711282 = -955548.186118 nChanged 8 SP:Iteration 39Q (86.476689 sec): 3 clusters Score: Raw -956114.965074 + Penalty 566.575254 = -955548.389820 nChanged 12 SP:Iteration 40F (86.496165 sec): 3 clusters Score: Raw -956119.919336 + Penalty 571.102254 = -955548.817082 nChanged 8 SP:Iteration 41Q (86.511083 sec): 3 clusters Score: Raw -956122.940540 + Penalty 566.027921 = -955556.912619 nChanged 2 SP:Iteration 42Q (86.525992 sec): 3 clusters Score: Raw -956123.484381 + Penalty 566.027921 = -955557.456460 nChanged 0 SP:Iteration 43F (86.545410 sec): 3 clusters Score: Raw -956123.484381 + Penalty 566.027921 = -955557.456460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.553255 sec): 2 clusters Score: Raw -1233.686930 + Penalty 189.928612 = -1043.758317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.553526 sec): 3 clusters Score: Raw -1444.249745 + Penalty 501.027686 = -943.222058 nChanged 4 SP:Iteration 1F (86.553789 sec): 3 clusters Score: Raw -1530.772410 + Penalty 501.027686 = -1029.744724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.555894 sec): 2 clusters Score: Raw -46331.368553 + Penalty 561.645906 = -45769.722646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.556996 sec): 3 clusters Score: Raw -46126.316322 + Penalty 1139.783743 = -44986.532579 nChanged 143 SP:Iteration 1F (86.558082 sec): 3 clusters Score: Raw -46273.365485 + Penalty 1150.346667 = -45123.018818 nChanged 54 SP:Iteration 2F (86.559201 sec): 3 clusters Score: Raw -46343.290948 + Penalty 1153.995412 = -45189.295536 nChanged 29 SP:Iteration 3F (86.560288 sec): 3 clusters Score: Raw -46375.092183 + Penalty 1160.367360 = -45214.724822 nChanged 19 SP:Iteration 4Q (86.561338 sec): 3 clusters Score: Raw -46398.128691 + Penalty 1164.454313 = -45233.674378 nChanged 14 SP:Iteration 5Q (86.562387 sec): 3 clusters Score: Raw -46410.137967 + Penalty 1167.934959 = -45242.203007 nChanged 8 SP:Iteration 6Q (86.563412 sec): 3 clusters Score: Raw -46413.743634 + Penalty 1168.166698 = -45245.576936 nChanged 4 SP:Iteration 7Q (86.564453 sec): 3 clusters Score: Raw -46417.023917 + Penalty 1169.031986 = -45247.991931 nChanged 2 SP:Iteration 8Q (86.565485 sec): 3 clusters Score: Raw -46418.914770 + Penalty 1169.523306 = -45249.391463 nChanged 1 SP:Iteration 9Q (86.566516 sec): 3 clusters Score: Raw -46419.234286 + Penalty 1169.523306 = -45249.710980 nChanged 0 SP:Iteration 10F (86.567552 sec): 3 clusters Score: Raw -46419.234286 + Penalty 1169.523306 = -45249.710980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.568844 sec): 2 clusters Score: Raw -30221.341865 + Penalty 545.901562 = -29675.440303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.569607 sec): 3 clusters Score: Raw -30112.881721 + Penalty 1086.922454 = -29025.959267 nChanged 63 SP:Iteration 1F (86.570363 sec): 3 clusters Score: Raw -30183.535667 + Penalty 1082.172389 = -29101.363278 nChanged 26 SP:Iteration 2F (86.571113 sec): 3 clusters Score: Raw -30219.412238 + Penalty 1080.218093 = -29139.194145 nChanged 13 SP:Iteration 3Q (86.571857 sec): 3 clusters Score: Raw -30230.890835 + Penalty 1079.410919 = -29151.479916 nChanged 10 SP:Iteration 4Q (86.572597 sec): 3 clusters Score: Raw -30243.041093 + Penalty 1077.598217 = -29165.442876 nChanged 4 SP:Iteration 5Q (86.573335 sec): 3 clusters Score: Raw -30248.973850 + Penalty 1076.497752 = -29172.476097 nChanged 6 SP:Iteration 6Q (86.574071 sec): 3 clusters Score: Raw -30258.817092 + Penalty 1076.179606 = -29182.637487 nChanged 1 SP:Iteration 7Q (86.574829 sec): 3 clusters Score: Raw -30259.170518 + Penalty 1076.237674 = -29182.932844 nChanged 1 SP:Iteration 8Q (86.575575 sec): 3 clusters Score: Raw -30259.656547 + Penalty 1076.850715 = -29182.805832 nChanged 1 SP:Iteration 9F (86.576324 sec): 3 clusters Score: Raw -30259.961062 + Penalty 1076.850715 = -29183.110347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 32 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.577564 sec): 2 clusters Score: Raw -29604.805480 + Penalty 781.212568 = -28823.592912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.578308 sec): 3 clusters Score: Raw -29579.186966 + Penalty 1562.794912 = -28016.392055 nChanged 61 SP:Iteration 1F (86.579038 sec): 3 clusters Score: Raw -29679.758376 + Penalty 1562.811766 = -28116.946610 nChanged 16 SP:Iteration 2F (86.579767 sec): 3 clusters Score: Raw -29721.783757 + Penalty 1562.430789 = -28159.352968 nChanged 10 SP:Iteration 3Q (86.580472 sec): 3 clusters Score: Raw -29739.698282 + Penalty 1562.905989 = -28176.792293 nChanged 5 SP:Iteration 4Q (86.581170 sec): 3 clusters Score: Raw -29746.243111 + Penalty 1562.905989 = -28183.337122 nChanged 0 SP:Iteration 5F (86.581932 sec): 3 clusters Score: Raw -29746.243111 + Penalty 1562.905989 = -28183.337122 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 33 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.586178 sec): 2 clusters Score: Raw -109073.480877 + Penalty 484.289125 = -108589.191752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.588438 sec): 3 clusters Score: Raw -108452.738300 + Penalty 978.088502 = -107474.649798 nChanged 451 SP:Iteration 1F (86.590657 sec): 3 clusters Score: Raw -108802.211288 + Penalty 1004.092076 = -107798.119212 nChanged 167 SP:Iteration 2F (86.592987 sec): 3 clusters Score: Raw -109012.697646 + Penalty 1027.749368 = -107984.948279 nChanged 100 SP:Iteration 3F (86.595347 sec): 3 clusters Score: Raw -109108.075716 + Penalty 1038.339440 = -108069.736275 nChanged 46 SP:Iteration 4Q (86.597589 sec): 3 clusters Score: Raw -109135.150311 + Penalty 1044.775356 = -108090.374954 nChanged 22 SP:Iteration 5Q (86.599734 sec): 3 clusters Score: Raw -109144.817841 + Penalty 1047.745881 = -108097.071960 nChanged 8 SP:Iteration 6Q (86.601870 sec): 3 clusters Score: Raw -109148.202669 + Penalty 1050.313048 = -108097.889621 nChanged 7 SP:Iteration 7Q (86.603974 sec): 3 clusters Score: Raw -109151.342906 + Penalty 1053.505450 = -108097.837456 nChanged 7 SP:Iteration 8F (86.606129 sec): 3 clusters Score: Raw -109153.259783 + Penalty 1054.937374 = -108098.322409 nChanged 3 SP:Iteration 9Q (86.608224 sec): 3 clusters Score: Raw -109153.790193 + Penalty 1055.171359 = -108098.618834 nChanged 1 SP:Iteration 10F (86.610496 sec): 3 clusters Score: Raw -109154.352642 + Penalty 1055.171359 = -108099.181283 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 45 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.613779 sec): 2 clusters Score: Raw -94613.694625 + Penalty 430.350699 = -94183.343925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.615637 sec): 3 clusters Score: Raw -94081.439685 + Penalty 860.650046 = -93220.789639 nChanged 367 SP:Iteration 1F (86.617447 sec): 3 clusters Score: Raw -94287.727466 + Penalty 860.469364 = -93427.258102 nChanged 104 SP:Iteration 2F (86.619234 sec): 3 clusters Score: Raw -94353.702588 + Penalty 860.310015 = -93493.392573 nChanged 52 SP:Iteration 3F (86.621022 sec): 3 clusters Score: Raw -94388.848490 + Penalty 860.378105 = -93528.470385 nChanged 41 SP:Iteration 4Q (86.622877 sec): 3 clusters Score: Raw -94416.734928 + Penalty 860.533235 = -93556.201693 nChanged 38 SP:Iteration 5Q (86.624701 sec): 3 clusters Score: Raw -94448.013332 + Penalty 861.114415 = -93586.898917 nChanged 34 SP:Iteration 6Q (86.626664 sec): 3 clusters Score: Raw -94472.666489 + Penalty 860.927933 = -93611.738555 nChanged 25 SP:Iteration 7Q (86.628575 sec): 3 clusters Score: Raw -94485.785231 + Penalty 861.276641 = -93624.508590 nChanged 26 SP:Iteration 8Q (86.630485 sec): 3 clusters Score: Raw -94497.382142 + Penalty 861.871990 = -93635.510152 nChanged 17 SP:Iteration 9Q (86.632250 sec): 3 clusters Score: Raw -94503.324669 + Penalty 862.496965 = -93640.827705 nChanged 11 SP:Iteration 10F (86.634035 sec): 3 clusters Score: Raw -94506.305840 + Penalty 863.545438 = -93642.760402 nChanged 11 SP:Iteration 11Q (86.635813 sec): 3 clusters Score: Raw -94510.814052 + Penalty 864.608059 = -93646.205993 nChanged 13 SP:Iteration 12Q (86.637570 sec): 3 clusters Score: Raw -94515.107736 + Penalty 865.456633 = -93649.651102 nChanged 9 SP:Iteration 13Q (86.639390 sec): 3 clusters Score: Raw -94516.754953 + Penalty 866.273614 = -93650.481339 nChanged 9 SP:Iteration 14Q (86.641182 sec): 3 clusters Score: Raw -94517.799624 + Penalty 866.213280 = -93651.586344 nChanged 3 SP:Iteration 15Q (86.642972 sec): 3 clusters Score: Raw -94518.716614 + Penalty 866.246744 = -93652.469870 nChanged 2 SP:Iteration 16Q (86.644714 sec): 3 clusters Score: Raw -94518.827457 + Penalty 866.384448 = -93652.443009 nChanged 3 SP:Iteration 17F (86.646592 sec): 3 clusters Score: Raw -94519.691455 + Penalty 866.560010 = -93653.131445 nChanged 5 SP:Iteration 18Q (86.648471 sec): 3 clusters Score: Raw -94521.565794 + Penalty 867.188121 = -93654.377673 nChanged 6 SP:Iteration 19Q (86.650344 sec): 3 clusters Score: Raw -94522.840167 + Penalty 867.670433 = -93655.169734 nChanged 9 SP:Iteration 20F (86.652135 sec): 3 clusters Score: Raw -94525.365848 + Penalty 867.748842 = -93657.617006 nChanged 8 SP:Iteration 21Q (86.653869 sec): 3 clusters Score: Raw -94528.657311 + Penalty 869.985007 = -93658.672304 nChanged 14 SP:Iteration 22Q (86.655600 sec): 3 clusters Score: Raw -94535.309023 + Penalty 872.392879 = -93662.916144 nChanged 14 SP:Iteration 23Q (86.657322 sec): 3 clusters Score: Raw -94540.461614 + Penalty 875.694534 = -93664.767080 nChanged 13 SP:Iteration 24Q (86.659196 sec): 3 clusters Score: Raw -94544.269927 + Penalty 877.006936 = -93667.262992 nChanged 8 SP:Iteration 25Q (86.661055 sec): 3 clusters Score: Raw -94546.532464 + Penalty 877.886350 = -93668.646114 nChanged 12 SP:Iteration 26Q (86.662877 sec): 3 clusters Score: Raw -94550.436771 + Penalty 880.539948 = -93669.896823 nChanged 8 SP:Iteration 27Q (86.664622 sec): 3 clusters Score: Raw -94554.478475 + Penalty 882.335298 = -93672.143177 nChanged 9 SP:Iteration 28Q (86.666366 sec): 3 clusters Score: Raw -94558.125288 + Penalty 883.152761 = -93674.972527 nChanged 11 SP:Iteration 29Q (86.668080 sec): 3 clusters Score: Raw -94562.958793 + Penalty 886.290931 = -93676.667862 nChanged 11 SP:Iteration 30F (86.669896 sec): 3 clusters Score: Raw -94567.319671 + Penalty 891.714468 = -93675.605203 nChanged 11 SP:Iteration 31F (86.671691 sec): 3 clusters Score: Raw -94572.065866 + Penalty 896.536286 = -93675.529579 nChanged 9 SP:Iteration 32F (86.673478 sec): 3 clusters Score: Raw -94577.930474 + Penalty 900.770366 = -93677.160108 nChanged 9 SP:Iteration 33Q (86.675118 sec): 3 clusters Score: Raw -94581.445314 + Penalty 904.331276 = -93677.114038 nChanged 8 SP:Iteration 34F (86.676975 sec): 3 clusters Score: Raw -94584.444174 + Penalty 907.486811 = -93676.957363 nChanged 9 SP:Iteration 35F (86.678802 sec): 3 clusters Score: Raw -94588.531280 + Penalty 916.123639 = -93672.407641 nChanged 12 SP:Iteration 36F (86.680606 sec): 3 clusters Score: Raw -94594.652623 + Penalty 925.260254 = -93669.392369 nChanged 9 SP:Iteration 37F (86.682405 sec): 3 clusters Score: Raw -94597.608433 + Penalty 933.702955 = -93663.905479 nChanged 13 SP:Iteration 38F (86.684218 sec): 3 clusters Score: Raw -94603.799082 + Penalty 945.131957 = -93658.667124 nChanged 11 SP:Iteration 39F (86.686062 sec): 3 clusters Score: Raw -94610.482121 + Penalty 955.327625 = -93655.154496 nChanged 10 SP:Iteration 40F (86.687892 sec): 3 clusters Score: Raw -94617.592726 + Penalty 970.844983 = -93646.747743 nChanged 13 SP:Iteration 41F (86.689731 sec): 3 clusters Score: Raw -94626.213045 + Penalty 990.120089 = -93636.092956 nChanged 10 SP:Iteration 42F (86.691691 sec): 3 clusters Score: Raw -94631.447523 + Penalty 1000.084199 = -93631.363324 nChanged 5 SP:Iteration 43F (86.693623 sec): 3 clusters Score: Raw -94633.306641 + Penalty 1003.392903 = -93629.913738 nChanged 4 SP:Iteration 44F (86.695480 sec): 3 clusters Score: Raw -94636.803741 + Penalty 1019.195333 = -93617.608408 nChanged 9 SP:Iteration 45F (86.697262 sec): 3 clusters Score: Raw -94644.703365 + Penalty 1021.454925 = -93623.248440 nChanged 5 SP:Iteration 46Q (86.698824 sec): 3 clusters Score: Raw -94647.461110 + Penalty 1031.027806 = -93616.433303 nChanged 3 SP:Iteration 47F (86.700644 sec): 3 clusters Score: Raw -94647.760926 + Penalty 1039.719364 = -93608.041562 nChanged 6 SP:Iteration 48F (86.702439 sec): 3 clusters Score: Raw -94653.743515 + Penalty 1055.445356 = -93598.298159 nChanged 7 SP:Iteration 49F (86.704223 sec): 3 clusters Score: Raw -94657.319807 + Penalty 1058.542843 = -93598.776964 nChanged 2 SP:Iteration 50F (86.706005 sec): 3 clusters Score: Raw -94657.230430 + Penalty 1060.793260 = -93596.437170 nChanged 1 SP:Iteration 51F (86.707851 sec): 3 clusters Score: Raw -94658.526594 + Penalty 1069.141966 = -93589.384628 nChanged 3 SP:Iteration 52F (86.709801 sec): 3 clusters Score: Raw -94663.069834 + Penalty 1071.826320 = -93591.243514 nChanged 1 SP:Iteration 53Q (86.711481 sec): 3 clusters Score: Raw -94665.041192 + Penalty 1071.826320 = -93593.214872 nChanged 0 SP:Iteration 54F (86.713380 sec): 3 clusters Score: Raw -94665.041192 + Penalty 1071.826320 = -93593.214872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.715125 sec): 2 clusters Score: Raw -35048.012717 + Penalty 481.628661 = -34566.384056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.715994 sec): 3 clusters Score: Raw -34910.822226 + Penalty 964.213347 = -33946.608879 nChanged 107 SP:Iteration 1F (86.716844 sec): 3 clusters Score: Raw -35002.990667 + Penalty 964.136634 = -34038.854033 nChanged 20 SP:Iteration 2F (86.717694 sec): 3 clusters Score: Raw -35018.561298 + Penalty 965.208833 = -34053.352466 nChanged 18 SP:Iteration 3Q (86.718536 sec): 3 clusters Score: Raw -35037.839694 + Penalty 966.190631 = -34071.649063 nChanged 17 SP:Iteration 4Q (86.719374 sec): 3 clusters Score: Raw -35052.244919 + Penalty 966.592865 = -34085.652053 nChanged 11 SP:Iteration 5Q (86.720217 sec): 3 clusters Score: Raw -35064.107621 + Penalty 967.953515 = -34096.154106 nChanged 6 SP:Iteration 6Q (86.721048 sec): 3 clusters Score: Raw -35069.712881 + Penalty 966.670970 = -34103.041911 nChanged 4 SP:Iteration 7Q (86.721876 sec): 3 clusters Score: Raw -35071.654824 + Penalty 968.444582 = -34103.210242 nChanged 5 SP:Iteration 8Q (86.722702 sec): 3 clusters Score: Raw -35074.072601 + Penalty 973.577985 = -34100.494615 nChanged 8 SP:Iteration 9F (86.723597 sec): 3 clusters Score: Raw -35078.157892 + Penalty 977.045172 = -34101.112720 nChanged 10 SP:Iteration 10F (86.724504 sec): 3 clusters Score: Raw -35084.393063 + Penalty 980.919606 = -34103.473457 nChanged 9 SP:Iteration 11Q (86.725349 sec): 3 clusters Score: Raw -35090.782413 + Penalty 986.431060 = -34104.351353 nChanged 9 SP:Iteration 12Q (86.726227 sec): 3 clusters Score: Raw -35100.961692 + Penalty 994.855414 = -34106.106278 nChanged 6 SP:Iteration 13Q (86.727085 sec): 3 clusters Score: Raw -35107.715061 + Penalty 1004.485580 = -34103.229481 nChanged 4 SP:Iteration 14F (86.727968 sec): 3 clusters Score: Raw -35111.546400 + Penalty 1012.611652 = -34098.934748 nChanged 4 SP:Iteration 15F (86.728850 sec): 3 clusters Score: Raw -35115.927885 + Penalty 1015.324509 = -34100.603376 nChanged 3 SP:Iteration 16Q (86.729701 sec): 3 clusters Score: Raw -35118.301156 + Penalty 1020.044265 = -34098.256891 nChanged 2 SP:Iteration 17F (86.730585 sec): 3 clusters Score: Raw -35121.597415 + Penalty 1027.197903 = -34094.399512 nChanged 2 SP:Iteration 18F (86.731434 sec): 3 clusters Score: Raw -35127.675139 + Penalty 1033.264683 = -34094.410456 nChanged 2 SP:Iteration 19Q (86.732246 sec): 3 clusters Score: Raw -35134.743797 + Penalty 1033.264683 = -34101.479115 nChanged 0 SP:Iteration 20F (86.733092 sec): 3 clusters Score: Raw -35134.743797 + Penalty 1033.264683 = -34101.479115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.734945 sec): 2 clusters Score: Raw -49493.052384 + Penalty 879.497161 = -48613.555223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.736016 sec): 3 clusters Score: Raw -49335.355906 + Penalty 1759.914888 = -47575.441018 nChanged 124 SP:Iteration 1F (86.737070 sec): 3 clusters Score: Raw -49463.057191 + Penalty 1762.622976 = -47700.434215 nChanged 49 SP:Iteration 2F (86.738126 sec): 3 clusters Score: Raw -49529.481731 + Penalty 1765.318889 = -47764.162842 nChanged 28 SP:Iteration 3F (86.739177 sec): 3 clusters Score: Raw -49577.689270 + Penalty 1766.625071 = -47811.064199 nChanged 23 SP:Iteration 4Q (86.740242 sec): 3 clusters Score: Raw -49609.682658 + Penalty 1766.761509 = -47842.921150 nChanged 12 SP:Iteration 5Q (86.741272 sec): 3 clusters Score: Raw -49628.443738 + Penalty 1766.919957 = -47861.523781 nChanged 7 SP:Iteration 6Q (86.742308 sec): 3 clusters Score: Raw -49643.475897 + Penalty 1767.386320 = -47876.089578 nChanged 5 SP:Iteration 7Q (86.743320 sec): 3 clusters Score: Raw -49656.983387 + Penalty 1767.425251 = -47889.558136 nChanged 5 SP:Iteration 8Q (86.744326 sec): 3 clusters Score: Raw -49666.858661 + Penalty 1768.691035 = -47898.167626 nChanged 3 SP:Iteration 9Q (86.745327 sec): 3 clusters Score: Raw -49669.742219 + Penalty 1769.237353 = -47900.504866 nChanged 4 SP:Iteration 10F (86.746418 sec): 3 clusters Score: Raw -49675.342005 + Penalty 1769.662948 = -47905.679057 nChanged 2 SP:Iteration 11Q (86.747457 sec): 3 clusters Score: Raw -49679.121695 + Penalty 1769.868314 = -47909.253381 nChanged 3 SP:Iteration 12Q (86.748498 sec): 3 clusters Score: Raw -49682.738464 + Penalty 1770.397934 = -47912.340529 nChanged 4 SP:Iteration 13Q (86.749535 sec): 3 clusters Score: Raw -49688.705151 + Penalty 1770.565539 = -47918.139612 nChanged 2 SP:Iteration 14Q (86.750566 sec): 3 clusters Score: Raw -49690.385904 + Penalty 1770.784972 = -47919.600932 nChanged 2 SP:Iteration 15Q (86.751548 sec): 3 clusters Score: Raw -49693.556274 + Penalty 1770.814864 = -47922.741410 nChanged 1 SP:Iteration 16Q (86.752530 sec): 3 clusters Score: Raw -49693.937822 + Penalty 1770.814864 = -47923.122958 nChanged 0 SP:Iteration 17F (86.753579 sec): 3 clusters Score: Raw -49693.937822 + Penalty 1770.814864 = -47923.122958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.754251 sec): 2 clusters Score: Raw -4375.876307 + Penalty 206.068792 = -4169.807515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.754594 sec): 3 clusters Score: Raw -4478.510870 + Penalty 421.523193 = -4056.987676 nChanged 9 SP:Iteration 1F (86.754933 sec): 3 clusters Score: Raw -4508.321441 + Penalty 419.406201 = -4088.915239 nChanged 1 SP:Iteration 2Q (86.755253 sec): 3 clusters Score: Raw -4510.069489 + Penalty 419.406201 = -4090.663288 nChanged 0 SP:Iteration 3F (86.755589 sec): 3 clusters Score: Raw -4510.069489 + Penalty 419.406201 = -4090.663288 nChanged 0 Time taken for this iteration:85.936473 seconds. 300->26 Clusters: Score -2706454.737718, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 207 (time per iteration =419.302048 ms) Total iterations: 3022 (time per iteration =28.721219 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6157304375.000000 (time per metric unit =14.096351ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 153932609375.000000 (time per metric unit=563.854042ps) That took 86.795524 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 7 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22195 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 22195 points ------ Starting initial clusters from distinct float masks Not enough masks (202) to generate starting clusters (300), so starting with (203) clusters instead. Assigned 203 initial classes from 202 unique masks. Deleting Class 183 (2 points): Lose 3.341063 but Gain 1602.174979 Iteration 0F (2.724227 sec): 202 clusters Score: Raw -2102390.215717 + Penalty 177521.725280 = -1924868.490438 nChanged 6537 Deleting Class 184 (2 points): Lose 24.475970 but Gain 1578.885215 Iteration 1F (4.527430 sec): 175 clusters Score: Raw -2121412.211761 + Penalty 165835.784592 = -1955576.427169 nChanged 2370 Deleting Class 137 (3 points): Lose 30.371101 but Gain 1574.080911 Iteration 2F (6.237463 sec): 167 clusters Score: Raw -2128458.664350 + Penalty 162086.530115 = -1966372.134235 nChanged 1528 Deleting Class 195 (1 points): Lose 15.226168 but Gain 1541.504989 Iteration 3F (7.928260 sec): 165 clusters Score: Raw -2130805.620747 + Penalty 158587.629364 = -1972217.991382 nChanged 1079 Deleting Class 145 (3 points): Lose 70.206154 but Gain 1573.803720 Iteration 4Q (8.124315 sec): 162 clusters Score: Raw -2132063.857518 + Penalty 157229.283698 = -1974834.573820 nChanged 694 Deleting Class 149 (5 points): Lose 73.054656 but Gain 1572.321015 Iteration 5Q (8.284257 sec): 161 clusters Score: Raw -2132800.090586 + Penalty 155791.830774 = -1977008.259812 nChanged 455 Deleting Class 103 (3 points): Lose 14.198802 but Gain 1493.181222 Iteration 6Q (8.423497 sec): 160 clusters Score: Raw -2133173.176221 + Penalty 154640.778829 = -1978532.397393 nChanged 382 Deleting Class 136 (1 points): Lose 13.909939 but Gain 1486.951062 Iteration 7Q (8.555334 sec): 159 clusters Score: Raw -2133420.254091 + Penalty 152711.960030 = -1980708.294061 nChanged 281 Deleting Class 82 (3 points): Lose 31.886979 but Gain 1501.764820 Iteration 8Q (8.679383 sec): 157 clusters Score: Raw -2133568.995764 + Penalty 151582.923023 = -1981986.072741 nChanged 212 Deleting Class 128 (2 points): Lose 7.563998 but Gain 1468.535649 Iteration 9Q (8.795110 sec): 156 clusters Score: Raw -2133727.440689 + Penalty 149580.755060 = -1984146.685629 nChanged 189 Deleting Class 188 (1 points): Lose 6.698262 but Gain 1456.869962 Iteration 10F (10.366468 sec): 154 clusters Score: Raw -2133863.333787 + Penalty 148157.836292 = -1985705.497496 nChanged 172 Deleting Class 173 (1 points): Lose 5.730311 but Gain 1453.637323 Iteration 11Q (10.481859 sec): 153 clusters Score: Raw -2133976.870788 + Penalty 146758.827661 = -1987218.043127 nChanged 160 Deleting Class 169 (2 points): Lose 22.117215 but Gain 1469.550575 Iteration 12Q (10.594103 sec): 152 clusters Score: Raw -2134125.412540 + Penalty 145396.749001 = -1988728.663540 nChanged 141 Deleting Class 107 (6 points): Lose 105.353681 but Gain 1545.840705 Iteration 13Q (10.704694 sec): 151 clusters Score: Raw -2134111.249918 + Penalty 144218.605430 = -1989892.644488 nChanged 131 Deleting Class 175 (3 points): Lose 59.421507 but Gain 1498.332306 Iteration 14Q (10.813137 sec): 150 clusters Score: Raw -2134176.540728 + Penalty 142778.956637 = -1991397.584091 nChanged 139 Deleting Class 199 (2 points): Lose 34.635504 but Gain 1459.499459 Iteration 15Q (10.921496 sec): 149 clusters Score: Raw -2134235.714919 + Penalty 141424.710073 = -1992811.004846 nChanged 147 Deleting Class 160 (4 points): Lose 21.356238 but Gain 1421.012897 Iteration 16Q (11.030673 sec): 148 clusters Score: Raw -2134304.937725 + Penalty 140049.646294 = -1994255.291431 nChanged 132 Deleting Class 133 (4 points): Lose 55.417266 but Gain 1454.938614 Iteration 17Q (11.138274 sec): 147 clusters Score: Raw -2134312.077126 + Penalty 138653.948461 = -1995658.128666 nChanged 114 Deleting Class 168 (3 points): Lose 37.763416 but Gain 1425.804573 Iteration 18Q (11.245112 sec): 146 clusters Score: Raw -2134352.722807 + Penalty 137530.544105 = -1996822.178701 nChanged 105 Deleting Class 171 (2 points): Lose 24.497256 but Gain 1405.976804 Iteration 19Q (11.349568 sec): 145 clusters Score: Raw -2134413.776060 + Penalty 136232.439491 = -1998181.336569 nChanged 110 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -2134413.776060 + Penalty 136232.439491 = -1998181.336569Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 1 (5635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.456213 sec): 2 clusters Score: Raw -562994.612029 + Penalty 384.396962 = -562610.215067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.466848 sec): 3 clusters Score: Raw -559291.158300 + Penalty 768.450666 = -558522.707634 nChanged 2616 SP:Iteration 1F (11.477019 sec): 3 clusters Score: Raw -560928.355537 + Penalty 769.045315 = -560159.310222 nChanged 730 SP:Iteration 2F (11.487228 sec): 3 clusters Score: Raw -561465.379166 + Penalty 768.725768 = -560696.653398 nChanged 405 SP:Iteration 3F (11.497535 sec): 3 clusters Score: Raw -561831.079849 + Penalty 767.596613 = -561063.483236 nChanged 291 SP:Iteration 4F (11.507963 sec): 3 clusters Score: Raw -562078.006924 + Penalty 765.284838 = -561312.722086 nChanged 262 SP:Iteration 5Q (11.518361 sec): 3 clusters Score: Raw -562251.551574 + Penalty 762.402058 = -561489.149515 nChanged 198 SP:Iteration 6Q (11.528897 sec): 3 clusters Score: Raw -562364.485942 + Penalty 759.169328 = -561605.316614 nChanged 153 SP:Iteration 7Q (11.539015 sec): 3 clusters Score: Raw -562440.527408 + Penalty 754.972882 = -561685.554526 nChanged 140 SP:Iteration 8Q (11.548826 sec): 3 clusters Score: Raw -562515.198742 + Penalty 751.036904 = -561764.161838 nChanged 130 SP:Iteration 9Q (11.558645 sec): 3 clusters Score: Raw -562579.120353 + Penalty 747.166233 = -561831.954120 nChanged 111 SP:Iteration 10F (11.569053 sec): 3 clusters Score: Raw -562635.753121 + Penalty 743.324951 = -561892.428171 nChanged 104 SP:Iteration 11Q (11.579058 sec): 3 clusters Score: Raw -562679.826588 + Penalty 740.127236 = -561939.699352 nChanged 87 SP:Iteration 12Q (11.588638 sec): 3 clusters Score: Raw -562709.318017 + Penalty 736.655298 = -561972.662719 nChanged 77 SP:Iteration 13Q (11.598786 sec): 3 clusters Score: Raw -562729.266710 + Penalty 734.132427 = -561995.134283 nChanged 53 SP:Iteration 14Q (11.608233 sec): 3 clusters Score: Raw -562742.973243 + Penalty 731.416014 = -562011.557229 nChanged 53 SP:Iteration 15Q (11.617840 sec): 3 clusters Score: Raw -562757.697854 + Penalty 728.515645 = -562029.182209 nChanged 53 SP:Iteration 16Q (11.627917 sec): 3 clusters Score: Raw -562770.050882 + Penalty 726.308695 = -562043.742187 nChanged 42 SP:Iteration 17Q (11.637391 sec): 3 clusters Score: Raw -562776.704713 + Penalty 724.432252 = -562052.272461 nChanged 33 SP:Iteration 18Q (11.646794 sec): 3 clusters Score: Raw -562780.453462 + Penalty 723.121044 = -562057.332417 nChanged 25 SP:Iteration 19Q (11.656202 sec): 3 clusters Score: Raw -562782.690887 + Penalty 721.802989 = -562060.887898 nChanged 18 SP:Iteration 20F (11.667076 sec): 3 clusters Score: Raw -562785.027023 + Penalty 719.727779 = -562065.299245 nChanged 25 SP:Iteration 21Q (11.677021 sec): 3 clusters Score: Raw -562788.596516 + Penalty 718.387637 = -562070.208879 nChanged 20 SP:Iteration 22Q (11.686759 sec): 3 clusters Score: Raw -562790.743527 + Penalty 716.534105 = -562074.209423 nChanged 24 SP:Iteration 23Q (11.696736 sec): 3 clusters Score: Raw -562793.080852 + Penalty 714.344088 = -562078.736764 nChanged 26 SP:Iteration 24Q (11.706215 sec): 3 clusters Score: Raw -562796.449727 + Penalty 712.221887 = -562084.227840 nChanged 28 SP:Iteration 25Q (11.716000 sec): 3 clusters Score: Raw -562800.814994 + Penalty 710.528789 = -562090.286206 nChanged 26 SP:Iteration 26Q (11.725902 sec): 3 clusters Score: Raw -562805.013421 + Penalty 708.128503 = -562096.884918 nChanged 25 SP:Iteration 27Q (11.735447 sec): 3 clusters Score: Raw -562810.148588 + Penalty 704.880168 = -562105.268419 nChanged 29 SP:Iteration 28Q (11.745444 sec): 3 clusters Score: Raw -562817.188657 + Penalty 701.565527 = -562115.623130 nChanged 34 SP:Iteration 29Q (11.754935 sec): 3 clusters Score: Raw -562826.099528 + Penalty 697.825903 = -562128.273626 nChanged 39 SP:Iteration 30F (11.765547 sec): 3 clusters Score: Raw -562835.452870 + Penalty 694.908445 = -562140.544425 nChanged 32 SP:Iteration 31Q (11.775049 sec): 3 clusters Score: Raw -562841.149149 + Penalty 691.916277 = -562149.232872 nChanged 28 SP:Iteration 32Q (11.784348 sec): 3 clusters Score: Raw -562845.520182 + Penalty 688.974741 = -562156.545442 nChanged 33 SP:Iteration 33Q (11.794053 sec): 3 clusters Score: Raw -562851.211136 + Penalty 685.676378 = -562165.534759 nChanged 34 SP:Iteration 34Q (11.803281 sec): 3 clusters Score: Raw -562857.235243 + Penalty 682.583864 = -562174.651379 nChanged 26 SP:Iteration 35Q (11.812477 sec): 3 clusters Score: Raw -562862.830622 + Penalty 678.843167 = -562183.987455 nChanged 44 SP:Iteration 36Q (11.821971 sec): 3 clusters Score: Raw -562872.932925 + Penalty 675.021073 = -562197.911852 nChanged 43 SP:Iteration 37Q (11.831618 sec): 3 clusters Score: Raw -562883.719968 + Penalty 670.191211 = -562213.528757 nChanged 55 SP:Iteration 38Q (11.840922 sec): 3 clusters Score: Raw -562899.068422 + Penalty 665.668971 = -562233.399451 nChanged 52 SP:Iteration 39Q (11.850084 sec): 3 clusters Score: Raw -562911.193456 + Penalty 662.469622 = -562248.723834 nChanged 37 SP:Iteration 40F (11.860411 sec): 3 clusters Score: Raw -562919.415710 + Penalty 658.510665 = -562260.905044 nChanged 41 SP:Iteration 41Q (11.869469 sec): 3 clusters Score: Raw -562927.957668 + Penalty 655.150951 = -562272.806717 nChanged 35 SP:Iteration 42Q (11.878545 sec): 3 clusters Score: Raw -562935.083767 + Penalty 652.308485 = -562282.775282 nChanged 33 SP:Iteration 43Q (11.887613 sec): 3 clusters Score: Raw -562943.015047 + Penalty 649.731865 = -562293.283182 nChanged 34 SP:Iteration 44Q (11.897033 sec): 3 clusters Score: Raw -562949.487933 + Penalty 646.973892 = -562302.514041 nChanged 29 SP:Iteration 45Q (11.905988 sec): 3 clusters Score: Raw -562954.168260 + Penalty 645.411199 = -562308.757061 nChanged 30 SP:Iteration 46Q (11.915248 sec): 3 clusters Score: Raw -562958.208508 + Penalty 643.435045 = -562314.773462 nChanged 25 SP:Iteration 47Q (11.924321 sec): 3 clusters Score: Raw -562961.747154 + Penalty 642.104365 = -562319.642789 nChanged 27 SP:Iteration 48Q (11.933511 sec): 3 clusters Score: Raw -562966.644967 + Penalty 638.267508 = -562328.377459 nChanged 37 SP:Iteration 49Q (11.943027 sec): 3 clusters Score: Raw -562975.194058 + Penalty 633.491883 = -562341.702176 nChanged 35 SP:Iteration 50F (11.953535 sec): 3 clusters Score: Raw -562981.614932 + Penalty 631.355283 = -562350.259649 nChanged 23 SP:Iteration 51Q (11.962722 sec): 3 clusters Score: Raw -562986.603892 + Penalty 629.459526 = -562357.144366 nChanged 17 SP:Iteration 52Q (11.971436 sec): 3 clusters Score: Raw -562989.041390 + Penalty 627.529811 = -562361.511579 nChanged 20 SP:Iteration 53Q (11.980291 sec): 3 clusters Score: Raw -562991.735926 + Penalty 624.886328 = -562366.849598 nChanged 20 SP:Iteration 54Q (11.988990 sec): 3 clusters Score: Raw -562995.041686 + Penalty 622.941055 = -562372.100631 nChanged 21 SP:Iteration 55Q (11.998103 sec): 3 clusters Score: Raw -562998.423166 + Penalty 620.983261 = -562377.439905 nChanged 21 SP:Iteration 56Q (12.006852 sec): 3 clusters Score: Raw -563001.034319 + Penalty 618.693783 = -562382.340536 nChanged 9 SP:Iteration 57Q (12.015732 sec): 3 clusters Score: Raw -563002.213954 + Penalty 617.788305 = -562384.425649 nChanged 8 SP:Iteration 58Q (12.024609 sec): 3 clusters Score: Raw -563004.129422 + Penalty 615.610063 = -562388.519359 nChanged 10 SP:Iteration 59Q (12.033845 sec): 3 clusters Score: Raw -563005.489505 + Penalty 615.610930 = -562389.878576 nChanged 11 SP:Iteration 60F (12.044154 sec): 3 clusters Score: Raw -563006.528989 + Penalty 614.358740 = -562392.170249 nChanged 11 SP:Iteration 61Q (12.052668 sec): 3 clusters Score: Raw -563007.324412 + Penalty 613.797284 = -562393.527127 nChanged 9 SP:Iteration 62Q (12.061541 sec): 3 clusters Score: Raw -563008.028836 + Penalty 613.512469 = -562394.516367 nChanged 6 SP:Iteration 63Q (12.070109 sec): 3 clusters Score: Raw -563008.252382 + Penalty 613.408073 = -562394.844309 nChanged 5 SP:Iteration 64Q (12.078710 sec): 3 clusters Score: Raw -563008.509899 + Penalty 612.466687 = -562396.043212 nChanged 4 SP:Iteration 65Q (12.087325 sec): 3 clusters Score: Raw -563008.795101 + Penalty 612.147763 = -562396.647338 nChanged 3 SP:Iteration 66Q (12.096324 sec): 3 clusters Score: Raw -563009.164170 + Penalty 609.856911 = -562399.307259 nChanged 6 SP:Iteration 67Q (12.104896 sec): 3 clusters Score: Raw -563009.751718 + Penalty 608.841614 = -562400.910104 nChanged 6 SP:Iteration 68Q (12.113475 sec): 3 clusters Score: Raw -563010.147665 + Penalty 607.005466 = -562403.142199 nChanged 7 SP:Iteration 69Q (12.122023 sec): 3 clusters Score: Raw -563010.919016 + Penalty 605.566716 = -562405.352300 nChanged 11 SP:Iteration 70F (12.132797 sec): 3 clusters Score: Raw -563012.003733 + Penalty 602.422295 = -562409.581438 nChanged 8 SP:Iteration 71Q (12.141556 sec): 3 clusters Score: Raw -563012.921158 + Penalty 601.059706 = -562411.861452 nChanged 10 SP:Iteration 72Q (12.150083 sec): 3 clusters Score: Raw -563014.180305 + Penalty 598.420872 = -562415.759433 nChanged 11 SP:Iteration 73Q (12.158627 sec): 3 clusters Score: Raw -563015.741610 + Penalty 596.464189 = -562419.277421 nChanged 10 SP:Iteration 74Q (12.167414 sec): 3 clusters Score: Raw -563016.750353 + Penalty 596.830715 = -562419.919638 nChanged 8 SP:Iteration 75Q (12.175966 sec): 3 clusters Score: Raw -563017.470062 + Penalty 595.972133 = -562421.497929 nChanged 9 SP:Iteration 76Q (12.184535 sec): 3 clusters Score: Raw -563018.581509 + Penalty 595.680316 = -562422.901194 nChanged 8 SP:Iteration 77Q (12.193485 sec): 3 clusters Score: Raw -563019.263803 + Penalty 594.083566 = -562425.180237 nChanged 7 SP:Iteration 78Q (12.202051 sec): 3 clusters Score: Raw -563019.838448 + Penalty 593.664442 = -562426.174006 nChanged 5 SP:Iteration 79Q (12.210715 sec): 3 clusters Score: Raw -563020.285777 + Penalty 592.130841 = -562428.154937 nChanged 4 SP:Iteration 80F (12.220839 sec): 3 clusters Score: Raw -563020.556783 + Penalty 592.381691 = -562428.175092 nChanged 4 SP:Iteration 81Q (12.229840 sec): 3 clusters Score: Raw -563020.747377 + Penalty 591.800430 = -562428.946947 nChanged 3 SP:Iteration 82Q (12.238811 sec): 3 clusters Score: Raw -563020.990484 + Penalty 591.243196 = -562429.747288 nChanged 3 SP:Iteration 83Q (12.247362 sec): 3 clusters Score: Raw -563021.269019 + Penalty 590.951798 = -562430.317221 nChanged 2 SP:Iteration 84Q (12.255728 sec): 3 clusters Score: Raw -563021.377087 + Penalty 591.181498 = -562430.195589 nChanged 2 SP:Iteration 85F (12.265984 sec): 3 clusters Score: Raw -563021.464576 + Penalty 590.793926 = -562430.670650 nChanged 4 SP:Iteration 86Q (12.274452 sec): 3 clusters Score: Raw -563021.956688 + Penalty 588.427778 = -562433.528910 nChanged 6 SP:Iteration 87Q (12.282907 sec): 3 clusters Score: Raw -563023.735448 + Penalty 585.149930 = -562438.585518 nChanged 13 SP:Iteration 88Q (12.291465 sec): 3 clusters Score: Raw -563028.092801 + Penalty 584.547494 = -562443.545307 nChanged 12 SP:Iteration 89Q (12.300215 sec): 3 clusters Score: Raw -563031.344639 + Penalty 583.416091 = -562447.928548 nChanged 12 SP:Iteration 90F (12.310463 sec): 3 clusters Score: Raw -563033.233011 + Penalty 582.910576 = -562450.322435 nChanged 12 SP:Iteration 91Q (12.318779 sec): 3 clusters Score: Raw -563035.037611 + Penalty 580.853422 = -562454.184189 nChanged 8 SP:Iteration 92Q (12.327303 sec): 3 clusters Score: Raw -563036.377260 + Penalty 578.072751 = -562458.304509 nChanged 13 SP:Iteration 93Q (12.335866 sec): 3 clusters Score: Raw -563039.071868 + Penalty 573.664397 = -562465.407471 nChanged 15 SP:Iteration 94Q (12.344466 sec): 3 clusters Score: Raw -563041.683060 + Penalty 570.409221 = -562471.273838 nChanged 13 SP:Iteration 95Q (12.352881 sec): 3 clusters Score: Raw -563045.103180 + Penalty 567.632537 = -562477.470642 nChanged 6 SP:Iteration 96Q (12.361333 sec): 3 clusters Score: Raw -563046.073460 + Penalty 566.738124 = -562479.335335 nChanged 5 SP:Iteration 97Q (12.369708 sec): 3 clusters Score: Raw -563046.561141 + Penalty 566.304335 = -562480.256806 nChanged 7 SP:Iteration 98Q (12.378132 sec): 3 clusters Score: Raw -563047.598097 + Penalty 566.513625 = -562481.084472 nChanged 7 SP:Iteration 99Q (12.386422 sec): 3 clusters Score: Raw -563048.367614 + Penalty 567.068835 = -562481.298779 nChanged 8 SP:Iteration 100F (12.397007 sec): 3 clusters Score: Raw -563049.502224 + Penalty 566.675081 = -562482.827143 nChanged 11 SP:Iteration 101Q (12.405266 sec): 3 clusters Score: Raw -563051.133819 + Penalty 565.858985 = -562485.274834 nChanged 6 SP:Iteration 102Q (12.413848 sec): 3 clusters Score: Raw -563053.179307 + Penalty 565.530920 = -562487.648388 nChanged 7 SP:Iteration 103Q (12.422087 sec): 3 clusters Score: Raw -563056.742784 + Penalty 566.069715 = -562490.673069 nChanged 9 SP:Iteration 104Q (12.430710 sec): 3 clusters Score: Raw -563058.508485 + Penalty 564.689288 = -562493.819197 nChanged 3 SP:Iteration 105Q (12.439017 sec): 3 clusters Score: Raw -563058.767202 + Penalty 564.689288 = -562494.077914 nChanged 0 SP:Iteration 106F (12.449534 sec): 3 clusters Score: Raw -563058.767202 + Penalty 564.689288 = -562494.077914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.452936 sec): 2 clusters Score: Raw -6111.513294 + Penalty 239.574273 = -5871.939021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.453267 sec): 3 clusters Score: Raw -6089.750004 + Penalty 471.851738 = -5617.898265 nChanged 11 SP:Iteration 1F (12.453584 sec): 3 clusters Score: Raw -6098.764779 + Penalty 471.625982 = -5627.138796 nChanged 4 SP:Iteration 2F (12.453900 sec): 3 clusters Score: Raw -6105.837184 + Penalty 480.761375 = -5625.075809 nChanged 6 SP:Iteration 3F (12.454214 sec): 3 clusters Score: Raw -6116.448323 + Penalty 489.692828 = -5626.755495 nChanged 4 SP:Iteration 4F (12.454536 sec): 3 clusters Score: Raw -6123.237209 + Penalty 494.793962 = -5628.443247 nChanged 1 SP:Iteration 5Q (12.454848 sec): 3 clusters Score: Raw -6124.512226 + Penalty 494.793962 = -5629.718264 nChanged 0 SP:Iteration 6F (12.455161 sec): 3 clusters Score: Raw -6124.512226 + Penalty 494.793962 = -5629.718264 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 3 (6417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.485302 sec): 2 clusters Score: Raw -617382.254165 + Penalty 217.009979 = -617165.244186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.497854 sec): 3 clusters Score: Raw -613084.587969 + Penalty 431.431437 = -612653.156532 nChanged 2979 SP:Iteration 1F (12.509891 sec): 3 clusters Score: Raw -614562.190964 + Penalty 421.500848 = -614140.690115 nChanged 1308 SP:Iteration 2F (12.521529 sec): 3 clusters Score: Raw -616132.902175 + Penalty 477.666786 = -615655.235390 nChanged 886 SP:Iteration 3F (12.533572 sec): 3 clusters Score: Raw -617198.872823 + Penalty 517.201899 = -616681.670924 nChanged 145 SP:Iteration 4Q (12.545475 sec): 3 clusters Score: Raw -617344.109827 + Penalty 534.860080 = -616809.249747 nChanged 31 SP:Iteration 5Q (12.555508 sec): 3 clusters Score: Raw -617379.780652 + Penalty 533.095133 = -616846.685519 nChanged 9 SP:Iteration 6Q (12.565369 sec): 3 clusters Score: Raw -617409.261242 + Penalty 530.821930 = -616878.439312 nChanged 9 SP:Iteration 7Q (12.574428 sec): 3 clusters Score: Raw -617419.082771 + Penalty 527.952974 = -616891.129796 nChanged 11 SP:Iteration 8Q (12.583525 sec): 3 clusters Score: Raw -617430.744248 + Penalty 522.457245 = -616908.287003 nChanged 8 SP:Iteration 9Q (12.592689 sec): 3 clusters Score: Raw -617438.989141 + Penalty 516.989219 = -616921.999922 nChanged 6 SP:Iteration 10F (12.605506 sec): 3 clusters Score: Raw -617441.780194 + Penalty 515.372420 = -616926.407774 nChanged 5 SP:Iteration 11Q (12.614722 sec): 3 clusters Score: Raw -617446.531162 + Penalty 515.008850 = -616931.522312 nChanged 3 SP:Iteration 12Q (12.623727 sec): 3 clusters Score: Raw -617447.184278 + Penalty 515.008850 = -616932.175428 nChanged 0 SP:Iteration 13F (12.635659 sec): 3 clusters Score: Raw -617447.184278 + Penalty 515.008850 = -616932.175428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.639926 sec): 2 clusters Score: Raw -6010.727367 + Penalty 74.133310 = -5936.594057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.640274 sec): 3 clusters Score: Raw -6033.989339 + Penalty 253.096865 = -5780.892474 nChanged 24 SP:Iteration 1F (12.640602 sec): 3 clusters Score: Raw -6084.850965 + Penalty 259.790428 = -5825.060538 nChanged 1 SP:Iteration 2Q (12.640907 sec): 3 clusters Score: Raw -6091.572112 + Penalty 259.790428 = -5831.781685 nChanged 0 SP:Iteration 3F (12.641232 sec): 3 clusters Score: Raw -6091.572112 + Penalty 259.790428 = -5831.781685 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.653554 sec): 2 clusters Score: Raw -255427.701398 + Penalty 278.249582 = -255149.451817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.658468 sec): 3 clusters Score: Raw -253765.599697 + Penalty 569.076259 = -253196.523438 nChanged 1161 SP:Iteration 1F (12.663509 sec): 3 clusters Score: Raw -254850.374347 + Penalty 582.422495 = -254267.951853 nChanged 278 SP:Iteration 2F (12.668160 sec): 3 clusters Score: Raw -255073.309537 + Penalty 585.979677 = -254487.329861 nChanged 131 SP:Iteration 3F (12.672827 sec): 3 clusters Score: Raw -255147.747191 + Penalty 587.118619 = -254560.628572 nChanged 64 SP:Iteration 4Q (12.677492 sec): 3 clusters Score: Raw -255164.601893 + Penalty 588.691100 = -254575.910793 nChanged 42 SP:Iteration 5Q (12.682038 sec): 3 clusters Score: Raw -255172.718809 + Penalty 591.566935 = -254581.151874 nChanged 37 SP:Iteration 6Q (12.686416 sec): 3 clusters Score: Raw -255181.561884 + Penalty 594.335145 = -254587.226740 nChanged 38 SP:Iteration 7Q (12.690809 sec): 3 clusters Score: Raw -255192.552053 + Penalty 599.103485 = -254593.448567 nChanged 44 SP:Iteration 8Q (12.695337 sec): 3 clusters Score: Raw -255206.778992 + Penalty 602.769492 = -254604.009499 nChanged 36 SP:Iteration 9Q (12.699687 sec): 3 clusters Score: Raw -255219.720681 + Penalty 609.989999 = -254609.730683 nChanged 46 SP:Iteration 10F (12.704466 sec): 3 clusters Score: Raw -255238.256960 + Penalty 616.317840 = -254621.939120 nChanged 45 SP:Iteration 11Q (12.708834 sec): 3 clusters Score: Raw -255255.079875 + Penalty 620.969253 = -254634.110623 nChanged 38 SP:Iteration 12Q (12.713323 sec): 3 clusters Score: Raw -255270.291634 + Penalty 628.828565 = -254641.463069 nChanged 36 SP:Iteration 13Q (12.717544 sec): 3 clusters Score: Raw -255286.196493 + Penalty 631.360267 = -254654.836227 nChanged 36 SP:Iteration 14Q (12.721736 sec): 3 clusters Score: Raw -255302.425630 + Penalty 636.318276 = -254666.107354 nChanged 34 SP:Iteration 15Q (12.725998 sec): 3 clusters Score: Raw -255316.991459 + Penalty 640.669018 = -254676.322440 nChanged 32 SP:Iteration 16Q (12.730345 sec): 3 clusters Score: Raw -255331.260201 + Penalty 643.881092 = -254687.379109 nChanged 26 SP:Iteration 17Q (12.734505 sec): 3 clusters Score: Raw -255340.227137 + Penalty 645.520218 = -254694.706919 nChanged 19 SP:Iteration 18Q (12.738828 sec): 3 clusters Score: Raw -255347.273256 + Penalty 644.984724 = -254702.288533 nChanged 18 SP:Iteration 19Q (12.743336 sec): 3 clusters Score: Raw -255353.190589 + Penalty 645.312205 = -254707.878384 nChanged 20 SP:Iteration 20F (12.748390 sec): 3 clusters Score: Raw -255359.560914 + Penalty 644.739054 = -254714.821860 nChanged 14 SP:Iteration 21Q (12.752721 sec): 3 clusters Score: Raw -255363.733063 + Penalty 645.167250 = -254718.565812 nChanged 17 SP:Iteration 22Q (12.756932 sec): 3 clusters Score: Raw -255366.526049 + Penalty 644.591064 = -254721.934985 nChanged 5 SP:Iteration 23Q (12.761259 sec): 3 clusters Score: Raw -255367.130070 + Penalty 644.885001 = -254722.245069 nChanged 8 SP:Iteration 24Q (12.765515 sec): 3 clusters Score: Raw -255369.238065 + Penalty 645.844147 = -254723.393918 nChanged 12 SP:Iteration 25Q (12.769600 sec): 3 clusters Score: Raw -255370.863726 + Penalty 647.001225 = -254723.862501 nChanged 9 SP:Iteration 26Q (12.774023 sec): 3 clusters Score: Raw -255372.007161 + Penalty 647.991962 = -254724.015199 nChanged 7 SP:Iteration 27Q (12.778085 sec): 3 clusters Score: Raw -255372.667136 + Penalty 648.303528 = -254724.363608 nChanged 1 SP:Iteration 28Q (12.782154 sec): 3 clusters Score: Raw -255372.775499 + Penalty 648.796612 = -254723.978887 nChanged 3 SP:Iteration 29F (12.786759 sec): 3 clusters Score: Raw -255372.979978 + Penalty 649.125137 = -254723.854841 nChanged 2 SP:Iteration 30F (12.791367 sec): 3 clusters Score: Raw -255373.060102 + Penalty 649.174684 = -254723.885419 nChanged 3 SP:Iteration 31Q (12.795837 sec): 3 clusters Score: Raw -255373.263641 + Penalty 649.028722 = -254724.234919 nChanged 2 SP:Iteration 32Q (12.799889 sec): 3 clusters Score: Raw -255373.419189 + Penalty 649.087320 = -254724.331869 nChanged 2 SP:Iteration 33Q (12.804080 sec): 3 clusters Score: Raw -255373.538327 + Penalty 649.332773 = -254724.205554 nChanged 1 SP:Iteration 34F (12.808870 sec): 3 clusters Score: Raw -255373.554250 + Penalty 649.992083 = -254723.562166 nChanged 1 SP:Iteration 35F (12.813494 sec): 3 clusters Score: Raw -255373.598087 + Penalty 650.470971 = -254723.127116 nChanged 1 SP:Iteration 36F (12.818104 sec): 3 clusters Score: Raw -255373.625102 + Penalty 650.664734 = -254722.960368 nChanged 1 SP:Iteration 37F (12.822711 sec): 3 clusters Score: Raw -255373.672634 + Penalty 650.664734 = -254723.007900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.827736 sec): 2 clusters Score: Raw -27570.219381 + Penalty 765.205351 = -26805.014030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.828433 sec): 3 clusters Score: Raw -27576.530212 + Penalty 1526.510880 = -26050.019332 nChanged 44 SP:Iteration 1F (12.829125 sec): 3 clusters Score: Raw -27655.568729 + Penalty 1523.767413 = -26131.801315 nChanged 14 SP:Iteration 2F (12.829817 sec): 3 clusters Score: Raw -27685.628714 + Penalty 1520.654872 = -26164.973842 nChanged 15 SP:Iteration 3F (12.830507 sec): 3 clusters Score: Raw -27713.964324 + Penalty 1519.236589 = -26194.727735 nChanged 11 SP:Iteration 4Q (12.831202 sec): 3 clusters Score: Raw -27783.119411 + Penalty 1512.925473 = -26270.193937 nChanged 12 SP:Iteration 5Q (12.831863 sec): 3 clusters Score: Raw -27834.651892 + Penalty 1512.058165 = -26322.593727 nChanged 7 SP:Iteration 6Q (12.832512 sec): 3 clusters Score: Raw -27844.139042 + Penalty 1511.048340 = -26333.090701 nChanged 2 SP:Iteration 7Q (12.833156 sec): 3 clusters Score: Raw -27846.558370 + Penalty 1510.205627 = -26336.352743 nChanged 1 SP:Iteration 8Q (12.833800 sec): 3 clusters Score: Raw -27847.810352 + Penalty 1510.839017 = -26336.971334 nChanged 1 SP:Iteration 9Q (12.834443 sec): 3 clusters Score: Raw -27849.513351 + Penalty 1510.839017 = -26338.674334 nChanged 0 SP:Iteration 10F (12.835134 sec): 3 clusters Score: Raw -27849.513351 + Penalty 1510.839017 = -26338.674334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.835874 sec): 2 clusters Score: Raw -11159.324307 + Penalty 699.087486 = -10460.236820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.836284 sec): 3 clusters Score: Raw -11250.960693 + Penalty 1402.581314 = -9848.379378 nChanged 9 SP:Iteration 1F (12.836688 sec): 3 clusters Score: Raw -11287.794308 + Penalty 1402.398658 = -9885.395650 nChanged 2 SP:Iteration 2Q (12.837064 sec): 3 clusters Score: Raw -11292.026453 + Penalty 1402.398658 = -9889.627795 nChanged 0 SP:Iteration 3F (12.837466 sec): 3 clusters Score: Raw -11292.026453 + Penalty 1402.398658 = -9889.627795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.838549 sec): 2 clusters Score: Raw -22763.857149 + Penalty 128.180993 = -22635.676155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.839198 sec): 3 clusters Score: Raw -22646.508941 + Penalty 259.340464 = -22387.168476 nChanged 90 SP:Iteration 1F (12.839834 sec): 3 clusters Score: Raw -22782.401214 + Penalty 255.538963 = -22526.862251 nChanged 35 SP:Iteration 2F (12.840467 sec): 3 clusters Score: Raw -22880.342182 + Penalty 253.986140 = -22626.356042 nChanged 18 SP:Iteration 3F (12.841099 sec): 3 clusters Score: Raw -22904.162285 + Penalty 252.605669 = -22651.556616 nChanged 8 SP:Iteration 4Q (12.841697 sec): 3 clusters Score: Raw -22918.026405 + Penalty 247.204354 = -22670.822051 nChanged 5 SP:Iteration 5Q (12.842291 sec): 3 clusters Score: Raw -22935.283544 + Penalty 240.962939 = -22694.320605 nChanged 6 SP:Iteration 6Q (12.842861 sec): 3 clusters Score: Raw -22965.717053 + Penalty 239.805158 = -22725.911895 nChanged 3 SP:Iteration 7Q (12.843392 sec): 3 clusters Score: Raw -22986.664453 + Penalty 238.719710 = -22747.944743 nChanged 2 SP:Iteration 8Q (12.843919 sec): 3 clusters Score: Raw -22997.859452 + Penalty 238.719710 = -22759.139742 nChanged 0 SP:Iteration 9F (12.844549 sec): 3 clusters Score: Raw -22997.859452 + Penalty 238.719710 = -22759.139742 nChanged 0 Score: Raw -2148839.546782 + Penalty 136434.591357 = -2012404.955425 Splitting cluster 8 changes total score from -1998181.336569 to -2012404.955425 So it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.311569 sec): 2 clusters Score: Raw -3904.711523 + Penalty 347.460494 = -3557.251029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.311858 sec): 3 clusters Score: Raw -3942.241290 + Penalty 695.756697 = -3246.484593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.318211 sec): 2 clusters Score: Raw -176639.386181 + Penalty 200.218560 = -176439.167621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.321583 sec): 3 clusters Score: Raw -175546.544755 + Penalty 403.662185 = -175142.882571 nChanged 780 SP:Iteration 1F (14.324845 sec): 3 clusters Score: Raw -176061.204894 + Penalty 410.229190 = -175650.975704 nChanged 200 SP:Iteration 2F (14.328092 sec): 3 clusters Score: Raw -176207.129311 + Penalty 423.534878 = -175783.594433 nChanged 147 SP:Iteration 3F (14.331600 sec): 3 clusters Score: Raw -176346.814861 + Penalty 444.759687 = -175902.055173 nChanged 131 SP:Iteration 4F (14.335036 sec): 3 clusters Score: Raw -176508.331020 + Penalty 464.097744 = -176044.233276 nChanged 101 SP:Iteration 5F (14.338286 sec): 3 clusters Score: Raw -176623.089470 + Penalty 475.826920 = -176147.262551 nChanged 58 SP:Iteration 6Q (14.341339 sec): 3 clusters Score: Raw -176674.864719 + Penalty 477.893453 = -176196.971266 nChanged 28 SP:Iteration 7Q (14.344283 sec): 3 clusters Score: Raw -176689.409907 + Penalty 480.857614 = -176208.552292 nChanged 12 SP:Iteration 8Q (14.347203 sec): 3 clusters Score: Raw -176696.466628 + Penalty 483.071230 = -176213.395398 nChanged 8 SP:Iteration 9Q (14.350095 sec): 3 clusters Score: Raw -176700.419732 + Penalty 483.934625 = -176216.485107 nChanged 6 SP:Iteration 10F (14.353371 sec): 3 clusters Score: Raw -176702.782517 + Penalty 484.394260 = -176218.388257 nChanged 8 SP:Iteration 11Q (14.356212 sec): 3 clusters Score: Raw -176704.312429 + Penalty 485.538139 = -176218.774290 nChanged 5 SP:Iteration 12Q (14.359010 sec): 3 clusters Score: Raw -176705.451590 + Penalty 488.128459 = -176217.323130 nChanged 6 SP:Iteration 13F (14.362378 sec): 3 clusters Score: Raw -176706.325266 + Penalty 489.279468 = -176217.045799 nChanged 2 SP:Iteration 14F (14.365907 sec): 3 clusters Score: Raw -176706.664570 + Penalty 489.557815 = -176217.106755 nChanged 2 SP:Iteration 15Q (14.368692 sec): 3 clusters Score: Raw -176707.046457 + Penalty 491.193319 = -176215.853138 nChanged 3 SP:Iteration 16F (14.371931 sec): 3 clusters Score: Raw -176707.610846 + Penalty 492.363978 = -176215.246868 nChanged 4 SP:Iteration 17F (14.375172 sec): 3 clusters Score: Raw -176708.103710 + Penalty 492.363978 = -176215.739732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.377450 sec): 2 clusters Score: Raw -20062.488449 + Penalty 403.292856 = -19659.195593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.377996 sec): 3 clusters Score: Raw -19980.658625 + Penalty 805.418556 = -19175.240069 nChanged 43 SP:Iteration 1F (14.378551 sec): 3 clusters Score: Raw -20022.559522 + Penalty 805.132407 = -19217.427115 nChanged 5 SP:Iteration 2Q (14.379109 sec): 3 clusters Score: Raw -20031.490243 + Penalty 805.195853 = -19226.294390 nChanged 7 SP:Iteration 3Q (14.379660 sec): 3 clusters Score: Raw -20037.559549 + Penalty 804.998501 = -19232.561049 nChanged 5 SP:Iteration 4Q (14.380205 sec): 3 clusters Score: Raw -20041.610810 + Penalty 804.891897 = -19236.718913 nChanged 2 SP:Iteration 5Q (14.380726 sec): 3 clusters Score: Raw -20043.232139 + Penalty 805.014062 = -19238.218077 nChanged 2 SP:Iteration 6Q (14.381256 sec): 3 clusters Score: Raw -20044.839612 + Penalty 805.412086 = -19239.427526 nChanged 2 SP:Iteration 7Q (14.381784 sec): 3 clusters Score: Raw -20046.492204 + Penalty 805.777556 = -19240.714647 nChanged 2 SP:Iteration 8Q (14.382316 sec): 3 clusters Score: Raw -20047.432586 + Penalty 805.777556 = -19241.655029 nChanged 0 SP:Iteration 9F (14.382844 sec): 3 clusters Score: Raw -20047.432586 + Penalty 805.777556 = -19241.655029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.387303 sec): 2 clusters Score: Raw -82119.702716 + Penalty 105.297258 = -82014.405458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.388984 sec): 3 clusters Score: Raw -81610.828937 + Penalty 218.952237 = -81391.876700 nChanged 370 SP:Iteration 1F (14.390661 sec): 3 clusters Score: Raw -81907.974669 + Penalty 222.574907 = -81685.399762 nChanged 77 SP:Iteration 2F (14.392306 sec): 3 clusters Score: Raw -81986.436860 + Penalty 222.745212 = -81763.691649 nChanged 37 SP:Iteration 3Q (14.393905 sec): 3 clusters Score: Raw -82007.211924 + Penalty 222.881849 = -81784.330075 nChanged 24 SP:Iteration 4Q (14.395531 sec): 3 clusters Score: Raw -82019.816299 + Penalty 223.635403 = -81796.180897 nChanged 15 SP:Iteration 5Q (14.397243 sec): 3 clusters Score: Raw -82025.187020 + Penalty 223.423070 = -81801.763950 nChanged 11 SP:Iteration 6Q (14.398927 sec): 3 clusters Score: Raw -82028.183476 + Penalty 224.340046 = -81803.843430 nChanged 14 SP:Iteration 7Q (14.400560 sec): 3 clusters Score: Raw -82038.282902 + Penalty 226.005321 = -81812.277581 nChanged 19 SP:Iteration 8Q (14.402149 sec): 3 clusters Score: Raw -82049.911310 + Penalty 226.564832 = -81823.346479 nChanged 12 SP:Iteration 9Q (14.403723 sec): 3 clusters Score: Raw -82055.500959 + Penalty 227.335590 = -81828.165369 nChanged 13 SP:Iteration 10F (14.405409 sec): 3 clusters Score: Raw -82058.866218 + Penalty 229.100171 = -81829.766047 nChanged 11 SP:Iteration 11Q (14.406977 sec): 3 clusters Score: Raw -82062.081903 + Penalty 230.537677 = -81831.544226 nChanged 16 SP:Iteration 12Q (14.408524 sec): 3 clusters Score: Raw -82068.046628 + Penalty 232.346152 = -81835.700476 nChanged 11 SP:Iteration 13Q (14.410066 sec): 3 clusters Score: Raw -82073.010645 + Penalty 233.776143 = -81839.234502 nChanged 10 SP:Iteration 14Q (14.411715 sec): 3 clusters Score: Raw -82078.146528 + Penalty 234.663628 = -81843.482900 nChanged 15 SP:Iteration 15Q (14.413350 sec): 3 clusters Score: Raw -82085.556297 + Penalty 237.511259 = -81848.045037 nChanged 17 SP:Iteration 16Q (14.414887 sec): 3 clusters Score: Raw -82094.902483 + Penalty 241.060929 = -81853.841554 nChanged 12 SP:Iteration 17Q (14.416359 sec): 3 clusters Score: Raw -82099.262497 + Penalty 245.079594 = -81854.182903 nChanged 12 SP:Iteration 18Q (14.417823 sec): 3 clusters Score: Raw -82105.660848 + Penalty 247.718259 = -81857.942589 nChanged 11 SP:Iteration 19Q (14.419312 sec): 3 clusters Score: Raw -82111.807373 + Penalty 249.831340 = -81861.976033 nChanged 7 SP:Iteration 20F (14.420978 sec): 3 clusters Score: Raw -82114.877364 + Penalty 252.062175 = -81862.815188 nChanged 6 SP:Iteration 21Q (14.422428 sec): 3 clusters Score: Raw -82116.779321 + Penalty 252.717706 = -81864.061614 nChanged 5 SP:Iteration 22Q (14.423843 sec): 3 clusters Score: Raw -82118.089150 + Penalty 252.319032 = -81865.770118 nChanged 2 SP:Iteration 23Q (14.425289 sec): 3 clusters Score: Raw -82118.347326 + Penalty 253.181644 = -81865.165682 nChanged 1 SP:Iteration 24F (14.426952 sec): 3 clusters Score: Raw -82118.827649 + Penalty 254.130585 = -81864.697064 nChanged 1 SP:Iteration 25F (14.428659 sec): 3 clusters Score: Raw -82119.164633 + Penalty 252.926511 = -81866.238122 nChanged 2 SP:Iteration 26Q (14.430105 sec): 3 clusters Score: Raw -82120.093883 + Penalty 254.304807 = -81865.789076 nChanged 2 SP:Iteration 27F (14.431880 sec): 3 clusters Score: Raw -82120.554415 + Penalty 255.135220 = -81865.419195 nChanged 1 SP:Iteration 28F (14.433680 sec): 3 clusters Score: Raw -82120.843832 + Penalty 255.131295 = -81865.712538 nChanged 1 SP:Iteration 29Q (14.435110 sec): 3 clusters Score: Raw -82120.892816 + Penalty 256.314199 = -81864.578617 nChanged 1 SP:Iteration 30F (14.436754 sec): 3 clusters Score: Raw -82121.076789 + Penalty 256.314199 = -81864.762590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.439918 sec): 2 clusters Score: Raw -2085.471915 + Penalty 316.960178 = -1768.511736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.440176 sec): 3 clusters Score: Raw -2099.161868 + Penalty 637.127564 = -1462.034304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.440701 sec): 2 clusters Score: Raw -1219.005298 + Penalty 176.636136 = -1042.369161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.440934 sec): 3 clusters Score: Raw -1221.509321 + Penalty 382.515245 = -838.994076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.442948 sec): 2 clusters Score: Raw -37224.859987 + Penalty 667.154229 = -36557.705759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.443780 sec): 3 clusters Score: Raw -37120.193111 + Penalty 1335.469358 = -35784.723753 nChanged 97 SP:Iteration 1F (14.444602 sec): 3 clusters Score: Raw -37212.648231 + Penalty 1336.529247 = -35876.118983 nChanged 26 SP:Iteration 2F (14.445430 sec): 3 clusters Score: Raw -37243.913875 + Penalty 1337.766864 = -35906.147011 nChanged 16 SP:Iteration 3Q (14.446227 sec): 3 clusters Score: Raw -37266.519220 + Penalty 1337.845801 = -35928.673419 nChanged 9 SP:Iteration 4Q (14.447020 sec): 3 clusters Score: Raw -37280.882029 + Penalty 1340.939194 = -35939.942835 nChanged 11 SP:Iteration 5Q (14.447812 sec): 3 clusters Score: Raw -37291.745812 + Penalty 1341.650654 = -35950.095157 nChanged 5 SP:Iteration 6Q (14.448604 sec): 3 clusters Score: Raw -37296.429483 + Penalty 1343.572046 = -35952.857438 nChanged 4 SP:Iteration 7Q (14.449394 sec): 3 clusters Score: Raw -37300.237463 + Penalty 1344.605236 = -35955.632227 nChanged 5 SP:Iteration 8Q (14.450185 sec): 3 clusters Score: Raw -37305.074195 + Penalty 1346.600615 = -35958.473579 nChanged 3 SP:Iteration 9Q (14.450977 sec): 3 clusters Score: Raw -37308.373464 + Penalty 1349.758045 = -35958.615419 nChanged 5 SP:Iteration 10F (14.451786 sec): 3 clusters Score: Raw -37313.109971 + Penalty 1351.618673 = -35961.491299 nChanged 4 SP:Iteration 11Q (14.452578 sec): 3 clusters Score: Raw -37317.416746 + Penalty 1354.906840 = -35962.509906 nChanged 4 SP:Iteration 12Q (14.453365 sec): 3 clusters Score: Raw -37321.886736 + Penalty 1356.965818 = -35964.920918 nChanged 7 SP:Iteration 13Q (14.454159 sec): 3 clusters Score: Raw -37329.166050 + Penalty 1354.502309 = -35974.663741 nChanged 6 SP:Iteration 14Q (14.454950 sec): 3 clusters Score: Raw -37333.100818 + Penalty 1357.453901 = -35975.646917 nChanged 6 SP:Iteration 15Q (14.455738 sec): 3 clusters Score: Raw -37337.644012 + Penalty 1359.014562 = -35978.629449 nChanged 1 SP:Iteration 16Q (14.456520 sec): 3 clusters Score: Raw -37338.278503 + Penalty 1359.030446 = -35979.248057 nChanged 1 SP:Iteration 17Q (14.457302 sec): 3 clusters Score: Raw -37339.510590 + Penalty 1359.791537 = -35979.719053 nChanged 1 SP:Iteration 18Q (14.458082 sec): 3 clusters Score: Raw -37339.623565 + Penalty 1359.304531 = -35980.319034 nChanged 2 SP:Iteration 19Q (14.458862 sec): 3 clusters Score: Raw -37342.157063 + Penalty 1361.534762 = -35980.622302 nChanged 1 SP:Iteration 20F (14.459671 sec): 3 clusters Score: Raw -37362.523077 + Penalty 1364.174369 = -35998.348708 nChanged 5 SP:Iteration 21Q (14.460451 sec): 3 clusters Score: Raw -37367.462242 + Penalty 1370.337014 = -35997.125227 nChanged 3 SP:Iteration 22F (14.461259 sec): 3 clusters Score: Raw -37372.191686 + Penalty 1370.337014 = -36001.854672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.464051 sec): 2 clusters Score: Raw -76736.236168 + Penalty 170.953937 = -76565.282231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.465702 sec): 3 clusters Score: Raw -76292.808499 + Penalty 352.615084 = -75940.193416 nChanged 329 SP:Iteration 1F (14.467313 sec): 3 clusters Score: Raw -76553.875808 + Penalty 357.514675 = -76196.361133 nChanged 91 SP:Iteration 2F (14.468827 sec): 3 clusters Score: Raw -76623.243770 + Penalty 356.803583 = -76266.440187 nChanged 58 SP:Iteration 3F (14.470370 sec): 3 clusters Score: Raw -76668.357850 + Penalty 360.628546 = -76307.729304 nChanged 29 SP:Iteration 4Q (14.471860 sec): 3 clusters Score: Raw -76691.259352 + Penalty 363.666524 = -76327.592828 nChanged 31 SP:Iteration 5Q (14.473368 sec): 3 clusters Score: Raw -76711.894046 + Penalty 366.949026 = -76344.945020 nChanged 20 SP:Iteration 6Q (14.474839 sec): 3 clusters Score: Raw -76731.488917 + Penalty 375.513174 = -76355.975743 nChanged 14 SP:Iteration 7Q (14.476264 sec): 3 clusters Score: Raw -76743.724489 + Penalty 385.545092 = -76358.179397 nChanged 13 SP:Iteration 8Q (14.477649 sec): 3 clusters Score: Raw -76757.132417 + Penalty 395.585990 = -76361.546428 nChanged 9 SP:Iteration 9Q (14.479022 sec): 3 clusters Score: Raw -76765.244832 + Penalty 400.032498 = -76365.212334 nChanged 6 SP:Iteration 10F (14.480530 sec): 3 clusters Score: Raw -76768.346164 + Penalty 401.233606 = -76367.112558 nChanged 1 SP:Iteration 11Q (14.481915 sec): 3 clusters Score: Raw -76768.309861 + Penalty 401.233606 = -76367.076255 nChanged 0 SP:Iteration 12F (14.483482 sec): 3 clusters Score: Raw -76768.309861 + Penalty 401.233606 = -76367.076255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.484124 sec): 2 clusters Score: Raw -6573.077898 + Penalty 591.934622 = -5981.143276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.484452 sec): 3 clusters Score: Raw -6666.518349 + Penalty 1184.381560 = -5482.136790 nChanged 1 SP:Iteration 1Q (14.484759 sec): 3 clusters Score: Raw -6674.035752 + Penalty 1184.381560 = -5489.654193 nChanged 0 SP:Iteration 2F (14.485080 sec): 3 clusters Score: Raw -6674.035752 + Penalty 1184.381560 = -5489.654193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.485567 sec): 2 clusters Score: Raw -536.091818 + Penalty 179.160848 = -356.930970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.485790 sec): 3 clusters Score: Raw -531.747371 + Penalty 365.592198 = -166.155173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.486255 sec): 2 clusters Score: Raw -443.649485 + Penalty 184.069366 = -259.580119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.486473 sec): 3 clusters Score: Raw -431.726440 + Penalty 369.652195 = -62.074245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.487209 sec): 2 clusters Score: Raw -9786.272794 + Penalty 269.790196 = -9516.482598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.487612 sec): 3 clusters Score: Raw -9772.095208 + Penalty 549.437796 = -9222.657413 nChanged 17 SP:Iteration 1F (14.488008 sec): 3 clusters Score: Raw -9799.643291 + Penalty 554.983073 = -9244.660219 nChanged 4 SP:Iteration 2Q (14.488392 sec): 3 clusters Score: Raw -9810.387964 + Penalty 550.183971 = -9260.203993 nChanged 3 SP:Iteration 3Q (14.488770 sec): 3 clusters Score: Raw -9813.413567 + Penalty 548.817074 = -9264.596493 nChanged 1 SP:Iteration 4Q (14.489148 sec): 3 clusters Score: Raw -9815.361680 + Penalty 548.817074 = -9266.544606 nChanged 0 SP:Iteration 5F (14.489540 sec): 3 clusters Score: Raw -9815.361680 + Penalty 548.817074 = -9266.544606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.490061 sec): 2 clusters Score: Raw -2758.234810 + Penalty 511.854850 = -2246.379960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.490320 sec): 3 clusters Score: Raw -2878.174644 + Penalty 1025.731101 = -1852.443543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.492831 sec): 2 clusters Score: Raw -42344.434933 + Penalty 532.486658 = -41811.948274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.493763 sec): 3 clusters Score: Raw -42193.880814 + Penalty 1061.350982 = -41132.529832 nChanged 121 SP:Iteration 1F (14.494777 sec): 3 clusters Score: Raw -42296.241250 + Penalty 1062.758193 = -41233.483057 nChanged 36 SP:Iteration 2F (14.495746 sec): 3 clusters Score: Raw -42351.006698 + Penalty 1065.336461 = -41285.670238 nChanged 27 SP:Iteration 3F (14.496717 sec): 3 clusters Score: Raw -42397.496101 + Penalty 1067.297341 = -41330.198760 nChanged 26 SP:Iteration 4F (14.497680 sec): 3 clusters Score: Raw -42425.106244 + Penalty 1068.185607 = -41356.920637 nChanged 14 SP:Iteration 5Q (14.498619 sec): 3 clusters Score: Raw -42437.624477 + Penalty 1068.458313 = -41369.166164 nChanged 10 SP:Iteration 6Q (14.499554 sec): 3 clusters Score: Raw -42444.214902 + Penalty 1069.359549 = -41374.855353 nChanged 9 SP:Iteration 7Q (14.500451 sec): 3 clusters Score: Raw -42454.192419 + Penalty 1071.118593 = -41383.073826 nChanged 10 SP:Iteration 8Q (14.501348 sec): 3 clusters Score: Raw -42465.428818 + Penalty 1070.860533 = -41394.568285 nChanged 6 SP:Iteration 9Q (14.502248 sec): 3 clusters Score: Raw -42469.295518 + Penalty 1071.919988 = -41397.375530 nChanged 3 SP:Iteration 10F (14.503173 sec): 3 clusters Score: Raw -42470.932918 + Penalty 1072.453855 = -41398.479064 nChanged 6 SP:Iteration 11Q (14.504073 sec): 3 clusters Score: Raw -42474.653200 + Penalty 1073.714906 = -41400.938294 nChanged 3 SP:Iteration 12Q (14.505015 sec): 3 clusters Score: Raw -42477.423565 + Penalty 1073.689684 = -41403.733880 nChanged 7 SP:Iteration 13Q (14.505957 sec): 3 clusters Score: Raw -42484.521144 + Penalty 1074.375653 = -41410.145491 nChanged 7 SP:Iteration 14Q (14.506891 sec): 3 clusters Score: Raw -42489.191404 + Penalty 1075.728903 = -41413.462500 nChanged 5 SP:Iteration 15Q (14.507831 sec): 3 clusters Score: Raw -42492.639860 + Penalty 1078.467239 = -41414.172620 nChanged 6 SP:Iteration 16Q (14.508727 sec): 3 clusters Score: Raw -42499.120694 + Penalty 1077.760676 = -41421.360018 nChanged 6 SP:Iteration 17Q (14.509622 sec): 3 clusters Score: Raw -42504.370934 + Penalty 1076.998566 = -41427.372368 nChanged 3 SP:Iteration 18Q (14.510514 sec): 3 clusters Score: Raw -42508.070861 + Penalty 1077.866400 = -41430.204461 nChanged 1 SP:Iteration 19Q (14.511404 sec): 3 clusters Score: Raw -42508.353592 + Penalty 1077.866400 = -41430.487192 nChanged 0 SP:Iteration 20F (14.512362 sec): 3 clusters Score: Raw -42508.353592 + Penalty 1077.866400 = -41430.487192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.512933 sec): 2 clusters Score: Raw -726.853683 + Penalty 154.836304 = -572.017379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.513161 sec): 3 clusters Score: Raw -730.737661 + Penalty 308.835269 = -421.902392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.513652 sec): 2 clusters Score: Raw -1231.021494 + Penalty 76.693309 = -1154.328185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.513883 sec): 3 clusters Score: Raw -1264.409853 + Penalty 159.578172 = -1104.831681 nChanged 1 SP:Iteration 1F (14.514114 sec): 3 clusters Score: Raw -1268.833162 + Penalty 159.578172 = -1109.254991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.514965 sec): 2 clusters Score: Raw -15975.073428 + Penalty 403.680715 = -15571.392712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.515478 sec): 3 clusters Score: Raw -15926.575779 + Penalty 798.504516 = -15128.071263 nChanged 30 SP:Iteration 1F (14.515955 sec): 3 clusters Score: Raw -15971.075685 + Penalty 796.529912 = -15174.545774 nChanged 9 SP:Iteration 2F (14.516430 sec): 3 clusters Score: Raw -15984.141070 + Penalty 795.338950 = -15188.802121 nChanged 4 SP:Iteration 3Q (14.516899 sec): 3 clusters Score: Raw -15989.783907 + Penalty 796.073962 = -15193.709945 nChanged 1 SP:Iteration 4Q (14.517364 sec): 3 clusters Score: Raw -15990.566058 + Penalty 796.073962 = -15194.492095 nChanged 0 SP:Iteration 5F (14.517837 sec): 3 clusters Score: Raw -15990.566058 + Penalty 796.073962 = -15194.492095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.518393 sec): 2 clusters Score: Raw -3734.508450 + Penalty 251.288782 = -3483.219667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.518667 sec): 3 clusters Score: Raw -3731.098752 + Penalty 521.318220 = -3209.780533 nChanged 4 SP:Iteration 1F (14.518939 sec): 3 clusters Score: Raw -3737.773514 + Penalty 527.352770 = -3210.420743 nChanged 1 SP:Iteration 2Q (14.519207 sec): 3 clusters Score: Raw -3739.272582 + Penalty 543.497078 = -3195.775504 nChanged 2 SP:Iteration 3F (14.519484 sec): 3 clusters Score: Raw -3743.668159 + Penalty 552.615524 = -3191.052635 nChanged 1 SP:Iteration 4F (14.519760 sec): 3 clusters Score: Raw -3744.748585 + Penalty 560.696628 = -3184.051957 nChanged 1 SP:Iteration 5F (14.520037 sec): 3 clusters Score: Raw -3747.038553 + Penalty 560.696628 = -3186.341925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.520547 sec): 2 clusters Score: Raw -2133.811182 + Penalty 307.430433 = -1826.380749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.520794 sec): 3 clusters Score: Raw -2135.463080 + Penalty 630.519657 = -1504.943423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.521264 sec): 2 clusters Score: Raw -649.325641 + Penalty 199.677951 = -449.647691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.521483 sec): 3 clusters Score: Raw -640.995983 + Penalty 397.051713 = -243.944269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.522033 sec): 2 clusters Score: Raw -3951.232836 + Penalty 380.356771 = -3570.876065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.522316 sec): 3 clusters Score: Raw -3955.856491 + Penalty 759.277439 = -3196.579052 nChanged 1 SP:Iteration 1Q (14.522594 sec): 3 clusters Score: Raw -3957.290070 + Penalty 759.277439 = -3198.012631 nChanged 0 SP:Iteration 2F (14.522869 sec): 3 clusters Score: Raw -3957.290070 + Penalty 759.277439 = -3198.012631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.523363 sec): 2 clusters Score: Raw -1509.295794 + Penalty 194.577303 = -1314.718492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.523598 sec): 3 clusters Score: Raw -1529.317304 + Penalty 376.109932 = -1153.207372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.525007 sec): 2 clusters Score: Raw -36667.418441 + Penalty 420.976754 = -36246.441686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.525810 sec): 3 clusters Score: Raw -36501.457969 + Penalty 842.388321 = -35659.069649 nChanged 120 SP:Iteration 1F (14.526643 sec): 3 clusters Score: Raw -36599.587158 + Penalty 843.058253 = -35756.528905 nChanged 30 SP:Iteration 2F (14.527497 sec): 3 clusters Score: Raw -36620.563877 + Penalty 844.041807 = -35776.522070 nChanged 10 SP:Iteration 3Q (14.528332 sec): 3 clusters Score: Raw -36627.119651 + Penalty 844.677434 = -35782.442217 nChanged 5 SP:Iteration 4Q (14.529157 sec): 3 clusters Score: Raw -36629.656991 + Penalty 846.915595 = -35782.741396 nChanged 8 SP:Iteration 5Q (14.529978 sec): 3 clusters Score: Raw -36635.350267 + Penalty 847.455691 = -35787.894576 nChanged 4 SP:Iteration 6Q (14.530801 sec): 3 clusters Score: Raw -36638.101821 + Penalty 847.869328 = -35790.232493 nChanged 2 SP:Iteration 7Q (14.531622 sec): 3 clusters Score: Raw -36640.332580 + Penalty 848.325991 = -35792.006589 nChanged 3 SP:Iteration 8Q (14.532422 sec): 3 clusters Score: Raw -36641.451206 + Penalty 849.194744 = -35792.256462 nChanged 2 SP:Iteration 9Q (14.533207 sec): 3 clusters Score: Raw -36642.167438 + Penalty 849.194744 = -35792.972694 nChanged 0 SP:Iteration 10F (14.533999 sec): 3 clusters Score: Raw -36642.167438 + Penalty 849.194744 = -35792.972694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.534486 sec): 2 clusters Score: Raw -418.382628 + Penalty 117.400997 = -300.981631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.534706 sec): 3 clusters Score: Raw -411.724071 + Penalty 222.006784 = -189.717287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.536423 sec): 2 clusters Score: Raw -44390.323231 + Penalty 335.182331 = -44055.140900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.537404 sec): 3 clusters Score: Raw -44165.777347 + Penalty 674.960197 = -43490.817150 nChanged 148 SP:Iteration 1F (14.538370 sec): 3 clusters Score: Raw -44250.458770 + Penalty 676.704605 = -43573.754164 nChanged 37 SP:Iteration 2F (14.539335 sec): 3 clusters Score: Raw -44289.794275 + Penalty 679.456622 = -43610.337654 nChanged 30 SP:Iteration 3F (14.540299 sec): 3 clusters Score: Raw -44320.620312 + Penalty 679.720794 = -43640.899518 nChanged 25 SP:Iteration 4F (14.541261 sec): 3 clusters Score: Raw -44342.941955 + Penalty 680.293103 = -43662.648852 nChanged 13 SP:Iteration 5Q (14.542203 sec): 3 clusters Score: Raw -44348.399739 + Penalty 680.199907 = -43668.199833 nChanged 11 SP:Iteration 6Q (14.543139 sec): 3 clusters Score: Raw -44356.657813 + Penalty 679.408986 = -43677.248827 nChanged 12 SP:Iteration 7Q (14.544071 sec): 3 clusters Score: Raw -44366.184838 + Penalty 679.343276 = -43686.841561 nChanged 5 SP:Iteration 8Q (14.545001 sec): 3 clusters Score: Raw -44370.688289 + Penalty 679.635716 = -43691.052573 nChanged 9 SP:Iteration 9Q (14.545949 sec): 3 clusters Score: Raw -44374.314506 + Penalty 678.211825 = -43696.102681 nChanged 6 SP:Iteration 10F (14.546914 sec): 3 clusters Score: Raw -44379.568767 + Penalty 677.649622 = -43701.919144 nChanged 4 SP:Iteration 11Q (14.547839 sec): 3 clusters Score: Raw -44381.421694 + Penalty 677.166618 = -43704.255076 nChanged 2 SP:Iteration 12Q (14.548764 sec): 3 clusters Score: Raw -44383.177842 + Penalty 676.791367 = -43706.386475 nChanged 2 SP:Iteration 13Q (14.549687 sec): 3 clusters Score: Raw -44383.707870 + Penalty 676.791367 = -43706.916503 nChanged 0 SP:Iteration 14F (14.550653 sec): 3 clusters Score: Raw -44383.707870 + Penalty 676.791367 = -43706.916503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.551299 sec): 2 clusters Score: Raw -7012.351390 + Penalty 635.190079 = -6377.161310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.551630 sec): 3 clusters Score: Raw -7121.676350 + Penalty 1270.436047 = -5851.240302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.552166 sec): 2 clusters Score: Raw -1271.110950 + Penalty 237.352080 = -1033.758870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.552405 sec): 3 clusters Score: Raw -1285.215462 + Penalty 478.611326 = -806.604136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.552876 sec): 2 clusters Score: Raw -659.098503 + Penalty 217.598698 = -441.499805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.553093 sec): 3 clusters Score: Raw -649.462681 + Penalty 437.223286 = -212.239395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.553540 sec): 2 clusters Score: Raw -280.104910 + Penalty 15.380572 = -264.724338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.553732 sec): 3 clusters Score: Raw -281.828112 + Penalty 30.761144 = -251.066968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.554194 sec): 2 clusters Score: Raw -603.372828 + Penalty 27.973781 = -575.399047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.554393 sec): 3 clusters Score: Raw -616.229611 + Penalty 59.231051 = -556.998559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.554895 sec): 2 clusters Score: Raw -1060.950353 + Penalty 464.563182 = -596.387170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.555146 sec): 3 clusters Score: Raw -1639.407189 + Penalty 939.392509 = -700.014681 nChanged 0 Score: Raw -2149417.899211 + Penalty 138020.818740 = -2011397.080471 Splitting cluster 42 changes total score from -1998181.336569 to -2011397.080471 So it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.026877 sec): 2 clusters Score: Raw -652.476554 + Penalty 200.079626 = -452.396928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.027109 sec): 3 clusters Score: Raw -641.295807 + Penalty 400.159253 = -241.136555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.027883 sec): 2 clusters Score: Raw -11856.740004 + Penalty 371.935215 = -11484.804789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.028307 sec): 3 clusters Score: Raw -11827.083448 + Penalty 739.690815 = -11087.392632 nChanged 16 SP:Iteration 1F (16.028727 sec): 3 clusters Score: Raw -11844.189520 + Penalty 738.091346 = -11106.098174 nChanged 5 SP:Iteration 2Q (16.029144 sec): 3 clusters Score: Raw -11851.348905 + Penalty 737.731105 = -11113.617800 nChanged 1 SP:Iteration 3Q (16.029561 sec): 3 clusters Score: Raw -11854.410574 + Penalty 737.731105 = -11116.679469 nChanged 0 SP:Iteration 4F (16.029979 sec): 3 clusters Score: Raw -11854.410574 + Penalty 737.731105 = -11116.679469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.030463 sec): 2 clusters Score: Raw -1062.586920 + Penalty 210.104933 = -852.481987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.030689 sec): 3 clusters Score: Raw -1058.468719 + Penalty 422.988059 = -635.480660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.031610 sec): 2 clusters Score: Raw -610.985902 + Penalty 158.105978 = -452.879924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.031830 sec): 3 clusters Score: Raw -606.647094 + Penalty 323.494013 = -283.153081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.032330 sec): 2 clusters Score: Raw -1790.560076 + Penalty 269.183086 = -1521.376990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.032572 sec): 3 clusters Score: Raw -1810.377170 + Penalty 537.950125 = -1272.427045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.033071 sec): 2 clusters Score: Raw -1679.371167 + Penalty 263.197410 = -1416.173758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.033309 sec): 3 clusters Score: Raw -1686.777483 + Penalty 526.394819 = -1160.382664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.033790 sec): 2 clusters Score: Raw -1196.155946 + Penalty 287.110456 = -909.045489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.034019 sec): 3 clusters Score: Raw -1202.882548 + Penalty 575.386421 = -627.496127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.034505 sec): 2 clusters Score: Raw -1385.249579 + Penalty 261.987739 = -1123.261840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.034737 sec): 3 clusters Score: Raw -1389.602179 + Penalty 525.970823 = -863.631356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.035211 sec): 2 clusters Score: Raw -743.938801 + Penalty 125.385616 = -618.553185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.035432 sec): 3 clusters Score: Raw -828.958257 + Penalty 252.870265 = -576.087992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.036201 sec): 2 clusters Score: Raw -11916.333359 + Penalty 525.895556 = -11390.437802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.036620 sec): 3 clusters Score: Raw -11888.932369 + Penalty 1051.173118 = -10837.759251 nChanged 8 SP:Iteration 1F (16.037033 sec): 3 clusters Score: Raw -11906.308825 + Penalty 1051.359447 = -10854.949378 nChanged 2 SP:Iteration 2Q (16.037445 sec): 3 clusters Score: Raw -11910.179775 + Penalty 1051.657766 = -10858.522009 nChanged 1 SP:Iteration 3Q (16.037855 sec): 3 clusters Score: Raw -11913.242967 + Penalty 1051.381374 = -10861.861593 nChanged 1 SP:Iteration 4Q (16.038266 sec): 3 clusters Score: Raw -11914.834045 + Penalty 1051.381374 = -10863.452671 nChanged 0 SP:Iteration 5F (16.038680 sec): 3 clusters Score: Raw -11914.834045 + Penalty 1051.381374 = -10863.452671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.039242 sec): 2 clusters Score: Raw -4192.957166 + Penalty 315.125775 = -3877.831391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.039524 sec): 3 clusters Score: Raw -4193.186518 + Penalty 635.105409 = -3558.081109 nChanged 1 SP:Iteration 1Q (16.039797 sec): 3 clusters Score: Raw -4195.484128 + Penalty 635.105409 = -3560.378719 nChanged 0 SP:Iteration 2F (16.040071 sec): 3 clusters Score: Raw -4195.484128 + Penalty 635.105409 = -3560.378719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.040564 sec): 2 clusters Score: Raw -799.464649 + Penalty 175.877749 = -623.586900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.040788 sec): 3 clusters Score: Raw -804.732812 + Penalty 355.666275 = -449.066537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.041265 sec): 2 clusters Score: Raw -951.946941 + Penalty 190.557579 = -761.389363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.041489 sec): 3 clusters Score: Raw -947.149605 + Penalty 385.511392 = -561.638213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.041970 sec): 2 clusters Score: Raw -1181.615971 + Penalty 280.777374 = -900.838598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.042199 sec): 3 clusters Score: Raw -1189.874526 + Penalty 560.972338 = -628.902187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.042656 sec): 2 clusters Score: Raw -209.861466 + Penalty 64.960124 = -144.901342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.042866 sec): 3 clusters Score: Raw -201.399095 + Penalty 129.920247 = -71.478847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.043407 sec): 2 clusters Score: Raw -2633.860049 + Penalty 235.706158 = -2398.153891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.043669 sec): 3 clusters Score: Raw -2638.310408 + Penalty 471.412316 = -2166.898093 nChanged 1 SP:Iteration 1Q (16.043919 sec): 3 clusters Score: Raw -2639.769409 + Penalty 471.412316 = -2168.357093 nChanged 0 SP:Iteration 2F (16.044172 sec): 3 clusters Score: Raw -2639.769409 + Penalty 471.412316 = -2168.357093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.044694 sec): 2 clusters Score: Raw -2931.865913 + Penalty 355.912250 = -2575.953663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.044953 sec): 3 clusters Score: Raw -2958.746590 + Penalty 697.871090 = -2260.875500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.045426 sec): 2 clusters Score: Raw -850.412748 + Penalty 215.721672 = -634.691076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.045647 sec): 3 clusters Score: Raw -857.941088 + Penalty 431.443344 = -426.497744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.046193 sec): 2 clusters Score: Raw -4031.591246 + Penalty 399.222515 = -3632.368732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.046471 sec): 3 clusters Score: Raw -4042.491486 + Penalty 800.377444 = -3242.114042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.046924 sec): 2 clusters Score: Raw -100.938715 + Penalty 0.000000 = -100.938715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.047115 sec): 2 clusters Score: Raw -100.938715 + Penalty 0.000000 = -100.938715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.047602 sec): 2 clusters Score: Raw -741.830537 + Penalty 274.912637 = -466.917899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.047837 sec): 3 clusters Score: Raw -749.571537 + Penalty 549.012455 = -200.559081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.048300 sec): 2 clusters Score: Raw -312.121285 + Penalty 91.181285 = -220.940000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.048507 sec): 3 clusters Score: Raw -305.284562 + Penalty 220.555347 = -84.729215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.048978 sec): 2 clusters Score: Raw -768.259956 + Penalty 231.720421 = -536.539535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.049199 sec): 3 clusters Score: Raw -758.728924 + Penalty 461.385662 = -297.343262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.049720 sec): 2 clusters Score: Raw -2909.056477 + Penalty 435.543740 = -2473.512737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.049977 sec): 3 clusters Score: Raw -2955.593936 + Penalty 876.030105 = -2079.563831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.050458 sec): 2 clusters Score: Raw -952.782071 + Penalty 235.145542 = -717.636528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.050682 sec): 3 clusters Score: Raw -958.332225 + Penalty 465.030142 = -493.302082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.051153 sec): 2 clusters Score: Raw -744.335101 + Penalty 207.578396 = -536.756705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.051373 sec): 3 clusters Score: Raw -741.191621 + Penalty 413.498136 = -327.693484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.051856 sec): 2 clusters Score: Raw -1306.847678 + Penalty 309.850910 = -996.996768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.052085 sec): 3 clusters Score: Raw -1309.013922 + Penalty 632.110325 = -676.903597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.052550 sec): 2 clusters Score: Raw -523.471004 + Penalty 164.927271 = -358.543733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.052769 sec): 3 clusters Score: Raw -524.160366 + Penalty 330.447127 = -193.713239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.053228 sec): 2 clusters Score: Raw -315.126386 + Penalty 106.529331 = -208.597055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.053439 sec): 3 clusters Score: Raw -307.030758 + Penalty 206.104852 = -100.925906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.053926 sec): 2 clusters Score: Raw -1476.039632 + Penalty 271.861160 = -1204.178472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.054160 sec): 3 clusters Score: Raw -1483.140158 + Penalty 546.590764 = -936.549395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.054646 sec): 2 clusters Score: Raw -830.181689 + Penalty 190.401700 = -639.779989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.054868 sec): 3 clusters Score: Raw -831.610948 + Penalty 391.403206 = -440.207743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.055379 sec): 2 clusters Score: Raw -2238.837909 + Penalty 429.105334 = -1809.732575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.055623 sec): 3 clusters Score: Raw -2271.422366 + Penalty 863.165820 = -1408.256546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.056088 sec): 2 clusters Score: Raw -385.149176 + Penalty 71.165742 = -313.983434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.056295 sec): 3 clusters Score: Raw -389.925463 + Penalty 127.931210 = -261.994253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.056756 sec): 2 clusters Score: Raw -399.486974 + Penalty 123.573532 = -275.913441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.056971 sec): 3 clusters Score: Raw -408.920208 + Penalty 250.635367 = -158.284841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.057426 sec): 2 clusters Score: Raw -210.949835 + Penalty 84.493939 = -126.455896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.057619 sec): 2 clusters Score: Raw -210.949835 + Penalty 84.493939 = -126.455896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.058107 sec): 2 clusters Score: Raw -1506.769179 + Penalty 306.508394 = -1200.260785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.058343 sec): 3 clusters Score: Raw -1533.715709 + Penalty 613.016789 = -920.698920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.058797 sec): 2 clusters Score: Raw -213.437950 + Penalty 91.790784 = -121.647167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.059005 sec): 3 clusters Score: Raw -204.866060 + Penalty 183.581567 = -21.284492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.059470 sec): 2 clusters Score: Raw -532.423830 + Penalty 158.593067 = -373.830763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.059685 sec): 3 clusters Score: Raw -525.382755 + Penalty 158.593067 = -366.789687 nChanged 1 SP:Iteration 1F (16.059880 sec): 2 clusters Score: Raw -532.423830 + Penalty 158.593067 = -373.830763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.060351 sec): 2 clusters Score: Raw -549.859609 + Penalty 217.599190 = -332.260419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.060551 sec): 2 clusters Score: Raw -549.859609 + Penalty 217.599190 = -332.260419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.061090 sec): 2 clusters Score: Raw -3456.841687 + Penalty 530.481145 = -2926.360542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.061374 sec): 3 clusters Score: Raw -3540.847384 + Penalty 1062.337032 = -2478.510352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.061823 sec): 2 clusters Score: Raw -94.137841 + Penalty 0.000000 = -94.137841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.062007 sec): 2 clusters Score: Raw -94.137841 + Penalty 0.000000 = -94.137841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.062470 sec): 2 clusters Score: Raw -631.365575 + Penalty 20.269248 = -611.096327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.062667 sec): 3 clusters Score: Raw -631.711140 + Penalty 70.221828 = -561.489312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.063130 sec): 2 clusters Score: Raw -330.592127 + Penalty 130.453731 = -200.138396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.063341 sec): 3 clusters Score: Raw -317.655715 + Penalty 258.353882 = -59.301833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.063913 sec): 2 clusters Score: Raw -4196.927259 + Penalty 51.650379 = -4145.276880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.064221 sec): 3 clusters Score: Raw -4351.546710 + Penalty 135.714994 = -4215.831716 nChanged 15 SP:Iteration 1F (16.064543 sec): 3 clusters Score: Raw -4409.218620 + Penalty 142.814467 = -4266.404154 nChanged 1 SP:Iteration 2Q (16.064847 sec): 3 clusters Score: Raw -4419.660919 + Penalty 142.814467 = -4276.846453 nChanged 0 SP:Iteration 3F (16.065149 sec): 3 clusters Score: Raw -4419.660919 + Penalty 142.814467 = -4276.846453 nChanged 0 Score: Raw -2149640.594453 + Penalty 138250.609339 = -2011389.985114 Splitting cluster 96 changes total score from -1998181.336569 to -2011389.985114 So it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.545707 sec): 2 clusters Score: Raw -551.027296 + Penalty 186.751282 = -364.276014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.545935 sec): 3 clusters Score: Raw -537.246736 + Penalty 371.424071 = -165.822665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.546408 sec): 2 clusters Score: Raw -518.442012 + Penalty 124.594841 = -393.847172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.546618 sec): 3 clusters Score: Raw -512.398280 + Penalty 124.594841 = -387.803439 nChanged 1 SP:Iteration 1F (17.546814 sec): 2 clusters Score: Raw -518.442012 + Penalty 124.594841 = -393.847172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.547355 sec): 2 clusters Score: Raw -3433.020523 + Penalty 431.614818 = -3001.405705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.547622 sec): 3 clusters Score: Raw -3467.761339 + Penalty 870.872000 = -2596.889339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.548145 sec): 2 clusters Score: Raw -2543.430762 + Penalty 332.306153 = -2211.124609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.548401 sec): 3 clusters Score: Raw -2548.227014 + Penalty 667.461177 = -1880.765837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.548905 sec): 2 clusters Score: Raw -427.239364 + Penalty 135.205655 = -292.033708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.549119 sec): 3 clusters Score: Raw -417.939480 + Penalty 270.411311 = -147.528169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.549584 sec): 2 clusters Score: Raw -322.725916 + Penalty 118.513463 = -204.212454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.549795 sec): 3 clusters Score: Raw -312.898095 + Penalty 243.236214 = -69.661882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.550246 sec): 2 clusters Score: Raw -201.469221 + Penalty 38.705101 = -162.764120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.550436 sec): 2 clusters Score: Raw -201.469221 + Penalty 38.705101 = -162.764120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.550908 sec): 2 clusters Score: Raw -756.652762 + Penalty 235.454056 = -521.198706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.551128 sec): 3 clusters Score: Raw -753.752773 + Penalty 447.324156 = -306.428617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.551585 sec): 2 clusters Score: Raw -195.624527 + Penalty 32.297101 = -163.327426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.551778 sec): 2 clusters Score: Raw -195.624527 + Penalty 32.297101 = -163.327426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.552261 sec): 2 clusters Score: Raw -1262.452586 + Penalty 178.974596 = -1083.477990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.552493 sec): 3 clusters Score: Raw -1257.833029 + Penalty 360.167406 = -897.665623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.552933 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.553115 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.553566 sec): 2 clusters Score: Raw -98.895813 + Penalty 0.000000 = -98.895813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.553757 sec): 2 clusters Score: Raw -98.895813 + Penalty 0.000000 = -98.895813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.554225 sec): 2 clusters Score: Raw -620.697204 + Penalty 176.112158 = -444.585046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.554443 sec): 3 clusters Score: Raw -620.231077 + Penalty 357.330347 = -262.900729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.554927 sec): 2 clusters Score: Raw -1236.560973 + Penalty 194.784563 = -1041.776409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.555158 sec): 3 clusters Score: Raw -1233.223100 + Penalty 389.569127 = -843.653973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.555637 sec): 2 clusters Score: Raw -444.334096 + Penalty 185.037383 = -259.296713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.555834 sec): 2 clusters Score: Raw -444.334096 + Penalty 185.037383 = -259.296713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.556306 sec): 2 clusters Score: Raw -869.719503 + Penalty 177.165490 = -692.554012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.556530 sec): 3 clusters Score: Raw -858.682246 + Penalty 177.165490 = -681.516756 nChanged 2 SP:Iteration 1F (17.556729 sec): 2 clusters Score: Raw -869.719503 + Penalty 177.165490 = -692.554012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.557197 sec): 2 clusters Score: Raw -681.647714 + Penalty 255.720306 = -425.927408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.557414 sec): 3 clusters Score: Raw -668.592258 + Penalty 503.129170 = -165.463088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.557902 sec): 2 clusters Score: Raw -1326.007918 + Penalty 211.634837 = -1114.373081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.558137 sec): 3 clusters Score: Raw -1348.453426 + Penalty 421.673280 = -926.780145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.558594 sec): 2 clusters Score: Raw -214.511742 + Penalty 88.357417 = -126.154325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.558802 sec): 3 clusters Score: Raw -204.309406 + Penalty 176.714834 = -27.594573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.559263 sec): 2 clusters Score: Raw -296.278684 + Penalty 73.931473 = -222.347212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.559468 sec): 3 clusters Score: Raw -298.843739 + Penalty 113.643740 = -185.199999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.559920 sec): 2 clusters Score: Raw -102.301398 + Penalty 0.000000 = -102.301398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.560110 sec): 2 clusters Score: Raw -102.301398 + Penalty 0.000000 = -102.301398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.560590 sec): 2 clusters Score: Raw -1166.943675 + Penalty 348.450953 = -818.492722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.560816 sec): 3 clusters Score: Raw -1156.485780 + Penalty 687.638448 = -468.847332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.561257 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.561438 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.561889 sec): 2 clusters Score: Raw -102.982924 + Penalty 0.000000 = -102.982924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.562095 sec): 2 clusters Score: Raw -102.982924 + Penalty 0.000000 = -102.982924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.562547 sec): 2 clusters Score: Raw -102.711266 + Penalty 0.000000 = -102.711266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.562737 sec): 2 clusters Score: Raw -102.711266 + Penalty 0.000000 = -102.711266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.563193 sec): 2 clusters Score: Raw -214.500979 + Penalty 81.509627 = -132.991352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.563398 sec): 3 clusters Score: Raw -204.732856 + Penalty 163.019254 = -41.713602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.563857 sec): 2 clusters Score: Raw -330.969946 + Penalty 143.365571 = -187.604375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.564068 sec): 3 clusters Score: Raw -320.189769 + Penalty 272.115051 = -48.074718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.564526 sec): 2 clusters Score: Raw -329.323749 + Penalty 152.259784 = -177.063965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.564738 sec): 3 clusters Score: Raw -319.393865 + Penalty 296.410968 = -22.982898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.565203 sec): 2 clusters Score: Raw -542.587018 + Penalty 201.735999 = -340.851018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.565419 sec): 3 clusters Score: Raw -531.760437 + Penalty 415.690453 = -116.069984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.565888 sec): 2 clusters Score: Raw -514.888765 + Penalty 148.299309 = -366.589456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.566104 sec): 3 clusters Score: Raw -514.120253 + Penalty 307.598721 = -206.521532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.566560 sec): 2 clusters Score: Raw -201.838208 + Penalty 42.109638 = -159.728569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.566759 sec): 3 clusters Score: Raw -197.029299 + Penalty 84.219277 = -112.810023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.567237 sec): 2 clusters Score: Raw -1081.136639 + Penalty 277.176013 = -803.960626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.567463 sec): 3 clusters Score: Raw -1083.087274 + Penalty 556.401266 = -526.686009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.567919 sec): 2 clusters Score: Raw -211.793345 + Penalty 74.215089 = -137.578256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.568126 sec): 3 clusters Score: Raw -202.613859 + Penalty 148.430178 = -54.183681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.568595 sec): 2 clusters Score: Raw -746.839879 + Penalty 199.627109 = -547.212771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.568832 sec): 3 clusters Score: Raw -740.377138 + Penalty 375.666654 = -364.710484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 144 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.569320 sec): 2 clusters Score: Raw -1479.898078 + Penalty 295.829613 = -1184.068465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.569556 sec): 3 clusters Score: Raw -1466.136287 + Penalty 586.626525 = -879.509763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.569997 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.570179 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.570629 sec): 2 clusters Score: Raw -207.248092 + Penalty 62.951407 = -144.296686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.570818 sec): 2 clusters Score: Raw -207.248092 + Penalty 62.951407 = -144.296686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.571279 sec): 2 clusters Score: Raw -331.030710 + Penalty 154.809506 = -176.221203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.571489 sec): 3 clusters Score: Raw -318.742465 + Penalty 312.581597 = -6.160868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.571949 sec): 2 clusters Score: Raw -326.507869 + Penalty 142.054745 = -184.453123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.572145 sec): 2 clusters Score: Raw -326.507869 + Penalty 142.054745 = -184.453123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.572604 sec): 2 clusters Score: Raw -327.938965 + Penalty 141.742485 = -186.196480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.572814 sec): 3 clusters Score: Raw -316.751719 + Penalty 294.230652 = -22.521068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.573269 sec): 2 clusters Score: Raw -217.746526 + Penalty 88.647401 = -129.099125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.573462 sec): 2 clusters Score: Raw -217.746526 + Penalty 88.647401 = -129.099125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.573921 sec): 2 clusters Score: Raw -330.895169 + Penalty 141.956263 = -188.938906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.574131 sec): 3 clusters Score: Raw -319.649160 + Penalty 277.603321 = -42.045839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.574592 sec): 2 clusters Score: Raw -411.132515 + Penalty 149.324526 = -261.807989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.574803 sec): 3 clusters Score: Raw -414.220052 + Penalty 300.573862 = -113.646190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.575266 sec): 2 clusters Score: Raw -101.589631 + Penalty 0.000000 = -101.589631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.575458 sec): 2 clusters Score: Raw -101.589631 + Penalty 0.000000 = -101.589631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.575917 sec): 2 clusters Score: Raw -329.592595 + Penalty 123.296074 = -206.296521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.576129 sec): 3 clusters Score: Raw -316.146218 + Penalty 123.296074 = -192.850144 nChanged 1 SP:Iteration 1F (17.576322 sec): 2 clusters Score: Raw -329.592595 + Penalty 123.296074 = -206.296521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.576781 sec): 2 clusters Score: Raw -411.764178 + Penalty 84.288330 = -327.475848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.576987 sec): 3 clusters Score: Raw -407.490355 + Penalty 154.435369 = -253.054986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.577446 sec): 2 clusters Score: Raw -328.613470 + Penalty 126.626278 = -201.987192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.577657 sec): 3 clusters Score: Raw -317.059219 + Penalty 251.919850 = -65.139369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.578109 sec): 2 clusters Score: Raw -100.881622 + Penalty 0.000000 = -100.881622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.578300 sec): 2 clusters Score: Raw -100.881622 + Penalty 0.000000 = -100.881622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.578755 sec): 2 clusters Score: Raw -214.985632 + Penalty 103.745956 = -111.239676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.578962 sec): 3 clusters Score: Raw -207.725753 + Penalty 207.491912 = -0.233842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.579425 sec): 2 clusters Score: Raw -446.504465 + Penalty 162.472599 = -284.031866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.579640 sec): 3 clusters Score: Raw -431.006631 + Penalty 324.945199 = -106.061433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.580097 sec): 2 clusters Score: Raw -215.929089 + Penalty 86.751035 = -129.178053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.580304 sec): 3 clusters Score: Raw -204.394716 + Penalty 173.502071 = -30.892646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.580759 sec): 2 clusters Score: Raw -200.532719 + Penalty 45.174601 = -155.358118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.580958 sec): 3 clusters Score: Raw -196.942683 + Penalty 90.349201 = -106.593482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.581406 sec): 2 clusters Score: Raw -102.818238 + Penalty 0.000000 = -102.818238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.581596 sec): 2 clusters Score: Raw -102.818238 + Penalty 0.000000 = -102.818238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.582067 sec): 2 clusters Score: Raw -308.638154 + Penalty 69.290654 = -239.347499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.582278 sec): 3 clusters Score: Raw -301.445747 + Penalty 137.705989 = -163.739757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.582773 sec): 2 clusters Score: Raw -1581.635640 + Penalty 195.837303 = -1385.798337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.583011 sec): 3 clusters Score: Raw -1601.577915 + Penalty 398.594107 = -1202.983808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.583467 sec): 2 clusters Score: Raw -205.189444 + Penalty 57.185981 = -148.003462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.583661 sec): 2 clusters Score: Raw -205.189444 + Penalty 57.185981 = -148.003462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.584117 sec): 2 clusters Score: Raw -213.027359 + Penalty 76.678263 = -136.349096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.584325 sec): 3 clusters Score: Raw -204.007795 + Penalty 153.356526 = -50.651269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.584784 sec): 2 clusters Score: Raw -290.955786 + Penalty 47.651611 = -243.304176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.584987 sec): 3 clusters Score: Raw -289.018200 + Penalty 119.609801 = -169.408399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.585443 sec): 2 clusters Score: Raw -217.876773 + Penalty 91.066447 = -126.810326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.585636 sec): 2 clusters Score: Raw -217.876773 + Penalty 91.066447 = -126.810326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.586088 sec): 2 clusters Score: Raw -103.422852 + Penalty 0.000000 = -103.422852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.586278 sec): 2 clusters Score: Raw -103.422852 + Penalty 0.000000 = -103.422852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.586728 sec): 2 clusters Score: Raw -103.070311 + Penalty 0.000000 = -103.070311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.586919 sec): 2 clusters Score: Raw -103.070311 + Penalty 0.000000 = -103.070311 nChanged 0 Deleting Class 123 (10 points): Lose 134.849332 but Gain 1514.456749 Iteration 20F (19.095918 sec): 147 clusters Score: Raw -2135521.158961 + Penalty 136828.426325 = -1998692.732636 nChanged 105 Deleting Class 165 (2 points): Lose 118.996165 but Gain 1497.878620 Iteration 21Q (19.199704 sec): 146 clusters Score: Raw -2135547.354401 + Penalty 135617.576646 = -1999929.777755 nChanged 82 Deleting Class 150 (3 points): Lose 36.426068 but Gain 1410.210942 Iteration 22Q (19.302448 sec): 145 clusters Score: Raw -2135553.799085 + Penalty 134246.238790 = -2001307.560296 nChanged 59 Deleting Class 118 (6 points): Lose 55.915868 but Gain 1428.290060 Iteration 23Q (19.402482 sec): 144 clusters Score: Raw -2135536.166387 + Penalty 132848.495988 = -2002687.670398 nChanged 50 Deleting Class 91 (31 points): Lose 185.203222 but Gain 1545.974002 Iteration 24Q (19.501363 sec): 143 clusters Score: Raw -2135388.248662 + Penalty 131440.541125 = -2003947.707537 nChanged 84 Deleting Class 134 (3 points): Lose 44.041073 but Gain 1386.984678 Iteration 25Q (19.602321 sec): 142 clusters Score: Raw -2135446.604871 + Penalty 130047.078346 = -2005399.526524 nChanged 46 Deleting Class 125 (1 points): Lose 17.882951 but Gain 1335.014948 Iteration 26Q (19.701398 sec): 141 clusters Score: Raw -2135459.252017 + Penalty 128741.928482 = -2006717.323536 nChanged 28 Deleting Class 21 (26 points): Lose 255.263851 but Gain 1572.221681 Iteration 27Q (19.798910 sec): 140 clusters Score: Raw -2135233.588116 + Penalty 127443.117200 = -2007790.470916 nChanged 54 Deleting Class 196 (3 points): Lose 64.312999 but Gain 1380.434422 Iteration 28Q (19.897609 sec): 139 clusters Score: Raw -2135309.642727 + Penalty 126165.230613 = -2009144.412114 nChanged 28 Deleting Class 198 (3 points): Lose 46.853780 but Gain 1398.680339 Iteration 29Q (19.995382 sec): 138 clusters Score: Raw -2135354.611485 + Penalty 124683.872643 = -2010670.738842 nChanged 19 Deleting Class 197 (1 points): Lose 0.779008 but Gain 1316.602586 Iteration 30F (21.412033 sec): 137 clusters Score: Raw -2135410.718300 + Penalty 123399.289056 = -2012011.429244 nChanged 14 Deleting Class 116 (6 points): Lose 79.957810 but Gain 1394.014197 Iteration 31Q (21.507589 sec): 136 clusters Score: Raw -2135404.481328 + Penalty 122050.820233 = -2013353.661095 nChanged 16 Deleting Class 153 (3 points): Lose 36.903396 but Gain 1342.824199 Iteration 32Q (21.601622 sec): 135 clusters Score: Raw -2135424.202484 + Penalty 120715.186788 = -2014709.015695 nChanged 10 Deleting Class 88 (2 points): Lose 20.885163 but Gain 1325.270477 Iteration 33Q (21.695040 sec): 134 clusters Score: Raw -2135415.612022 + Penalty 119576.040748 = -2015839.571274 nChanged 12 Deleting Class 78 (23 points): Lose 162.621729 but Gain 1453.744254 Iteration 34Q (21.789518 sec): 133 clusters Score: Raw -2135278.548825 + Penalty 118222.383812 = -2017056.165013 nChanged 29 Deleting Class 19 (4 points): Lose 38.516968 but Gain 1328.791882 Iteration 35Q (21.883209 sec): 132 clusters Score: Raw -2135315.234721 + Penalty 116970.951916 = -2018344.282806 nChanged 14 Deleting Class 90 (5 points): Lose 68.204138 but Gain 1353.050335 Iteration 36Q (21.975521 sec): 131 clusters Score: Raw -2135283.997943 + Penalty 115663.639390 = -2019620.358554 nChanged 14 Deleting Class 132 (3 points): Lose 39.804343 but Gain 1305.964352 Iteration 37Q (22.068983 sec): 130 clusters Score: Raw -2135287.776586 + Penalty 114383.884753 = -2020903.891833 nChanged 12 Deleting Class 155 (3 points): Lose 27.376476 but Gain 1293.126504 Iteration 38Q (22.162838 sec): 129 clusters Score: Raw -2135286.861953 + Penalty 113211.386551 = -2022075.475402 nChanged 11 Deleting Class 151 (5 points): Lose 49.649053 but Gain 1305.096371 Iteration 39Q (22.255933 sec): 128 clusters Score: Raw -2135255.967375 + Penalty 111929.548875 = -2023326.418500 nChanged 8 Deleting Class 120 (2 points): Lose 19.899363 but Gain 1275.699709 Iteration 40F (23.547571 sec): 127 clusters Score: Raw -2135251.642409 + Penalty 110666.926705 = -2024584.715704 nChanged 5 Deleting Class 122 (1 points): Lose 0.886685 but Gain 1251.440667 Iteration 41Q (23.639581 sec): 126 clusters Score: Raw -2135270.307716 + Penalty 109415.956530 = -2025854.351186 nChanged 1 Deleting Class 170 (2 points): Lose 5.478213 but Gain 1252.506858 Iteration 42Q (23.730917 sec): 125 clusters Score: Raw -2135266.898591 + Penalty 108207.846671 = -2027059.051920 nChanged 2 Deleting Class 152 (3 points): Lose 47.137265 but Gain 1291.179126 Iteration 43Q (23.820977 sec): 124 clusters Score: Raw -2135226.647293 + Penalty 106935.442725 = -2028291.204567 nChanged 3 Deleting Class 126 (1 points): Lose 3.727811 but Gain 1240.251542 Iteration 44Q (23.910746 sec): 123 clusters Score: Raw -2135235.219676 + Penalty 105727.412026 = -2029507.807650 nChanged 3 Deleting Class 84 (2 points): Lose 9.574034 but Gain 1219.919023 Iteration 45Q (23.999921 sec): 122 clusters Score: Raw -2135233.992915 + Penalty 104532.582148 = -2030701.410767 nChanged 4 Deleting Class 106 (8 points): Lose 54.104884 but Gain 1249.686542 Iteration 46Q (24.089482 sec): 121 clusters Score: Raw -2135186.168231 + Penalty 103310.395167 = -2031875.773064 nChanged 12 Deleting Class 73 (12 points): Lose 59.508046 but Gain 1247.882241 Iteration 47Q (24.179327 sec): 120 clusters Score: Raw -2135160.607294 + Penalty 102095.842589 = -2033064.764705 nChanged 18 Deleting Class 95 (3 points): Lose 12.418604 but Gain 1188.346135 Iteration 48Q (24.268360 sec): 119 clusters Score: Raw -2135174.766808 + Penalty 100991.234968 = -2034183.531839 nChanged 9 Deleting Class 68 (32 points): Lose 185.869159 but Gain 1358.480442 Iteration 49Q (24.356814 sec): 118 clusters Score: Raw -2135004.209025 + Penalty 99849.832384 = -2035154.376641 nChanged 35 Deleting Class 141 (12 points): Lose 103.560809 but Gain 1282.560161 Iteration 50F (25.558695 sec): 117 clusters Score: Raw -2135026.385838 + Penalty 98659.285144 = -2036367.100694 nChanged 23 Deleting Class 67 (11 points): Lose 84.313578 but Gain 1245.220713 Iteration 51Q (25.647731 sec): 116 clusters Score: Raw -2135013.765478 + Penalty 97548.064972 = -2037465.700506 nChanged 26 Deleting Class 166 (5 points): Lose 50.309927 but Gain 1218.492045 Iteration 52Q (25.741139 sec): 115 clusters Score: Raw -2135034.455485 + Penalty 96374.703973 = -2038659.751512 nChanged 17 Deleting Class 37 (6 points): Lose 69.193573 but Gain 1215.367145 Iteration 53Q (25.834529 sec): 114 clusters Score: Raw -2134986.588783 + Penalty 95201.365998 = -2039785.222785 nChanged 10 Deleting Class 100 (32 points): Lose 123.319210 but Gain 1263.350952 Iteration 54Q (25.925298 sec): 113 clusters Score: Raw -2134885.752041 + Penalty 93970.092832 = -2040915.659209 nChanged 38 Deleting Class 56 (12 points): Lose 41.415077 but Gain 1177.486260 Iteration 55Q (26.018471 sec): 112 clusters Score: Raw -2134905.570176 + Penalty 92834.821628 = -2042070.748548 nChanged 21 Deleting Class 129 (2 points): Lose 41.555593 but Gain 1176.831680 Iteration 56Q (26.107768 sec): 111 clusters Score: Raw -2134897.607901 + Penalty 91678.110447 = -2043219.497453 nChanged 9 Deleting Class 158 (1 points): Lose 1.596930 but Gain 1134.467904 Iteration 57Q (26.195283 sec): 110 clusters Score: Raw -2134921.468160 + Penalty 90575.253657 = -2044346.214502 nChanged 8 Deleting Class 43 (5 points): Lose 19.371606 but Gain 1151.170712 Iteration 58Q (26.282398 sec): 109 clusters Score: Raw -2134912.384758 + Penalty 89478.768568 = -2045433.616190 nChanged 14 Deleting Class 28 (8 points): Lose 68.932208 but Gain 1199.777513 Iteration 59Q (26.369667 sec): 108 clusters Score: Raw -2134879.084712 + Penalty 88387.944263 = -2046491.140449 nChanged 11 Deleting Class 104 (6 points): Lose 59.224773 but Gain 1222.993869 Iteration 60F (27.464645 sec): 107 clusters Score: Raw -2134855.816395 + Penalty 87210.844594 = -2047644.971801 nChanged 12 Deleting Class 49 (11 points): Lose 67.186992 but Gain 1198.256256 Iteration 61Q (27.550281 sec): 106 clusters Score: Raw -2134804.878019 + Penalty 86109.222427 = -2048695.655591 nChanged 16 Deleting Class 163 (4 points): Lose 37.727898 but Gain 1186.661065 Iteration 62Q (27.635106 sec): 105 clusters Score: Raw -2134806.828982 + Penalty 84953.923170 = -2049852.905812 nChanged 8 Deleting Class 159 (3 points): Lose 0.972944 but Gain 1123.144674 Iteration 63Q (27.719234 sec): 104 clusters Score: Raw -2134820.269785 + Penalty 83846.840638 = -2050973.429147 nChanged 6 Deleting Class 18 (7 points): Lose 52.716720 but Gain 1171.424060 Iteration 64Q (27.805270 sec): 103 clusters Score: Raw -2134775.424738 + Penalty 82686.252504 = -2052089.172234 nChanged 9 Deleting Class 97 (5 points): Lose 43.007583 but Gain 1161.235413 Iteration 65Q (27.889379 sec): 102 clusters Score: Raw -2134759.532781 + Penalty 81549.865891 = -2053209.666891 nChanged 6 Deleting Class 87 (19 points): Lose 103.495891 but Gain 1206.752508 Iteration 66Q (27.973576 sec): 101 clusters Score: Raw -2134672.438773 + Penalty 80386.252898 = -2054286.185875 nChanged 21 Deleting Class 144 (13 points): Lose 54.003305 but Gain 1154.233718 Iteration 67Q (28.059145 sec): 100 clusters Score: Raw -2134657.848583 + Penalty 79267.879287 = -2055389.969296 nChanged 21 Deleting Class 187 (2 points): Lose 27.376263 but Gain 1107.076706 Iteration 68Q (28.143134 sec): 99 clusters Score: Raw -2134663.459467 + Penalty 78192.432191 = -2056471.027276 nChanged 9 Deleting Class 63 (1 points): Lose 15.550072 but Gain 1088.789562 Iteration 69Q (28.226183 sec): 98 clusters Score: Raw -2134667.287790 + Penalty 77119.050432 = -2057548.237358 nChanged 3 Deleting Class 142 (2 points): Lose 8.888747 but Gain 1071.513525 Iteration 70F (29.210425 sec): 97 clusters Score: Raw -2134665.707427 + Penalty 76055.350638 = -2058610.356789 nChanged 4 Deleting Class 72 (8 points): Lose 45.561254 but Gain 1095.387407 Iteration 71Q (29.292239 sec): 96 clusters Score: Raw -2134624.719298 + Penalty 74972.853923 = -2059651.865375 nChanged 10 Deleting Class 69 (9 points): Lose 35.133500 but Gain 1071.009218 Iteration 72Q (29.374828 sec): 95 clusters Score: Raw -2134601.407267 + Penalty 73904.900440 = -2060696.506827 nChanged 10 Deleting Class 50 (15 points): Lose 57.684236 but Gain 1087.044320 Iteration 73Q (29.455815 sec): 94 clusters Score: Raw -2134555.413913 + Penalty 72828.903947 = -2061726.509966 nChanged 17 Deleting Class 62 (38 points): Lose 122.366995 but Gain 1127.170070 Iteration 74Q (29.539527 sec): 93 clusters Score: Raw -2134470.418354 + Penalty 71776.182111 = -2062694.236243 nChanged 40 Deleting Class 76 (16 points): Lose 90.866078 but Gain 1091.262013 Iteration 75Q (29.621170 sec): 92 clusters Score: Raw -2134457.532712 + Penalty 70871.294886 = -2063586.237825 nChanged 21 Deleting Class 135 (3 points): Lose 117.751708 but Gain 1114.448861 Iteration 76Q (29.701829 sec): 91 clusters Score: Raw -2134406.807965 + Penalty 69886.413058 = -2064520.394906 nChanged 7 Deleting Class 13 (22 points): Lose 124.245651 but Gain 1115.955306 Iteration 77Q (29.783549 sec): 90 clusters Score: Raw -2134305.114467 + Penalty 68799.525068 = -2065505.589399 nChanged 23 Deleting Class 89 (5 points): Lose 14.483522 but Gain 986.145231 Iteration 78Q (29.866142 sec): 89 clusters Score: Raw -2134350.341779 + Penalty 67947.328108 = -2066403.013671 nChanged 9 Deleting Class 29 (63 points): Lose 185.734386 but Gain 1156.864201 Iteration 79Q (29.947718 sec): 88 clusters Score: Raw -2134188.167942 + Penalty 66929.832335 = -2067258.335606 nChanged 65 Deleting Class 42 (7 points): Lose 655.832011 but Gain 1626.238627 Iteration 80F (30.842430 sec): 87 clusters Score: Raw -2133653.634116 + Penalty 65701.592723 = -2067952.041393 nChanged 23 Deleting Class 180 (1 points): Lose 101.190065 but Gain 1071.218424 Iteration 81Q (30.921838 sec): 86 clusters Score: Raw -2133600.960084 + Penalty 64623.598694 = -2068977.361390 nChanged 19 Deleting Class 55 (11 points): Lose 41.119838 but Gain 1006.070076 Iteration 82Q (31.001006 sec): 85 clusters Score: Raw -2133571.934425 + Penalty 63631.625516 = -2069940.308909 nChanged 22 Deleting Class 27 (19 points): Lose 66.718966 but Gain 1030.744249 Iteration 83Q (31.081964 sec): 84 clusters Score: Raw -2133533.606156 + Penalty 62592.900063 = -2070940.706093 nChanged 23 Deleting Class 75 (3 points): Lose 9.277476 but Gain 970.410873 Iteration 84Q (31.161341 sec): 83 clusters Score: Raw -2133551.283782 + Penalty 61632.857594 = -2071918.426188 nChanged 7 Deleting Class 143 (7 points): Lose 66.640798 but Gain 1026.662361 Iteration 85Q (31.240890 sec): 82 clusters Score: Raw -2133492.527292 + Penalty 60653.849528 = -2072838.677764 nChanged 10 Deleting Class 114 (7 points): Lose 32.016171 but Gain 991.817824 Iteration 86Q (31.319697 sec): 81 clusters Score: Raw -2133504.433369 + Penalty 59686.506069 = -2073817.927300 nChanged 10 Deleting Class 64 (6 points): Lose 439.992347 but Gain 1391.523353 Iteration 87Q (31.397128 sec): 80 clusters Score: Raw -2133089.011796 + Penalty 58345.792681 = -2074743.219114 nChanged 10 Deleting Class 33 (10 points): Lose 48.574373 but Gain 996.893726 Iteration 88Q (31.477333 sec): 79 clusters Score: Raw -2133058.112824 + Penalty 57359.321643 = -2075698.791181 nChanged 10 Deleting Class 102 (4 points): Lose 29.513437 but Gain 976.046049 Iteration 89Q (31.554127 sec): 78 clusters Score: Raw -2133043.750559 + Penalty 56384.470706 = -2076659.279853 nChanged 6 Deleting Class 74 (5 points): Lose 84.758434 but Gain 1025.531849 Iteration 90F (32.334920 sec): 77 clusters Score: Raw -2132965.684536 + Penalty 55396.965668 = -2077568.718868 nChanged 7 Deleting Class 45 (11 points): Lose 25.582460 but Gain 959.987592 Iteration 91Q (32.412592 sec): 76 clusters Score: Raw -2132980.356970 + Penalty 54427.576552 = -2078552.780418 nChanged 14 Deleting Class 57 (2 points): Lose 3.680578 but Gain 937.890829 Iteration 92Q (32.491544 sec): 75 clusters Score: Raw -2132996.796513 + Penalty 53488.760796 = -2079508.035717 nChanged 5 Deleting Class 60 (27 points): Lose 126.633187 but Gain 1052.449379 Iteration 93Q (32.567752 sec): 74 clusters Score: Raw -2132873.562334 + Penalty 52445.708078 = -2080427.854256 nChanged 28 Deleting Class 101 (46 points): Lose 224.763285 but Gain 1134.225409 Iteration 94Q (32.643543 sec): 73 clusters Score: Raw -2132706.529225 + Penalty 51423.998135 = -2081282.531090 nChanged 52 Deleting Class 117 (8 points): Lose 22.383659 but Gain 935.456079 Iteration 95Q (32.719754 sec): 72 clusters Score: Raw -2132794.986581 + Penalty 50540.189371 = -2082254.797210 nChanged 37 Deleting Class 36 (13 points): Lose 116.022344 but Gain 1024.619573 Iteration 96Q (32.794644 sec): 71 clusters Score: Raw -2132708.833161 + Penalty 49642.074890 = -2083066.758270 nChanged 27 Deleting Class 17 (63 points): Lose 536.674937 but Gain 1441.853824 Iteration 97Q (32.870120 sec): 70 clusters Score: Raw -2132245.837321 + Penalty 48290.847084 = -2083954.990238 nChanged 70 Deleting Class 164 (1 points): Lose 1.363184 but Gain 906.176527 Iteration 98Q (32.945920 sec): 69 clusters Score: Raw -2132548.027452 + Penalty 47407.470898 = -2085140.556554 nChanged 38 Deleting Class 48 (16 points): Lose 101.389326 but Gain 994.642331 Iteration 99Q (33.020028 sec): 68 clusters Score: Raw -2132484.667573 + Penalty 46465.690923 = -2086018.976650 nChanged 43 Deleting Class 54 (9 points): Lose 57.282978 but Gain 943.000480 Iteration 100F (33.707371 sec): 67 clusters Score: Raw -2132482.303792 + Penalty 45561.045736 = -2086921.258056 nChanged 34 Deleting Class 47 (19 points): Lose 81.203545 but Gain 963.622337 Iteration 101Q (33.782654 sec): 66 clusters Score: Raw -2132440.827796 + Penalty 44601.192368 = -2087839.635428 nChanged 32 Deleting Class 77 (8 points): Lose 34.935292 but Gain 916.336559 Iteration 102Q (33.857384 sec): 65 clusters Score: Raw -2132441.053866 + Penalty 43688.864525 = -2088752.189341 nChanged 17 Deleting Class 186 (4 points): Lose 81.501219 but Gain 934.012406 Iteration 103Q (33.930929 sec): 64 clusters Score: Raw -2132371.616126 + Penalty 42717.077801 = -2089654.538325 nChanged 7 Deleting Class 61 (8 points): Lose 162.761423 but Gain 1010.031651 Iteration 104Q (34.003067 sec): 63 clusters Score: Raw -2132263.992202 + Penalty 41685.010987 = -2090578.981215 nChanged 11 Deleting Class 113 (2 points): Lose 12.462687 but Gain 837.248891 Iteration 105Q (34.075529 sec): 62 clusters Score: Raw -2132263.732274 + Penalty 40922.576895 = -2091341.155380 nChanged 5 Deleting Class 2 (60 points): Lose 224.245367 but Gain 1044.641450 Iteration 106Q (34.146803 sec): 61 clusters Score: Raw -2132046.260429 + Penalty 39935.921862 = -2092110.338567 nChanged 61 Deleting Class 66 (3 points): Lose 25.003095 but Gain 830.600452 Iteration 107Q (34.219148 sec): 60 clusters Score: Raw -2132148.496358 + Penalty 39110.046164 = -2093038.450193 nChanged 21 Deleting Class 26 (25 points): Lose 113.903661 but Gain 916.044782 Iteration 108Q (34.290632 sec): 59 clusters Score: Raw -2132058.027243 + Penalty 38225.343653 = -2093832.683590 nChanged 34 Deleting Class 139 (3 points): Lose 21.447214 but Gain 819.045974 Iteration 109Q (34.362370 sec): 58 clusters Score: Raw -2132077.000167 + Penalty 37415.159723 = -2094661.840445 nChanged 15 Deleting Class 53 (37 points): Lose 96.565606 but Gain 891.208858 Iteration 110F (34.949133 sec): 57 clusters Score: Raw -2131989.236523 + Penalty 36531.479791 = -2095457.756732 nChanged 39 Deleting Class 115 (16 points): Lose 72.584336 but Gain 867.007193 Iteration 111Q (35.019873 sec): 56 clusters Score: Raw -2131962.191979 + Penalty 35734.473761 = -2096227.718218 nChanged 24 Deleting Class 119 (15 points): Lose 93.533016 but Gain 873.089991 Iteration 112Q (35.091937 sec): 55 clusters Score: Raw -2131906.273772 + Penalty 34872.574837 = -2097033.698936 nChanged 20 Deleting Class 147 (2 points): Lose 140.736131 but Gain 908.889078 Iteration 113Q (35.159780 sec): 54 clusters Score: Raw -2131806.918608 + Penalty 33970.363267 = -2097836.555341 nChanged 9 Deleting Class 23 (7 points): Lose 38.936317 but Gain 796.307709 Iteration 114Q (35.227619 sec): 53 clusters Score: Raw -2131788.754456 + Penalty 33184.136482 = -2098604.617974 nChanged 14 Deleting Class 46 (7 points): Lose 142.558352 but Gain 894.455371 Iteration 115Q (35.296205 sec): 52 clusters Score: Raw -2131658.965507 + Penalty 32266.644032 = -2099392.321476 nChanged 13 Deleting Class 99 (5 points): Lose 24.964683 but Gain 774.741355 Iteration 116Q (35.364510 sec): 51 clusters Score: Raw -2131646.179003 + Penalty 31503.036026 = -2100143.142977 nChanged 8 Deleting Class 9 (43 points): Lose 292.492421 but Gain 1007.838056 Iteration 117Q (35.432008 sec): 50 clusters Score: Raw -2131368.642177 + Penalty 30536.220790 = -2100832.421387 nChanged 45 Deleting Class 181 (5 points): Lose 155.393194 but Gain 867.600614 Iteration 118Q (35.500940 sec): 49 clusters Score: Raw -2131366.986253 + Penalty 30241.950207 = -2101125.036046 nChanged 20 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -2131366.986253 + Penalty 30241.950207 = -2101125.036046Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 1 (5758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.570457 sec): 2 clusters Score: Raw -575036.368148 + Penalty 394.507500 = -574641.860648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.581938 sec): 3 clusters Score: Raw -571327.838885 + Penalty 789.811459 = -570538.027426 nChanged 2646 SP:Iteration 1F (35.592839 sec): 3 clusters Score: Raw -572793.909054 + Penalty 788.986551 = -572004.922503 nChanged 682 SP:Iteration 2F (35.603694 sec): 3 clusters Score: Raw -573154.447384 + Penalty 782.101945 = -572372.345438 nChanged 494 SP:Iteration 3F (35.614634 sec): 3 clusters Score: Raw -573486.297579 + Penalty 769.428201 = -572716.869378 nChanged 442 SP:Iteration 4F (35.625253 sec): 3 clusters Score: Raw -573809.482679 + Penalty 751.523485 = -573057.959194 nChanged 358 SP:Iteration 5F (35.635851 sec): 3 clusters Score: Raw -574145.788151 + Penalty 732.783942 = -573413.004209 nChanged 302 SP:Iteration 6F (35.646708 sec): 3 clusters Score: Raw -574475.313170 + Penalty 718.799841 = -573756.513329 nChanged 209 SP:Iteration 7Q (35.657245 sec): 3 clusters Score: Raw -574726.873729 + Penalty 710.545882 = -574016.327846 nChanged 154 SP:Iteration 8Q (35.667471 sec): 3 clusters Score: Raw -574820.674921 + Penalty 704.210447 = -574116.464474 nChanged 94 SP:Iteration 9Q (35.677529 sec): 3 clusters Score: Raw -574860.370087 + Penalty 697.579818 = -574162.790269 nChanged 61 SP:Iteration 10F (35.688617 sec): 3 clusters Score: Raw -574883.350406 + Penalty 692.723241 = -574190.627165 nChanged 53 SP:Iteration 11Q (35.698491 sec): 3 clusters Score: Raw -574900.403794 + Penalty 686.680860 = -574213.722934 nChanged 60 SP:Iteration 12Q (35.708622 sec): 3 clusters Score: Raw -574917.013575 + Penalty 680.648919 = -574236.364656 nChanged 59 SP:Iteration 13Q (35.718638 sec): 3 clusters Score: Raw -574930.383969 + Penalty 677.808027 = -574252.575943 nChanged 50 SP:Iteration 14Q (35.728150 sec): 3 clusters Score: Raw -574940.790848 + Penalty 676.018235 = -574264.772614 nChanged 41 SP:Iteration 15Q (35.737700 sec): 3 clusters Score: Raw -574946.816611 + Penalty 674.453335 = -574272.363276 nChanged 35 SP:Iteration 16Q (35.747596 sec): 3 clusters Score: Raw -574953.820962 + Penalty 670.542697 = -574283.278265 nChanged 46 SP:Iteration 17Q (35.758177 sec): 3 clusters Score: Raw -574963.460461 + Penalty 667.711276 = -574295.749184 nChanged 42 SP:Iteration 18Q (35.768620 sec): 3 clusters Score: Raw -574970.726660 + Penalty 664.503621 = -574306.223040 nChanged 37 SP:Iteration 19Q (35.778959 sec): 3 clusters Score: Raw -574975.972030 + Penalty 662.255918 = -574313.716112 nChanged 30 SP:Iteration 20F (35.791079 sec): 3 clusters Score: Raw -574980.596948 + Penalty 658.849699 = -574321.747249 nChanged 33 SP:Iteration 21Q (35.801483 sec): 3 clusters Score: Raw -574985.716585 + Penalty 656.044804 = -574329.671781 nChanged 25 SP:Iteration 22Q (35.811771 sec): 3 clusters Score: Raw -574989.908771 + Penalty 655.008356 = -574334.900414 nChanged 36 SP:Iteration 23Q (35.822285 sec): 3 clusters Score: Raw -574997.415666 + Penalty 649.507717 = -574347.907949 nChanged 45 SP:Iteration 24Q (35.832580 sec): 3 clusters Score: Raw -575007.527162 + Penalty 646.726501 = -574360.800661 nChanged 33 SP:Iteration 25Q (35.842778 sec): 3 clusters Score: Raw -575014.073126 + Penalty 644.894498 = -574369.178628 nChanged 20 SP:Iteration 26Q (35.853286 sec): 3 clusters Score: Raw -575018.206277 + Penalty 642.253919 = -574375.952358 nChanged 21 SP:Iteration 27Q (35.863340 sec): 3 clusters Score: Raw -575020.640242 + Penalty 641.157801 = -574379.482441 nChanged 16 SP:Iteration 28Q (35.873482 sec): 3 clusters Score: Raw -575022.768213 + Penalty 639.344231 = -574383.423983 nChanged 23 SP:Iteration 29Q (35.883958 sec): 3 clusters Score: Raw -575026.437940 + Penalty 636.909787 = -574389.528153 nChanged 23 SP:Iteration 30F (35.895784 sec): 3 clusters Score: Raw -575031.200815 + Penalty 633.895504 = -574397.305311 nChanged 19 SP:Iteration 31Q (35.905944 sec): 3 clusters Score: Raw -575034.633846 + Penalty 630.579412 = -574404.054434 nChanged 12 SP:Iteration 32Q (35.916197 sec): 3 clusters Score: Raw -575035.904548 + Penalty 628.234563 = -574407.669985 nChanged 11 SP:Iteration 33Q (35.926200 sec): 3 clusters Score: Raw -575037.346561 + Penalty 627.356871 = -574409.989691 nChanged 14 SP:Iteration 34Q (35.936143 sec): 3 clusters Score: Raw -575039.999717 + Penalty 626.320602 = -574413.679115 nChanged 13 SP:Iteration 35Q (35.946075 sec): 3 clusters Score: Raw -575041.819943 + Penalty 625.544018 = -574416.275925 nChanged 15 SP:Iteration 36Q (35.956516 sec): 3 clusters Score: Raw -575043.277334 + Penalty 624.606408 = -574418.670926 nChanged 10 SP:Iteration 37Q (35.966567 sec): 3 clusters Score: Raw -575043.966033 + Penalty 624.058820 = -574419.907213 nChanged 8 SP:Iteration 38Q (35.976525 sec): 3 clusters Score: Raw -575044.546020 + Penalty 621.794156 = -574422.751864 nChanged 9 SP:Iteration 39Q (35.987351 sec): 3 clusters Score: Raw -575045.268576 + Penalty 619.804158 = -574425.464418 nChanged 12 SP:Iteration 40F (35.999350 sec): 3 clusters Score: Raw -575046.164607 + Penalty 617.800092 = -574428.364514 nChanged 12 SP:Iteration 41Q (36.009265 sec): 3 clusters Score: Raw -575047.329820 + Penalty 615.142216 = -574432.187605 nChanged 10 SP:Iteration 42Q (36.019680 sec): 3 clusters Score: Raw -575049.033132 + Penalty 612.515360 = -574436.517772 nChanged 11 SP:Iteration 43Q (36.029644 sec): 3 clusters Score: Raw -575050.622215 + Penalty 611.773497 = -574438.848718 nChanged 9 SP:Iteration 44Q (36.039692 sec): 3 clusters Score: Raw -575051.477779 + Penalty 611.346238 = -574440.131540 nChanged 7 SP:Iteration 45Q (36.049845 sec): 3 clusters Score: Raw -575052.442452 + Penalty 610.442425 = -574442.000027 nChanged 10 SP:Iteration 46Q (36.059758 sec): 3 clusters Score: Raw -575053.227434 + Penalty 610.117482 = -574443.109952 nChanged 7 SP:Iteration 47Q (36.069817 sec): 3 clusters Score: Raw -575053.738551 + Penalty 607.603420 = -574446.135131 nChanged 5 SP:Iteration 48Q (36.079908 sec): 3 clusters Score: Raw -575054.873050 + Penalty 607.100561 = -574447.772489 nChanged 7 SP:Iteration 49Q (36.090514 sec): 3 clusters Score: Raw -575055.641422 + Penalty 606.204334 = -574449.437088 nChanged 6 SP:Iteration 50F (36.102382 sec): 3 clusters Score: Raw -575056.215337 + Penalty 605.589747 = -574450.625590 nChanged 5 SP:Iteration 51Q (36.112401 sec): 3 clusters Score: Raw -575056.446495 + Penalty 605.486248 = -574450.960247 nChanged 2 SP:Iteration 52Q (36.122846 sec): 3 clusters Score: Raw -575056.535457 + Penalty 605.064339 = -574451.471118 nChanged 1 SP:Iteration 53Q (36.132774 sec): 3 clusters Score: Raw -575056.527602 + Penalty 604.482725 = -574452.044877 nChanged 3 SP:Iteration 54Q (36.142577 sec): 3 clusters Score: Raw -575056.644289 + Penalty 604.472974 = -574452.171315 nChanged 2 SP:Iteration 55Q (36.152895 sec): 3 clusters Score: Raw -575056.871399 + Penalty 604.148481 = -574452.722918 nChanged 3 SP:Iteration 56Q (36.162636 sec): 3 clusters Score: Raw -575057.466874 + Penalty 603.758096 = -574453.708778 nChanged 7 SP:Iteration 57Q (36.172602 sec): 3 clusters Score: Raw -575059.261495 + Penalty 600.172747 = -574459.088748 nChanged 10 SP:Iteration 58Q (36.182909 sec): 3 clusters Score: Raw -575062.721433 + Penalty 598.820212 = -574463.901220 nChanged 14 SP:Iteration 59Q (36.192855 sec): 3 clusters Score: Raw -575066.452996 + Penalty 596.560822 = -574469.892174 nChanged 13 SP:Iteration 60F (36.204688 sec): 3 clusters Score: Raw -575068.803715 + Penalty 595.582645 = -574473.221070 nChanged 11 SP:Iteration 61Q (36.214785 sec): 3 clusters Score: Raw -575071.136935 + Penalty 592.168338 = -574478.968597 nChanged 14 SP:Iteration 62Q (36.224717 sec): 3 clusters Score: Raw -575073.372502 + Penalty 586.049599 = -574487.322904 nChanged 15 SP:Iteration 63Q (36.234696 sec): 3 clusters Score: Raw -575076.508545 + Penalty 584.329636 = -574492.178909 nChanged 11 SP:Iteration 64Q (36.244539 sec): 3 clusters Score: Raw -575078.572418 + Penalty 580.476016 = -574498.096402 nChanged 10 SP:Iteration 65Q (36.254798 sec): 3 clusters Score: Raw -575081.846515 + Penalty 580.053148 = -574501.793366 nChanged 7 SP:Iteration 66Q (36.264509 sec): 3 clusters Score: Raw -575082.446062 + Penalty 580.172163 = -574502.273899 nChanged 6 SP:Iteration 67Q (36.274198 sec): 3 clusters Score: Raw -575082.895903 + Penalty 580.415145 = -574502.480757 nChanged 5 SP:Iteration 68Q (36.284220 sec): 3 clusters Score: Raw -575083.449427 + Penalty 580.136720 = -574503.312707 nChanged 4 SP:Iteration 69Q (36.293953 sec): 3 clusters Score: Raw -575083.777473 + Penalty 580.274242 = -574503.503232 nChanged 6 SP:Iteration 70F (36.305888 sec): 3 clusters Score: Raw -575084.936513 + Penalty 576.960638 = -574507.975875 nChanged 12 SP:Iteration 71Q (36.315821 sec): 3 clusters Score: Raw -575087.467100 + Penalty 576.499485 = -574510.967614 nChanged 7 SP:Iteration 72Q (36.325716 sec): 3 clusters Score: Raw -575089.920588 + Penalty 576.117526 = -574513.803062 nChanged 7 SP:Iteration 73Q (36.335739 sec): 3 clusters Score: Raw -575093.742843 + Penalty 576.699238 = -574517.043605 nChanged 7 SP:Iteration 74Q (36.345527 sec): 3 clusters Score: Raw -575095.446926 + Penalty 575.041310 = -574520.405616 nChanged 3 SP:Iteration 75Q (36.355500 sec): 3 clusters Score: Raw -575095.851346 + Penalty 568.800197 = -574527.051150 nChanged 3 SP:Iteration 76Q (36.365187 sec): 3 clusters Score: Raw -575097.429766 + Penalty 569.409784 = -574528.019982 nChanged 2 SP:Iteration 77Q (36.374937 sec): 3 clusters Score: Raw -575097.669305 + Penalty 569.644476 = -574528.024829 nChanged 2 SP:Iteration 78Q (36.384972 sec): 3 clusters Score: Raw -575097.802971 + Penalty 569.644476 = -574528.158495 nChanged 0 SP:Iteration 79F (36.397038 sec): 3 clusters Score: Raw -575097.802971 + Penalty 569.644476 = -574528.158495 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 3 (6545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.430859 sec): 2 clusters Score: Raw -629413.262268 + Penalty 224.884273 = -629188.377996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.443018 sec): 3 clusters Score: Raw -625025.907087 + Penalty 448.152144 = -624577.754942 nChanged 3070 SP:Iteration 1F (36.455305 sec): 3 clusters Score: Raw -626170.660986 + Penalty 449.409927 = -625721.251059 nChanged 930 SP:Iteration 2F (36.467357 sec): 3 clusters Score: Raw -626838.196411 + Penalty 452.001492 = -626386.194919 nChanged 708 SP:Iteration 3F (36.479287 sec): 3 clusters Score: Raw -627403.683390 + Penalty 457.053373 = -626946.630017 nChanged 559 SP:Iteration 4F (36.491488 sec): 3 clusters Score: Raw -627789.237229 + Penalty 464.912691 = -627324.324538 nChanged 423 SP:Iteration 5F (36.503794 sec): 3 clusters Score: Raw -628019.687052 + Penalty 474.039819 = -627545.647233 nChanged 301 SP:Iteration 6Q (36.516267 sec): 3 clusters Score: Raw -628155.194456 + Penalty 483.275557 = -627671.918899 nChanged 236 SP:Iteration 7Q (36.528285 sec): 3 clusters Score: Raw -628254.914295 + Penalty 492.646902 = -627762.267393 nChanged 211 SP:Iteration 8Q (36.540340 sec): 3 clusters Score: Raw -628340.773994 + Penalty 501.126953 = -627839.647041 nChanged 197 SP:Iteration 9Q (36.552664 sec): 3 clusters Score: Raw -628414.653614 + Penalty 509.623463 = -627905.030152 nChanged 184 SP:Iteration 10F (36.564561 sec): 3 clusters Score: Raw -628482.177051 + Penalty 520.570918 = -627961.606133 nChanged 210 SP:Iteration 11Q (36.575808 sec): 3 clusters Score: Raw -628567.731320 + Penalty 532.124053 = -628035.607267 nChanged 208 SP:Iteration 12Q (36.587365 sec): 3 clusters Score: Raw -628663.502151 + Penalty 544.746616 = -628118.755535 nChanged 214 SP:Iteration 13Q (36.598353 sec): 3 clusters Score: Raw -628779.559653 + Penalty 558.100740 = -628221.458913 nChanged 190 SP:Iteration 14Q (36.609754 sec): 3 clusters Score: Raw -628892.617988 + Penalty 570.257725 = -628322.360263 nChanged 175 SP:Iteration 15Q (36.620663 sec): 3 clusters Score: Raw -629015.232365 + Penalty 578.892217 = -628436.340148 nChanged 142 SP:Iteration 16Q (36.631286 sec): 3 clusters Score: Raw -629123.230755 + Penalty 584.542171 = -628538.688584 nChanged 95 SP:Iteration 17Q (36.642379 sec): 3 clusters Score: Raw -629189.170426 + Penalty 588.148430 = -628601.021996 nChanged 90 SP:Iteration 18Q (36.652698 sec): 3 clusters Score: Raw -629261.636210 + Penalty 583.306667 = -628678.329543 nChanged 69 SP:Iteration 19Q (36.662398 sec): 3 clusters Score: Raw -629308.983714 + Penalty 575.382622 = -628733.601092 nChanged 60 SP:Iteration 20F (36.674243 sec): 3 clusters Score: Raw -629355.304438 + Penalty 558.791444 = -628796.512993 nChanged 48 SP:Iteration 21Q (36.684153 sec): 3 clusters Score: Raw -629393.590115 + Penalty 538.165576 = -628855.424538 nChanged 32 SP:Iteration 22Q (36.693782 sec): 3 clusters Score: Raw -629414.053900 + Penalty 533.962895 = -628880.091005 nChanged 18 SP:Iteration 23Q (36.703331 sec): 3 clusters Score: Raw -629423.466966 + Penalty 528.039399 = -628895.427567 nChanged 15 SP:Iteration 24Q (36.713037 sec): 3 clusters Score: Raw -629433.807845 + Penalty 529.972688 = -628903.835157 nChanged 9 SP:Iteration 25Q (36.722555 sec): 3 clusters Score: Raw -629440.927726 + Penalty 539.000567 = -628901.927159 nChanged 13 SP:Iteration 26F (36.734495 sec): 3 clusters Score: Raw -629452.484749 + Penalty 532.117325 = -628920.367424 nChanged 7 SP:Iteration 27Q (36.743869 sec): 3 clusters Score: Raw -629457.422780 + Penalty 533.006746 = -628924.416034 nChanged 4 SP:Iteration 28Q (36.753348 sec): 3 clusters Score: Raw -629458.652163 + Penalty 533.150504 = -628925.501659 nChanged 2 SP:Iteration 29Q (36.762506 sec): 3 clusters Score: Raw -629460.662595 + Penalty 531.527302 = -628929.135293 nChanged 2 SP:Iteration 30F (36.774344 sec): 3 clusters Score: Raw -629462.201963 + Penalty 527.594707 = -628934.607256 nChanged 1 SP:Iteration 31Q (36.783793 sec): 3 clusters Score: Raw -629464.081458 + Penalty 527.594707 = -628936.486751 nChanged 0 SP:Iteration 32F (36.795693 sec): 3 clusters Score: Raw -629464.081458 + Penalty 527.594707 = -628936.486751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.799598 sec): 2 clusters Score: Raw -6191.235144 + Penalty 83.064712 = -6108.170432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.799947 sec): 3 clusters Score: Raw -6174.207711 + Penalty 164.088653 = -6010.119058 nChanged 24 SP:Iteration 1F (36.800287 sec): 3 clusters Score: Raw -6200.261412 + Penalty 169.682216 = -6030.579196 nChanged 14 SP:Iteration 2F (36.800625 sec): 3 clusters Score: Raw -6236.815829 + Penalty 191.568521 = -6045.247308 nChanged 8 SP:Iteration 3F (36.800949 sec): 3 clusters Score: Raw -6256.009837 + Penalty 211.560874 = -6044.448963 nChanged 3 SP:Iteration 4F (36.801272 sec): 3 clusters Score: Raw -6262.623598 + Penalty 211.560874 = -6051.062724 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 5 (2777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.814404 sec): 2 clusters Score: Raw -275320.703191 + Penalty 313.287551 = -275007.415639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.819693 sec): 3 clusters Score: Raw -273516.192413 + Penalty 641.168136 = -272875.024277 nChanged 1260 SP:Iteration 1F (36.824716 sec): 3 clusters Score: Raw -274395.422887 + Penalty 657.287227 = -273738.135661 nChanged 460 SP:Iteration 2F (36.829734 sec): 3 clusters Score: Raw -274661.340359 + Penalty 675.025049 = -273986.315310 nChanged 234 SP:Iteration 3F (36.834763 sec): 3 clusters Score: Raw -274844.299875 + Penalty 698.316897 = -274145.982978 nChanged 187 SP:Iteration 4F (36.839832 sec): 3 clusters Score: Raw -275008.047668 + Penalty 716.494108 = -274291.553560 nChanged 154 SP:Iteration 5F (36.844908 sec): 3 clusters Score: Raw -275114.389814 + Penalty 728.001293 = -274386.388521 nChanged 88 SP:Iteration 6Q (36.849972 sec): 3 clusters Score: Raw -275154.253870 + Penalty 738.762643 = -274415.491227 nChanged 68 SP:Iteration 7Q (36.854845 sec): 3 clusters Score: Raw -275184.161616 + Penalty 745.628318 = -274438.533298 nChanged 48 SP:Iteration 8Q (36.859557 sec): 3 clusters Score: Raw -275199.225097 + Penalty 750.693836 = -274448.531261 nChanged 39 SP:Iteration 9Q (36.864287 sec): 3 clusters Score: Raw -275208.313288 + Penalty 754.514677 = -274453.798610 nChanged 27 SP:Iteration 10F (36.869282 sec): 3 clusters Score: Raw -275213.328988 + Penalty 754.736967 = -274458.592022 nChanged 15 SP:Iteration 11Q (36.873964 sec): 3 clusters Score: Raw -275215.222397 + Penalty 755.174347 = -274460.048049 nChanged 8 SP:Iteration 12Q (36.878648 sec): 3 clusters Score: Raw -275216.358692 + Penalty 755.434559 = -274460.924133 nChanged 5 SP:Iteration 13Q (36.883556 sec): 3 clusters Score: Raw -275216.773884 + Penalty 756.138170 = -274460.635714 nChanged 3 SP:Iteration 14F (36.888786 sec): 3 clusters Score: Raw -275216.911530 + Penalty 756.997756 = -274459.913775 nChanged 3 SP:Iteration 15F (36.893794 sec): 3 clusters Score: Raw -275216.976518 + Penalty 756.718643 = -274460.257875 nChanged 1 SP:Iteration 16Q (36.898493 sec): 3 clusters Score: Raw -275217.020700 + Penalty 756.718643 = -274460.302057 nChanged 0 SP:Iteration 17F (36.903579 sec): 3 clusters Score: Raw -275217.020700 + Penalty 756.718643 = -274460.302057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.908639 sec): 2 clusters Score: Raw -26924.613478 + Penalty 771.144731 = -26153.468747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.909293 sec): 3 clusters Score: Raw -26897.940157 + Penalty 1542.955764 = -25354.984393 nChanged 46 SP:Iteration 1F (36.909935 sec): 3 clusters Score: Raw -26992.115625 + Penalty 1543.274379 = -25448.841246 nChanged 13 SP:Iteration 2F (36.910573 sec): 3 clusters Score: Raw -27014.993629 + Penalty 1543.814685 = -25471.178945 nChanged 7 SP:Iteration 3Q (36.911198 sec): 3 clusters Score: Raw -27026.533042 + Penalty 1543.984268 = -25482.548775 nChanged 4 SP:Iteration 4Q (36.911853 sec): 3 clusters Score: Raw -27034.264455 + Penalty 1543.984268 = -25490.280187 nChanged 0 SP:Iteration 5F (36.912490 sec): 3 clusters Score: Raw -27034.264455 + Penalty 1543.984268 = -25490.280187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.913230 sec): 2 clusters Score: Raw -11031.389859 + Penalty 701.873207 = -10329.516652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.913656 sec): 3 clusters Score: Raw -11134.394675 + Penalty 1405.457820 = -9728.936854 nChanged 6 SP:Iteration 1F (36.914062 sec): 3 clusters Score: Raw -11156.032969 + Penalty 1405.457820 = -9750.575149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.914951 sec): 2 clusters Score: Raw -16287.980813 + Penalty 136.213151 = -16151.767662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.915469 sec): 3 clusters Score: Raw -16211.760827 + Penalty 272.368338 = -15939.392490 nChanged 62 SP:Iteration 1F (36.915977 sec): 3 clusters Score: Raw -16261.576759 + Penalty 269.666069 = -15991.910691 nChanged 13 SP:Iteration 2F (36.916489 sec): 3 clusters Score: Raw -16273.597934 + Penalty 269.952166 = -16003.645768 nChanged 5 SP:Iteration 3Q (36.916991 sec): 3 clusters Score: Raw -16276.128008 + Penalty 269.909916 = -16006.218092 nChanged 3 SP:Iteration 4Q (36.917494 sec): 3 clusters Score: Raw -16276.772301 + Penalty 270.270669 = -16006.501632 nChanged 1 SP:Iteration 5Q (36.917994 sec): 3 clusters Score: Raw -16277.304552 + Penalty 270.270669 = -16007.033883 nChanged 0 SP:Iteration 6F (36.918499 sec): 3 clusters Score: Raw -16277.304552 + Penalty 270.270669 = -16007.033883 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.925244 sec): 2 clusters Score: Raw -210182.513085 + Penalty 196.325870 = -209986.187214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.929158 sec): 3 clusters Score: Raw -208825.822986 + Penalty 400.529275 = -208425.293711 nChanged 960 SP:Iteration 1F (36.933026 sec): 3 clusters Score: Raw -209479.105129 + Penalty 421.994642 = -209057.110487 nChanged 297 SP:Iteration 2F (36.936865 sec): 3 clusters Score: Raw -209814.738674 + Penalty 455.666881 = -209359.071792 nChanged 184 SP:Iteration 3F (36.940734 sec): 3 clusters Score: Raw -210071.316311 + Penalty 476.772437 = -209594.543874 nChanged 89 SP:Iteration 4Q (36.944461 sec): 3 clusters Score: Raw -210177.718096 + Penalty 488.842639 = -209688.875456 nChanged 51 SP:Iteration 5Q (36.948014 sec): 3 clusters Score: Raw -210214.266789 + Penalty 493.096830 = -209721.169959 nChanged 20 SP:Iteration 6Q (36.951753 sec): 3 clusters Score: Raw -210226.085075 + Penalty 501.859103 = -209724.225972 nChanged 24 SP:Iteration 7Q (36.955136 sec): 3 clusters Score: Raw -210239.841153 + Penalty 506.871267 = -209732.969887 nChanged 20 SP:Iteration 8Q (36.958459 sec): 3 clusters Score: Raw -210252.960289 + Penalty 509.223053 = -209743.737236 nChanged 14 SP:Iteration 9Q (36.961750 sec): 3 clusters Score: Raw -210261.691100 + Penalty 516.226885 = -209745.464214 nChanged 13 SP:Iteration 10F (36.965628 sec): 3 clusters Score: Raw -210266.170142 + Penalty 515.554521 = -209750.615621 nChanged 5 SP:Iteration 11Q (36.968883 sec): 3 clusters Score: Raw -210269.371672 + Penalty 514.695444 = -209754.676228 nChanged 5 SP:Iteration 12Q (36.972129 sec): 3 clusters Score: Raw -210271.005536 + Penalty 515.326189 = -209755.679346 nChanged 4 SP:Iteration 13Q (36.975403 sec): 3 clusters Score: Raw -210271.998843 + Penalty 517.187880 = -209754.810963 nChanged 3 SP:Iteration 14F (36.979340 sec): 3 clusters Score: Raw -210274.079595 + Penalty 515.708017 = -209758.371578 nChanged 1 SP:Iteration 15Q (36.982787 sec): 3 clusters Score: Raw -210274.652792 + Penalty 515.708017 = -209758.944775 nChanged 0 SP:Iteration 16F (36.986912 sec): 3 clusters Score: Raw -210274.652792 + Penalty 515.708017 = -209758.944775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.989345 sec): 2 clusters Score: Raw -20078.023179 + Penalty 411.862720 = -19666.160459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.989917 sec): 3 clusters Score: Raw -19997.693998 + Penalty 823.476669 = -19174.217329 nChanged 38 SP:Iteration 1F (36.990463 sec): 3 clusters Score: Raw -20039.263468 + Penalty 824.022309 = -19215.241159 nChanged 9 SP:Iteration 2Q (36.990993 sec): 3 clusters Score: Raw -20052.858273 + Penalty 823.832387 = -19229.025885 nChanged 6 SP:Iteration 3Q (36.991520 sec): 3 clusters Score: Raw -20057.035317 + Penalty 823.816097 = -19233.219220 nChanged 2 SP:Iteration 4Q (36.992047 sec): 3 clusters Score: Raw -20059.457334 + Penalty 823.828153 = -19235.629181 nChanged 2 SP:Iteration 5Q (36.992574 sec): 3 clusters Score: Raw -20061.746501 + Penalty 823.828153 = -19237.918349 nChanged 0 SP:Iteration 6F (36.993101 sec): 3 clusters Score: Raw -20061.746501 + Penalty 823.828153 = -19237.918349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.995731 sec): 2 clusters Score: Raw -48903.126771 + Penalty 93.160698 = -48809.966072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.996925 sec): 3 clusters Score: Raw -48600.692897 + Penalty 185.651187 = -48415.041709 nChanged 218 SP:Iteration 1F (36.998033 sec): 3 clusters Score: Raw -48765.361322 + Penalty 186.980096 = -48578.381226 nChanged 58 SP:Iteration 2F (36.999117 sec): 3 clusters Score: Raw -48815.152405 + Penalty 184.107099 = -48631.045307 nChanged 44 SP:Iteration 3F (37.000198 sec): 3 clusters Score: Raw -48856.670721 + Penalty 179.523280 = -48677.147441 nChanged 31 SP:Iteration 4F (37.001279 sec): 3 clusters Score: Raw -48894.324863 + Penalty 173.644460 = -48720.680403 nChanged 21 SP:Iteration 5Q (37.002354 sec): 3 clusters Score: Raw -48923.043125 + Penalty 168.269203 = -48754.773922 nChanged 7 SP:Iteration 6Q (37.003383 sec): 3 clusters Score: Raw -48932.423331 + Penalty 164.427185 = -48767.996146 nChanged 3 SP:Iteration 7Q (37.004349 sec): 3 clusters Score: Raw -48937.122852 + Penalty 164.664373 = -48772.458479 nChanged 1 SP:Iteration 8Q (37.005275 sec): 3 clusters Score: Raw -48938.287838 + Penalty 164.706087 = -48773.581752 nChanged 1 SP:Iteration 9Q (37.006198 sec): 3 clusters Score: Raw -48938.320175 + Penalty 164.706087 = -48773.614089 nChanged 0 SP:Iteration 10F (37.007179 sec): 3 clusters Score: Raw -48938.320175 + Penalty 164.706087 = -48773.614089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.008560 sec): 2 clusters Score: Raw -1219.005298 + Penalty 176.636136 = -1042.369161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.008796 sec): 3 clusters Score: Raw -1227.872948 + Penalty 360.846228 = -867.026721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.010358 sec): 2 clusters Score: Raw -43694.586285 + Penalty 697.410249 = -42997.176036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.011337 sec): 3 clusters Score: Raw -43556.545022 + Penalty 1397.395232 = -42159.149789 nChanged 107 SP:Iteration 1F (37.012280 sec): 3 clusters Score: Raw -43661.575887 + Penalty 1405.848030 = -42255.727857 nChanged 31 SP:Iteration 2F (37.013268 sec): 3 clusters Score: Raw -43700.725222 + Penalty 1410.134033 = -42290.591188 nChanged 22 SP:Iteration 3F (37.014275 sec): 3 clusters Score: Raw -43728.021679 + Penalty 1416.848602 = -42311.173077 nChanged 12 SP:Iteration 4Q (37.015231 sec): 3 clusters Score: Raw -43740.308779 + Penalty 1422.422981 = -42317.885798 nChanged 6 SP:Iteration 5Q (37.016182 sec): 3 clusters Score: Raw -43745.529064 + Penalty 1427.895526 = -42317.633538 nChanged 5 SP:Iteration 6F (37.017144 sec): 3 clusters Score: Raw -43751.166159 + Penalty 1432.880912 = -42318.285246 nChanged 3 SP:Iteration 7Q (37.018096 sec): 3 clusters Score: Raw -43758.441283 + Penalty 1438.781479 = -42319.659804 nChanged 3 SP:Iteration 8Q (37.019013 sec): 3 clusters Score: Raw -43761.523093 + Penalty 1440.661382 = -42320.861711 nChanged 2 SP:Iteration 9Q (37.019910 sec): 3 clusters Score: Raw -43764.215936 + Penalty 1440.661382 = -42323.554554 nChanged 0 SP:Iteration 10F (37.020832 sec): 3 clusters Score: Raw -43764.215936 + Penalty 1440.661382 = -42323.554554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.024623 sec): 2 clusters Score: Raw -73352.680227 + Penalty 166.876604 = -73185.803623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.026114 sec): 3 clusters Score: Raw -72904.434589 + Penalty 334.184605 = -72570.249984 nChanged 311 SP:Iteration 1F (37.027618 sec): 3 clusters Score: Raw -73066.540702 + Penalty 331.014171 = -72735.526531 nChanged 94 SP:Iteration 2F (37.029110 sec): 3 clusters Score: Raw -73157.239281 + Penalty 323.090345 = -72834.148937 nChanged 70 SP:Iteration 3F (37.030585 sec): 3 clusters Score: Raw -73221.911859 + Penalty 321.359753 = -72900.552106 nChanged 39 SP:Iteration 4F (37.032065 sec): 3 clusters Score: Raw -73254.959715 + Penalty 321.158858 = -72933.800857 nChanged 25 SP:Iteration 5Q (37.033531 sec): 3 clusters Score: Raw -73267.202266 + Penalty 319.817723 = -72947.384542 nChanged 11 SP:Iteration 6Q (37.034965 sec): 3 clusters Score: Raw -73270.262440 + Penalty 319.325629 = -72950.936811 nChanged 4 SP:Iteration 7Q (37.036393 sec): 3 clusters Score: Raw -73271.230248 + Penalty 319.047376 = -72952.182872 nChanged 4 SP:Iteration 8Q (37.037798 sec): 3 clusters Score: Raw -73271.658378 + Penalty 319.164136 = -72952.494241 nChanged 3 SP:Iteration 9Q (37.039201 sec): 3 clusters Score: Raw -73272.206156 + Penalty 319.358063 = -72952.848093 nChanged 5 SP:Iteration 10F (37.040714 sec): 3 clusters Score: Raw -73272.735468 + Penalty 319.697345 = -72953.038124 nChanged 4 SP:Iteration 11Q (37.042150 sec): 3 clusters Score: Raw -73273.077272 + Penalty 319.523941 = -72953.553331 nChanged 2 SP:Iteration 12Q (37.043573 sec): 3 clusters Score: Raw -73273.215558 + Penalty 319.593394 = -72953.622164 nChanged 1 SP:Iteration 13Q (37.044965 sec): 3 clusters Score: Raw -73273.220749 + Penalty 319.593394 = -72953.627355 nChanged 0 SP:Iteration 14F (37.046435 sec): 3 clusters Score: Raw -73273.220749 + Penalty 319.593394 = -72953.627355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.050349 sec): 2 clusters Score: Raw -11912.789372 + Penalty 447.866675 = -11464.922697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.050790 sec): 3 clusters Score: Raw -11919.688613 + Penalty 895.762789 = -11023.925824 nChanged 17 SP:Iteration 1F (37.051223 sec): 3 clusters Score: Raw -11950.130107 + Penalty 896.082449 = -11054.047658 nChanged 7 SP:Iteration 2F (37.051653 sec): 3 clusters Score: Raw -11979.180110 + Penalty 896.333745 = -11082.846366 nChanged 5 SP:Iteration 3Q (37.052068 sec): 3 clusters Score: Raw -11994.373724 + Penalty 895.984840 = -11098.388884 nChanged 4 SP:Iteration 4Q (37.052480 sec): 3 clusters Score: Raw -12008.128105 + Penalty 895.790823 = -11112.337282 nChanged 3 SP:Iteration 5Q (37.052885 sec): 3 clusters Score: Raw -12017.568504 + Penalty 895.733351 = -11121.835153 nChanged 1 SP:Iteration 6Q (37.053313 sec): 3 clusters Score: Raw -12020.720929 + Penalty 895.755302 = -11124.965627 nChanged 1 SP:Iteration 7Q (37.053715 sec): 3 clusters Score: Raw -12024.785499 + Penalty 895.755302 = -11129.030197 nChanged 0 SP:Iteration 8F (37.054144 sec): 3 clusters Score: Raw -12024.785499 + Penalty 895.755302 = -11129.030197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.055853 sec): 2 clusters Score: Raw -45558.957717 + Penalty 591.217151 = -44967.740567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.056871 sec): 3 clusters Score: Raw -45386.391146 + Penalty 1188.650472 = -44197.740674 nChanged 137 SP:Iteration 1F (37.057853 sec): 3 clusters Score: Raw -45541.780708 + Penalty 1198.702831 = -44343.077877 nChanged 62 SP:Iteration 2F (37.058834 sec): 3 clusters Score: Raw -45659.034520 + Penalty 1204.434052 = -44454.600468 nChanged 36 SP:Iteration 3F (37.059815 sec): 3 clusters Score: Raw -45718.782293 + Penalty 1225.119234 = -44493.663060 nChanged 23 SP:Iteration 4F (37.060842 sec): 3 clusters Score: Raw -45757.414682 + Penalty 1238.264256 = -44519.150425 nChanged 10 SP:Iteration 5Q (37.061788 sec): 3 clusters Score: Raw -45779.154996 + Penalty 1243.198442 = -44535.956555 nChanged 5 SP:Iteration 6Q (37.062699 sec): 3 clusters Score: Raw -45784.263562 + Penalty 1247.131337 = -44537.132225 nChanged 2 SP:Iteration 7Q (37.063598 sec): 3 clusters Score: Raw -45786.704633 + Penalty 1246.310131 = -44540.394503 nChanged 1 SP:Iteration 8Q (37.064507 sec): 3 clusters Score: Raw -45788.147393 + Penalty 1246.310131 = -44541.837262 nChanged 0 SP:Iteration 9F (37.065484 sec): 3 clusters Score: Raw -45788.147393 + Penalty 1246.310131 = -44541.837262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.066005 sec): 2 clusters Score: Raw -1230.846506 + Penalty 84.905086 = -1145.941419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.066250 sec): 3 clusters Score: Raw -1264.933048 + Penalty 167.876145 = -1097.056903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.067062 sec): 2 clusters Score: Raw -13947.717176 + Penalty 412.989948 = -13534.727228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.067517 sec): 3 clusters Score: Raw -13903.297961 + Penalty 826.034868 = -13077.263093 nChanged 13 SP:Iteration 1F (37.067968 sec): 3 clusters Score: Raw -13926.433643 + Penalty 825.845845 = -13100.587798 nChanged 7 SP:Iteration 2F (37.068417 sec): 3 clusters Score: Raw -13938.593194 + Penalty 825.892081 = -13112.701113 nChanged 3 SP:Iteration 3Q (37.068866 sec): 3 clusters Score: Raw -13943.937085 + Penalty 824.793971 = -13119.143114 nChanged 2 SP:Iteration 4Q (37.069312 sec): 3 clusters Score: Raw -13946.919877 + Penalty 824.793971 = -13122.125906 nChanged 0 SP:Iteration 5F (37.069760 sec): 3 clusters Score: Raw -13946.919877 + Penalty 824.793971 = -13122.125906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.070457 sec): 2 clusters Score: Raw -8710.179666 + Penalty 86.342839 = -8623.836826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.070836 sec): 3 clusters Score: Raw -8671.785640 + Penalty 174.262311 = -8497.523330 nChanged 35 SP:Iteration 1F (37.071207 sec): 3 clusters Score: Raw -8694.316603 + Penalty 175.070541 = -8519.246063 nChanged 9 SP:Iteration 2F (37.071578 sec): 3 clusters Score: Raw -8704.415784 + Penalty 179.026285 = -8525.389499 nChanged 6 SP:Iteration 3F (37.071947 sec): 3 clusters Score: Raw -8712.961014 + Penalty 186.706502 = -8526.254512 nChanged 7 SP:Iteration 4F (37.072349 sec): 3 clusters Score: Raw -8718.314412 + Penalty 186.603310 = -8531.711102 nChanged 2 SP:Iteration 5Q (37.072708 sec): 3 clusters Score: Raw -8718.998836 + Penalty 192.626863 = -8526.371973 nChanged 5 SP:Iteration 6F (37.073078 sec): 3 clusters Score: Raw -8725.692232 + Penalty 199.334910 = -8526.357322 nChanged 4 SP:Iteration 7F (37.073451 sec): 3 clusters Score: Raw -8728.740005 + Penalty 213.451530 = -8515.288475 nChanged 4 SP:Iteration 8F (37.073820 sec): 3 clusters Score: Raw -8732.644942 + Penalty 234.285312 = -8498.359630 nChanged 4 SP:Iteration 9F (37.074194 sec): 3 clusters Score: Raw -8736.639738 + Penalty 248.853127 = -8487.786611 nChanged 3 SP:Iteration 10F (37.074563 sec): 3 clusters Score: Raw -8738.603469 + Penalty 269.996598 = -8468.606871 nChanged 2 SP:Iteration 11F (37.074933 sec): 3 clusters Score: Raw -8741.902102 + Penalty 305.762006 = -8436.140096 nChanged 2 SP:Iteration 12F (37.075305 sec): 3 clusters Score: Raw -8748.154041 + Penalty 349.876924 = -8398.277118 nChanged 2 SP:Iteration 13F (37.075673 sec): 3 clusters Score: Raw -8753.668521 + Penalty 373.774310 = -8379.894211 nChanged 1 SP:Iteration 14F (37.076043 sec): 3 clusters Score: Raw -8756.655649 + Penalty 373.774310 = -8382.881339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.076541 sec): 2 clusters Score: Raw -1503.402821 + Penalty 207.148410 = -1296.254411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.076778 sec): 3 clusters Score: Raw -1524.929310 + Penalty 411.592120 = -1113.337190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.078453 sec): 2 clusters Score: Raw -43513.872251 + Penalty 434.491206 = -43079.381045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.079389 sec): 3 clusters Score: Raw -43313.985544 + Penalty 872.078236 = -42441.907308 nChanged 126 SP:Iteration 1F (37.080400 sec): 3 clusters Score: Raw -43396.472801 + Penalty 874.475277 = -42521.997524 nChanged 37 SP:Iteration 2F (37.081377 sec): 3 clusters Score: Raw -43428.814276 + Penalty 876.097102 = -42552.717174 nChanged 21 SP:Iteration 3F (37.082308 sec): 3 clusters Score: Raw -43457.238889 + Penalty 878.108134 = -42579.130755 nChanged 19 SP:Iteration 4Q (37.083295 sec): 3 clusters Score: Raw -43476.077416 + Penalty 876.896543 = -42599.180873 nChanged 14 SP:Iteration 5Q (37.084255 sec): 3 clusters Score: Raw -43486.960035 + Penalty 876.880069 = -42610.079966 nChanged 9 SP:Iteration 6Q (37.085212 sec): 3 clusters Score: Raw -43492.257935 + Penalty 878.077018 = -42614.180917 nChanged 5 SP:Iteration 7Q (37.086134 sec): 3 clusters Score: Raw -43495.155606 + Penalty 879.562074 = -42615.593531 nChanged 7 SP:Iteration 8Q (37.087050 sec): 3 clusters Score: Raw -43499.826190 + Penalty 880.337844 = -42619.488346 nChanged 5 SP:Iteration 9Q (37.087980 sec): 3 clusters Score: Raw -43502.911313 + Penalty 881.518599 = -42621.392714 nChanged 3 SP:Iteration 10F (37.088927 sec): 3 clusters Score: Raw -43504.930657 + Penalty 882.431231 = -42622.499426 nChanged 3 SP:Iteration 11Q (37.089838 sec): 3 clusters Score: Raw -43507.129318 + Penalty 882.648042 = -42624.481276 nChanged 4 SP:Iteration 12Q (37.090741 sec): 3 clusters Score: Raw -43509.644652 + Penalty 884.655477 = -42624.989175 nChanged 6 SP:Iteration 13Q (37.091660 sec): 3 clusters Score: Raw -43512.859612 + Penalty 884.655477 = -42628.204135 nChanged 0 SP:Iteration 14F (37.092595 sec): 3 clusters Score: Raw -43512.859612 + Penalty 884.655477 = -42628.204135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.095468 sec): 2 clusters Score: Raw -52672.438697 + Penalty 369.116033 = -52303.322664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.096665 sec): 3 clusters Score: Raw -52401.449596 + Penalty 737.216263 = -51664.233333 nChanged 186 SP:Iteration 1F (37.097835 sec): 3 clusters Score: Raw -52523.306348 + Penalty 740.233712 = -51783.072635 nChanged 54 SP:Iteration 2F (37.098994 sec): 3 clusters Score: Raw -52557.967840 + Penalty 746.920422 = -51811.047419 nChanged 30 SP:Iteration 3F (37.100154 sec): 3 clusters Score: Raw -52583.022641 + Penalty 750.158698 = -51832.863944 nChanged 25 SP:Iteration 4Q (37.101303 sec): 3 clusters Score: Raw -52607.785419 + Penalty 758.400600 = -51849.384820 nChanged 15 SP:Iteration 5Q (37.102445 sec): 3 clusters Score: Raw -52632.626566 + Penalty 763.994459 = -51868.632107 nChanged 15 SP:Iteration 6Q (37.103568 sec): 3 clusters Score: Raw -52653.034925 + Penalty 764.749979 = -51888.284946 nChanged 10 SP:Iteration 7Q (37.104666 sec): 3 clusters Score: Raw -52662.427547 + Penalty 768.583611 = -51893.843935 nChanged 4 SP:Iteration 8Q (37.105795 sec): 3 clusters Score: Raw -52664.760335 + Penalty 771.354287 = -51893.406047 nChanged 4 SP:Iteration 9F (37.106976 sec): 3 clusters Score: Raw -52668.124930 + Penalty 778.154123 = -51889.970807 nChanged 7 SP:Iteration 10F (37.108145 sec): 3 clusters Score: Raw -52675.713089 + Penalty 782.007886 = -51893.705204 nChanged 4 SP:Iteration 11Q (37.109225 sec): 3 clusters Score: Raw -52678.090040 + Penalty 783.578562 = -51894.511479 nChanged 1 SP:Iteration 12Q (37.110307 sec): 3 clusters Score: Raw -52678.211927 + Penalty 784.797444 = -51893.414484 nChanged 1 SP:Iteration 13F (37.111479 sec): 3 clusters Score: Raw -52678.472632 + Penalty 787.288906 = -51891.183726 nChanged 2 SP:Iteration 14F (37.112646 sec): 3 clusters Score: Raw -52679.013316 + Penalty 790.897031 = -51888.116284 nChanged 5 SP:Iteration 15F (37.113811 sec): 3 clusters Score: Raw -52683.620549 + Penalty 796.527410 = -51887.093138 nChanged 5 SP:Iteration 16F (37.115066 sec): 3 clusters Score: Raw -52686.640258 + Penalty 811.198421 = -51875.441836 nChanged 9 SP:Iteration 17F (37.116300 sec): 3 clusters Score: Raw -52692.042700 + Penalty 822.099396 = -51869.943304 nChanged 5 SP:Iteration 18F (37.117530 sec): 3 clusters Score: Raw -52694.873579 + Penalty 829.409213 = -51865.464366 nChanged 3 SP:Iteration 19F (37.118758 sec): 3 clusters Score: Raw -52696.445812 + Penalty 836.204785 = -51860.241027 nChanged 3 SP:Iteration 20F (37.119999 sec): 3 clusters Score: Raw -52698.826973 + Penalty 843.060377 = -51855.766596 nChanged 3 SP:Iteration 21F (37.121185 sec): 3 clusters Score: Raw -52701.985348 + Penalty 862.215342 = -51839.770006 nChanged 5 SP:Iteration 22F (37.122357 sec): 3 clusters Score: Raw -52708.272735 + Penalty 870.098029 = -51838.174706 nChanged 3 SP:Iteration 23F (37.123529 sec): 3 clusters Score: Raw -52714.113645 + Penalty 879.924688 = -51834.188957 nChanged 3 SP:Iteration 24F (37.124705 sec): 3 clusters Score: Raw -52717.549170 + Penalty 897.635188 = -51819.913982 nChanged 4 SP:Iteration 25F (37.125877 sec): 3 clusters Score: Raw -52725.254693 + Penalty 912.694739 = -51812.559954 nChanged 3 SP:Iteration 26F (37.127053 sec): 3 clusters Score: Raw -52727.375113 + Penalty 919.053486 = -51808.321628 nChanged 2 SP:Iteration 27F (37.128227 sec): 3 clusters Score: Raw -52729.902416 + Penalty 935.855930 = -51794.046486 nChanged 3 SP:Iteration 28F (37.129401 sec): 3 clusters Score: Raw -52735.233262 + Penalty 935.855930 = -51799.377333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.130636 sec): 2 clusters Score: Raw -15807.492331 + Penalty 756.605178 = -15050.887153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.131135 sec): 3 clusters Score: Raw -15837.447759 + Penalty 1513.606950 = -14323.840809 nChanged 15 SP:Iteration 1F (37.131633 sec): 3 clusters Score: Raw -15875.650950 + Penalty 1514.273102 = -14361.377849 nChanged 7 SP:Iteration 2Q (37.132104 sec): 3 clusters Score: Raw -15895.387856 + Penalty 1514.419654 = -14380.968202 nChanged 2 SP:Iteration 3Q (37.132598 sec): 3 clusters Score: Raw -15901.676966 + Penalty 1514.419654 = -14387.257312 nChanged 0 SP:Iteration 4F (37.133088 sec): 3 clusters Score: Raw -15901.676966 + Penalty 1514.419654 = -14387.257312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.133608 sec): 2 clusters Score: Raw -280.104910 + Penalty 15.380572 = -264.724338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.133801 sec): 3 clusters Score: Raw -286.272992 + Penalty 30.761144 = -255.511848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.134290 sec): 2 clusters Score: Raw -955.371633 + Penalty 387.504657 = -567.866976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.134524 sec): 3 clusters Score: Raw -1237.947883 + Penalty 757.429545 = -480.518338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.135090 sec): 2 clusters Score: Raw -4083.975238 + Penalty 55.872022 = -4028.103216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.135392 sec): 3 clusters Score: Raw -4103.633547 + Penalty 133.224160 = -3970.409387 nChanged 21 SP:Iteration 1F (37.135684 sec): 3 clusters Score: Raw -4158.964683 + Penalty 150.168710 = -4008.795972 nChanged 2 SP:Iteration 2Q (37.135967 sec): 3 clusters Score: Raw -4166.058048 + Penalty 150.168710 = -4015.889338 nChanged 0 SP:Iteration 3F (37.136261 sec): 3 clusters Score: Raw -4166.058048 + Penalty 150.168710 = -4015.889338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.136729 sec): 2 clusters Score: Raw -603.372828 + Penalty 27.973781 = -575.399047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.136928 sec): 3 clusters Score: Raw -628.538465 + Penalty 55.339290 = -573.199175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.138067 sec): 2 clusters Score: Raw -16458.835595 + Penalty 490.934860 = -15967.900735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.138590 sec): 3 clusters Score: Raw -16416.817401 + Penalty 969.373688 = -15447.443713 nChanged 37 SP:Iteration 1F (37.139090 sec): 3 clusters Score: Raw -16454.210329 + Penalty 971.223782 = -15482.986547 nChanged 6 SP:Iteration 2Q (37.139576 sec): 3 clusters Score: Raw -16463.718686 + Penalty 975.262208 = -15488.456479 nChanged 6 SP:Iteration 3Q (37.140065 sec): 3 clusters Score: Raw -16472.232020 + Penalty 978.721975 = -15493.510045 nChanged 5 SP:Iteration 4Q (37.140549 sec): 3 clusters Score: Raw -16477.397855 + Penalty 978.753925 = -15498.643930 nChanged 2 SP:Iteration 5Q (37.141032 sec): 3 clusters Score: Raw -16478.479989 + Penalty 980.297761 = -15498.182228 nChanged 1 SP:Iteration 6F (37.141519 sec): 3 clusters Score: Raw -16479.363050 + Penalty 980.297761 = -15499.065289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.142087 sec): 2 clusters Score: Raw -743.938801 + Penalty 125.385616 = -618.553185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.142313 sec): 3 clusters Score: Raw -834.618004 + Penalty 250.588352 = -584.029651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.143392 sec): 2 clusters Score: Raw -24155.964641 + Penalty 629.549466 = -23526.415175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.144079 sec): 3 clusters Score: Raw -24080.118741 + Penalty 1258.493915 = -22821.624827 nChanged 37 SP:Iteration 1F (37.144698 sec): 3 clusters Score: Raw -24116.604724 + Penalty 1257.803249 = -22858.801475 nChanged 16 SP:Iteration 2F (37.145317 sec): 3 clusters Score: Raw -24138.881446 + Penalty 1258.298208 = -22880.583238 nChanged 11 SP:Iteration 3Q (37.145933 sec): 3 clusters Score: Raw -24159.908691 + Penalty 1258.354102 = -22901.554589 nChanged 9 SP:Iteration 4Q (37.146567 sec): 3 clusters Score: Raw -24170.335041 + Penalty 1258.703967 = -22911.631073 nChanged 3 SP:Iteration 5Q (37.147174 sec): 3 clusters Score: Raw -24173.929424 + Penalty 1259.237792 = -22914.691632 nChanged 3 SP:Iteration 6Q (37.147780 sec): 3 clusters Score: Raw -24178.065087 + Penalty 1259.672404 = -22918.392683 nChanged 3 SP:Iteration 7Q (37.148470 sec): 3 clusters Score: Raw -24182.945292 + Penalty 1260.269287 = -22922.676005 nChanged 3 SP:Iteration 8Q (37.149093 sec): 3 clusters Score: Raw -24186.783820 + Penalty 1260.658609 = -22926.125211 nChanged 1 SP:Iteration 9Q (37.149711 sec): 3 clusters Score: Raw -24187.840967 + Penalty 1260.658609 = -22927.182358 nChanged 0 SP:Iteration 10F (37.150354 sec): 3 clusters Score: Raw -24187.840967 + Penalty 1260.658609 = -22927.182358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.150943 sec): 2 clusters Score: Raw -4729.156982 + Penalty 287.285809 = -4441.871173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.151240 sec): 3 clusters Score: Raw -4745.686420 + Penalty 574.650866 = -4171.035554 nChanged 5 SP:Iteration 1F (37.151532 sec): 3 clusters Score: Raw -4760.106286 + Penalty 574.650866 = -4185.455421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.152013 sec): 2 clusters Score: Raw -385.149176 + Penalty 71.165742 = -313.983434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.152226 sec): 3 clusters Score: Raw -389.684495 + Penalty 148.781036 = -240.903459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.152689 sec): 2 clusters Score: Raw -399.486974 + Penalty 123.573532 = -275.913441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.152904 sec): 3 clusters Score: Raw -408.809579 + Penalty 247.147064 = -161.662515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.153349 sec): 2 clusters Score: Raw -94.137841 + Penalty 0.000000 = -94.137841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.153535 sec): 2 clusters Score: Raw -94.137841 + Penalty 0.000000 = -94.137841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.154008 sec): 2 clusters Score: Raw -1055.658454 + Penalty 20.710023 = -1034.948431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.154214 sec): 3 clusters Score: Raw -1058.692288 + Penalty 39.878202 = -1018.814086 nChanged 1 SP:Iteration 1F (37.154417 sec): 3 clusters Score: Raw -1060.090958 + Penalty 37.804276 = -1022.286681 nChanged 1 SP:Iteration 2F (37.154617 sec): 3 clusters Score: Raw -1062.187248 + Penalty 37.804276 = -1024.382971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.155095 sec): 2 clusters Score: Raw -796.964735 + Penalty 59.815219 = -737.149516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.155332 sec): 3 clusters Score: Raw -877.769698 + Penalty 121.998523 = -755.771175 nChanged 0 Score: Raw -2145420.981162 + Penalty 30512.214713 = -2114908.766449 Splitting cluster 96 changes total score from -2101125.036046 to -2114908.766449 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.648245 sec): 2 clusters Score: Raw -201.469221 + Penalty 38.705101 = -162.764120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.648445 sec): 2 clusters Score: Raw -201.469221 + Penalty 38.705101 = -162.764120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.648938 sec): 2 clusters Score: Raw -195.624527 + Penalty 32.297101 = -163.327426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.649142 sec): 2 clusters Score: Raw -195.624527 + Penalty 32.297101 = -163.327426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.649632 sec): 2 clusters Score: Raw -1257.335856 + Penalty 186.695261 = -1070.640595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.649864 sec): 3 clusters Score: Raw -1258.518619 + Penalty 373.390521 = -885.128098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.650313 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.650495 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.650956 sec): 2 clusters Score: Raw -296.278684 + Penalty 73.931473 = -222.347212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.651157 sec): 3 clusters Score: Raw -298.843739 + Penalty 113.643740 = -185.199999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.651621 sec): 2 clusters Score: Raw -395.974743 + Penalty 81.831380 = -314.143364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.651837 sec): 3 clusters Score: Raw -397.379254 + Penalty 163.662759 = -233.716494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.652294 sec): 2 clusters Score: Raw -201.838208 + Penalty 42.109638 = -159.728569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.652489 sec): 2 clusters Score: Raw -201.838208 + Penalty 42.109638 = -159.728569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.652930 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.653113 sec): 2 clusters Score: Raw -93.365833 + Penalty 0.000000 = -93.365833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.653578 sec): 2 clusters Score: Raw -411.132515 + Penalty 149.324526 = -261.807989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.653792 sec): 3 clusters Score: Raw -418.685363 + Penalty 298.649053 = -120.036310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.654290 sec): 2 clusters Score: Raw -506.458531 + Penalty 90.913526 = -415.545005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.654498 sec): 3 clusters Score: Raw -505.256686 + Penalty 175.932351 = -329.324335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.654956 sec): 2 clusters Score: Raw -200.532719 + Penalty 45.174601 = -155.358118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.655157 sec): 3 clusters Score: Raw -196.942683 + Penalty 90.349201 = -106.593482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.655662 sec): 2 clusters Score: Raw -1968.299451 + Penalty 224.941517 = -1743.357934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.655909 sec): 3 clusters Score: Raw -2000.243058 + Penalty 449.883034 = -1550.360024 nChanged 1 SP:Iteration 1Q (37.656147 sec): 3 clusters Score: Raw -2003.226455 + Penalty 449.883034 = -1553.343421 nChanged 0 SP:Iteration 2F (37.656390 sec): 3 clusters Score: Raw -2003.226455 + Penalty 449.883034 = -1553.343421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.656855 sec): 2 clusters Score: Raw -391.333183 + Penalty 70.617792 = -320.715391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.657061 sec): 3 clusters Score: Raw -391.409307 + Penalty 141.235583 = -250.173724 nChanged 0 Deleting Class 110 (12 points): Lose 43.440803 but Gain 751.889676 Iteration 119Q (37.739217 sec): 49 clusters Score: Raw -2131551.001262 + Penalty 29979.293512 = -2101571.707749 nChanged 26 Deleting Class 35 (151 points): Lose 806.322386 but Gain 1508.557013 Iteration 120F (38.228427 sec): 48 clusters Score: Raw -2130787.621056 + Penalty 28542.545813 = -2102245.075243 nChanged 162 Deleting Class 157 (4 points): Lose 405.168107 but Gain 1077.969806 Iteration 121Q (38.300890 sec): 47 clusters Score: Raw -2130941.866690 + Penalty 27477.864912 = -2103464.001778 nChanged 63 Deleting Class 14 (12 points): Lose 54.111415 but Gain 711.377927 Iteration 122Q (38.369356 sec): 46 clusters Score: Raw -2131009.951092 + Penalty 26768.612274 = -2104241.338817 nChanged 47 Deleting Class 121 (3 points): Lose 22.402837 but Gain 673.466210 Iteration 123Q (38.435272 sec): 45 clusters Score: Raw -2131048.170383 + Penalty 26110.730270 = -2104937.440113 nChanged 27 Deleting Class 83 (4 points): Lose 246.047921 but Gain 892.074059 Iteration 124Q (38.500663 sec): 44 clusters Score: Raw -2130823.425098 + Penalty 25411.453045 = -2105411.972053 nChanged 22 Deleting Class 25 (120 points): Lose 237.143878 but Gain 867.503358 Iteration 125Q (38.565451 sec): 43 clusters Score: Raw -2130687.164237 + Penalty 24581.792347 = -2106105.371890 nChanged 133 Deleting Class 194 (5 points): Lose 38.354532 but Gain 663.312895 Iteration 126Q (38.631384 sec): 42 clusters Score: Raw -2130809.345892 + Penalty 23919.159762 = -2106890.186130 nChanged 35 Deleting Class 176 (2 points): Lose 35.425932 but Gain 652.228493 Iteration 127Q (38.695824 sec): 41 clusters Score: Raw -2130791.427041 + Penalty 23273.988381 = -2107517.438661 nChanged 31 Deleting Class 31 (15 points): Lose 155.520617 but Gain 765.518692 Iteration 128Q (38.759957 sec): 40 clusters Score: Raw -2130653.962011 + Penalty 22550.587292 = -2108103.374720 nChanged 34 Deleting Class 140 (2 points): Lose 23.255582 but Gain 607.976730 Iteration 129Q (38.822143 sec): 39 clusters Score: Raw -2130726.784720 + Penalty 21941.255040 = -2108785.529680 nChanged 24 Deleting Class 7 (125 points): Lose 900.658810 but Gain 1513.703667 Iteration 130F (39.209678 sec): 38 clusters Score: Raw -2129843.600665 + Penalty 20615.138963 = -2109228.461702 nChanged 143 Deleting Class 39 (13 points): Lose 947.730408 but Gain 1511.920787 Iteration 131Q (39.275497 sec): 37 clusters Score: Raw -2129458.286146 + Penalty 19272.168348 = -2110186.117798 nChanged 45 Deleting Class 58 (51 points): Lose 216.499624 but Gain 768.926816 Iteration 132Q (39.337397 sec): 36 clusters Score: Raw -2129279.744057 + Penalty 18490.427893 = -2110789.316164 nChanged 84 Deleting Class 11 (176 points): Lose 263.057829 but Gain 808.257553 Iteration 133Q (39.400255 sec): 35 clusters Score: Raw -2129105.796623 + Penalty 17700.029154 = -2111405.767470 nChanged 208 Deleting Class 124 (4 points): Lose 88.362752 but Gain 590.738565 Iteration 134Q (39.463372 sec): 34 clusters Score: Raw -2129242.430570 + Penalty 16973.656240 = -2112268.774330 nChanged 54 Deleting Class 105 (2 points): Lose 119.744110 but Gain 558.822205 Iteration 135Q (39.523195 sec): 33 clusters Score: Raw -2129208.275456 + Penalty 16422.894507 = -2112785.380949 nChanged 49 Deleting Class 44 (177 points): Lose 604.968586 but Gain 1040.324902 Iteration 136Q (39.582739 sec): 32 clusters Score: Raw -2128629.505344 + Penalty 15435.617925 = -2113193.887420 nChanged 220 Deleting Class 162 (5 points): Lose 200.135582 but Gain 565.308064 Iteration 137Q (39.644300 sec): 31 clusters Score: Raw -2128789.821773 + Penalty 15132.430709 = -2113657.391064 nChanged 67 Deleting Class 81 (4 points): Lose 161.251575 but Gain 513.743609 Iteration 138Q (39.703733 sec): 30 clusters Score: Raw -2128810.181739 + Penalty 14657.734860 = -2114152.446879 nChanged 49 Deleting Class 109 (3 points): Lose 49.910866 but Gain 327.548594 Iteration 139Q (39.763661 sec): 29 clusters Score: Raw -2128808.254872 + Penalty 14334.510737 = -2114473.744134 nChanged 38 Deleting Class 6 (252 points): Lose 1079.212587 but Gain 1437.535322 Iteration 140F (40.056084 sec): 28 clusters Score: Raw -2127745.432651 + Penalty 13014.577635 = -2114730.855016 nChanged 277 Deleting Class 185 (30 points): Lose 532.190922 but Gain 786.480743 Iteration 141Q (40.116517 sec): 27 clusters Score: Raw -2127999.411881 + Penalty 12302.246349 = -2115697.165533 nChanged 63 Deleting Class 93 (4 points): Lose 145.227253 but Gain 351.214297 Iteration 142Q (40.174425 sec): 26 clusters Score: Raw -2128160.316153 + Penalty 11947.892348 = -2116212.423804 nChanged 27 Deleting Class 51 (9 points): Lose 385.151841 but Gain 571.089502 Iteration 143Q (40.232207 sec): 25 clusters Score: Raw -2127858.780646 + Penalty 11418.223919 = -2116440.556728 nChanged 38 Deleting Class 2 (4 points): Lose 172.921752 but Gain 290.849113 Iteration 144Q (40.289259 sec): 24 clusters Score: Raw -2127765.312107 + Penalty 11128.340203 = -2116636.971904 nChanged 23 Deleting Class 41 (8 points): Lose 95.470969 but Gain 193.166671 Iteration 145Q (40.345491 sec): 23 clusters Score: Raw -2127713.437636 + Penalty 10902.722977 = -2116810.714658 nChanged 30 Deleting Class 38 (3 points): Lose 97.893384 but Gain 140.106712 Iteration 146Q (40.403360 sec): 22 clusters Score: Raw -2127676.774008 + Penalty 10751.388475 = -2116925.385532 nChanged 24 Deleting Class 146 (1 points): Lose 49.444408 but Gain 50.038112 Iteration 147Q (40.459290 sec): 21 clusters Score: Raw -2127635.799695 + Penalty 10712.408365 = -2116923.391330 nChanged 18 Iteration 148F (40.685402 sec): 21 clusters Score: Raw -2127669.348924 + Penalty 10742.036795 = -2116927.312129 nChanged 13 Iteration 149Q (40.741915 sec): 21 clusters Score: Raw -2127721.040667 + Penalty 10758.871511 = -2116962.169156 nChanged 14 Deleting Class 112 (1 points): Lose 49.506583 but Gain 50.038112 Iteration 150F (40.966994 sec): 20 clusters Score: Raw -2127680.868077 + Penalty 10715.388064 = -2116965.480013 nChanged 8 Iteration 151Q (41.021752 sec): 20 clusters Score: Raw -2127702.902962 + Penalty 10724.941166 = -2116977.961796 nChanged 13 Iteration 152Q (41.076686 sec): 20 clusters Score: Raw -2127707.959961 + Penalty 10726.145182 = -2116981.814778 nChanged 4 Iteration 153Q (41.131875 sec): 20 clusters Score: Raw -2127709.111485 + Penalty 10726.593077 = -2116982.518408 nChanged 2 Iteration 154Q (41.185860 sec): 20 clusters Score: Raw -2127710.324261 + Penalty 10729.429761 = -2116980.894500 nChanged 3 Iteration 155F (41.405045 sec): 20 clusters Score: Raw -2127713.408662 + Penalty 10732.467767 = -2116980.940896 nChanged 1 Iteration 156Q (41.460608 sec): 20 clusters Score: Raw -2127713.868911 + Penalty 10732.467767 = -2116981.401145 nChanged 0 Iteration 157F (41.682273 sec): 20 clusters Score: Raw -2127713.868911 + Penalty 10732.467767 = -2116981.401145 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -2127713.868911 + Penalty 10732.467767 = -2116981.401145Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 1 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.752510 sec): 2 clusters Score: Raw -567017.003368 + Penalty 390.773404 = -566626.229964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.763229 sec): 3 clusters Score: Raw -563350.915046 + Penalty 790.938426 = -562559.976620 nChanged 2623 SP:Iteration 1F (41.773977 sec): 3 clusters Score: Raw -565389.470779 + Penalty 797.178967 = -564592.291812 nChanged 723 SP:Iteration 2F (41.784293 sec): 3 clusters Score: Raw -565862.907256 + Penalty 798.471775 = -565064.435480 nChanged 427 SP:Iteration 3F (41.795266 sec): 3 clusters Score: Raw -566119.878714 + Penalty 797.571899 = -565322.306816 nChanged 255 SP:Iteration 4Q (41.805401 sec): 3 clusters Score: Raw -566270.738286 + Penalty 795.184873 = -565475.553413 nChanged 209 SP:Iteration 5Q (41.815351 sec): 3 clusters Score: Raw -566394.010904 + Penalty 791.437375 = -565602.573529 nChanged 168 SP:Iteration 6Q (41.825850 sec): 3 clusters Score: Raw -566472.486090 + Penalty 786.252158 = -565686.233931 nChanged 126 SP:Iteration 7Q (41.835928 sec): 3 clusters Score: Raw -566514.940627 + Penalty 781.111216 = -565733.829412 nChanged 102 SP:Iteration 8Q (41.845785 sec): 3 clusters Score: Raw -566546.268189 + Penalty 776.255795 = -565770.012394 nChanged 95 SP:Iteration 9Q (41.856430 sec): 3 clusters Score: Raw -566571.145293 + Penalty 772.250345 = -565798.894947 nChanged 79 SP:Iteration 10F (41.866829 sec): 3 clusters Score: Raw -566586.965481 + Penalty 768.840062 = -565818.125419 nChanged 67 SP:Iteration 11Q (41.877061 sec): 3 clusters Score: Raw -566600.960963 + Penalty 765.793209 = -565835.167754 nChanged 55 SP:Iteration 12Q (41.887076 sec): 3 clusters Score: Raw -566612.299621 + Penalty 762.520314 = -565849.779306 nChanged 63 SP:Iteration 13Q (41.897504 sec): 3 clusters Score: Raw -566626.104758 + Penalty 758.691099 = -565867.413659 nChanged 76 SP:Iteration 14Q (41.907411 sec): 3 clusters Score: Raw -566644.966755 + Penalty 754.416592 = -565890.550163 nChanged 87 SP:Iteration 15Q (41.917477 sec): 3 clusters Score: Raw -566667.359367 + Penalty 750.042609 = -565917.316758 nChanged 86 SP:Iteration 16Q (41.927868 sec): 3 clusters Score: Raw -566689.728035 + Penalty 745.551643 = -565944.176392 nChanged 81 SP:Iteration 17Q (41.937613 sec): 3 clusters Score: Raw -566708.974889 + Penalty 741.526789 = -565967.448099 nChanged 74 SP:Iteration 18Q (41.947444 sec): 3 clusters Score: Raw -566724.900443 + Penalty 737.898988 = -565987.001455 nChanged 70 SP:Iteration 19Q (41.958223 sec): 3 clusters Score: Raw -566740.928863 + Penalty 733.934087 = -566006.994776 nChanged 75 SP:Iteration 20F (41.968438 sec): 3 clusters Score: Raw -566757.301802 + Penalty 730.180302 = -566027.121499 nChanged 69 SP:Iteration 21Q (41.978733 sec): 3 clusters Score: Raw -566770.656439 + Penalty 726.557100 = -566044.099339 nChanged 58 SP:Iteration 22Q (41.988767 sec): 3 clusters Score: Raw -566781.703014 + Penalty 721.885883 = -566059.817131 nChanged 65 SP:Iteration 23Q (41.998842 sec): 3 clusters Score: Raw -566795.279173 + Penalty 717.744351 = -566077.534822 nChanged 61 SP:Iteration 24Q (42.008579 sec): 3 clusters Score: Raw -566808.264114 + Penalty 713.691416 = -566094.572699 nChanged 66 SP:Iteration 25Q (42.018173 sec): 3 clusters Score: Raw -566823.675159 + Penalty 709.330427 = -566114.344732 nChanged 74 SP:Iteration 26Q (42.028340 sec): 3 clusters Score: Raw -566840.782928 + Penalty 704.773755 = -566136.009173 nChanged 57 SP:Iteration 27Q (42.037953 sec): 3 clusters Score: Raw -566851.553870 + Penalty 701.466677 = -566150.087193 nChanged 44 SP:Iteration 28Q (42.047364 sec): 3 clusters Score: Raw -566858.977737 + Penalty 697.468747 = -566161.508990 nChanged 48 SP:Iteration 29Q (42.057227 sec): 3 clusters Score: Raw -566867.390858 + Penalty 692.553915 = -566174.836942 nChanged 43 SP:Iteration 30F (42.067565 sec): 3 clusters Score: Raw -566876.368838 + Penalty 688.111889 = -566188.256949 nChanged 46 SP:Iteration 31Q (42.077011 sec): 3 clusters Score: Raw -566887.396626 + Penalty 683.560739 = -566203.835887 nChanged 55 SP:Iteration 32Q (42.086381 sec): 3 clusters Score: Raw -566901.795784 + Penalty 678.877155 = -566222.918630 nChanged 54 SP:Iteration 33Q (42.096283 sec): 3 clusters Score: Raw -566914.849876 + Penalty 676.052954 = -566238.796921 nChanged 52 SP:Iteration 34Q (42.105608 sec): 3 clusters Score: Raw -566925.528095 + Penalty 672.771943 = -566252.756152 nChanged 47 SP:Iteration 35Q (42.114935 sec): 3 clusters Score: Raw -566934.480295 + Penalty 669.620476 = -566264.859819 nChanged 42 SP:Iteration 36Q (42.124334 sec): 3 clusters Score: Raw -566943.294836 + Penalty 665.829798 = -566277.465038 nChanged 44 SP:Iteration 37Q (42.133793 sec): 3 clusters Score: Raw -566953.207670 + Penalty 662.588690 = -566290.618980 nChanged 50 SP:Iteration 38Q (42.142881 sec): 3 clusters Score: Raw -566964.994595 + Penalty 659.600187 = -566305.394408 nChanged 51 SP:Iteration 39Q (42.151917 sec): 3 clusters Score: Raw -566975.111550 + Penalty 658.051266 = -566317.060284 nChanged 40 SP:Iteration 40F (42.162519 sec): 3 clusters Score: Raw -566982.337973 + Penalty 655.239898 = -566327.098075 nChanged 33 SP:Iteration 41Q (42.171482 sec): 3 clusters Score: Raw -566987.429193 + Penalty 652.874707 = -566334.554485 nChanged 25 SP:Iteration 42Q (42.180461 sec): 3 clusters Score: Raw -566990.837534 + Penalty 650.532148 = -566340.305387 nChanged 24 SP:Iteration 43Q (42.189572 sec): 3 clusters Score: Raw -566995.139678 + Penalty 647.065965 = -566348.073713 nChanged 21 SP:Iteration 44Q (42.198939 sec): 3 clusters Score: Raw -566998.527273 + Penalty 643.685079 = -566354.842194 nChanged 20 SP:Iteration 45Q (42.207853 sec): 3 clusters Score: Raw -567001.475158 + Penalty 641.780198 = -566359.694960 nChanged 24 SP:Iteration 46Q (42.216989 sec): 3 clusters Score: Raw -567004.707441 + Penalty 639.687538 = -566365.019903 nChanged 24 SP:Iteration 47Q (42.226334 sec): 3 clusters Score: Raw -567007.727911 + Penalty 634.644816 = -566373.083094 nChanged 29 SP:Iteration 48Q (42.235350 sec): 3 clusters Score: Raw -567015.044219 + Penalty 630.833953 = -566384.210266 nChanged 20 SP:Iteration 49Q (42.244254 sec): 3 clusters Score: Raw -567019.471946 + Penalty 627.404782 = -566392.067165 nChanged 17 SP:Iteration 50F (42.254419 sec): 3 clusters Score: Raw -567024.798176 + Penalty 623.839268 = -566400.958908 nChanged 21 SP:Iteration 51Q (42.263672 sec): 3 clusters Score: Raw -567030.256624 + Penalty 622.080053 = -566408.176571 nChanged 19 SP:Iteration 52Q (42.272605 sec): 3 clusters Score: Raw -567032.615707 + Penalty 620.173928 = -566412.441778 nChanged 14 SP:Iteration 53Q (42.281342 sec): 3 clusters Score: Raw -567033.947927 + Penalty 619.144067 = -566414.803859 nChanged 9 SP:Iteration 54Q (42.290122 sec): 3 clusters Score: Raw -567034.775875 + Penalty 616.545920 = -566418.229956 nChanged 12 SP:Iteration 55Q (42.299188 sec): 3 clusters Score: Raw -567036.295836 + Penalty 614.842910 = -566421.452926 nChanged 16 SP:Iteration 56Q (42.307875 sec): 3 clusters Score: Raw -567038.120003 + Penalty 613.961570 = -566424.158433 nChanged 12 SP:Iteration 57Q (42.316561 sec): 3 clusters Score: Raw -567039.546362 + Penalty 610.748499 = -566428.797862 nChanged 13 SP:Iteration 58Q (42.325508 sec): 3 clusters Score: Raw -567041.171026 + Penalty 609.054097 = -566432.116929 nChanged 15 SP:Iteration 59Q (42.334265 sec): 3 clusters Score: Raw -567043.395336 + Penalty 605.609188 = -566437.786148 nChanged 16 SP:Iteration 60F (42.344791 sec): 3 clusters Score: Raw -567045.451037 + Penalty 605.046256 = -566440.404781 nChanged 8 SP:Iteration 61Q (42.353354 sec): 3 clusters Score: Raw -567046.430319 + Penalty 604.820081 = -566441.610238 nChanged 9 SP:Iteration 62Q (42.362419 sec): 3 clusters Score: Raw -567047.644693 + Penalty 601.700842 = -566445.943851 nChanged 13 SP:Iteration 63Q (42.370998 sec): 3 clusters Score: Raw -567049.513386 + Penalty 598.503633 = -566451.009754 nChanged 16 SP:Iteration 64Q (42.379635 sec): 3 clusters Score: Raw -567052.593093 + Penalty 596.891695 = -566455.701397 nChanged 14 SP:Iteration 65Q (42.388159 sec): 3 clusters Score: Raw -567054.935812 + Penalty 594.073727 = -566460.862085 nChanged 20 SP:Iteration 66Q (42.397129 sec): 3 clusters Score: Raw -567059.553534 + Penalty 591.005077 = -566468.548456 nChanged 19 SP:Iteration 67Q (42.405788 sec): 3 clusters Score: Raw -567064.229430 + Penalty 589.072778 = -566475.156652 nChanged 19 SP:Iteration 68Q (42.414548 sec): 3 clusters Score: Raw -567068.282036 + Penalty 585.968511 = -566482.313525 nChanged 15 SP:Iteration 69Q (42.423284 sec): 3 clusters Score: Raw -567070.900865 + Penalty 581.795276 = -566489.105589 nChanged 14 SP:Iteration 70F (42.434060 sec): 3 clusters Score: Raw -567073.823777 + Penalty 581.264702 = -566492.559075 nChanged 8 SP:Iteration 71Q (42.442842 sec): 3 clusters Score: Raw -567075.105986 + Penalty 579.375647 = -566495.730339 nChanged 8 SP:Iteration 72Q (42.451214 sec): 3 clusters Score: Raw -567077.058968 + Penalty 574.890524 = -566502.168443 nChanged 11 SP:Iteration 73Q (42.460074 sec): 3 clusters Score: Raw -567079.278221 + Penalty 572.446927 = -566506.831294 nChanged 9 SP:Iteration 74Q (42.468477 sec): 3 clusters Score: Raw -567081.076129 + Penalty 572.775736 = -566508.300393 nChanged 8 SP:Iteration 75Q (42.476943 sec): 3 clusters Score: Raw -567083.400283 + Penalty 571.805899 = -566511.594384 nChanged 10 SP:Iteration 76Q (42.485199 sec): 3 clusters Score: Raw -567085.785456 + Penalty 567.878738 = -566517.906718 nChanged 6 SP:Iteration 77Q (42.493777 sec): 3 clusters Score: Raw -567086.823605 + Penalty 566.967508 = -566519.856097 nChanged 3 SP:Iteration 78Q (42.502262 sec): 3 clusters Score: Raw -567086.942052 + Penalty 566.288431 = -566520.653620 nChanged 7 SP:Iteration 79Q (42.510664 sec): 3 clusters Score: Raw -567087.459764 + Penalty 565.379822 = -566522.079942 nChanged 4 SP:Iteration 80F (42.520819 sec): 3 clusters Score: Raw -567087.745859 + Penalty 563.352092 = -566524.393767 nChanged 3 SP:Iteration 81Q (42.529603 sec): 3 clusters Score: Raw -567088.014596 + Penalty 562.520608 = -566525.493988 nChanged 2 SP:Iteration 82Q (42.537916 sec): 3 clusters Score: Raw -567088.024576 + Penalty 562.326483 = -566525.698093 nChanged 1 SP:Iteration 83Q (42.546708 sec): 3 clusters Score: Raw -567088.056332 + Penalty 562.326483 = -566525.729849 nChanged 0 SP:Iteration 84F (42.556917 sec): 3 clusters Score: Raw -567088.056332 + Penalty 562.326483 = -566525.729849 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 3 (6585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.589754 sec): 2 clusters Score: Raw -633175.115253 + Penalty 225.150867 = -632949.964386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.602160 sec): 3 clusters Score: Raw -628857.786456 + Penalty 481.741249 = -628376.045207 nChanged 3056 SP:Iteration 1F (42.614196 sec): 3 clusters Score: Raw -631702.608786 + Penalty 528.770396 = -631173.838389 nChanged 848 SP:Iteration 2F (42.626276 sec): 3 clusters Score: Raw -632750.363052 + Penalty 550.390341 = -632199.972712 nChanged 225 SP:Iteration 3Q (42.637733 sec): 3 clusters Score: Raw -633008.559988 + Penalty 558.654156 = -632449.905832 nChanged 104 SP:Iteration 4Q (42.648072 sec): 3 clusters Score: Raw -633074.488355 + Penalty 571.378967 = -632503.109388 nChanged 54 SP:Iteration 5Q (42.657898 sec): 3 clusters Score: Raw -633101.291470 + Penalty 587.071021 = -632514.220448 nChanged 40 SP:Iteration 6Q (42.667514 sec): 3 clusters Score: Raw -633120.007533 + Penalty 603.078237 = -632516.929296 nChanged 35 SP:Iteration 7Q (42.676943 sec): 3 clusters Score: Raw -633134.551457 + Penalty 609.254370 = -632525.297087 nChanged 26 SP:Iteration 8Q (42.686386 sec): 3 clusters Score: Raw -633146.945633 + Penalty 618.032047 = -632528.913586 nChanged 31 SP:Iteration 9Q (42.696097 sec): 3 clusters Score: Raw -633164.228000 + Penalty 636.592406 = -632527.635594 nChanged 25 SP:Iteration 10F (42.708004 sec): 3 clusters Score: Raw -633179.531003 + Penalty 649.910403 = -632529.620599 nChanged 16 SP:Iteration 11Q (42.717287 sec): 3 clusters Score: Raw -633186.712082 + Penalty 657.834620 = -632528.877463 nChanged 15 SP:Iteration 12F (42.729377 sec): 3 clusters Score: Raw -633193.255527 + Penalty 684.019181 = -632509.236347 nChanged 14 SP:Iteration 13F (42.741434 sec): 3 clusters Score: Raw -633200.853458 + Penalty 700.420614 = -632500.432844 nChanged 10 SP:Iteration 14F (42.753713 sec): 3 clusters Score: Raw -633204.526679 + Penalty 714.373237 = -632490.153442 nChanged 10 SP:Iteration 15F (42.765904 sec): 3 clusters Score: Raw -633208.552320 + Penalty 721.135887 = -632487.416433 nChanged 3 SP:Iteration 16F (42.777694 sec): 3 clusters Score: Raw -633209.086303 + Penalty 725.105959 = -632483.980344 nChanged 1 SP:Iteration 17F (42.789386 sec): 3 clusters Score: Raw -633209.314584 + Penalty 728.780290 = -632480.534294 nChanged 1 SP:Iteration 18F (42.801512 sec): 3 clusters Score: Raw -633209.519816 + Penalty 735.929255 = -632473.590561 nChanged 2 SP:Iteration 19F (42.813421 sec): 3 clusters Score: Raw -633209.843526 + Penalty 738.298096 = -632471.545430 nChanged 1 SP:Iteration 20F (42.825612 sec): 3 clusters Score: Raw -633209.938503 + Penalty 738.298096 = -632471.640407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.829573 sec): 2 clusters Score: Raw -4344.327228 + Penalty 104.151967 = -4240.175261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.829876 sec): 3 clusters Score: Raw -4367.487838 + Penalty 240.594514 = -4126.893324 nChanged 11 SP:Iteration 1F (42.830169 sec): 3 clusters Score: Raw -4397.248485 + Penalty 231.634115 = -4165.614369 nChanged 5 SP:Iteration 2F (42.830462 sec): 3 clusters Score: Raw -4418.636665 + Penalty 232.192275 = -4186.444390 nChanged 1 SP:Iteration 3Q (42.830739 sec): 3 clusters Score: Raw -4421.288213 + Penalty 235.301104 = -4185.987109 nChanged 1 SP:Iteration 4F (42.831031 sec): 3 clusters Score: Raw -4426.387837 + Penalty 235.301104 = -4191.086733 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 5 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.840256 sec): 2 clusters Score: Raw -286941.978856 + Penalty 335.042806 = -286606.936051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.845712 sec): 3 clusters Score: Raw -285066.501668 + Penalty 687.090414 = -284379.411254 nChanged 1326 SP:Iteration 1F (42.851208 sec): 3 clusters Score: Raw -286212.844756 + Penalty 710.748348 = -285502.096407 nChanged 434 SP:Iteration 2F (42.856462 sec): 3 clusters Score: Raw -286612.702813 + Penalty 730.712050 = -285881.990762 nChanged 223 SP:Iteration 3F (42.862085 sec): 3 clusters Score: Raw -286796.567635 + Penalty 747.372184 = -286049.195451 nChanged 124 SP:Iteration 4Q (42.867161 sec): 3 clusters Score: Raw -286871.199061 + Penalty 762.505565 = -286108.693495 nChanged 91 SP:Iteration 5Q (42.872162 sec): 3 clusters Score: Raw -286914.195601 + Penalty 778.313120 = -286135.882481 nChanged 76 SP:Iteration 6Q (42.877152 sec): 3 clusters Score: Raw -286950.237249 + Penalty 793.322673 = -286156.914576 nChanged 61 SP:Iteration 7Q (42.882156 sec): 3 clusters Score: Raw -286977.288415 + Penalty 806.661817 = -286170.626597 nChanged 56 SP:Iteration 8Q (42.887501 sec): 3 clusters Score: Raw -287000.322677 + Penalty 819.312428 = -286181.010249 nChanged 54 SP:Iteration 9Q (42.892692 sec): 3 clusters Score: Raw -287021.736550 + Penalty 832.710563 = -286189.025987 nChanged 53 SP:Iteration 10F (42.898045 sec): 3 clusters Score: Raw -287044.850121 + Penalty 848.186534 = -286196.663587 nChanged 60 SP:Iteration 11Q (42.902948 sec): 3 clusters Score: Raw -287070.138652 + Penalty 865.473799 = -286204.664853 nChanged 49 SP:Iteration 12Q (42.907774 sec): 3 clusters Score: Raw -287092.303351 + Penalty 878.052431 = -286214.250920 nChanged 38 SP:Iteration 13Q (42.912775 sec): 3 clusters Score: Raw -287108.913373 + Penalty 892.139963 = -286216.773410 nChanged 40 SP:Iteration 14Q (42.917750 sec): 3 clusters Score: Raw -287131.534195 + Penalty 899.953000 = -286231.581195 nChanged 35 SP:Iteration 15Q (42.922684 sec): 3 clusters Score: Raw -287150.737018 + Penalty 908.780823 = -286241.956195 nChanged 25 SP:Iteration 16Q (42.927726 sec): 3 clusters Score: Raw -287163.791313 + Penalty 915.748563 = -286248.042750 nChanged 25 SP:Iteration 17Q (42.932334 sec): 3 clusters Score: Raw -287175.907509 + Penalty 917.523227 = -286258.384282 nChanged 18 SP:Iteration 18Q (42.937164 sec): 3 clusters Score: Raw -287184.161312 + Penalty 921.959401 = -286262.201911 nChanged 11 SP:Iteration 19Q (42.941707 sec): 3 clusters Score: Raw -287186.496611 + Penalty 921.256860 = -286265.239751 nChanged 9 SP:Iteration 20F (42.946916 sec): 3 clusters Score: Raw -287191.126812 + Penalty 921.403088 = -286269.723724 nChanged 8 SP:Iteration 21Q (42.951767 sec): 3 clusters Score: Raw -287193.757487 + Penalty 922.451188 = -286271.306299 nChanged 9 SP:Iteration 22Q (42.956676 sec): 3 clusters Score: Raw -287197.130270 + Penalty 922.825446 = -286274.304824 nChanged 13 SP:Iteration 23Q (42.961589 sec): 3 clusters Score: Raw -287202.681803 + Penalty 927.487579 = -286275.194224 nChanged 9 SP:Iteration 24Q (42.966259 sec): 3 clusters Score: Raw -287205.088038 + Penalty 929.306966 = -286275.781072 nChanged 3 SP:Iteration 25Q (42.970788 sec): 3 clusters Score: Raw -287205.558178 + Penalty 931.884635 = -286273.673543 nChanged 3 SP:Iteration 26F (42.976164 sec): 3 clusters Score: Raw -287206.072791 + Penalty 931.143472 = -286274.929319 nChanged 4 SP:Iteration 27Q (42.980643 sec): 3 clusters Score: Raw -287207.512855 + Penalty 930.708003 = -286276.804852 nChanged 3 SP:Iteration 28Q (42.985461 sec): 3 clusters Score: Raw -287208.586617 + Penalty 930.930997 = -286277.655620 nChanged 3 SP:Iteration 29Q (42.990016 sec): 3 clusters Score: Raw -287209.253761 + Penalty 930.976240 = -286278.277521 nChanged 4 SP:Iteration 30F (42.995641 sec): 3 clusters Score: Raw -287210.378892 + Penalty 932.345848 = -286278.033044 nChanged 6 SP:Iteration 31F (43.000808 sec): 3 clusters Score: Raw -287211.041773 + Penalty 934.161119 = -286276.880654 nChanged 3 SP:Iteration 32F (43.005984 sec): 3 clusters Score: Raw -287211.339586 + Penalty 934.311350 = -286277.028236 nChanged 1 SP:Iteration 33Q (43.010514 sec): 3 clusters Score: Raw -287211.367837 + Penalty 934.311350 = -286277.056488 nChanged 0 SP:Iteration 34F (43.015873 sec): 3 clusters Score: Raw -287211.367837 + Penalty 934.311350 = -286277.056488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.019541 sec): 2 clusters Score: Raw -18476.833583 + Penalty 175.341727 = -18301.491856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.020090 sec): 3 clusters Score: Raw -18408.534500 + Penalty 356.326915 = -18052.207585 nChanged 66 SP:Iteration 1F (43.020628 sec): 3 clusters Score: Raw -18460.212371 + Penalty 385.383054 = -18074.829318 nChanged 33 SP:Iteration 2F (43.021165 sec): 3 clusters Score: Raw -18516.558583 + Penalty 430.057454 = -18086.501129 nChanged 18 SP:Iteration 3F (43.021709 sec): 3 clusters Score: Raw -18543.064017 + Penalty 500.359752 = -18042.704265 nChanged 15 SP:Iteration 4F (43.022275 sec): 3 clusters Score: Raw -18582.940519 + Penalty 536.945872 = -18045.994647 nChanged 5 SP:Iteration 5Q (43.022763 sec): 3 clusters Score: Raw -18601.889056 + Penalty 530.769798 = -18071.119257 nChanged 1 SP:Iteration 6Q (43.023271 sec): 3 clusters Score: Raw -18604.953411 + Penalty 539.302560 = -18065.650851 nChanged 1 SP:Iteration 7F (43.023821 sec): 3 clusters Score: Raw -18615.087073 + Penalty 539.302560 = -18075.784513 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.034112 sec): 2 clusters Score: Raw -215103.342523 + Penalty 197.868029 = -214905.474494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.038225 sec): 3 clusters Score: Raw -213745.846096 + Penalty 419.346896 = -213326.499200 nChanged 983 SP:Iteration 1F (43.042260 sec): 3 clusters Score: Raw -214692.989384 + Penalty 450.082189 = -214242.907195 nChanged 271 SP:Iteration 2F (43.046198 sec): 3 clusters Score: Raw -214975.397638 + Penalty 475.276906 = -214500.120732 nChanged 144 SP:Iteration 3F (43.050237 sec): 3 clusters Score: Raw -215140.807973 + Penalty 487.709205 = -214653.098767 nChanged 65 SP:Iteration 4Q (43.054218 sec): 3 clusters Score: Raw -215191.993164 + Penalty 496.693422 = -214695.299741 nChanged 32 SP:Iteration 5Q (43.058147 sec): 3 clusters Score: Raw -215207.907193 + Penalty 502.338617 = -214705.568576 nChanged 22 SP:Iteration 6Q (43.062121 sec): 3 clusters Score: Raw -215219.288220 + Penalty 506.263460 = -214713.024761 nChanged 23 SP:Iteration 7Q (43.065881 sec): 3 clusters Score: Raw -215229.757309 + Penalty 512.719065 = -214717.038244 nChanged 23 SP:Iteration 8Q (43.069399 sec): 3 clusters Score: Raw -215237.679711 + Penalty 515.756393 = -214721.923318 nChanged 9 SP:Iteration 9Q (43.072980 sec): 3 clusters Score: Raw -215240.509730 + Penalty 517.828441 = -214722.681289 nChanged 8 SP:Iteration 10F (43.077080 sec): 3 clusters Score: Raw -215243.196969 + Penalty 517.679228 = -214725.517740 nChanged 2 SP:Iteration 11Q (43.080484 sec): 3 clusters Score: Raw -215243.691364 + Penalty 518.420403 = -214725.270961 nChanged 1 SP:Iteration 12F (43.084438 sec): 3 clusters Score: Raw -215243.904560 + Penalty 519.120450 = -214724.784109 nChanged 2 SP:Iteration 13F (43.088363 sec): 3 clusters Score: Raw -215244.159661 + Penalty 519.728476 = -214724.431185 nChanged 1 SP:Iteration 14F (43.092598 sec): 3 clusters Score: Raw -215244.255302 + Penalty 520.423478 = -214723.831824 nChanged 1 SP:Iteration 15F (43.096724 sec): 3 clusters Score: Raw -215244.302359 + Penalty 521.070289 = -214723.232070 nChanged 1 SP:Iteration 16F (43.100656 sec): 3 clusters Score: Raw -215244.346303 + Penalty 521.070289 = -214723.276013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.107032 sec): 2 clusters Score: Raw -46888.614471 + Penalty 92.102926 = -46796.511545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.108160 sec): 3 clusters Score: Raw -46632.060174 + Penalty 177.114980 = -46454.945194 nChanged 214 SP:Iteration 1F (43.109254 sec): 3 clusters Score: Raw -46861.841130 + Penalty 167.681754 = -46694.159375 nChanged 40 SP:Iteration 2F (43.110282 sec): 3 clusters Score: Raw -46911.564375 + Penalty 167.278555 = -46744.285820 nChanged 7 SP:Iteration 3Q (43.111279 sec): 3 clusters Score: Raw -46914.507870 + Penalty 166.550337 = -46747.957533 nChanged 5 SP:Iteration 4Q (43.112320 sec): 3 clusters Score: Raw -46917.032176 + Penalty 163.033647 = -46753.998529 nChanged 2 SP:Iteration 5Q (43.113257 sec): 3 clusters Score: Raw -46922.086012 + Penalty 163.263346 = -46758.822665 nChanged 1 SP:Iteration 6Q (43.114201 sec): 3 clusters Score: Raw -46923.304218 + Penalty 163.300948 = -46760.003270 nChanged 1 SP:Iteration 7Q (43.115164 sec): 3 clusters Score: Raw -46923.335622 + Penalty 163.300948 = -46760.034674 nChanged 0 SP:Iteration 8F (43.116153 sec): 3 clusters Score: Raw -46923.335622 + Penalty 163.300948 = -46760.034674 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 15 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.120080 sec): 2 clusters Score: Raw -73974.832743 + Penalty 831.544181 = -73143.288562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.121555 sec): 3 clusters Score: Raw -73702.967501 + Penalty 1665.926836 = -72037.040665 nChanged 223 SP:Iteration 1F (43.122992 sec): 3 clusters Score: Raw -73896.804991 + Penalty 1669.004508 = -72227.800483 nChanged 62 SP:Iteration 2F (43.124566 sec): 3 clusters Score: Raw -73950.600559 + Penalty 1671.013134 = -72279.587425 nChanged 29 SP:Iteration 3Q (43.126070 sec): 3 clusters Score: Raw -73978.647692 + Penalty 1670.534386 = -72308.113306 nChanged 19 SP:Iteration 4Q (43.127568 sec): 3 clusters Score: Raw -74001.152627 + Penalty 1670.315008 = -72330.837619 nChanged 17 SP:Iteration 5Q (43.129078 sec): 3 clusters Score: Raw -74023.984667 + Penalty 1670.992613 = -72352.992054 nChanged 20 SP:Iteration 6Q (43.130511 sec): 3 clusters Score: Raw -74050.677714 + Penalty 1672.143683 = -72378.534031 nChanged 18 SP:Iteration 7Q (43.131928 sec): 3 clusters Score: Raw -74070.090783 + Penalty 1677.648116 = -72392.442668 nChanged 18 SP:Iteration 8Q (43.133337 sec): 3 clusters Score: Raw -74085.209339 + Penalty 1681.858126 = -72403.351214 nChanged 14 SP:Iteration 9Q (43.134746 sec): 3 clusters Score: Raw -74093.356007 + Penalty 1685.984620 = -72407.371387 nChanged 13 SP:Iteration 10F (43.136212 sec): 3 clusters Score: Raw -74105.783813 + Penalty 1690.852307 = -72414.931506 nChanged 15 SP:Iteration 11Q (43.137626 sec): 3 clusters Score: Raw -74125.294034 + Penalty 1698.456696 = -72426.837338 nChanged 22 SP:Iteration 12Q (43.139020 sec): 3 clusters Score: Raw -74163.581141 + Penalty 1708.759298 = -72454.821843 nChanged 22 SP:Iteration 13Q (43.140435 sec): 3 clusters Score: Raw -74188.774114 + Penalty 1716.819276 = -72471.954838 nChanged 16 SP:Iteration 14Q (43.141825 sec): 3 clusters Score: Raw -74215.505974 + Penalty 1721.378431 = -72494.127543 nChanged 14 SP:Iteration 15Q (43.143185 sec): 3 clusters Score: Raw -74238.690996 + Penalty 1725.096978 = -72513.594017 nChanged 11 SP:Iteration 16Q (43.144530 sec): 3 clusters Score: Raw -74259.968778 + Penalty 1728.590393 = -72531.378385 nChanged 14 SP:Iteration 17Q (43.145865 sec): 3 clusters Score: Raw -74279.433982 + Penalty 1732.126418 = -72547.307565 nChanged 5 SP:Iteration 18Q (43.147187 sec): 3 clusters Score: Raw -74286.301730 + Penalty 1733.216182 = -72553.085548 nChanged 5 SP:Iteration 19Q (43.148521 sec): 3 clusters Score: Raw -74290.995604 + Penalty 1733.526939 = -72557.468666 nChanged 4 SP:Iteration 20F (43.149956 sec): 3 clusters Score: Raw -74295.815975 + Penalty 1734.611998 = -72561.203977 nChanged 4 SP:Iteration 21Q (43.151271 sec): 3 clusters Score: Raw -74300.308021 + Penalty 1735.721097 = -72564.586923 nChanged 2 SP:Iteration 22Q (43.152609 sec): 3 clusters Score: Raw -74301.771292 + Penalty 1737.049863 = -72564.721429 nChanged 2 SP:Iteration 23Q (43.153918 sec): 3 clusters Score: Raw -74303.014159 + Penalty 1738.958637 = -72564.055522 nChanged 2 SP:Iteration 24F (43.155349 sec): 3 clusters Score: Raw -74305.059348 + Penalty 1742.406378 = -72562.652971 nChanged 5 SP:Iteration 25F (43.156885 sec): 3 clusters Score: Raw -74313.900558 + Penalty 1743.738985 = -72570.161573 nChanged 4 SP:Iteration 26Q (43.158285 sec): 3 clusters Score: Raw -74317.709044 + Penalty 1742.631634 = -72575.077410 nChanged 2 SP:Iteration 27Q (43.159654 sec): 3 clusters Score: Raw -74319.562334 + Penalty 1742.631634 = -72576.930701 nChanged 0 SP:Iteration 28F (43.161162 sec): 3 clusters Score: Raw -74319.562334 + Penalty 1742.631634 = -72576.930701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.166991 sec): 2 clusters Score: Raw -73448.607413 + Penalty 167.497624 = -73281.109790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.168558 sec): 3 clusters Score: Raw -73027.297464 + Penalty 336.757819 = -72690.539645 nChanged 308 SP:Iteration 1F (43.170090 sec): 3 clusters Score: Raw -73238.953736 + Penalty 336.878825 = -72902.074910 nChanged 65 SP:Iteration 2F (43.171612 sec): 3 clusters Score: Raw -73276.915287 + Penalty 335.824412 = -72941.090875 nChanged 41 SP:Iteration 3F (43.173143 sec): 3 clusters Score: Raw -73301.795797 + Penalty 335.144451 = -72966.651346 nChanged 27 SP:Iteration 4Q (43.174707 sec): 3 clusters Score: Raw -73319.961232 + Penalty 333.855063 = -72986.106169 nChanged 25 SP:Iteration 5Q (43.176234 sec): 3 clusters Score: Raw -73334.888053 + Penalty 333.403474 = -73001.484579 nChanged 28 SP:Iteration 6Q (43.177745 sec): 3 clusters Score: Raw -73347.301662 + Penalty 332.597158 = -73014.704504 nChanged 19 SP:Iteration 7Q (43.179239 sec): 3 clusters Score: Raw -73352.607382 + Penalty 331.988628 = -73020.618754 nChanged 19 SP:Iteration 8Q (43.180780 sec): 3 clusters Score: Raw -73358.843061 + Penalty 330.948738 = -73027.894323 nChanged 11 SP:Iteration 9Q (43.182302 sec): 3 clusters Score: Raw -73362.818124 + Penalty 330.556981 = -73032.261142 nChanged 7 SP:Iteration 10F (43.183819 sec): 3 clusters Score: Raw -73364.532685 + Penalty 330.427813 = -73034.104872 nChanged 7 SP:Iteration 11Q (43.185311 sec): 3 clusters Score: Raw -73366.235004 + Penalty 330.345524 = -73035.889480 nChanged 10 SP:Iteration 12Q (43.186851 sec): 3 clusters Score: Raw -73370.255695 + Penalty 329.656463 = -73040.599232 nChanged 14 SP:Iteration 13Q (43.188366 sec): 3 clusters Score: Raw -73375.385709 + Penalty 328.273745 = -73047.111964 nChanged 12 SP:Iteration 14Q (43.189861 sec): 3 clusters Score: Raw -73379.779372 + Penalty 328.026937 = -73051.752435 nChanged 8 SP:Iteration 15Q (43.191472 sec): 3 clusters Score: Raw -73383.117363 + Penalty 326.005471 = -73057.111892 nChanged 13 SP:Iteration 16Q (43.193082 sec): 3 clusters Score: Raw -73389.879720 + Penalty 325.670860 = -73064.208860 nChanged 9 SP:Iteration 17Q (43.194661 sec): 3 clusters Score: Raw -73392.130699 + Penalty 325.669113 = -73066.461585 nChanged 8 SP:Iteration 18Q (43.196161 sec): 3 clusters Score: Raw -73394.548614 + Penalty 325.707945 = -73068.840669 nChanged 10 SP:Iteration 19Q (43.197634 sec): 3 clusters Score: Raw -73397.899466 + Penalty 324.261535 = -73073.637930 nChanged 9 SP:Iteration 20F (43.199168 sec): 3 clusters Score: Raw -73401.611638 + Penalty 323.768364 = -73077.843274 nChanged 10 SP:Iteration 21Q (43.200671 sec): 3 clusters Score: Raw -73407.038427 + Penalty 323.768629 = -73083.269798 nChanged 7 SP:Iteration 22Q (43.202152 sec): 3 clusters Score: Raw -73409.239994 + Penalty 324.002161 = -73085.237834 nChanged 9 SP:Iteration 23Q (43.203620 sec): 3 clusters Score: Raw -73411.901114 + Penalty 324.242166 = -73087.658948 nChanged 4 SP:Iteration 24Q (43.205072 sec): 3 clusters Score: Raw -73413.797698 + Penalty 323.921300 = -73089.876398 nChanged 3 SP:Iteration 25Q (43.206566 sec): 3 clusters Score: Raw -73414.209806 + Penalty 324.239387 = -73089.970419 nChanged 4 SP:Iteration 26Q (43.208049 sec): 3 clusters Score: Raw -73414.805088 + Penalty 324.712913 = -73090.092174 nChanged 5 SP:Iteration 27Q (43.209516 sec): 3 clusters Score: Raw -73416.016163 + Penalty 325.571524 = -73090.444639 nChanged 6 SP:Iteration 28Q (43.210987 sec): 3 clusters Score: Raw -73418.131531 + Penalty 325.900575 = -73092.230956 nChanged 3 SP:Iteration 29Q (43.212476 sec): 3 clusters Score: Raw -73419.597332 + Penalty 325.819648 = -73093.777684 nChanged 4 SP:Iteration 30F (43.214041 sec): 3 clusters Score: Raw -73419.958162 + Penalty 326.019797 = -73093.938366 nChanged 1 SP:Iteration 31Q (43.215533 sec): 3 clusters Score: Raw -73420.036549 + Penalty 326.019797 = -73094.016752 nChanged 0 SP:Iteration 32F (43.217132 sec): 3 clusters Score: Raw -73420.036549 + Penalty 326.019797 = -73094.016752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.218661 sec): 2 clusters Score: Raw -18485.394063 + Penalty 641.989216 = -17843.404847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.219226 sec): 3 clusters Score: Raw -18501.500892 + Penalty 1298.850262 = -17202.650631 nChanged 35 SP:Iteration 1F (43.219778 sec): 3 clusters Score: Raw -18606.586908 + Penalty 1314.943158 = -17291.643750 nChanged 18 SP:Iteration 2F (43.220330 sec): 3 clusters Score: Raw -18675.478508 + Penalty 1314.598399 = -17360.880109 nChanged 8 SP:Iteration 3Q (43.220833 sec): 3 clusters Score: Raw -18697.736320 + Penalty 1314.598399 = -17383.137922 nChanged 0 SP:Iteration 4F (43.221382 sec): 3 clusters Score: Raw -18697.736320 + Penalty 1314.598399 = -17383.137922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.223758 sec): 2 clusters Score: Raw -39942.830250 + Penalty 595.520735 = -39347.309515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.224811 sec): 3 clusters Score: Raw -39808.392700 + Penalty 1189.704391 = -38618.688309 nChanged 121 SP:Iteration 1F (43.225751 sec): 3 clusters Score: Raw -39908.004150 + Penalty 1187.347168 = -38720.656982 nChanged 32 SP:Iteration 2F (43.226707 sec): 3 clusters Score: Raw -39950.957785 + Penalty 1185.871707 = -38765.086077 nChanged 33 SP:Iteration 3F (43.227665 sec): 3 clusters Score: Raw -39996.403805 + Penalty 1192.161586 = -38804.242219 nChanged 31 SP:Iteration 4F (43.228626 sec): 3 clusters Score: Raw -40051.433487 + Penalty 1204.064947 = -38847.368540 nChanged 21 SP:Iteration 5F (43.229562 sec): 3 clusters Score: Raw -40094.333025 + Penalty 1221.943807 = -38872.389217 nChanged 19 SP:Iteration 6Q (43.230460 sec): 3 clusters Score: Raw -40121.545697 + Penalty 1232.995381 = -38888.550316 nChanged 6 SP:Iteration 7Q (43.231349 sec): 3 clusters Score: Raw -40127.695270 + Penalty 1236.155517 = -38891.539753 nChanged 3 SP:Iteration 8Q (43.232228 sec): 3 clusters Score: Raw -40134.886688 + Penalty 1238.625713 = -38896.260975 nChanged 2 SP:Iteration 9Q (43.233095 sec): 3 clusters Score: Raw -40137.982027 + Penalty 1241.821701 = -38896.160326 nChanged 1 SP:Iteration 10F (43.234045 sec): 3 clusters Score: Raw -40140.061475 + Penalty 1241.821701 = -38898.239774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.234586 sec): 2 clusters Score: Raw -2316.702578 + Penalty 115.048504 = -2201.654074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.234854 sec): 3 clusters Score: Raw -2355.247675 + Penalty 236.035172 = -2119.212503 nChanged 1 SP:Iteration 1Q (43.235107 sec): 3 clusters Score: Raw -2358.390724 + Penalty 254.608184 = -2103.782540 nChanged 2 SP:Iteration 2F (43.235364 sec): 3 clusters Score: Raw -2366.281095 + Penalty 254.608184 = -2111.672911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.236131 sec): 2 clusters Score: Raw -10539.751998 + Penalty 116.599986 = -10423.152012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.236557 sec): 3 clusters Score: Raw -10512.436507 + Penalty 243.128085 = -10269.308422 nChanged 35 SP:Iteration 1F (43.236976 sec): 3 clusters Score: Raw -10543.996501 + Penalty 255.786944 = -10288.209557 nChanged 18 SP:Iteration 2F (43.237396 sec): 3 clusters Score: Raw -10568.203701 + Penalty 281.881228 = -10286.322473 nChanged 11 SP:Iteration 3F (43.237816 sec): 3 clusters Score: Raw -10580.401927 + Penalty 313.547929 = -10266.853997 nChanged 7 SP:Iteration 4F (43.238267 sec): 3 clusters Score: Raw -10593.435300 + Penalty 354.640740 = -10238.794560 nChanged 6 SP:Iteration 5F (43.238690 sec): 3 clusters Score: Raw -10612.139089 + Penalty 354.640740 = -10257.498349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 32 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.241980 sec): 2 clusters Score: Raw -94825.212372 + Penalty 507.618242 = -94317.594130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.243783 sec): 3 clusters Score: Raw -94329.785026 + Penalty 1017.102560 = -93312.682467 nChanged 337 SP:Iteration 1F (43.245625 sec): 3 clusters Score: Raw -94501.795951 + Penalty 1018.444420 = -93483.351531 nChanged 84 SP:Iteration 2F (43.247448 sec): 3 clusters Score: Raw -94564.243897 + Penalty 1021.683436 = -93542.560460 nChanged 65 SP:Iteration 3F (43.249267 sec): 3 clusters Score: Raw -94613.340943 + Penalty 1024.110698 = -93589.230245 nChanged 53 SP:Iteration 4F (43.251056 sec): 3 clusters Score: Raw -94648.770334 + Penalty 1027.889943 = -93620.880391 nChanged 41 SP:Iteration 5Q (43.252848 sec): 3 clusters Score: Raw -94678.003231 + Penalty 1033.688722 = -93644.314509 nChanged 40 SP:Iteration 6Q (43.254658 sec): 3 clusters Score: Raw -94714.698441 + Penalty 1040.566942 = -93674.131499 nChanged 44 SP:Iteration 7Q (43.256456 sec): 3 clusters Score: Raw -94754.363173 + Penalty 1048.618690 = -93705.744483 nChanged 31 SP:Iteration 8Q (43.258374 sec): 3 clusters Score: Raw -94778.207940 + Penalty 1053.202297 = -93725.005642 nChanged 19 SP:Iteration 9Q (43.260257 sec): 3 clusters Score: Raw -94793.407360 + Penalty 1058.818296 = -93734.589063 nChanged 18 SP:Iteration 10F (43.262216 sec): 3 clusters Score: Raw -94806.219988 + Penalty 1061.009794 = -93745.210194 nChanged 13 SP:Iteration 11Q (43.264026 sec): 3 clusters Score: Raw -94816.522558 + Penalty 1066.469817 = -93750.052741 nChanged 13 SP:Iteration 12Q (43.265745 sec): 3 clusters Score: Raw -94828.932755 + Penalty 1077.301490 = -93751.631265 nChanged 15 SP:Iteration 13Q (43.267392 sec): 3 clusters Score: Raw -94842.913162 + Penalty 1084.444626 = -93758.468536 nChanged 11 SP:Iteration 14Q (43.269049 sec): 3 clusters Score: Raw -94852.248207 + Penalty 1090.652606 = -93761.595601 nChanged 6 SP:Iteration 15Q (43.270671 sec): 3 clusters Score: Raw -94856.149074 + Penalty 1093.651888 = -93762.497186 nChanged 9 SP:Iteration 16Q (43.272298 sec): 3 clusters Score: Raw -94862.608384 + Penalty 1088.296858 = -93774.311525 nChanged 4 SP:Iteration 17Q (43.273900 sec): 3 clusters Score: Raw -94866.624228 + Penalty 1085.443871 = -93781.180358 nChanged 2 SP:Iteration 18Q (43.275508 sec): 3 clusters Score: Raw -94868.694854 + Penalty 1088.499891 = -93780.194963 nChanged 1 SP:Iteration 19F (43.277359 sec): 3 clusters Score: Raw -94870.051440 + Penalty 1090.505541 = -93779.545899 nChanged 2 SP:Iteration 20F (43.279175 sec): 3 clusters Score: Raw -94871.815436 + Penalty 1090.505541 = -93781.309895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.282172 sec): 2 clusters Score: Raw -53180.008422 + Penalty 370.963452 = -52809.044970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.283347 sec): 3 clusters Score: Raw -52901.166410 + Penalty 751.196624 = -52149.969786 nChanged 203 SP:Iteration 1F (43.284498 sec): 3 clusters Score: Raw -53056.218473 + Penalty 755.186413 = -52301.032059 nChanged 53 SP:Iteration 2F (43.285634 sec): 3 clusters Score: Raw -53108.655864 + Penalty 756.958550 = -52351.697314 nChanged 30 SP:Iteration 3F (43.286767 sec): 3 clusters Score: Raw -53139.418967 + Penalty 769.158144 = -52370.260823 nChanged 24 SP:Iteration 4Q (43.287897 sec): 3 clusters Score: Raw -53164.425591 + Penalty 804.402964 = -52360.022627 nChanged 21 SP:Iteration 5F (43.289024 sec): 3 clusters Score: Raw -53188.200973 + Penalty 823.789164 = -52364.411810 nChanged 8 SP:Iteration 6Q (43.290121 sec): 3 clusters Score: Raw -53196.346530 + Penalty 839.307636 = -52357.038895 nChanged 4 SP:Iteration 7F (43.291266 sec): 3 clusters Score: Raw -53205.147412 + Penalty 859.782860 = -52345.364552 nChanged 3 SP:Iteration 8F (43.292493 sec): 3 clusters Score: Raw -53214.213686 + Penalty 864.332715 = -52349.880971 nChanged 2 SP:Iteration 9Q (43.293521 sec): 3 clusters Score: Raw -53216.830603 + Penalty 867.398536 = -52349.432066 nChanged 1 SP:Iteration 10F (43.294706 sec): 3 clusters Score: Raw -53218.978538 + Penalty 867.398536 = -52351.580001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.295326 sec): 2 clusters Score: Raw -4530.515003 + Penalty 69.243388 = -4461.271615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.295636 sec): 3 clusters Score: Raw -4575.803568 + Penalty 169.280887 = -4406.522680 nChanged 21 SP:Iteration 1F (43.295941 sec): 3 clusters Score: Raw -4611.492536 + Penalty 191.005156 = -4420.487380 nChanged 3 SP:Iteration 2F (43.296241 sec): 3 clusters Score: Raw -4622.004213 + Penalty 191.005156 = -4430.999057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.297805 sec): 2 clusters Score: Raw -41498.418475 + Penalty 773.306365 = -40725.112110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.298735 sec): 3 clusters Score: Raw -41336.433958 + Penalty 1548.990528 = -39787.443430 nChanged 105 SP:Iteration 1F (43.299649 sec): 3 clusters Score: Raw -41428.524134 + Penalty 1549.059487 = -39879.464646 nChanged 32 SP:Iteration 2F (43.300562 sec): 3 clusters Score: Raw -41460.934986 + Penalty 1547.100415 = -39913.834571 nChanged 18 SP:Iteration 3Q (43.301466 sec): 3 clusters Score: Raw -41484.494535 + Penalty 1546.393815 = -39938.100720 nChanged 14 SP:Iteration 4Q (43.302372 sec): 3 clusters Score: Raw -41498.988374 + Penalty 1545.176126 = -39953.812248 nChanged 9 SP:Iteration 5Q (43.303275 sec): 3 clusters Score: Raw -41507.859582 + Penalty 1544.465347 = -39963.394235 nChanged 9 SP:Iteration 6Q (43.304180 sec): 3 clusters Score: Raw -41521.186972 + Penalty 1544.739751 = -39976.447221 nChanged 10 SP:Iteration 7Q (43.305082 sec): 3 clusters Score: Raw -41534.021504 + Penalty 1544.708115 = -39989.313389 nChanged 8 SP:Iteration 8Q (43.305979 sec): 3 clusters Score: Raw -41546.066284 + Penalty 1544.393735 = -40001.672549 nChanged 9 SP:Iteration 9Q (43.306873 sec): 3 clusters Score: Raw -41555.397372 + Penalty 1543.939549 = -40011.457823 nChanged 5 SP:Iteration 10F (43.307797 sec): 3 clusters Score: Raw -41558.225102 + Penalty 1543.110518 = -40015.114584 nChanged 4 SP:Iteration 11Q (43.308690 sec): 3 clusters Score: Raw -41560.086856 + Penalty 1542.515820 = -40017.571036 nChanged 2 SP:Iteration 12Q (43.309582 sec): 3 clusters Score: Raw -41561.317924 + Penalty 1542.144745 = -40019.173179 nChanged 3 SP:Iteration 13Q (43.310472 sec): 3 clusters Score: Raw -41563.052409 + Penalty 1542.146722 = -40020.905687 nChanged 1 SP:Iteration 14Q (43.311362 sec): 3 clusters Score: Raw -41563.660297 + Penalty 1542.146722 = -40021.513575 nChanged 0 SP:Iteration 15F (43.312277 sec): 3 clusters Score: Raw -41563.660297 + Penalty 1542.146722 = -40021.513575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.312788 sec): 2 clusters Score: Raw -1390.063943 + Penalty 35.818669 = -1354.245274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313014 sec): 3 clusters Score: Raw -1403.682013 + Penalty 70.637493 = -1333.044520 nChanged 3 SP:Iteration 1F (43.313238 sec): 3 clusters Score: Raw -1406.823470 + Penalty 70.637493 = -1336.185978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.313728 sec): 2 clusters Score: Raw -526.813200 + Penalty 42.859830 = -483.953370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313929 sec): 3 clusters Score: Raw -555.519829 + Penalty 104.848940 = -450.670889 nChanged 0 Time taken for this iteration:42.707121 seconds. 300->20 Clusters: Score -2116981.401145, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 158 (time per iteration =274.309291 ms) Total iterations: 1549 (time per iteration =27.979902 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3839451875.000000 (time per metric unit =11.288296ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 95986296875.000000 (time per metric unit=451.531827ps) That took 43.340868 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 8 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.31 and 0.47 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 34049 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 34049 points ------ Starting initial clusters from distinct float masks Not enough masks (193) to generate starting clusters (300), so starting with (194) clusters instead. Assigned 194 initial classes from 193 unique masks. Deleting Class 112 (1 points): Lose 6.164127 but Gain 1559.521881 Iteration 0F (4.006774 sec): 193 clusters Score: Raw -2615080.842232 + Penalty 174544.485136 = -2440536.357096 nChanged 8119 Deleting Class 179 (1 points): Lose 55.412544 but Gain 1615.500480 Iteration 1F (6.958661 sec): 187 clusters Score: Raw -2644003.352601 + Penalty 172776.796805 = -2471226.555796 nChanged 5120 Deleting Class 106 (1 points): Lose 24.753818 but Gain 1549.467964 Iteration 2F (9.875824 sec): 186 clusters Score: Raw -2658024.137778 + Penalty 170804.916602 = -2487219.221175 nChanged 3846 Deleting Class 191 (1 points): Lose 61.905565 but Gain 1589.262259 Iteration 3F (12.760426 sec): 184 clusters Score: Raw -2664422.408571 + Penalty 168912.038323 = -2495510.370248 nChanged 2374 Deleting Class 90 (4 points): Lose 100.902085 but Gain 1576.944796 Iteration 4F (15.619307 sec): 182 clusters Score: Raw -2666494.643018 + Penalty 167739.709979 = -2498754.933040 nChanged 1460 Deleting Class 151 (1 points): Lose 12.218919 but Gain 1484.819059 Iteration 5Q (16.012873 sec): 181 clusters Score: Raw -2667625.983022 + Penalty 166847.878868 = -2500778.104153 nChanged 1116 Deleting Class 133 (1 points): Lose 11.917963 but Gain 1471.692527 Iteration 6Q (16.367452 sec): 180 clusters Score: Raw -2668420.091688 + Penalty 164896.592965 = -2503523.498723 nChanged 885 Deleting Class 153 (3 points): Lose 33.496052 but Gain 1485.047921 Iteration 7Q (16.681398 sec): 178 clusters Score: Raw -2668973.495236 + Penalty 163185.759958 = -2505787.735278 nChanged 653 Deleting Class 102 (1 points): Lose 21.226565 but Gain 1438.642542 Iteration 8Q (16.968437 sec): 176 clusters Score: Raw -2669325.613406 + Penalty 161681.493168 = -2507644.120237 nChanged 496 Deleting Class 180 (1 points): Lose 37.938098 but Gain 1444.995827 Iteration 9Q (17.236778 sec): 175 clusters Score: Raw -2669517.087947 + Penalty 159682.886948 = -2509834.200998 nChanged 414 Deleting Class 184 (4 points): Lose 81.215065 but Gain 1481.836756 Iteration 10F (19.941850 sec): 173 clusters Score: Raw -2669625.936696 + Penalty 158368.342910 = -2511257.593786 nChanged 348 Deleting Class 135 (7 points): Lose 78.282065 but Gain 1477.673574 Iteration 11Q (20.197437 sec): 172 clusters Score: Raw -2669704.915001 + Penalty 157014.658208 = -2512690.256793 nChanged 303 Deleting Class 64 (2 points): Lose 4.258338 but Gain 1398.758191 Iteration 12Q (20.444301 sec): 171 clusters Score: Raw -2669876.606069 + Penalty 155682.780363 = -2514193.825706 nChanged 248 Deleting Class 129 (2 points): Lose 27.602554 but Gain 1405.541469 Iteration 13Q (20.684706 sec): 170 clusters Score: Raw -2669962.688778 + Penalty 154309.774713 = -2515652.914064 nChanged 226 Deleting Class 103 (10 points): Lose 219.475137 but Gain 1582.799241 Iteration 14Q (20.921502 sec): 169 clusters Score: Raw -2669834.630347 + Penalty 152789.799694 = -2517044.830653 nChanged 182 Deleting Class 122 (6 points): Lose 246.626135 but Gain 1565.738593 Iteration 15Q (21.152950 sec): 168 clusters Score: Raw -2669695.559054 + Penalty 151439.820232 = -2518255.738822 nChanged 160 Deleting Class 138 (1 points): Lose 2.952949 but Gain 1302.244268 Iteration 16Q (21.379649 sec): 167 clusters Score: Raw -2669820.728419 + Penalty 150255.311861 = -2519565.416559 nChanged 144 Deleting Class 164 (2 points): Lose 8.803432 but Gain 1286.387996 Iteration 17Q (21.608982 sec): 166 clusters Score: Raw -2669914.811547 + Penalty 148953.842314 = -2520960.969233 nChanged 125 Deleting Class 190 (1 points): Lose 26.122322 but Gain 1295.273480 Iteration 18Q (21.831630 sec): 165 clusters Score: Raw -2669935.130928 + Penalty 147643.795854 = -2522291.335074 nChanged 107 Deleting Class 145 (2 points): Lose 24.784005 but Gain 1293.759984 Iteration 19Q (22.050461 sec): 164 clusters Score: Raw -2669940.737259 + Penalty 146395.541186 = -2523545.196073 nChanged 98 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2669940.737259 + Penalty 146395.541186 = -2523545.196073Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 1 (5132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.188774 sec): 2 clusters Score: Raw -386503.977298 + Penalty 53.125038 = -386450.852260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.198343 sec): 3 clusters Score: Raw -383093.636273 + Penalty 107.886785 = -382985.749488 nChanged 2484 SP:Iteration 1F (22.207864 sec): 3 clusters Score: Raw -385582.521550 + Penalty 106.822040 = -385475.699510 nChanged 333 SP:Iteration 2F (22.217046 sec): 3 clusters Score: Raw -385956.935645 + Penalty 106.886557 = -385850.049089 nChanged 234 SP:Iteration 3Q (22.225839 sec): 3 clusters Score: Raw -386068.471463 + Penalty 107.042284 = -385961.429178 nChanged 157 SP:Iteration 4Q (22.235166 sec): 3 clusters Score: Raw -386142.957137 + Penalty 106.954258 = -386036.002880 nChanged 138 SP:Iteration 5Q (22.244263 sec): 3 clusters Score: Raw -386206.737948 + Penalty 107.125941 = -386099.612007 nChanged 124 SP:Iteration 6Q (22.253028 sec): 3 clusters Score: Raw -386266.196520 + Penalty 107.414792 = -386158.781728 nChanged 123 SP:Iteration 7Q (22.261666 sec): 3 clusters Score: Raw -386328.421699 + Penalty 107.375567 = -386221.046132 nChanged 102 SP:Iteration 8Q (22.270501 sec): 3 clusters Score: Raw -386375.062955 + Penalty 107.641740 = -386267.421215 nChanged 89 SP:Iteration 9Q (22.278925 sec): 3 clusters Score: Raw -386411.337685 + Penalty 107.715032 = -386303.622653 nChanged 68 SP:Iteration 10F (22.288153 sec): 3 clusters Score: Raw -386438.550443 + Penalty 108.128152 = -386330.422291 nChanged 67 SP:Iteration 11Q (22.296642 sec): 3 clusters Score: Raw -386464.462126 + Penalty 108.595018 = -386355.867108 nChanged 55 SP:Iteration 12Q (22.305217 sec): 3 clusters Score: Raw -386483.853639 + Penalty 108.434235 = -386375.419404 nChanged 53 SP:Iteration 13Q (22.313542 sec): 3 clusters Score: Raw -386497.486112 + Penalty 107.919609 = -386389.566503 nChanged 42 SP:Iteration 14Q (22.322004 sec): 3 clusters Score: Raw -386509.398763 + Penalty 107.585733 = -386401.813030 nChanged 42 SP:Iteration 15Q (22.330470 sec): 3 clusters Score: Raw -386518.373246 + Penalty 107.578196 = -386410.795050 nChanged 25 SP:Iteration 16Q (22.339262 sec): 3 clusters Score: Raw -386522.331787 + Penalty 107.598920 = -386414.732867 nChanged 19 SP:Iteration 17Q (22.347500 sec): 3 clusters Score: Raw -386525.267445 + Penalty 107.597813 = -386417.669632 nChanged 14 SP:Iteration 18Q (22.355850 sec): 3 clusters Score: Raw -386526.976939 + Penalty 107.704080 = -386419.272858 nChanged 14 SP:Iteration 19Q (22.364018 sec): 3 clusters Score: Raw -386528.263813 + Penalty 107.770381 = -386420.493432 nChanged 9 SP:Iteration 20F (22.373561 sec): 3 clusters Score: Raw -386528.836498 + Penalty 107.817291 = -386421.019207 nChanged 6 SP:Iteration 21Q (22.381720 sec): 3 clusters Score: Raw -386529.121832 + Penalty 107.862124 = -386421.259708 nChanged 6 SP:Iteration 22Q (22.390155 sec): 3 clusters Score: Raw -386529.302021 + Penalty 107.903158 = -386421.398863 nChanged 5 SP:Iteration 23Q (22.398509 sec): 3 clusters Score: Raw -386529.447472 + Penalty 107.924291 = -386421.523181 nChanged 3 SP:Iteration 24Q (22.406984 sec): 3 clusters Score: Raw -386529.508370 + Penalty 107.968093 = -386421.540277 nChanged 5 SP:Iteration 25Q (22.415165 sec): 3 clusters Score: Raw -386529.655104 + Penalty 108.012755 = -386421.642349 nChanged 5 SP:Iteration 26Q (22.423538 sec): 3 clusters Score: Raw -386529.831818 + Penalty 108.057953 = -386421.773865 nChanged 5 SP:Iteration 27Q (22.431717 sec): 3 clusters Score: Raw -386530.004338 + Penalty 108.122041 = -386421.882298 nChanged 7 SP:Iteration 28Q (22.440213 sec): 3 clusters Score: Raw -386530.200822 + Penalty 108.122273 = -386422.078550 nChanged 4 SP:Iteration 29Q (22.448590 sec): 3 clusters Score: Raw -386530.258411 + Penalty 108.140891 = -386422.117520 nChanged 2 SP:Iteration 30F (22.457831 sec): 3 clusters Score: Raw -386530.290213 + Penalty 108.165483 = -386422.124731 nChanged 3 SP:Iteration 31Q (22.465990 sec): 3 clusters Score: Raw -386530.351179 + Penalty 108.174888 = -386422.176292 nChanged 1 SP:Iteration 32Q (22.474438 sec): 3 clusters Score: Raw -386530.354862 + Penalty 108.174888 = -386422.179974 nChanged 0 SP:Iteration 33F (22.483629 sec): 3 clusters Score: Raw -386530.354862 + Penalty 108.174888 = -386422.179974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.491072 sec): 2 clusters Score: Raw -80612.426737 + Penalty 272.752487 = -80339.674251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.493077 sec): 3 clusters Score: Raw -80084.838415 + Penalty 544.963241 = -79539.875174 nChanged 375 SP:Iteration 1F (22.495044 sec): 3 clusters Score: Raw -80395.736175 + Penalty 544.025845 = -79851.710330 nChanged 103 SP:Iteration 2F (22.496937 sec): 3 clusters Score: Raw -80460.442018 + Penalty 540.782155 = -79919.659863 nChanged 46 SP:Iteration 3Q (22.498879 sec): 3 clusters Score: Raw -80485.724080 + Penalty 541.308939 = -79944.415140 nChanged 33 SP:Iteration 4Q (22.500935 sec): 3 clusters Score: Raw -80498.634319 + Penalty 540.451836 = -79958.182483 nChanged 22 SP:Iteration 5Q (22.502968 sec): 3 clusters Score: Raw -80509.905815 + Penalty 538.232435 = -79971.673380 nChanged 26 SP:Iteration 6Q (22.504848 sec): 3 clusters Score: Raw -80524.915449 + Penalty 538.413424 = -79986.502025 nChanged 16 SP:Iteration 7Q (22.506730 sec): 3 clusters Score: Raw -80530.723389 + Penalty 533.816559 = -79996.906830 nChanged 9 SP:Iteration 8Q (22.508606 sec): 3 clusters Score: Raw -80533.636579 + Penalty 531.413653 = -80002.222925 nChanged 9 SP:Iteration 9Q (22.510481 sec): 3 clusters Score: Raw -80535.545563 + Penalty 530.198936 = -80005.346627 nChanged 9 SP:Iteration 10F (22.512361 sec): 3 clusters Score: Raw -80538.002337 + Penalty 529.864292 = -80008.138045 nChanged 9 SP:Iteration 11Q (22.514242 sec): 3 clusters Score: Raw -80540.464915 + Penalty 532.833382 = -80007.631532 nChanged 11 SP:Iteration 12F (22.516306 sec): 3 clusters Score: Raw -80545.500996 + Penalty 538.108908 = -80007.392088 nChanged 18 SP:Iteration 13F (22.518375 sec): 3 clusters Score: Raw -80554.928325 + Penalty 541.783304 = -80013.145021 nChanged 17 SP:Iteration 14Q (22.520410 sec): 3 clusters Score: Raw -80565.931891 + Penalty 544.077659 = -80021.854232 nChanged 13 SP:Iteration 15Q (22.522303 sec): 3 clusters Score: Raw -80575.115697 + Penalty 550.620588 = -80024.495109 nChanged 14 SP:Iteration 16Q (22.524210 sec): 3 clusters Score: Raw -80587.911707 + Penalty 558.747068 = -80029.164639 nChanged 11 SP:Iteration 17Q (22.526091 sec): 3 clusters Score: Raw -80600.874078 + Penalty 572.902281 = -80027.971797 nChanged 11 SP:Iteration 18F (22.527961 sec): 3 clusters Score: Raw -80616.045606 + Penalty 568.753441 = -80047.292166 nChanged 5 SP:Iteration 19Q (22.529859 sec): 3 clusters Score: Raw -80623.139890 + Penalty 568.162699 = -80054.977191 nChanged 2 SP:Iteration 20F (22.531792 sec): 3 clusters Score: Raw -80627.557695 + Penalty 566.895234 = -80060.662461 nChanged 1 SP:Iteration 21Q (22.533710 sec): 3 clusters Score: Raw -80627.915652 + Penalty 566.895234 = -80061.020418 nChanged 0 SP:Iteration 22F (22.535756 sec): 3 clusters Score: Raw -80627.915652 + Penalty 566.895234 = -80061.020418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.538388 sec): 2 clusters Score: Raw -65397.756930 + Penalty 742.763299 = -64654.993631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.540046 sec): 3 clusters Score: Raw -65076.514891 + Penalty 1484.089547 = -63592.425344 nChanged 231 SP:Iteration 1F (22.541646 sec): 3 clusters Score: Raw -65259.178659 + Penalty 1481.802376 = -63777.376283 nChanged 74 SP:Iteration 2F (22.543203 sec): 3 clusters Score: Raw -65344.480265 + Penalty 1478.719375 = -63865.760891 nChanged 49 SP:Iteration 3F (22.544747 sec): 3 clusters Score: Raw -65404.662852 + Penalty 1472.815661 = -63931.847191 nChanged 44 SP:Iteration 4F (22.546291 sec): 3 clusters Score: Raw -65466.224533 + Penalty 1468.257033 = -63997.967501 nChanged 27 SP:Iteration 5Q (22.547813 sec): 3 clusters Score: Raw -65496.744426 + Penalty 1466.782109 = -64029.962316 nChanged 16 SP:Iteration 6Q (22.549318 sec): 3 clusters Score: Raw -65514.681122 + Penalty 1464.714603 = -64049.966519 nChanged 12 SP:Iteration 7Q (22.550806 sec): 3 clusters Score: Raw -65525.450946 + Penalty 1462.437297 = -64063.013649 nChanged 8 SP:Iteration 8Q (22.552294 sec): 3 clusters Score: Raw -65540.088258 + Penalty 1460.512103 = -64079.576155 nChanged 8 SP:Iteration 9Q (22.553774 sec): 3 clusters Score: Raw -65550.180999 + Penalty 1459.402981 = -64090.778017 nChanged 6 SP:Iteration 10F (22.555286 sec): 3 clusters Score: Raw -65559.132076 + Penalty 1457.468216 = -64101.663860 nChanged 6 SP:Iteration 11Q (22.556761 sec): 3 clusters Score: Raw -65568.819765 + Penalty 1457.113567 = -64111.706199 nChanged 5 SP:Iteration 12Q (22.558233 sec): 3 clusters Score: Raw -65576.120389 + Penalty 1456.926076 = -64119.194313 nChanged 5 SP:Iteration 13Q (22.559702 sec): 3 clusters Score: Raw -65583.436760 + Penalty 1457.158571 = -64126.278189 nChanged 3 SP:Iteration 14Q (22.561167 sec): 3 clusters Score: Raw -65585.609125 + Penalty 1456.706653 = -64128.902473 nChanged 1 SP:Iteration 15Q (22.562679 sec): 3 clusters Score: Raw -65585.956251 + Penalty 1456.201006 = -64129.755245 nChanged 1 SP:Iteration 16Q (22.564312 sec): 3 clusters Score: Raw -65587.273587 + Penalty 1455.765610 = -64131.507977 nChanged 4 SP:Iteration 17Q (22.566057 sec): 3 clusters Score: Raw -65592.101513 + Penalty 1456.660745 = -64135.440767 nChanged 3 SP:Iteration 18Q (22.567629 sec): 3 clusters Score: Raw -65596.812497 + Penalty 1456.067199 = -64140.745298 nChanged 2 SP:Iteration 19Q (22.569183 sec): 3 clusters Score: Raw -65601.553480 + Penalty 1456.386474 = -64145.167007 nChanged 1 SP:Iteration 20F (22.570726 sec): 3 clusters Score: Raw -65601.857804 + Penalty 1456.386474 = -64145.471330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.571357 sec): 2 clusters Score: Raw -2864.372436 + Penalty 170.841422 = -2693.531014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.571626 sec): 3 clusters Score: Raw -2850.996476 + Penalty 342.783855 = -2508.212621 nChanged 3 SP:Iteration 1F (22.571921 sec): 3 clusters Score: Raw -2855.298663 + Penalty 341.270573 = -2514.028090 nChanged 3 SP:Iteration 2F (22.572181 sec): 3 clusters Score: Raw -2858.890115 + Penalty 342.251464 = -2516.638651 nChanged 2 SP:Iteration 3F (22.572441 sec): 3 clusters Score: Raw -2861.426032 + Penalty 342.251464 = -2519.174568 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.578214 sec): 2 clusters Score: Raw -101228.171332 + Penalty 380.036660 = -100848.134672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.580523 sec): 3 clusters Score: Raw -100512.288081 + Penalty 781.700693 = -99730.587387 nChanged 485 SP:Iteration 1F (22.582822 sec): 3 clusters Score: Raw -100867.727547 + Penalty 812.546111 = -100055.181436 nChanged 160 SP:Iteration 2F (22.585088 sec): 3 clusters Score: Raw -101014.349824 + Penalty 845.584367 = -100168.765456 nChanged 105 SP:Iteration 3F (22.587339 sec): 3 clusters Score: Raw -101124.034576 + Penalty 876.932167 = -100247.102410 nChanged 61 SP:Iteration 4F (22.589559 sec): 3 clusters Score: Raw -101190.500933 + Penalty 885.904679 = -100304.596254 nChanged 31 SP:Iteration 5Q (22.591650 sec): 3 clusters Score: Raw -101224.747534 + Penalty 891.265780 = -100333.481754 nChanged 10 SP:Iteration 6Q (22.593685 sec): 3 clusters Score: Raw -101237.586714 + Penalty 895.809867 = -100341.776847 nChanged 5 SP:Iteration 7Q (22.595618 sec): 3 clusters Score: Raw -101241.604589 + Penalty 897.707190 = -100343.897399 nChanged 2 SP:Iteration 8Q (22.597551 sec): 3 clusters Score: Raw -101242.216334 + Penalty 897.707190 = -100344.509145 nChanged 0 SP:Iteration 9F (22.599926 sec): 3 clusters Score: Raw -101242.216334 + Penalty 897.707190 = -100344.509145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.604101 sec): 2 clusters Score: Raw -90439.738227 + Penalty 574.081721 = -89865.656506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.606135 sec): 3 clusters Score: Raw -89892.357709 + Penalty 1139.787482 = -88752.570227 nChanged 395 SP:Iteration 1F (22.608097 sec): 3 clusters Score: Raw -90113.328480 + Penalty 1130.700942 = -88982.627538 nChanged 105 SP:Iteration 2F (22.610100 sec): 3 clusters Score: Raw -90186.243864 + Penalty 1122.306005 = -89063.937859 nChanged 66 SP:Iteration 3F (22.612115 sec): 3 clusters Score: Raw -90231.608404 + Penalty 1112.584954 = -89119.023450 nChanged 54 SP:Iteration 4F (22.614086 sec): 3 clusters Score: Raw -90274.687688 + Penalty 1102.102000 = -89172.585688 nChanged 47 SP:Iteration 5Q (22.616047 sec): 3 clusters Score: Raw -90316.296911 + Penalty 1092.970499 = -89223.326411 nChanged 24 SP:Iteration 6Q (22.617995 sec): 3 clusters Score: Raw -90338.141573 + Penalty 1085.033393 = -89253.108180 nChanged 29 SP:Iteration 7Q (22.619938 sec): 3 clusters Score: Raw -90361.183135 + Penalty 1077.972763 = -89283.210373 nChanged 21 SP:Iteration 8Q (22.621834 sec): 3 clusters Score: Raw -90374.702089 + Penalty 1073.831589 = -89300.870501 nChanged 19 SP:Iteration 9Q (22.623741 sec): 3 clusters Score: Raw -90391.625107 + Penalty 1067.638631 = -89323.986476 nChanged 20 SP:Iteration 10F (22.625747 sec): 3 clusters Score: Raw -90411.490677 + Penalty 1061.548299 = -89349.942377 nChanged 15 SP:Iteration 11Q (22.627572 sec): 3 clusters Score: Raw -90422.381851 + Penalty 1063.210709 = -89359.171142 nChanged 13 SP:Iteration 12Q (22.629346 sec): 3 clusters Score: Raw -90435.852810 + Penalty 1066.335727 = -89369.517083 nChanged 17 SP:Iteration 13Q (22.631091 sec): 3 clusters Score: Raw -90445.430938 + Penalty 1062.077991 = -89383.352947 nChanged 7 SP:Iteration 14Q (22.632959 sec): 3 clusters Score: Raw -90450.594165 + Penalty 1060.159302 = -89390.434862 nChanged 8 SP:Iteration 15Q (22.634741 sec): 3 clusters Score: Raw -90455.172807 + Penalty 1059.328806 = -89395.844001 nChanged 7 SP:Iteration 16Q (22.636515 sec): 3 clusters Score: Raw -90462.000832 + Penalty 1061.512781 = -89400.488052 nChanged 9 SP:Iteration 17Q (22.638231 sec): 3 clusters Score: Raw -90469.628355 + Penalty 1059.839333 = -89409.789022 nChanged 4 SP:Iteration 18Q (22.640045 sec): 3 clusters Score: Raw -90471.000984 + Penalty 1059.709153 = -89411.291831 nChanged 1 SP:Iteration 19Q (22.641831 sec): 3 clusters Score: Raw -90471.306569 + Penalty 1059.276938 = -89412.029631 nChanged 1 SP:Iteration 20F (22.643847 sec): 3 clusters Score: Raw -90471.525894 + Penalty 1059.048059 = -89412.477835 nChanged 1 SP:Iteration 21Q (22.645500 sec): 3 clusters Score: Raw -90472.611335 + Penalty 1057.314956 = -89415.296379 nChanged 2 SP:Iteration 22Q (22.647149 sec): 3 clusters Score: Raw -90473.471007 + Penalty 1058.077520 = -89415.393487 nChanged 3 SP:Iteration 23Q (22.648842 sec): 3 clusters Score: Raw -90475.223726 + Penalty 1058.077520 = -89417.146206 nChanged 0 SP:Iteration 24F (22.650838 sec): 3 clusters Score: Raw -90475.223726 + Penalty 1058.077520 = -89417.146206 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.657184 sec): 2 clusters Score: Raw -111902.775789 + Penalty 896.963665 = -111005.812124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.659695 sec): 3 clusters Score: Raw -111359.143830 + Penalty 1793.751743 = -109565.392087 nChanged 459 SP:Iteration 1F (22.662133 sec): 3 clusters Score: Raw -111723.518272 + Penalty 1794.047107 = -109929.471165 nChanged 123 SP:Iteration 2F (22.664567 sec): 3 clusters Score: Raw -111845.715130 + Penalty 1793.951196 = -110051.763934 nChanged 85 SP:Iteration 3F (22.667260 sec): 3 clusters Score: Raw -111929.268237 + Penalty 1793.757488 = -110135.510750 nChanged 55 SP:Iteration 4Q (22.669815 sec): 3 clusters Score: Raw -111982.374230 + Penalty 1793.567480 = -110188.806750 nChanged 44 SP:Iteration 5Q (22.672240 sec): 3 clusters Score: Raw -112009.460473 + Penalty 1793.518900 = -110215.941573 nChanged 30 SP:Iteration 6Q (22.674643 sec): 3 clusters Score: Raw -112033.823005 + Penalty 1793.495235 = -110240.327770 nChanged 26 SP:Iteration 7Q (22.677106 sec): 3 clusters Score: Raw -112059.308886 + Penalty 1793.353073 = -110265.955813 nChanged 16 SP:Iteration 8Q (22.679542 sec): 3 clusters Score: Raw -112067.273595 + Penalty 1793.218412 = -110274.055183 nChanged 9 SP:Iteration 9Q (22.681935 sec): 3 clusters Score: Raw -112072.862944 + Penalty 1793.056474 = -110279.806469 nChanged 13 SP:Iteration 10F (22.684439 sec): 3 clusters Score: Raw -112080.837677 + Penalty 1793.062565 = -110287.775111 nChanged 6 SP:Iteration 11Q (22.686909 sec): 3 clusters Score: Raw -112082.993111 + Penalty 1793.036114 = -110289.956997 nChanged 2 SP:Iteration 12Q (22.689370 sec): 3 clusters Score: Raw -112084.418815 + Penalty 1793.071268 = -110291.347547 nChanged 4 SP:Iteration 13Q (22.691795 sec): 3 clusters Score: Raw -112085.907975 + Penalty 1793.006929 = -110292.901046 nChanged 2 SP:Iteration 14Q (22.694186 sec): 3 clusters Score: Raw -112086.701088 + Penalty 1793.005710 = -110293.695378 nChanged 1 SP:Iteration 15Q (22.696578 sec): 3 clusters Score: Raw -112087.155836 + Penalty 1793.029202 = -110294.126634 nChanged 2 SP:Iteration 16Q (22.699036 sec): 3 clusters Score: Raw -112087.956037 + Penalty 1793.004363 = -110294.951674 nChanged 1 SP:Iteration 17Q (22.701655 sec): 3 clusters Score: Raw -112088.731976 + Penalty 1792.866178 = -110295.865798 nChanged 4 SP:Iteration 18Q (22.704129 sec): 3 clusters Score: Raw -112091.300151 + Penalty 1792.793678 = -110298.506473 nChanged 3 SP:Iteration 19Q (22.706522 sec): 3 clusters Score: Raw -112093.343863 + Penalty 1792.655947 = -110300.687916 nChanged 6 SP:Iteration 20F (22.708961 sec): 3 clusters Score: Raw -112096.233322 + Penalty 1792.392493 = -110303.840829 nChanged 8 SP:Iteration 21Q (22.711465 sec): 3 clusters Score: Raw -112100.370316 + Penalty 1792.383961 = -110307.986355 nChanged 4 SP:Iteration 22Q (22.713923 sec): 3 clusters Score: Raw -112102.521295 + Penalty 1792.302541 = -110310.218754 nChanged 3 SP:Iteration 23Q (22.716357 sec): 3 clusters Score: Raw -112103.290951 + Penalty 1792.283863 = -110311.007088 nChanged 1 SP:Iteration 24Q (22.718806 sec): 3 clusters Score: Raw -112103.621778 + Penalty 1792.265084 = -110311.356694 nChanged 1 SP:Iteration 25Q (22.721225 sec): 3 clusters Score: Raw -112105.088198 + Penalty 1792.265084 = -110312.823114 nChanged 0 SP:Iteration 26F (22.723732 sec): 3 clusters Score: Raw -112105.088198 + Penalty 1792.265084 = -110312.823114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.729199 sec): 2 clusters Score: Raw -38081.855879 + Penalty 379.946191 = -37701.909688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.730186 sec): 3 clusters Score: Raw -37835.989968 + Penalty 769.871576 = -37066.118392 nChanged 147 SP:Iteration 1F (22.731151 sec): 3 clusters Score: Raw -37941.951092 + Penalty 791.712973 = -37150.238119 nChanged 54 SP:Iteration 2F (22.732212 sec): 3 clusters Score: Raw -38005.952983 + Penalty 820.175746 = -37185.777237 nChanged 37 SP:Iteration 3F (22.733184 sec): 3 clusters Score: Raw -38047.910606 + Penalty 852.720944 = -37195.189662 nChanged 29 SP:Iteration 4F (22.734208 sec): 3 clusters Score: Raw -38086.872554 + Penalty 863.202946 = -37223.669608 nChanged 11 SP:Iteration 5Q (22.735188 sec): 3 clusters Score: Raw -38098.843509 + Penalty 861.015765 = -37237.827744 nChanged 1 SP:Iteration 6Q (22.736154 sec): 3 clusters Score: Raw -38100.509037 + Penalty 861.015765 = -37239.493271 nChanged 0 SP:Iteration 7F (22.737162 sec): 3 clusters Score: Raw -38100.509037 + Penalty 861.015765 = -37239.493271 nChanged 0 Memory request: 0.06 GB would take us to total of 0.37 GB. Trying to split cluster 9 (12376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.790509 sec): 2 clusters Score: Raw -983548.139614 + Penalty 135.738452 = -983412.401163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.814570 sec): 3 clusters Score: Raw -975251.528225 + Penalty 283.183865 = -974968.344361 nChanged 5943 SP:Iteration 1F (22.839044 sec): 3 clusters Score: Raw -979016.070585 + Penalty 309.450685 = -978706.619900 nChanged 1851 SP:Iteration 2F (22.862627 sec): 3 clusters Score: Raw -980884.999943 + Penalty 335.890204 = -980549.109739 nChanged 1440 SP:Iteration 3F (22.886700 sec): 3 clusters Score: Raw -982597.960574 + Penalty 372.920519 = -982225.040055 nChanged 651 SP:Iteration 4F (22.910293 sec): 3 clusters Score: Raw -983338.411529 + Penalty 477.308066 = -982861.103463 nChanged 175 SP:Iteration 5Q (22.931446 sec): 3 clusters Score: Raw -983536.128454 + Penalty 540.012664 = -982996.115790 nChanged 11 SP:Iteration 6Q (22.950338 sec): 3 clusters Score: Raw -983552.948633 + Penalty 574.275762 = -982978.672871 nChanged 2 SP:Iteration 7F (22.973994 sec): 3 clusters Score: Raw -983555.048301 + Penalty 574.275762 = -982980.772539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (1060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.984476 sec): 2 clusters Score: Raw -88277.005074 + Penalty 181.435312 = -88095.569762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.986619 sec): 3 clusters Score: Raw -87599.377013 + Penalty 381.699877 = -87217.677135 nChanged 462 SP:Iteration 1F (22.988690 sec): 3 clusters Score: Raw -87989.101264 + Penalty 407.639587 = -87581.461677 nChanged 155 SP:Iteration 2F (22.990721 sec): 3 clusters Score: Raw -88135.946445 + Penalty 425.683141 = -87710.263304 nChanged 79 SP:Iteration 3F (22.992822 sec): 3 clusters Score: Raw -88234.066813 + Penalty 517.075870 = -87716.990943 nChanged 29 SP:Iteration 4Q (22.994917 sec): 3 clusters Score: Raw -88281.269364 + Penalty 530.035726 = -87751.233638 nChanged 1 SP:Iteration 5Q (22.996650 sec): 3 clusters Score: Raw -88282.359568 + Penalty 546.163558 = -87736.196010 nChanged 1 SP:Iteration 6F (22.998682 sec): 3 clusters Score: Raw -88283.001379 + Penalty 543.196702 = -87739.804678 nChanged 1 SP:Iteration 7Q (23.000485 sec): 3 clusters Score: Raw -88284.008891 + Penalty 543.196702 = -87740.812189 nChanged 0 SP:Iteration 8F (23.002701 sec): 3 clusters Score: Raw -88284.008891 + Penalty 543.196702 = -87740.812189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.004962 sec): 2 clusters Score: Raw -17402.578574 + Penalty 201.419463 = -17201.159111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.005595 sec): 3 clusters Score: Raw -17372.994958 + Penalty 403.091431 = -16969.903527 nChanged 71 SP:Iteration 1F (23.006219 sec): 3 clusters Score: Raw -17453.867598 + Penalty 403.776000 = -17050.091598 nChanged 25 SP:Iteration 2F (23.006841 sec): 3 clusters Score: Raw -17475.514048 + Penalty 403.680711 = -17071.833336 nChanged 10 SP:Iteration 3Q (23.007448 sec): 3 clusters Score: Raw -17488.388555 + Penalty 404.430304 = -17083.958252 nChanged 8 SP:Iteration 4Q (23.008048 sec): 3 clusters Score: Raw -17495.224044 + Penalty 405.954096 = -17089.269948 nChanged 4 SP:Iteration 5Q (23.008645 sec): 3 clusters Score: Raw -17497.705192 + Penalty 407.182938 = -17090.522253 nChanged 2 SP:Iteration 6Q (23.009238 sec): 3 clusters Score: Raw -17500.761926 + Penalty 407.446814 = -17093.315112 nChanged 2 SP:Iteration 7Q (23.009830 sec): 3 clusters Score: Raw -17503.346282 + Penalty 407.462072 = -17095.884210 nChanged 1 SP:Iteration 8Q (23.010422 sec): 3 clusters Score: Raw -17503.675846 + Penalty 407.461146 = -17096.214700 nChanged 1 SP:Iteration 9Q (23.011014 sec): 3 clusters Score: Raw -17504.702909 + Penalty 407.881820 = -17096.821089 nChanged 1 SP:Iteration 10F (23.011639 sec): 3 clusters Score: Raw -17505.734356 + Penalty 408.519192 = -17097.215164 nChanged 3 SP:Iteration 11Q (23.012230 sec): 3 clusters Score: Raw -17509.399100 + Penalty 409.536788 = -17099.862311 nChanged 5 SP:Iteration 12Q (23.012820 sec): 3 clusters Score: Raw -17515.105200 + Penalty 410.830953 = -17104.274247 nChanged 2 SP:Iteration 13Q (23.013403 sec): 3 clusters Score: Raw -17515.874772 + Penalty 410.830953 = -17105.043819 nChanged 0 SP:Iteration 14F (23.014025 sec): 3 clusters Score: Raw -17515.874772 + Penalty 410.830953 = -17105.043819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.015143 sec): 2 clusters Score: Raw -20859.629168 + Penalty 519.407845 = -20340.221323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.015794 sec): 3 clusters Score: Raw -20788.498925 + Penalty 1040.688475 = -19747.810451 nChanged 36 SP:Iteration 1F (23.016414 sec): 3 clusters Score: Raw -20830.890755 + Penalty 1039.423674 = -19791.467081 nChanged 15 SP:Iteration 2F (23.017032 sec): 3 clusters Score: Raw -20852.075621 + Penalty 1038.892112 = -19813.183509 nChanged 10 SP:Iteration 3Q (23.017647 sec): 3 clusters Score: Raw -20863.701989 + Penalty 1038.107705 = -19825.594284 nChanged 7 SP:Iteration 4Q (23.018255 sec): 3 clusters Score: Raw -20870.655630 + Penalty 1038.073772 = -19832.581858 nChanged 1 SP:Iteration 5Q (23.018869 sec): 3 clusters Score: Raw -20871.228752 + Penalty 1038.073772 = -19833.154980 nChanged 0 SP:Iteration 6F (23.019468 sec): 3 clusters Score: Raw -20871.228752 + Penalty 1038.073772 = -19833.154980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.023524 sec): 2 clusters Score: Raw -95427.922207 + Penalty 457.613789 = -94970.308418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.025812 sec): 3 clusters Score: Raw -94836.112852 + Penalty 914.801947 = -93921.310904 nChanged 414 SP:Iteration 1F (23.027987 sec): 3 clusters Score: Raw -95099.784049 + Penalty 913.868577 = -94185.915472 nChanged 113 SP:Iteration 2F (23.030142 sec): 3 clusters Score: Raw -95176.787106 + Penalty 913.513076 = -94263.274029 nChanged 83 SP:Iteration 3F (23.032304 sec): 3 clusters Score: Raw -95232.239981 + Penalty 915.295930 = -94316.944051 nChanged 59 SP:Iteration 4F (23.034670 sec): 3 clusters Score: Raw -95271.637539 + Penalty 918.107701 = -94353.529837 nChanged 51 SP:Iteration 5Q (23.037063 sec): 3 clusters Score: Raw -95309.538620 + Penalty 924.555105 = -94384.983515 nChanged 43 SP:Iteration 6Q (23.039280 sec): 3 clusters Score: Raw -95343.464894 + Penalty 929.707505 = -94413.757389 nChanged 35 SP:Iteration 7Q (23.041509 sec): 3 clusters Score: Raw -95368.423418 + Penalty 930.240503 = -94438.182915 nChanged 23 SP:Iteration 8Q (23.043729 sec): 3 clusters Score: Raw -95386.842674 + Penalty 934.330839 = -94452.511835 nChanged 17 SP:Iteration 9Q (23.045948 sec): 3 clusters Score: Raw -95400.330830 + Penalty 942.320540 = -94458.010290 nChanged 13 SP:Iteration 10F (23.048224 sec): 3 clusters Score: Raw -95411.336169 + Penalty 945.924445 = -94465.411724 nChanged 13 SP:Iteration 11Q (23.050591 sec): 3 clusters Score: Raw -95423.946803 + Penalty 949.191253 = -94474.755550 nChanged 12 SP:Iteration 12Q (23.052927 sec): 3 clusters Score: Raw -95435.349234 + Penalty 945.005482 = -94490.343752 nChanged 9 SP:Iteration 13Q (23.055054 sec): 3 clusters Score: Raw -95444.818032 + Penalty 948.976644 = -94495.841388 nChanged 3 SP:Iteration 14Q (23.057151 sec): 3 clusters Score: Raw -95447.740047 + Penalty 950.451015 = -94497.289032 nChanged 3 SP:Iteration 15Q (23.059256 sec): 3 clusters Score: Raw -95450.682483 + Penalty 948.737960 = -94501.944522 nChanged 4 SP:Iteration 16Q (23.061363 sec): 3 clusters Score: Raw -95456.457161 + Penalty 951.128246 = -94505.328915 nChanged 3 SP:Iteration 17Q (23.063408 sec): 3 clusters Score: Raw -95461.087027 + Penalty 953.500390 = -94507.586637 nChanged 2 SP:Iteration 18Q (23.065390 sec): 3 clusters Score: Raw -95463.436159 + Penalty 950.831071 = -94512.605088 nChanged 1 SP:Iteration 19Q (23.067499 sec): 3 clusters Score: Raw -95465.781734 + Penalty 947.598475 = -94518.183258 nChanged 1 SP:Iteration 20F (23.069844 sec): 3 clusters Score: Raw -95467.587553 + Penalty 948.480685 = -94519.106868 nChanged 1 SP:Iteration 21Q (23.071841 sec): 3 clusters Score: Raw -95468.327167 + Penalty 948.226806 = -94520.100361 nChanged 1 SP:Iteration 22Q (23.073764 sec): 3 clusters Score: Raw -95468.355193 + Penalty 948.226806 = -94520.128387 nChanged 0 SP:Iteration 23F (23.075935 sec): 3 clusters Score: Raw -95468.355193 + Penalty 948.226806 = -94520.128387 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.079566 sec): 2 clusters Score: Raw -63509.466608 + Penalty 522.703108 = -62986.763500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.081066 sec): 3 clusters Score: Raw -63108.532388 + Penalty 1047.677916 = -62060.854472 nChanged 259 SP:Iteration 1F (23.082538 sec): 3 clusters Score: Raw -63311.799527 + Penalty 1060.032566 = -62251.766960 nChanged 93 SP:Iteration 2F (23.083986 sec): 3 clusters Score: Raw -63413.765165 + Penalty 1068.928053 = -62344.837112 nChanged 41 SP:Iteration 3F (23.085579 sec): 3 clusters Score: Raw -63460.820190 + Penalty 1077.622888 = -62383.197301 nChanged 28 SP:Iteration 4Q (23.086996 sec): 3 clusters Score: Raw -63483.929461 + Penalty 1084.336074 = -62399.593387 nChanged 16 SP:Iteration 5Q (23.088379 sec): 3 clusters Score: Raw -63495.470783 + Penalty 1085.998815 = -62409.471969 nChanged 8 SP:Iteration 6Q (23.089717 sec): 3 clusters Score: Raw -63501.898956 + Penalty 1088.138827 = -62413.760129 nChanged 3 SP:Iteration 7Q (23.091048 sec): 3 clusters Score: Raw -63503.728912 + Penalty 1087.909822 = -62415.819090 nChanged 1 SP:Iteration 8Q (23.092447 sec): 3 clusters Score: Raw -63504.273243 + Penalty 1088.914416 = -62415.358827 nChanged 1 SP:Iteration 9F (23.093894 sec): 3 clusters Score: Raw -63504.826661 + Penalty 1089.945634 = -62414.881027 nChanged 1 SP:Iteration 10F (23.095332 sec): 3 clusters Score: Raw -63505.155612 + Penalty 1089.945634 = -62415.209978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.097315 sec): 2 clusters Score: Raw -31554.318866 + Penalty 608.902505 = -30945.416361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.098164 sec): 3 clusters Score: Raw -31450.821611 + Penalty 1219.657882 = -30231.163729 nChanged 104 SP:Iteration 1F (23.099061 sec): 3 clusters Score: Raw -31584.038533 + Penalty 1219.704615 = -30364.333918 nChanged 21 SP:Iteration 2F (23.099931 sec): 3 clusters Score: Raw -31601.136742 + Penalty 1220.178904 = -30380.957838 nChanged 4 SP:Iteration 3Q (23.100771 sec): 3 clusters Score: Raw -31606.344413 + Penalty 1220.005264 = -30386.339148 nChanged 3 SP:Iteration 4Q (23.101614 sec): 3 clusters Score: Raw -31609.263252 + Penalty 1220.313979 = -30388.949272 nChanged 3 SP:Iteration 5Q (23.102453 sec): 3 clusters Score: Raw -31613.576681 + Penalty 1220.544566 = -30393.032114 nChanged 5 SP:Iteration 6Q (23.103273 sec): 3 clusters Score: Raw -31625.545109 + Penalty 1220.924897 = -30404.620212 nChanged 3 SP:Iteration 7Q (23.104076 sec): 3 clusters Score: Raw -31626.947630 + Penalty 1221.239438 = -30405.708192 nChanged 1 SP:Iteration 8Q (23.104878 sec): 3 clusters Score: Raw -31627.940960 + Penalty 1221.579146 = -30406.361813 nChanged 1 SP:Iteration 9Q (23.105680 sec): 3 clusters Score: Raw -31628.691704 + Penalty 1221.579146 = -30407.112558 nChanged 0 SP:Iteration 10F (23.106511 sec): 3 clusters Score: Raw -31628.691704 + Penalty 1221.579146 = -30407.112558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.107838 sec): 2 clusters Score: Raw -10311.600789 + Penalty 366.900990 = -9944.699800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.108279 sec): 3 clusters Score: Raw -10297.718605 + Penalty 733.284952 = -9564.433653 nChanged 24 SP:Iteration 1F (23.108711 sec): 3 clusters Score: Raw -10338.320496 + Penalty 732.920399 = -9605.400097 nChanged 3 SP:Iteration 2Q (23.109134 sec): 3 clusters Score: Raw -10342.482998 + Penalty 732.920399 = -9609.562599 nChanged 0 SP:Iteration 3F (23.109565 sec): 3 clusters Score: Raw -10342.482998 + Penalty 732.920399 = -9609.562599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.110462 sec): 2 clusters Score: Raw -3460.647022 + Penalty 290.443592 = -3170.203430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.110753 sec): 3 clusters Score: Raw -3454.565168 + Penalty 582.651636 = -2871.913531 nChanged 3 SP:Iteration 1F (23.111030 sec): 3 clusters Score: Raw -3458.388328 + Penalty 582.651636 = -2875.736692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 18 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.112177 sec): 2 clusters Score: Raw -12989.409274 + Penalty 307.822166 = -12681.587108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.112645 sec): 3 clusters Score: Raw -12941.934547 + Penalty 613.590433 = -12328.344114 nChanged 35 SP:Iteration 1F (23.113106 sec): 3 clusters Score: Raw -12975.798624 + Penalty 614.870537 = -12360.928087 nChanged 7 SP:Iteration 2Q (23.113558 sec): 3 clusters Score: Raw -12985.730152 + Penalty 614.542946 = -12371.187206 nChanged 6 SP:Iteration 3Q (23.114010 sec): 3 clusters Score: Raw -12993.763781 + Penalty 614.928331 = -12378.835450 nChanged 6 SP:Iteration 4Q (23.114486 sec): 3 clusters Score: Raw -13002.530997 + Penalty 614.928331 = -12387.602667 nChanged 0 SP:Iteration 5F (23.114945 sec): 3 clusters Score: Raw -13002.530997 + Penalty 614.928331 = -12387.602667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.116989 sec): 2 clusters Score: Raw -39947.770819 + Penalty 375.429584 = -39572.341235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.117994 sec): 3 clusters Score: Raw -39725.976838 + Penalty 749.936583 = -38976.040254 nChanged 151 SP:Iteration 1F (23.118981 sec): 3 clusters Score: Raw -39838.749107 + Penalty 748.454106 = -39090.295002 nChanged 43 SP:Iteration 2F (23.119967 sec): 3 clusters Score: Raw -39868.840819 + Penalty 746.485017 = -39122.355802 nChanged 20 SP:Iteration 3Q (23.120947 sec): 3 clusters Score: Raw -39883.967059 + Penalty 742.953152 = -39141.013907 nChanged 27 SP:Iteration 4F (23.121936 sec): 3 clusters Score: Raw -39905.779220 + Penalty 740.819655 = -39164.959566 nChanged 27 SP:Iteration 5F (23.122926 sec): 3 clusters Score: Raw -39924.373463 + Penalty 739.975746 = -39184.397717 nChanged 15 SP:Iteration 6Q (23.123903 sec): 3 clusters Score: Raw -39929.571932 + Penalty 739.303872 = -39190.268059 nChanged 8 SP:Iteration 7Q (23.124878 sec): 3 clusters Score: Raw -39932.748793 + Penalty 737.648061 = -39195.100732 nChanged 6 SP:Iteration 8Q (23.125857 sec): 3 clusters Score: Raw -39933.737153 + Penalty 738.384192 = -39195.352961 nChanged 4 SP:Iteration 9Q (23.126832 sec): 3 clusters Score: Raw -39935.347314 + Penalty 738.379324 = -39196.967991 nChanged 2 SP:Iteration 10F (23.127816 sec): 3 clusters Score: Raw -39935.999797 + Penalty 738.521753 = -39197.478044 nChanged 2 SP:Iteration 11Q (23.128794 sec): 3 clusters Score: Raw -39936.979574 + Penalty 737.320346 = -39199.659228 nChanged 5 SP:Iteration 12Q (23.129772 sec): 3 clusters Score: Raw -39939.666168 + Penalty 736.705494 = -39202.960674 nChanged 6 SP:Iteration 13Q (23.130749 sec): 3 clusters Score: Raw -39941.885067 + Penalty 736.705494 = -39205.179572 nChanged 0 SP:Iteration 14F (23.131808 sec): 3 clusters Score: Raw -39941.885067 + Penalty 736.705494 = -39205.179572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132732 sec): 2 clusters Score: Raw -670.730732 + Penalty 263.111658 = -407.619074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.132956 sec): 3 clusters Score: Raw -667.922719 + Penalty 525.832648 = -142.090071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 21 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.135262 sec): 2 clusters Score: Raw -45755.406861 + Penalty 831.391972 = -44924.014890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.136559 sec): 3 clusters Score: Raw -45585.497167 + Penalty 1662.641567 = -43922.855600 nChanged 145 SP:Iteration 1F (23.137781 sec): 3 clusters Score: Raw -45765.358531 + Penalty 1662.440684 = -44102.917847 nChanged 49 SP:Iteration 2F (23.138968 sec): 3 clusters Score: Raw -45839.503612 + Penalty 1662.109851 = -44177.393761 nChanged 29 SP:Iteration 3F (23.140155 sec): 3 clusters Score: Raw -45889.034398 + Penalty 1661.968085 = -44227.066313 nChanged 23 SP:Iteration 4Q (23.141307 sec): 3 clusters Score: Raw -45930.441013 + Penalty 1662.044307 = -44268.396706 nChanged 15 SP:Iteration 5Q (23.142453 sec): 3 clusters Score: Raw -45960.400012 + Penalty 1661.636729 = -44298.763283 nChanged 13 SP:Iteration 6Q (23.143632 sec): 3 clusters Score: Raw -45981.249112 + Penalty 1661.560520 = -44319.688592 nChanged 14 SP:Iteration 7Q (23.144762 sec): 3 clusters Score: Raw -46005.071716 + Penalty 1661.750488 = -44343.321227 nChanged 15 SP:Iteration 8Q (23.145917 sec): 3 clusters Score: Raw -46030.628965 + Penalty 1662.045696 = -44368.583269 nChanged 12 SP:Iteration 9Q (23.147035 sec): 3 clusters Score: Raw -46046.721702 + Penalty 1661.876594 = -44384.845107 nChanged 7 SP:Iteration 10F (23.148232 sec): 3 clusters Score: Raw -46058.515596 + Penalty 1661.968070 = -44396.547526 nChanged 4 SP:Iteration 11Q (23.149350 sec): 3 clusters Score: Raw -46069.320951 + Penalty 1661.759582 = -44407.561370 nChanged 3 SP:Iteration 12Q (23.150456 sec): 3 clusters Score: Raw -46077.980359 + Penalty 1661.786999 = -44416.193360 nChanged 3 SP:Iteration 13Q (23.151640 sec): 3 clusters Score: Raw -46081.075499 + Penalty 1661.864206 = -44419.211293 nChanged 1 SP:Iteration 14Q (23.152786 sec): 3 clusters Score: Raw -46083.809564 + Penalty 1662.114358 = -44421.695206 nChanged 4 SP:Iteration 15Q (23.153931 sec): 3 clusters Score: Raw -46086.618549 + Penalty 1662.114358 = -44424.504191 nChanged 0 SP:Iteration 16F (23.155182 sec): 3 clusters Score: Raw -46086.618549 + Penalty 1662.114358 = -44424.504191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157713 sec): 2 clusters Score: Raw -49621.008452 + Penalty 819.203076 = -48801.805377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159036 sec): 3 clusters Score: Raw -49445.914720 + Penalty 1638.609322 = -47807.305397 nChanged 130 SP:Iteration 1F (23.160284 sec): 3 clusters Score: Raw -49581.027058 + Penalty 1639.287390 = -47941.739667 nChanged 38 SP:Iteration 2F (23.161529 sec): 3 clusters Score: Raw -49622.441631 + Penalty 1638.968520 = -47983.473110 nChanged 15 SP:Iteration 3Q (23.162753 sec): 3 clusters Score: Raw -49639.865174 + Penalty 1639.280583 = -48000.584591 nChanged 10 SP:Iteration 4Q (23.163946 sec): 3 clusters Score: Raw -49649.911805 + Penalty 1639.931908 = -48009.979897 nChanged 6 SP:Iteration 5Q (23.165155 sec): 3 clusters Score: Raw -49653.992691 + Penalty 1640.140716 = -48013.851975 nChanged 6 SP:Iteration 6Q (23.166361 sec): 3 clusters Score: Raw -49660.686140 + Penalty 1640.465557 = -48020.220584 nChanged 3 SP:Iteration 7Q (23.167566 sec): 3 clusters Score: Raw -49663.023931 + Penalty 1640.485745 = -48022.538186 nChanged 6 SP:Iteration 8Q (23.168771 sec): 3 clusters Score: Raw -49667.780452 + Penalty 1640.554613 = -48027.225839 nChanged 3 SP:Iteration 9Q (23.169955 sec): 3 clusters Score: Raw -49672.274144 + Penalty 1640.104279 = -48032.169865 nChanged 5 SP:Iteration 10F (23.171180 sec): 3 clusters Score: Raw -49675.457854 + Penalty 1640.089959 = -48035.367895 nChanged 4 SP:Iteration 11Q (23.172388 sec): 3 clusters Score: Raw -49677.633338 + Penalty 1640.131150 = -48037.502188 nChanged 4 SP:Iteration 12Q (23.173593 sec): 3 clusters Score: Raw -49681.452256 + Penalty 1640.237635 = -48041.214621 nChanged 1 SP:Iteration 13Q (23.174800 sec): 3 clusters Score: Raw -49681.912917 + Penalty 1640.311332 = -48041.601585 nChanged 1 SP:Iteration 14Q (23.175987 sec): 3 clusters Score: Raw -49683.550393 + Penalty 1640.148625 = -48043.401768 nChanged 2 SP:Iteration 15Q (23.177193 sec): 3 clusters Score: Raw -49684.917843 + Penalty 1640.343586 = -48044.574257 nChanged 3 SP:Iteration 16Q (23.178396 sec): 3 clusters Score: Raw -49687.566083 + Penalty 1640.348309 = -48047.217774 nChanged 1 SP:Iteration 17Q (23.179597 sec): 3 clusters Score: Raw -49688.003647 + Penalty 1640.426918 = -48047.576729 nChanged 1 SP:Iteration 18Q (23.180798 sec): 3 clusters Score: Raw -49688.923684 + Penalty 1640.426918 = -48048.496766 nChanged 0 SP:Iteration 19F (23.182003 sec): 3 clusters Score: Raw -49688.923684 + Penalty 1640.426918 = -48048.496766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183315 sec): 2 clusters Score: Raw -11295.989929 + Penalty 353.892045 = -10942.097884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183786 sec): 3 clusters Score: Raw -11261.952279 + Penalty 707.827815 = -10554.124464 nChanged 27 SP:Iteration 1F (23.184219 sec): 3 clusters Score: Raw -11294.602461 + Penalty 706.915287 = -10587.687174 nChanged 6 SP:Iteration 2Q (23.184648 sec): 3 clusters Score: Raw -11301.092526 + Penalty 707.145834 = -10593.946692 nChanged 1 SP:Iteration 3Q (23.185076 sec): 3 clusters Score: Raw -11301.939184 + Penalty 706.926905 = -10595.012279 nChanged 1 SP:Iteration 4Q (23.185505 sec): 3 clusters Score: Raw -11302.390561 + Penalty 706.806484 = -10595.584078 nChanged 2 SP:Iteration 5Q (23.185932 sec): 3 clusters Score: Raw -11304.249062 + Penalty 706.699517 = -10597.549544 nChanged 1 SP:Iteration 6Q (23.186360 sec): 3 clusters Score: Raw -11305.087914 + Penalty 706.933820 = -10598.154095 nChanged 1 SP:Iteration 7Q (23.186791 sec): 3 clusters Score: Raw -11305.336197 + Penalty 706.656659 = -10598.679537 nChanged 1 SP:Iteration 8Q (23.187218 sec): 3 clusters Score: Raw -11307.762337 + Penalty 706.656659 = -10601.105677 nChanged 0 SP:Iteration 9F (23.187649 sec): 3 clusters Score: Raw -11307.762337 + Penalty 706.656659 = -10601.105677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189615 sec): 2 clusters Score: Raw -38758.470537 + Penalty 286.742113 = -38471.728424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190645 sec): 3 clusters Score: Raw -38517.606060 + Penalty 574.607959 = -37942.998101 nChanged 166 SP:Iteration 1F (23.191626 sec): 3 clusters Score: Raw -38615.583384 + Penalty 579.133111 = -38036.450273 nChanged 44 SP:Iteration 2F (23.192597 sec): 3 clusters Score: Raw -38650.924457 + Penalty 586.432945 = -38064.491512 nChanged 40 SP:Iteration 3F (23.193567 sec): 3 clusters Score: Raw -38688.873614 + Penalty 590.051155 = -38098.822459 nChanged 26 SP:Iteration 4F (23.194536 sec): 3 clusters Score: Raw -38711.261829 + Penalty 597.440051 = -38113.821778 nChanged 25 SP:Iteration 5F (23.195506 sec): 3 clusters Score: Raw -38737.417885 + Penalty 605.173074 = -38132.244810 nChanged 15 SP:Iteration 6Q (23.196448 sec): 3 clusters Score: Raw -38755.153565 + Penalty 613.557141 = -38141.596424 nChanged 10 SP:Iteration 7Q (23.197444 sec): 3 clusters Score: Raw -38765.471758 + Penalty 614.648618 = -38150.823140 nChanged 5 SP:Iteration 8Q (23.198379 sec): 3 clusters Score: Raw -38770.293945 + Penalty 617.292228 = -38153.001717 nChanged 2 SP:Iteration 9Q (23.199298 sec): 3 clusters Score: Raw -38771.124440 + Penalty 617.292228 = -38153.832212 nChanged 0 SP:Iteration 10F (23.200310 sec): 3 clusters Score: Raw -38771.124440 + Penalty 617.292228 = -38153.832212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.201496 sec): 2 clusters Score: Raw -7208.670192 + Penalty 219.765371 = -6988.904821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201881 sec): 3 clusters Score: Raw -7177.040789 + Penalty 432.197105 = -6744.843683 nChanged 19 SP:Iteration 1F (23.202255 sec): 3 clusters Score: Raw -7197.645699 + Penalty 426.833666 = -6770.812033 nChanged 7 SP:Iteration 2F (23.202626 sec): 3 clusters Score: Raw -7206.545137 + Penalty 425.897036 = -6780.648101 nChanged 3 SP:Iteration 3Q (23.202996 sec): 3 clusters Score: Raw -7209.453192 + Penalty 425.897036 = -6783.556156 nChanged 0 SP:Iteration 4F (23.203369 sec): 3 clusters Score: Raw -7209.453192 + Penalty 425.897036 = -6783.556156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.204271 sec): 2 clusters Score: Raw -3754.295336 + Penalty 202.735478 = -3551.559858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204566 sec): 3 clusters Score: Raw -3761.692099 + Penalty 408.697689 = -3352.994409 nChanged 5 SP:Iteration 1F (23.204882 sec): 3 clusters Score: Raw -3771.936739 + Penalty 409.067556 = -3362.869183 nChanged 1 SP:Iteration 2Q (23.205168 sec): 3 clusters Score: Raw -3774.468047 + Penalty 409.067556 = -3365.400491 nChanged 0 SP:Iteration 3F (23.205455 sec): 3 clusters Score: Raw -3774.468047 + Penalty 409.067556 = -3365.400491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206322 sec): 2 clusters Score: Raw -3386.084994 + Penalty 341.895286 = -3044.189708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206609 sec): 3 clusters Score: Raw -3416.390348 + Penalty 682.919657 = -2733.470691 nChanged 2 SP:Iteration 1F (23.206890 sec): 3 clusters Score: Raw -3421.013246 + Penalty 682.919657 = -2738.093589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 28 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207781 sec): 2 clusters Score: Raw -2230.515590 + Penalty 338.982540 = -1891.533050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208041 sec): 3 clusters Score: Raw -2280.116613 + Penalty 681.892068 = -1598.224545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209857 sec): 2 clusters Score: Raw -31425.035912 + Penalty 507.691156 = -30917.344755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210803 sec): 3 clusters Score: Raw -31276.796902 + Penalty 1017.059537 = -30259.737365 nChanged 98 SP:Iteration 1F (23.211703 sec): 3 clusters Score: Raw -31377.564778 + Penalty 1019.343689 = -30358.221089 nChanged 39 SP:Iteration 2F (23.212596 sec): 3 clusters Score: Raw -31416.540562 + Penalty 1022.514162 = -30394.026400 nChanged 20 SP:Iteration 3F (23.213489 sec): 3 clusters Score: Raw -31442.878507 + Penalty 1022.704580 = -30420.173927 nChanged 12 SP:Iteration 4Q (23.214366 sec): 3 clusters Score: Raw -31455.340332 + Penalty 1022.291152 = -30433.049180 nChanged 6 SP:Iteration 5Q (23.215238 sec): 3 clusters Score: Raw -31462.922295 + Penalty 1023.547506 = -30439.374790 nChanged 5 SP:Iteration 6Q (23.216105 sec): 3 clusters Score: Raw -31466.713651 + Penalty 1024.494737 = -30442.218914 nChanged 4 SP:Iteration 7Q (23.216969 sec): 3 clusters Score: Raw -31469.525787 + Penalty 1024.600498 = -30444.925288 nChanged 2 SP:Iteration 8Q (23.217831 sec): 3 clusters Score: Raw -31470.838813 + Penalty 1024.051809 = -30446.787003 nChanged 2 SP:Iteration 9Q (23.218696 sec): 3 clusters Score: Raw -31472.281934 + Penalty 1023.706113 = -30448.575822 nChanged 1 SP:Iteration 10F (23.219588 sec): 3 clusters Score: Raw -31473.446989 + Penalty 1023.561002 = -30449.885987 nChanged 1 SP:Iteration 11Q (23.220451 sec): 3 clusters Score: Raw -31473.935400 + Penalty 1023.905259 = -30450.030141 nChanged 2 SP:Iteration 12Q (23.221312 sec): 3 clusters Score: Raw -31477.392130 + Penalty 1023.620763 = -30453.771367 nChanged 1 SP:Iteration 13Q (23.222174 sec): 3 clusters Score: Raw -31478.462890 + Penalty 1023.620763 = -30454.842127 nChanged 0 SP:Iteration 14F (23.223065 sec): 3 clusters Score: Raw -31478.462890 + Penalty 1023.620763 = -30454.842127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224037 sec): 2 clusters Score: Raw -2902.268405 + Penalty 338.696399 = -2563.572006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.224309 sec): 3 clusters Score: Raw -2911.205743 + Penalty 676.453079 = -2234.752664 nChanged 1 SP:Iteration 1Q (23.224577 sec): 3 clusters Score: Raw -2914.722745 + Penalty 676.444620 = -2238.278125 nChanged 1 SP:Iteration 2Q (23.224838 sec): 3 clusters Score: Raw -2919.609577 + Penalty 676.444620 = -2243.164957 nChanged 0 SP:Iteration 3F (23.225130 sec): 3 clusters Score: Raw -2919.609577 + Penalty 676.444620 = -2243.164957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227240 sec): 2 clusters Score: Raw -44638.881013 + Penalty 725.088040 = -43913.792972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.228297 sec): 3 clusters Score: Raw -44464.427534 + Penalty 1450.497202 = -43013.930333 nChanged 110 SP:Iteration 1F (23.229335 sec): 3 clusters Score: Raw -44576.035332 + Penalty 1452.041126 = -43123.994206 nChanged 33 SP:Iteration 2F (23.230443 sec): 3 clusters Score: Raw -44609.336789 + Penalty 1452.171158 = -43157.165631 nChanged 19 SP:Iteration 3Q (23.231482 sec): 3 clusters Score: Raw -44630.500623 + Penalty 1452.150120 = -43178.350503 nChanged 9 SP:Iteration 4Q (23.232552 sec): 3 clusters Score: Raw -44634.996949 + Penalty 1452.358896 = -43182.638052 nChanged 6 SP:Iteration 5Q (23.233618 sec): 3 clusters Score: Raw -44641.800827 + Penalty 1452.329670 = -43189.471158 nChanged 7 SP:Iteration 6Q (23.234683 sec): 3 clusters Score: Raw -44655.641426 + Penalty 1452.139538 = -43203.501889 nChanged 16 SP:Iteration 7Q (23.235699 sec): 3 clusters Score: Raw -44669.016310 + Penalty 1452.200558 = -43216.815752 nChanged 6 SP:Iteration 8Q (23.236713 sec): 3 clusters Score: Raw -44678.621006 + Penalty 1451.871206 = -43226.749800 nChanged 7 SP:Iteration 9Q (23.237732 sec): 3 clusters Score: Raw -44683.722929 + Penalty 1451.446409 = -43232.276520 nChanged 5 SP:Iteration 10F (23.238846 sec): 3 clusters Score: Raw -44689.972827 + Penalty 1451.546876 = -43238.425951 nChanged 3 SP:Iteration 11Q (23.239873 sec): 3 clusters Score: Raw -44693.743305 + Penalty 1451.500595 = -43242.242710 nChanged 2 SP:Iteration 12Q (23.240884 sec): 3 clusters Score: Raw -44696.866740 + Penalty 1451.249554 = -43245.617186 nChanged 3 SP:Iteration 13Q (23.241899 sec): 3 clusters Score: Raw -44699.163322 + Penalty 1451.560770 = -43247.602552 nChanged 2 SP:Iteration 14Q (23.242911 sec): 3 clusters Score: Raw -44705.667146 + Penalty 1451.630605 = -43254.036541 nChanged 2 SP:Iteration 15Q (23.243924 sec): 3 clusters Score: Raw -44706.856796 + Penalty 1451.630605 = -43255.226191 nChanged 0 SP:Iteration 16F (23.244990 sec): 3 clusters Score: Raw -44706.856796 + Penalty 1451.630605 = -43255.226191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.246313 sec): 2 clusters Score: Raw -12087.413352 + Penalty 407.283522 = -11680.129830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.246799 sec): 3 clusters Score: Raw -12081.503031 + Penalty 811.890564 = -11269.612467 nChanged 27 SP:Iteration 1F (23.247275 sec): 3 clusters Score: Raw -12136.048013 + Penalty 811.485927 = -11324.562086 nChanged 6 SP:Iteration 2Q (23.247736 sec): 3 clusters Score: Raw -12147.162591 + Penalty 811.799965 = -11335.362626 nChanged 2 SP:Iteration 3Q (23.248193 sec): 3 clusters Score: Raw -12153.099934 + Penalty 811.826646 = -11341.273288 nChanged 1 SP:Iteration 4Q (23.248648 sec): 3 clusters Score: Raw -12154.593089 + Penalty 810.955216 = -11343.637872 nChanged 1 SP:Iteration 5Q (23.249104 sec): 3 clusters Score: Raw -12159.087402 + Penalty 810.955216 = -11348.132185 nChanged 0 SP:Iteration 6F (23.249581 sec): 3 clusters Score: Raw -12159.087402 + Penalty 810.955216 = -11348.132185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.250439 sec): 2 clusters Score: Raw -354.223845 + Penalty 115.195977 = -239.027868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250637 sec): 2 clusters Score: Raw -354.223845 + Penalty 115.195977 = -239.027868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.251424 sec): 2 clusters Score: Raw -180.948910 + Penalty 74.868559 = -106.080351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.251618 sec): 2 clusters Score: Raw -180.948910 + Penalty 74.868559 = -106.080351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.252365 sec): 2 clusters Score: Raw -264.916141 + Penalty 116.253101 = -148.663040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.252561 sec): 2 clusters Score: Raw -264.916141 + Penalty 116.253101 = -148.663040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.253346 sec): 2 clusters Score: Raw -1521.238331 + Penalty 183.133945 = -1338.104387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.253588 sec): 3 clusters Score: Raw -1536.749437 + Penalty 357.429281 = -1179.320156 nChanged 1 SP:Iteration 1F (23.253829 sec): 3 clusters Score: Raw -1540.386847 + Penalty 357.429281 = -1182.957566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 37 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.254616 sec): 2 clusters Score: Raw -880.394137 + Penalty 282.937548 = -597.456590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.254847 sec): 3 clusters Score: Raw -959.290392 + Penalty 573.127528 = -386.162864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.255650 sec): 2 clusters Score: Raw -1851.328907 + Penalty 344.510783 = -1506.818124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.255899 sec): 3 clusters Score: Raw -1913.812913 + Penalty 681.800608 = -1232.012305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.257838 sec): 2 clusters Score: Raw -37749.305933 + Penalty 629.183616 = -37120.122317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.258814 sec): 3 clusters Score: Raw -37615.910096 + Penalty 1259.088357 = -36356.821740 nChanged 84 SP:Iteration 1F (23.259796 sec): 3 clusters Score: Raw -37713.309084 + Penalty 1258.544873 = -36454.764211 nChanged 30 SP:Iteration 2F (23.260757 sec): 3 clusters Score: Raw -37747.193851 + Penalty 1260.001876 = -36487.191975 nChanged 15 SP:Iteration 3Q (23.261710 sec): 3 clusters Score: Raw -37766.047404 + Penalty 1260.044264 = -36506.003140 nChanged 9 SP:Iteration 4Q (23.262661 sec): 3 clusters Score: Raw -37776.294486 + Penalty 1260.424702 = -36515.869784 nChanged 6 SP:Iteration 5Q (23.263619 sec): 3 clusters Score: Raw -37781.258949 + Penalty 1260.232712 = -36521.026237 nChanged 2 SP:Iteration 6Q (23.264563 sec): 3 clusters Score: Raw -37782.666429 + Penalty 1260.524004 = -36522.142426 nChanged 1 SP:Iteration 7Q (23.265506 sec): 3 clusters Score: Raw -37783.363207 + Penalty 1260.301100 = -36523.062107 nChanged 1 SP:Iteration 8Q (23.266446 sec): 3 clusters Score: Raw -37783.720264 + Penalty 1260.829316 = -36522.890948 nChanged 2 SP:Iteration 9F (23.267379 sec): 3 clusters Score: Raw -37785.908931 + Penalty 1260.690196 = -36525.218735 nChanged 2 SP:Iteration 10F (23.268296 sec): 3 clusters Score: Raw -37788.183926 + Penalty 1260.690196 = -36527.493729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.269270 sec): 2 clusters Score: Raw -1914.234992 + Penalty 148.848974 = -1765.386018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.269522 sec): 3 clusters Score: Raw -1906.345972 + Penalty 290.543388 = -1615.802584 nChanged 1 SP:Iteration 1Q (23.269800 sec): 3 clusters Score: Raw -1908.288180 + Penalty 284.100146 = -1624.188035 nChanged 1 SP:Iteration 2Q (23.270042 sec): 3 clusters Score: Raw -1910.126121 + Penalty 284.100146 = -1626.025975 nChanged 0 SP:Iteration 3F (23.270285 sec): 3 clusters Score: Raw -1910.126121 + Penalty 284.100146 = -1626.025975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.271066 sec): 2 clusters Score: Raw -779.502736 + Penalty 186.907256 = -592.595480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.271291 sec): 3 clusters Score: Raw -790.077421 + Penalty 392.014344 = -398.063077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.272133 sec): 2 clusters Score: Raw -3297.656797 + Penalty 228.256340 = -3069.400457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.272416 sec): 3 clusters Score: Raw -3291.781169 + Penalty 456.512680 = -2835.268490 nChanged 1 SP:Iteration 1Q (23.272692 sec): 3 clusters Score: Raw -3292.849737 + Penalty 456.974705 = -2835.875031 nChanged 1 SP:Iteration 2Q (23.272968 sec): 3 clusters Score: Raw -3294.395932 + Penalty 456.974705 = -2837.421227 nChanged 0 SP:Iteration 3F (23.273245 sec): 3 clusters Score: Raw -3294.395932 + Penalty 456.974705 = -2837.421227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.274034 sec): 2 clusters Score: Raw -1302.238323 + Penalty 118.341742 = -1183.896581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.274271 sec): 3 clusters Score: Raw -1311.539486 + Penalty 236.683485 = -1074.856001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.275056 sec): 2 clusters Score: Raw -1622.362504 + Penalty 251.338052 = -1371.024452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.275294 sec): 3 clusters Score: Raw -1624.310598 + Penalty 493.438959 = -1130.871639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.276055 sec): 2 clusters Score: Raw -801.128393 + Penalty 190.662117 = -610.466276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.276279 sec): 3 clusters Score: Raw -812.539879 + Penalty 387.833945 = -424.705935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.277893 sec): 2 clusters Score: Raw -27057.352084 + Penalty 41.812256 = -27015.539828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.278731 sec): 3 clusters Score: Raw -26837.130563 + Penalty 85.224174 = -26751.906389 nChanged 167 SP:Iteration 1F (23.279550 sec): 3 clusters Score: Raw -27020.561374 + Penalty 86.244077 = -26934.317296 nChanged 10 SP:Iteration 2Q (23.280336 sec): 3 clusters Score: Raw -27026.520279 + Penalty 86.023695 = -26940.496585 nChanged 3 SP:Iteration 3Q (23.281108 sec): 3 clusters Score: Raw -27027.140577 + Penalty 85.693786 = -26941.446791 nChanged 3 SP:Iteration 4Q (23.281881 sec): 3 clusters Score: Raw -27028.020953 + Penalty 85.387557 = -26942.633396 nChanged 4 SP:Iteration 5Q (23.282651 sec): 3 clusters Score: Raw -27030.016561 + Penalty 85.063355 = -26944.953206 nChanged 6 SP:Iteration 6Q (23.283419 sec): 3 clusters Score: Raw -27031.823220 + Penalty 84.921079 = -26946.902141 nChanged 2 SP:Iteration 7Q (23.284187 sec): 3 clusters Score: Raw -27032.020415 + Penalty 84.921079 = -26947.099335 nChanged 0 SP:Iteration 8F (23.285024 sec): 3 clusters Score: Raw -27032.020415 + Penalty 84.921079 = -26947.099335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.286166 sec): 2 clusters Score: Raw -8575.027501 + Penalty 538.346833 = -8036.680668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.286568 sec): 3 clusters Score: Raw -8635.932222 + Penalty 1078.039088 = -7557.893135 nChanged 7 SP:Iteration 1F (23.286961 sec): 3 clusters Score: Raw -8672.401756 + Penalty 1079.173835 = -7593.227921 nChanged 3 SP:Iteration 2Q (23.287335 sec): 3 clusters Score: Raw -8688.696367 + Penalty 1080.265560 = -7608.430807 nChanged 2 SP:Iteration 3Q (23.287718 sec): 3 clusters Score: Raw -8701.074159 + Penalty 1080.850231 = -7620.223927 nChanged 1 SP:Iteration 4Q (23.288091 sec): 3 clusters Score: Raw -8705.092464 + Penalty 1080.969897 = -7624.122567 nChanged 1 SP:Iteration 5Q (23.288464 sec): 3 clusters Score: Raw -8711.307635 + Penalty 1080.666977 = -7630.640658 nChanged 1 SP:Iteration 6Q (23.288835 sec): 3 clusters Score: Raw -8714.803409 + Penalty 1080.666977 = -7634.136431 nChanged 0 SP:Iteration 7F (23.289231 sec): 3 clusters Score: Raw -8714.803409 + Penalty 1080.666977 = -7634.136431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.290168 sec): 2 clusters Score: Raw -3690.479864 + Penalty 302.654505 = -3387.825359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.290461 sec): 3 clusters Score: Raw -3732.435710 + Penalty 605.309010 = -3127.126701 nChanged 1 SP:Iteration 1Q (23.290741 sec): 3 clusters Score: Raw -3734.141455 + Penalty 605.309010 = -3128.832446 nChanged 0 SP:Iteration 2F (23.291030 sec): 3 clusters Score: Raw -3734.141455 + Penalty 605.309010 = -3128.832446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.291984 sec): 2 clusters Score: Raw -6227.868958 + Penalty 248.248416 = -5979.620543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.292333 sec): 3 clusters Score: Raw -6224.152480 + Penalty 494.268487 = -5729.883992 nChanged 10 SP:Iteration 1F (23.292676 sec): 3 clusters Score: Raw -6243.490320 + Penalty 495.242912 = -5748.247409 nChanged 3 SP:Iteration 2Q (23.293011 sec): 3 clusters Score: Raw -6246.558776 + Penalty 495.242912 = -5751.315865 nChanged 0 SP:Iteration 3F (23.293351 sec): 3 clusters Score: Raw -6246.558776 + Penalty 495.242912 = -5751.315865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.294123 sec): 2 clusters Score: Raw -352.221471 + Penalty 83.294637 = -268.926834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.294336 sec): 3 clusters Score: Raw -344.979863 + Penalty 179.338753 = -165.641110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.295098 sec): 2 clusters Score: Raw -452.311863 + Penalty 178.308964 = -274.002899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.295314 sec): 3 clusters Score: Raw -450.263463 + Penalty 352.523816 = -97.739646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.296141 sec): 2 clusters Score: Raw -2910.341713 + Penalty 350.799174 = -2559.542539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.296409 sec): 3 clusters Score: Raw -2928.955773 + Penalty 704.770005 = -2224.185768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.297241 sec): 2 clusters Score: Raw -2196.670703 + Penalty 503.590970 = -1693.079733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.297505 sec): 3 clusters Score: Raw -2382.509513 + Penalty 1013.398188 = -1369.111325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.298285 sec): 2 clusters Score: Raw -1194.671811 + Penalty 217.482022 = -977.189789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.298517 sec): 3 clusters Score: Raw -1185.046788 + Penalty 433.234352 = -751.812435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.299283 sec): 2 clusters Score: Raw -961.194508 + Penalty 279.352904 = -681.841604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.299512 sec): 3 clusters Score: Raw -986.740975 + Penalty 560.223080 = -426.517895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.300508 sec): 2 clusters Score: Raw -8310.331886 + Penalty 484.697586 = -7825.634299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.300898 sec): 3 clusters Score: Raw -8359.486097 + Penalty 980.278875 = -7379.207222 nChanged 8 SP:Iteration 1F (23.301280 sec): 3 clusters Score: Raw -8384.189173 + Penalty 980.365729 = -7403.823444 nChanged 1 SP:Iteration 2Q (23.301650 sec): 3 clusters Score: Raw -8386.890162 + Penalty 980.365729 = -7406.524433 nChanged 0 SP:Iteration 3F (23.302031 sec): 3 clusters Score: Raw -8386.890162 + Penalty 980.365729 = -7406.524433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.302832 sec): 2 clusters Score: Raw -1126.314181 + Penalty 306.059472 = -820.254709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.303060 sec): 3 clusters Score: Raw -1138.112702 + Penalty 594.122383 = -543.990319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.303811 sec): 2 clusters Score: Raw -362.866308 + Penalty 174.170229 = -188.696079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.304008 sec): 2 clusters Score: Raw -362.866308 + Penalty 174.170229 = -188.696079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 59 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.304760 sec): 2 clusters Score: Raw -460.699471 + Penalty 205.571596 = -255.127875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.304976 sec): 3 clusters Score: Raw -458.075796 + Penalty 414.235025 = -43.840771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.305774 sec): 2 clusters Score: Raw -2273.798225 + Penalty 373.116645 = -1900.681580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.306027 sec): 3 clusters Score: Raw -2337.880482 + Penalty 750.602203 = -1587.278279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.306910 sec): 2 clusters Score: Raw -5176.155809 + Penalty 469.821990 = -4706.333819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.307223 sec): 3 clusters Score: Raw -5216.674306 + Penalty 937.395166 = -4279.279140 nChanged 3 SP:Iteration 1F (23.307548 sec): 3 clusters Score: Raw -5223.113012 + Penalty 937.395166 = -4285.717846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.308454 sec): 2 clusters Score: Raw -2279.516121 + Penalty 352.223217 = -1927.292904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.308777 sec): 3 clusters Score: Raw -2857.221910 + Penalty 776.498216 = -2080.723694 nChanged 11 SP:Iteration 1F (23.309090 sec): 3 clusters Score: Raw -3013.195754 + Penalty 776.498216 = -2236.697538 nChanged 0 Score: Raw -2686172.689237 + Penalty 147476.921959 = -2538695.767278 Splitting cluster 62 changes total score from -2523545.196073 to -2538695.767278 So it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.871953 sec): 2 clusters Score: Raw -11457.764744 + Penalty 378.694246 = -11079.070498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.872402 sec): 3 clusters Score: Raw -11419.231785 + Penalty 755.360114 = -10663.871671 nChanged 28 SP:Iteration 1F (25.872834 sec): 3 clusters Score: Raw -11453.045183 + Penalty 754.212695 = -10698.832488 nChanged 9 SP:Iteration 2F (25.873265 sec): 3 clusters Score: Raw -11469.678809 + Penalty 754.485548 = -10715.193262 nChanged 4 SP:Iteration 3Q (25.873692 sec): 3 clusters Score: Raw -11475.816875 + Penalty 755.481595 = -10720.335280 nChanged 2 SP:Iteration 4Q (25.874117 sec): 3 clusters Score: Raw -11477.923874 + Penalty 756.274099 = -10721.649775 nChanged 2 SP:Iteration 5Q (25.874541 sec): 3 clusters Score: Raw -11480.419378 + Penalty 756.274099 = -10724.145279 nChanged 0 SP:Iteration 6F (25.874975 sec): 3 clusters Score: Raw -11480.419378 + Penalty 756.274099 = -10724.145279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 65 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.875888 sec): 2 clusters Score: Raw -2169.549118 + Penalty 403.292296 = -1766.256822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.876143 sec): 3 clusters Score: Raw -2238.531882 + Penalty 800.205582 = -1438.326300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.876931 sec): 2 clusters Score: Raw -1384.049352 + Penalty 296.187071 = -1087.862281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.877169 sec): 3 clusters Score: Raw -1415.941387 + Penalty 595.895228 = -820.046159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.878120 sec): 2 clusters Score: Raw -7107.527541 + Penalty 473.539981 = -6633.987559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.878471 sec): 3 clusters Score: Raw -7139.709624 + Penalty 946.827139 = -6192.882485 nChanged 5 SP:Iteration 1F (25.878815 sec): 3 clusters Score: Raw -7156.109466 + Penalty 946.310322 = -6209.799144 nChanged 1 SP:Iteration 2Q (25.879152 sec): 3 clusters Score: Raw -7156.940324 + Penalty 946.310322 = -6210.630001 nChanged 0 SP:Iteration 3F (25.879495 sec): 3 clusters Score: Raw -7156.940324 + Penalty 946.310322 = -6210.630001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.880262 sec): 2 clusters Score: Raw -176.756142 + Penalty 60.253989 = -116.502153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.880468 sec): 3 clusters Score: Raw -170.918264 + Penalty 120.507979 = -50.410285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.881261 sec): 2 clusters Score: Raw -795.971024 + Penalty 184.347362 = -611.623662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.881489 sec): 3 clusters Score: Raw -798.265450 + Penalty 368.356830 = -429.908620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.882282 sec): 2 clusters Score: Raw -1579.723741 + Penalty 205.692583 = -1374.031158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.882525 sec): 3 clusters Score: Raw -1599.662383 + Penalty 412.538537 = -1187.123846 nChanged 1 SP:Iteration 1F (25.882766 sec): 3 clusters Score: Raw -1602.134315 + Penalty 408.886171 = -1193.248144 nChanged 1 SP:Iteration 2F (25.883006 sec): 3 clusters Score: Raw -1605.857019 + Penalty 408.886171 = -1196.970849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.883762 sec): 2 clusters Score: Raw -563.502454 + Penalty 204.602292 = -358.900162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.883979 sec): 3 clusters Score: Raw -555.431718 + Penalty 397.256492 = -158.175226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.884801 sec): 2 clusters Score: Raw -2703.750253 + Penalty 434.152370 = -2269.597883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.885063 sec): 3 clusters Score: Raw -2811.776536 + Penalty 870.370889 = -1941.405647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.885839 sec): 2 clusters Score: Raw -1258.862983 + Penalty 291.595171 = -967.267812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.886071 sec): 3 clusters Score: Raw -1250.852851 + Penalty 571.883483 = -678.969369 nChanged 1 SP:Iteration 1F (25.886300 sec): 3 clusters Score: Raw -1253.767249 + Penalty 571.883483 = -681.883767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.887055 sec): 2 clusters Score: Raw -518.509441 + Penalty 138.362481 = -380.146960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.887274 sec): 3 clusters Score: Raw -521.220588 + Penalty 276.724962 = -244.495626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.888026 sec): 2 clusters Score: Raw -443.234628 + Penalty 129.966467 = -313.268160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.888240 sec): 3 clusters Score: Raw -435.748893 + Penalty 129.966467 = -305.782425 nChanged 1 SP:Iteration 1F (25.888437 sec): 2 clusters Score: Raw -443.234628 + Penalty 129.966467 = -313.268160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.889210 sec): 2 clusters Score: Raw -1205.684482 + Penalty 340.287730 = -865.396752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.889444 sec): 3 clusters Score: Raw -1268.608379 + Penalty 677.703384 = -590.904994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.890190 sec): 2 clusters Score: Raw -349.638667 + Penalty 90.488833 = -259.149834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.890401 sec): 3 clusters Score: Raw -343.726121 + Penalty 175.382345 = -168.343776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.891160 sec): 2 clusters Score: Raw -319.965962 + Penalty 47.947412 = -272.018550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.891359 sec): 3 clusters Score: Raw -328.700004 + Penalty 95.894824 = -232.805181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.892135 sec): 2 clusters Score: Raw -1218.338280 + Penalty 238.267969 = -980.070311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.892374 sec): 3 clusters Score: Raw -1273.730453 + Penalty 478.109586 = -795.620867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.893154 sec): 2 clusters Score: Raw -1345.395556 + Penalty 288.963321 = -1056.432235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.893396 sec): 3 clusters Score: Raw -1369.694453 + Penalty 573.439425 = -796.255028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.894194 sec): 2 clusters Score: Raw -543.270879 + Penalty 159.094979 = -384.175900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.894413 sec): 3 clusters Score: Raw -536.067006 + Penalty 311.185832 = -224.881174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.895190 sec): 2 clusters Score: Raw -407.621484 + Penalty 125.641204 = -281.980280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.895406 sec): 3 clusters Score: Raw -410.020162 + Penalty 310.626559 = -99.393603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.896261 sec): 2 clusters Score: Raw -4197.120341 + Penalty 454.559164 = -3742.561177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.896554 sec): 3 clusters Score: Raw -4243.421402 + Penalty 909.279892 = -3334.141509 nChanged 2 SP:Iteration 1Q (25.896833 sec): 3 clusters Score: Raw -4261.152382 + Penalty 909.279892 = -3351.872490 nChanged 0 SP:Iteration 2F (25.897122 sec): 3 clusters Score: Raw -4261.152382 + Penalty 909.279892 = -3351.872490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.897876 sec): 2 clusters Score: Raw -178.059735 + Penalty 66.706290 = -111.353445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.898070 sec): 2 clusters Score: Raw -178.059735 + Penalty 66.706290 = -111.353445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.899199 sec): 2 clusters Score: Raw -14183.022126 + Penalty 616.698175 = -13566.323951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.899681 sec): 3 clusters Score: Raw -14191.519923 + Penalty 1233.153648 = -12958.366275 nChanged 12 SP:Iteration 1F (25.900150 sec): 3 clusters Score: Raw -14217.929969 + Penalty 1233.234340 = -12984.695629 nChanged 1 SP:Iteration 2Q (25.900610 sec): 3 clusters Score: Raw -14224.181709 + Penalty 1233.329524 = -12990.852185 nChanged 2 SP:Iteration 3Q (25.901068 sec): 3 clusters Score: Raw -14228.981013 + Penalty 1233.277012 = -12995.704001 nChanged 2 SP:Iteration 4Q (25.901541 sec): 3 clusters Score: Raw -14236.803890 + Penalty 1233.188196 = -13003.615694 nChanged 2 SP:Iteration 5Q (25.902008 sec): 3 clusters Score: Raw -14241.863019 + Penalty 1233.263138 = -13008.599881 nChanged 1 SP:Iteration 6Q (25.902502 sec): 3 clusters Score: Raw -14244.480713 + Penalty 1233.263138 = -13011.217575 nChanged 0 SP:Iteration 7F (25.902979 sec): 3 clusters Score: Raw -14244.480713 + Penalty 1233.263138 = -13011.217575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.903788 sec): 2 clusters Score: Raw -177.098022 + Penalty 62.050792 = -115.047230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.903984 sec): 2 clusters Score: Raw -177.098022 + Penalty 62.050792 = -115.047230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.904766 sec): 2 clusters Score: Raw -929.798998 + Penalty 171.047254 = -758.751744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.904992 sec): 3 clusters Score: Raw -954.329972 + Penalty 339.508408 = -614.821565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.905754 sec): 2 clusters Score: Raw -776.771202 + Penalty 242.361019 = -534.410183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.905980 sec): 3 clusters Score: Raw -800.335245 + Penalty 503.460680 = -296.874565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.906727 sec): 2 clusters Score: Raw -337.296305 + Penalty 91.275959 = -246.020345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.906936 sec): 3 clusters Score: Raw -337.342976 + Penalty 191.679609 = -145.663367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.907679 sec): 2 clusters Score: Raw -348.238929 + Penalty 89.594802 = -258.644127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.907887 sec): 3 clusters Score: Raw -342.931177 + Penalty 179.189604 = -163.741573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.908630 sec): 2 clusters Score: Raw -349.975420 + Penalty 96.493334 = -253.482086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.908837 sec): 3 clusters Score: Raw -345.984632 + Penalty 178.718026 = -167.266606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.909585 sec): 2 clusters Score: Raw -272.090255 + Penalty 95.493631 = -176.596623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.909789 sec): 3 clusters Score: Raw -263.425266 + Penalty 182.526510 = -80.898757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.910541 sec): 2 clusters Score: Raw -575.517504 + Penalty 204.668990 = -370.848514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.910759 sec): 3 clusters Score: Raw -564.123643 + Penalty 423.674558 = -140.449085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.911515 sec): 2 clusters Score: Raw -576.035256 + Penalty 175.543776 = -400.491480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.911736 sec): 3 clusters Score: Raw -595.104567 + Penalty 366.054202 = -229.050365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.912503 sec): 2 clusters Score: Raw -269.493873 + Penalty 104.086875 = -165.406998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.912713 sec): 3 clusters Score: Raw -263.910290 + Penalty 196.255972 = -67.654318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.913448 sec): 2 clusters Score: Raw -85.158724 + Penalty 0.000000 = -85.158724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.913638 sec): 2 clusters Score: Raw -85.158724 + Penalty 0.000000 = -85.158724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.914378 sec): 2 clusters Score: Raw -176.651898 + Penalty 50.812081 = -125.839817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.914582 sec): 3 clusters Score: Raw -169.633133 + Penalty 101.624162 = -68.008971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.915331 sec): 2 clusters Score: Raw -512.811499 + Penalty 125.826723 = -386.984776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.915547 sec): 3 clusters Score: Raw -525.400337 + Penalty 251.653446 = -273.746891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.916317 sec): 2 clusters Score: Raw -259.446387 + Penalty 74.492835 = -184.953552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.916525 sec): 3 clusters Score: Raw -254.136874 + Penalty 168.975820 = -85.161055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.917278 sec): 2 clusters Score: Raw -256.068726 + Penalty 78.880062 = -177.188663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.917490 sec): 3 clusters Score: Raw -253.494628 + Penalty 163.140153 = -90.354475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.918283 sec): 2 clusters Score: Raw -1776.097517 + Penalty 309.160420 = -1466.937097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.918526 sec): 3 clusters Score: Raw -1784.991903 + Penalty 618.328615 = -1166.663288 nChanged 1 SP:Iteration 1F (25.918766 sec): 3 clusters Score: Raw -1789.742405 + Penalty 615.651813 = -1174.090592 nChanged 2 SP:Iteration 2F (25.919003 sec): 3 clusters Score: Raw -1803.047604 + Penalty 615.651813 = -1187.395791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.920582 sec): 2 clusters Score: Raw -24747.354428 + Penalty 38.689549 = -24708.664879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.921371 sec): 3 clusters Score: Raw -24598.389966 + Penalty 101.144209 = -24497.245757 nChanged 137 SP:Iteration 1F (25.922273 sec): 3 clusters Score: Raw -24772.357429 + Penalty 121.533362 = -24650.824067 nChanged 12 SP:Iteration 2Q (25.923150 sec): 3 clusters Score: Raw -24791.214091 + Penalty 141.696314 = -24649.517777 nChanged 5 SP:Iteration 3F (25.923939 sec): 3 clusters Score: Raw -24803.610372 + Penalty 147.601368 = -24656.009004 nChanged 1 SP:Iteration 4Q (25.924646 sec): 3 clusters Score: Raw -24808.002593 + Penalty 154.008740 = -24653.993853 nChanged 1 SP:Iteration 5F (25.925411 sec): 3 clusters Score: Raw -24810.540966 + Penalty 154.008740 = -24656.532226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.926365 sec): 2 clusters Score: Raw -264.137502 + Penalty 82.639438 = -181.498064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.926570 sec): 2 clusters Score: Raw -264.137502 + Penalty 82.639438 = -181.498064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 108 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.927340 sec): 2 clusters Score: Raw -436.478518 + Penalty 126.883163 = -309.595355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.927553 sec): 3 clusters Score: Raw -437.623913 + Penalty 267.300089 = -170.323825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.928284 sec): 2 clusters Score: Raw -84.263918 + Penalty 0.000000 = -84.263918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.928469 sec): 2 clusters Score: Raw -84.263918 + Penalty 0.000000 = -84.263918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 110 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.930685 sec): 2 clusters Score: Raw -41991.928252 + Penalty 56.952233 = -41934.976020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.931921 sec): 3 clusters Score: Raw -41641.171750 + Penalty 113.960858 = -41527.210892 nChanged 271 SP:Iteration 1F (25.933139 sec): 3 clusters Score: Raw -41831.167554 + Penalty 114.532317 = -41716.635236 nChanged 82 SP:Iteration 2F (25.934352 sec): 3 clusters Score: Raw -41891.617308 + Penalty 114.730076 = -41776.887232 nChanged 30 SP:Iteration 3F (25.935568 sec): 3 clusters Score: Raw -41904.619619 + Penalty 115.496033 = -41789.123585 nChanged 18 SP:Iteration 4Q (25.936761 sec): 3 clusters Score: Raw -41920.334993 + Penalty 116.371507 = -41803.963486 nChanged 10 SP:Iteration 5Q (25.938020 sec): 3 clusters Score: Raw -41922.643660 + Penalty 116.359022 = -41806.284638 nChanged 9 SP:Iteration 6Q (25.939260 sec): 3 clusters Score: Raw -41926.044150 + Penalty 115.855019 = -41810.189130 nChanged 8 SP:Iteration 7Q (25.940494 sec): 3 clusters Score: Raw -41930.403707 + Penalty 115.421010 = -41814.982697 nChanged 8 SP:Iteration 8Q (25.941651 sec): 3 clusters Score: Raw -41933.151906 + Penalty 114.889690 = -41818.262215 nChanged 11 SP:Iteration 9Q (25.942815 sec): 3 clusters Score: Raw -41936.095237 + Penalty 114.370839 = -41821.724398 nChanged 13 SP:Iteration 10F (25.944040 sec): 3 clusters Score: Raw -41941.852577 + Penalty 113.965297 = -41827.887280 nChanged 21 SP:Iteration 11Q (25.945206 sec): 3 clusters Score: Raw -41957.534792 + Penalty 113.726521 = -41843.808271 nChanged 23 SP:Iteration 12Q (25.946364 sec): 3 clusters Score: Raw -41980.182035 + Penalty 113.065135 = -41867.116900 nChanged 26 SP:Iteration 13Q (25.947516 sec): 3 clusters Score: Raw -42004.757481 + Penalty 112.984664 = -41891.772818 nChanged 20 SP:Iteration 14Q (25.948651 sec): 3 clusters Score: Raw -42024.644193 + Penalty 111.510843 = -41913.133350 nChanged 14 SP:Iteration 15Q (25.949768 sec): 3 clusters Score: Raw -42035.961158 + Penalty 111.385228 = -41924.575930 nChanged 14 SP:Iteration 16Q (25.950874 sec): 3 clusters Score: Raw -42045.330772 + Penalty 111.063723 = -41934.267050 nChanged 12 SP:Iteration 17Q (25.951972 sec): 3 clusters Score: Raw -42050.285476 + Penalty 111.023128 = -41939.262349 nChanged 7 SP:Iteration 18Q (25.953066 sec): 3 clusters Score: Raw -42052.924383 + Penalty 111.134394 = -41941.789989 nChanged 5 SP:Iteration 19Q (25.954150 sec): 3 clusters Score: Raw -42055.176658 + Penalty 111.406038 = -41943.770620 nChanged 7 SP:Iteration 20F (25.955359 sec): 3 clusters Score: Raw -42057.844358 + Penalty 111.550457 = -41946.293901 nChanged 5 SP:Iteration 21Q (25.956438 sec): 3 clusters Score: Raw -42059.357270 + Penalty 111.614555 = -41947.742715 nChanged 1 SP:Iteration 22Q (25.957536 sec): 3 clusters Score: Raw -42059.637435 + Penalty 111.651473 = -41947.985962 nChanged 1 SP:Iteration 23Q (25.958601 sec): 3 clusters Score: Raw -42059.766905 + Penalty 111.651473 = -41948.115433 nChanged 0 SP:Iteration 24F (25.959813 sec): 3 clusters Score: Raw -42059.766905 + Penalty 111.651473 = -41948.115433 nChanged 0 Score: Raw -2686240.528478 + Penalty 147566.485482 = -2538674.042996 Splitting cluster 110 changes total score from -2523545.196073 to -2538674.042996 So it's getting split into cluster 90. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.517399 sec): 2 clusters Score: Raw -1251.656042 + Penalty 254.225649 = -997.430393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.517659 sec): 3 clusters Score: Raw -1273.520541 + Penalty 499.035510 = -774.485032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.518457 sec): 2 clusters Score: Raw -553.943865 + Penalty 173.062789 = -380.881076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.518674 sec): 3 clusters Score: Raw -546.524774 + Penalty 346.427507 = -200.097267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.519416 sec): 2 clusters Score: Raw -175.150507 + Penalty 54.617031 = -120.533475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.519610 sec): 2 clusters Score: Raw -175.150507 + Penalty 54.617031 = -120.533475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.520354 sec): 2 clusters Score: Raw -263.567021 + Penalty 99.167806 = -164.399215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.520565 sec): 3 clusters Score: Raw -260.396316 + Penalty 201.550943 = -58.845373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.521311 sec): 2 clusters Score: Raw -254.545869 + Penalty 69.814191 = -184.731678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.521515 sec): 3 clusters Score: Raw -254.657777 + Penalty 141.005644 = -113.652134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.522253 sec): 2 clusters Score: Raw -182.478244 + Penalty 79.330785 = -103.147459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.522448 sec): 2 clusters Score: Raw -182.478244 + Penalty 79.330785 = -103.147459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.523202 sec): 2 clusters Score: Raw -645.487030 + Penalty 239.712994 = -405.774036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.523424 sec): 3 clusters Score: Raw -648.156342 + Penalty 471.352573 = -176.803770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.524198 sec): 2 clusters Score: Raw -179.338844 + Penalty 72.714983 = -106.623861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.524408 sec): 3 clusters Score: Raw -172.791551 + Penalty 145.429966 = -27.361585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.525223 sec): 2 clusters Score: Raw -182.399591 + Penalty 78.710092 = -103.689499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.525421 sec): 2 clusters Score: Raw -182.399591 + Penalty 78.710092 = -103.689499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.526230 sec): 2 clusters Score: Raw -812.762587 + Penalty 151.541437 = -661.221150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.526458 sec): 3 clusters Score: Raw -831.898373 + Penalty 284.700371 = -547.198003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.527241 sec): 2 clusters Score: Raw -503.837401 + Penalty 141.188616 = -362.648785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.527459 sec): 3 clusters Score: Raw -516.863901 + Penalty 280.894262 = -235.969639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.528242 sec): 2 clusters Score: Raw -181.791074 + Penalty 81.391147 = -100.399928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.528451 sec): 3 clusters Score: Raw -172.932391 + Penalty 162.782294 = -10.150097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.529186 sec): 2 clusters Score: Raw -87.004232 + Penalty 0.000000 = -87.004232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.529374 sec): 2 clusters Score: Raw -87.004232 + Penalty 0.000000 = -87.004232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.530143 sec): 2 clusters Score: Raw -1141.275987 + Penalty 192.948717 = -948.327270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.530378 sec): 3 clusters Score: Raw -1148.606041 + Penalty 380.304560 = -768.301482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.531123 sec): 2 clusters Score: Raw -169.383662 + Penalty 32.095595 = -137.288067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.531317 sec): 2 clusters Score: Raw -169.383662 + Penalty 32.095595 = -137.288067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.532061 sec): 2 clusters Score: Raw -460.254848 + Penalty 151.255906 = -308.998942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.532272 sec): 3 clusters Score: Raw -452.758723 + Penalty 300.092416 = -152.666307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.533024 sec): 2 clusters Score: Raw -564.316864 + Penalty 231.767643 = -332.549221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.533241 sec): 3 clusters Score: Raw -564.603024 + Penalty 455.539703 = -109.063321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.533983 sec): 2 clusters Score: Raw -185.276856 + Penalty 84.832832 = -100.444023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.534191 sec): 3 clusters Score: Raw -176.385929 + Penalty 169.665664 = -6.720265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.534955 sec): 2 clusters Score: Raw -246.373019 + Penalty 34.261202 = -212.111817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.535149 sec): 2 clusters Score: Raw -246.373019 + Penalty 34.261202 = -212.111817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.535933 sec): 2 clusters Score: Raw -437.707204 + Penalty 138.010985 = -299.696219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.536172 sec): 3 clusters Score: Raw -434.995476 + Penalty 306.729341 = -128.266136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.537012 sec): 2 clusters Score: Raw -184.828023 + Penalty 83.229265 = -101.598759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.537219 sec): 3 clusters Score: Raw -174.528139 + Penalty 166.458530 = -8.069610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.537971 sec): 2 clusters Score: Raw -265.396069 + Penalty 93.936598 = -171.459471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.538183 sec): 3 clusters Score: Raw -259.494887 + Penalty 199.687164 = -59.807723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.538933 sec): 2 clusters Score: Raw -465.476235 + Penalty 176.426405 = -289.049830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.539150 sec): 3 clusters Score: Raw -457.804604 + Penalty 355.469012 = -102.335591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.539893 sec): 2 clusters Score: Raw -185.286616 + Penalty 80.321332 = -104.965283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.540090 sec): 2 clusters Score: Raw -185.286616 + Penalty 80.321332 = -104.965283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.540854 sec): 2 clusters Score: Raw -274.281644 + Penalty 96.230326 = -178.051318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.541063 sec): 3 clusters Score: Raw -263.956722 + Penalty 192.286086 = -71.670636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.541813 sec): 2 clusters Score: Raw -376.135843 + Penalty 136.662568 = -239.473274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.542025 sec): 3 clusters Score: Raw -363.817539 + Penalty 273.325137 = -90.492403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.542781 sec): 2 clusters Score: Raw -176.674186 + Penalty 63.899928 = -112.774259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.542976 sec): 2 clusters Score: Raw -176.674186 + Penalty 63.899928 = -112.774259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.543760 sec): 2 clusters Score: Raw -85.934853 + Penalty 0.000000 = -85.934853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.543951 sec): 2 clusters Score: Raw -85.934853 + Penalty 0.000000 = -85.934853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.544701 sec): 2 clusters Score: Raw -78.485830 + Penalty 0.000000 = -78.485830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.544883 sec): 2 clusters Score: Raw -78.485830 + Penalty 0.000000 = -78.485830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.545634 sec): 2 clusters Score: Raw -460.734027 + Penalty 170.618722 = -290.115306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.545850 sec): 3 clusters Score: Raw -454.932408 + Penalty 354.156744 = -100.775665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.546597 sec): 2 clusters Score: Raw -484.897227 + Penalty 187.833220 = -297.064007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.546806 sec): 3 clusters Score: Raw -472.137535 + Penalty 370.048063 = -102.089472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.547539 sec): 2 clusters Score: Raw -87.954129 + Penalty 0.000000 = -87.954129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.547730 sec): 2 clusters Score: Raw -87.954129 + Penalty 0.000000 = -87.954129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.548468 sec): 2 clusters Score: Raw -175.604646 + Penalty 66.064239 = -109.540407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.548661 sec): 2 clusters Score: Raw -175.604646 + Penalty 66.064239 = -109.540407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.549403 sec): 2 clusters Score: Raw -266.115327 + Penalty 84.977699 = -181.137628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.549614 sec): 3 clusters Score: Raw -258.758996 + Penalty 171.758949 = -87.000047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.550341 sec): 2 clusters Score: Raw -82.689601 + Penalty 0.000000 = -82.689601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.550525 sec): 2 clusters Score: Raw -82.689601 + Penalty 0.000000 = -82.689601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.551277 sec): 2 clusters Score: Raw -602.558484 + Penalty 91.212351 = -511.346133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.551483 sec): 3 clusters Score: Raw -615.372722 + Penalty 113.154580 = -502.218142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.552222 sec): 2 clusters Score: Raw -177.441406 + Penalty 70.331296 = -107.110110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.552416 sec): 2 clusters Score: Raw -177.441406 + Penalty 70.331296 = -107.110110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.553247 sec): 2 clusters Score: Raw -2739.434807 + Penalty 136.426868 = -2603.007939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.553529 sec): 3 clusters Score: Raw -2772.490642 + Penalty 272.422429 = -2500.068213 nChanged 5 SP:Iteration 1F (28.553808 sec): 3 clusters Score: Raw -2782.512012 + Penalty 276.313284 = -2506.198728 nChanged 2 SP:Iteration 2F (28.554104 sec): 3 clusters Score: Raw -2791.571461 + Penalty 281.398052 = -2510.173410 nChanged 2 SP:Iteration 3F (28.554381 sec): 3 clusters Score: Raw -2798.285994 + Penalty 281.398052 = -2516.887943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.555147 sec): 2 clusters Score: Raw -382.042418 + Penalty 140.371067 = -241.671351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.555355 sec): 3 clusters Score: Raw -367.371645 + Penalty 280.742134 = -86.629510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 165 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.556104 sec): 2 clusters Score: Raw -489.721627 + Penalty 59.969398 = -429.752228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.556306 sec): 3 clusters Score: Raw -492.224628 + Penalty 79.130316 = -413.094312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.557049 sec): 2 clusters Score: Raw -276.089285 + Penalty 123.983174 = -152.106111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.557258 sec): 3 clusters Score: Raw -269.899442 + Penalty 248.685433 = -21.214010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 167 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.558003 sec): 2 clusters Score: Raw -246.103635 + Penalty 93.845334 = -152.258301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.558215 sec): 3 clusters Score: Raw -249.649793 + Penalty 209.622214 = -40.027579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.558969 sec): 2 clusters Score: Raw -770.922006 + Penalty 254.580253 = -516.341753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.559191 sec): 3 clusters Score: Raw -763.651190 + Penalty 509.160507 = -254.490683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.559936 sec): 2 clusters Score: Raw -268.488210 + Penalty 113.698597 = -154.789613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.560148 sec): 3 clusters Score: Raw -263.364881 + Penalty 245.147562 = -18.217318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.560881 sec): 2 clusters Score: Raw -86.923913 + Penalty 0.000000 = -86.923913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.561070 sec): 2 clusters Score: Raw -86.923913 + Penalty 0.000000 = -86.923913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.561807 sec): 2 clusters Score: Raw -85.132029 + Penalty 0.000000 = -85.132029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.561997 sec): 2 clusters Score: Raw -85.132029 + Penalty 0.000000 = -85.132029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.562730 sec): 2 clusters Score: Raw -86.967511 + Penalty 0.000000 = -86.967511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.562921 sec): 2 clusters Score: Raw -86.967511 + Penalty 0.000000 = -86.967511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.563753 sec): 2 clusters Score: Raw -2443.269721 + Penalty 36.182379 = -2407.087342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.564003 sec): 3 clusters Score: Raw -2429.565857 + Penalty 70.522198 = -2359.043659 nChanged 4 SP:Iteration 1F (28.564260 sec): 3 clusters Score: Raw -2432.947170 + Penalty 71.269711 = -2361.677459 nChanged 5 SP:Iteration 2F (28.564516 sec): 3 clusters Score: Raw -2437.171022 + Penalty 72.194232 = -2364.976790 nChanged 3 SP:Iteration 3F (28.564773 sec): 3 clusters Score: Raw -2438.534959 + Penalty 72.194232 = -2366.340727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.565617 sec): 2 clusters Score: Raw -2714.754487 + Penalty 95.135261 = -2619.619225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.565884 sec): 3 clusters Score: Raw -2706.153295 + Penalty 187.557643 = -2518.595652 nChanged 3 SP:Iteration 1F (28.566146 sec): 3 clusters Score: Raw -2708.707601 + Penalty 190.270523 = -2518.437079 nChanged 2 SP:Iteration 2F (28.566406 sec): 3 clusters Score: Raw -2711.670829 + Penalty 194.816182 = -2516.854647 nChanged 2 SP:Iteration 3F (28.566666 sec): 3 clusters Score: Raw -2716.041926 + Penalty 199.103821 = -2516.938105 nChanged 3 SP:Iteration 4F (28.566925 sec): 3 clusters Score: Raw -2722.203568 + Penalty 194.859779 = -2527.343788 nChanged 3 SP:Iteration 5F (28.567185 sec): 3 clusters Score: Raw -2734.669125 + Penalty 185.968235 = -2548.700889 nChanged 1 SP:Iteration 6Q (28.567441 sec): 3 clusters Score: Raw -2736.735718 + Penalty 185.968235 = -2550.767482 nChanged 0 SP:Iteration 7F (28.567701 sec): 3 clusters Score: Raw -2736.735718 + Penalty 185.968235 = -2550.767482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.568453 sec): 2 clusters Score: Raw -80.957740 + Penalty 0.000000 = -80.957740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.568643 sec): 2 clusters Score: Raw -80.957740 + Penalty 0.000000 = -80.957740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.569387 sec): 2 clusters Score: Raw -266.852811 + Penalty 94.597664 = -172.255147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.569595 sec): 3 clusters Score: Raw -261.564565 + Penalty 209.353041 = -52.211525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.570356 sec): 2 clusters Score: Raw -658.595061 + Penalty 69.441437 = -589.153624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.570578 sec): 3 clusters Score: Raw -678.641382 + Penalty 162.311889 = -516.329494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.571318 sec): 2 clusters Score: Raw -84.349028 + Penalty 0.000000 = -84.349028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.571507 sec): 2 clusters Score: Raw -84.349028 + Penalty 0.000000 = -84.349028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.572240 sec): 2 clusters Score: Raw -87.494810 + Penalty 0.000000 = -87.494810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.572430 sec): 2 clusters Score: Raw -87.494810 + Penalty 0.000000 = -87.494810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.573178 sec): 2 clusters Score: Raw -89.224152 + Penalty 0.000000 = -89.224152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.573367 sec): 2 clusters Score: Raw -89.224152 + Penalty 0.000000 = -89.224152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.574112 sec): 2 clusters Score: Raw -186.757119 + Penalty 86.896564 = -99.860555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.574305 sec): 2 clusters Score: Raw -186.757119 + Penalty 86.896564 = -99.860555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.575040 sec): 2 clusters Score: Raw -87.920365 + Penalty 0.000000 = -87.920365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.575227 sec): 2 clusters Score: Raw -87.920365 + Penalty 0.000000 = -87.920365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.575969 sec): 2 clusters Score: Raw -87.016691 + Penalty 0.000000 = -87.016691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.576166 sec): 2 clusters Score: Raw -87.016691 + Penalty 0.000000 = -87.016691 nChanged 0 Deleting Class 188 (2 points): Lose 43.743795 but Gain 1308.255989 Iteration 20F (31.181439 sec): 165 clusters Score: Raw -2670756.247805 + Penalty 146399.327901 = -2524356.919905 nChanged 145 Deleting Class 134 (6 points): Lose 88.433482 but Gain 1349.859869 Iteration 21Q (31.405297 sec): 164 clusters Score: Raw -2670730.686149 + Penalty 145117.453654 = -2525613.232495 nChanged 119 Deleting Class 140 (2 points): Lose 2.282689 but Gain 1253.043616 Iteration 22Q (31.642512 sec): 163 clusters Score: Raw -2670787.323862 + Penalty 143926.091465 = -2526861.232397 nChanged 111 Deleting Class 156 (1 points): Lose 11.167016 but Gain 1256.244300 Iteration 23Q (31.861451 sec): 162 clusters Score: Raw -2670823.223355 + Penalty 142659.858977 = -2528163.364379 nChanged 100 Deleting Class 187 (1 points): Lose 89.224152 but Gain 1320.097827 Iteration 24Q (32.079081 sec): 161 clusters Score: Raw -2670783.702659 + Penalty 141474.945234 = -2529308.757425 nChanged 93 Deleting Class 174 (1 points): Lose 17.653630 but Gain 1239.829713 Iteration 25Q (32.297734 sec): 160 clusters Score: Raw -2670790.969309 + Penalty 140258.036858 = -2530532.932451 nChanged 86 Deleting Class 136 (2 points): Lose 64.656058 but Gain 1277.185844 Iteration 26Q (32.512536 sec): 159 clusters Score: Raw -2670749.192569 + Penalty 139119.021626 = -2531630.170944 nChanged 84 Deleting Class 59 (6 points): Lose 108.281215 but Gain 1320.141704 Iteration 27Q (32.728325 sec): 158 clusters Score: Raw -2670686.996904 + Penalty 137962.238114 = -2532724.758790 nChanged 95 Deleting Class 168 (8 points): Lose 67.037774 but Gain 1277.596134 Iteration 28Q (32.943271 sec): 157 clusters Score: Raw -2670698.679030 + Penalty 136719.795060 = -2533978.883969 nChanged 93 Deleting Class 20 (7 points): Lose 201.893921 but Gain 1411.019122 Iteration 29Q (33.156583 sec): 156 clusters Score: Raw -2670541.449401 + Penalty 135382.439880 = -2535159.009521 nChanged 91 Deleting Class 119 (7 points): Lose 88.497596 but Gain 1285.536417 Iteration 30F (35.577662 sec): 155 clusters Score: Raw -2670545.139659 + Penalty 134136.914507 = -2536408.225152 nChanged 85 Deleting Class 127 (2 points): Lose 29.536288 but Gain 1225.370153 Iteration 31Q (35.795558 sec): 154 clusters Score: Raw -2670576.267302 + Penalty 132932.231219 = -2537644.036083 nChanged 75 Deleting Class 154 (5 points): Lose 29.222120 but Gain 1217.905993 Iteration 32Q (36.004093 sec): 153 clusters Score: Raw -2670572.981832 + Penalty 131734.103432 = -2538838.878400 nChanged 72 Deleting Class 118 (2 points): Lose 7.541684 but Gain 1194.350739 Iteration 33Q (36.212945 sec): 152 clusters Score: Raw -2670600.196556 + Penalty 130561.620798 = -2540038.575758 nChanged 87 Deleting Class 143 (2 points): Lose 36.466543 but Gain 1209.263746 Iteration 34Q (36.419709 sec): 151 clusters Score: Raw -2670603.064340 + Penalty 129366.630528 = -2541236.433811 nChanged 80 Deleting Class 65 (24 points): Lose 152.191724 but Gain 1324.263067 Iteration 35Q (36.629384 sec): 150 clusters Score: Raw -2670482.370516 + Penalty 128078.804242 = -2542403.566273 nChanged 84 Deleting Class 57 (12 points): Lose 124.282762 but Gain 1285.320210 Iteration 36Q (36.834496 sec): 149 clusters Score: Raw -2670427.830767 + Penalty 126814.547443 = -2543613.283324 nChanged 70 Deleting Class 189 (1 points): Lose 25.460313 but Gain 1176.348267 Iteration 37Q (37.040519 sec): 148 clusters Score: Raw -2670448.486331 + Penalty 125686.915709 = -2544761.570622 nChanged 51 Deleting Class 72 (29 points): Lose 182.286120 but Gain 1330.375136 Iteration 38Q (37.241607 sec): 147 clusters Score: Raw -2670317.853248 + Penalty 124385.952853 = -2545931.900395 nChanged 65 Deleting Class 121 (2 points): Lose 43.145072 but Gain 1185.005999 Iteration 39Q (37.442573 sec): 146 clusters Score: Raw -2670336.308801 + Penalty 123208.693908 = -2547127.614894 nChanged 51 Deleting Class 166 (3 points): Lose 39.289079 but Gain 1177.697868 Iteration 40F (39.705614 sec): 145 clusters Score: Raw -2670330.661895 + Penalty 122104.468192 = -2548226.193704 nChanged 43 Deleting Class 94 (6 points): Lose 56.760663 but Gain 1192.032040 Iteration 41Q (39.903465 sec): 144 clusters Score: Raw -2670316.883468 + Penalty 120933.902959 = -2549382.980508 nChanged 36 Deleting Class 71 (6 points): Lose 64.097821 but Gain 1191.643577 Iteration 42Q (40.104331 sec): 143 clusters Score: Raw -2670279.128226 + Penalty 119756.848955 = -2550522.279272 nChanged 35 Deleting Class 76 (14 points): Lose 218.457513 but Gain 1345.590944 Iteration 43Q (40.303116 sec): 142 clusters Score: Raw -2670082.449890 + Penalty 118488.059468 = -2551594.390422 nChanged 47 Deleting Class 73 (13 points): Lose 61.139019 but Gain 1186.361715 Iteration 44Q (40.507364 sec): 141 clusters Score: Raw -2670122.367226 + Penalty 117340.565053 = -2552781.802173 nChanged 50 Deleting Class 34 (2 points): Lose 8.480289 but Gain 1127.170475 Iteration 45Q (40.711703 sec): 140 clusters Score: Raw -2670162.570329 + Penalty 116268.301270 = -2553894.269059 nChanged 43 Deleting Class 60 (26 points): Lose 119.532153 but Gain 1211.658126 Iteration 46Q (40.913782 sec): 139 clusters Score: Raw -2670069.947547 + Penalty 115085.596524 = -2554984.351023 nChanged 64 Deleting Class 142 (5 points): Lose 58.885238 but Gain 1143.944480 Iteration 47Q (41.117073 sec): 138 clusters Score: Raw -2670068.403399 + Penalty 113945.761342 = -2556122.642057 nChanged 33 Deleting Class 83 (46 points): Lose 176.553772 but Gain 1261.923975 Iteration 48Q (41.318012 sec): 137 clusters Score: Raw -2669918.425092 + Penalty 112771.756576 = -2557146.668516 nChanged 65 Deleting Class 58 (4 points): Lose 228.163257 but Gain 1311.094686 Iteration 49Q (41.520815 sec): 136 clusters Score: Raw -2669795.231028 + Penalty 111589.027877 = -2558206.203150 nChanged 36 Deleting Class 35 (5 points): Lose 102.456219 but Gain 1184.786032 Iteration 50F (43.663971 sec): 135 clusters Score: Raw -2669738.701509 + Penalty 110422.640076 = -2559316.061432 nChanged 41 Deleting Class 186 (1 points): Lose 40.183672 but Gain 1114.404329 Iteration 51Q (43.862229 sec): 134 clusters Score: Raw -2669729.702450 + Penalty 109355.255614 = -2560374.446837 nChanged 41 Deleting Class 55 (11 points): Lose 141.697625 but Gain 1215.734018 Iteration 52Q (44.054944 sec): 133 clusters Score: Raw -2669637.356756 + Penalty 108171.294234 = -2561466.062522 nChanged 49 Deleting Class 170 (4 points): Lose 56.055051 but Gain 1124.065714 Iteration 53Q (44.246862 sec): 132 clusters Score: Raw -2669653.238156 + Penalty 107057.222595 = -2562596.015561 nChanged 45 Deleting Class 120 (2 points): Lose 26.794116 but Gain 1094.747688 Iteration 54Q (44.437668 sec): 131 clusters Score: Raw -2669667.863468 + Penalty 105971.722665 = -2563696.140804 nChanged 31 Deleting Class 66 (15 points): Lose 75.351711 but Gain 1141.366119 Iteration 55Q (44.627305 sec): 130 clusters Score: Raw -2669611.260490 + Penalty 104874.859758 = -2564736.400732 nChanged 39 Deleting Class 192 (1 points): Lose 4.822047 but Gain 1069.509732 Iteration 56Q (44.816996 sec): 129 clusters Score: Raw -2669642.660632 + Penalty 103816.333296 = -2565826.327337 nChanged 27 Deleting Class 38 (22 points): Lose 122.326045 but Gain 1178.359306 Iteration 57Q (45.003800 sec): 128 clusters Score: Raw -2669538.280813 + Penalty 102685.604493 = -2566852.676320 nChanged 38 Deleting Class 104 (20 points): Lose 51.746740 but Gain 1107.571072 Iteration 58Q (45.196404 sec): 127 clusters Score: Raw -2669546.165276 + Penalty 101592.977760 = -2567953.187516 nChanged 40 Deleting Class 161 (3 points): Lose 47.469522 but Gain 1098.023092 Iteration 59Q (45.382282 sec): 126 clusters Score: Raw -2669538.276717 + Penalty 100516.697561 = -2569021.579156 nChanged 27 Deleting Class 80 (15 points): Lose 65.136761 but Gain 1113.529175 Iteration 60F (47.349153 sec): 125 clusters Score: Raw -2669505.655159 + Penalty 99416.729840 = -2570088.925319 nChanged 26 Deleting Class 51 (5 points): Lose 114.042103 but Gain 1156.150948 Iteration 61Q (47.540232 sec): 124 clusters Score: Raw -2669416.975291 + Penalty 98218.158868 = -2571198.816423 nChanged 14 Deleting Class 152 (5 points): Lose 64.265307 but Gain 1106.287605 Iteration 62Q (47.729002 sec): 123 clusters Score: Raw -2669363.571854 + Penalty 97185.885731 = -2572177.686123 nChanged 13 Deleting Class 163 (4 points): Lose 15.064783 but Gain 1056.666004 Iteration 63Q (47.916828 sec): 122 clusters Score: Raw -2669365.715460 + Penalty 96133.276526 = -2573232.438934 nChanged 9 Deleting Class 61 (65 points): Lose 207.715215 but Gain 1244.021055 Iteration 64Q (48.104871 sec): 121 clusters Score: Raw -2669166.903451 + Penalty 94946.630638 = -2574220.272813 nChanged 72 Deleting Class 88 (17 points): Lose 270.136852 but Gain 1298.105357 Iteration 65Q (48.297139 sec): 120 clusters Score: Raw -2669002.811887 + Penalty 93835.238708 = -2575167.573180 nChanged 40 Deleting Class 128 (1 points): Lose 2.177012 but Gain 1029.932031 Iteration 66Q (48.484633 sec): 119 clusters Score: Raw -2669092.997715 + Penalty 92808.807631 = -2576284.190085 nChanged 18 Deleting Class 148 (1 points): Lose 11.170069 but Gain 1037.875423 Iteration 67Q (48.672374 sec): 118 clusters Score: Raw -2669102.710586 + Penalty 91774.521797 = -2577328.188789 nChanged 12 Deleting Class 171 (1 points): Lose 5.246717 but Gain 1025.266580 Iteration 68Q (48.858082 sec): 117 clusters Score: Raw -2669120.933808 + Penalty 90824.821109 = -2578296.112699 nChanged 11 Deleting Class 115 (2 points): Lose 10.564064 but Gain 1015.027944 Iteration 69Q (49.041928 sec): 116 clusters Score: Raw -2669141.189112 + Penalty 89806.859486 = -2579334.329626 nChanged 11 Deleting Class 84 (2 points): Lose 7.120852 but Gain 1004.284864 Iteration 70F (50.843247 sec): 115 clusters Score: Raw -2669139.764199 + Penalty 88805.747750 = -2580334.016449 nChanged 7 Deleting Class 146 (4 points): Lose 33.873044 but Gain 1028.749677 Iteration 71Q (51.019600 sec): 114 clusters Score: Raw -2669110.147594 + Penalty 87786.019500 = -2581324.128094 nChanged 6 Deleting Class 33 (5 points): Lose 46.779705 but Gain 1032.880709 Iteration 72Q (51.197283 sec): 113 clusters Score: Raw -2669073.308675 + Penalty 86759.694314 = -2582313.614361 nChanged 8 Deleting Class 96 (3 points): Lose 14.270990 but Gain 988.705857 Iteration 73Q (51.372739 sec): 112 clusters Score: Raw -2669069.516106 + Penalty 85852.174896 = -2583217.341211 nChanged 9 Deleting Class 157 (2 points): Lose 24.685358 but Gain 994.618574 Iteration 74Q (51.553376 sec): 111 clusters Score: Raw -2669058.143548 + Penalty 84862.364878 = -2584195.778670 nChanged 9 Deleting Class 113 (6 points): Lose 41.744991 but Gain 1007.951370 Iteration 75Q (51.733465 sec): 110 clusters Score: Raw -2669022.465745 + Penalty 83854.018302 = -2585168.447443 nChanged 15 Deleting Class 52 (46 points): Lose 167.756232 but Gain 1123.779248 Iteration 76Q (51.913165 sec): 109 clusters Score: Raw -2668865.375430 + Penalty 82752.588076 = -2586112.787353 nChanged 54 Deleting Class 132 (5 points): Lose 34.535282 but Gain 980.739583 Iteration 77Q (52.094998 sec): 108 clusters Score: Raw -2668902.274776 + Penalty 81798.132802 = -2587104.141974 nChanged 26 Deleting Class 147 (2 points): Lose 18.414496 but Gain 962.034164 Iteration 78Q (52.273989 sec): 107 clusters Score: Raw -2668906.387831 + Penalty 80834.310531 = -2588072.077300 nChanged 26 Deleting Class 30 (40 points): Lose 110.474683 but Gain 1051.926460 Iteration 79Q (52.452790 sec): 106 clusters Score: Raw -2668809.583407 + Penalty 79771.710558 = -2589037.872849 nChanged 64 Deleting Class 173 (1 points): Lose 15.861680 but Gain 941.834520 Iteration 80F (54.115726 sec): 105 clusters Score: Raw -2668863.675159 + Penalty 78863.968628 = -2589999.706532 nChanged 29 Deleting Class 111 (14 points): Lose 82.778698 but Gain 1005.277888 Iteration 81Q (54.288861 sec): 104 clusters Score: Raw -2668797.801892 + Penalty 77875.695209 = -2590922.106683 nChanged 33 Deleting Class 95 (8 points): Lose 85.798215 but Gain 1005.663411 Iteration 82Q (54.461684 sec): 103 clusters Score: Raw -2668747.827020 + Penalty 76935.307370 = -2591812.519650 nChanged 26 Deleting Class 125 (9 points): Lose 109.895574 but Gain 1025.285318 Iteration 83Q (54.633034 sec): 102 clusters Score: Raw -2668692.158892 + Penalty 75927.013031 = -2592765.145862 nChanged 22 Deleting Class 28 (27 points): Lose 214.004988 but Gain 1134.059298 Iteration 84Q (54.802571 sec): 101 clusters Score: Raw -2668510.592903 + Penalty 74800.412762 = -2593710.180142 nChanged 34 Deleting Class 67 (87 points): Lose 264.133565 but Gain 1176.493134 Iteration 85Q (54.972250 sec): 100 clusters Score: Raw -2668299.066804 + Penalty 73674.573795 = -2594624.493010 nChanged 105 Deleting Class 86 (2 points): Lose 24.857565 but Gain 934.194830 Iteration 86Q (55.144855 sec): 99 clusters Score: Raw -2668420.772667 + Penalty 72733.378769 = -2595687.393898 nChanged 46 Deleting Class 81 (6 points): Lose 18.564770 but Gain 926.600126 Iteration 87Q (55.315511 sec): 98 clusters Score: Raw -2668426.199530 + Penalty 71804.086271 = -2596622.113260 nChanged 31 Deleting Class 144 (3 points): Lose 9.411245 but Gain 914.077659 Iteration 88Q (55.483117 sec): 97 clusters Score: Raw -2668443.624028 + Penalty 70876.232368 = -2597567.391660 nChanged 24 Deleting Class 75 (6 points): Lose 23.984198 but Gain 921.783603 Iteration 89Q (55.652377 sec): 96 clusters Score: Raw -2668433.600167 + Penalty 69946.161897 = -2598487.438270 nChanged 20 Deleting Class 93 (3 points): Lose 13.032318 but Gain 907.079908 Iteration 90F (57.173372 sec): 95 clusters Score: Raw -2668437.767229 + Penalty 69036.138956 = -2599401.628273 nChanged 14 Deleting Class 68 (2 points): Lose 18.630450 but Gain 907.143380 Iteration 91Q (57.337218 sec): 94 clusters Score: Raw -2668455.151697 + Penalty 68120.353536 = -2600334.798160 nChanged 12 Deleting Class 141 (3 points): Lose 21.251215 but Gain 892.289880 Iteration 92Q (57.501350 sec): 93 clusters Score: Raw -2668455.739397 + Penalty 67228.136605 = -2601227.602792 nChanged 17 Deleting Class 182 (3 points): Lose 28.633539 but Gain 898.569245 Iteration 93Q (57.664647 sec): 92 clusters Score: Raw -2668446.920658 + Penalty 66348.580965 = -2602098.339694 nChanged 12 Deleting Class 45 (9 points): Lose 46.619132 but Gain 905.535650 Iteration 94Q (57.826428 sec): 91 clusters Score: Raw -2668423.344727 + Penalty 65445.718381 = -2602977.626346 nChanged 19 Deleting Class 27 (35 points): Lose 122.371945 but Gain 977.741983 Iteration 95Q (57.987849 sec): 90 clusters Score: Raw -2668320.412011 + Penalty 64478.213390 = -2603842.198621 nChanged 45 Deleting Class 44 (20 points): Lose 76.517949 but Gain 925.421264 Iteration 96Q (58.150214 sec): 89 clusters Score: Raw -2668300.397747 + Penalty 63566.925408 = -2604733.472339 nChanged 29 Deleting Class 69 (8 points): Lose 43.644846 but Gain 888.791338 Iteration 97Q (58.311804 sec): 88 clusters Score: Raw -2668283.900501 + Penalty 62682.230854 = -2605601.669646 nChanged 21 Deleting Class 54 (18 points): Lose 71.303803 but Gain 907.019992 Iteration 98Q (58.472255 sec): 87 clusters Score: Raw -2668226.797842 + Penalty 61787.895209 = -2606438.902634 nChanged 28 Deleting Class 41 (9 points): Lose 61.661789 but Gain 887.702214 Iteration 99Q (58.633068 sec): 86 clusters Score: Raw -2668193.023651 + Penalty 60919.503830 = -2607273.519821 nChanged 21 Deleting Class 114 (2 points): Lose 16.316758 but Gain 822.277149 Iteration 100F (59.980229 sec): 85 clusters Score: Raw -2668196.282039 + Penalty 60096.524499 = -2608099.757539 nChanged 13 Deleting Class 158 (3 points): Lose 6.374666 but Gain 807.190617 Iteration 101Q (60.141070 sec): 84 clusters Score: Raw -2668195.616779 + Penalty 59294.171525 = -2608901.445254 nChanged 11 Deleting Class 56 (106 points): Lose 351.073852 but Gain 1126.207105 Iteration 102Q (60.298513 sec): 83 clusters Score: Raw -2667851.218396 + Penalty 58286.540869 = -2609564.677527 nChanged 115 Deleting Class 79 (15 points): Lose 139.863138 but Gain 913.255288 Iteration 103Q (60.458780 sec): 82 clusters Score: Raw -2667886.375340 + Penalty 57408.711903 = -2610477.663437 nChanged 57 Deleting Class 108 (5 points): Lose 49.815113 but Gain 822.707318 Iteration 104Q (60.618753 sec): 81 clusters Score: Raw -2667920.200342 + Penalty 56546.515927 = -2611373.684415 nChanged 38 Deleting Class 97 (1 points): Lose 19.701068 but Gain 788.528785 Iteration 105Q (60.774406 sec): 80 clusters Score: Raw -2667968.514667 + Penalty 55763.577016 = -2612204.937651 nChanged 26 Deleting Class 74 (6 points): Lose 38.429789 but Gain 805.850023 Iteration 106Q (60.928638 sec): 79 clusters Score: Raw -2667948.362446 + Penalty 54973.577671 = -2612974.784775 nChanged 31 Deleting Class 107 (4 points): Lose 40.292928 but Gain 804.973973 Iteration 107Q (61.082781 sec): 78 clusters Score: Raw -2667934.887941 + Penalty 54167.965045 = -2613766.922896 nChanged 22 Deleting Class 130 (11 points): Lose 53.651184 but Gain 814.084734 Iteration 108Q (61.239029 sec): 77 clusters Score: Raw -2667894.382005 + Penalty 53369.574090 = -2614524.807915 nChanged 27 Deleting Class 139 (5 points): Lose 139.829644 but Gain 894.859841 Iteration 109Q (61.391182 sec): 76 clusters Score: Raw -2667775.243450 + Penalty 52391.695730 = -2615383.547720 nChanged 19 Deleting Class 70 (25 points): Lose 99.414380 but Gain 852.986331 Iteration 110F (62.591844 sec): 75 clusters Score: Raw -2667696.201551 + Penalty 51568.286687 = -2616127.914864 nChanged 35 Deleting Class 98 (2 points): Lose 16.388233 but Gain 764.992383 Iteration 111Q (62.751247 sec): 74 clusters Score: Raw -2667731.876698 + Penalty 50822.042642 = -2616909.834056 nChanged 20 Deleting Class 82 (5 points): Lose 76.675578 but Gain 814.654482 Iteration 112Q (62.907315 sec): 73 clusters Score: Raw -2667666.142332 + Penalty 50032.265719 = -2617633.876614 nChanged 24 Deleting Class 101 (3 points): Lose 26.462037 but Gain 749.270069 Iteration 113Q (63.063343 sec): 72 clusters Score: Raw -2667672.801905 + Penalty 49297.632206 = -2618375.169699 nChanged 16 Deleting Class 37 (11 points): Lose 512.181698 but Gain 1231.334262 Iteration 114Q (63.217755 sec): 71 clusters Score: Raw -2667173.050150 + Penalty 48147.254412 = -2619025.795738 nChanged 25 Deleting Class 17 (55 points): Lose 184.364773 but Gain 903.288838 Iteration 115Q (63.369871 sec): 70 clusters Score: Raw -2667050.236573 + Penalty 47278.071354 = -2619772.165219 nChanged 77 Deleting Class 167 (3 points): Lose 178.992003 but Gain 891.422977 Iteration 116Q (63.521119 sec): 69 clusters Score: Raw -2666959.541281 + Penalty 46366.573607 = -2620592.967674 nChanged 36 Deleting Class 87 (12 points): Lose 69.622421 but Gain 766.802079 Iteration 117Q (63.671432 sec): 68 clusters Score: Raw -2666916.989361 + Penalty 45631.931080 = -2621285.058280 nChanged 37 Deleting Class 42 (37 points): Lose 83.231914 but Gain 792.515942 Iteration 118Q (63.819357 sec): 67 clusters Score: Raw -2666872.580153 + Penalty 44872.397840 = -2622000.182313 nChanged 57 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2666872.580153 + Penalty 44872.397840 = -2622000.182313Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 1 (5202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.944247 sec): 2 clusters Score: Raw -391548.032694 + Penalty 57.554819 = -391490.477875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.954784 sec): 3 clusters Score: Raw -388070.385235 + Penalty 115.507087 = -387954.878148 nChanged 2517 SP:Iteration 1F (63.965513 sec): 3 clusters Score: Raw -389615.737352 + Penalty 114.932959 = -389500.804393 nChanged 509 SP:Iteration 2F (63.975611 sec): 3 clusters Score: Raw -390065.186313 + Penalty 115.176702 = -389950.009611 nChanged 333 SP:Iteration 3F (63.985516 sec): 3 clusters Score: Raw -390340.464161 + Penalty 113.945156 = -390226.519005 nChanged 264 SP:Iteration 4F (63.995304 sec): 3 clusters Score: Raw -390834.127537 + Penalty 113.641057 = -390720.486481 nChanged 184 SP:Iteration 5Q (64.005679 sec): 3 clusters Score: Raw -391165.578529 + Penalty 113.754084 = -391051.824445 nChanged 63 SP:Iteration 6Q (64.015403 sec): 3 clusters Score: Raw -391179.061358 + Penalty 113.713844 = -391065.347514 nChanged 41 SP:Iteration 7Q (64.024812 sec): 3 clusters Score: Raw -391186.556095 + Penalty 113.966007 = -391072.590089 nChanged 39 SP:Iteration 8Q (64.034371 sec): 3 clusters Score: Raw -391193.406797 + Penalty 114.045356 = -391079.361441 nChanged 47 SP:Iteration 9Q (64.043811 sec): 3 clusters Score: Raw -391201.785471 + Penalty 114.326774 = -391087.458697 nChanged 42 SP:Iteration 10F (64.053869 sec): 3 clusters Score: Raw -391208.122079 + Penalty 114.280393 = -391093.841685 nChanged 33 SP:Iteration 11Q (64.063343 sec): 3 clusters Score: Raw -391212.324082 + Penalty 114.277189 = -391098.046893 nChanged 19 SP:Iteration 12Q (64.073114 sec): 3 clusters Score: Raw -391214.131300 + Penalty 114.263598 = -391099.867702 nChanged 11 SP:Iteration 13Q (64.082536 sec): 3 clusters Score: Raw -391214.722519 + Penalty 114.326034 = -391100.396485 nChanged 10 SP:Iteration 14Q (64.092049 sec): 3 clusters Score: Raw -391215.176707 + Penalty 114.312467 = -391100.864241 nChanged 12 SP:Iteration 15Q (64.101711 sec): 3 clusters Score: Raw -391215.764080 + Penalty 114.299688 = -391101.464392 nChanged 13 SP:Iteration 16Q (64.111643 sec): 3 clusters Score: Raw -391216.576370 + Penalty 114.294385 = -391102.281985 nChanged 15 SP:Iteration 17Q (64.121732 sec): 3 clusters Score: Raw -391217.391780 + Penalty 114.284039 = -391103.107741 nChanged 18 SP:Iteration 18Q (64.131243 sec): 3 clusters Score: Raw -391219.047852 + Penalty 114.274621 = -391104.773231 nChanged 25 SP:Iteration 19Q (64.141487 sec): 3 clusters Score: Raw -391221.321112 + Penalty 114.323672 = -391106.997440 nChanged 17 SP:Iteration 20F (64.152308 sec): 3 clusters Score: Raw -391222.475210 + Penalty 114.318133 = -391108.157076 nChanged 16 SP:Iteration 21Q (64.161574 sec): 3 clusters Score: Raw -391223.702544 + Penalty 114.413411 = -391109.289133 nChanged 16 SP:Iteration 22Q (64.171233 sec): 3 clusters Score: Raw -391225.356297 + Penalty 114.425552 = -391110.930745 nChanged 16 SP:Iteration 23Q (64.180457 sec): 3 clusters Score: Raw -391226.646959 + Penalty 114.423204 = -391112.223755 nChanged 22 SP:Iteration 24Q (64.189776 sec): 3 clusters Score: Raw -391228.818886 + Penalty 114.420291 = -391114.398596 nChanged 26 SP:Iteration 25Q (64.199160 sec): 3 clusters Score: Raw -391231.533403 + Penalty 114.422818 = -391117.110586 nChanged 29 SP:Iteration 26Q (64.208779 sec): 3 clusters Score: Raw -391233.876264 + Penalty 114.460822 = -391119.415442 nChanged 20 SP:Iteration 27Q (64.218367 sec): 3 clusters Score: Raw -391235.332002 + Penalty 114.485269 = -391120.846733 nChanged 19 SP:Iteration 28Q (64.227599 sec): 3 clusters Score: Raw -391236.909473 + Penalty 114.521339 = -391122.388134 nChanged 19 SP:Iteration 29Q (64.237450 sec): 3 clusters Score: Raw -391238.692842 + Penalty 114.538072 = -391124.154769 nChanged 24 SP:Iteration 30F (64.247668 sec): 3 clusters Score: Raw -391241.490924 + Penalty 114.563963 = -391126.926961 nChanged 29 SP:Iteration 31Q (64.256987 sec): 3 clusters Score: Raw -391243.859455 + Penalty 114.631720 = -391129.227736 nChanged 23 SP:Iteration 32Q (64.266491 sec): 3 clusters Score: Raw -391246.857115 + Penalty 114.732181 = -391132.124935 nChanged 31 SP:Iteration 33Q (64.275998 sec): 3 clusters Score: Raw -391250.785328 + Penalty 114.785270 = -391136.000058 nChanged 28 SP:Iteration 34Q (64.285327 sec): 3 clusters Score: Raw -391253.677266 + Penalty 114.808942 = -391138.868325 nChanged 21 SP:Iteration 35Q (64.294806 sec): 3 clusters Score: Raw -391255.542618 + Penalty 114.820246 = -391140.722373 nChanged 11 SP:Iteration 36Q (64.304572 sec): 3 clusters Score: Raw -391256.231309 + Penalty 114.836698 = -391141.394611 nChanged 14 SP:Iteration 37Q (64.314261 sec): 3 clusters Score: Raw -391257.015986 + Penalty 114.849935 = -391142.166051 nChanged 7 SP:Iteration 38Q (64.323672 sec): 3 clusters Score: Raw -391257.254643 + Penalty 114.860870 = -391142.393773 nChanged 8 SP:Iteration 39Q (64.333214 sec): 3 clusters Score: Raw -391257.488506 + Penalty 114.870483 = -391142.618022 nChanged 7 SP:Iteration 40F (64.343350 sec): 3 clusters Score: Raw -391257.776551 + Penalty 114.878840 = -391142.897711 nChanged 4 SP:Iteration 41Q (64.352758 sec): 3 clusters Score: Raw -391257.914616 + Penalty 114.890016 = -391143.024600 nChanged 8 SP:Iteration 42Q (64.362099 sec): 3 clusters Score: Raw -391258.157145 + Penalty 114.902437 = -391143.254708 nChanged 5 SP:Iteration 43Q (64.371834 sec): 3 clusters Score: Raw -391258.515650 + Penalty 114.908272 = -391143.607377 nChanged 4 SP:Iteration 44Q (64.381169 sec): 3 clusters Score: Raw -391258.762903 + Penalty 114.927987 = -391143.834916 nChanged 6 SP:Iteration 45Q (64.390618 sec): 3 clusters Score: Raw -391258.985907 + Penalty 114.938741 = -391144.047166 nChanged 7 SP:Iteration 46Q (64.400321 sec): 3 clusters Score: Raw -391259.186532 + Penalty 114.948400 = -391144.238132 nChanged 4 SP:Iteration 47Q (64.409859 sec): 3 clusters Score: Raw -391259.355022 + Penalty 114.956290 = -391144.398731 nChanged 5 SP:Iteration 48Q (64.419669 sec): 3 clusters Score: Raw -391259.556658 + Penalty 114.960953 = -391144.595706 nChanged 3 SP:Iteration 49Q (64.429017 sec): 3 clusters Score: Raw -391259.660584 + Penalty 114.963940 = -391144.696644 nChanged 2 SP:Iteration 50F (64.439296 sec): 3 clusters Score: Raw -391259.720054 + Penalty 114.970019 = -391144.750036 nChanged 4 SP:Iteration 51Q (64.448801 sec): 3 clusters Score: Raw -391259.839840 + Penalty 114.983254 = -391144.856586 nChanged 5 SP:Iteration 52Q (64.458154 sec): 3 clusters Score: Raw -391259.982057 + Penalty 114.996659 = -391144.985398 nChanged 6 SP:Iteration 53Q (64.467667 sec): 3 clusters Score: Raw -391260.202540 + Penalty 115.010945 = -391145.191594 nChanged 8 SP:Iteration 54Q (64.477259 sec): 3 clusters Score: Raw -391260.960741 + Penalty 115.031727 = -391145.929013 nChanged 13 SP:Iteration 55Q (64.486869 sec): 3 clusters Score: Raw -391262.200201 + Penalty 115.054582 = -391147.145619 nChanged 13 SP:Iteration 56Q (64.496388 sec): 3 clusters Score: Raw -391263.149903 + Penalty 115.068639 = -391148.081265 nChanged 10 SP:Iteration 57Q (64.506187 sec): 3 clusters Score: Raw -391264.381003 + Penalty 115.090831 = -391149.290171 nChanged 14 SP:Iteration 58Q (64.515580 sec): 3 clusters Score: Raw -391265.972011 + Penalty 115.112560 = -391150.859451 nChanged 16 SP:Iteration 59Q (64.525441 sec): 3 clusters Score: Raw -391268.876262 + Penalty 115.121030 = -391153.755231 nChanged 24 SP:Iteration 60F (64.535608 sec): 3 clusters Score: Raw -391272.070483 + Penalty 115.128412 = -391156.942071 nChanged 19 SP:Iteration 61Q (64.545096 sec): 3 clusters Score: Raw -391274.310696 + Penalty 115.134240 = -391159.176456 nChanged 15 SP:Iteration 62Q (64.554477 sec): 3 clusters Score: Raw -391276.362332 + Penalty 115.139751 = -391161.222581 nChanged 20 SP:Iteration 63Q (64.563900 sec): 3 clusters Score: Raw -391278.504724 + Penalty 115.151494 = -391163.353230 nChanged 16 SP:Iteration 64Q (64.573811 sec): 3 clusters Score: Raw -391279.645622 + Penalty 115.151494 = -391164.494128 nChanged 6 SP:Iteration 65Q (64.583401 sec): 3 clusters Score: Raw -391279.795963 + Penalty 115.150158 = -391164.645805 nChanged 5 SP:Iteration 66Q (64.593135 sec): 3 clusters Score: Raw -391279.932543 + Penalty 115.150158 = -391164.782384 nChanged 0 SP:Iteration 67F (64.603624 sec): 3 clusters Score: Raw -391279.932543 + Penalty 115.150158 = -391164.782384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.610124 sec): 2 clusters Score: Raw -78257.804229 + Penalty 278.819556 = -77978.984674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.611951 sec): 3 clusters Score: Raw -77740.420712 + Penalty 561.864824 = -77178.555888 nChanged 386 SP:Iteration 1F (64.613746 sec): 3 clusters Score: Raw -77973.166198 + Penalty 561.537237 = -77411.628961 nChanged 93 SP:Iteration 2F (64.615539 sec): 3 clusters Score: Raw -78028.458682 + Penalty 561.113335 = -77467.345348 nChanged 51 SP:Iteration 3F (64.617371 sec): 3 clusters Score: Raw -78066.527327 + Penalty 560.850146 = -77505.677181 nChanged 41 SP:Iteration 4Q (64.619190 sec): 3 clusters Score: Raw -78086.427324 + Penalty 560.663717 = -77525.763607 nChanged 25 SP:Iteration 5Q (64.621062 sec): 3 clusters Score: Raw -78105.201078 + Penalty 561.253837 = -77543.947240 nChanged 27 SP:Iteration 6Q (64.622944 sec): 3 clusters Score: Raw -78133.873280 + Penalty 562.158776 = -77571.714504 nChanged 31 SP:Iteration 7Q (64.624825 sec): 3 clusters Score: Raw -78157.916448 + Penalty 561.988673 = -77595.927775 nChanged 31 SP:Iteration 8Q (64.626606 sec): 3 clusters Score: Raw -78172.367804 + Penalty 562.264027 = -77610.103777 nChanged 19 SP:Iteration 9Q (64.628370 sec): 3 clusters Score: Raw -78183.952721 + Penalty 562.528746 = -77621.423975 nChanged 16 SP:Iteration 10F (64.630167 sec): 3 clusters Score: Raw -78195.352166 + Penalty 562.312471 = -77633.039695 nChanged 9 SP:Iteration 11Q (64.631872 sec): 3 clusters Score: Raw -78200.337403 + Penalty 563.643590 = -77636.693812 nChanged 12 SP:Iteration 12Q (64.633748 sec): 3 clusters Score: Raw -78207.644175 + Penalty 562.738574 = -77644.905601 nChanged 14 SP:Iteration 13Q (64.635565 sec): 3 clusters Score: Raw -78213.607689 + Penalty 563.238519 = -77650.369171 nChanged 6 SP:Iteration 14Q (64.637362 sec): 3 clusters Score: Raw -78215.522697 + Penalty 564.150939 = -77651.371758 nChanged 5 SP:Iteration 15Q (64.639084 sec): 3 clusters Score: Raw -78216.716163 + Penalty 564.729058 = -77651.987104 nChanged 3 SP:Iteration 16Q (64.640781 sec): 3 clusters Score: Raw -78217.171305 + Penalty 564.140381 = -77653.030924 nChanged 1 SP:Iteration 17Q (64.642440 sec): 3 clusters Score: Raw -78217.406677 + Penalty 564.538287 = -77652.868390 nChanged 2 SP:Iteration 18F (64.644280 sec): 3 clusters Score: Raw -78217.785874 + Penalty 564.516009 = -77653.269864 nChanged 2 SP:Iteration 19Q (64.645984 sec): 3 clusters Score: Raw -78218.704905 + Penalty 564.370845 = -77654.334060 nChanged 2 SP:Iteration 20F (64.647858 sec): 3 clusters Score: Raw -78219.677588 + Penalty 565.049866 = -77654.627722 nChanged 3 SP:Iteration 21Q (64.649579 sec): 3 clusters Score: Raw -78221.156429 + Penalty 565.215533 = -77655.940896 nChanged 3 SP:Iteration 22Q (64.651271 sec): 3 clusters Score: Raw -78221.985909 + Penalty 565.206455 = -77656.779454 nChanged 2 SP:Iteration 23Q (64.652960 sec): 3 clusters Score: Raw -78223.444713 + Penalty 565.415251 = -77658.029462 nChanged 2 SP:Iteration 24Q (64.654648 sec): 3 clusters Score: Raw -78224.680111 + Penalty 566.452714 = -77658.227396 nChanged 3 SP:Iteration 25Q (64.656301 sec): 3 clusters Score: Raw -78225.788353 + Penalty 566.751330 = -77659.037023 nChanged 1 SP:Iteration 26Q (64.657957 sec): 3 clusters Score: Raw -78226.065858 + Penalty 566.751330 = -77659.314528 nChanged 0 SP:Iteration 27F (64.659772 sec): 3 clusters Score: Raw -78226.065858 + Penalty 566.751330 = -77659.314528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.663357 sec): 2 clusters Score: Raw -58559.970117 + Penalty 742.276315 = -57817.693801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.664792 sec): 3 clusters Score: Raw -58269.536869 + Penalty 1484.662126 = -56784.874743 nChanged 218 SP:Iteration 1F (64.666290 sec): 3 clusters Score: Raw -58454.705691 + Penalty 1484.467839 = -56970.237851 nChanged 64 SP:Iteration 2F (64.667736 sec): 3 clusters Score: Raw -58519.926075 + Penalty 1484.493934 = -57035.432141 nChanged 33 SP:Iteration 3Q (64.669201 sec): 3 clusters Score: Raw -58547.756997 + Penalty 1484.373193 = -57063.383805 nChanged 18 SP:Iteration 4Q (64.670657 sec): 3 clusters Score: Raw -58561.940428 + Penalty 1484.269130 = -57077.671298 nChanged 11 SP:Iteration 5Q (64.672056 sec): 3 clusters Score: Raw -58570.401083 + Penalty 1484.187446 = -57086.213636 nChanged 13 SP:Iteration 6Q (64.673454 sec): 3 clusters Score: Raw -58579.889036 + Penalty 1484.223962 = -57095.665074 nChanged 10 SP:Iteration 7Q (64.674841 sec): 3 clusters Score: Raw -58592.676829 + Penalty 1484.162812 = -57108.514017 nChanged 7 SP:Iteration 8Q (64.676218 sec): 3 clusters Score: Raw -58598.422864 + Penalty 1484.133776 = -57114.289088 nChanged 4 SP:Iteration 9Q (64.677586 sec): 3 clusters Score: Raw -58601.648846 + Penalty 1484.184513 = -57117.464334 nChanged 3 SP:Iteration 10F (64.678993 sec): 3 clusters Score: Raw -58602.560517 + Penalty 1484.184513 = -57118.376004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.679994 sec): 2 clusters Score: Raw -1289.694429 + Penalty 134.147079 = -1155.547350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.680239 sec): 3 clusters Score: Raw -1287.045554 + Penalty 271.066332 = -1015.979222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.684366 sec): 2 clusters Score: Raw -89151.624300 + Penalty 387.403863 = -88764.220436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.686426 sec): 3 clusters Score: Raw -88517.240182 + Penalty 786.608510 = -87730.631672 nChanged 414 SP:Iteration 1F (64.688398 sec): 3 clusters Score: Raw -88795.017036 + Penalty 812.787142 = -87982.229895 nChanged 168 SP:Iteration 2F (64.690360 sec): 3 clusters Score: Raw -88948.573667 + Penalty 849.526253 = -88099.047413 nChanged 96 SP:Iteration 3F (64.692327 sec): 3 clusters Score: Raw -89056.525298 + Penalty 896.090049 = -88160.435248 nChanged 61 SP:Iteration 4F (64.694284 sec): 3 clusters Score: Raw -89127.666807 + Penalty 938.004987 = -88189.661821 nChanged 37 SP:Iteration 5Q (64.696180 sec): 3 clusters Score: Raw -89167.250051 + Penalty 969.312607 = -88197.937444 nChanged 22 SP:Iteration 6Q (64.697996 sec): 3 clusters Score: Raw -89191.570048 + Penalty 995.835460 = -88195.734588 nChanged 12 SP:Iteration 7F (64.700114 sec): 3 clusters Score: Raw -89201.392499 + Penalty 1003.111176 = -88198.281323 nChanged 4 SP:Iteration 8Q (64.701940 sec): 3 clusters Score: Raw -89204.879654 + Penalty 1005.496802 = -88199.382852 nChanged 2 SP:Iteration 9Q (64.703689 sec): 3 clusters Score: Raw -89205.858351 + Penalty 1005.496802 = -88200.361549 nChanged 0 SP:Iteration 10F (64.705645 sec): 3 clusters Score: Raw -89205.858351 + Penalty 1005.496802 = -88200.361549 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.712559 sec): 2 clusters Score: Raw -105979.662346 + Penalty 600.936887 = -105378.725459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.714931 sec): 3 clusters Score: Raw -105327.089954 + Penalty 1201.925699 = -104125.164255 nChanged 461 SP:Iteration 1F (64.717344 sec): 3 clusters Score: Raw -105548.685796 + Penalty 1202.006116 = -104346.679680 nChanged 107 SP:Iteration 2F (64.719686 sec): 3 clusters Score: Raw -105609.505918 + Penalty 1202.337453 = -104407.168465 nChanged 70 SP:Iteration 3F (64.721979 sec): 3 clusters Score: Raw -105647.972396 + Penalty 1203.097028 = -104444.875368 nChanged 49 SP:Iteration 4Q (64.724478 sec): 3 clusters Score: Raw -105673.590910 + Penalty 1204.232596 = -104469.358314 nChanged 45 SP:Iteration 5Q (64.726852 sec): 3 clusters Score: Raw -105698.970736 + Penalty 1206.335875 = -104492.634860 nChanged 46 SP:Iteration 6Q (64.729132 sec): 3 clusters Score: Raw -105730.956786 + Penalty 1210.051694 = -104520.905092 nChanged 52 SP:Iteration 7Q (64.731434 sec): 3 clusters Score: Raw -105765.021114 + Penalty 1214.328365 = -104550.692749 nChanged 41 SP:Iteration 8Q (64.733901 sec): 3 clusters Score: Raw -105792.875649 + Penalty 1220.094050 = -104572.781599 nChanged 48 SP:Iteration 9Q (64.736363 sec): 3 clusters Score: Raw -105828.545003 + Penalty 1226.612380 = -104601.932623 nChanged 43 SP:Iteration 10F (64.738753 sec): 3 clusters Score: Raw -105861.150878 + Penalty 1233.104776 = -104628.046101 nChanged 38 SP:Iteration 11Q (64.741073 sec): 3 clusters Score: Raw -105882.244264 + Penalty 1238.103097 = -104644.141167 nChanged 35 SP:Iteration 12Q (64.743362 sec): 3 clusters Score: Raw -105903.439598 + Penalty 1243.233487 = -104660.206111 nChanged 28 SP:Iteration 13Q (64.745612 sec): 3 clusters Score: Raw -105918.769183 + Penalty 1245.784643 = -104672.984540 nChanged 23 SP:Iteration 14Q (64.747852 sec): 3 clusters Score: Raw -105928.581789 + Penalty 1246.135735 = -104682.446054 nChanged 16 SP:Iteration 15Q (64.750098 sec): 3 clusters Score: Raw -105936.560629 + Penalty 1251.891489 = -104684.669140 nChanged 20 SP:Iteration 16Q (64.752292 sec): 3 clusters Score: Raw -105951.094981 + Penalty 1257.344171 = -104693.750810 nChanged 14 SP:Iteration 17Q (64.754449 sec): 3 clusters Score: Raw -105960.392816 + Penalty 1263.262135 = -104697.130681 nChanged 15 SP:Iteration 18Q (64.756557 sec): 3 clusters Score: Raw -105969.944890 + Penalty 1268.623595 = -104701.321295 nChanged 16 SP:Iteration 19Q (64.758652 sec): 3 clusters Score: Raw -105984.161069 + Penalty 1275.020304 = -104709.140765 nChanged 11 SP:Iteration 20F (64.760929 sec): 3 clusters Score: Raw -105990.176551 + Penalty 1276.190636 = -104713.985915 nChanged 8 SP:Iteration 21Q (64.762986 sec): 3 clusters Score: Raw -105996.155047 + Penalty 1276.260879 = -104719.894168 nChanged 9 SP:Iteration 22Q (64.765038 sec): 3 clusters Score: Raw -106001.327520 + Penalty 1280.559606 = -104720.767914 nChanged 9 SP:Iteration 23Q (64.767251 sec): 3 clusters Score: Raw -106007.288666 + Penalty 1282.097188 = -104725.191478 nChanged 9 SP:Iteration 24Q (64.769468 sec): 3 clusters Score: Raw -106013.487333 + Penalty 1284.072557 = -104729.414776 nChanged 7 SP:Iteration 25Q (64.771595 sec): 3 clusters Score: Raw -106016.319188 + Penalty 1286.606272 = -104729.712917 nChanged 3 SP:Iteration 26Q (64.773600 sec): 3 clusters Score: Raw -106018.439031 + Penalty 1290.188684 = -104728.250347 nChanged 6 SP:Iteration 27F (64.775877 sec): 3 clusters Score: Raw -106021.038761 + Penalty 1292.179131 = -104728.859630 nChanged 3 SP:Iteration 28Q (64.777874 sec): 3 clusters Score: Raw -106022.370146 + Penalty 1291.369176 = -104731.000970 nChanged 1 SP:Iteration 29Q (64.779879 sec): 3 clusters Score: Raw -106023.202274 + Penalty 1291.212892 = -104731.989382 nChanged 1 SP:Iteration 30F (64.782156 sec): 3 clusters Score: Raw -106024.309845 + Penalty 1290.203289 = -104734.106556 nChanged 1 SP:Iteration 31Q (64.784217 sec): 3 clusters Score: Raw -106025.246025 + Penalty 1289.604881 = -104735.641144 nChanged 1 SP:Iteration 32Q (64.786254 sec): 3 clusters Score: Raw -106027.413724 + Penalty 1291.872847 = -104735.540877 nChanged 1 SP:Iteration 33F (64.788571 sec): 3 clusters Score: Raw -106027.899163 + Penalty 1293.737518 = -104734.161645 nChanged 1 SP:Iteration 34F (64.790867 sec): 3 clusters Score: Raw -106027.998738 + Penalty 1295.583137 = -104732.415601 nChanged 1 SP:Iteration 35F (64.793141 sec): 3 clusters Score: Raw -106028.772504 + Penalty 1297.264362 = -104731.508142 nChanged 1 SP:Iteration 36F (64.795416 sec): 3 clusters Score: Raw -106029.283035 + Penalty 1297.264362 = -104732.018673 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.800120 sec): 2 clusters Score: Raw -101000.893497 + Penalty 886.908567 = -100113.984930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.802545 sec): 3 clusters Score: Raw -100540.596052 + Penalty 1773.767934 = -98766.828117 nChanged 333 SP:Iteration 1F (64.804747 sec): 3 clusters Score: Raw -100782.282478 + Penalty 1773.779402 = -99008.503076 nChanged 96 SP:Iteration 2F (64.806923 sec): 3 clusters Score: Raw -100849.487157 + Penalty 1773.903309 = -99075.583848 nChanged 53 SP:Iteration 3Q (64.809102 sec): 3 clusters Score: Raw -100890.037039 + Penalty 1773.978615 = -99116.058424 nChanged 37 SP:Iteration 4Q (64.811337 sec): 3 clusters Score: Raw -100928.254836 + Penalty 1773.990455 = -99154.264381 nChanged 28 SP:Iteration 5Q (64.813587 sec): 3 clusters Score: Raw -100945.743398 + Penalty 1774.011500 = -99171.731898 nChanged 25 SP:Iteration 6Q (64.815784 sec): 3 clusters Score: Raw -100963.153351 + Penalty 1774.024265 = -99189.129086 nChanged 17 SP:Iteration 7Q (64.817972 sec): 3 clusters Score: Raw -100973.526819 + Penalty 1773.954388 = -99199.572431 nChanged 7 SP:Iteration 8Q (64.820133 sec): 3 clusters Score: Raw -100978.481787 + Penalty 1774.022124 = -99204.459664 nChanged 8 SP:Iteration 9Q (64.822323 sec): 3 clusters Score: Raw -100981.909981 + Penalty 1774.031656 = -99207.878325 nChanged 12 SP:Iteration 10F (64.824566 sec): 3 clusters Score: Raw -100987.449342 + Penalty 1774.022244 = -99213.427098 nChanged 6 SP:Iteration 11Q (64.826912 sec): 3 clusters Score: Raw -100990.525450 + Penalty 1774.040097 = -99216.485353 nChanged 5 SP:Iteration 12Q (64.829131 sec): 3 clusters Score: Raw -100993.990419 + Penalty 1774.080181 = -99219.910238 nChanged 6 SP:Iteration 13Q (64.831282 sec): 3 clusters Score: Raw -100996.536689 + Penalty 1774.106837 = -99222.429852 nChanged 4 SP:Iteration 14Q (64.833583 sec): 3 clusters Score: Raw -100999.446223 + Penalty 1774.176311 = -99225.269913 nChanged 5 SP:Iteration 15Q (64.835914 sec): 3 clusters Score: Raw -101001.799476 + Penalty 1774.222986 = -99227.576490 nChanged 2 SP:Iteration 16Q (64.838142 sec): 3 clusters Score: Raw -101003.263980 + Penalty 1774.225940 = -99229.038040 nChanged 4 SP:Iteration 17Q (64.840310 sec): 3 clusters Score: Raw -101005.728712 + Penalty 1774.210964 = -99231.517748 nChanged 3 SP:Iteration 18Q (64.842523 sec): 3 clusters Score: Raw -101008.614228 + Penalty 1774.167536 = -99234.446691 nChanged 3 SP:Iteration 19Q (64.844732 sec): 3 clusters Score: Raw -101010.308770 + Penalty 1774.150730 = -99236.158040 nChanged 1 SP:Iteration 20F (64.846916 sec): 3 clusters Score: Raw -101010.510156 + Penalty 1774.156238 = -99236.353918 nChanged 1 SP:Iteration 21Q (64.849111 sec): 3 clusters Score: Raw -101010.559569 + Penalty 1774.156238 = -99236.403331 nChanged 0 SP:Iteration 22F (64.851508 sec): 3 clusters Score: Raw -101010.559569 + Penalty 1774.156238 = -99236.403331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.853115 sec): 2 clusters Score: Raw -14841.268726 + Penalty 401.202147 = -14440.066579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.853654 sec): 3 clusters Score: Raw -14790.362458 + Penalty 802.438340 = -13987.924118 nChanged 32 SP:Iteration 1F (64.854170 sec): 3 clusters Score: Raw -14821.020194 + Penalty 802.703606 = -14018.316589 nChanged 9 SP:Iteration 2F (64.854711 sec): 3 clusters Score: Raw -14829.791387 + Penalty 803.719330 = -14026.072058 nChanged 5 SP:Iteration 3Q (64.855218 sec): 3 clusters Score: Raw -14836.664800 + Penalty 805.283219 = -14031.381581 nChanged 4 SP:Iteration 4Q (64.855723 sec): 3 clusters Score: Raw -14839.439489 + Penalty 806.143363 = -14033.296126 nChanged 3 SP:Iteration 5Q (64.856228 sec): 3 clusters Score: Raw -14844.465281 + Penalty 807.662577 = -14036.802705 nChanged 4 SP:Iteration 6Q (64.856730 sec): 3 clusters Score: Raw -14849.265982 + Penalty 808.448807 = -14040.817175 nChanged 1 SP:Iteration 7Q (64.857232 sec): 3 clusters Score: Raw -14850.569294 + Penalty 808.448807 = -14042.120487 nChanged 0 SP:Iteration 8F (64.857741 sec): 3 clusters Score: Raw -14850.569294 + Penalty 808.448807 = -14042.120487 nChanged 0 Memory request: 0.06 GB would take us to total of 0.38 GB. Trying to split cluster 9 (13760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.918999 sec): 2 clusters Score: Raw -1094171.278172 + Penalty 157.347320 = -1094013.930852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.945522 sec): 3 clusters Score: Raw -1085003.996092 + Penalty 401.267357 = -1084602.728735 nChanged 6501 SP:Iteration 1F (64.970877 sec): 3 clusters Score: Raw -1090454.164686 + Penalty 485.764022 = -1089968.400664 nChanged 1525 SP:Iteration 2F (64.995902 sec): 3 clusters Score: Raw -1092100.500157 + Penalty 604.450754 = -1091496.049403 nChanged 1005 SP:Iteration 3F (65.021796 sec): 3 clusters Score: Raw -1093294.992827 + Penalty 669.947549 = -1092625.045278 nChanged 457 SP:Iteration 4Q (65.044464 sec): 3 clusters Score: Raw -1093659.237234 + Penalty 715.215103 = -1092944.022131 nChanged 286 SP:Iteration 5Q (65.065621 sec): 3 clusters Score: Raw -1093885.551701 + Penalty 741.674132 = -1093143.877569 nChanged 181 SP:Iteration 6Q (65.086445 sec): 3 clusters Score: Raw -1094040.045405 + Penalty 767.268758 = -1093272.776646 nChanged 95 SP:Iteration 7Q (65.106626 sec): 3 clusters Score: Raw -1094115.593547 + Penalty 765.950836 = -1093349.642711 nChanged 51 SP:Iteration 8Q (65.126052 sec): 3 clusters Score: Raw -1094158.996498 + Penalty 784.091841 = -1093374.904657 nChanged 20 SP:Iteration 9Q (65.146282 sec): 3 clusters Score: Raw -1094173.916181 + Penalty 802.951917 = -1093370.964264 nChanged 15 SP:Iteration 10F (65.172382 sec): 3 clusters Score: Raw -1094186.063136 + Penalty 818.749055 = -1093367.314081 nChanged 11 SP:Iteration 11F (65.197117 sec): 3 clusters Score: Raw -1094199.934164 + Penalty 841.246312 = -1093358.687852 nChanged 6 SP:Iteration 12F (65.222650 sec): 3 clusters Score: Raw -1094209.905768 + Penalty 844.686202 = -1093365.219566 nChanged 3 SP:Iteration 13Q (65.242260 sec): 3 clusters Score: Raw -1094214.603912 + Penalty 849.205331 = -1093365.398581 nChanged 1 SP:Iteration 14Q (65.261372 sec): 3 clusters Score: Raw -1094215.454902 + Penalty 849.205331 = -1093366.249571 nChanged 0 SP:Iteration 15F (65.286501 sec): 3 clusters Score: Raw -1094215.454902 + Penalty 849.205331 = -1093366.249571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.295759 sec): 2 clusters Score: Raw -20236.187717 + Penalty 227.213754 = -20008.973963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.296384 sec): 3 clusters Score: Raw -20114.177978 + Penalty 455.292031 = -19658.885947 nChanged 69 SP:Iteration 1F (65.296995 sec): 3 clusters Score: Raw -20156.496458 + Penalty 455.279794 = -19701.216664 nChanged 22 SP:Iteration 2F (65.297606 sec): 3 clusters Score: Raw -20175.772351 + Penalty 457.181213 = -19718.591138 nChanged 11 SP:Iteration 3Q (65.298221 sec): 3 clusters Score: Raw -20185.874559 + Penalty 456.544110 = -19729.330449 nChanged 7 SP:Iteration 4Q (65.298829 sec): 3 clusters Score: Raw -20194.165559 + Penalty 456.663608 = -19737.501951 nChanged 3 SP:Iteration 5Q (65.299433 sec): 3 clusters Score: Raw -20197.893192 + Penalty 456.770785 = -19741.122407 nChanged 2 SP:Iteration 6Q (65.300069 sec): 3 clusters Score: Raw -20199.168696 + Penalty 457.142324 = -19742.026372 nChanged 1 SP:Iteration 7Q (65.300756 sec): 3 clusters Score: Raw -20199.537997 + Penalty 457.416281 = -19742.121716 nChanged 1 SP:Iteration 8Q (65.301388 sec): 3 clusters Score: Raw -20199.607537 + Penalty 457.436344 = -19742.171193 nChanged 1 SP:Iteration 9Q (65.302027 sec): 3 clusters Score: Raw -20199.828799 + Penalty 457.436344 = -19742.392455 nChanged 0 SP:Iteration 10F (65.302656 sec): 3 clusters Score: Raw -20199.828799 + Penalty 457.436344 = -19742.392455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.304750 sec): 2 clusters Score: Raw -16257.545635 + Penalty 215.833058 = -16041.712577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.305359 sec): 3 clusters Score: Raw -16247.003280 + Penalty 433.268932 = -15813.734348 nChanged 66 SP:Iteration 1F (65.305946 sec): 3 clusters Score: Raw -16326.343070 + Penalty 435.425391 = -15890.917679 nChanged 15 SP:Iteration 2F (65.306531 sec): 3 clusters Score: Raw -16349.243030 + Penalty 434.637342 = -15914.605687 nChanged 9 SP:Iteration 3Q (65.307094 sec): 3 clusters Score: Raw -16359.595915 + Penalty 429.643897 = -15929.952017 nChanged 7 SP:Iteration 4Q (65.307648 sec): 3 clusters Score: Raw -16367.629179 + Penalty 431.434886 = -15936.194293 nChanged 4 SP:Iteration 5Q (65.308222 sec): 3 clusters Score: Raw -16370.489475 + Penalty 429.945162 = -15940.544313 nChanged 3 SP:Iteration 6Q (65.308774 sec): 3 clusters Score: Raw -16374.809373 + Penalty 433.005605 = -15941.803768 nChanged 3 SP:Iteration 7Q (65.309314 sec): 3 clusters Score: Raw -16377.410178 + Penalty 433.005605 = -15944.404573 nChanged 0 SP:Iteration 8F (65.309929 sec): 3 clusters Score: Raw -16377.410178 + Penalty 433.005605 = -15944.404573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.311879 sec): 2 clusters Score: Raw -28483.599903 + Penalty 578.428872 = -27905.171031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.312695 sec): 3 clusters Score: Raw -28381.417689 + Penalty 1157.009571 = -27224.408119 nChanged 72 SP:Iteration 1F (65.313485 sec): 3 clusters Score: Raw -28475.194159 + Penalty 1156.845550 = -27318.348609 nChanged 19 SP:Iteration 2F (65.314251 sec): 3 clusters Score: Raw -28499.827301 + Penalty 1156.865630 = -27342.961671 nChanged 7 SP:Iteration 3Q (65.315002 sec): 3 clusters Score: Raw -28506.570027 + Penalty 1156.890826 = -27349.679201 nChanged 3 SP:Iteration 4Q (65.315745 sec): 3 clusters Score: Raw -28509.688320 + Penalty 1156.976682 = -27352.711639 nChanged 3 SP:Iteration 5Q (65.316486 sec): 3 clusters Score: Raw -28516.723601 + Penalty 1157.005263 = -27359.718339 nChanged 2 SP:Iteration 6Q (65.317262 sec): 3 clusters Score: Raw -28519.032997 + Penalty 1157.005263 = -27362.027734 nChanged 0 SP:Iteration 7F (65.318011 sec): 3 clusters Score: Raw -28519.032997 + Penalty 1157.005263 = -27362.027734 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.323407 sec): 2 clusters Score: Raw -94316.567809 + Penalty 461.974576 = -93854.593233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.325527 sec): 3 clusters Score: Raw -93753.665101 + Penalty 922.290420 = -92831.374681 nChanged 401 SP:Iteration 1F (65.327593 sec): 3 clusters Score: Raw -93977.016815 + Penalty 921.034377 = -93055.982438 nChanged 108 SP:Iteration 2F (65.329658 sec): 3 clusters Score: Raw -94035.553784 + Penalty 919.202563 = -93116.351221 nChanged 73 SP:Iteration 3F (65.331716 sec): 3 clusters Score: Raw -94080.631625 + Penalty 920.919043 = -93159.712582 nChanged 63 SP:Iteration 4F (65.333938 sec): 3 clusters Score: Raw -94121.517946 + Penalty 922.699807 = -93198.818139 nChanged 60 SP:Iteration 5F (65.336107 sec): 3 clusters Score: Raw -94164.976026 + Penalty 922.540751 = -93242.435275 nChanged 57 SP:Iteration 6F (65.338341 sec): 3 clusters Score: Raw -94204.545582 + Penalty 920.766908 = -93283.778673 nChanged 39 SP:Iteration 7Q (65.340490 sec): 3 clusters Score: Raw -94238.795289 + Penalty 921.050750 = -93317.744540 nChanged 28 SP:Iteration 8Q (65.342611 sec): 3 clusters Score: Raw -94263.622917 + Penalty 921.436550 = -93342.186367 nChanged 15 SP:Iteration 9Q (65.344689 sec): 3 clusters Score: Raw -94274.652987 + Penalty 917.921353 = -93356.731634 nChanged 10 SP:Iteration 10F (65.346792 sec): 3 clusters Score: Raw -94283.796113 + Penalty 911.223883 = -93372.572229 nChanged 13 SP:Iteration 11Q (65.348903 sec): 3 clusters Score: Raw -94295.164041 + Penalty 900.193870 = -93394.970172 nChanged 13 SP:Iteration 12Q (65.351018 sec): 3 clusters Score: Raw -94306.328419 + Penalty 896.725925 = -93409.602494 nChanged 11 SP:Iteration 13Q (65.353144 sec): 3 clusters Score: Raw -94316.845211 + Penalty 883.709954 = -93433.135257 nChanged 15 SP:Iteration 14Q (65.355221 sec): 3 clusters Score: Raw -94331.896883 + Penalty 879.980915 = -93451.915968 nChanged 8 SP:Iteration 15Q (65.357243 sec): 3 clusters Score: Raw -94335.890023 + Penalty 885.573363 = -93450.316660 nChanged 3 SP:Iteration 16F (65.359374 sec): 3 clusters Score: Raw -94337.323125 + Penalty 885.810938 = -93451.512188 nChanged 5 SP:Iteration 17Q (65.361572 sec): 3 clusters Score: Raw -94340.646832 + Penalty 886.622994 = -93454.023838 nChanged 3 SP:Iteration 18Q (65.363677 sec): 3 clusters Score: Raw -94343.160615 + Penalty 887.057910 = -93456.102705 nChanged 2 SP:Iteration 19Q (65.365668 sec): 3 clusters Score: Raw -94344.630653 + Penalty 887.057910 = -93457.572743 nChanged 0 SP:Iteration 20F (65.367884 sec): 3 clusters Score: Raw -94344.630653 + Penalty 887.057910 = -93457.572743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.371789 sec): 2 clusters Score: Raw -88802.668149 + Penalty 598.229003 = -88204.439146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.373781 sec): 3 clusters Score: Raw -88263.293213 + Penalty 1198.515927 = -87064.777286 nChanged 373 SP:Iteration 1F (65.375716 sec): 3 clusters Score: Raw -88461.020877 + Penalty 1202.922144 = -87258.098733 nChanged 113 SP:Iteration 2F (65.377647 sec): 3 clusters Score: Raw -88534.053924 + Penalty 1206.194232 = -87327.859692 nChanged 66 SP:Iteration 3F (65.379577 sec): 3 clusters Score: Raw -88582.637038 + Penalty 1212.583901 = -87370.053137 nChanged 59 SP:Iteration 4F (65.381504 sec): 3 clusters Score: Raw -88627.586712 + Penalty 1217.907382 = -87409.679329 nChanged 44 SP:Iteration 5Q (65.383473 sec): 3 clusters Score: Raw -88661.621499 + Penalty 1224.738576 = -87436.882922 nChanged 37 SP:Iteration 6Q (65.385447 sec): 3 clusters Score: Raw -88690.309991 + Penalty 1231.467962 = -87458.842029 nChanged 38 SP:Iteration 7Q (65.387395 sec): 3 clusters Score: Raw -88715.935856 + Penalty 1237.425698 = -87478.510158 nChanged 27 SP:Iteration 8Q (65.389306 sec): 3 clusters Score: Raw -88734.669449 + Penalty 1243.639619 = -87491.029830 nChanged 28 SP:Iteration 9Q (65.391157 sec): 3 clusters Score: Raw -88751.357878 + Penalty 1247.413209 = -87503.944669 nChanged 12 SP:Iteration 10F (65.393079 sec): 3 clusters Score: Raw -88758.932645 + Penalty 1251.433767 = -87507.498878 nChanged 11 SP:Iteration 11Q (65.394946 sec): 3 clusters Score: Raw -88764.476135 + Penalty 1255.857743 = -87508.618392 nChanged 8 SP:Iteration 12Q (65.396810 sec): 3 clusters Score: Raw -88769.054587 + Penalty 1260.526800 = -87508.527787 nChanged 10 SP:Iteration 13F (65.398780 sec): 3 clusters Score: Raw -88774.077100 + Penalty 1264.387579 = -87509.689522 nChanged 7 SP:Iteration 14Q (65.400701 sec): 3 clusters Score: Raw -88778.666902 + Penalty 1270.918130 = -87507.748772 nChanged 14 SP:Iteration 15F (65.402796 sec): 3 clusters Score: Raw -88791.981771 + Penalty 1283.092602 = -87508.889169 nChanged 22 SP:Iteration 16Q (65.404716 sec): 3 clusters Score: Raw -88822.809402 + Penalty 1294.246671 = -87528.562731 nChanged 21 SP:Iteration 17Q (65.406482 sec): 3 clusters Score: Raw -88853.585672 + Penalty 1298.405199 = -87555.180473 nChanged 11 SP:Iteration 18Q (65.408189 sec): 3 clusters Score: Raw -88873.862974 + Penalty 1308.281022 = -87565.581951 nChanged 11 SP:Iteration 19Q (65.409860 sec): 3 clusters Score: Raw -88885.557543 + Penalty 1310.026019 = -87575.531524 nChanged 6 SP:Iteration 20F (65.411846 sec): 3 clusters Score: Raw -88892.180598 + Penalty 1309.081012 = -87583.099586 nChanged 2 SP:Iteration 21Q (65.413530 sec): 3 clusters Score: Raw -88894.529904 + Penalty 1311.897906 = -87582.631998 nChanged 2 SP:Iteration 22F (65.415488 sec): 3 clusters Score: Raw -88896.032898 + Penalty 1311.897906 = -87584.134992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.417361 sec): 2 clusters Score: Raw -34391.416825 + Penalty 620.511136 = -33770.905688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.418308 sec): 3 clusters Score: Raw -34254.114073 + Penalty 1241.253985 = -33012.860088 nChanged 102 SP:Iteration 1F (65.419207 sec): 3 clusters Score: Raw -34334.098828 + Penalty 1241.016787 = -33093.082040 nChanged 23 SP:Iteration 2F (65.420101 sec): 3 clusters Score: Raw -34359.666344 + Penalty 1240.405178 = -33119.261166 nChanged 15 SP:Iteration 3Q (65.420989 sec): 3 clusters Score: Raw -34382.976333 + Penalty 1236.370380 = -33146.605953 nChanged 15 SP:Iteration 4Q (65.421876 sec): 3 clusters Score: Raw -34400.587812 + Penalty 1239.033546 = -33161.554267 nChanged 14 SP:Iteration 5Q (65.422760 sec): 3 clusters Score: Raw -34414.466551 + Penalty 1238.170931 = -33176.295620 nChanged 10 SP:Iteration 6Q (65.423639 sec): 3 clusters Score: Raw -34423.743283 + Penalty 1243.131093 = -33180.612190 nChanged 9 SP:Iteration 7Q (65.424526 sec): 3 clusters Score: Raw -34435.648068 + Penalty 1244.423736 = -33191.224332 nChanged 6 SP:Iteration 8Q (65.425405 sec): 3 clusters Score: Raw -34443.710711 + Penalty 1237.820280 = -33205.890431 nChanged 7 SP:Iteration 9Q (65.426281 sec): 3 clusters Score: Raw -34452.660069 + Penalty 1235.978932 = -33216.681137 nChanged 2 SP:Iteration 10F (65.427172 sec): 3 clusters Score: Raw -34455.070144 + Penalty 1235.978932 = -33219.091212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.428206 sec): 2 clusters Score: Raw -16734.437779 + Penalty 475.363692 = -16259.074087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.428788 sec): 3 clusters Score: Raw -16680.801588 + Penalty 958.883831 = -15721.917757 nChanged 33 SP:Iteration 1F (65.429360 sec): 3 clusters Score: Raw -16732.209219 + Penalty 958.934661 = -15773.274558 nChanged 13 SP:Iteration 2F (65.429931 sec): 3 clusters Score: Raw -16753.466461 + Penalty 959.523237 = -15793.943223 nChanged 4 SP:Iteration 3Q (65.430498 sec): 3 clusters Score: Raw -16761.706217 + Penalty 959.070243 = -15802.635974 nChanged 1 SP:Iteration 4Q (65.431056 sec): 3 clusters Score: Raw -16762.615368 + Penalty 959.938716 = -15802.676652 nChanged 1 SP:Iteration 5Q (65.431615 sec): 3 clusters Score: Raw -16763.616197 + Penalty 961.924831 = -15801.691365 nChanged 2 SP:Iteration 6F (65.432186 sec): 3 clusters Score: Raw -16768.755939 + Penalty 963.327846 = -15805.428093 nChanged 1 SP:Iteration 7Q (65.432745 sec): 3 clusters Score: Raw -16769.807987 + Penalty 963.595707 = -15806.212280 nChanged 1 SP:Iteration 8Q (65.433302 sec): 3 clusters Score: Raw -16770.132704 + Penalty 963.595707 = -15806.536996 nChanged 0 SP:Iteration 9F (65.433949 sec): 3 clusters Score: Raw -16770.132704 + Penalty 963.595707 = -15806.536996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 18 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.434988 sec): 2 clusters Score: Raw -17886.015294 + Penalty 347.105056 = -17538.910238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.435578 sec): 3 clusters Score: Raw -17811.874144 + Penalty 712.458784 = -17099.415360 nChanged 47 SP:Iteration 1F (65.436154 sec): 3 clusters Score: Raw -17855.891044 + Penalty 722.592677 = -17133.298367 nChanged 15 SP:Iteration 2F (65.436731 sec): 3 clusters Score: Raw -17877.796745 + Penalty 737.693116 = -17140.103629 nChanged 11 SP:Iteration 3F (65.437305 sec): 3 clusters Score: Raw -17888.705955 + Penalty 751.307825 = -17137.398130 nChanged 8 SP:Iteration 4F (65.437879 sec): 3 clusters Score: Raw -17897.362636 + Penalty 755.939372 = -17141.423264 nChanged 7 SP:Iteration 5Q (65.438443 sec): 3 clusters Score: Raw -17904.584824 + Penalty 760.468469 = -17144.116355 nChanged 4 SP:Iteration 6Q (65.439003 sec): 3 clusters Score: Raw -17906.665775 + Penalty 764.111160 = -17142.554614 nChanged 3 SP:Iteration 7F (65.439588 sec): 3 clusters Score: Raw -17910.867698 + Penalty 762.966941 = -17147.900757 nChanged 3 SP:Iteration 8Q (65.440151 sec): 3 clusters Score: Raw -17916.124472 + Penalty 770.794524 = -17145.329948 nChanged 3 SP:Iteration 9F (65.440727 sec): 3 clusters Score: Raw -17918.943782 + Penalty 770.794524 = -17148.149258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.442489 sec): 2 clusters Score: Raw -40619.733632 + Penalty 377.206376 = -40242.527256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.443549 sec): 3 clusters Score: Raw -40415.597595 + Penalty 756.107800 = -39659.489795 nChanged 155 SP:Iteration 1F (65.444588 sec): 3 clusters Score: Raw -40544.620262 + Penalty 759.477130 = -39785.143132 nChanged 37 SP:Iteration 2F (65.445594 sec): 3 clusters Score: Raw -40576.190794 + Penalty 760.912962 = -39815.277832 nChanged 21 SP:Iteration 3Q (65.446584 sec): 3 clusters Score: Raw -40593.766898 + Penalty 761.443965 = -39832.322933 nChanged 14 SP:Iteration 4Q (65.447577 sec): 3 clusters Score: Raw -40602.567828 + Penalty 762.695865 = -39839.871963 nChanged 9 SP:Iteration 5Q (65.448570 sec): 3 clusters Score: Raw -40605.540341 + Penalty 764.438631 = -39841.101710 nChanged 3 SP:Iteration 6Q (65.449557 sec): 3 clusters Score: Raw -40606.682051 + Penalty 763.925403 = -39842.756649 nChanged 2 SP:Iteration 7Q (65.450559 sec): 3 clusters Score: Raw -40608.340792 + Penalty 765.767185 = -39842.573607 nChanged 3 SP:Iteration 8F (65.451552 sec): 3 clusters Score: Raw -40610.966219 + Penalty 765.446059 = -39845.520160 nChanged 4 SP:Iteration 9Q (65.452540 sec): 3 clusters Score: Raw -40612.676793 + Penalty 766.192010 = -39846.484782 nChanged 1 SP:Iteration 10F (65.453561 sec): 3 clusters Score: Raw -40613.128142 + Penalty 766.748010 = -39846.380132 nChanged 1 SP:Iteration 11F (65.454562 sec): 3 clusters Score: Raw -40613.880408 + Penalty 769.000234 = -39844.880174 nChanged 2 SP:Iteration 12F (65.455555 sec): 3 clusters Score: Raw -40616.161714 + Penalty 770.587210 = -39845.574504 nChanged 3 SP:Iteration 13Q (65.456546 sec): 3 clusters Score: Raw -40619.086970 + Penalty 770.304373 = -39848.782596 nChanged 1 SP:Iteration 14Q (65.457531 sec): 3 clusters Score: Raw -40620.407509 + Penalty 770.304373 = -39850.103136 nChanged 0 SP:Iteration 15F (65.458531 sec): 3 clusters Score: Raw -40620.407509 + Penalty 770.304373 = -39850.103136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 21 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.460676 sec): 2 clusters Score: Raw -46245.062481 + Penalty 829.106773 = -45415.955708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.462085 sec): 3 clusters Score: Raw -46083.165649 + Penalty 1658.174347 = -44424.991302 nChanged 155 SP:Iteration 1F (65.463399 sec): 3 clusters Score: Raw -46245.958323 + Penalty 1658.209485 = -44587.748838 nChanged 50 SP:Iteration 2F (65.464690 sec): 3 clusters Score: Raw -46335.075438 + Penalty 1658.152853 = -44676.922585 nChanged 19 SP:Iteration 3Q (65.465899 sec): 3 clusters Score: Raw -46362.369725 + Penalty 1658.180803 = -44704.188922 nChanged 17 SP:Iteration 4Q (65.467078 sec): 3 clusters Score: Raw -46387.978828 + Penalty 1658.051882 = -44729.926946 nChanged 16 SP:Iteration 5Q (65.468304 sec): 3 clusters Score: Raw -46426.193546 + Penalty 1657.920341 = -44768.273205 nChanged 15 SP:Iteration 6Q (65.469496 sec): 3 clusters Score: Raw -46448.139823 + Penalty 1657.896024 = -44790.243799 nChanged 6 SP:Iteration 7Q (65.470716 sec): 3 clusters Score: Raw -46455.209276 + Penalty 1657.980789 = -44797.228487 nChanged 7 SP:Iteration 8Q (65.471928 sec): 3 clusters Score: Raw -46464.558593 + Penalty 1657.985473 = -44806.573120 nChanged 4 SP:Iteration 9Q (65.473135 sec): 3 clusters Score: Raw -46473.144316 + Penalty 1658.066141 = -44815.078175 nChanged 5 SP:Iteration 10F (65.474362 sec): 3 clusters Score: Raw -46476.175295 + Penalty 1658.068617 = -44818.106678 nChanged 2 SP:Iteration 11Q (65.475510 sec): 3 clusters Score: Raw -46477.384568 + Penalty 1658.039047 = -44819.345521 nChanged 2 SP:Iteration 12Q (65.476681 sec): 3 clusters Score: Raw -46479.137989 + Penalty 1658.018771 = -44821.119219 nChanged 1 SP:Iteration 13Q (65.477826 sec): 3 clusters Score: Raw -46480.668343 + Penalty 1658.000167 = -44822.668176 nChanged 1 SP:Iteration 14Q (65.478976 sec): 3 clusters Score: Raw -46481.562310 + Penalty 1658.000167 = -44823.562143 nChanged 0 SP:Iteration 15F (65.480186 sec): 3 clusters Score: Raw -46481.562310 + Penalty 1658.000167 = -44823.562143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.482161 sec): 2 clusters Score: Raw -50188.229243 + Penalty 820.650570 = -49367.578673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.483385 sec): 3 clusters Score: Raw -50041.578496 + Penalty 1640.738394 = -48400.840102 nChanged 142 SP:Iteration 1F (65.484609 sec): 3 clusters Score: Raw -50187.010242 + Penalty 1640.288795 = -48546.721447 nChanged 35 SP:Iteration 2F (65.485815 sec): 3 clusters Score: Raw -50236.004231 + Penalty 1640.564477 = -48595.439754 nChanged 15 SP:Iteration 3Q (65.486965 sec): 3 clusters Score: Raw -50248.140449 + Penalty 1641.419110 = -48606.721339 nChanged 11 SP:Iteration 4Q (65.488118 sec): 3 clusters Score: Raw -50256.860881 + Penalty 1642.065772 = -48614.795109 nChanged 6 SP:Iteration 5Q (65.489259 sec): 3 clusters Score: Raw -50261.955741 + Penalty 1642.398384 = -48619.557357 nChanged 5 SP:Iteration 6Q (65.490399 sec): 3 clusters Score: Raw -50264.728552 + Penalty 1642.717306 = -48622.011246 nChanged 7 SP:Iteration 7Q (65.491541 sec): 3 clusters Score: Raw -50274.577472 + Penalty 1643.191681 = -48631.385791 nChanged 3 SP:Iteration 8Q (65.492680 sec): 3 clusters Score: Raw -50276.150177 + Penalty 1643.462996 = -48632.687181 nChanged 3 SP:Iteration 9Q (65.493803 sec): 3 clusters Score: Raw -50278.358108 + Penalty 1643.462996 = -48634.895113 nChanged 0 SP:Iteration 10F (65.494952 sec): 3 clusters Score: Raw -50278.358108 + Penalty 1643.462996 = -48634.895113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.495882 sec): 2 clusters Score: Raw -13677.843113 + Penalty 367.275305 = -13310.567808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.496365 sec): 3 clusters Score: Raw -13630.128529 + Penalty 737.624893 = -12892.503636 nChanged 31 SP:Iteration 1F (65.496840 sec): 3 clusters Score: Raw -13676.275475 + Penalty 737.010284 = -12939.265191 nChanged 11 SP:Iteration 2F (65.497345 sec): 3 clusters Score: Raw -13688.499799 + Penalty 734.161876 = -12954.337922 nChanged 3 SP:Iteration 3Q (65.497813 sec): 3 clusters Score: Raw -13693.090958 + Penalty 731.322995 = -12961.767963 nChanged 1 SP:Iteration 4Q (65.498284 sec): 3 clusters Score: Raw -13695.897768 + Penalty 731.322995 = -12964.574772 nChanged 0 SP:Iteration 5F (65.498758 sec): 3 clusters Score: Raw -13695.897768 + Penalty 731.322995 = -12964.574772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.500366 sec): 2 clusters Score: Raw -40440.853567 + Penalty 290.549677 = -40150.303891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.501388 sec): 3 clusters Score: Raw -40208.050392 + Penalty 592.901200 = -39615.149192 nChanged 166 SP:Iteration 1F (65.502383 sec): 3 clusters Score: Raw -40355.477953 + Penalty 596.486744 = -39758.991209 nChanged 42 SP:Iteration 2F (65.503471 sec): 3 clusters Score: Raw -40402.668920 + Penalty 603.104497 = -39799.564422 nChanged 22 SP:Iteration 3Q (65.504482 sec): 3 clusters Score: Raw -40434.328531 + Penalty 604.887614 = -39829.440918 nChanged 15 SP:Iteration 4Q (65.505427 sec): 3 clusters Score: Raw -40454.796301 + Penalty 609.124602 = -39845.671699 nChanged 10 SP:Iteration 5Q (65.506349 sec): 3 clusters Score: Raw -40471.279285 + Penalty 610.414855 = -39860.864430 nChanged 10 SP:Iteration 6Q (65.507256 sec): 3 clusters Score: Raw -40484.250393 + Penalty 610.115078 = -39874.135315 nChanged 5 SP:Iteration 7Q (65.508152 sec): 3 clusters Score: Raw -40487.498833 + Penalty 610.115078 = -39877.383755 nChanged 0 SP:Iteration 8F (65.509143 sec): 3 clusters Score: Raw -40487.498833 + Penalty 610.115078 = -39877.383755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.509858 sec): 2 clusters Score: Raw -6925.126979 + Penalty 197.913980 = -6727.212999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.510234 sec): 3 clusters Score: Raw -6901.194410 + Penalty 393.042210 = -6508.152200 nChanged 18 SP:Iteration 1F (65.510599 sec): 3 clusters Score: Raw -6916.937891 + Penalty 395.827961 = -6521.109930 nChanged 6 SP:Iteration 2F (65.510961 sec): 3 clusters Score: Raw -6927.573181 + Penalty 393.790108 = -6533.783073 nChanged 5 SP:Iteration 3F (65.511325 sec): 3 clusters Score: Raw -6933.783723 + Penalty 395.827961 = -6537.955762 nChanged 1 SP:Iteration 4Q (65.511698 sec): 3 clusters Score: Raw -6934.640205 + Penalty 395.827961 = -6538.812244 nChanged 0 SP:Iteration 5F (65.512063 sec): 3 clusters Score: Raw -6934.640205 + Penalty 395.827961 = -6538.812244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.512660 sec): 2 clusters Score: Raw -3921.493106 + Penalty 206.968254 = -3714.524852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.512963 sec): 3 clusters Score: Raw -3924.269385 + Penalty 413.399932 = -3510.869453 nChanged 2 SP:Iteration 1Q (65.513259 sec): 3 clusters Score: Raw -3929.581308 + Penalty 413.399932 = -3516.181376 nChanged 0 SP:Iteration 2F (65.513552 sec): 3 clusters Score: Raw -3929.581308 + Penalty 413.399932 = -3516.181376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.515096 sec): 2 clusters Score: Raw -31936.132725 + Penalty 517.943491 = -31418.189234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.516027 sec): 3 clusters Score: Raw -31812.704579 + Penalty 1035.255144 = -30777.449435 nChanged 106 SP:Iteration 1F (65.516947 sec): 3 clusters Score: Raw -31900.525246 + Penalty 1032.987377 = -30867.537869 nChanged 25 SP:Iteration 2F (65.517863 sec): 3 clusters Score: Raw -31930.796471 + Penalty 1031.784400 = -30899.012071 nChanged 17 SP:Iteration 3Q (65.518735 sec): 3 clusters Score: Raw -31944.838945 + Penalty 1031.132963 = -30913.705982 nChanged 6 SP:Iteration 4Q (65.519601 sec): 3 clusters Score: Raw -31951.956205 + Penalty 1030.796237 = -30921.159968 nChanged 6 SP:Iteration 5Q (65.520464 sec): 3 clusters Score: Raw -31956.325536 + Penalty 1030.259999 = -30926.065538 nChanged 6 SP:Iteration 6Q (65.521327 sec): 3 clusters Score: Raw -31962.473162 + Penalty 1031.053849 = -30931.419313 nChanged 6 SP:Iteration 7Q (65.522190 sec): 3 clusters Score: Raw -31970.665594 + Penalty 1031.393944 = -30939.271650 nChanged 4 SP:Iteration 8Q (65.523050 sec): 3 clusters Score: Raw -31979.655393 + Penalty 1032.750531 = -30946.904862 nChanged 5 SP:Iteration 9Q (65.523909 sec): 3 clusters Score: Raw -31994.689259 + Penalty 1032.508572 = -30962.180687 nChanged 8 SP:Iteration 10F (65.524784 sec): 3 clusters Score: Raw -32005.036021 + Penalty 1032.160783 = -30972.875238 nChanged 6 SP:Iteration 11Q (65.525638 sec): 3 clusters Score: Raw -32011.775153 + Penalty 1032.363938 = -30979.411216 nChanged 8 SP:Iteration 12Q (65.526491 sec): 3 clusters Score: Raw -32022.050469 + Penalty 1031.749004 = -30990.301464 nChanged 4 SP:Iteration 13Q (65.527342 sec): 3 clusters Score: Raw -32026.457962 + Penalty 1031.753030 = -30994.704932 nChanged 3 SP:Iteration 14Q (65.528196 sec): 3 clusters Score: Raw -32034.136620 + Penalty 1032.078664 = -31002.057955 nChanged 2 SP:Iteration 15Q (65.529045 sec): 3 clusters Score: Raw -32035.867576 + Penalty 1031.706257 = -31004.161319 nChanged 2 SP:Iteration 16Q (65.529892 sec): 3 clusters Score: Raw -32039.053782 + Penalty 1031.706257 = -31007.347525 nChanged 0 SP:Iteration 17F (65.530765 sec): 3 clusters Score: Raw -32039.053782 + Penalty 1031.706257 = -31007.347525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.532640 sec): 2 clusters Score: Raw -50124.365916 + Penalty 749.091356 = -49375.274560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.533807 sec): 3 clusters Score: Raw -49946.425177 + Penalty 1498.527239 = -48447.897938 nChanged 150 SP:Iteration 1F (65.534968 sec): 3 clusters Score: Raw -50067.707810 + Penalty 1498.528471 = -48569.179339 nChanged 34 SP:Iteration 2F (65.536114 sec): 3 clusters Score: Raw -50101.799145 + Penalty 1498.523741 = -48603.275404 nChanged 15 SP:Iteration 3Q (65.537310 sec): 3 clusters Score: Raw -50111.130910 + Penalty 1498.529806 = -48612.601104 nChanged 4 SP:Iteration 4Q (65.538552 sec): 3 clusters Score: Raw -50113.264119 + Penalty 1498.640626 = -48614.623493 nChanged 3 SP:Iteration 5Q (65.539745 sec): 3 clusters Score: Raw -50117.352811 + Penalty 1498.644057 = -48618.708754 nChanged 4 SP:Iteration 6Q (65.540940 sec): 3 clusters Score: Raw -50123.187591 + Penalty 1498.929905 = -48624.257686 nChanged 7 SP:Iteration 7Q (65.542079 sec): 3 clusters Score: Raw -50126.912793 + Penalty 1499.073647 = -48627.839146 nChanged 3 SP:Iteration 8Q (65.543216 sec): 3 clusters Score: Raw -50129.882844 + Penalty 1499.191872 = -48630.690972 nChanged 3 SP:Iteration 9Q (65.544355 sec): 3 clusters Score: Raw -50133.528763 + Penalty 1499.188783 = -48634.339980 nChanged 2 SP:Iteration 10F (65.545502 sec): 3 clusters Score: Raw -50134.267312 + Penalty 1499.188783 = -48635.078529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.546410 sec): 2 clusters Score: Raw -12976.980572 + Penalty 431.988988 = -12544.991584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.546918 sec): 3 clusters Score: Raw -12947.702507 + Penalty 862.968171 = -12084.734336 nChanged 28 SP:Iteration 1F (65.547410 sec): 3 clusters Score: Raw -12993.693224 + Penalty 864.249999 = -12129.443225 nChanged 14 SP:Iteration 2F (65.547972 sec): 3 clusters Score: Raw -13024.283119 + Penalty 863.906409 = -12160.376710 nChanged 5 SP:Iteration 3Q (65.548464 sec): 3 clusters Score: Raw -13030.449367 + Penalty 863.634226 = -12166.815141 nChanged 1 SP:Iteration 4Q (65.548948 sec): 3 clusters Score: Raw -13034.084661 + Penalty 863.634226 = -12170.450435 nChanged 0 SP:Iteration 5F (65.549448 sec): 3 clusters Score: Raw -13034.084661 + Penalty 863.634226 = -12170.450435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.549962 sec): 2 clusters Score: Raw -1529.524017 + Penalty 188.472657 = -1341.051360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.550207 sec): 3 clusters Score: Raw -1545.055005 + Penalty 369.693666 = -1175.361339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.551876 sec): 2 clusters Score: Raw -40105.046593 + Penalty 662.411325 = -39442.635268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.552896 sec): 3 clusters Score: Raw -39945.417272 + Penalty 1325.435274 = -38619.981998 nChanged 107 SP:Iteration 1F (65.553899 sec): 3 clusters Score: Raw -40058.901176 + Penalty 1325.853483 = -38733.047693 nChanged 32 SP:Iteration 2F (65.554900 sec): 3 clusters Score: Raw -40091.333115 + Penalty 1326.432966 = -38764.900149 nChanged 14 SP:Iteration 3Q (65.555853 sec): 3 clusters Score: Raw -40107.376778 + Penalty 1327.155930 = -38780.220848 nChanged 10 SP:Iteration 4Q (65.556815 sec): 3 clusters Score: Raw -40123.252357 + Penalty 1327.126966 = -38796.125391 nChanged 6 SP:Iteration 5Q (65.557757 sec): 3 clusters Score: Raw -40130.382989 + Penalty 1327.277380 = -38803.105609 nChanged 6 SP:Iteration 6Q (65.558703 sec): 3 clusters Score: Raw -40136.250236 + Penalty 1327.659936 = -38808.590301 nChanged 3 SP:Iteration 7Q (65.559643 sec): 3 clusters Score: Raw -40138.642191 + Penalty 1327.921433 = -38810.720758 nChanged 3 SP:Iteration 8Q (65.560580 sec): 3 clusters Score: Raw -40142.032541 + Penalty 1327.823517 = -38814.209024 nChanged 1 SP:Iteration 9Q (65.561516 sec): 3 clusters Score: Raw -40142.568391 + Penalty 1327.823517 = -38814.744873 nChanged 0 SP:Iteration 10F (65.562473 sec): 3 clusters Score: Raw -40142.568391 + Penalty 1327.823517 = -38814.744873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.563036 sec): 2 clusters Score: Raw -2011.181481 + Penalty 165.768525 = -1845.412955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.563312 sec): 3 clusters Score: Raw -2003.737743 + Penalty 331.282011 = -1672.455732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 43 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.563831 sec): 2 clusters Score: Raw -1386.919572 + Penalty 136.949829 = -1249.969743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.564067 sec): 3 clusters Score: Raw -1406.335678 + Penalty 282.458713 = -1123.876965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.565505 sec): 2 clusters Score: Raw -28623.784386 + Penalty 45.878407 = -28577.905979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.566415 sec): 3 clusters Score: Raw -28412.707870 + Penalty 92.221908 = -28320.485962 nChanged 152 SP:Iteration 1F (65.567315 sec): 3 clusters Score: Raw -28493.676087 + Penalty 91.567160 = -28402.108927 nChanged 17 SP:Iteration 2Q (65.568172 sec): 3 clusters Score: Raw -28505.503208 + Penalty 91.958418 = -28413.544790 nChanged 28 SP:Iteration 3F (65.569026 sec): 3 clusters Score: Raw -28537.881770 + Penalty 92.204254 = -28445.677516 nChanged 30 SP:Iteration 4F (65.569913 sec): 3 clusters Score: Raw -28579.146575 + Penalty 92.339129 = -28486.807445 nChanged 24 SP:Iteration 5F (65.570767 sec): 3 clusters Score: Raw -28602.771662 + Penalty 92.191809 = -28510.579853 nChanged 9 SP:Iteration 6Q (65.571592 sec): 3 clusters Score: Raw -28607.038113 + Penalty 92.095335 = -28514.942778 nChanged 5 SP:Iteration 7Q (65.572501 sec): 3 clusters Score: Raw -28607.858152 + Penalty 92.095335 = -28515.762817 nChanged 2 SP:Iteration 8Q (65.573317 sec): 3 clusters Score: Raw -28608.782287 + Penalty 91.927793 = -28516.854494 nChanged 5 SP:Iteration 9Q (65.574173 sec): 3 clusters Score: Raw -28610.405865 + Penalty 92.061983 = -28518.343881 nChanged 5 SP:Iteration 10F (65.575063 sec): 3 clusters Score: Raw -28611.441131 + Penalty 92.038413 = -28519.402718 nChanged 1 SP:Iteration 11Q (65.575908 sec): 3 clusters Score: Raw -28611.485535 + Penalty 92.065961 = -28519.419574 nChanged 1 SP:Iteration 12Q (65.576751 sec): 3 clusters Score: Raw -28611.582109 + Penalty 92.002328 = -28519.579780 nChanged 2 SP:Iteration 13Q (65.577568 sec): 3 clusters Score: Raw -28611.944942 + Penalty 91.931673 = -28520.013269 nChanged 3 SP:Iteration 14Q (65.578382 sec): 3 clusters Score: Raw -28612.473029 + Penalty 91.864708 = -28520.608321 nChanged 4 SP:Iteration 15Q (65.579192 sec): 3 clusters Score: Raw -28614.388336 + Penalty 91.788912 = -28522.599425 nChanged 5 SP:Iteration 16Q (65.579998 sec): 3 clusters Score: Raw -28616.024003 + Penalty 91.749561 = -28524.274442 nChanged 5 SP:Iteration 17Q (65.580808 sec): 3 clusters Score: Raw -28617.611197 + Penalty 91.749814 = -28525.861383 nChanged 4 SP:Iteration 18Q (65.581610 sec): 3 clusters Score: Raw -28619.241848 + Penalty 91.768277 = -28527.473571 nChanged 3 SP:Iteration 19Q (65.582407 sec): 3 clusters Score: Raw -28619.844027 + Penalty 91.818445 = -28528.025582 nChanged 4 SP:Iteration 20F (65.583262 sec): 3 clusters Score: Raw -28620.989016 + Penalty 91.890917 = -28529.098099 nChanged 4 SP:Iteration 21Q (65.584090 sec): 3 clusters Score: Raw -28621.635626 + Penalty 91.922694 = -28529.712931 nChanged 2 SP:Iteration 22Q (65.584917 sec): 3 clusters Score: Raw -28622.168477 + Penalty 91.922694 = -28530.245783 nChanged 0 SP:Iteration 23F (65.585845 sec): 3 clusters Score: Raw -28622.168477 + Penalty 91.922694 = -28530.245783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 47 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.586636 sec): 2 clusters Score: Raw -9006.184488 + Penalty 540.662367 = -8465.522121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.587054 sec): 3 clusters Score: Raw -9051.613919 + Penalty 1080.746457 = -7970.867462 nChanged 12 SP:Iteration 1F (65.587463 sec): 3 clusters Score: Raw -9098.646516 + Penalty 1080.370676 = -8018.275839 nChanged 1 SP:Iteration 2Q (65.587852 sec): 3 clusters Score: Raw -9106.983223 + Penalty 1080.156697 = -8026.826525 nChanged 2 SP:Iteration 3Q (65.588244 sec): 3 clusters Score: Raw -9108.853042 + Penalty 1079.925338 = -8028.927704 nChanged 1 SP:Iteration 4Q (65.588630 sec): 3 clusters Score: Raw -9110.514761 + Penalty 1079.945066 = -8030.569695 nChanged 1 SP:Iteration 5Q (65.589017 sec): 3 clusters Score: Raw -9114.258691 + Penalty 1080.139389 = -8034.119302 nChanged 1 SP:Iteration 6Q (65.589402 sec): 3 clusters Score: Raw -9115.422492 + Penalty 1080.139389 = -8035.283103 nChanged 0 SP:Iteration 7F (65.589810 sec): 3 clusters Score: Raw -9115.422492 + Penalty 1080.139389 = -8035.283103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.590407 sec): 2 clusters Score: Raw -3938.289070 + Penalty 309.019550 = -3629.269520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.590714 sec): 3 clusters Score: Raw -3975.592171 + Penalty 618.011076 = -3357.581095 nChanged 1 SP:Iteration 1Q (65.591028 sec): 3 clusters Score: Raw -3979.339345 + Penalty 617.763465 = -3361.575880 nChanged 1 SP:Iteration 2Q (65.591311 sec): 3 clusters Score: Raw -3981.623674 + Penalty 617.763465 = -3363.860209 nChanged 0 SP:Iteration 3F (65.591604 sec): 3 clusters Score: Raw -3981.623674 + Penalty 617.763465 = -3363.860209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.592335 sec): 2 clusters Score: Raw -8220.173551 + Penalty 289.506246 = -7930.667305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.592733 sec): 3 clusters Score: Raw -8219.596900 + Penalty 585.071956 = -7634.524944 nChanged 17 SP:Iteration 1F (65.593122 sec): 3 clusters Score: Raw -8250.129373 + Penalty 592.968672 = -7657.160701 nChanged 7 SP:Iteration 2F (65.593511 sec): 3 clusters Score: Raw -8272.007579 + Penalty 598.150057 = -7673.857521 nChanged 3 SP:Iteration 3Q (65.593884 sec): 3 clusters Score: Raw -8275.320618 + Penalty 598.150057 = -7677.170560 nChanged 0 SP:Iteration 4F (65.594272 sec): 3 clusters Score: Raw -8275.320618 + Penalty 598.150057 = -7677.170560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.594744 sec): 2 clusters Score: Raw -263.309707 + Penalty 68.856502 = -194.453206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.594940 sec): 2 clusters Score: Raw -263.309707 + Penalty 68.856502 = -194.453206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.595560 sec): 2 clusters Score: Raw -4572.795423 + Penalty 577.768691 = -3995.026732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.595882 sec): 3 clusters Score: Raw -4783.299693 + Penalty 1154.433413 = -3628.866280 nChanged 5 SP:Iteration 1F (65.596195 sec): 3 clusters Score: Raw -4805.574901 + Penalty 1154.433413 = -3651.141488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.596753 sec): 2 clusters Score: Raw -2083.928665 + Penalty 219.733280 = -1864.195385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.597034 sec): 3 clusters Score: Raw -2474.293382 + Penalty 618.355610 = -1855.937772 nChanged 8 SP:Iteration 1F (65.597310 sec): 3 clusters Score: Raw -2628.850574 + Penalty 618.355610 = -2010.494964 nChanged 0 Score: Raw -2682363.044297 + Penalty 46007.862730 = -2636355.181567 Splitting cluster 62 changes total score from -2622000.182313 to -2636355.181567 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.652322 sec): 2 clusters Score: Raw -11629.954297 + Penalty 378.939575 = -11251.014722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.652792 sec): 3 clusters Score: Raw -11609.413303 + Penalty 757.844486 = -10851.568817 nChanged 19 SP:Iteration 1F (66.653237 sec): 3 clusters Score: Raw -11632.106713 + Penalty 757.373105 = -10874.733608 nChanged 7 SP:Iteration 2F (66.653679 sec): 3 clusters Score: Raw -11643.291098 + Penalty 757.196929 = -10886.094169 nChanged 4 SP:Iteration 3Q (66.654109 sec): 3 clusters Score: Raw -11649.322239 + Penalty 756.730457 = -10892.591782 nChanged 3 SP:Iteration 4Q (66.654537 sec): 3 clusters Score: Raw -11653.763432 + Penalty 756.519578 = -10897.243854 nChanged 2 SP:Iteration 5Q (66.654966 sec): 3 clusters Score: Raw -11657.435072 + Penalty 756.519578 = -10900.915494 nChanged 0 SP:Iteration 6F (66.655400 sec): 3 clusters Score: Raw -11657.435072 + Penalty 756.519578 = -10900.915494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 64 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.655957 sec): 2 clusters Score: Raw -996.430024 + Penalty 377.994216 = -618.435808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.656207 sec): 3 clusters Score: Raw -1416.552051 + Penalty 748.639333 = -667.912718 nChanged 0 Score: Raw -2682783.062080 + Penalty 47278.304296 = -2635504.757784 Splitting cluster 64 changes total score from -2622000.182313 to -2635504.757784 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.710621 sec): 2 clusters Score: Raw -349.638667 + Penalty 90.488833 = -259.149834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.710857 sec): 3 clusters Score: Raw -344.732361 + Penalty 180.977666 = -163.754695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.711351 sec): 2 clusters Score: Raw -319.965962 + Penalty 47.947412 = -272.018550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.711548 sec): 3 clusters Score: Raw -327.433377 + Penalty 89.345279 = -238.088098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.712594 sec): 2 clusters Score: Raw -20130.090227 + Penalty 662.222129 = -19467.868097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.713200 sec): 3 clusters Score: Raw -20108.748752 + Penalty 1324.444258 = -18784.304494 nChanged 25 SP:Iteration 1F (67.713795 sec): 3 clusters Score: Raw -20159.300849 + Penalty 1324.159447 = -18835.141402 nChanged 13 SP:Iteration 2F (67.714393 sec): 3 clusters Score: Raw -20182.317609 + Penalty 1324.172482 = -18858.145127 nChanged 2 SP:Iteration 3Q (67.714977 sec): 3 clusters Score: Raw -20186.510698 + Penalty 1324.172482 = -18862.338216 nChanged 0 SP:Iteration 4F (67.715547 sec): 3 clusters Score: Raw -20186.510698 + Penalty 1324.172482 = -18862.338216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.716048 sec): 2 clusters Score: Raw -337.296305 + Penalty 91.275959 = -246.020345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.716254 sec): 3 clusters Score: Raw -339.593331 + Penalty 142.438515 = -197.154816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.717216 sec): 2 clusters Score: Raw -15096.751258 + Penalty 43.659177 = -15053.092081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.717792 sec): 3 clusters Score: Raw -15023.831798 + Penalty 94.503878 = -14929.327920 nChanged 99 SP:Iteration 1F (67.718350 sec): 3 clusters Score: Raw -15133.144044 + Penalty 103.413149 = -15029.730896 nChanged 15 SP:Iteration 2F (67.718907 sec): 3 clusters Score: Raw -15146.746634 + Penalty 107.404451 = -15039.342183 nChanged 4 SP:Iteration 3Q (67.719453 sec): 3 clusters Score: Raw -15148.280856 + Penalty 107.404451 = -15040.876405 nChanged 0 SP:Iteration 4F (67.720004 sec): 3 clusters Score: Raw -15148.280856 + Penalty 107.404451 = -15040.876405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.720492 sec): 2 clusters Score: Raw -348.238929 + Penalty 89.594802 = -258.644127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.720708 sec): 3 clusters Score: Raw -342.781364 + Penalty 179.189604 = -163.591760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.721253 sec): 2 clusters Score: Raw -349.564430 + Penalty 96.589374 = -252.975057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.721463 sec): 3 clusters Score: Raw -343.623946 + Penalty 215.962959 = -127.660987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.721942 sec): 2 clusters Score: Raw -512.811499 + Penalty 125.826723 = -386.984776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.722149 sec): 3 clusters Score: Raw -513.024271 + Penalty 220.219100 = -292.805171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.722619 sec): 2 clusters Score: Raw -259.446387 + Penalty 74.492835 = -184.953552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.722823 sec): 3 clusters Score: Raw -254.564959 + Penalty 136.665575 = -117.899384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.724073 sec): 2 clusters Score: Raw -23575.763049 + Penalty 36.063917 = -23539.699133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.724837 sec): 3 clusters Score: Raw -23388.838572 + Penalty 78.459775 = -23310.378797 nChanged 141 SP:Iteration 1F (67.725561 sec): 3 clusters Score: Raw -23504.013634 + Penalty 91.190824 = -23412.822810 nChanged 29 SP:Iteration 2F (67.726258 sec): 3 clusters Score: Raw -23537.542320 + Penalty 119.797883 = -23417.744436 nChanged 21 SP:Iteration 3F (67.726972 sec): 3 clusters Score: Raw -23569.169372 + Penalty 138.203454 = -23430.965918 nChanged 4 SP:Iteration 4Q (67.727649 sec): 3 clusters Score: Raw -23575.310656 + Penalty 138.203454 = -23437.107202 nChanged 0 SP:Iteration 5F (67.728361 sec): 3 clusters Score: Raw -23575.310656 + Penalty 138.203454 = -23437.107202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.728843 sec): 2 clusters Score: Raw -84.263918 + Penalty 0.000000 = -84.263918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.729037 sec): 2 clusters Score: Raw -84.263918 + Penalty 0.000000 = -84.263918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 110 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.730457 sec): 2 clusters Score: Raw -26576.343640 + Penalty 80.743879 = -26495.599760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.731377 sec): 3 clusters Score: Raw -26402.405018 + Penalty 208.358961 = -26194.046057 nChanged 163 SP:Iteration 1F (67.732306 sec): 3 clusters Score: Raw -26578.034784 + Penalty 212.860128 = -26365.174656 nChanged 22 SP:Iteration 2F (67.733214 sec): 3 clusters Score: Raw -26601.303011 + Penalty 231.489377 = -26369.813634 nChanged 12 SP:Iteration 3Q (67.734031 sec): 3 clusters Score: Raw -26628.783582 + Penalty 271.166927 = -26357.616656 nChanged 16 SP:Iteration 4F (67.734907 sec): 3 clusters Score: Raw -26654.111070 + Penalty 339.893769 = -26314.217301 nChanged 16 SP:Iteration 5F (67.735813 sec): 3 clusters Score: Raw -26683.840526 + Penalty 437.701519 = -26246.139007 nChanged 13 SP:Iteration 6F (67.736658 sec): 3 clusters Score: Raw -26709.276520 + Penalty 558.084696 = -26151.191824 nChanged 8 SP:Iteration 7F (67.737499 sec): 3 clusters Score: Raw -26727.388588 + Penalty 598.041719 = -26129.346869 nChanged 2 SP:Iteration 8F (67.738377 sec): 3 clusters Score: Raw -26730.784403 + Penalty 598.041719 = -26132.742683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.738903 sec): 2 clusters Score: Raw -344.347351 + Penalty 100.121741 = -244.225610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.739122 sec): 3 clusters Score: Raw -350.199486 + Penalty 200.243483 = -149.956003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.739621 sec): 2 clusters Score: Raw -812.762587 + Penalty 151.541437 = -661.221150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.739848 sec): 3 clusters Score: Raw -827.309373 + Penalty 302.594103 = -524.715270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.740315 sec): 2 clusters Score: Raw -169.383662 + Penalty 32.095595 = -137.288067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.740516 sec): 3 clusters Score: Raw -165.441639 + Penalty 64.191189 = -101.250450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.740983 sec): 2 clusters Score: Raw -246.373019 + Penalty 34.261202 = -212.111817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.741181 sec): 3 clusters Score: Raw -242.923173 + Penalty 34.261202 = -208.661971 nChanged 1 SP:Iteration 1F (67.741372 sec): 2 clusters Score: Raw -246.373019 + Penalty 34.261202 = -212.111817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.741823 sec): 2 clusters Score: Raw -78.485830 + Penalty 0.000000 = -78.485830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.742006 sec): 2 clusters Score: Raw -78.485830 + Penalty 0.000000 = -78.485830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.742460 sec): 2 clusters Score: Raw -82.689601 + Penalty 0.000000 = -82.689601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.742645 sec): 2 clusters Score: Raw -82.689601 + Penalty 0.000000 = -82.689601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.743129 sec): 2 clusters Score: Raw -672.638014 + Penalty 89.087924 = -583.550091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.743346 sec): 3 clusters Score: Raw -698.567297 + Penalty 178.805642 = -519.761655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.743964 sec): 2 clusters Score: Raw -4042.347452 + Penalty 232.457644 = -3809.889808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.744285 sec): 3 clusters Score: Raw -4133.300351 + Penalty 497.035306 = -3636.265045 nChanged 9 SP:Iteration 1F (67.744600 sec): 3 clusters Score: Raw -4164.036755 + Penalty 497.035306 = -3667.001448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 165 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.745078 sec): 2 clusters Score: Raw -489.721627 + Penalty 59.969398 = -429.752228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.745285 sec): 3 clusters Score: Raw -495.413310 + Penalty 119.938797 = -375.474514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 175 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.745843 sec): 2 clusters Score: Raw -2890.656887 + Penalty 46.513185 = -2844.143702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.746140 sec): 3 clusters Score: Raw -2882.757679 + Penalty 93.510869 = -2789.246810 nChanged 10 SP:Iteration 1F (67.746415 sec): 3 clusters Score: Raw -2887.473405 + Penalty 93.510869 = -2793.962536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.747055 sec): 2 clusters Score: Raw -4969.290091 + Penalty 132.462292 = -4836.827799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.747385 sec): 3 clusters Score: Raw -4959.522288 + Penalty 272.802936 = -4686.719352 nChanged 13 SP:Iteration 1F (67.747700 sec): 3 clusters Score: Raw -4973.274243 + Penalty 275.191335 = -4698.082908 nChanged 1 SP:Iteration 2Q (67.748016 sec): 3 clusters Score: Raw -4975.077134 + Penalty 277.669330 = -4697.407804 nChanged 1 SP:Iteration 3F (67.748334 sec): 3 clusters Score: Raw -4977.011302 + Penalty 280.124838 = -4696.886464 nChanged 1 SP:Iteration 4F (67.748655 sec): 3 clusters Score: Raw -4979.666060 + Penalty 280.715777 = -4698.950283 nChanged 1 SP:Iteration 5Q (67.748970 sec): 3 clusters Score: Raw -4980.558986 + Penalty 280.715777 = -4699.843209 nChanged 0 SP:Iteration 6F (67.749288 sec): 3 clusters Score: Raw -4980.558986 + Penalty 280.715777 = -4699.843209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.749752 sec): 2 clusters Score: Raw -80.957740 + Penalty 0.000000 = -80.957740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.749942 sec): 2 clusters Score: Raw -80.957740 + Penalty 0.000000 = -80.957740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 183 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.750430 sec): 2 clusters Score: Raw -733.151686 + Penalty 97.168160 = -635.983526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.750657 sec): 3 clusters Score: Raw -761.468693 + Penalty 205.535817 = -555.932876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.751116 sec): 2 clusters Score: Raw -84.349028 + Penalty 0.000000 = -84.349028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.751305 sec): 2 clusters Score: Raw -84.349028 + Penalty 0.000000 = -84.349028 nChanged 0 Deleting Class 17 (11 points): Lose 654.659929 but Gain 1465.180574 Iteration 119Q (67.925310 sec): 68 clusters Score: Raw -2667239.921269 + Penalty 46075.709592 = -2621164.211677 nChanged 35 Deleting Class 92 (4 points): Lose 36.930596 but Gain 727.092196 Iteration 120F (68.980581 sec): 67 clusters Score: Raw -2667386.202058 + Penalty 45359.738132 = -2622026.463927 nChanged 30 Deleting Class 20 (12 points): Lose 684.139950 but Gain 1371.202113 Iteration 121Q (69.132716 sec): 66 clusters Score: Raw -2666739.027844 + Penalty 44103.560754 = -2622635.467091 nChanged 36 Deleting Class 100 (3 points): Lose 33.407117 but Gain 707.596442 Iteration 122Q (69.283597 sec): 65 clusters Score: Raw -2666832.153294 + Penalty 43419.169074 = -2623412.984220 nChanged 23 Deleting Class 185 (1 points): Lose 4.176483 but Gain 673.234102 Iteration 123Q (69.433044 sec): 64 clusters Score: Raw -2666850.180880 + Penalty 42750.651997 = -2624099.528884 nChanged 19 Deleting Class 91 (4 points): Lose 11.932521 but Gain 674.439422 Iteration 124Q (69.582166 sec): 63 clusters Score: Raw -2666848.860768 + Penalty 42082.185862 = -2624766.674906 nChanged 16 Deleting Class 50 (3 points): Lose 0.800813 but Gain 654.057744 Iteration 125Q (69.730496 sec): 62 clusters Score: Raw -2666861.412793 + Penalty 41433.181465 = -2625428.231328 nChanged 16 Deleting Class 77 (4 points): Lose 28.409348 but Gain 681.169388 Iteration 126Q (69.876398 sec): 61 clusters Score: Raw -2666842.265524 + Penalty 40760.745169 = -2626081.520354 nChanged 14 Deleting Class 99 (6 points): Lose 84.404907 but Gain 732.839329 Iteration 127Q (70.021593 sec): 60 clusters Score: Raw -2666768.141011 + Penalty 40033.745731 = -2626734.395280 nChanged 11 Deleting Class 116 (4 points): Lose 112.179074 but Gain 753.682668 Iteration 128Q (70.166977 sec): 59 clusters Score: Raw -2666668.997596 + Penalty 39267.697623 = -2627401.299973 nChanged 13 Deleting Class 89 (4 points): Lose 50.675855 but Gain 687.094607 Iteration 129Q (70.311826 sec): 58 clusters Score: Raw -2666626.156807 + Penalty 38574.151656 = -2628052.005151 nChanged 13 Deleting Class 64 (9 points): Lose 562.164139 but Gain 1194.871155 Iteration 130F (71.232352 sec): 57 clusters Score: Raw -2666080.132254 + Penalty 37362.775277 = -2628717.356978 nChanged 14 Deleting Class 124 (10 points): Lose 70.068305 but Gain 686.801608 Iteration 131Q (71.371686 sec): 56 clusters Score: Raw -2666032.259983 + Penalty 36682.455202 = -2629349.804781 nChanged 12 Deleting Class 36 (18 points): Lose 70.695097 but Gain 680.471966 Iteration 132Q (71.512398 sec): 55 clusters Score: Raw -2665984.877729 + Penalty 36005.761737 = -2629979.115992 nChanged 20 Deleting Class 47 (109 points): Lose 597.677643 but Gain 1195.986482 Iteration 133Q (71.650066 sec): 54 clusters Score: Raw -2665408.736678 + Penalty 34877.281812 = -2630531.454866 nChanged 112 Deleting Class 40 (23 points): Lose 55.677067 but Gain 573.058425 Iteration 134Q (71.789075 sec): 53 clusters Score: Raw -2665706.877520 + Penalty 34327.293571 = -2631379.583949 nChanged 72 Deleting Class 8 (177 points): Lose 325.855225 but Gain 817.940668 Iteration 135Q (71.926711 sec): 52 clusters Score: Raw -2665452.531919 + Penalty 33575.222109 = -2631877.309809 nChanged 208 Deleting Class 48 (48 points): Lose 341.519524 but Gain 826.063378 Iteration 136Q (72.070238 sec): 51 clusters Score: Raw -2665359.056616 + Penalty 32785.176932 = -2632573.879684 nChanged 97 Deleting Class 85 (219 points): Lose 815.316812 but Gain 1289.159093 Iteration 137Q (72.206831 sec): 50 clusters Score: Raw -2664781.194335 + Penalty 31594.336420 = -2633186.857915 nChanged 263 Deleting Class 131 (2 points): Lose 14.036197 but Gain 483.209603 Iteration 138Q (72.345824 sec): 49 clusters Score: Raw -2665196.258575 + Penalty 31056.654066 = -2634139.604510 nChanged 89 Deleting Class 109 (1 points): Lose 81.735737 but Gain 545.863364 Iteration 139Q (72.480038 sec): 48 clusters Score: Raw -2665162.584341 + Penalty 30514.667599 = -2634647.916743 nChanged 64 Deleting Class 4 (14 points): Lose 31.296894 but Gain 492.153856 Iteration 140F (73.236377 sec): 47 clusters Score: Raw -2665159.078158 + Penalty 30035.859988 = -2635123.218169 nChanged 62 Deleting Class 43 (18 points): Lose 98.803556 but Gain 504.181646 Iteration 141Q (73.370798 sec): 46 clusters Score: Raw -2665097.040961 + Penalty 29549.456124 = -2635547.584837 nChanged 57 Deleting Class 26 (47 points): Lose 162.713902 but Gain 561.611356 Iteration 142Q (73.502499 sec): 45 clusters Score: Raw -2664989.538900 + Penalty 29005.306716 = -2635984.232184 nChanged 86 Deleting Class 23 (176 points): Lose 363.489258 but Gain 757.018230 Iteration 143Q (73.635238 sec): 44 clusters Score: Raw -2664723.748342 + Penalty 28220.441016 = -2636503.307326 nChanged 199 Deleting Class 159 (1 points): Lose 19.368944 but Gain 382.859603 Iteration 144Q (73.768336 sec): 43 clusters Score: Raw -2665015.793199 + Penalty 27830.928378 = -2637184.864821 nChanged 82 Deleting Class 183 (10 points): Lose 174.148061 but Gain 495.597729 Iteration 145Q (73.897628 sec): 42 clusters Score: Raw -2664887.183375 + Penalty 27292.671536 = -2637594.511839 nChanged 56 Deleting Class 165 (8 points): Lose 59.111769 but Gain 377.179727 Iteration 146Q (74.027710 sec): 41 clusters Score: Raw -2664910.085257 + Penalty 26892.521596 = -2638017.563660 nChanged 48 Deleting Class 137 (3 points): Lose 29.901630 but Gain 325.442103 Iteration 147Q (74.158032 sec): 40 clusters Score: Raw -2664923.370082 + Penalty 26555.375109 = -2638367.994972 nChanged 22 Deleting Class 178 (1 points): Lose 17.051691 but Gain 248.585246 Iteration 148Q (74.283567 sec): 39 clusters Score: Raw -2664927.890448 + Penalty 26300.727957 = -2638627.162491 nChanged 17 Deleting Class 78 (4 points): Lose 166.894504 but Gain 360.931929 Iteration 149Q (74.409154 sec): 38 clusters Score: Raw -2664774.166145 + Penalty 25890.947285 = -2638883.218860 nChanged 15 Deleting Class 176 (64 points): Lose 175.403610 but Gain 342.702839 Iteration 150F (75.024878 sec): 37 clusters Score: Raw -2664631.697047 + Penalty 25519.474504 = -2639112.222543 nChanged 76 Deleting Class 10 (208 points): Lose 293.530386 but Gain 441.141634 Iteration 151Q (75.150751 sec): 36 clusters Score: Raw -2664540.338995 + Penalty 25056.742166 = -2639483.596829 nChanged 231 Deleting Class 18 (272 points): Lose 608.872495 but Gain 714.375805 Iteration 152Q (75.277954 sec): 35 clusters Score: Raw -2664226.787360 + Penalty 24337.538223 = -2639889.249138 nChanged 355 Deleting Class 16 (314 points): Lose 1042.969330 but Gain 1091.062330 Iteration 153Q (75.408299 sec): 34 clusters Score: Raw -2663546.293368 + Penalty 23409.784953 = -2640136.508415 nChanged 407 Deleting Class 150 (1 points): Lose 9.393188 but Gain 52.177780 Iteration 154Q (75.533903 sec): 33 clusters Score: Raw -2664220.302436 + Penalty 23347.390087 = -2640872.912349 nChanged 161 Deleting Class 53 (68 points): Lose 1448.496441 but Gain 1475.191050 Iteration 155Q (75.656506 sec): 32 clusters Score: Raw -2662849.416360 + Penalty 22051.833004 = -2640797.583357 nChanged 168 Iteration 156F (76.183332 sec): 32 clusters Score: Raw -2663475.178201 + Penalty 22099.214363 = -2641375.963838 nChanged 130 Iteration 157Q (76.304409 sec): 32 clusters Score: Raw -2663663.131652 + Penalty 22093.260079 = -2641569.871573 nChanged 81 Iteration 158Q (76.424381 sec): 32 clusters Score: Raw -2663706.033561 + Penalty 22106.524293 = -2641599.509267 nChanged 67 Iteration 159Q (76.543607 sec): 32 clusters Score: Raw -2663727.015617 + Penalty 22117.150395 = -2641609.865222 nChanged 49 Iteration 160F (77.071506 sec): 32 clusters Score: Raw -2663750.680606 + Penalty 22128.784952 = -2641621.895654 nChanged 37 Iteration 161Q (77.191468 sec): 32 clusters Score: Raw -2663777.329452 + Penalty 22137.498289 = -2641639.831163 nChanged 35 Iteration 162Q (77.313466 sec): 32 clusters Score: Raw -2663787.949598 + Penalty 22142.870133 = -2641645.079465 nChanged 37 Iteration 163Q (77.434939 sec): 32 clusters Score: Raw -2663799.031084 + Penalty 22151.378828 = -2641647.652256 nChanged 30 Iteration 164Q (77.556769 sec): 32 clusters Score: Raw -2663806.070093 + Penalty 22159.780732 = -2641646.289361 nChanged 34 Iteration 165F (78.084257 sec): 32 clusters Score: Raw -2663816.047734 + Penalty 22170.348202 = -2641645.699532 nChanged 37 Iteration 166F (78.614855 sec): 32 clusters Score: Raw -2663835.640584 + Penalty 22186.402356 = -2641649.238229 nChanged 34 Iteration 167Q (78.732117 sec): 32 clusters Score: Raw -2663852.551879 + Penalty 22206.857843 = -2641645.694036 nChanged 36 Iteration 168F (79.262093 sec): 32 clusters Score: Raw -2663867.527083 + Penalty 22222.249903 = -2641645.277180 nChanged 35 Iteration 169F (79.786754 sec): 32 clusters Score: Raw -2663881.728646 + Penalty 22235.969102 = -2641645.759544 nChanged 28 Iteration 170F (80.314054 sec): 32 clusters Score: Raw -2663896.635202 + Penalty 22248.027610 = -2641648.607592 nChanged 26 Iteration 171Q (80.432336 sec): 32 clusters Score: Raw -2663920.651225 + Penalty 22261.525222 = -2641659.126003 nChanged 32 Iteration 172Q (80.548951 sec): 32 clusters Score: Raw -2663957.162226 + Penalty 22279.137944 = -2641678.024282 nChanged 36 Iteration 173Q (80.665923 sec): 32 clusters Score: Raw -2663978.825177 + Penalty 22294.018808 = -2641684.806369 nChanged 38 Iteration 174Q (80.782426 sec): 32 clusters Score: Raw -2664000.711664 + Penalty 22301.845782 = -2641698.865882 nChanged 41 Iteration 175Q (80.900818 sec): 32 clusters Score: Raw -2664025.094995 + Penalty 22309.421580 = -2641715.673415 nChanged 39 Iteration 176Q (81.018536 sec): 32 clusters Score: Raw -2664044.130368 + Penalty 22315.479472 = -2641728.650896 nChanged 40 Iteration 177Q (81.137258 sec): 32 clusters Score: Raw -2664061.842592 + Penalty 22321.344244 = -2641740.498348 nChanged 38 Iteration 178Q (81.257112 sec): 32 clusters Score: Raw -2664081.127469 + Penalty 22328.980978 = -2641752.146492 nChanged 45 Iteration 179Q (81.375603 sec): 32 clusters Score: Raw -2664099.652074 + Penalty 22333.146496 = -2641766.505578 nChanged 26 Iteration 180F (81.899775 sec): 32 clusters Score: Raw -2664126.388077 + Penalty 22383.062740 = -2641743.325337 nChanged 38 Iteration 181F (82.425809 sec): 32 clusters Score: Raw -2664234.078762 + Penalty 22454.332439 = -2641779.746323 nChanged 38 Iteration 182Q (82.544318 sec): 32 clusters Score: Raw -2664338.010738 + Penalty 22486.606346 = -2641851.404392 nChanged 35 Iteration 183Q (82.663580 sec): 32 clusters Score: Raw -2664362.810009 + Penalty 22522.646209 = -2641840.163801 nChanged 34 Iteration 184F (83.187183 sec): 32 clusters Score: Raw -2664379.729915 + Penalty 22556.012687 = -2641823.717228 nChanged 29 Iteration 185F (83.710613 sec): 32 clusters Score: Raw -2664394.491555 + Penalty 22575.411118 = -2641819.080437 nChanged 23 Iteration 186F (84.235946 sec): 32 clusters Score: Raw -2664408.839125 + Penalty 22607.231590 = -2641801.607535 nChanged 21 Iteration 187F (84.761863 sec): 32 clusters Score: Raw -2664437.519017 + Penalty 22659.717972 = -2641777.801045 nChanged 31 Iteration 188F (85.285178 sec): 32 clusters Score: Raw -2664497.576208 + Penalty 22803.457758 = -2641694.118450 nChanged 50 Iteration 189F (85.812462 sec): 32 clusters Score: Raw -2664603.757245 + Penalty 22977.859400 = -2641625.897845 nChanged 57 Iteration 190F (86.337113 sec): 32 clusters Score: Raw -2664701.846909 + Penalty 23132.681685 = -2641569.165224 nChanged 48 Iteration 191F (86.860373 sec): 32 clusters Score: Raw -2664778.460307 + Penalty 23181.464132 = -2641596.996175 nChanged 25 Iteration 192Q (86.980881 sec): 32 clusters Score: Raw -2664809.660525 + Penalty 23201.956858 = -2641607.703667 nChanged 25 Iteration 193Q (87.101168 sec): 32 clusters Score: Raw -2664820.569659 + Penalty 23216.176402 = -2641604.393256 nChanged 16 Iteration 194F (87.623931 sec): 32 clusters Score: Raw -2664829.502637 + Penalty 23218.789410 = -2641610.713227 nChanged 13 Iteration 195Q (87.743533 sec): 32 clusters Score: Raw -2664832.901179 + Penalty 23218.683497 = -2641614.217681 nChanged 13 Iteration 196Q (87.863121 sec): 32 clusters Score: Raw -2664834.778308 + Penalty 23218.439927 = -2641616.338380 nChanged 10 Iteration 197Q (87.982485 sec): 32 clusters Score: Raw -2664836.341363 + Penalty 23218.488287 = -2641617.853077 nChanged 5 Iteration 198Q (88.101702 sec): 32 clusters Score: Raw -2664837.556058 + Penalty 23218.883842 = -2641618.672215 nChanged 3 Iteration 199Q (88.222079 sec): 32 clusters Score: Raw -2664838.988598 + Penalty 23219.401868 = -2641619.586730 nChanged 4 Iteration 200F (88.745779 sec): 32 clusters Score: Raw -2664840.346015 + Penalty 23220.285770 = -2641620.060245 nChanged 6 Iteration 201Q (88.870165 sec): 32 clusters Score: Raw -2664842.261587 + Penalty 23221.175835 = -2641621.085752 nChanged 3 Iteration 202Q (88.994453 sec): 32 clusters Score: Raw -2664843.255554 + Penalty 23220.747308 = -2641622.508246 nChanged 1 Iteration 203Q (89.120041 sec): 32 clusters Score: Raw -2664843.510528 + Penalty 23220.657859 = -2641622.852669 nChanged 3 Iteration 204Q (89.241034 sec): 32 clusters Score: Raw -2664844.614450 + Penalty 23220.936008 = -2641623.678442 nChanged 1 Iteration 205Q (89.363594 sec): 32 clusters Score: Raw -2664844.919776 + Penalty 23221.251549 = -2641623.668227 nChanged 2 Iteration 206F (89.891759 sec): 32 clusters Score: Raw -2664845.835032 + Penalty 23221.276879 = -2641624.558154 nChanged 1 Iteration 207Q (90.012332 sec): 32 clusters Score: Raw -2664846.324119 + Penalty 23221.360374 = -2641624.963744 nChanged 1 Iteration 208Q (90.133716 sec): 32 clusters Score: Raw -2664846.700884 + Penalty 23221.360374 = -2641625.340510 nChanged 0 Iteration 209F (90.677805 sec): 32 clusters Score: Raw -2664846.700884 + Penalty 23221.360374 = -2641625.340510 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2664846.700884 + Penalty 23221.360374 = -2641625.340510Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 1 (5200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.806089 sec): 2 clusters Score: Raw -391491.618898 + Penalty 56.857696 = -391434.761202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.815618 sec): 3 clusters Score: Raw -388042.137438 + Penalty 113.539294 = -387928.598144 nChanged 2520 SP:Iteration 1F (90.824799 sec): 3 clusters Score: Raw -390274.994637 + Penalty 114.748837 = -390160.245799 nChanged 506 SP:Iteration 2F (90.834524 sec): 3 clusters Score: Raw -390848.047464 + Penalty 114.431578 = -390733.615886 nChanged 359 SP:Iteration 3F (90.843704 sec): 3 clusters Score: Raw -391197.420966 + Penalty 114.018983 = -391083.401984 nChanged 249 SP:Iteration 4Q (90.852633 sec): 3 clusters Score: Raw -391387.664122 + Penalty 113.637502 = -391274.026620 nChanged 181 SP:Iteration 5Q (90.861673 sec): 3 clusters Score: Raw -391512.674367 + Penalty 113.285370 = -391399.388997 nChanged 164 SP:Iteration 6Q (90.870672 sec): 3 clusters Score: Raw -391611.419775 + Penalty 113.047481 = -391498.372294 nChanged 122 SP:Iteration 7Q (90.879461 sec): 3 clusters Score: Raw -391659.235563 + Penalty 112.938802 = -391546.296761 nChanged 90 SP:Iteration 8Q (90.888015 sec): 3 clusters Score: Raw -391689.578785 + Penalty 112.820670 = -391576.758115 nChanged 83 SP:Iteration 9Q (90.896745 sec): 3 clusters Score: Raw -391716.538590 + Penalty 112.744162 = -391603.794429 nChanged 79 SP:Iteration 10F (90.905961 sec): 3 clusters Score: Raw -391739.576282 + Penalty 112.756734 = -391626.819548 nChanged 70 SP:Iteration 11Q (90.914793 sec): 3 clusters Score: Raw -391763.903212 + Penalty 112.772498 = -391651.130714 nChanged 70 SP:Iteration 12Q (90.923408 sec): 3 clusters Score: Raw -391789.077412 + Penalty 112.476109 = -391676.601303 nChanged 66 SP:Iteration 13Q (90.932584 sec): 3 clusters Score: Raw -391813.232764 + Penalty 112.307874 = -391700.924890 nChanged 57 SP:Iteration 14Q (90.941171 sec): 3 clusters Score: Raw -391832.394367 + Penalty 111.954099 = -391720.440267 nChanged 53 SP:Iteration 15Q (90.949621 sec): 3 clusters Score: Raw -391850.208967 + Penalty 111.586120 = -391738.622847 nChanged 59 SP:Iteration 16Q (90.958374 sec): 3 clusters Score: Raw -391865.249877 + Penalty 111.667783 = -391753.582094 nChanged 63 SP:Iteration 17Q (90.967092 sec): 3 clusters Score: Raw -391883.960804 + Penalty 111.776605 = -391772.184199 nChanged 84 SP:Iteration 18Q (90.975596 sec): 3 clusters Score: Raw -391928.478271 + Penalty 111.885152 = -391816.593120 nChanged 124 SP:Iteration 19Q (90.983875 sec): 3 clusters Score: Raw -392050.113603 + Penalty 111.710670 = -391938.402933 nChanged 138 SP:Iteration 20F (90.993070 sec): 3 clusters Score: Raw -392201.198267 + Penalty 111.527275 = -392089.670992 nChanged 90 SP:Iteration 21Q (91.001539 sec): 3 clusters Score: Raw -392274.740398 + Penalty 111.211486 = -392163.528912 nChanged 61 SP:Iteration 22Q (91.009501 sec): 3 clusters Score: Raw -392306.168039 + Penalty 111.283988 = -392194.884050 nChanged 31 SP:Iteration 23Q (91.017414 sec): 3 clusters Score: Raw -392317.922251 + Penalty 111.382469 = -392206.539782 nChanged 23 SP:Iteration 24Q (91.025394 sec): 3 clusters Score: Raw -392324.583316 + Penalty 111.422998 = -392213.160318 nChanged 17 SP:Iteration 25Q (91.033621 sec): 3 clusters Score: Raw -392328.178775 + Penalty 111.513567 = -392216.665209 nChanged 14 SP:Iteration 26Q (91.041574 sec): 3 clusters Score: Raw -392331.466540 + Penalty 111.597003 = -392219.869537 nChanged 14 SP:Iteration 27Q (91.049356 sec): 3 clusters Score: Raw -392334.120404 + Penalty 111.670880 = -392222.449524 nChanged 11 SP:Iteration 28Q (91.057250 sec): 3 clusters Score: Raw -392335.701842 + Penalty 111.714648 = -392223.987194 nChanged 6 SP:Iteration 29Q (91.065036 sec): 3 clusters Score: Raw -392336.905758 + Penalty 111.635353 = -392225.270405 nChanged 5 SP:Iteration 30F (91.074793 sec): 3 clusters Score: Raw -392337.492246 + Penalty 111.670476 = -392225.821770 nChanged 5 SP:Iteration 31Q (91.082767 sec): 3 clusters Score: Raw -392337.929206 + Penalty 111.708807 = -392226.220399 nChanged 6 SP:Iteration 32Q (91.090504 sec): 3 clusters Score: Raw -392338.195276 + Penalty 111.744233 = -392226.451043 nChanged 5 SP:Iteration 33Q (91.098412 sec): 3 clusters Score: Raw -392338.367456 + Penalty 111.751916 = -392226.615541 nChanged 1 SP:Iteration 34Q (91.106592 sec): 3 clusters Score: Raw -392338.390300 + Penalty 111.764606 = -392226.625694 nChanged 2 SP:Iteration 35Q (91.114316 sec): 3 clusters Score: Raw -392338.688441 + Penalty 111.786727 = -392226.901714 nChanged 4 SP:Iteration 36Q (91.122242 sec): 3 clusters Score: Raw -392339.050775 + Penalty 111.815419 = -392227.235356 nChanged 4 SP:Iteration 37Q (91.130056 sec): 3 clusters Score: Raw -392339.255182 + Penalty 111.847270 = -392227.407912 nChanged 4 SP:Iteration 38Q (91.138114 sec): 3 clusters Score: Raw -392339.376443 + Penalty 111.859249 = -392227.517194 nChanged 2 SP:Iteration 39Q (91.146261 sec): 3 clusters Score: Raw -392339.404417 + Penalty 111.859249 = -392227.545168 nChanged 0 SP:Iteration 40F (91.155561 sec): 3 clusters Score: Raw -392339.404417 + Penalty 111.859249 = -392227.545168 nChanged 0 Score: Raw -2680279.554710 + Penalty 23288.441256 = -2656991.113455 Splitting cluster 1 changes total score from -2641625.340510 to -2656991.113455 So it's getting split into cluster 4. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (1188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.706929 sec): 2 clusters Score: Raw -100050.390648 + Penalty 288.506528 = -99761.884120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.709511 sec): 3 clusters Score: Raw -99348.643635 + Penalty 570.912405 = -98777.731230 nChanged 500 SP:Iteration 1F (91.712056 sec): 3 clusters Score: Raw -99651.154131 + Penalty 569.417968 = -99081.736164 nChanged 153 SP:Iteration 2F (91.714551 sec): 3 clusters Score: Raw -99733.541972 + Penalty 570.581530 = -99162.960442 nChanged 78 SP:Iteration 3F (91.716919 sec): 3 clusters Score: Raw -99784.444881 + Penalty 574.775420 = -99209.669461 nChanged 66 SP:Iteration 4F (91.719258 sec): 3 clusters Score: Raw -99833.465731 + Penalty 578.287539 = -99255.178192 nChanged 64 SP:Iteration 5F (91.721647 sec): 3 clusters Score: Raw -99889.247955 + Penalty 576.316538 = -99312.931417 nChanged 66 SP:Iteration 6F (91.724081 sec): 3 clusters Score: Raw -99949.143831 + Penalty 576.306223 = -99372.837608 nChanged 55 SP:Iteration 7Q (91.726499 sec): 3 clusters Score: Raw -99998.803557 + Penalty 593.481302 = -99405.322255 nChanged 30 SP:Iteration 8Q (91.728869 sec): 3 clusters Score: Raw -100023.090285 + Penalty 603.028128 = -99420.062157 nChanged 19 SP:Iteration 9Q (91.731025 sec): 3 clusters Score: Raw -100043.468931 + Penalty 629.175863 = -99414.293069 nChanged 12 SP:Iteration 10F (91.733259 sec): 3 clusters Score: Raw -100059.062888 + Penalty 665.246358 = -99393.816530 nChanged 9 SP:Iteration 11F (91.735522 sec): 3 clusters Score: Raw -100072.268704 + Penalty 667.791451 = -99404.477253 nChanged 1 SP:Iteration 12Q (91.737366 sec): 3 clusters Score: Raw -100073.392079 + Penalty 674.010435 = -99399.381644 nChanged 2 SP:Iteration 13F (91.739646 sec): 3 clusters Score: Raw -100075.540307 + Penalty 674.010435 = -99401.529872 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.741860 sec): 2 clusters Score: Raw -52198.953515 + Penalty 732.262693 = -51466.690821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.743161 sec): 3 clusters Score: Raw -51990.248564 + Penalty 1464.682907 = -50525.565657 nChanged 182 SP:Iteration 1F (91.744547 sec): 3 clusters Score: Raw -52198.139276 + Penalty 1465.138814 = -50733.000461 nChanged 52 SP:Iteration 2F (91.746311 sec): 3 clusters Score: Raw -52258.599703 + Penalty 1465.203972 = -50793.395731 nChanged 28 SP:Iteration 3Q (91.747622 sec): 3 clusters Score: Raw -52294.401769 + Penalty 1465.499036 = -50828.902734 nChanged 19 SP:Iteration 4Q (91.748866 sec): 3 clusters Score: Raw -52315.172858 + Penalty 1466.094959 = -50849.077899 nChanged 9 SP:Iteration 5Q (91.750091 sec): 3 clusters Score: Raw -52324.227638 + Penalty 1466.273409 = -50857.954230 nChanged 5 SP:Iteration 6Q (91.751396 sec): 3 clusters Score: Raw -52327.376871 + Penalty 1466.717987 = -50860.658884 nChanged 4 SP:Iteration 7Q (91.752741 sec): 3 clusters Score: Raw -52329.472829 + Penalty 1466.843020 = -50862.629810 nChanged 1 SP:Iteration 8Q (91.754087 sec): 3 clusters Score: Raw -52330.176817 + Penalty 1466.843020 = -50863.333797 nChanged 0 SP:Iteration 9F (91.755478 sec): 3 clusters Score: Raw -52330.176817 + Penalty 1466.843020 = -50863.333797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.758945 sec): 2 clusters Score: Raw -88228.303139 + Penalty 387.843014 = -87840.460125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.761180 sec): 3 clusters Score: Raw -87610.001770 + Penalty 786.071383 = -86823.930387 nChanged 394 SP:Iteration 1F (91.763238 sec): 3 clusters Score: Raw -87820.994199 + Penalty 817.254835 = -87003.739365 nChanged 153 SP:Iteration 2F (91.765201 sec): 3 clusters Score: Raw -87968.355260 + Penalty 867.600683 = -87100.754578 nChanged 129 SP:Iteration 3F (91.767285 sec): 3 clusters Score: Raw -88127.701085 + Penalty 911.682842 = -87216.018244 nChanged 83 SP:Iteration 4F (91.769402 sec): 3 clusters Score: Raw -88215.823865 + Penalty 938.162060 = -87277.661805 nChanged 30 SP:Iteration 5Q (91.771330 sec): 3 clusters Score: Raw -88239.451075 + Penalty 942.471702 = -87296.979374 nChanged 14 SP:Iteration 6Q (91.773159 sec): 3 clusters Score: Raw -88258.027026 + Penalty 947.595731 = -87310.431295 nChanged 11 SP:Iteration 7Q (91.774927 sec): 3 clusters Score: Raw -88272.613666 + Penalty 948.076186 = -87324.537480 nChanged 4 SP:Iteration 8Q (91.776696 sec): 3 clusters Score: Raw -88276.314040 + Penalty 949.644800 = -87326.669239 nChanged 2 SP:Iteration 9Q (91.778582 sec): 3 clusters Score: Raw -88277.348803 + Penalty 949.446087 = -87327.902715 nChanged 1 SP:Iteration 10F (91.780765 sec): 3 clusters Score: Raw -88277.511829 + Penalty 949.446087 = -87328.065742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.787723 sec): 2 clusters Score: Raw -116404.513101 + Penalty 610.134734 = -115794.378368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.790295 sec): 3 clusters Score: Raw -115654.094125 + Penalty 1227.675541 = -114426.418584 nChanged 491 SP:Iteration 1F (91.793013 sec): 3 clusters Score: Raw -115931.614137 + Penalty 1236.652805 = -114694.961332 nChanged 159 SP:Iteration 2F (91.795617 sec): 3 clusters Score: Raw -116067.546540 + Penalty 1245.069897 = -114822.476644 nChanged 105 SP:Iteration 3F (91.798152 sec): 3 clusters Score: Raw -116163.175992 + Penalty 1254.959698 = -114908.216294 nChanged 65 SP:Iteration 4Q (91.800678 sec): 3 clusters Score: Raw -116220.411416 + Penalty 1264.881655 = -114955.529761 nChanged 49 SP:Iteration 5Q (91.803147 sec): 3 clusters Score: Raw -116269.293883 + Penalty 1276.749877 = -114992.544006 nChanged 48 SP:Iteration 6Q (91.805582 sec): 3 clusters Score: Raw -116309.405714 + Penalty 1287.244891 = -115022.160824 nChanged 29 SP:Iteration 7Q (91.807999 sec): 3 clusters Score: Raw -116341.895278 + Penalty 1298.239148 = -115043.656129 nChanged 28 SP:Iteration 8Q (91.810388 sec): 3 clusters Score: Raw -116370.962570 + Penalty 1309.449297 = -115061.513273 nChanged 26 SP:Iteration 9Q (91.812922 sec): 3 clusters Score: Raw -116396.558121 + Penalty 1317.524228 = -115079.033893 nChanged 16 SP:Iteration 10F (91.815632 sec): 3 clusters Score: Raw -116409.694529 + Penalty 1324.235322 = -115085.459206 nChanged 11 SP:Iteration 11Q (91.817903 sec): 3 clusters Score: Raw -116416.849541 + Penalty 1326.074168 = -115090.775374 nChanged 3 SP:Iteration 12Q (91.820130 sec): 3 clusters Score: Raw -116417.355402 + Penalty 1326.121454 = -115091.233947 nChanged 1 SP:Iteration 13Q (91.822355 sec): 3 clusters Score: Raw -116417.453506 + Penalty 1325.822000 = -115091.631506 nChanged 1 SP:Iteration 14Q (91.824678 sec): 3 clusters Score: Raw -116419.513844 + Penalty 1326.807493 = -115092.706351 nChanged 1 SP:Iteration 15Q (91.826964 sec): 3 clusters Score: Raw -116419.716489 + Penalty 1326.807493 = -115092.908997 nChanged 0 SP:Iteration 16F (91.829500 sec): 3 clusters Score: Raw -116419.716489 + Penalty 1326.807493 = -115092.908997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.835409 sec): 2 clusters Score: Raw -84915.246150 + Penalty 856.748705 = -84058.497445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.837359 sec): 3 clusters Score: Raw -84508.822317 + Penalty 1713.362953 = -82795.459365 nChanged 327 SP:Iteration 1F (91.839250 sec): 3 clusters Score: Raw -84745.181045 + Penalty 1711.900751 = -83033.280294 nChanged 76 SP:Iteration 2F (91.841132 sec): 3 clusters Score: Raw -84820.757386 + Penalty 1710.989634 = -83109.767752 nChanged 58 SP:Iteration 3F (91.843035 sec): 3 clusters Score: Raw -84872.134232 + Penalty 1709.831994 = -83162.302238 nChanged 35 SP:Iteration 4Q (91.845089 sec): 3 clusters Score: Raw -84901.200513 + Penalty 1709.170750 = -83192.029763 nChanged 25 SP:Iteration 5Q (91.846992 sec): 3 clusters Score: Raw -84923.458823 + Penalty 1708.169520 = -83215.289303 nChanged 17 SP:Iteration 6Q (91.848945 sec): 3 clusters Score: Raw -84942.706505 + Penalty 1706.390970 = -83236.315535 nChanged 17 SP:Iteration 7Q (91.850869 sec): 3 clusters Score: Raw -84957.728351 + Penalty 1706.211480 = -83251.516871 nChanged 12 SP:Iteration 8Q (91.852751 sec): 3 clusters Score: Raw -84969.955961 + Penalty 1705.980740 = -83263.975222 nChanged 8 SP:Iteration 9Q (91.854654 sec): 3 clusters Score: Raw -84977.273945 + Penalty 1705.250018 = -83272.023927 nChanged 5 SP:Iteration 10F (91.856580 sec): 3 clusters Score: Raw -84983.991183 + Penalty 1704.566641 = -83279.424543 nChanged 8 SP:Iteration 11Q (91.858488 sec): 3 clusters Score: Raw -84988.760558 + Penalty 1704.566136 = -83284.194423 nChanged 3 SP:Iteration 12Q (91.860342 sec): 3 clusters Score: Raw -84990.434916 + Penalty 1704.299927 = -83286.134989 nChanged 3 SP:Iteration 13Q (91.862205 sec): 3 clusters Score: Raw -84992.533440 + Penalty 1704.063414 = -83288.470026 nChanged 7 SP:Iteration 14Q (91.864061 sec): 3 clusters Score: Raw -84996.241468 + Penalty 1703.867767 = -83292.373701 nChanged 5 SP:Iteration 15Q (91.865930 sec): 3 clusters Score: Raw -85000.835834 + Penalty 1703.652163 = -83297.183671 nChanged 9 SP:Iteration 16Q (91.867775 sec): 3 clusters Score: Raw -85005.448098 + Penalty 1703.652163 = -83301.795935 nChanged 0 SP:Iteration 17F (91.869654 sec): 3 clusters Score: Raw -85005.448098 + Penalty 1703.652163 = -83301.795935 nChanged 0 Memory request: 0.07 GB would take us to total of 0.38 GB. Trying to split cluster 9 (13947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.930904 sec): 2 clusters Score: Raw -1109108.637693 + Penalty 162.852796 = -1108945.784897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.957092 sec): 3 clusters Score: Raw -1099605.009000 + Penalty 326.024178 = -1099278.984822 nChanged 6678 SP:Iteration 1F (91.982962 sec): 3 clusters Score: Raw -1102464.424033 + Penalty 321.485912 = -1102142.938121 nChanged 2424 SP:Iteration 2F (92.008409 sec): 3 clusters Score: Raw -1104627.146900 + Penalty 296.553448 = -1104330.593452 nChanged 1865 SP:Iteration 3F (92.034233 sec): 3 clusters Score: Raw -1106803.745321 + Penalty 270.568039 = -1106533.177282 nChanged 985 SP:Iteration 4F (92.059976 sec): 3 clusters Score: Raw -1107971.272327 + Penalty 264.387030 = -1107706.885297 nChanged 371 SP:Iteration 5Q (92.086733 sec): 3 clusters Score: Raw -1108169.365001 + Penalty 260.466732 = -1107908.898268 nChanged 284 SP:Iteration 6Q (92.112512 sec): 3 clusters Score: Raw -1108356.283048 + Penalty 254.663308 = -1108101.619741 nChanged 306 SP:Iteration 7Q (92.137626 sec): 3 clusters Score: Raw -1108846.340910 + Penalty 248.318584 = -1108598.022327 nChanged 318 SP:Iteration 8Q (92.162274 sec): 3 clusters Score: Raw -1109657.549427 + Penalty 245.663555 = -1109411.885872 nChanged 155 SP:Iteration 9Q (92.184966 sec): 3 clusters Score: Raw -1109747.860558 + Penalty 244.020952 = -1109503.839606 nChanged 126 SP:Iteration 10F (92.210802 sec): 3 clusters Score: Raw -1109793.554568 + Penalty 242.827028 = -1109550.727540 nChanged 98 SP:Iteration 11Q (92.232550 sec): 3 clusters Score: Raw -1109818.586232 + Penalty 241.632892 = -1109576.953340 nChanged 99 SP:Iteration 12Q (92.254478 sec): 3 clusters Score: Raw -1109840.469773 + Penalty 240.853341 = -1109599.616431 nChanged 74 SP:Iteration 13Q (92.276324 sec): 3 clusters Score: Raw -1109852.900330 + Penalty 240.258909 = -1109612.641421 nChanged 51 SP:Iteration 14Q (92.298092 sec): 3 clusters Score: Raw -1109858.130451 + Penalty 239.805099 = -1109618.325352 nChanged 33 SP:Iteration 15Q (92.320005 sec): 3 clusters Score: Raw -1109861.502578 + Penalty 239.531690 = -1109621.970888 nChanged 25 SP:Iteration 16Q (92.341285 sec): 3 clusters Score: Raw -1109863.440509 + Penalty 239.371285 = -1109624.069224 nChanged 18 SP:Iteration 17Q (92.363171 sec): 3 clusters Score: Raw -1109864.965640 + Penalty 239.069367 = -1109625.896273 nChanged 22 SP:Iteration 18Q (92.385782 sec): 3 clusters Score: Raw -1109867.369303 + Penalty 238.887787 = -1109628.481517 nChanged 20 SP:Iteration 19Q (92.407199 sec): 3 clusters Score: Raw -1109870.156554 + Penalty 238.733966 = -1109631.422588 nChanged 16 SP:Iteration 20F (92.432750 sec): 3 clusters Score: Raw -1109871.264608 + Penalty 238.634288 = -1109632.630319 nChanged 10 SP:Iteration 21Q (92.454364 sec): 3 clusters Score: Raw -1109871.615110 + Penalty 238.546841 = -1109633.068270 nChanged 10 SP:Iteration 22Q (92.476117 sec): 3 clusters Score: Raw -1109872.094610 + Penalty 238.407225 = -1109633.687385 nChanged 13 SP:Iteration 23Q (92.497790 sec): 3 clusters Score: Raw -1109872.850994 + Penalty 238.100890 = -1109634.750105 nChanged 17 SP:Iteration 24Q (92.519490 sec): 3 clusters Score: Raw -1109873.591444 + Penalty 237.946006 = -1109635.645438 nChanged 11 SP:Iteration 25Q (92.541021 sec): 3 clusters Score: Raw -1109873.880912 + Penalty 237.861902 = -1109636.019010 nChanged 10 SP:Iteration 26Q (92.562649 sec): 3 clusters Score: Raw -1109874.137896 + Penalty 237.805874 = -1109636.332022 nChanged 6 SP:Iteration 27Q (92.584639 sec): 3 clusters Score: Raw -1109874.214491 + Penalty 237.781044 = -1109636.433448 nChanged 2 SP:Iteration 28Q (92.605827 sec): 3 clusters Score: Raw -1109874.244232 + Penalty 237.754509 = -1109636.489723 nChanged 3 SP:Iteration 29Q (92.627668 sec): 3 clusters Score: Raw -1109874.248215 + Penalty 237.754509 = -1109636.493705 nChanged 0 SP:Iteration 30F (92.653808 sec): 3 clusters Score: Raw -1109874.248215 + Penalty 237.754509 = -1109636.493705 nChanged 0 Score: Raw -2681045.166044 + Penalty 23370.348350 = -2657674.817694 Splitting cluster 9 changes total score from -2641625.340510 to -2657674.817694 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.215665 sec): 2 clusters Score: Raw -26905.951215 + Penalty 257.020218 = -26648.930997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.216500 sec): 3 clusters Score: Raw -26788.928875 + Penalty 520.748002 = -26268.180873 nChanged 119 SP:Iteration 1F (93.217414 sec): 3 clusters Score: Raw -26936.554319 + Penalty 527.537889 = -26409.016430 nChanged 40 SP:Iteration 2F (93.218287 sec): 3 clusters Score: Raw -26991.432831 + Penalty 537.486183 = -26453.946648 nChanged 18 SP:Iteration 3F (93.219156 sec): 3 clusters Score: Raw -27019.780028 + Penalty 548.745076 = -26471.034952 nChanged 9 SP:Iteration 4Q (93.219958 sec): 3 clusters Score: Raw -27030.683677 + Penalty 554.707364 = -26475.976313 nChanged 5 SP:Iteration 5Q (93.220744 sec): 3 clusters Score: Raw -27035.929656 + Penalty 556.707812 = -26479.221844 nChanged 3 SP:Iteration 6Q (93.221537 sec): 3 clusters Score: Raw -27039.566269 + Penalty 555.996138 = -26483.570131 nChanged 1 SP:Iteration 7Q (93.222382 sec): 3 clusters Score: Raw -27041.314176 + Penalty 559.943672 = -26481.370504 nChanged 1 SP:Iteration 8F (93.223276 sec): 3 clusters Score: Raw -27042.428806 + Penalty 559.943672 = -26482.485134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.225028 sec): 2 clusters Score: Raw -41016.512834 + Penalty 637.255552 = -40379.257282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.226033 sec): 3 clusters Score: Raw -40851.970031 + Penalty 1274.596664 = -39577.373367 nChanged 118 SP:Iteration 1F (93.227021 sec): 3 clusters Score: Raw -40940.587831 + Penalty 1274.957627 = -39665.630204 nChanged 24 SP:Iteration 2F (93.228007 sec): 3 clusters Score: Raw -40962.121484 + Penalty 1275.300179 = -39686.821305 nChanged 13 SP:Iteration 3Q (93.229017 sec): 3 clusters Score: Raw -40970.499580 + Penalty 1275.746626 = -39694.752954 nChanged 8 SP:Iteration 4Q (93.230010 sec): 3 clusters Score: Raw -40978.880238 + Penalty 1275.929902 = -39702.950337 nChanged 6 SP:Iteration 5Q (93.230994 sec): 3 clusters Score: Raw -40988.058223 + Penalty 1276.049122 = -39712.009101 nChanged 5 SP:Iteration 6Q (93.231973 sec): 3 clusters Score: Raw -40992.431584 + Penalty 1276.273496 = -39716.158088 nChanged 2 SP:Iteration 7Q (93.232951 sec): 3 clusters Score: Raw -40993.715946 + Penalty 1276.294648 = -39717.421298 nChanged 1 SP:Iteration 8Q (93.233931 sec): 3 clusters Score: Raw -40994.239408 + Penalty 1276.294648 = -39717.944760 nChanged 0 SP:Iteration 9F (93.234917 sec): 3 clusters Score: Raw -40994.239408 + Penalty 1276.294648 = -39717.944760 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.238873 sec): 2 clusters Score: Raw -97509.640028 + Penalty 467.217170 = -97042.422858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.241055 sec): 3 clusters Score: Raw -96882.087365 + Penalty 930.544001 = -95951.543364 nChanged 449 SP:Iteration 1F (93.243321 sec): 3 clusters Score: Raw -97139.243095 + Penalty 928.950680 = -96210.292414 nChanged 116 SP:Iteration 2F (93.245639 sec): 3 clusters Score: Raw -97208.657089 + Penalty 929.526567 = -96279.130522 nChanged 69 SP:Iteration 3F (93.247791 sec): 3 clusters Score: Raw -97247.973663 + Penalty 929.841306 = -96318.132357 nChanged 40 SP:Iteration 4Q (93.249911 sec): 3 clusters Score: Raw -97270.823070 + Penalty 929.473809 = -96341.349260 nChanged 34 SP:Iteration 5Q (93.252131 sec): 3 clusters Score: Raw -97287.364181 + Penalty 927.653500 = -96359.710682 nChanged 28 SP:Iteration 6Q (93.254420 sec): 3 clusters Score: Raw -97302.255519 + Penalty 927.677831 = -96374.577688 nChanged 27 SP:Iteration 7Q (93.256644 sec): 3 clusters Score: Raw -97317.026285 + Penalty 928.110686 = -96388.915599 nChanged 21 SP:Iteration 8Q (93.258756 sec): 3 clusters Score: Raw -97328.322740 + Penalty 927.679456 = -96400.643284 nChanged 20 SP:Iteration 9Q (93.260862 sec): 3 clusters Score: Raw -97338.001661 + Penalty 927.121550 = -96410.880112 nChanged 17 SP:Iteration 10F (93.263001 sec): 3 clusters Score: Raw -97343.416183 + Penalty 926.972667 = -96416.443516 nChanged 13 SP:Iteration 11Q (93.265160 sec): 3 clusters Score: Raw -97349.648750 + Penalty 926.519406 = -96423.129344 nChanged 14 SP:Iteration 12Q (93.267260 sec): 3 clusters Score: Raw -97358.897956 + Penalty 924.797888 = -96434.100067 nChanged 20 SP:Iteration 13Q (93.269357 sec): 3 clusters Score: Raw -97371.111760 + Penalty 922.786886 = -96448.324874 nChanged 24 SP:Iteration 14Q (93.271444 sec): 3 clusters Score: Raw -97391.301139 + Penalty 921.656627 = -96469.644512 nChanged 22 SP:Iteration 15Q (93.273518 sec): 3 clusters Score: Raw -97407.400591 + Penalty 922.630723 = -96484.769868 nChanged 15 SP:Iteration 16Q (93.275577 sec): 3 clusters Score: Raw -97416.413905 + Penalty 924.943701 = -96491.470204 nChanged 16 SP:Iteration 17Q (93.277751 sec): 3 clusters Score: Raw -97429.610065 + Penalty 925.255809 = -96504.354256 nChanged 15 SP:Iteration 18Q (93.279953 sec): 3 clusters Score: Raw -97440.863963 + Penalty 925.866184 = -96514.997779 nChanged 16 SP:Iteration 19Q (93.282082 sec): 3 clusters Score: Raw -97452.757276 + Penalty 923.625972 = -96529.131304 nChanged 11 SP:Iteration 20F (93.284350 sec): 3 clusters Score: Raw -97463.583447 + Penalty 922.959593 = -96540.623854 nChanged 12 SP:Iteration 21Q (93.286475 sec): 3 clusters Score: Raw -97470.604130 + Penalty 923.626078 = -96546.978051 nChanged 9 SP:Iteration 22Q (93.288617 sec): 3 clusters Score: Raw -97475.370898 + Penalty 924.268230 = -96551.102668 nChanged 6 SP:Iteration 23Q (93.290666 sec): 3 clusters Score: Raw -97477.904359 + Penalty 925.683822 = -96552.220537 nChanged 8 SP:Iteration 24Q (93.292708 sec): 3 clusters Score: Raw -97481.306333 + Penalty 923.572198 = -96557.734134 nChanged 6 SP:Iteration 25Q (93.294805 sec): 3 clusters Score: Raw -97483.926225 + Penalty 921.804381 = -96562.121843 nChanged 4 SP:Iteration 26Q (93.296892 sec): 3 clusters Score: Raw -97485.575983 + Penalty 921.503113 = -96564.072871 nChanged 2 SP:Iteration 27Q (93.298908 sec): 3 clusters Score: Raw -97485.872309 + Penalty 920.660776 = -96565.211533 nChanged 2 SP:Iteration 28Q (93.300842 sec): 3 clusters Score: Raw -97487.158679 + Penalty 919.239342 = -96567.919338 nChanged 3 SP:Iteration 29Q (93.302751 sec): 3 clusters Score: Raw -97489.103946 + Penalty 917.950156 = -96571.153790 nChanged 3 SP:Iteration 30F (93.304862 sec): 3 clusters Score: Raw -97492.654369 + Penalty 918.728811 = -96573.925558 nChanged 2 SP:Iteration 31Q (93.306753 sec): 3 clusters Score: Raw -97493.441636 + Penalty 918.728811 = -96574.712825 nChanged 0 SP:Iteration 32F (93.308883 sec): 3 clusters Score: Raw -97493.441636 + Penalty 918.728811 = -96574.712825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.313096 sec): 2 clusters Score: Raw -101796.622096 + Penalty 643.578426 = -101153.043670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.315325 sec): 3 clusters Score: Raw -101148.176655 + Penalty 1287.488379 = -99860.688276 nChanged 433 SP:Iteration 1F (93.317496 sec): 3 clusters Score: Raw -101385.699397 + Penalty 1291.617831 = -100094.081566 nChanged 134 SP:Iteration 2F (93.319715 sec): 3 clusters Score: Raw -101478.520521 + Penalty 1301.769371 = -100176.751150 nChanged 89 SP:Iteration 3F (93.322119 sec): 3 clusters Score: Raw -101550.413198 + Penalty 1316.776028 = -100233.637169 nChanged 77 SP:Iteration 4F (93.324439 sec): 3 clusters Score: Raw -101628.058025 + Penalty 1332.252251 = -100295.805774 nChanged 70 SP:Iteration 5F (93.326636 sec): 3 clusters Score: Raw -101693.000840 + Penalty 1343.047692 = -100349.953148 nChanged 56 SP:Iteration 6Q (93.328753 sec): 3 clusters Score: Raw -101743.147893 + Penalty 1353.838335 = -100389.309558 nChanged 34 SP:Iteration 7Q (93.330871 sec): 3 clusters Score: Raw -101767.498482 + Penalty 1361.855077 = -100405.643406 nChanged 21 SP:Iteration 8Q (93.332961 sec): 3 clusters Score: Raw -101784.349525 + Penalty 1370.096564 = -100414.252962 nChanged 20 SP:Iteration 9Q (93.335049 sec): 3 clusters Score: Raw -101799.966748 + Penalty 1379.503902 = -100420.462846 nChanged 14 SP:Iteration 10F (93.337210 sec): 3 clusters Score: Raw -101815.474808 + Penalty 1388.138446 = -100427.336362 nChanged 16 SP:Iteration 11Q (93.339204 sec): 3 clusters Score: Raw -101827.000885 + Penalty 1392.634149 = -100434.366736 nChanged 10 SP:Iteration 12Q (93.341183 sec): 3 clusters Score: Raw -101834.266565 + Penalty 1397.457708 = -100436.808857 nChanged 6 SP:Iteration 13Q (93.343166 sec): 3 clusters Score: Raw -101839.331168 + Penalty 1400.982811 = -100438.348357 nChanged 8 SP:Iteration 14Q (93.345197 sec): 3 clusters Score: Raw -101843.716616 + Penalty 1404.023029 = -100439.693587 nChanged 5 SP:Iteration 15Q (93.347200 sec): 3 clusters Score: Raw -101848.197250 + Penalty 1406.519010 = -100441.678240 nChanged 5 SP:Iteration 16Q (93.349178 sec): 3 clusters Score: Raw -101852.143229 + Penalty 1407.296101 = -100444.847128 nChanged 2 SP:Iteration 17Q (93.351115 sec): 3 clusters Score: Raw -101853.096342 + Penalty 1409.087294 = -100444.009047 nChanged 3 SP:Iteration 18F (93.353273 sec): 3 clusters Score: Raw -101855.553266 + Penalty 1409.765926 = -100445.787340 nChanged 2 SP:Iteration 19Q (93.355425 sec): 3 clusters Score: Raw -101857.378749 + Penalty 1410.658762 = -100446.719988 nChanged 1 SP:Iteration 20F (93.357759 sec): 3 clusters Score: Raw -101858.041236 + Penalty 1410.567209 = -100447.474027 nChanged 1 SP:Iteration 21Q (93.359681 sec): 3 clusters Score: Raw -101858.553583 + Penalty 1410.835903 = -100447.717679 nChanged 1 SP:Iteration 22Q (93.361606 sec): 3 clusters Score: Raw -101858.849596 + Penalty 1410.835903 = -100448.013693 nChanged 0 SP:Iteration 23F (93.363794 sec): 3 clusters Score: Raw -101858.849596 + Penalty 1410.835903 = -100448.013693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.365979 sec): 2 clusters Score: Raw -35566.803701 + Penalty 623.500152 = -34943.303549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.366916 sec): 3 clusters Score: Raw -35463.017298 + Penalty 1253.426664 = -34209.590634 nChanged 118 SP:Iteration 1F (93.367839 sec): 3 clusters Score: Raw -35582.074336 + Penalty 1255.905154 = -34326.169182 nChanged 33 SP:Iteration 2F (93.368761 sec): 3 clusters Score: Raw -35624.967937 + Penalty 1258.595674 = -34366.372263 nChanged 25 SP:Iteration 3F (93.369681 sec): 3 clusters Score: Raw -35658.318028 + Penalty 1259.497237 = -34398.820791 nChanged 16 SP:Iteration 4Q (93.370576 sec): 3 clusters Score: Raw -35682.698523 + Penalty 1262.930902 = -34419.767621 nChanged 10 SP:Iteration 5Q (93.371462 sec): 3 clusters Score: Raw -35694.101834 + Penalty 1263.407119 = -34430.694715 nChanged 5 SP:Iteration 6Q (93.372344 sec): 3 clusters Score: Raw -35700.412488 + Penalty 1263.323140 = -34437.089347 nChanged 4 SP:Iteration 7Q (93.373223 sec): 3 clusters Score: Raw -35704.221225 + Penalty 1262.704419 = -34441.516806 nChanged 1 SP:Iteration 8Q (93.374103 sec): 3 clusters Score: Raw -35705.542710 + Penalty 1263.855288 = -34441.687422 nChanged 1 SP:Iteration 9Q (93.374977 sec): 3 clusters Score: Raw -35707.115493 + Penalty 1264.111992 = -34443.003501 nChanged 1 SP:Iteration 10F (93.375896 sec): 3 clusters Score: Raw -35707.702369 + Penalty 1263.610333 = -34444.092036 nChanged 1 SP:Iteration 11Q (93.376771 sec): 3 clusters Score: Raw -35708.765924 + Penalty 1263.584945 = -34445.180978 nChanged 1 SP:Iteration 12Q (93.377647 sec): 3 clusters Score: Raw -35710.880521 + Penalty 1263.584945 = -34447.295576 nChanged 0 SP:Iteration 13F (93.378580 sec): 3 clusters Score: Raw -35710.880521 + Penalty 1263.584945 = -34447.295576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.380698 sec): 2 clusters Score: Raw -39906.262932 + Penalty 371.128875 = -39535.134057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.381742 sec): 3 clusters Score: Raw -39692.739709 + Penalty 743.481432 = -38949.258277 nChanged 150 SP:Iteration 1F (93.382736 sec): 3 clusters Score: Raw -39801.978110 + Penalty 742.793445 = -39059.184665 nChanged 41 SP:Iteration 2F (93.383715 sec): 3 clusters Score: Raw -39832.345939 + Penalty 742.803124 = -39089.542815 nChanged 24 SP:Iteration 3F (93.384696 sec): 3 clusters Score: Raw -39850.315627 + Penalty 742.655356 = -39107.660271 nChanged 12 SP:Iteration 4Q (93.385653 sec): 3 clusters Score: Raw -39857.189688 + Penalty 742.593054 = -39114.596635 nChanged 7 SP:Iteration 5Q (93.386626 sec): 3 clusters Score: Raw -39861.618489 + Penalty 742.676829 = -39118.941660 nChanged 2 SP:Iteration 6Q (93.387601 sec): 3 clusters Score: Raw -39862.745650 + Penalty 742.514544 = -39120.231106 nChanged 3 SP:Iteration 7Q (93.388635 sec): 3 clusters Score: Raw -39864.479260 + Penalty 742.448657 = -39122.030604 nChanged 1 SP:Iteration 8Q (93.389643 sec): 3 clusters Score: Raw -39864.699408 + Penalty 742.448657 = -39122.250751 nChanged 0 SP:Iteration 9F (93.390663 sec): 3 clusters Score: Raw -39864.699408 + Penalty 742.448657 = -39122.250751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.392977 sec): 2 clusters Score: Raw -41535.245871 + Penalty 811.607594 = -40723.638277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.394172 sec): 3 clusters Score: Raw -41389.382288 + Penalty 1623.245326 = -39766.136962 nChanged 144 SP:Iteration 1F (93.395375 sec): 3 clusters Score: Raw -41572.780652 + Penalty 1623.387752 = -39949.392900 nChanged 45 SP:Iteration 2F (93.396565 sec): 3 clusters Score: Raw -41646.182684 + Penalty 1623.469051 = -40022.713633 nChanged 24 SP:Iteration 3Q (93.397698 sec): 3 clusters Score: Raw -41692.750568 + Penalty 1623.564417 = -40069.186151 nChanged 13 SP:Iteration 4Q (93.398770 sec): 3 clusters Score: Raw -41712.616167 + Penalty 1623.851001 = -40088.765166 nChanged 14 SP:Iteration 5Q (93.399834 sec): 3 clusters Score: Raw -41727.061027 + Penalty 1623.965389 = -40103.095639 nChanged 9 SP:Iteration 6Q (93.400918 sec): 3 clusters Score: Raw -41736.831680 + Penalty 1624.078782 = -40112.752899 nChanged 3 SP:Iteration 7Q (93.401973 sec): 3 clusters Score: Raw -41742.730254 + Penalty 1624.282533 = -40118.447721 nChanged 3 SP:Iteration 8Q (93.403026 sec): 3 clusters Score: Raw -41747.681301 + Penalty 1624.196312 = -40123.484989 nChanged 1 SP:Iteration 9Q (93.404081 sec): 3 clusters Score: Raw -41748.294452 + Penalty 1624.086005 = -40124.208447 nChanged 2 SP:Iteration 10F (93.405187 sec): 3 clusters Score: Raw -41751.446071 + Penalty 1624.162100 = -40127.283971 nChanged 3 SP:Iteration 11Q (93.406242 sec): 3 clusters Score: Raw -41754.404846 + Penalty 1624.272974 = -40130.131873 nChanged 1 SP:Iteration 12Q (93.407295 sec): 3 clusters Score: Raw -41755.670753 + Penalty 1624.272974 = -40131.397779 nChanged 0 SP:Iteration 13F (93.408404 sec): 3 clusters Score: Raw -41755.670753 + Penalty 1624.272974 = -40131.397779 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.411064 sec): 2 clusters Score: Raw -57793.257500 + Penalty 837.732885 = -56955.524615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.412408 sec): 3 clusters Score: Raw -57581.793826 + Penalty 1675.692410 = -55906.101416 nChanged 177 SP:Iteration 1F (93.413744 sec): 3 clusters Score: Raw -57735.218642 + Penalty 1676.463711 = -56058.754932 nChanged 51 SP:Iteration 2F (93.415060 sec): 3 clusters Score: Raw -57783.838134 + Penalty 1677.057632 = -56106.780503 nChanged 25 SP:Iteration 3Q (93.416361 sec): 3 clusters Score: Raw -57819.303659 + Penalty 1678.103238 = -56141.200421 nChanged 20 SP:Iteration 4Q (93.417667 sec): 3 clusters Score: Raw -57848.784398 + Penalty 1679.871243 = -56168.913155 nChanged 14 SP:Iteration 5Q (93.418991 sec): 3 clusters Score: Raw -57862.945619 + Penalty 1680.956778 = -56181.988841 nChanged 10 SP:Iteration 6Q (93.420283 sec): 3 clusters Score: Raw -57871.719114 + Penalty 1681.475244 = -56190.243870 nChanged 11 SP:Iteration 7Q (93.421587 sec): 3 clusters Score: Raw -57886.982731 + Penalty 1682.887610 = -56204.095121 nChanged 11 SP:Iteration 8Q (93.422889 sec): 3 clusters Score: Raw -57897.716597 + Penalty 1683.372710 = -56214.343888 nChanged 5 SP:Iteration 9Q (93.424242 sec): 3 clusters Score: Raw -57907.365713 + Penalty 1683.231110 = -56224.134603 nChanged 9 SP:Iteration 10F (93.425651 sec): 3 clusters Score: Raw -57930.059677 + Penalty 1683.919286 = -56246.140391 nChanged 9 SP:Iteration 11Q (93.426970 sec): 3 clusters Score: Raw -57950.436790 + Penalty 1685.871262 = -56264.565528 nChanged 14 SP:Iteration 12Q (93.428267 sec): 3 clusters Score: Raw -57975.296233 + Penalty 1686.182274 = -56289.113959 nChanged 5 SP:Iteration 13Q (93.429518 sec): 3 clusters Score: Raw -57983.122468 + Penalty 1686.454767 = -56296.667700 nChanged 3 SP:Iteration 14Q (93.430757 sec): 3 clusters Score: Raw -57989.304166 + Penalty 1686.708943 = -56302.595222 nChanged 8 SP:Iteration 15Q (93.431985 sec): 3 clusters Score: Raw -57999.900492 + Penalty 1687.439230 = -56312.461262 nChanged 12 SP:Iteration 16Q (93.433221 sec): 3 clusters Score: Raw -58016.768639 + Penalty 1687.061292 = -56329.707347 nChanged 7 SP:Iteration 17Q (93.434448 sec): 3 clusters Score: Raw -58024.635366 + Penalty 1686.823737 = -56337.811630 nChanged 8 SP:Iteration 18Q (93.435672 sec): 3 clusters Score: Raw -58034.872065 + Penalty 1686.553644 = -56348.318421 nChanged 9 SP:Iteration 19Q (93.436902 sec): 3 clusters Score: Raw -58045.781194 + Penalty 1687.136969 = -56358.644225 nChanged 7 SP:Iteration 20F (93.438243 sec): 3 clusters Score: Raw -58055.001442 + Penalty 1687.081812 = -56367.919630 nChanged 6 SP:Iteration 21Q (93.439519 sec): 3 clusters Score: Raw -58057.373407 + Penalty 1687.081812 = -56370.291595 nChanged 0 SP:Iteration 22F (93.440835 sec): 3 clusters Score: Raw -58057.373407 + Penalty 1687.081812 = -56370.291595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.442944 sec): 2 clusters Score: Raw -40692.324810 + Penalty 290.869506 = -40401.455305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.443966 sec): 3 clusters Score: Raw -40444.928696 + Penalty 588.394791 = -39856.533905 nChanged 171 SP:Iteration 1F (93.444965 sec): 3 clusters Score: Raw -40558.267663 + Penalty 600.437048 = -39957.830615 nChanged 60 SP:Iteration 2F (93.445962 sec): 3 clusters Score: Raw -40615.589589 + Penalty 621.456594 = -39994.132995 nChanged 42 SP:Iteration 3F (93.446996 sec): 3 clusters Score: Raw -40665.083170 + Penalty 637.700313 = -40027.382857 nChanged 21 SP:Iteration 4Q (93.448000 sec): 3 clusters Score: Raw -40707.901784 + Penalty 642.953798 = -40064.947986 nChanged 2 SP:Iteration 5Q (93.448889 sec): 3 clusters Score: Raw -40711.265052 + Penalty 646.739149 = -40064.525903 nChanged 1 SP:Iteration 6F (93.449888 sec): 3 clusters Score: Raw -40712.767351 + Penalty 646.739149 = -40066.028202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.451373 sec): 2 clusters Score: Raw -17078.836513 + Penalty 313.112649 = -16765.723864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.451970 sec): 3 clusters Score: Raw -16987.436491 + Penalty 630.569210 = -16356.867280 nChanged 57 SP:Iteration 1F (93.452562 sec): 3 clusters Score: Raw -17045.964387 + Penalty 635.829254 = -16410.135133 nChanged 22 SP:Iteration 2F (93.453148 sec): 3 clusters Score: Raw -17078.100033 + Penalty 640.192700 = -16437.907332 nChanged 12 SP:Iteration 3F (93.453739 sec): 3 clusters Score: Raw -17091.271682 + Penalty 642.197093 = -16449.074589 nChanged 7 SP:Iteration 4Q (93.454341 sec): 3 clusters Score: Raw -17097.186986 + Penalty 644.045742 = -16453.141244 nChanged 2 SP:Iteration 5Q (93.454912 sec): 3 clusters Score: Raw -17099.022985 + Penalty 646.840477 = -16452.182508 nChanged 2 SP:Iteration 6F (93.455497 sec): 3 clusters Score: Raw -17100.632036 + Penalty 650.411814 = -16450.220223 nChanged 3 SP:Iteration 7F (93.456082 sec): 3 clusters Score: Raw -17103.266948 + Penalty 651.760106 = -16451.506842 nChanged 1 SP:Iteration 8Q (93.456649 sec): 3 clusters Score: Raw -17105.070639 + Penalty 652.476382 = -16452.594257 nChanged 1 SP:Iteration 9Q (93.457216 sec): 3 clusters Score: Raw -17106.369144 + Penalty 653.369996 = -16452.999148 nChanged 1 SP:Iteration 10F (93.457860 sec): 3 clusters Score: Raw -17107.096711 + Penalty 653.369996 = -16453.726715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.459873 sec): 2 clusters Score: Raw -33308.168236 + Penalty 521.283744 = -32786.884492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.460839 sec): 3 clusters Score: Raw -33193.112561 + Penalty 1044.685693 = -32148.426868 nChanged 102 SP:Iteration 1F (93.461793 sec): 3 clusters Score: Raw -33299.294581 + Penalty 1046.912907 = -32252.381674 nChanged 25 SP:Iteration 2F (93.462708 sec): 3 clusters Score: Raw -33330.607307 + Penalty 1048.232408 = -32282.374900 nChanged 12 SP:Iteration 3Q (93.463611 sec): 3 clusters Score: Raw -33340.442741 + Penalty 1049.427471 = -32291.015270 nChanged 12 SP:Iteration 4Q (93.464508 sec): 3 clusters Score: Raw -33352.687201 + Penalty 1049.650066 = -32303.037135 nChanged 6 SP:Iteration 5Q (93.465395 sec): 3 clusters Score: Raw -33355.705348 + Penalty 1049.422539 = -32306.282809 nChanged 5 SP:Iteration 6Q (93.466280 sec): 3 clusters Score: Raw -33358.506606 + Penalty 1049.649871 = -32308.856735 nChanged 3 SP:Iteration 7Q (93.467165 sec): 3 clusters Score: Raw -33361.607289 + Penalty 1048.775975 = -32312.831314 nChanged 4 SP:Iteration 8Q (93.468050 sec): 3 clusters Score: Raw -33366.028432 + Penalty 1048.793636 = -32317.234796 nChanged 3 SP:Iteration 9Q (93.468932 sec): 3 clusters Score: Raw -33367.400852 + Penalty 1048.947758 = -32318.453093 nChanged 1 SP:Iteration 10F (93.469844 sec): 3 clusters Score: Raw -33367.482623 + Penalty 1049.575366 = -32317.907257 nChanged 1 SP:Iteration 11F (93.470752 sec): 3 clusters Score: Raw -33368.715553 + Penalty 1049.411729 = -32319.303824 nChanged 2 SP:Iteration 12Q (93.471637 sec): 3 clusters Score: Raw -33369.947618 + Penalty 1049.167284 = -32320.780334 nChanged 2 SP:Iteration 13Q (93.472522 sec): 3 clusters Score: Raw -33373.350065 + Penalty 1049.017500 = -32324.332565 nChanged 3 SP:Iteration 14Q (93.473405 sec): 3 clusters Score: Raw -33375.695050 + Penalty 1048.773470 = -32326.921580 nChanged 2 SP:Iteration 15Q (93.474289 sec): 3 clusters Score: Raw -33376.472965 + Penalty 1048.831109 = -32327.641856 nChanged 1 SP:Iteration 16Q (93.475170 sec): 3 clusters Score: Raw -33376.961931 + Penalty 1048.831109 = -32328.130821 nChanged 0 SP:Iteration 17F (93.476078 sec): 3 clusters Score: Raw -33376.961931 + Penalty 1048.831109 = -32328.130821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 31 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.478842 sec): 2 clusters Score: Raw -64121.150510 + Penalty 810.251537 = -63310.898973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.480313 sec): 3 clusters Score: Raw -63843.812026 + Penalty 1620.655702 = -62223.156323 nChanged 200 SP:Iteration 1F (93.481794 sec): 3 clusters Score: Raw -64014.509450 + Penalty 1620.616910 = -62393.892541 nChanged 53 SP:Iteration 2F (93.483257 sec): 3 clusters Score: Raw -64062.025934 + Penalty 1620.524452 = -62441.501481 nChanged 25 SP:Iteration 3Q (93.484667 sec): 3 clusters Score: Raw -64085.165653 + Penalty 1620.569936 = -62464.595717 nChanged 18 SP:Iteration 4Q (93.486060 sec): 3 clusters Score: Raw -64100.623579 + Penalty 1620.578663 = -62480.044916 nChanged 17 SP:Iteration 5Q (93.487453 sec): 3 clusters Score: Raw -64113.878239 + Penalty 1620.524818 = -62493.353421 nChanged 10 SP:Iteration 6Q (93.488828 sec): 3 clusters Score: Raw -64119.293865 + Penalty 1620.544163 = -62498.749701 nChanged 7 SP:Iteration 7Q (93.490205 sec): 3 clusters Score: Raw -64126.493867 + Penalty 1620.548869 = -62505.944999 nChanged 5 SP:Iteration 8Q (93.491595 sec): 3 clusters Score: Raw -64129.330400 + Penalty 1620.561963 = -62508.768438 nChanged 5 SP:Iteration 9Q (93.493097 sec): 3 clusters Score: Raw -64132.272614 + Penalty 1620.544622 = -62511.727992 nChanged 2 SP:Iteration 10F (93.494558 sec): 3 clusters Score: Raw -64135.250934 + Penalty 1620.533586 = -62514.717348 nChanged 1 SP:Iteration 11Q (93.496000 sec): 3 clusters Score: Raw -64135.837013 + Penalty 1620.533586 = -62515.303427 nChanged 0 SP:Iteration 12F (93.497466 sec): 3 clusters Score: Raw -64135.837013 + Penalty 1620.533586 = -62515.303427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.499076 sec): 2 clusters Score: Raw -18357.339993 + Penalty 489.538113 = -17867.801880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.499722 sec): 3 clusters Score: Raw -18325.276075 + Penalty 981.828586 = -17343.447489 nChanged 41 SP:Iteration 1F (93.500356 sec): 3 clusters Score: Raw -18391.343517 + Penalty 980.597861 = -17410.745656 nChanged 15 SP:Iteration 2F (93.500985 sec): 3 clusters Score: Raw -18415.888423 + Penalty 982.795588 = -17433.092835 nChanged 10 SP:Iteration 3Q (93.501600 sec): 3 clusters Score: Raw -18432.021573 + Penalty 983.966805 = -17448.054768 nChanged 3 SP:Iteration 4Q (93.502210 sec): 3 clusters Score: Raw -18440.039371 + Penalty 986.252082 = -17453.787288 nChanged 6 SP:Iteration 5Q (93.502814 sec): 3 clusters Score: Raw -18450.590592 + Penalty 990.039323 = -17460.551269 nChanged 3 SP:Iteration 6Q (93.503413 sec): 3 clusters Score: Raw -18453.555343 + Penalty 989.661179 = -17463.894164 nChanged 3 SP:Iteration 7Q (93.504023 sec): 3 clusters Score: Raw -18459.552556 + Penalty 993.458808 = -17466.093747 nChanged 3 SP:Iteration 8Q (93.504601 sec): 3 clusters Score: Raw -18469.642290 + Penalty 997.046755 = -17472.595535 nChanged 5 SP:Iteration 9Q (93.505179 sec): 3 clusters Score: Raw -18478.358321 + Penalty 995.973756 = -17482.384565 nChanged 1 SP:Iteration 10F (93.505795 sec): 3 clusters Score: Raw -18480.408614 + Penalty 997.098607 = -17483.310007 nChanged 2 SP:Iteration 11Q (93.506400 sec): 3 clusters Score: Raw -18484.166128 + Penalty 998.517460 = -17485.648667 nChanged 1 SP:Iteration 12Q (93.507003 sec): 3 clusters Score: Raw -18485.820358 + Penalty 998.517460 = -17487.302897 nChanged 0 SP:Iteration 13F (93.507652 sec): 3 clusters Score: Raw -18485.820358 + Penalty 998.517460 = -17487.302897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.509912 sec): 2 clusters Score: Raw -49214.555051 + Penalty 702.515630 = -48512.039421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.511060 sec): 3 clusters Score: Raw -49026.597032 + Penalty 1405.627834 = -47620.969198 nChanged 142 SP:Iteration 1F (93.512190 sec): 3 clusters Score: Raw -49149.796318 + Penalty 1406.562349 = -47743.233970 nChanged 30 SP:Iteration 2F (93.513335 sec): 3 clusters Score: Raw -49179.585071 + Penalty 1406.644076 = -47772.940995 nChanged 16 SP:Iteration 3Q (93.514464 sec): 3 clusters Score: Raw -49196.725877 + Penalty 1406.583198 = -47790.142679 nChanged 13 SP:Iteration 4Q (93.515587 sec): 3 clusters Score: Raw -49205.470365 + Penalty 1406.910783 = -47798.559582 nChanged 3 SP:Iteration 5Q (93.516730 sec): 3 clusters Score: Raw -49209.038781 + Penalty 1407.539721 = -47801.499060 nChanged 7 SP:Iteration 6Q (93.517882 sec): 3 clusters Score: Raw -49214.261697 + Penalty 1407.789537 = -47806.472160 nChanged 3 SP:Iteration 7Q (93.518999 sec): 3 clusters Score: Raw -49215.109326 + Penalty 1407.918256 = -47807.191070 nChanged 1 SP:Iteration 8Q (93.520117 sec): 3 clusters Score: Raw -49215.335979 + Penalty 1408.032972 = -47807.303007 nChanged 2 SP:Iteration 9Q (93.521234 sec): 3 clusters Score: Raw -49216.938166 + Penalty 1408.041156 = -47808.897010 nChanged 1 SP:Iteration 10F (93.522359 sec): 3 clusters Score: Raw -49217.982698 + Penalty 1408.041156 = -47809.941541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.524150 sec): 2 clusters Score: Raw -27566.489259 + Penalty 42.842856 = -27523.646403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.524992 sec): 3 clusters Score: Raw -27358.997254 + Penalty 85.481580 = -27273.515674 nChanged 149 SP:Iteration 1F (93.525818 sec): 3 clusters Score: Raw -27442.559659 + Penalty 85.375295 = -27357.184364 nChanged 16 SP:Iteration 2Q (93.526719 sec): 3 clusters Score: Raw -27449.821869 + Penalty 85.317203 = -27364.504666 nChanged 14 SP:Iteration 3Q (93.527579 sec): 3 clusters Score: Raw -27490.864540 + Penalty 85.314641 = -27405.549899 nChanged 15 SP:Iteration 4Q (93.528432 sec): 3 clusters Score: Raw -27520.350663 + Penalty 85.373804 = -27434.976859 nChanged 17 SP:Iteration 5Q (93.529272 sec): 3 clusters Score: Raw -27529.142029 + Penalty 85.378116 = -27443.763913 nChanged 7 SP:Iteration 6Q (93.530122 sec): 3 clusters Score: Raw -27532.210336 + Penalty 85.338187 = -27446.872149 nChanged 8 SP:Iteration 7Q (93.530969 sec): 3 clusters Score: Raw -27535.813860 + Penalty 85.341925 = -27450.471936 nChanged 9 SP:Iteration 8Q (93.531810 sec): 3 clusters Score: Raw -27539.334399 + Penalty 85.407662 = -27453.926737 nChanged 8 SP:Iteration 9Q (93.532631 sec): 3 clusters Score: Raw -27540.961309 + Penalty 85.407662 = -27455.553647 nChanged 4 SP:Iteration 10F (93.533489 sec): 3 clusters Score: Raw -27541.345027 + Penalty 84.962065 = -27456.382962 nChanged 3 SP:Iteration 11Q (93.534302 sec): 3 clusters Score: Raw -27544.663190 + Penalty 84.830389 = -27459.832802 nChanged 7 SP:Iteration 12Q (93.535090 sec): 3 clusters Score: Raw -27547.659910 + Penalty 84.574576 = -27463.085334 nChanged 5 SP:Iteration 13Q (93.535873 sec): 3 clusters Score: Raw -27549.380326 + Penalty 84.409655 = -27464.970671 nChanged 3 SP:Iteration 14Q (93.536686 sec): 3 clusters Score: Raw -27550.566670 + Penalty 84.385455 = -27466.181215 nChanged 1 SP:Iteration 15Q (93.537485 sec): 3 clusters Score: Raw -27550.916217 + Penalty 84.362725 = -27466.553493 nChanged 1 SP:Iteration 16Q (93.538267 sec): 3 clusters Score: Raw -27551.319724 + Penalty 84.341468 = -27466.978256 nChanged 1 SP:Iteration 17Q (93.539045 sec): 3 clusters Score: Raw -27551.438746 + Penalty 84.341468 = -27467.097278 nChanged 0 SP:Iteration 18F (93.539868 sec): 3 clusters Score: Raw -27551.438746 + Penalty 84.341468 = -27467.097278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.541193 sec): 2 clusters Score: Raw -12285.717956 + Penalty 352.425270 = -11933.292686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.541678 sec): 3 clusters Score: Raw -12274.247360 + Penalty 706.175162 = -11568.072198 nChanged 28 SP:Iteration 1F (93.542154 sec): 3 clusters Score: Raw -12324.894994 + Penalty 712.777071 = -11612.117923 nChanged 11 SP:Iteration 2F (93.542629 sec): 3 clusters Score: Raw -12344.439795 + Penalty 729.682468 = -11614.757328 nChanged 12 SP:Iteration 3F (93.543104 sec): 3 clusters Score: Raw -12370.259432 + Penalty 749.008355 = -11621.251077 nChanged 8 SP:Iteration 4F (93.543584 sec): 3 clusters Score: Raw -12384.160561 + Penalty 754.834219 = -11629.326342 nChanged 4 SP:Iteration 5Q (93.544073 sec): 3 clusters Score: Raw -12402.923910 + Penalty 756.282326 = -11646.641584 nChanged 2 SP:Iteration 6Q (93.544545 sec): 3 clusters Score: Raw -12404.980964 + Penalty 756.282326 = -11648.698638 nChanged 0 SP:Iteration 7F (93.545046 sec): 3 clusters Score: Raw -12404.980964 + Penalty 756.282326 = -11648.698638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.545925 sec): 2 clusters Score: Raw -1869.135776 + Penalty 93.191458 = -1775.944318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.546196 sec): 3 clusters Score: Raw -1982.288552 + Penalty 187.241826 = -1795.046726 nChanged 7 SP:Iteration 1F (93.546456 sec): 3 clusters Score: Raw -1989.302220 + Penalty 197.396561 = -1791.905658 nChanged 3 SP:Iteration 2F (93.546729 sec): 3 clusters Score: Raw -1992.738025 + Penalty 214.792826 = -1777.945199 nChanged 2 SP:Iteration 3F (93.546986 sec): 3 clusters Score: Raw -1995.782297 + Penalty 229.093964 = -1766.688333 nChanged 1 SP:Iteration 4F (93.547245 sec): 3 clusters Score: Raw -2004.611305 + Penalty 229.093964 = -1775.517341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.549601 sec): 2 clusters Score: Raw -30417.970562 + Penalty 431.421449 = -29986.549113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.550435 sec): 3 clusters Score: Raw -30269.256199 + Penalty 869.018517 = -29400.237682 nChanged 89 SP:Iteration 1F (93.551241 sec): 3 clusters Score: Raw -30337.341206 + Penalty 873.793316 = -29463.547889 nChanged 29 SP:Iteration 2F (93.552036 sec): 3 clusters Score: Raw -30363.343860 + Penalty 879.094067 = -29484.249793 nChanged 23 SP:Iteration 3F (93.552831 sec): 3 clusters Score: Raw -30385.001570 + Penalty 882.860274 = -29502.141296 nChanged 15 SP:Iteration 4Q (93.553618 sec): 3 clusters Score: Raw -30399.819808 + Penalty 888.292978 = -29511.526831 nChanged 12 SP:Iteration 5Q (93.554401 sec): 3 clusters Score: Raw -30415.801432 + Penalty 894.883233 = -29520.918198 nChanged 8 SP:Iteration 6Q (93.555180 sec): 3 clusters Score: Raw -30424.832548 + Penalty 901.188036 = -29523.644512 nChanged 9 SP:Iteration 7Q (93.555963 sec): 3 clusters Score: Raw -30440.075469 + Penalty 908.707061 = -29531.368408 nChanged 10 SP:Iteration 8Q (93.556750 sec): 3 clusters Score: Raw -30452.862902 + Penalty 909.837656 = -29543.025246 nChanged 4 SP:Iteration 9Q (93.557516 sec): 3 clusters Score: Raw -30456.496260 + Penalty 910.337429 = -29546.158831 nChanged 1 SP:Iteration 10F (93.558317 sec): 3 clusters Score: Raw -30457.345194 + Penalty 910.337429 = -29547.007765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.560669 sec): 2 clusters Score: Raw -36332.436218 + Penalty 57.453837 = -36274.982381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.561749 sec): 3 clusters Score: Raw -36057.694020 + Penalty 124.056677 = -35933.637343 nChanged 218 SP:Iteration 1F (93.562816 sec): 3 clusters Score: Raw -36275.033275 + Penalty 117.048991 = -36157.984284 nChanged 44 SP:Iteration 2F (93.563891 sec): 3 clusters Score: Raw -36308.875048 + Penalty 115.121209 = -36193.753839 nChanged 27 SP:Iteration 3F (93.564951 sec): 3 clusters Score: Raw -36339.429132 + Penalty 118.172343 = -36221.256789 nChanged 29 SP:Iteration 4F (93.566010 sec): 3 clusters Score: Raw -36360.148782 + Penalty 119.913311 = -36240.235470 nChanged 13 SP:Iteration 5Q (93.567067 sec): 3 clusters Score: Raw -36363.888784 + Penalty 120.141454 = -36243.747330 nChanged 4 SP:Iteration 6Q (93.568123 sec): 3 clusters Score: Raw -36365.999925 + Penalty 122.379199 = -36243.620726 nChanged 5 SP:Iteration 7F (93.569198 sec): 3 clusters Score: Raw -36372.406425 + Penalty 124.652638 = -36247.753788 nChanged 4 SP:Iteration 8Q (93.570391 sec): 3 clusters Score: Raw -36381.558235 + Penalty 125.799985 = -36255.758250 nChanged 2 SP:Iteration 9Q (93.571475 sec): 3 clusters Score: Raw -36382.482315 + Penalty 126.475290 = -36256.007025 nChanged 1 SP:Iteration 10F (93.572637 sec): 3 clusters Score: Raw -36382.580653 + Penalty 127.178925 = -36255.401728 nChanged 1 SP:Iteration 11F (93.573796 sec): 3 clusters Score: Raw -36382.740317 + Penalty 127.912542 = -36254.827775 nChanged 1 SP:Iteration 12F (93.574975 sec): 3 clusters Score: Raw -36382.828236 + Penalty 128.677923 = -36254.150314 nChanged 1 SP:Iteration 13F (93.576147 sec): 3 clusters Score: Raw -36382.937960 + Penalty 130.113356 = -36252.824604 nChanged 2 SP:Iteration 14F (93.577319 sec): 3 clusters Score: Raw -36383.383383 + Penalty 130.981490 = -36252.401893 nChanged 1 SP:Iteration 15F (93.578493 sec): 3 clusters Score: Raw -36383.621776 + Penalty 130.981490 = -36252.640286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.580281 sec): 2 clusters Score: Raw -23780.054442 + Penalty 37.016809 = -23743.037633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.580985 sec): 3 clusters Score: Raw -23606.648985 + Penalty 74.548865 = -23532.100120 nChanged 129 SP:Iteration 1F (93.581646 sec): 3 clusters Score: Raw -23695.930224 + Penalty 76.118943 = -23619.811281 nChanged 42 SP:Iteration 2F (93.582298 sec): 3 clusters Score: Raw -23726.193989 + Penalty 77.254924 = -23648.939065 nChanged 24 SP:Iteration 3F (93.583045 sec): 3 clusters Score: Raw -23748.622816 + Penalty 78.311302 = -23670.311514 nChanged 11 SP:Iteration 4Q (93.583812 sec): 3 clusters Score: Raw -23755.836654 + Penalty 78.654824 = -23677.181831 nChanged 7 SP:Iteration 5Q (93.584545 sec): 3 clusters Score: Raw -23758.853302 + Penalty 79.018633 = -23679.834668 nChanged 3 SP:Iteration 6Q (93.585271 sec): 3 clusters Score: Raw -23759.341433 + Penalty 79.207591 = -23680.133842 nChanged 1 SP:Iteration 7Q (93.585996 sec): 3 clusters Score: Raw -23760.976473 + Penalty 79.207591 = -23681.768882 nChanged 0 SP:Iteration 8F (93.586732 sec): 3 clusters Score: Raw -23760.976473 + Penalty 79.207591 = -23681.768882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.588183 sec): 2 clusters Score: Raw -6583.569084 + Penalty 593.189217 = -5990.379867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.588556 sec): 3 clusters Score: Raw -6673.345054 + Penalty 1203.232231 = -5470.112823 nChanged 11 SP:Iteration 1F (93.588923 sec): 3 clusters Score: Raw -6721.295690 + Penalty 1198.161395 = -5523.134294 nChanged 3 SP:Iteration 2Q (93.589267 sec): 3 clusters Score: Raw -6727.147333 + Penalty 1195.856741 = -5531.290592 nChanged 1 SP:Iteration 3Q (93.589609 sec): 3 clusters Score: Raw -6728.442897 + Penalty 1199.616670 = -5528.826227 nChanged 1 SP:Iteration 4F (93.589974 sec): 3 clusters Score: Raw -6745.449659 + Penalty 1199.616670 = -5545.832989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.590853 sec): 2 clusters Score: Raw -1431.505648 + Penalty 49.205526 = -1382.300122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.591095 sec): 3 clusters Score: Raw -1463.772353 + Penalty 97.294252 = -1366.478101 nChanged 1 SP:Iteration 1Q (93.591323 sec): 3 clusters Score: Raw -1472.107009 + Penalty 99.805447 = -1372.301562 nChanged 1 SP:Iteration 2Q (93.591551 sec): 3 clusters Score: Raw -1475.377946 + Penalty 99.805447 = -1375.572499 nChanged 0 SP:Iteration 3F (93.591784 sec): 3 clusters Score: Raw -1475.377946 + Penalty 99.805447 = -1375.572499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.592738 sec): 2 clusters Score: Raw -4858.936351 + Penalty 266.886360 = -4592.049991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.593086 sec): 3 clusters Score: Raw -4947.870658 + Penalty 567.668715 = -4380.201943 nChanged 8 SP:Iteration 1F (93.593454 sec): 3 clusters Score: Raw -5002.021933 + Penalty 599.524517 = -4402.497416 nChanged 5 SP:Iteration 2F (93.593800 sec): 3 clusters Score: Raw -5037.709758 + Penalty 592.135461 = -4445.574297 nChanged 1 SP:Iteration 3Q (93.594115 sec): 3 clusters Score: Raw -5042.765927 + Penalty 592.135461 = -4450.630466 nChanged 0 SP:Iteration 4F (93.594454 sec): 3 clusters Score: Raw -5042.765927 + Penalty 592.135461 = -4450.630466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 175 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.595745 sec): 2 clusters Score: Raw -7969.462544 + Penalty 39.599124 = -7929.863420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.596159 sec): 3 clusters Score: Raw -7919.258635 + Penalty 106.666369 = -7812.592266 nChanged 41 SP:Iteration 1F (93.596555 sec): 3 clusters Score: Raw -7967.933644 + Penalty 84.982662 = -7882.950981 nChanged 8 SP:Iteration 2F (93.596951 sec): 3 clusters Score: Raw -7993.559397 + Penalty 84.982662 = -7908.576735 nChanged 0 Iteration 210F (94.183338 sec): 34 clusters Score: Raw -2666788.284784 + Penalty 23384.394516 = -2643403.890269 nChanged 420 Iteration 211Q (94.320893 sec): 34 clusters Score: Raw -2666922.764899 + Penalty 23400.177517 = -2643522.587382 nChanged 234 Iteration 212Q (94.453882 sec): 34 clusters Score: Raw -2666977.578979 + Penalty 23405.315777 = -2643572.263203 nChanged 168 Iteration 213Q (94.585818 sec): 34 clusters Score: Raw -2667012.820725 + Penalty 23405.545309 = -2643607.275416 nChanged 126 Iteration 214Q (94.717750 sec): 34 clusters Score: Raw -2667032.055979 + Penalty 23410.515750 = -2643621.540229 nChanged 88 Iteration 215Q (94.849584 sec): 34 clusters Score: Raw -2667044.077003 + Penalty 23411.477944 = -2643632.599059 nChanged 68 Iteration 216Q (94.979158 sec): 34 clusters Score: Raw -2667051.737842 + Penalty 23415.566820 = -2643636.171022 nChanged 49 Iteration 217Q (95.108346 sec): 34 clusters Score: Raw -2667054.927588 + Penalty 23416.426380 = -2643638.501208 nChanged 34 Iteration 218Q (95.236174 sec): 34 clusters Score: Raw -2667057.604884 + Penalty 23416.522188 = -2643641.082696 nChanged 19 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2667057.604884 + Penalty 23416.522188 = -2643641.082696Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.347362 sec): 2 clusters Score: Raw -90780.706226 + Penalty 45.372496 = -90735.333730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.349537 sec): 3 clusters Score: Raw -90062.114393 + Penalty 90.696520 = -89971.417873 nChanged 532 SP:Iteration 1F (95.351681 sec): 3 clusters Score: Raw -90491.802096 + Penalty 91.007745 = -90400.794351 nChanged 126 SP:Iteration 2F (95.353810 sec): 3 clusters Score: Raw -90586.265218 + Penalty 91.274696 = -90494.990521 nChanged 85 SP:Iteration 3F (95.355937 sec): 3 clusters Score: Raw -90659.195667 + Penalty 91.369201 = -90567.826466 nChanged 64 SP:Iteration 4F (95.358085 sec): 3 clusters Score: Raw -90704.177863 + Penalty 91.635365 = -90612.542498 nChanged 55 SP:Iteration 5Q (95.360159 sec): 3 clusters Score: Raw -90736.744497 + Penalty 91.539099 = -90645.205399 nChanged 34 SP:Iteration 6Q (95.362228 sec): 3 clusters Score: Raw -90753.512972 + Penalty 91.477514 = -90662.035459 nChanged 30 SP:Iteration 7Q (95.364296 sec): 3 clusters Score: Raw -90772.486950 + Penalty 91.206265 = -90681.280685 nChanged 32 SP:Iteration 8Q (95.366452 sec): 3 clusters Score: Raw -90798.347658 + Penalty 91.104555 = -90707.243103 nChanged 29 SP:Iteration 9Q (95.368651 sec): 3 clusters Score: Raw -90820.418842 + Penalty 90.853162 = -90729.565680 nChanged 25 SP:Iteration 10F (95.370966 sec): 3 clusters Score: Raw -90832.965040 + Penalty 90.579968 = -90742.385072 nChanged 21 SP:Iteration 11Q (95.373109 sec): 3 clusters Score: Raw -90840.273480 + Penalty 90.418825 = -90749.854654 nChanged 13 SP:Iteration 12Q (95.375153 sec): 3 clusters Score: Raw -90843.385925 + Penalty 90.244609 = -90753.141316 nChanged 13 SP:Iteration 13Q (95.377176 sec): 3 clusters Score: Raw -90848.877194 + Penalty 90.102041 = -90758.775153 nChanged 12 SP:Iteration 14Q (95.379198 sec): 3 clusters Score: Raw -90852.713952 + Penalty 89.984248 = -90762.729704 nChanged 11 SP:Iteration 15Q (95.381228 sec): 3 clusters Score: Raw -90855.339571 + Penalty 89.835334 = -90765.504237 nChanged 14 SP:Iteration 16Q (95.383257 sec): 3 clusters Score: Raw -90858.971732 + Penalty 89.745902 = -90769.225831 nChanged 11 SP:Iteration 17Q (95.385247 sec): 3 clusters Score: Raw -90860.870478 + Penalty 89.706568 = -90771.163909 nChanged 5 SP:Iteration 18Q (95.387231 sec): 3 clusters Score: Raw -90861.924223 + Penalty 89.653958 = -90772.270265 nChanged 8 SP:Iteration 19Q (95.389216 sec): 3 clusters Score: Raw -90863.951198 + Penalty 89.574781 = -90774.376417 nChanged 12 SP:Iteration 20F (95.391341 sec): 3 clusters Score: Raw -90867.521887 + Penalty 89.517236 = -90778.004651 nChanged 10 SP:Iteration 21Q (95.393328 sec): 3 clusters Score: Raw -90869.754406 + Penalty 89.410018 = -90780.344388 nChanged 7 SP:Iteration 22Q (95.395345 sec): 3 clusters Score: Raw -90871.813225 + Penalty 89.364896 = -90782.448329 nChanged 9 SP:Iteration 23Q (95.397354 sec): 3 clusters Score: Raw -90874.243811 + Penalty 89.294473 = -90784.949338 nChanged 12 SP:Iteration 24Q (95.399350 sec): 3 clusters Score: Raw -90879.965130 + Penalty 89.272121 = -90790.693009 nChanged 15 SP:Iteration 25Q (95.401484 sec): 3 clusters Score: Raw -90887.162957 + Penalty 89.265041 = -90797.897916 nChanged 9 SP:Iteration 26Q (95.403563 sec): 3 clusters Score: Raw -90890.447414 + Penalty 89.196615 = -90801.250798 nChanged 8 SP:Iteration 27Q (95.405509 sec): 3 clusters Score: Raw -90893.037609 + Penalty 89.200821 = -90803.836788 nChanged 11 SP:Iteration 28Q (95.407422 sec): 3 clusters Score: Raw -90896.869391 + Penalty 89.172555 = -90807.696835 nChanged 12 SP:Iteration 29Q (95.409330 sec): 3 clusters Score: Raw -90899.714114 + Penalty 89.152025 = -90810.562089 nChanged 10 SP:Iteration 30F (95.411488 sec): 3 clusters Score: Raw -90902.998535 + Penalty 89.202969 = -90813.795567 nChanged 10 SP:Iteration 31Q (95.413414 sec): 3 clusters Score: Raw -90905.397235 + Penalty 89.209436 = -90816.187799 nChanged 5 SP:Iteration 32Q (95.415381 sec): 3 clusters Score: Raw -90906.835536 + Penalty 89.265072 = -90817.570464 nChanged 9 SP:Iteration 33Q (95.417325 sec): 3 clusters Score: Raw -90909.805105 + Penalty 89.279079 = -90820.526026 nChanged 10 SP:Iteration 34Q (95.419255 sec): 3 clusters Score: Raw -90913.999027 + Penalty 89.368140 = -90824.630887 nChanged 9 SP:Iteration 35Q (95.421179 sec): 3 clusters Score: Raw -90916.980913 + Penalty 89.364902 = -90827.616011 nChanged 6 SP:Iteration 36Q (95.423131 sec): 3 clusters Score: Raw -90918.766918 + Penalty 89.278606 = -90829.488312 nChanged 5 SP:Iteration 37Q (95.425077 sec): 3 clusters Score: Raw -90920.199243 + Penalty 89.358313 = -90830.840930 nChanged 8 SP:Iteration 38Q (95.426959 sec): 3 clusters Score: Raw -90923.004436 + Penalty 89.453609 = -90833.550827 nChanged 7 SP:Iteration 39Q (95.428840 sec): 3 clusters Score: Raw -90924.972997 + Penalty 89.286315 = -90835.686682 nChanged 4 SP:Iteration 40F (95.430979 sec): 3 clusters Score: Raw -90925.670257 + Penalty 89.314484 = -90836.355773 nChanged 2 SP:Iteration 41Q (95.432811 sec): 3 clusters Score: Raw -90925.917599 + Penalty 89.343499 = -90836.574100 nChanged 2 SP:Iteration 42Q (95.434824 sec): 3 clusters Score: Raw -90926.083196 + Penalty 89.343499 = -90836.739696 nChanged 0 SP:Iteration 43F (95.437144 sec): 3 clusters Score: Raw -90926.083196 + Penalty 89.343499 = -90836.739696 nChanged 0 Score: Raw -2681773.473133 + Penalty 23481.575891 = -2658291.897242 Splitting cluster 1 changes total score from -2643641.082696 to -2658291.897242 So it's getting split into cluster 10. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.005937 sec): 2 clusters Score: Raw -96537.059556 + Penalty 288.017642 = -96249.041913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.008292 sec): 3 clusters Score: Raw -95863.441186 + Penalty 568.294672 = -95295.146515 nChanged 494 SP:Iteration 1F (96.010565 sec): 3 clusters Score: Raw -96208.028838 + Penalty 570.697247 = -95637.331591 nChanged 138 SP:Iteration 2F (96.012700 sec): 3 clusters Score: Raw -96339.913439 + Penalty 566.723928 = -95773.189511 nChanged 78 SP:Iteration 3F (96.014831 sec): 3 clusters Score: Raw -96424.128750 + Penalty 567.358630 = -95856.770120 nChanged 46 SP:Iteration 4Q (96.016931 sec): 3 clusters Score: Raw -96464.346034 + Penalty 576.733187 = -95887.612848 nChanged 39 SP:Iteration 5Q (96.018941 sec): 3 clusters Score: Raw -96492.522873 + Penalty 582.643165 = -95909.879708 nChanged 25 SP:Iteration 6Q (96.020879 sec): 3 clusters Score: Raw -96508.533242 + Penalty 584.164238 = -95924.369003 nChanged 13 SP:Iteration 7Q (96.022780 sec): 3 clusters Score: Raw -96517.297445 + Penalty 587.865040 = -95929.432406 nChanged 9 SP:Iteration 8Q (96.024664 sec): 3 clusters Score: Raw -96526.393567 + Penalty 588.433995 = -95937.959571 nChanged 8 SP:Iteration 9Q (96.026528 sec): 3 clusters Score: Raw -96529.630896 + Penalty 588.884353 = -95940.746543 nChanged 3 SP:Iteration 10F (96.028678 sec): 3 clusters Score: Raw -96530.417117 + Penalty 589.917272 = -95940.499846 nChanged 2 SP:Iteration 11F (96.030806 sec): 3 clusters Score: Raw -96530.839432 + Penalty 591.201704 = -95939.637728 nChanged 2 SP:Iteration 12F (96.032933 sec): 3 clusters Score: Raw -96531.370837 + Penalty 590.784134 = -95940.586703 nChanged 4 SP:Iteration 13Q (96.034877 sec): 3 clusters Score: Raw -96532.427962 + Penalty 589.593853 = -95942.834109 nChanged 3 SP:Iteration 14Q (96.036835 sec): 3 clusters Score: Raw -96533.192002 + Penalty 591.740051 = -95941.451951 nChanged 2 SP:Iteration 15F (96.039126 sec): 3 clusters Score: Raw -96534.142358 + Penalty 591.740051 = -95942.402307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.042497 sec): 2 clusters Score: Raw -52198.953515 + Penalty 732.262693 = -51466.690821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.043778 sec): 3 clusters Score: Raw -51952.241116 + Penalty 1463.826791 = -50488.414325 nChanged 187 SP:Iteration 1F (96.045030 sec): 3 clusters Score: Raw -52113.286324 + Penalty 1461.830852 = -50651.455472 nChanged 54 SP:Iteration 2F (96.046280 sec): 3 clusters Score: Raw -52195.203454 + Penalty 1456.374517 = -50738.828937 nChanged 46 SP:Iteration 3F (96.047568 sec): 3 clusters Score: Raw -52253.284203 + Penalty 1454.001978 = -50799.282224 nChanged 27 SP:Iteration 4Q (96.048821 sec): 3 clusters Score: Raw -52281.563624 + Penalty 1452.005762 = -50829.557862 nChanged 19 SP:Iteration 5Q (96.050070 sec): 3 clusters Score: Raw -52303.140572 + Penalty 1451.342074 = -50851.798498 nChanged 15 SP:Iteration 6Q (96.051381 sec): 3 clusters Score: Raw -52316.596375 + Penalty 1449.684560 = -50866.911815 nChanged 13 SP:Iteration 7Q (96.052658 sec): 3 clusters Score: Raw -52331.182076 + Penalty 1448.826247 = -50882.355829 nChanged 7 SP:Iteration 8Q (96.053918 sec): 3 clusters Score: Raw -52337.333508 + Penalty 1448.399488 = -50888.934020 nChanged 9 SP:Iteration 9Q (96.055161 sec): 3 clusters Score: Raw -52343.395248 + Penalty 1448.507317 = -50894.887931 nChanged 4 SP:Iteration 10F (96.056461 sec): 3 clusters Score: Raw -52346.036249 + Penalty 1448.791991 = -50897.244258 nChanged 4 SP:Iteration 11Q (96.057781 sec): 3 clusters Score: Raw -52349.207532 + Penalty 1448.604860 = -50900.602671 nChanged 2 SP:Iteration 12Q (96.059079 sec): 3 clusters Score: Raw -52350.874664 + Penalty 1448.797122 = -50902.077542 nChanged 1 SP:Iteration 13Q (96.060368 sec): 3 clusters Score: Raw -52351.802866 + Penalty 1449.597870 = -50902.204996 nChanged 2 SP:Iteration 14Q (96.061656 sec): 3 clusters Score: Raw -52357.521424 + Penalty 1450.075705 = -50907.445719 nChanged 3 SP:Iteration 15Q (96.062884 sec): 3 clusters Score: Raw -52359.767674 + Penalty 1450.277835 = -50909.489840 nChanged 1 SP:Iteration 16Q (96.064096 sec): 3 clusters Score: Raw -52360.544989 + Penalty 1450.277835 = -50910.267154 nChanged 0 SP:Iteration 17F (96.065377 sec): 3 clusters Score: Raw -52360.544989 + Penalty 1450.277835 = -50910.267154 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 4 (4263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.084783 sec): 2 clusters Score: Raw -322100.953472 + Penalty 55.755674 = -322045.197799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.092544 sec): 3 clusters Score: Raw -319297.992131 + Penalty 111.419664 = -319186.572467 nChanged 2049 SP:Iteration 1F (96.100211 sec): 3 clusters Score: Raw -321034.811538 + Penalty 114.917208 = -320919.894331 nChanged 408 SP:Iteration 2F (96.108108 sec): 3 clusters Score: Raw -321471.696687 + Penalty 122.440197 = -321349.256490 nChanged 285 SP:Iteration 3F (96.115931 sec): 3 clusters Score: Raw -321769.881223 + Penalty 128.892476 = -321640.988747 nChanged 150 SP:Iteration 4Q (96.123501 sec): 3 clusters Score: Raw -321951.473265 + Penalty 122.013803 = -321829.459461 nChanged 82 SP:Iteration 5Q (96.130966 sec): 3 clusters Score: Raw -322056.995976 + Penalty 121.349132 = -321935.646844 nChanged 27 SP:Iteration 6Q (96.138004 sec): 3 clusters Score: Raw -322142.703092 + Penalty 120.098371 = -322022.604721 nChanged 2 SP:Iteration 7Q (96.144055 sec): 3 clusters Score: Raw -322143.923560 + Penalty 119.576789 = -322024.346772 nChanged 2 SP:Iteration 8Q (96.149947 sec): 3 clusters Score: Raw -322144.767480 + Penalty 118.530532 = -322026.236948 nChanged 2 SP:Iteration 9Q (96.156123 sec): 3 clusters Score: Raw -322145.113400 + Penalty 118.530532 = -322026.582868 nChanged 0 SP:Iteration 10F (96.163979 sec): 3 clusters Score: Raw -322145.113400 + Penalty 118.530532 = -322026.582868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.169335 sec): 2 clusters Score: Raw -82203.769924 + Penalty 389.460532 = -81814.309392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.171188 sec): 3 clusters Score: Raw -81615.960923 + Penalty 772.351533 = -80843.609390 nChanged 397 SP:Iteration 1F (96.173009 sec): 3 clusters Score: Raw -81815.423483 + Penalty 769.752172 = -81045.671311 nChanged 126 SP:Iteration 2F (96.174828 sec): 3 clusters Score: Raw -81895.110294 + Penalty 776.069193 = -81119.041101 nChanged 86 SP:Iteration 3F (96.176758 sec): 3 clusters Score: Raw -81963.329463 + Penalty 807.528478 = -81155.800985 nChanged 85 SP:Iteration 4F (96.178644 sec): 3 clusters Score: Raw -82070.937463 + Penalty 926.011685 = -81144.925778 nChanged 88 SP:Iteration 5F (96.180502 sec): 3 clusters Score: Raw -82197.812573 + Penalty 974.363420 = -81223.449153 nChanged 27 SP:Iteration 6Q (96.182214 sec): 3 clusters Score: Raw -82229.903326 + Penalty 994.947089 = -81234.956236 nChanged 11 SP:Iteration 7Q (96.183837 sec): 3 clusters Score: Raw -82245.263226 + Penalty 997.443468 = -81247.819758 nChanged 5 SP:Iteration 8Q (96.185443 sec): 3 clusters Score: Raw -82248.685275 + Penalty 993.804849 = -81254.880426 nChanged 1 SP:Iteration 9Q (96.187025 sec): 3 clusters Score: Raw -82250.109451 + Penalty 993.804849 = -81256.304602 nChanged 0 SP:Iteration 10F (96.188921 sec): 3 clusters Score: Raw -82250.109451 + Penalty 993.804849 = -81256.304602 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.193774 sec): 2 clusters Score: Raw -115161.834140 + Penalty 610.842767 = -114550.991373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.196488 sec): 3 clusters Score: Raw -114443.405541 + Penalty 1221.942853 = -113221.462688 nChanged 492 SP:Iteration 1F (96.199159 sec): 3 clusters Score: Raw -114719.563592 + Penalty 1223.755221 = -113495.808371 nChanged 162 SP:Iteration 2F (96.201826 sec): 3 clusters Score: Raw -114831.694458 + Penalty 1225.030672 = -113606.663786 nChanged 100 SP:Iteration 3F (96.204334 sec): 3 clusters Score: Raw -114900.372738 + Penalty 1227.081251 = -113673.291487 nChanged 82 SP:Iteration 4F (96.206813 sec): 3 clusters Score: Raw -114949.461068 + Penalty 1229.086178 = -113720.374891 nChanged 53 SP:Iteration 5Q (96.209257 sec): 3 clusters Score: Raw -114979.336157 + Penalty 1228.587958 = -113750.748199 nChanged 38 SP:Iteration 6Q (96.211858 sec): 3 clusters Score: Raw -114999.643991 + Penalty 1229.422767 = -113770.221224 nChanged 36 SP:Iteration 7Q (96.214487 sec): 3 clusters Score: Raw -115019.767934 + Penalty 1231.645478 = -113788.122456 nChanged 34 SP:Iteration 8Q (96.217027 sec): 3 clusters Score: Raw -115048.354969 + Penalty 1233.451562 = -113814.903407 nChanged 25 SP:Iteration 9Q (96.219457 sec): 3 clusters Score: Raw -115067.638188 + Penalty 1234.691865 = -113832.946323 nChanged 20 SP:Iteration 10F (96.221895 sec): 3 clusters Score: Raw -115082.818167 + Penalty 1237.535560 = -113845.282607 nChanged 21 SP:Iteration 11Q (96.224311 sec): 3 clusters Score: Raw -115102.827602 + Penalty 1240.469836 = -113862.357766 nChanged 21 SP:Iteration 12Q (96.226670 sec): 3 clusters Score: Raw -115122.381263 + Penalty 1242.492176 = -113879.889087 nChanged 15 SP:Iteration 13Q (96.229008 sec): 3 clusters Score: Raw -115134.160455 + Penalty 1247.298074 = -113886.862381 nChanged 16 SP:Iteration 14Q (96.231326 sec): 3 clusters Score: Raw -115150.358468 + Penalty 1249.806316 = -113900.552153 nChanged 13 SP:Iteration 15Q (96.233619 sec): 3 clusters Score: Raw -115159.621392 + Penalty 1255.062857 = -113904.558535 nChanged 15 SP:Iteration 16Q (96.235929 sec): 3 clusters Score: Raw -115169.563380 + Penalty 1256.603897 = -113912.959483 nChanged 12 SP:Iteration 17Q (96.238184 sec): 3 clusters Score: Raw -115175.392146 + Penalty 1256.265117 = -113919.127029 nChanged 6 SP:Iteration 18Q (96.240477 sec): 3 clusters Score: Raw -115179.308771 + Penalty 1259.141986 = -113920.166785 nChanged 9 SP:Iteration 19Q (96.242747 sec): 3 clusters Score: Raw -115184.494663 + Penalty 1261.147886 = -113923.346777 nChanged 12 SP:Iteration 20F (96.245195 sec): 3 clusters Score: Raw -115191.080961 + Penalty 1263.888001 = -113927.192959 nChanged 11 SP:Iteration 21Q (96.247670 sec): 3 clusters Score: Raw -115198.088438 + Penalty 1264.616062 = -113933.472377 nChanged 8 SP:Iteration 22Q (96.250065 sec): 3 clusters Score: Raw -115202.991878 + Penalty 1265.462110 = -113937.529768 nChanged 7 SP:Iteration 23Q (96.252308 sec): 3 clusters Score: Raw -115205.639862 + Penalty 1268.393094 = -113937.246767 nChanged 4 SP:Iteration 24F (96.254816 sec): 3 clusters Score: Raw -115207.684231 + Penalty 1269.466412 = -113938.217819 nChanged 2 SP:Iteration 25Q (96.257066 sec): 3 clusters Score: Raw -115208.152303 + Penalty 1269.466412 = -113938.685890 nChanged 0 SP:Iteration 26F (96.259556 sec): 3 clusters Score: Raw -115208.152303 + Penalty 1269.466412 = -113938.685890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.263351 sec): 2 clusters Score: Raw -84994.397775 + Penalty 856.698660 = -84137.699115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.265396 sec): 3 clusters Score: Raw -84568.728511 + Penalty 1712.380357 = -82856.348155 nChanged 298 SP:Iteration 1F (96.267288 sec): 3 clusters Score: Raw -84765.105976 + Penalty 1711.840126 = -83053.265850 nChanged 81 SP:Iteration 2F (96.269239 sec): 3 clusters Score: Raw -84836.788532 + Penalty 1711.038871 = -83125.749661 nChanged 64 SP:Iteration 3F (96.271157 sec): 3 clusters Score: Raw -84900.798368 + Penalty 1710.956071 = -83189.842298 nChanged 50 SP:Iteration 4F (96.273048 sec): 3 clusters Score: Raw -84947.274628 + Penalty 1711.160076 = -83236.114553 nChanged 28 SP:Iteration 5Q (96.274914 sec): 3 clusters Score: Raw -84966.463394 + Penalty 1711.593693 = -83254.869701 nChanged 15 SP:Iteration 6Q (96.276775 sec): 3 clusters Score: Raw -84975.553020 + Penalty 1711.871881 = -83263.681139 nChanged 6 SP:Iteration 7Q (96.278733 sec): 3 clusters Score: Raw -84978.530227 + Penalty 1712.023965 = -83266.506261 nChanged 4 SP:Iteration 8Q (96.280658 sec): 3 clusters Score: Raw -84980.908188 + Penalty 1712.009953 = -83268.898235 nChanged 2 SP:Iteration 9Q (96.282551 sec): 3 clusters Score: Raw -84981.827821 + Penalty 1712.159954 = -83269.667867 nChanged 2 SP:Iteration 10F (96.284457 sec): 3 clusters Score: Raw -84982.693456 + Penalty 1712.249563 = -83270.443893 nChanged 1 SP:Iteration 11Q (96.286333 sec): 3 clusters Score: Raw -84983.326834 + Penalty 1712.394394 = -83270.932440 nChanged 2 SP:Iteration 12Q (96.288235 sec): 3 clusters Score: Raw -84984.236693 + Penalty 1712.433361 = -83271.803332 nChanged 3 SP:Iteration 13Q (96.290144 sec): 3 clusters Score: Raw -84986.600958 + Penalty 1712.487552 = -83274.113406 nChanged 7 SP:Iteration 14Q (96.292050 sec): 3 clusters Score: Raw -84989.499824 + Penalty 1712.564829 = -83276.934995 nChanged 1 SP:Iteration 15Q (96.293905 sec): 3 clusters Score: Raw -84989.921488 + Penalty 1712.564829 = -83277.356659 nChanged 0 SP:Iteration 16F (96.295779 sec): 3 clusters Score: Raw -84989.921488 + Penalty 1712.564829 = -83277.356659 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 8 (2213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.303295 sec): 2 clusters Score: Raw -179947.883271 + Penalty 43.387756 = -179904.495515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.307364 sec): 3 clusters Score: Raw -178570.133953 + Penalty 88.284402 = -178481.849550 nChanged 1022 SP:Iteration 1F (96.311318 sec): 3 clusters Score: Raw -179634.230136 + Penalty 90.443125 = -179543.787011 nChanged 143 SP:Iteration 2F (96.315498 sec): 3 clusters Score: Raw -179775.728440 + Penalty 92.867429 = -179682.861011 nChanged 72 SP:Iteration 3Q (96.319639 sec): 3 clusters Score: Raw -179852.145469 + Penalty 86.839668 = -179765.305801 nChanged 45 SP:Iteration 4Q (96.323552 sec): 3 clusters Score: Raw -179907.792980 + Penalty 89.427566 = -179818.365414 nChanged 17 SP:Iteration 5Q (96.327581 sec): 3 clusters Score: Raw -179966.890516 + Penalty 87.931621 = -179878.958895 nChanged 8 SP:Iteration 6Q (96.330630 sec): 3 clusters Score: Raw -179970.525490 + Penalty 87.515890 = -179883.009600 nChanged 3 SP:Iteration 7Q (96.333672 sec): 3 clusters Score: Raw -179971.939464 + Penalty 87.066534 = -179884.872930 nChanged 4 SP:Iteration 8Q (96.336742 sec): 3 clusters Score: Raw -179974.333894 + Penalty 86.731015 = -179887.602879 nChanged 4 SP:Iteration 9Q (96.339791 sec): 3 clusters Score: Raw -179980.315768 + Penalty 86.183567 = -179894.132201 nChanged 7 SP:Iteration 10F (96.343800 sec): 3 clusters Score: Raw -179990.082981 + Penalty 85.946322 = -179904.136658 nChanged 6 SP:Iteration 11Q (96.346940 sec): 3 clusters Score: Raw -179993.148602 + Penalty 85.773060 = -179907.375542 nChanged 3 SP:Iteration 12Q (96.350242 sec): 3 clusters Score: Raw -179994.147308 + Penalty 85.666264 = -179908.481044 nChanged 2 SP:Iteration 13Q (96.353388 sec): 3 clusters Score: Raw -179994.385909 + Penalty 85.558777 = -179908.827132 nChanged 3 SP:Iteration 14Q (96.356458 sec): 3 clusters Score: Raw -179994.183840 + Penalty 85.511512 = -179908.672327 nChanged 1 SP:Iteration 15F (96.360446 sec): 3 clusters Score: Raw -179994.232184 + Penalty 85.823114 = -179908.409070 nChanged 3 SP:Iteration 16F (96.364417 sec): 3 clusters Score: Raw -179994.690671 + Penalty 85.682309 = -179909.008362 nChanged 3 SP:Iteration 17Q (96.367790 sec): 3 clusters Score: Raw -179995.642106 + Penalty 85.511209 = -179910.130897 nChanged 4 SP:Iteration 18Q (96.371292 sec): 3 clusters Score: Raw -179995.926382 + Penalty 85.432037 = -179910.494345 nChanged 2 SP:Iteration 19Q (96.374655 sec): 3 clusters Score: Raw -179995.917463 + Penalty 85.419181 = -179910.498282 nChanged 1 SP:Iteration 20F (96.378577 sec): 3 clusters Score: Raw -179995.846795 + Penalty 85.381689 = -179910.465106 nChanged 1 SP:Iteration 21F (96.382658 sec): 3 clusters Score: Raw -179995.872998 + Penalty 85.309395 = -179910.563604 nChanged 2 SP:Iteration 22Q (96.386026 sec): 3 clusters Score: Raw -179996.040243 + Penalty 85.274533 = -179910.765709 nChanged 1 SP:Iteration 23Q (96.389114 sec): 3 clusters Score: Raw -179996.005320 + Penalty 85.274533 = -179910.730787 nChanged 0 SP:Iteration 24F (96.393069 sec): 3 clusters Score: Raw -179996.005320 + Penalty 85.274533 = -179910.730787 nChanged 0 Score: Raw -2681821.595105 + Penalty 23538.328149 = -2658283.266956 Splitting cluster 8 changes total score from -2643641.082696 to -2658283.266956 So it's getting split into cluster 16. Memory request: 0.05 GB would take us to total of 0.37 GB. Trying to split cluster 9 (11536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.028749 sec): 2 clusters Score: Raw -922246.444958 + Penalty 187.776126 = -922058.668833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.049968 sec): 3 clusters Score: Raw -914480.962122 + Penalty 368.580311 = -914112.381811 nChanged 5526 SP:Iteration 1F (97.071513 sec): 3 clusters Score: Raw -917617.712815 + Penalty 341.681446 = -917276.031369 nChanged 1812 SP:Iteration 2F (97.093062 sec): 3 clusters Score: Raw -918883.436434 + Penalty 317.464043 = -918565.972391 nChanged 921 SP:Iteration 3F (97.114088 sec): 3 clusters Score: Raw -919553.440876 + Penalty 305.451430 = -919247.989446 nChanged 546 SP:Iteration 4Q (97.135720 sec): 3 clusters Score: Raw -919845.116695 + Penalty 298.689902 = -919546.426793 nChanged 451 SP:Iteration 5Q (97.157650 sec): 3 clusters Score: Raw -920055.070671 + Penalty 293.092499 = -919761.978172 nChanged 412 SP:Iteration 6Q (97.178932 sec): 3 clusters Score: Raw -920241.713533 + Penalty 288.414694 = -919953.298839 nChanged 411 SP:Iteration 7Q (97.200397 sec): 3 clusters Score: Raw -920483.462656 + Penalty 286.559929 = -920196.902727 nChanged 503 SP:Iteration 8Q (97.221886 sec): 3 clusters Score: Raw -920947.159995 + Penalty 297.926471 = -920649.233524 nChanged 656 SP:Iteration 9F (97.242681 sec): 3 clusters Score: Raw -921798.218352 + Penalty 312.814945 = -921485.403407 nChanged 272 SP:Iteration 10F (97.264020 sec): 3 clusters Score: Raw -922349.204823 + Penalty 314.404513 = -922034.800310 nChanged 53 SP:Iteration 11Q (97.280670 sec): 3 clusters Score: Raw -922469.464029 + Penalty 313.736410 = -922155.727619 nChanged 16 SP:Iteration 12Q (97.297601 sec): 3 clusters Score: Raw -922476.069469 + Penalty 312.233183 = -922163.836286 nChanged 12 SP:Iteration 13Q (97.314222 sec): 3 clusters Score: Raw -922479.442570 + Penalty 311.633747 = -922167.808823 nChanged 4 SP:Iteration 14Q (97.331048 sec): 3 clusters Score: Raw -922479.756892 + Penalty 311.606425 = -922168.150467 nChanged 3 SP:Iteration 15Q (97.347475 sec): 3 clusters Score: Raw -922480.023473 + Penalty 311.523040 = -922168.500434 nChanged 1 SP:Iteration 16Q (97.364550 sec): 3 clusters Score: Raw -922480.022305 + Penalty 311.523040 = -922168.499265 nChanged 0 SP:Iteration 17F (97.385322 sec): 3 clusters Score: Raw -922480.022305 + Penalty 311.523040 = -922168.499265 nChanged 0 Score: Raw -2682055.173297 + Penalty 23676.394692 = -2658378.778605 Splitting cluster 9 changes total score from -2643641.082696 to -2658378.778605 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.995662 sec): 2 clusters Score: Raw -26515.721488 + Penalty 255.562823 = -26260.158665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.996537 sec): 3 clusters Score: Raw -26365.068406 + Penalty 540.154089 = -25824.914317 nChanged 113 SP:Iteration 1F (97.997366 sec): 3 clusters Score: Raw -26550.173026 + Penalty 589.161152 = -25961.011874 nChanged 52 SP:Iteration 2F (97.998209 sec): 3 clusters Score: Raw -26638.597752 + Penalty 612.451766 = -26026.145986 nChanged 15 SP:Iteration 3Q (97.998995 sec): 3 clusters Score: Raw -26659.865476 + Penalty 631.327182 = -26028.538294 nChanged 8 SP:Iteration 4Q (97.999756 sec): 3 clusters Score: Raw -26669.935560 + Penalty 636.066670 = -26033.868890 nChanged 3 SP:Iteration 5Q (98.000529 sec): 3 clusters Score: Raw -26672.606116 + Penalty 638.450209 = -26034.155907 nChanged 3 SP:Iteration 6Q (98.001279 sec): 3 clusters Score: Raw -26675.241286 + Penalty 637.355487 = -26037.885799 nChanged 1 SP:Iteration 7Q (98.002025 sec): 3 clusters Score: Raw -26675.699327 + Penalty 637.355487 = -26038.343840 nChanged 0 SP:Iteration 8F (98.002915 sec): 3 clusters Score: Raw -26675.699327 + Penalty 637.355487 = -26038.343840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.004717 sec): 2 clusters Score: Raw -40927.109865 + Penalty 636.894605 = -40290.215260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.005772 sec): 3 clusters Score: Raw -40746.573525 + Penalty 1273.962525 = -39472.611000 nChanged 114 SP:Iteration 1F (98.006811 sec): 3 clusters Score: Raw -40832.949442 + Penalty 1272.460581 = -39560.488862 nChanged 34 SP:Iteration 2F (98.007846 sec): 3 clusters Score: Raw -40869.063108 + Penalty 1271.901927 = -39597.161181 nChanged 23 SP:Iteration 3F (98.008882 sec): 3 clusters Score: Raw -40893.510125 + Penalty 1271.514149 = -39621.995976 nChanged 14 SP:Iteration 4Q (98.009911 sec): 3 clusters Score: Raw -40906.695148 + Penalty 1271.685686 = -39635.009462 nChanged 9 SP:Iteration 5Q (98.010891 sec): 3 clusters Score: Raw -40914.439334 + Penalty 1271.179929 = -39643.259405 nChanged 7 SP:Iteration 6Q (98.011868 sec): 3 clusters Score: Raw -40923.577980 + Penalty 1271.001313 = -39652.576667 nChanged 4 SP:Iteration 7Q (98.012847 sec): 3 clusters Score: Raw -40926.702787 + Penalty 1270.474699 = -39656.228088 nChanged 7 SP:Iteration 8Q (98.013826 sec): 3 clusters Score: Raw -40931.392043 + Penalty 1270.310058 = -39661.081985 nChanged 3 SP:Iteration 9Q (98.014803 sec): 3 clusters Score: Raw -40932.805269 + Penalty 1270.150087 = -39662.655183 nChanged 1 SP:Iteration 10F (98.015791 sec): 3 clusters Score: Raw -40933.373161 + Penalty 1270.047526 = -39663.325635 nChanged 1 SP:Iteration 11Q (98.016773 sec): 3 clusters Score: Raw -40933.876830 + Penalty 1270.117781 = -39663.759049 nChanged 2 SP:Iteration 12Q (98.017752 sec): 3 clusters Score: Raw -40937.178652 + Penalty 1270.548785 = -39666.629866 nChanged 2 SP:Iteration 13Q (98.018755 sec): 3 clusters Score: Raw -40939.960369 + Penalty 1270.776055 = -39669.184314 nChanged 1 SP:Iteration 14Q (98.019733 sec): 3 clusters Score: Raw -40941.040627 + Penalty 1271.292688 = -39669.747940 nChanged 2 SP:Iteration 15Q (98.020813 sec): 3 clusters Score: Raw -40944.732440 + Penalty 1271.600751 = -39673.131690 nChanged 3 SP:Iteration 16Q (98.021826 sec): 3 clusters Score: Raw -40946.883190 + Penalty 1271.728074 = -39675.155116 nChanged 1 SP:Iteration 17Q (98.022844 sec): 3 clusters Score: Raw -40947.153263 + Penalty 1271.728074 = -39675.425189 nChanged 0 SP:Iteration 18F (98.023876 sec): 3 clusters Score: Raw -40947.153263 + Penalty 1271.728074 = -39675.425189 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.029398 sec): 2 clusters Score: Raw -96908.111299 + Penalty 467.278131 = -96440.833168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.031640 sec): 3 clusters Score: Raw -96281.843453 + Penalty 936.241088 = -95345.602365 nChanged 439 SP:Iteration 1F (98.033840 sec): 3 clusters Score: Raw -96519.510967 + Penalty 941.289494 = -95578.221473 nChanged 114 SP:Iteration 2F (98.035975 sec): 3 clusters Score: Raw -96602.107122 + Penalty 948.512664 = -95653.594458 nChanged 90 SP:Iteration 3F (98.038234 sec): 3 clusters Score: Raw -96672.905172 + Penalty 959.472153 = -95713.433020 nChanged 72 SP:Iteration 4F (98.040444 sec): 3 clusters Score: Raw -96729.396620 + Penalty 970.169756 = -95759.226865 nChanged 54 SP:Iteration 5Q (98.042591 sec): 3 clusters Score: Raw -96772.336258 + Penalty 981.399893 = -95790.936365 nChanged 43 SP:Iteration 6Q (98.044722 sec): 3 clusters Score: Raw -96802.400807 + Penalty 991.332509 = -95811.068298 nChanged 36 SP:Iteration 7Q (98.046821 sec): 3 clusters Score: Raw -96827.763740 + Penalty 996.969873 = -95830.793868 nChanged 21 SP:Iteration 8Q (98.048902 sec): 3 clusters Score: Raw -96841.385608 + Penalty 1001.416205 = -95839.969403 nChanged 15 SP:Iteration 9Q (98.050974 sec): 3 clusters Score: Raw -96849.317533 + Penalty 1005.326309 = -95843.991224 nChanged 11 SP:Iteration 10F (98.053086 sec): 3 clusters Score: Raw -96855.771454 + Penalty 1008.356410 = -95847.415043 nChanged 9 SP:Iteration 11Q (98.055325 sec): 3 clusters Score: Raw -96862.712671 + Penalty 1009.899407 = -95852.813264 nChanged 8 SP:Iteration 12Q (98.057522 sec): 3 clusters Score: Raw -96871.892316 + Penalty 1011.495600 = -95860.396716 nChanged 8 SP:Iteration 13Q (98.059588 sec): 3 clusters Score: Raw -96880.338590 + Penalty 1012.210687 = -95868.127902 nChanged 8 SP:Iteration 14Q (98.061577 sec): 3 clusters Score: Raw -96887.298079 + Penalty 1011.947243 = -95875.350837 nChanged 8 SP:Iteration 15Q (98.063556 sec): 3 clusters Score: Raw -96893.352671 + Penalty 1013.043153 = -95880.309519 nChanged 4 SP:Iteration 16Q (98.065522 sec): 3 clusters Score: Raw -96896.517722 + Penalty 1013.582490 = -95882.935232 nChanged 3 SP:Iteration 17Q (98.067551 sec): 3 clusters Score: Raw -96897.802314 + Penalty 1015.106146 = -95882.696168 nChanged 5 SP:Iteration 18F (98.069743 sec): 3 clusters Score: Raw -96901.821078 + Penalty 1017.019100 = -95884.801977 nChanged 7 SP:Iteration 19Q (98.071736 sec): 3 clusters Score: Raw -96907.593656 + Penalty 1019.297782 = -95888.295874 nChanged 4 SP:Iteration 20F (98.073839 sec): 3 clusters Score: Raw -96909.989668 + Penalty 1019.939694 = -95890.049974 nChanged 2 SP:Iteration 21Q (98.075784 sec): 3 clusters Score: Raw -96911.329068 + Penalty 1020.782208 = -95890.546861 nChanged 2 SP:Iteration 22Q (98.077760 sec): 3 clusters Score: Raw -96911.696139 + Penalty 1021.316695 = -95890.379444 nChanged 3 SP:Iteration 23F (98.079931 sec): 3 clusters Score: Raw -96913.485053 + Penalty 1022.503629 = -95890.981424 nChanged 3 SP:Iteration 24Q (98.081925 sec): 3 clusters Score: Raw -96914.999437 + Penalty 1022.503629 = -95892.495808 nChanged 0 SP:Iteration 25F (98.084092 sec): 3 clusters Score: Raw -96914.999437 + Penalty 1022.503629 = -95892.495808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.091553 sec): 2 clusters Score: Raw -100148.783527 + Penalty 646.000012 = -99502.783515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.093782 sec): 3 clusters Score: Raw -99524.914353 + Penalty 1295.890584 = -98229.023769 nChanged 402 SP:Iteration 1F (98.095965 sec): 3 clusters Score: Raw -99806.431924 + Penalty 1305.860730 = -98500.571194 nChanged 146 SP:Iteration 2F (98.098150 sec): 3 clusters Score: Raw -99922.341511 + Penalty 1313.685044 = -98608.656467 nChanged 92 SP:Iteration 3F (98.100420 sec): 3 clusters Score: Raw -100001.428150 + Penalty 1321.919557 = -98679.508593 nChanged 72 SP:Iteration 4F (98.102674 sec): 3 clusters Score: Raw -100060.641454 + Penalty 1330.248610 = -98730.392844 nChanged 55 SP:Iteration 5Q (98.104970 sec): 3 clusters Score: Raw -100111.656566 + Penalty 1340.764647 = -98770.891919 nChanged 35 SP:Iteration 6Q (98.107342 sec): 3 clusters Score: Raw -100140.198720 + Penalty 1353.633144 = -98786.565577 nChanged 25 SP:Iteration 7Q (98.109681 sec): 3 clusters Score: Raw -100159.018429 + Penalty 1356.633701 = -98802.384728 nChanged 16 SP:Iteration 8Q (98.111861 sec): 3 clusters Score: Raw -100174.548444 + Penalty 1361.581683 = -98812.966760 nChanged 12 SP:Iteration 9Q (98.113959 sec): 3 clusters Score: Raw -100183.880793 + Penalty 1363.770179 = -98820.110613 nChanged 7 SP:Iteration 10F (98.116177 sec): 3 clusters Score: Raw -100188.158814 + Penalty 1368.235757 = -98819.923057 nChanged 3 SP:Iteration 11F (98.118429 sec): 3 clusters Score: Raw -100190.229960 + Penalty 1374.325913 = -98815.904047 nChanged 3 SP:Iteration 12F (98.120768 sec): 3 clusters Score: Raw -100194.794761 + Penalty 1377.439338 = -98817.355423 nChanged 3 SP:Iteration 13Q (98.122938 sec): 3 clusters Score: Raw -100198.954024 + Penalty 1383.925578 = -98815.028446 nChanged 3 SP:Iteration 14F (98.125325 sec): 3 clusters Score: Raw -100205.325972 + Penalty 1383.804932 = -98821.521040 nChanged 4 SP:Iteration 15Q (98.127361 sec): 3 clusters Score: Raw -100209.389225 + Penalty 1386.528036 = -98822.861189 nChanged 2 SP:Iteration 16Q (98.129397 sec): 3 clusters Score: Raw -100212.141331 + Penalty 1384.677520 = -98827.463811 nChanged 2 SP:Iteration 17Q (98.131449 sec): 3 clusters Score: Raw -100213.984004 + Penalty 1384.927870 = -98829.056133 nChanged 3 SP:Iteration 18Q (98.133472 sec): 3 clusters Score: Raw -100219.366057 + Penalty 1385.071380 = -98834.294677 nChanged 1 SP:Iteration 19Q (98.135477 sec): 3 clusters Score: Raw -100222.529054 + Penalty 1385.231352 = -98837.297703 nChanged 2 SP:Iteration 20F (98.137733 sec): 3 clusters Score: Raw -100226.115730 + Penalty 1385.231352 = -98840.884378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.140161 sec): 2 clusters Score: Raw -35566.803701 + Penalty 623.500152 = -34943.303549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.141112 sec): 3 clusters Score: Raw -35455.373616 + Penalty 1240.775001 = -34214.598615 nChanged 112 SP:Iteration 1F (98.142038 sec): 3 clusters Score: Raw -35578.432115 + Penalty 1237.906292 = -34340.525823 nChanged 42 SP:Iteration 2F (98.142963 sec): 3 clusters Score: Raw -35630.915720 + Penalty 1239.399323 = -34391.516397 nChanged 24 SP:Iteration 3F (98.143889 sec): 3 clusters Score: Raw -35683.169902 + Penalty 1238.101009 = -34445.068893 nChanged 21 SP:Iteration 4F (98.144812 sec): 3 clusters Score: Raw -35728.101676 + Penalty 1245.144359 = -34482.957317 nChanged 12 SP:Iteration 5Q (98.145700 sec): 3 clusters Score: Raw -35752.441077 + Penalty 1250.754350 = -34501.686727 nChanged 7 SP:Iteration 6Q (98.146590 sec): 3 clusters Score: Raw -35769.749302 + Penalty 1253.215632 = -34516.533671 nChanged 4 SP:Iteration 7Q (98.147470 sec): 3 clusters Score: Raw -35776.647013 + Penalty 1253.215632 = -34523.431382 nChanged 0 SP:Iteration 8F (98.148398 sec): 3 clusters Score: Raw -35776.647013 + Penalty 1253.215632 = -34523.431382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.150047 sec): 2 clusters Score: Raw -39317.155729 + Penalty 371.348070 = -38945.807659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.151042 sec): 3 clusters Score: Raw -39086.290705 + Penalty 742.812967 = -38343.477738 nChanged 146 SP:Iteration 1F (98.152020 sec): 3 clusters Score: Raw -39180.561761 + Penalty 745.412249 = -38435.149512 nChanged 40 SP:Iteration 2F (98.153028 sec): 3 clusters Score: Raw -39212.736053 + Penalty 749.080006 = -38463.656047 nChanged 31 SP:Iteration 3F (98.154083 sec): 3 clusters Score: Raw -39240.388116 + Penalty 756.310901 = -38484.077216 nChanged 31 SP:Iteration 4F (98.155130 sec): 3 clusters Score: Raw -39269.270835 + Penalty 765.464832 = -38503.806003 nChanged 26 SP:Iteration 5F (98.156172 sec): 3 clusters Score: Raw -39296.572318 + Penalty 763.631799 = -38532.940519 nChanged 11 SP:Iteration 6Q (98.157185 sec): 3 clusters Score: Raw -39306.640062 + Penalty 765.302094 = -38541.337969 nChanged 8 SP:Iteration 7Q (98.158187 sec): 3 clusters Score: Raw -39316.423607 + Penalty 770.155745 = -38546.267863 nChanged 8 SP:Iteration 8Q (98.159183 sec): 3 clusters Score: Raw -39323.598641 + Penalty 774.251025 = -38549.347616 nChanged 7 SP:Iteration 9Q (98.160177 sec): 3 clusters Score: Raw -39329.684068 + Penalty 772.409247 = -38557.274820 nChanged 9 SP:Iteration 10F (98.161182 sec): 3 clusters Score: Raw -39338.301798 + Penalty 771.348858 = -38566.952939 nChanged 3 SP:Iteration 11Q (98.162126 sec): 3 clusters Score: Raw -39339.193944 + Penalty 771.348858 = -38567.845086 nChanged 0 SP:Iteration 12F (98.163084 sec): 3 clusters Score: Raw -39339.193944 + Penalty 771.348858 = -38567.845086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.164970 sec): 2 clusters Score: Raw -41535.245871 + Penalty 811.607594 = -40723.638277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.166118 sec): 3 clusters Score: Raw -41375.430367 + Penalty 1623.200501 = -39752.229867 nChanged 145 SP:Iteration 1F (98.167250 sec): 3 clusters Score: Raw -41563.934603 + Penalty 1623.375507 = -39940.559097 nChanged 50 SP:Iteration 2F (98.168377 sec): 3 clusters Score: Raw -41649.987629 + Penalty 1623.264527 = -40026.723102 nChanged 33 SP:Iteration 3F (98.169503 sec): 3 clusters Score: Raw -41712.731699 + Penalty 1623.257903 = -40089.473796 nChanged 23 SP:Iteration 4Q (98.170604 sec): 3 clusters Score: Raw -41749.494329 + Penalty 1623.216865 = -40126.277464 nChanged 17 SP:Iteration 5Q (98.171690 sec): 3 clusters Score: Raw -41779.615096 + Penalty 1623.214657 = -40156.400440 nChanged 11 SP:Iteration 6Q (98.172758 sec): 3 clusters Score: Raw -41797.693202 + Penalty 1623.200968 = -40174.492234 nChanged 6 SP:Iteration 7Q (98.173824 sec): 3 clusters Score: Raw -41802.918474 + Penalty 1623.177939 = -40179.740535 nChanged 2 SP:Iteration 8Q (98.174881 sec): 3 clusters Score: Raw -41804.481252 + Penalty 1623.177939 = -40181.303312 nChanged 0 SP:Iteration 9F (98.176005 sec): 3 clusters Score: Raw -41804.481252 + Penalty 1623.177939 = -40181.303312 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.178270 sec): 2 clusters Score: Raw -57793.257500 + Penalty 837.732885 = -56955.524615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.179641 sec): 3 clusters Score: Raw -57578.886656 + Penalty 1675.719745 = -55903.166911 nChanged 175 SP:Iteration 1F (98.180988 sec): 3 clusters Score: Raw -57717.683298 + Penalty 1675.801320 = -56041.881979 nChanged 45 SP:Iteration 2F (98.182323 sec): 3 clusters Score: Raw -57759.161136 + Penalty 1676.030479 = -56083.130658 nChanged 19 SP:Iteration 3Q (98.183671 sec): 3 clusters Score: Raw -57774.256981 + Penalty 1676.129713 = -56098.127268 nChanged 6 SP:Iteration 4Q (98.185001 sec): 3 clusters Score: Raw -57778.785367 + Penalty 1676.374090 = -56102.411277 nChanged 6 SP:Iteration 5Q (98.186361 sec): 3 clusters Score: Raw -57783.774895 + Penalty 1676.558488 = -56107.216407 nChanged 6 SP:Iteration 6Q (98.187795 sec): 3 clusters Score: Raw -57788.833494 + Penalty 1676.819328 = -56112.014166 nChanged 9 SP:Iteration 7Q (98.189197 sec): 3 clusters Score: Raw -57803.475650 + Penalty 1676.864841 = -56126.610809 nChanged 9 SP:Iteration 8Q (98.190617 sec): 3 clusters Score: Raw -57811.778186 + Penalty 1676.616428 = -56135.161758 nChanged 7 SP:Iteration 9Q (98.191993 sec): 3 clusters Score: Raw -57821.074339 + Penalty 1676.714425 = -56144.359913 nChanged 5 SP:Iteration 10F (98.193346 sec): 3 clusters Score: Raw -57825.285919 + Penalty 1676.693003 = -56148.592916 nChanged 8 SP:Iteration 11Q (98.194662 sec): 3 clusters Score: Raw -57833.695452 + Penalty 1676.686366 = -56157.009086 nChanged 9 SP:Iteration 12Q (98.195979 sec): 3 clusters Score: Raw -57842.397683 + Penalty 1676.483202 = -56165.914481 nChanged 4 SP:Iteration 13Q (98.197387 sec): 3 clusters Score: Raw -57848.296822 + Penalty 1676.370652 = -56171.926170 nChanged 7 SP:Iteration 14Q (98.198766 sec): 3 clusters Score: Raw -57855.740693 + Penalty 1676.357341 = -56179.383352 nChanged 5 SP:Iteration 15Q (98.200134 sec): 3 clusters Score: Raw -57861.824763 + Penalty 1676.420325 = -56185.404438 nChanged 7 SP:Iteration 16Q (98.201521 sec): 3 clusters Score: Raw -57874.146202 + Penalty 1676.238830 = -56197.907373 nChanged 11 SP:Iteration 17Q (98.202900 sec): 3 clusters Score: Raw -57893.010898 + Penalty 1676.068191 = -56216.942708 nChanged 9 SP:Iteration 18Q (98.204260 sec): 3 clusters Score: Raw -57906.434318 + Penalty 1675.982501 = -56230.451817 nChanged 6 SP:Iteration 19Q (98.205555 sec): 3 clusters Score: Raw -57913.265561 + Penalty 1676.033110 = -56237.232451 nChanged 6 SP:Iteration 20F (98.206905 sec): 3 clusters Score: Raw -57920.848405 + Penalty 1675.982518 = -56244.865887 nChanged 4 SP:Iteration 21Q (98.208278 sec): 3 clusters Score: Raw -57929.692818 + Penalty 1675.842296 = -56253.850522 nChanged 8 SP:Iteration 22Q (98.209630 sec): 3 clusters Score: Raw -57941.887163 + Penalty 1675.730198 = -56266.156965 nChanged 7 SP:Iteration 23Q (98.210972 sec): 3 clusters Score: Raw -57950.563887 + Penalty 1675.772096 = -56274.791790 nChanged 7 SP:Iteration 24Q (98.212286 sec): 3 clusters Score: Raw -57958.157667 + Penalty 1675.870448 = -56282.287218 nChanged 11 SP:Iteration 25Q (98.213554 sec): 3 clusters Score: Raw -57970.260098 + Penalty 1676.041813 = -56294.218285 nChanged 10 SP:Iteration 26Q (98.214791 sec): 3 clusters Score: Raw -57984.321609 + Penalty 1676.058509 = -56308.263100 nChanged 8 SP:Iteration 27Q (98.216030 sec): 3 clusters Score: Raw -57995.113397 + Penalty 1675.952154 = -56319.161243 nChanged 10 SP:Iteration 28Q (98.217308 sec): 3 clusters Score: Raw -58007.861492 + Penalty 1675.898322 = -56331.963171 nChanged 6 SP:Iteration 29Q (98.218557 sec): 3 clusters Score: Raw -58018.224566 + Penalty 1675.967487 = -56342.257078 nChanged 3 SP:Iteration 30F (98.220006 sec): 3 clusters Score: Raw -58022.034281 + Penalty 1676.020916 = -56346.013366 nChanged 3 SP:Iteration 31Q (98.221350 sec): 3 clusters Score: Raw -58025.746921 + Penalty 1676.075882 = -56349.671040 nChanged 2 SP:Iteration 32Q (98.222664 sec): 3 clusters Score: Raw -58026.873868 + Penalty 1676.075882 = -56350.797986 nChanged 0 SP:Iteration 33F (98.224055 sec): 3 clusters Score: Raw -58026.873868 + Penalty 1676.075882 = -56350.797986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.225705 sec): 2 clusters Score: Raw -40951.935803 + Penalty 291.062804 = -40660.872999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.226732 sec): 3 clusters Score: Raw -40703.939386 + Penalty 589.565603 = -40114.373783 nChanged 179 SP:Iteration 1F (98.227734 sec): 3 clusters Score: Raw -40828.191433 + Penalty 599.560380 = -40228.631052 nChanged 55 SP:Iteration 2F (98.228735 sec): 3 clusters Score: Raw -40880.276955 + Penalty 618.583859 = -40261.693096 nChanged 42 SP:Iteration 3F (98.229738 sec): 3 clusters Score: Raw -40936.717482 + Penalty 623.393039 = -40313.324443 nChanged 20 SP:Iteration 4Q (98.230703 sec): 3 clusters Score: Raw -40956.684036 + Penalty 630.361814 = -40326.322222 nChanged 13 SP:Iteration 5Q (98.231708 sec): 3 clusters Score: Raw -40964.703343 + Penalty 632.059330 = -40332.644013 nChanged 8 SP:Iteration 6Q (98.232646 sec): 3 clusters Score: Raw -40972.132908 + Penalty 635.116653 = -40337.016255 nChanged 3 SP:Iteration 7Q (98.233574 sec): 3 clusters Score: Raw -40973.051787 + Penalty 638.429379 = -40334.622408 nChanged 2 SP:Iteration 8F (98.234572 sec): 3 clusters Score: Raw -40973.530085 + Penalty 638.429379 = -40335.100706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.236086 sec): 2 clusters Score: Raw -16906.465021 + Penalty 310.401881 = -16596.063140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.236721 sec): 3 clusters Score: Raw -16815.787474 + Penalty 622.102324 = -16193.685150 nChanged 49 SP:Iteration 1F (98.237325 sec): 3 clusters Score: Raw -16852.379634 + Penalty 626.449138 = -16225.930497 nChanged 25 SP:Iteration 2F (98.237935 sec): 3 clusters Score: Raw -16882.843903 + Penalty 634.323450 = -16248.520453 nChanged 12 SP:Iteration 3F (98.238536 sec): 3 clusters Score: Raw -16897.481340 + Penalty 642.509147 = -16254.972193 nChanged 9 SP:Iteration 4Q (98.239128 sec): 3 clusters Score: Raw -16908.107529 + Penalty 648.095816 = -16260.011713 nChanged 5 SP:Iteration 5Q (98.239714 sec): 3 clusters Score: Raw -16912.796085 + Penalty 647.179312 = -16265.616773 nChanged 2 SP:Iteration 6Q (98.240281 sec): 3 clusters Score: Raw -16919.199322 + Penalty 646.663861 = -16272.535461 nChanged 7 SP:Iteration 7Q (98.240848 sec): 3 clusters Score: Raw -16927.043732 + Penalty 647.785852 = -16279.257881 nChanged 3 SP:Iteration 8Q (98.241412 sec): 3 clusters Score: Raw -16931.021104 + Penalty 646.553094 = -16284.468010 nChanged 2 SP:Iteration 9Q (98.241972 sec): 3 clusters Score: Raw -16935.534872 + Penalty 641.648800 = -16293.886071 nChanged 4 SP:Iteration 10F (98.242553 sec): 3 clusters Score: Raw -16940.973066 + Penalty 641.164951 = -16299.808116 nChanged 4 SP:Iteration 11Q (98.243115 sec): 3 clusters Score: Raw -16950.105970 + Penalty 642.722505 = -16307.383465 nChanged 3 SP:Iteration 12Q (98.243670 sec): 3 clusters Score: Raw -16954.126992 + Penalty 646.512624 = -16307.614368 nChanged 2 SP:Iteration 13Q (98.244224 sec): 3 clusters Score: Raw -16958.904811 + Penalty 650.740407 = -16308.164404 nChanged 2 SP:Iteration 14Q (98.244776 sec): 3 clusters Score: Raw -16962.950563 + Penalty 653.568647 = -16309.381915 nChanged 3 SP:Iteration 15Q (98.245327 sec): 3 clusters Score: Raw -16966.067954 + Penalty 653.568647 = -16312.499307 nChanged 0 SP:Iteration 16F (98.245909 sec): 3 clusters Score: Raw -16966.067954 + Penalty 653.568647 = -16312.499307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.247726 sec): 2 clusters Score: Raw -33308.168236 + Penalty 521.283744 = -32786.884492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.248648 sec): 3 clusters Score: Raw -33175.879425 + Penalty 1056.403289 = -32119.476136 nChanged 105 SP:Iteration 1F (98.249556 sec): 3 clusters Score: Raw -33281.571048 + Penalty 1065.857312 = -32215.713736 nChanged 38 SP:Iteration 2F (98.250462 sec): 3 clusters Score: Raw -33333.993577 + Penalty 1066.636329 = -32267.357248 nChanged 19 SP:Iteration 3Q (98.251350 sec): 3 clusters Score: Raw -33363.220054 + Penalty 1075.710524 = -32287.509530 nChanged 12 SP:Iteration 4Q (98.252231 sec): 3 clusters Score: Raw -33380.203642 + Penalty 1082.943907 = -32297.259735 nChanged 9 SP:Iteration 5Q (98.253111 sec): 3 clusters Score: Raw -33389.229431 + Penalty 1090.918119 = -32298.311312 nChanged 8 SP:Iteration 6Q (98.254071 sec): 3 clusters Score: Raw -33398.464248 + Penalty 1097.820351 = -32300.643898 nChanged 4 SP:Iteration 7Q (98.254992 sec): 3 clusters Score: Raw -33404.157475 + Penalty 1102.180045 = -32301.977430 nChanged 5 SP:Iteration 8Q (98.255929 sec): 3 clusters Score: Raw -33410.201636 + Penalty 1112.458804 = -32297.742832 nChanged 5 SP:Iteration 9F (98.256876 sec): 3 clusters Score: Raw -33415.547570 + Penalty 1120.135462 = -32295.412109 nChanged 4 SP:Iteration 10F (98.257823 sec): 3 clusters Score: Raw -33421.380546 + Penalty 1126.702801 = -32294.677745 nChanged 3 SP:Iteration 11F (98.258726 sec): 3 clusters Score: Raw -33424.869716 + Penalty 1129.755455 = -32295.114261 nChanged 1 SP:Iteration 12Q (98.259581 sec): 3 clusters Score: Raw -33427.726036 + Penalty 1131.695780 = -32296.030256 nChanged 1 SP:Iteration 13Q (98.260433 sec): 3 clusters Score: Raw -33434.825970 + Penalty 1131.695780 = -32303.130190 nChanged 0 SP:Iteration 14F (98.261334 sec): 3 clusters Score: Raw -33434.825970 + Penalty 1131.695780 = -32303.130190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 31 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.263986 sec): 2 clusters Score: Raw -64121.150510 + Penalty 810.251537 = -63310.898973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.265418 sec): 3 clusters Score: Raw -63867.791052 + Penalty 1618.388622 = -62249.402431 nChanged 210 SP:Iteration 1F (98.266832 sec): 3 clusters Score: Raw -64009.674674 + Penalty 1616.410873 = -62393.263800 nChanged 41 SP:Iteration 2F (98.268228 sec): 3 clusters Score: Raw -64050.552880 + Penalty 1615.920759 = -62434.632121 nChanged 21 SP:Iteration 3Q (98.269676 sec): 3 clusters Score: Raw -64067.950034 + Penalty 1615.777324 = -62452.172710 nChanged 10 SP:Iteration 4Q (98.271104 sec): 3 clusters Score: Raw -64078.937969 + Penalty 1615.440381 = -62463.497588 nChanged 10 SP:Iteration 5Q (98.272503 sec): 3 clusters Score: Raw -64089.879530 + Penalty 1615.470837 = -62474.408693 nChanged 6 SP:Iteration 6Q (98.273903 sec): 3 clusters Score: Raw -64096.089198 + Penalty 1614.998217 = -62481.090981 nChanged 6 SP:Iteration 7Q (98.275315 sec): 3 clusters Score: Raw -64103.176028 + Penalty 1614.687583 = -62488.488445 nChanged 5 SP:Iteration 8Q (98.276756 sec): 3 clusters Score: Raw -64107.681134 + Penalty 1614.151889 = -62493.529244 nChanged 2 SP:Iteration 9Q (98.278153 sec): 3 clusters Score: Raw -64110.519705 + Penalty 1614.256158 = -62496.263547 nChanged 1 SP:Iteration 10F (98.279548 sec): 3 clusters Score: Raw -64111.380797 + Penalty 1614.374524 = -62497.006274 nChanged 1 SP:Iteration 11Q (98.280943 sec): 3 clusters Score: Raw -64112.033017 + Penalty 1614.168065 = -62497.864952 nChanged 1 SP:Iteration 12Q (98.282353 sec): 3 clusters Score: Raw -64113.685823 + Penalty 1614.298696 = -62499.387127 nChanged 2 SP:Iteration 13Q (98.283754 sec): 3 clusters Score: Raw -64115.809749 + Penalty 1613.933262 = -62501.876487 nChanged 2 SP:Iteration 14Q (98.285145 sec): 3 clusters Score: Raw -64117.122971 + Penalty 1613.825586 = -62503.297385 nChanged 1 SP:Iteration 15Q (98.286623 sec): 3 clusters Score: Raw -64117.718353 + Penalty 1613.825586 = -62503.892768 nChanged 0 SP:Iteration 16F (98.288070 sec): 3 clusters Score: Raw -64117.718353 + Penalty 1613.825586 = -62503.892768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.293642 sec): 2 clusters Score: Raw -18035.045702 + Penalty 489.273635 = -17545.772067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.294263 sec): 3 clusters Score: Raw -18021.578484 + Penalty 986.150552 = -17035.427932 nChanged 41 SP:Iteration 1F (98.294877 sec): 3 clusters Score: Raw -18087.158698 + Penalty 991.111793 = -17096.046905 nChanged 11 SP:Iteration 2Q (98.295465 sec): 3 clusters Score: Raw -18109.984757 + Penalty 992.344064 = -17117.640693 nChanged 6 SP:Iteration 3Q (98.296049 sec): 3 clusters Score: Raw -18119.821678 + Penalty 994.963872 = -17124.857806 nChanged 4 SP:Iteration 4Q (98.296641 sec): 3 clusters Score: Raw -18125.390201 + Penalty 999.255165 = -17126.135036 nChanged 3 SP:Iteration 5Q (98.297251 sec): 3 clusters Score: Raw -18129.751657 + Penalty 1001.887873 = -17127.863783 nChanged 2 SP:Iteration 6Q (98.297829 sec): 3 clusters Score: Raw -18132.496066 + Penalty 1003.637479 = -17128.858587 nChanged 1 SP:Iteration 7Q (98.298411 sec): 3 clusters Score: Raw -18134.817515 + Penalty 1004.315782 = -17130.501733 nChanged 1 SP:Iteration 8Q (98.298992 sec): 3 clusters Score: Raw -18137.451238 + Penalty 1007.177230 = -17130.274008 nChanged 4 SP:Iteration 9F (98.299594 sec): 3 clusters Score: Raw -18146.129439 + Penalty 1010.890484 = -17135.238955 nChanged 3 SP:Iteration 10F (98.300196 sec): 3 clusters Score: Raw -18148.936770 + Penalty 1011.287210 = -17137.649561 nChanged 1 SP:Iteration 11Q (98.300769 sec): 3 clusters Score: Raw -18150.398570 + Penalty 1011.287210 = -17139.111360 nChanged 0 SP:Iteration 12F (98.301372 sec): 3 clusters Score: Raw -18150.398570 + Penalty 1011.287210 = -17139.111360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.303591 sec): 2 clusters Score: Raw -49300.787423 + Penalty 702.599129 = -48598.188294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.304771 sec): 3 clusters Score: Raw -49110.748997 + Penalty 1404.905203 = -47705.843794 nChanged 142 SP:Iteration 1F (98.305926 sec): 3 clusters Score: Raw -49248.114126 + Penalty 1404.679676 = -47843.434450 nChanged 34 SP:Iteration 2F (98.307080 sec): 3 clusters Score: Raw -49276.474534 + Penalty 1404.930414 = -47871.544120 nChanged 16 SP:Iteration 3Q (98.308222 sec): 3 clusters Score: Raw -49292.666302 + Penalty 1404.852758 = -47887.813543 nChanged 9 SP:Iteration 4Q (98.309366 sec): 3 clusters Score: Raw -49303.328186 + Penalty 1404.846515 = -47898.481672 nChanged 7 SP:Iteration 5Q (98.310503 sec): 3 clusters Score: Raw -49310.239318 + Penalty 1405.059497 = -47905.179822 nChanged 4 SP:Iteration 6Q (98.311639 sec): 3 clusters Score: Raw -49312.449185 + Penalty 1404.791385 = -47907.657801 nChanged 4 SP:Iteration 7Q (98.312786 sec): 3 clusters Score: Raw -49316.651922 + Penalty 1404.946942 = -47911.704980 nChanged 1 SP:Iteration 8Q (98.313964 sec): 3 clusters Score: Raw -49317.899773 + Penalty 1404.959227 = -47912.940546 nChanged 1 SP:Iteration 9Q (98.315157 sec): 3 clusters Score: Raw -49318.083953 + Penalty 1404.959227 = -47913.124726 nChanged 0 SP:Iteration 10F (98.316362 sec): 3 clusters Score: Raw -49318.083953 + Penalty 1404.959227 = -47913.124726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.318029 sec): 2 clusters Score: Raw -36091.070663 + Penalty 45.483928 = -36045.586735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.319114 sec): 3 clusters Score: Raw -35801.159848 + Penalty 96.671618 = -35704.488231 nChanged 216 SP:Iteration 1F (98.320147 sec): 3 clusters Score: Raw -35993.951750 + Penalty 94.336224 = -35899.615526 nChanged 33 SP:Iteration 2F (98.321277 sec): 3 clusters Score: Raw -36033.712201 + Penalty 104.374674 = -35929.337527 nChanged 23 SP:Iteration 3Q (98.322339 sec): 3 clusters Score: Raw -36052.896537 + Penalty 119.624267 = -35933.272269 nChanged 13 SP:Iteration 4Q (98.323389 sec): 3 clusters Score: Raw -36066.764066 + Penalty 167.991740 = -35898.772326 nChanged 12 SP:Iteration 5F (98.324457 sec): 3 clusters Score: Raw -36088.371331 + Penalty 459.819937 = -35628.551394 nChanged 8 SP:Iteration 6F (98.325521 sec): 3 clusters Score: Raw -36107.626712 + Penalty 459.819937 = -35647.806775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.326425 sec): 2 clusters Score: Raw -12050.953699 + Penalty 353.899949 = -11697.053750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.326920 sec): 3 clusters Score: Raw -12032.499802 + Penalty 712.505812 = -11319.993990 nChanged 28 SP:Iteration 1F (98.327436 sec): 3 clusters Score: Raw -12074.243935 + Penalty 720.697888 = -11353.546047 nChanged 9 SP:Iteration 2F (98.327915 sec): 3 clusters Score: Raw -12085.789344 + Penalty 730.343087 = -11355.446258 nChanged 6 SP:Iteration 3Q (98.328392 sec): 3 clusters Score: Raw -12096.771768 + Penalty 737.807671 = -11358.964097 nChanged 6 SP:Iteration 4Q (98.328866 sec): 3 clusters Score: Raw -12113.743605 + Penalty 737.350066 = -11376.393539 nChanged 2 SP:Iteration 5Q (98.329330 sec): 3 clusters Score: Raw -12116.659265 + Penalty 738.056410 = -11378.602855 nChanged 2 SP:Iteration 6Q (98.329801 sec): 3 clusters Score: Raw -12118.544989 + Penalty 739.843463 = -11378.701527 nChanged 1 SP:Iteration 7Q (98.330254 sec): 3 clusters Score: Raw -12120.082261 + Penalty 739.843463 = -11380.238799 nChanged 0 SP:Iteration 8F (98.330724 sec): 3 clusters Score: Raw -12120.082261 + Penalty 739.843463 = -11380.238799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.331264 sec): 2 clusters Score: Raw -1869.135776 + Penalty 93.191458 = -1775.944318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.331529 sec): 3 clusters Score: Raw -1989.378573 + Penalty 253.435267 = -1735.943306 nChanged 9 SP:Iteration 1F (98.331793 sec): 3 clusters Score: Raw -2026.626043 + Penalty 554.470667 = -1472.155377 nChanged 5 SP:Iteration 2F (98.332049 sec): 3 clusters Score: Raw -2091.518143 + Penalty 554.470667 = -1537.047476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.333472 sec): 2 clusters Score: Raw -30417.970562 + Penalty 431.421449 = -29986.549113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.334278 sec): 3 clusters Score: Raw -30267.038402 + Penalty 862.529107 = -29404.509295 nChanged 102 SP:Iteration 1F (98.335105 sec): 3 clusters Score: Raw -30354.473956 + Penalty 867.137431 = -29487.336525 nChanged 29 SP:Iteration 2F (98.335924 sec): 3 clusters Score: Raw -30389.067237 + Penalty 872.229070 = -29516.838167 nChanged 19 SP:Iteration 3F (98.336746 sec): 3 clusters Score: Raw -30405.889697 + Penalty 876.211809 = -29529.677888 nChanged 10 SP:Iteration 4Q (98.337551 sec): 3 clusters Score: Raw -30416.446522 + Penalty 877.361615 = -29539.084908 nChanged 8 SP:Iteration 5Q (98.338360 sec): 3 clusters Score: Raw -30425.098654 + Penalty 878.330751 = -29546.767903 nChanged 9 SP:Iteration 6Q (98.339129 sec): 3 clusters Score: Raw -30432.233499 + Penalty 879.385295 = -29552.848204 nChanged 7 SP:Iteration 7Q (98.339891 sec): 3 clusters Score: Raw -30439.751581 + Penalty 882.348431 = -29557.403150 nChanged 6 SP:Iteration 8Q (98.340646 sec): 3 clusters Score: Raw -30447.055375 + Penalty 885.608862 = -29561.446513 nChanged 4 SP:Iteration 9Q (98.341397 sec): 3 clusters Score: Raw -30450.551103 + Penalty 888.779240 = -29561.771863 nChanged 3 SP:Iteration 10F (98.342182 sec): 3 clusters Score: Raw -30452.885141 + Penalty 888.672639 = -29564.212502 nChanged 1 SP:Iteration 11Q (98.342930 sec): 3 clusters Score: Raw -30453.240749 + Penalty 890.092329 = -29563.148420 nChanged 1 SP:Iteration 12F (98.343716 sec): 3 clusters Score: Raw -30453.680527 + Penalty 892.423545 = -29561.256982 nChanged 2 SP:Iteration 13F (98.344501 sec): 3 clusters Score: Raw -30454.774381 + Penalty 892.298676 = -29562.475705 nChanged 1 SP:Iteration 14Q (98.345248 sec): 3 clusters Score: Raw -30454.995848 + Penalty 892.298676 = -29562.697172 nChanged 0 SP:Iteration 15F (98.346033 sec): 3 clusters Score: Raw -30454.995848 + Penalty 892.298676 = -29562.697172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 90 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.347841 sec): 2 clusters Score: Raw -39630.329588 + Penalty 58.245218 = -39572.084370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.349064 sec): 3 clusters Score: Raw -39335.118179 + Penalty 115.794308 = -39219.323870 nChanged 250 SP:Iteration 1F (98.350237 sec): 3 clusters Score: Raw -39568.471909 + Penalty 113.177118 = -39455.294791 nChanged 54 SP:Iteration 2F (98.351408 sec): 3 clusters Score: Raw -39615.395937 + Penalty 114.175483 = -39501.220454 nChanged 19 SP:Iteration 3Q (98.352548 sec): 3 clusters Score: Raw -39621.604494 + Penalty 114.239249 = -39507.365245 nChanged 4 SP:Iteration 4Q (98.353684 sec): 3 clusters Score: Raw -39621.932164 + Penalty 114.308236 = -39507.623927 nChanged 2 SP:Iteration 5Q (98.354934 sec): 3 clusters Score: Raw -39622.147195 + Penalty 114.446566 = -39507.700628 nChanged 3 SP:Iteration 6Q (98.356118 sec): 3 clusters Score: Raw -39623.158303 + Penalty 114.620909 = -39508.537394 nChanged 4 SP:Iteration 7Q (98.357346 sec): 3 clusters Score: Raw -39623.750365 + Penalty 114.711235 = -39509.039129 nChanged 2 SP:Iteration 8Q (98.358551 sec): 3 clusters Score: Raw -39623.818454 + Penalty 114.711235 = -39509.107219 nChanged 0 SP:Iteration 9F (98.359774 sec): 3 clusters Score: Raw -39623.818454 + Penalty 114.711235 = -39509.107219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.360994 sec): 2 clusters Score: Raw -23637.781647 + Penalty 37.040892 = -23600.740755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.361705 sec): 3 clusters Score: Raw -23462.299139 + Penalty 80.552602 = -23381.746537 nChanged 136 SP:Iteration 1F (98.362423 sec): 3 clusters Score: Raw -23575.766218 + Penalty 85.206279 = -23490.559940 nChanged 30 SP:Iteration 2F (98.363157 sec): 3 clusters Score: Raw -23610.969774 + Penalty 90.280197 = -23520.689577 nChanged 13 SP:Iteration 3Q (98.363863 sec): 3 clusters Score: Raw -23619.267762 + Penalty 93.816487 = -23525.451275 nChanged 4 SP:Iteration 4Q (98.364556 sec): 3 clusters Score: Raw -23622.411453 + Penalty 95.438402 = -23526.973051 nChanged 7 SP:Iteration 5Q (98.365244 sec): 3 clusters Score: Raw -23637.410239 + Penalty 92.797489 = -23544.612750 nChanged 3 SP:Iteration 6Q (98.365902 sec): 3 clusters Score: Raw -23651.663725 + Penalty 92.797489 = -23558.866236 nChanged 0 SP:Iteration 7F (98.366617 sec): 3 clusters Score: Raw -23651.663725 + Penalty 92.797489 = -23558.866236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.367317 sec): 2 clusters Score: Raw -6376.859379 + Penalty 594.191250 = -5782.668129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.367690 sec): 3 clusters Score: Raw -6487.276743 + Penalty 1185.178705 = -5302.098038 nChanged 4 SP:Iteration 1Q (98.368035 sec): 3 clusters Score: Raw -6501.633896 + Penalty 1185.178705 = -5316.455191 nChanged 0 SP:Iteration 2F (98.368400 sec): 3 clusters Score: Raw -6501.633896 + Penalty 1185.178705 = -5316.455191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.368927 sec): 2 clusters Score: Raw -1431.505648 + Penalty 49.205526 = -1382.300122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.369159 sec): 3 clusters Score: Raw -1466.435214 + Penalty 95.518511 = -1370.916703 nChanged 4 SP:Iteration 1F (98.369380 sec): 3 clusters Score: Raw -1484.117678 + Penalty 95.038525 = -1389.079154 nChanged 1 SP:Iteration 2Q (98.369595 sec): 3 clusters Score: Raw -1488.789964 + Penalty 95.038525 = -1393.751439 nChanged 0 SP:Iteration 3F (98.369814 sec): 3 clusters Score: Raw -1488.789964 + Penalty 95.038525 = -1393.751439 nChanged 0 Score: Raw -2682112.352474 + Penalty 23833.494149 = -2658278.858325 Splitting cluster 160 changes total score from -2643641.082696 to -2658278.858325 So it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.975312 sec): 2 clusters Score: Raw -4858.936351 + Penalty 266.886360 = -4592.049991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.975664 sec): 3 clusters Score: Raw -4945.000928 + Penalty 543.836351 = -4401.164578 nChanged 11 SP:Iteration 1F (98.976004 sec): 3 clusters Score: Raw -4975.598577 + Penalty 562.321770 = -4413.276806 nChanged 7 SP:Iteration 2F (98.976344 sec): 3 clusters Score: Raw -4993.301101 + Penalty 580.978500 = -4412.322601 nChanged 2 SP:Iteration 3F (98.976683 sec): 3 clusters Score: Raw -4997.238403 + Penalty 594.692064 = -4402.546339 nChanged 2 SP:Iteration 4F (98.977022 sec): 3 clusters Score: Raw -5008.982545 + Penalty 604.143089 = -4404.839456 nChanged 1 SP:Iteration 5Q (98.977336 sec): 3 clusters Score: Raw -5014.652824 + Penalty 604.143089 = -4410.509735 nChanged 0 SP:Iteration 6F (98.977675 sec): 3 clusters Score: Raw -5014.652824 + Penalty 604.143089 = -4410.509735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 175 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.978399 sec): 2 clusters Score: Raw -7750.509982 + Penalty 39.641483 = -7710.868499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.978783 sec): 3 clusters Score: Raw -7698.468285 + Penalty 91.771477 = -7606.696808 nChanged 41 SP:Iteration 1F (98.979164 sec): 3 clusters Score: Raw -7739.515613 + Penalty 84.480800 = -7655.034813 nChanged 6 SP:Iteration 2F (98.979557 sec): 3 clusters Score: Raw -7753.425961 + Penalty 85.473682 = -7667.952279 nChanged 1 SP:Iteration 3Q (98.979926 sec): 3 clusters Score: Raw -7754.467040 + Penalty 87.302268 = -7667.164772 nChanged 2 SP:Iteration 4F (98.980317 sec): 3 clusters Score: Raw -7758.372857 + Penalty 87.977532 = -7670.395325 nChanged 1 SP:Iteration 5Q (98.980683 sec): 3 clusters Score: Raw -7760.348012 + Penalty 90.487550 = -7669.860462 nChanged 2 SP:Iteration 6F (98.981074 sec): 3 clusters Score: Raw -7763.092707 + Penalty 92.462066 = -7670.630641 nChanged 1 SP:Iteration 7Q (98.981428 sec): 3 clusters Score: Raw -7763.798397 + Penalty 92.462066 = -7671.336331 nChanged 0 SP:Iteration 8F (98.981819 sec): 3 clusters Score: Raw -7763.798397 + Penalty 92.462066 = -7671.336331 nChanged 0 Iteration 219Q (99.347452 sec): 38 clusters Score: Raw -2667545.633948 + Penalty 23836.637903 = -2643708.996044 nChanged 162 Iteration 220F (99.962629 sec): 38 clusters Score: Raw -2667611.897107 + Penalty 23841.000520 = -2643770.896587 nChanged 128 Iteration 221Q (100.093350 sec): 38 clusters Score: Raw -2667642.724357 + Penalty 23849.413939 = -2643793.310418 nChanged 91 Iteration 222Q (100.225900 sec): 38 clusters Score: Raw -2667661.737587 + Penalty 23856.183773 = -2643805.553814 nChanged 65 Iteration 223Q (100.355830 sec): 38 clusters Score: Raw -2667673.556785 + Penalty 23858.238524 = -2643815.318262 nChanged 50 Iteration 224Q (100.486968 sec): 38 clusters Score: Raw -2667684.334613 + Penalty 23861.503070 = -2643822.831543 nChanged 53 Iteration 225Q (100.616536 sec): 38 clusters Score: Raw -2667700.724769 + Penalty 23862.903392 = -2643837.821377 nChanged 47 Iteration 226Q (100.748744 sec): 38 clusters Score: Raw -2667712.761885 + Penalty 23864.072132 = -2643848.689753 nChanged 39 Iteration 227Q (100.878506 sec): 38 clusters Score: Raw -2667718.034997 + Penalty 23864.561706 = -2643853.473291 nChanged 21 Iteration 228Q (101.008459 sec): 38 clusters Score: Raw -2667718.929246 + Penalty 23866.267506 = -2643852.661740 nChanged 15 Iteration 229F (101.632735 sec): 38 clusters Score: Raw -2667722.509243 + Penalty 23867.178100 = -2643855.331143 nChanged 27 Iteration 230F (102.248551 sec): 38 clusters Score: Raw -2667730.054233 + Penalty 23867.701219 = -2643862.353014 nChanged 29 Iteration 231Q (102.379426 sec): 38 clusters Score: Raw -2667735.976601 + Penalty 23868.860376 = -2643867.116225 nChanged 23 Iteration 232Q (102.514101 sec): 38 clusters Score: Raw -2667739.565811 + Penalty 23869.521171 = -2643870.044640 nChanged 19 Iteration 233Q (102.646782 sec): 38 clusters Score: Raw -2667744.125058 + Penalty 23870.766416 = -2643873.358642 nChanged 20 Iteration 234Q (102.778602 sec): 38 clusters Score: Raw -2667749.493175 + Penalty 23872.821391 = -2643876.671784 nChanged 26 Iteration 235Q (102.908313 sec): 38 clusters Score: Raw -2667753.954613 + Penalty 23873.649477 = -2643880.305136 nChanged 20 Iteration 236Q (103.039708 sec): 38 clusters Score: Raw -2667755.775869 + Penalty 23874.359168 = -2643881.416700 nChanged 18 Iteration 237Q (103.171275 sec): 38 clusters Score: Raw -2667757.099185 + Penalty 23874.857977 = -2643882.241208 nChanged 13 Iteration 238Q (103.303344 sec): 38 clusters Score: Raw -2667757.833499 + Penalty 23875.330772 = -2643882.502727 nChanged 10 Iteration 239Q (103.432965 sec): 38 clusters Score: Raw -2667758.457519 + Penalty 23876.056264 = -2643882.401254 nChanged 10 Iteration 240F (104.053680 sec): 38 clusters Score: Raw -2667759.416127 + Penalty 23876.199815 = -2643883.216311 nChanged 10 Iteration 241Q (104.186506 sec): 38 clusters Score: Raw -2667760.125280 + Penalty 23876.157866 = -2643883.967414 nChanged 6 Iteration 242Q (104.318631 sec): 38 clusters Score: Raw -2667760.486317 + Penalty 23876.294348 = -2643884.191968 nChanged 6 Iteration 243Q (104.449576 sec): 38 clusters Score: Raw -2667760.763695 + Penalty 23876.308329 = -2643884.455367 nChanged 5 Iteration 244Q (104.579949 sec): 38 clusters Score: Raw -2667761.116078 + Penalty 23876.107447 = -2643885.008631 nChanged 6 Iteration 245Q (104.711273 sec): 38 clusters Score: Raw -2667761.827086 + Penalty 23876.124276 = -2643885.702810 nChanged 9 Iteration 246Q (104.843680 sec): 38 clusters Score: Raw -2667763.031272 + Penalty 23876.069705 = -2643886.961567 nChanged 9 Iteration 247Q (104.973412 sec): 38 clusters Score: Raw -2667764.054248 + Penalty 23876.024072 = -2643888.030176 nChanged 6 Iteration 248Q (105.103656 sec): 38 clusters Score: Raw -2667764.818006 + Penalty 23876.026305 = -2643888.791700 nChanged 9 Iteration 249Q (105.234408 sec): 38 clusters Score: Raw -2667765.351532 + Penalty 23876.059530 = -2643889.292003 nChanged 5 Iteration 250F (105.851910 sec): 38 clusters Score: Raw -2667765.527367 + Penalty 23876.034516 = -2643889.492852 nChanged 4 Iteration 251Q (105.983368 sec): 38 clusters Score: Raw -2667765.589064 + Penalty 23876.032451 = -2643889.556613 nChanged 1 Iteration 252Q (106.116126 sec): 38 clusters Score: Raw -2667765.634523 + Penalty 23876.002896 = -2643889.631627 nChanged 3 Iteration 253Q (106.247442 sec): 38 clusters Score: Raw -2667765.706965 + Penalty 23875.976881 = -2643889.730084 nChanged 3 Iteration 254Q (106.376865 sec): 38 clusters Score: Raw -2667765.890752 + Penalty 23875.976881 = -2643889.913872 nChanged 2 Iteration 255Q (106.507611 sec): 38 clusters Score: Raw -2667765.995016 + Penalty 23875.941195 = -2643890.053821 nChanged 3 Iteration 256Q (106.639109 sec): 38 clusters Score: Raw -2667766.192819 + Penalty 23875.998915 = -2643890.193903 nChanged 3 Iteration 257Q (106.774342 sec): 38 clusters Score: Raw -2667766.358683 + Penalty 23876.023695 = -2643890.334988 nChanged 5 Iteration 258Q (106.904370 sec): 38 clusters Score: Raw -2667766.473291 + Penalty 23876.023848 = -2643890.449442 nChanged 2 Iteration 259Q (107.035961 sec): 38 clusters Score: Raw -2667766.527756 + Penalty 23876.035445 = -2643890.492311 nChanged 3 Iteration 260F (107.663684 sec): 38 clusters Score: Raw -2667766.597041 + Penalty 23876.023793 = -2643890.573248 nChanged 1 Iteration 261Q (107.794836 sec): 38 clusters Score: Raw -2667766.629982 + Penalty 23876.012210 = -2643890.617772 nChanged 1 Iteration 262Q (107.925524 sec): 38 clusters Score: Raw -2667766.654645 + Penalty 23876.000696 = -2643890.653949 nChanged 1 Iteration 263Q (108.057456 sec): 38 clusters Score: Raw -2667766.670447 + Penalty 23876.013773 = -2643890.656674 nChanged 1 Iteration 264Q (108.188606 sec): 38 clusters Score: Raw -2667766.707914 + Penalty 23876.025354 = -2643890.682561 nChanged 1 Iteration 265Q (108.320056 sec): 38 clusters Score: Raw -2667766.773460 + Penalty 23876.037004 = -2643890.736457 nChanged 1 Iteration 266Q (108.451766 sec): 38 clusters Score: Raw -2667766.826876 + Penalty 23876.048724 = -2643890.778152 nChanged 1 Iteration 267Q (108.581922 sec): 38 clusters Score: Raw -2667766.866789 + Penalty 23876.048724 = -2643890.818065 nChanged 0 Iteration 268F (109.212099 sec): 38 clusters Score: Raw -2667766.866789 + Penalty 23876.048724 = -2643890.818065 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2667766.866789 + Penalty 23876.048724 = -2643890.818065Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.319905 sec): 2 clusters Score: Raw -72013.642367 + Penalty 44.135547 = -71969.506820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.321761 sec): 3 clusters Score: Raw -71419.292359 + Penalty 89.359573 = -71329.932786 nChanged 425 SP:Iteration 1F (109.323551 sec): 3 clusters Score: Raw -71869.032323 + Penalty 88.118119 = -71780.914205 nChanged 69 SP:Iteration 2F (109.325328 sec): 3 clusters Score: Raw -71948.388866 + Penalty 87.771303 = -71860.617563 nChanged 33 SP:Iteration 3Q (109.327000 sec): 3 clusters Score: Raw -71970.243792 + Penalty 87.671564 = -71882.572228 nChanged 24 SP:Iteration 4Q (109.328659 sec): 3 clusters Score: Raw -71982.475524 + Penalty 87.535190 = -71894.940334 nChanged 15 SP:Iteration 5Q (109.330313 sec): 3 clusters Score: Raw -71987.825585 + Penalty 87.852322 = -71899.973263 nChanged 12 SP:Iteration 6Q (109.331964 sec): 3 clusters Score: Raw -71992.740704 + Penalty 87.846676 = -71904.894027 nChanged 10 SP:Iteration 7Q (109.333654 sec): 3 clusters Score: Raw -71995.352646 + Penalty 87.639022 = -71907.713623 nChanged 10 SP:Iteration 8Q (109.335324 sec): 3 clusters Score: Raw -71998.295033 + Penalty 86.854039 = -71911.440994 nChanged 8 SP:Iteration 9Q (109.336963 sec): 3 clusters Score: Raw -72000.728720 + Penalty 86.793630 = -71913.935090 nChanged 6 SP:Iteration 10F (109.338881 sec): 3 clusters Score: Raw -72001.635378 + Penalty 86.734318 = -71914.901060 nChanged 5 SP:Iteration 11Q (109.340644 sec): 3 clusters Score: Raw -72002.344082 + Penalty 86.713913 = -71915.630170 nChanged 3 SP:Iteration 12Q (109.342389 sec): 3 clusters Score: Raw -72002.696046 + Penalty 86.687575 = -71916.008471 nChanged 4 SP:Iteration 13Q (109.344053 sec): 3 clusters Score: Raw -72003.321056 + Penalty 86.670724 = -71916.650332 nChanged 3 SP:Iteration 14Q (109.345708 sec): 3 clusters Score: Raw -72003.732233 + Penalty 86.643191 = -71917.089042 nChanged 5 SP:Iteration 15Q (109.347405 sec): 3 clusters Score: Raw -72004.208031 + Penalty 86.634514 = -71917.573517 nChanged 2 SP:Iteration 16Q (109.349052 sec): 3 clusters Score: Raw -72004.298530 + Penalty 86.634514 = -71917.664015 nChanged 0 SP:Iteration 17F (109.350789 sec): 3 clusters Score: Raw -72004.298530 + Penalty 86.634514 = -71917.664015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.354835 sec): 2 clusters Score: Raw -95314.070730 + Penalty 292.832684 = -95021.238046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.356993 sec): 3 clusters Score: Raw -94671.001160 + Penalty 586.108641 = -94084.892519 nChanged 442 SP:Iteration 1F (109.359108 sec): 3 clusters Score: Raw -94914.355811 + Penalty 584.469903 = -94329.885908 nChanged 110 SP:Iteration 2F (109.361220 sec): 3 clusters Score: Raw -94965.234080 + Penalty 581.804993 = -94383.429087 nChanged 81 SP:Iteration 3F (109.363374 sec): 3 clusters Score: Raw -95004.918125 + Penalty 579.032069 = -94425.886056 nChanged 61 SP:Iteration 4F (109.365528 sec): 3 clusters Score: Raw -95030.540890 + Penalty 576.507432 = -94454.033458 nChanged 45 SP:Iteration 5Q (109.367811 sec): 3 clusters Score: Raw -95048.264926 + Penalty 575.224674 = -94473.040252 nChanged 35 SP:Iteration 6Q (109.370101 sec): 3 clusters Score: Raw -95061.817133 + Penalty 573.906091 = -94487.911042 nChanged 40 SP:Iteration 7Q (109.372390 sec): 3 clusters Score: Raw -95082.299610 + Penalty 573.099689 = -94509.199921 nChanged 40 SP:Iteration 8Q (109.374606 sec): 3 clusters Score: Raw -95104.119205 + Penalty 571.336732 = -94532.782472 nChanged 42 SP:Iteration 9Q (109.376719 sec): 3 clusters Score: Raw -95126.280355 + Penalty 571.296697 = -94554.983657 nChanged 42 SP:Iteration 10F (109.378829 sec): 3 clusters Score: Raw -95152.469539 + Penalty 569.873143 = -94582.596396 nChanged 51 SP:Iteration 11Q (109.380947 sec): 3 clusters Score: Raw -95188.869732 + Penalty 573.401476 = -94615.468255 nChanged 42 SP:Iteration 12Q (109.383063 sec): 3 clusters Score: Raw -95225.998030 + Penalty 584.251566 = -94641.746464 nChanged 42 SP:Iteration 13Q (109.385182 sec): 3 clusters Score: Raw -95272.218151 + Penalty 584.030001 = -94688.188150 nChanged 32 SP:Iteration 14Q (109.387245 sec): 3 clusters Score: Raw -95299.471564 + Penalty 589.777847 = -94709.693717 nChanged 19 SP:Iteration 15Q (109.389269 sec): 3 clusters Score: Raw -95312.686896 + Penalty 589.658002 = -94723.028894 nChanged 8 SP:Iteration 16Q (109.391227 sec): 3 clusters Score: Raw -95324.560192 + Penalty 587.524885 = -94737.035307 nChanged 5 SP:Iteration 17Q (109.393232 sec): 3 clusters Score: Raw -95329.527092 + Penalty 588.225767 = -94741.301325 nChanged 3 SP:Iteration 18Q (109.395171 sec): 3 clusters Score: Raw -95332.426215 + Penalty 583.822018 = -94748.604197 nChanged 3 SP:Iteration 19Q (109.396985 sec): 3 clusters Score: Raw -95338.779699 + Penalty 579.431229 = -94759.348470 nChanged 4 SP:Iteration 20F (109.399081 sec): 3 clusters Score: Raw -95341.038894 + Penalty 576.194857 = -94764.844037 nChanged 2 SP:Iteration 21Q (109.400854 sec): 3 clusters Score: Raw -95342.516337 + Penalty 576.194857 = -94766.321480 nChanged 0 SP:Iteration 22F (109.403003 sec): 3 clusters Score: Raw -95342.516337 + Penalty 576.194857 = -94766.321480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.406666 sec): 2 clusters Score: Raw -52198.953515 + Penalty 732.262693 = -51466.690821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.408022 sec): 3 clusters Score: Raw -51992.473340 + Penalty 1464.525386 = -50527.947954 nChanged 176 SP:Iteration 1F (109.409291 sec): 3 clusters Score: Raw -52138.381830 + Penalty 1464.563127 = -50673.818704 nChanged 48 SP:Iteration 2F (109.410558 sec): 3 clusters Score: Raw -52187.109013 + Penalty 1464.766366 = -50722.342647 nChanged 26 SP:Iteration 3Q (109.411812 sec): 3 clusters Score: Raw -52213.202313 + Penalty 1465.162599 = -50748.039714 nChanged 16 SP:Iteration 4Q (109.413067 sec): 3 clusters Score: Raw -52230.975273 + Penalty 1465.149117 = -50765.826156 nChanged 11 SP:Iteration 5Q (109.414318 sec): 3 clusters Score: Raw -52240.558574 + Penalty 1465.302559 = -50775.256015 nChanged 6 SP:Iteration 6Q (109.415564 sec): 3 clusters Score: Raw -52245.667244 + Penalty 1465.221479 = -50780.445766 nChanged 6 SP:Iteration 7Q (109.416845 sec): 3 clusters Score: Raw -52249.703746 + Penalty 1465.163742 = -50784.540004 nChanged 4 SP:Iteration 8Q (109.418149 sec): 3 clusters Score: Raw -52253.036282 + Penalty 1465.057668 = -50787.978614 nChanged 3 SP:Iteration 9Q (109.419450 sec): 3 clusters Score: Raw -52256.141102 + Penalty 1465.071666 = -50791.069436 nChanged 4 SP:Iteration 10F (109.420733 sec): 3 clusters Score: Raw -52258.959228 + Penalty 1465.189328 = -50793.769900 nChanged 5 SP:Iteration 11Q (109.421995 sec): 3 clusters Score: Raw -52262.240422 + Penalty 1465.186543 = -50797.053879 nChanged 2 SP:Iteration 12Q (109.423254 sec): 3 clusters Score: Raw -52262.910122 + Penalty 1465.204937 = -50797.705185 nChanged 1 SP:Iteration 13Q (109.424529 sec): 3 clusters Score: Raw -52263.382692 + Penalty 1465.180319 = -50798.202372 nChanged 1 SP:Iteration 14Q (109.425769 sec): 3 clusters Score: Raw -52264.938263 + Penalty 1465.129573 = -50799.808690 nChanged 3 SP:Iteration 15Q (109.427010 sec): 3 clusters Score: Raw -52268.914185 + Penalty 1465.002178 = -50803.912007 nChanged 5 SP:Iteration 16Q (109.428246 sec): 3 clusters Score: Raw -52272.915340 + Penalty 1464.841868 = -50808.073472 nChanged 6 SP:Iteration 17Q (109.429488 sec): 3 clusters Score: Raw -52277.860770 + Penalty 1464.893890 = -50812.966880 nChanged 5 SP:Iteration 18Q (109.430723 sec): 3 clusters Score: Raw -52280.933729 + Penalty 1464.837012 = -50816.096717 nChanged 4 SP:Iteration 19Q (109.431961 sec): 3 clusters Score: Raw -52283.137945 + Penalty 1464.837012 = -50818.300933 nChanged 0 SP:Iteration 20F (109.433242 sec): 3 clusters Score: Raw -52283.137945 + Penalty 1464.837012 = -50818.300933 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 4 (3891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.450123 sec): 2 clusters Score: Raw -293573.603064 + Penalty 55.869581 = -293517.733483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.457227 sec): 3 clusters Score: Raw -291009.274064 + Penalty 112.113296 = -290897.160768 nChanged 1882 SP:Iteration 1F (109.464050 sec): 3 clusters Score: Raw -292661.053266 + Penalty 111.781959 = -292549.271308 nChanged 369 SP:Iteration 2F (109.471074 sec): 3 clusters Score: Raw -293127.984643 + Penalty 113.070077 = -293014.914565 nChanged 191 SP:Iteration 3Q (109.477648 sec): 3 clusters Score: Raw -293297.159739 + Penalty 113.123700 = -293184.036039 nChanged 123 SP:Iteration 4Q (109.483759 sec): 3 clusters Score: Raw -293403.602872 + Penalty 106.448614 = -293297.154258 nChanged 70 SP:Iteration 5Q (109.489607 sec): 3 clusters Score: Raw -293462.870691 + Penalty 103.854885 = -293359.015806 nChanged 47 SP:Iteration 6Q (109.495271 sec): 3 clusters Score: Raw -293495.191944 + Penalty 105.405806 = -293389.786138 nChanged 30 SP:Iteration 7Q (109.500914 sec): 3 clusters Score: Raw -293514.538624 + Penalty 108.163040 = -293406.375583 nChanged 29 SP:Iteration 8Q (109.506583 sec): 3 clusters Score: Raw -293538.113327 + Penalty 102.291067 = -293435.822260 nChanged 17 SP:Iteration 9Q (109.512019 sec): 3 clusters Score: Raw -293551.676773 + Penalty 98.948480 = -293452.728293 nChanged 8 SP:Iteration 10F (109.518482 sec): 3 clusters Score: Raw -293555.606135 + Penalty 97.782379 = -293457.823756 nChanged 11 SP:Iteration 11Q (109.523742 sec): 3 clusters Score: Raw -293562.637298 + Penalty 97.832199 = -293464.805099 nChanged 7 SP:Iteration 12Q (109.528998 sec): 3 clusters Score: Raw -293570.366822 + Penalty 97.874860 = -293472.491962 nChanged 4 SP:Iteration 13Q (109.534221 sec): 3 clusters Score: Raw -293573.885360 + Penalty 97.901628 = -293475.983732 nChanged 2 SP:Iteration 14Q (109.539624 sec): 3 clusters Score: Raw -293575.106938 + Penalty 97.901628 = -293477.205310 nChanged 0 SP:Iteration 15F (109.546220 sec): 3 clusters Score: Raw -293575.106938 + Penalty 97.901628 = -293477.205310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.551472 sec): 2 clusters Score: Raw -80689.787767 + Penalty 389.812773 = -80299.974993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.553329 sec): 3 clusters Score: Raw -80113.795343 + Penalty 795.896354 = -79317.898989 nChanged 393 SP:Iteration 1F (109.555176 sec): 3 clusters Score: Raw -80487.760147 + Penalty 839.498855 = -79648.261292 nChanged 151 SP:Iteration 2F (109.557110 sec): 3 clusters Score: Raw -80646.594352 + Penalty 859.817194 = -79786.777158 nChanged 54 SP:Iteration 3F (109.559059 sec): 3 clusters Score: Raw -80690.040502 + Penalty 872.626366 = -79817.414137 nChanged 27 SP:Iteration 4Q (109.560838 sec): 3 clusters Score: Raw -80706.933978 + Penalty 882.015617 = -79824.918361 nChanged 14 SP:Iteration 5Q (109.562562 sec): 3 clusters Score: Raw -80712.638226 + Penalty 887.609211 = -79825.029016 nChanged 7 SP:Iteration 6Q (109.564242 sec): 3 clusters Score: Raw -80714.464104 + Penalty 891.689040 = -79822.775064 nChanged 6 SP:Iteration 7F (109.566034 sec): 3 clusters Score: Raw -80716.260080 + Penalty 893.587082 = -79822.672998 nChanged 5 SP:Iteration 8F (109.567870 sec): 3 clusters Score: Raw -80719.032743 + Penalty 899.169247 = -79819.863496 nChanged 8 SP:Iteration 9F (109.569711 sec): 3 clusters Score: Raw -80722.564404 + Penalty 902.026322 = -79820.538082 nChanged 7 SP:Iteration 10F (109.571553 sec): 3 clusters Score: Raw -80725.862805 + Penalty 904.862970 = -79820.999835 nChanged 5 SP:Iteration 11Q (109.573319 sec): 3 clusters Score: Raw -80728.127250 + Penalty 905.659987 = -79822.467263 nChanged 3 SP:Iteration 12Q (109.575074 sec): 3 clusters Score: Raw -80729.593291 + Penalty 909.041383 = -79820.551908 nChanged 4 SP:Iteration 13F (109.576905 sec): 3 clusters Score: Raw -80731.080965 + Penalty 910.155251 = -79820.925714 nChanged 2 SP:Iteration 14Q (109.578524 sec): 3 clusters Score: Raw -80731.586452 + Penalty 913.178338 = -79818.408114 nChanged 2 SP:Iteration 15F (109.580316 sec): 3 clusters Score: Raw -80731.993170 + Penalty 913.178338 = -79818.814832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.585028 sec): 2 clusters Score: Raw -114289.366366 + Penalty 611.394811 = -113677.971554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.587559 sec): 3 clusters Score: Raw -113576.464403 + Penalty 1221.877226 = -112354.587177 nChanged 512 SP:Iteration 1F (109.590005 sec): 3 clusters Score: Raw -113852.863844 + Penalty 1221.131598 = -112631.732246 nChanged 127 SP:Iteration 2F (109.592463 sec): 3 clusters Score: Raw -113930.242109 + Penalty 1221.343339 = -112708.898770 nChanged 77 SP:Iteration 3F (109.594899 sec): 3 clusters Score: Raw -113979.281600 + Penalty 1222.022118 = -112757.259482 nChanged 56 SP:Iteration 4Q (109.597458 sec): 3 clusters Score: Raw -114009.700272 + Penalty 1223.124599 = -112786.575672 nChanged 43 SP:Iteration 5Q (109.599979 sec): 3 clusters Score: Raw -114029.008079 + Penalty 1224.173998 = -112804.834081 nChanged 31 SP:Iteration 6Q (109.602408 sec): 3 clusters Score: Raw -114048.624873 + Penalty 1225.551885 = -112823.072988 nChanged 36 SP:Iteration 7Q (109.604857 sec): 3 clusters Score: Raw -114070.080725 + Penalty 1226.066977 = -112844.013748 nChanged 33 SP:Iteration 8Q (109.607585 sec): 3 clusters Score: Raw -114088.663734 + Penalty 1226.281851 = -112862.381884 nChanged 30 SP:Iteration 9Q (109.610214 sec): 3 clusters Score: Raw -114111.348741 + Penalty 1227.804887 = -112883.543853 nChanged 39 SP:Iteration 10F (109.612684 sec): 3 clusters Score: Raw -114132.797901 + Penalty 1229.846991 = -112902.950911 nChanged 35 SP:Iteration 11Q (109.615134 sec): 3 clusters Score: Raw -114147.572275 + Penalty 1230.885728 = -112916.686547 nChanged 26 SP:Iteration 12Q (109.617596 sec): 3 clusters Score: Raw -114158.601949 + Penalty 1231.370810 = -112927.231139 nChanged 25 SP:Iteration 13Q (109.620046 sec): 3 clusters Score: Raw -114172.115161 + Penalty 1231.306988 = -112940.808173 nChanged 26 SP:Iteration 14Q (109.622470 sec): 3 clusters Score: Raw -114185.202991 + Penalty 1232.611794 = -112952.591197 nChanged 23 SP:Iteration 15Q (109.624875 sec): 3 clusters Score: Raw -114195.766314 + Penalty 1234.430882 = -112961.335432 nChanged 16 SP:Iteration 16Q (109.627265 sec): 3 clusters Score: Raw -114203.017215 + Penalty 1236.801139 = -112966.216076 nChanged 21 SP:Iteration 17Q (109.629664 sec): 3 clusters Score: Raw -114212.543149 + Penalty 1238.459372 = -112974.083777 nChanged 21 SP:Iteration 18Q (109.631990 sec): 3 clusters Score: Raw -114223.002374 + Penalty 1239.570294 = -112983.432081 nChanged 21 SP:Iteration 19Q (109.634316 sec): 3 clusters Score: Raw -114233.952198 + Penalty 1245.461760 = -112988.490438 nChanged 24 SP:Iteration 20F (109.636812 sec): 3 clusters Score: Raw -114250.279701 + Penalty 1249.111225 = -113001.168476 nChanged 22 SP:Iteration 21Q (109.639245 sec): 3 clusters Score: Raw -114264.781057 + Penalty 1253.759063 = -113011.021993 nChanged 16 SP:Iteration 22Q (109.641672 sec): 3 clusters Score: Raw -114275.336634 + Penalty 1257.140790 = -113018.195844 nChanged 16 SP:Iteration 23Q (109.644106 sec): 3 clusters Score: Raw -114284.428827 + Penalty 1259.573437 = -113024.855390 nChanged 16 SP:Iteration 24Q (109.646434 sec): 3 clusters Score: Raw -114295.942124 + Penalty 1260.276328 = -113035.665795 nChanged 17 SP:Iteration 25Q (109.648743 sec): 3 clusters Score: Raw -114306.300450 + Penalty 1261.393961 = -113044.906489 nChanged 9 SP:Iteration 26Q (109.651022 sec): 3 clusters Score: Raw -114312.497723 + Penalty 1261.745756 = -113050.751966 nChanged 5 SP:Iteration 27Q (109.653343 sec): 3 clusters Score: Raw -114315.007772 + Penalty 1261.384959 = -113053.622813 nChanged 3 SP:Iteration 28Q (109.655747 sec): 3 clusters Score: Raw -114316.450138 + Penalty 1262.610306 = -113053.839832 nChanged 5 SP:Iteration 29Q (109.658096 sec): 3 clusters Score: Raw -114317.769547 + Penalty 1261.825598 = -113055.943949 nChanged 1 SP:Iteration 30F (109.660512 sec): 3 clusters Score: Raw -114319.581884 + Penalty 1262.636489 = -113056.945396 nChanged 2 SP:Iteration 31Q (109.662697 sec): 3 clusters Score: Raw -114320.577444 + Penalty 1261.682514 = -113058.894930 nChanged 2 SP:Iteration 32Q (109.664879 sec): 3 clusters Score: Raw -114321.557514 + Penalty 1261.682514 = -113059.875001 nChanged 0 SP:Iteration 33F (109.667293 sec): 3 clusters Score: Raw -114321.557514 + Penalty 1261.682514 = -113059.875001 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.671104 sec): 2 clusters Score: Raw -84994.397775 + Penalty 856.698660 = -84137.699115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.673189 sec): 3 clusters Score: Raw -84609.832234 + Penalty 1713.163968 = -82896.668266 nChanged 321 SP:Iteration 1F (109.675238 sec): 3 clusters Score: Raw -84848.128588 + Penalty 1713.224145 = -83134.904443 nChanged 70 SP:Iteration 2F (109.677262 sec): 3 clusters Score: Raw -84906.170640 + Penalty 1713.137824 = -83193.032816 nChanged 41 SP:Iteration 3Q (109.679281 sec): 3 clusters Score: Raw -84942.255711 + Penalty 1713.137593 = -83229.118118 nChanged 34 SP:Iteration 4Q (109.681287 sec): 3 clusters Score: Raw -84963.629546 + Penalty 1713.161215 = -83250.468331 nChanged 16 SP:Iteration 5Q (109.683163 sec): 3 clusters Score: Raw -84973.652746 + Penalty 1713.049658 = -83260.603087 nChanged 15 SP:Iteration 6Q (109.685019 sec): 3 clusters Score: Raw -84982.732193 + Penalty 1712.884969 = -83269.847225 nChanged 11 SP:Iteration 7Q (109.686870 sec): 3 clusters Score: Raw -84988.374768 + Penalty 1712.872473 = -83275.502296 nChanged 11 SP:Iteration 8Q (109.688738 sec): 3 clusters Score: Raw -84996.591532 + Penalty 1712.826151 = -83283.765381 nChanged 7 SP:Iteration 9Q (109.690586 sec): 3 clusters Score: Raw -85004.200046 + Penalty 1712.641302 = -83291.558744 nChanged 10 SP:Iteration 10F (109.692460 sec): 3 clusters Score: Raw -85011.559113 + Penalty 1712.378138 = -83299.180975 nChanged 9 SP:Iteration 11Q (109.694314 sec): 3 clusters Score: Raw -85022.584843 + Penalty 1712.317642 = -83310.267201 nChanged 9 SP:Iteration 12Q (109.696161 sec): 3 clusters Score: Raw -85028.808150 + Penalty 1712.168356 = -83316.639794 nChanged 8 SP:Iteration 13Q (109.698091 sec): 3 clusters Score: Raw -85034.656467 + Penalty 1712.220674 = -83322.435793 nChanged 5 SP:Iteration 14Q (109.700003 sec): 3 clusters Score: Raw -85037.125446 + Penalty 1712.065119 = -83325.060327 nChanged 5 SP:Iteration 15Q (109.701894 sec): 3 clusters Score: Raw -85039.907086 + Penalty 1712.019341 = -83327.887744 nChanged 1 SP:Iteration 16Q (109.703771 sec): 3 clusters Score: Raw -85041.084769 + Penalty 1711.945304 = -83329.139465 nChanged 2 SP:Iteration 17Q (109.705809 sec): 3 clusters Score: Raw -85042.148894 + Penalty 1711.853014 = -83330.295880 nChanged 2 SP:Iteration 18Q (109.707817 sec): 3 clusters Score: Raw -85043.957504 + Penalty 1711.665154 = -83332.292351 nChanged 3 SP:Iteration 19Q (109.709803 sec): 3 clusters Score: Raw -85044.993993 + Penalty 1711.668180 = -83333.325813 nChanged 2 SP:Iteration 20F (109.711666 sec): 3 clusters Score: Raw -85046.736248 + Penalty 1711.608449 = -83335.127799 nChanged 4 SP:Iteration 21Q (109.713511 sec): 3 clusters Score: Raw -85048.661479 + Penalty 1711.598288 = -83337.063191 nChanged 2 SP:Iteration 22Q (109.715409 sec): 3 clusters Score: Raw -85049.394764 + Penalty 1711.369200 = -83338.025565 nChanged 2 SP:Iteration 23Q (109.717299 sec): 3 clusters Score: Raw -85050.120830 + Penalty 1711.304732 = -83338.816098 nChanged 2 SP:Iteration 24Q (109.719179 sec): 3 clusters Score: Raw -85051.432205 + Penalty 1711.304732 = -83340.127473 nChanged 0 SP:Iteration 25F (109.721056 sec): 3 clusters Score: Raw -85051.432205 + Penalty 1711.304732 = -83340.127473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.723789 sec): 2 clusters Score: Raw -38985.018125 + Penalty 35.633304 = -38949.384822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.724833 sec): 3 clusters Score: Raw -38691.163197 + Penalty 71.171447 = -38619.991750 nChanged 209 SP:Iteration 1F (109.725857 sec): 3 clusters Score: Raw -38847.867674 + Penalty 71.094081 = -38776.773593 nChanged 53 SP:Iteration 2F (109.726881 sec): 3 clusters Score: Raw -38907.683987 + Penalty 71.217909 = -38836.466078 nChanged 28 SP:Iteration 3F (109.727902 sec): 3 clusters Score: Raw -38921.952809 + Penalty 71.180715 = -38850.772095 nChanged 14 SP:Iteration 4Q (109.728891 sec): 3 clusters Score: Raw -38932.182747 + Penalty 71.179274 = -38861.003473 nChanged 17 SP:Iteration 5Q (109.729877 sec): 3 clusters Score: Raw -38943.465050 + Penalty 71.233651 = -38872.231399 nChanged 13 SP:Iteration 6Q (109.730858 sec): 3 clusters Score: Raw -38947.702707 + Penalty 71.266607 = -38876.436100 nChanged 6 SP:Iteration 7Q (109.731836 sec): 3 clusters Score: Raw -38949.008480 + Penalty 71.294993 = -38877.713488 nChanged 3 SP:Iteration 8Q (109.732811 sec): 3 clusters Score: Raw -38949.420984 + Penalty 71.304460 = -38878.116524 nChanged 1 SP:Iteration 9Q (109.733783 sec): 3 clusters Score: Raw -38949.508728 + Penalty 71.279474 = -38878.229254 nChanged 3 SP:Iteration 10F (109.734806 sec): 3 clusters Score: Raw -38949.815636 + Penalty 71.286067 = -38878.529570 nChanged 2 SP:Iteration 11Q (109.735784 sec): 3 clusters Score: Raw -38950.174730 + Penalty 71.298402 = -38878.876328 nChanged 3 SP:Iteration 12Q (109.736763 sec): 3 clusters Score: Raw -38951.101806 + Penalty 71.311037 = -38879.790769 nChanged 3 SP:Iteration 13Q (109.737803 sec): 3 clusters Score: Raw -38951.545055 + Penalty 71.314299 = -38880.230756 nChanged 1 SP:Iteration 14Q (109.738816 sec): 3 clusters Score: Raw -38951.572560 + Penalty 71.314299 = -38880.258261 nChanged 0 SP:Iteration 15F (109.739884 sec): 3 clusters Score: Raw -38951.572560 + Penalty 71.314299 = -38880.258261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 9 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.744215 sec): 2 clusters Score: Raw -49099.711197 + Penalty 80.520037 = -49019.191160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.745487 sec): 3 clusters Score: Raw -48754.528218 + Penalty 178.696126 = -48575.832092 nChanged 245 SP:Iteration 1F (109.746735 sec): 3 clusters Score: Raw -48981.790669 + Penalty 187.908890 = -48793.881779 nChanged 53 SP:Iteration 2F (109.747992 sec): 3 clusters Score: Raw -49041.234415 + Penalty 223.286127 = -48817.948288 nChanged 31 SP:Iteration 3F (109.749258 sec): 3 clusters Score: Raw -49079.695104 + Penalty 270.019109 = -48809.675995 nChanged 20 SP:Iteration 4F (109.750489 sec): 3 clusters Score: Raw -49106.701354 + Penalty 338.900949 = -48767.800405 nChanged 5 SP:Iteration 5F (109.751730 sec): 3 clusters Score: Raw -49115.445312 + Penalty 357.916490 = -48757.528822 nChanged 2 SP:Iteration 6F (109.752975 sec): 3 clusters Score: Raw -49117.949844 + Penalty 416.801744 = -48701.148100 nChanged 3 SP:Iteration 7F (109.754221 sec): 3 clusters Score: Raw -49128.997874 + Penalty 416.801744 = -48712.196130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.756125 sec): 2 clusters Score: Raw -29445.297829 + Penalty 37.155762 = -29408.142067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.756958 sec): 3 clusters Score: Raw -29226.029539 + Penalty 74.991580 = -29151.037959 nChanged 160 SP:Iteration 1F (109.757777 sec): 3 clusters Score: Raw -29395.755426 + Penalty 74.594014 = -29321.161412 nChanged 26 SP:Iteration 2F (109.758595 sec): 3 clusters Score: Raw -29419.239917 + Penalty 74.746555 = -29344.493362 nChanged 5 SP:Iteration 3Q (109.759379 sec): 3 clusters Score: Raw -29420.833204 + Penalty 74.879649 = -29345.953555 nChanged 4 SP:Iteration 4Q (109.760159 sec): 3 clusters Score: Raw -29422.862682 + Penalty 75.000371 = -29347.862311 nChanged 3 SP:Iteration 5Q (109.760934 sec): 3 clusters Score: Raw -29424.108209 + Penalty 75.180460 = -29348.927749 nChanged 4 SP:Iteration 6Q (109.761706 sec): 3 clusters Score: Raw -29425.454478 + Penalty 75.415261 = -29350.039217 nChanged 5 SP:Iteration 7Q (109.762475 sec): 3 clusters Score: Raw -29426.779533 + Penalty 75.570740 = -29351.208794 nChanged 3 SP:Iteration 8Q (109.763241 sec): 3 clusters Score: Raw -29427.059133 + Penalty 75.570740 = -29351.488393 nChanged 0 SP:Iteration 9F (109.764061 sec): 3 clusters Score: Raw -29427.059133 + Penalty 75.570740 = -29351.488393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.765499 sec): 2 clusters Score: Raw -26450.968932 + Penalty 256.902939 = -26194.065993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.766326 sec): 3 clusters Score: Raw -26324.577984 + Penalty 517.357980 = -25807.220005 nChanged 117 SP:Iteration 1F (109.767140 sec): 3 clusters Score: Raw -26452.935598 + Penalty 533.244392 = -25919.691206 nChanged 34 SP:Iteration 2F (109.767951 sec): 3 clusters Score: Raw -26497.652642 + Penalty 545.804650 = -25951.847992 nChanged 22 SP:Iteration 3F (109.768763 sec): 3 clusters Score: Raw -26526.750766 + Penalty 551.185868 = -25975.564898 nChanged 7 SP:Iteration 4Q (109.769534 sec): 3 clusters Score: Raw -26539.763010 + Penalty 553.936918 = -25985.826092 nChanged 3 SP:Iteration 5Q (109.770354 sec): 3 clusters Score: Raw -26541.897396 + Penalty 555.610060 = -25986.287335 nChanged 2 SP:Iteration 6Q (109.771132 sec): 3 clusters Score: Raw -26544.948111 + Penalty 557.853510 = -25987.094601 nChanged 1 SP:Iteration 7Q (109.771904 sec): 3 clusters Score: Raw -26545.125713 + Penalty 557.853510 = -25987.272203 nChanged 0 SP:Iteration 8F (109.772743 sec): 3 clusters Score: Raw -26545.125713 + Penalty 557.853510 = -25987.272203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.774468 sec): 2 clusters Score: Raw -40927.109865 + Penalty 636.894605 = -40290.215260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.775516 sec): 3 clusters Score: Raw -40748.091297 + Penalty 1272.250146 = -39475.841151 nChanged 119 SP:Iteration 1F (109.776519 sec): 3 clusters Score: Raw -40858.742831 + Penalty 1271.331328 = -39587.411504 nChanged 34 SP:Iteration 2F (109.777555 sec): 3 clusters Score: Raw -40885.147637 + Penalty 1272.140260 = -39613.007377 nChanged 11 SP:Iteration 3Q (109.778622 sec): 3 clusters Score: Raw -40897.516247 + Penalty 1272.506592 = -39625.009655 nChanged 11 SP:Iteration 4Q (109.779651 sec): 3 clusters Score: Raw -40905.414970 + Penalty 1272.268674 = -39633.146297 nChanged 8 SP:Iteration 5Q (109.780674 sec): 3 clusters Score: Raw -40911.021311 + Penalty 1271.436218 = -39639.585093 nChanged 6 SP:Iteration 6Q (109.781695 sec): 3 clusters Score: Raw -40918.258113 + Penalty 1270.768355 = -39647.489759 nChanged 5 SP:Iteration 7Q (109.782668 sec): 3 clusters Score: Raw -40922.642216 + Penalty 1270.344638 = -39652.297577 nChanged 2 SP:Iteration 8Q (109.783643 sec): 3 clusters Score: Raw -40925.757458 + Penalty 1270.750911 = -39655.006547 nChanged 3 SP:Iteration 9Q (109.784620 sec): 3 clusters Score: Raw -40928.142680 + Penalty 1271.437386 = -39656.705294 nChanged 2 SP:Iteration 10F (109.785606 sec): 3 clusters Score: Raw -40930.984403 + Penalty 1271.726015 = -39659.258388 nChanged 2 SP:Iteration 11Q (109.786581 sec): 3 clusters Score: Raw -40933.032843 + Penalty 1272.025131 = -39661.007712 nChanged 3 SP:Iteration 12Q (109.787555 sec): 3 clusters Score: Raw -40934.691280 + Penalty 1272.058353 = -39662.632927 nChanged 3 SP:Iteration 13Q (109.788530 sec): 3 clusters Score: Raw -40936.402757 + Penalty 1272.058353 = -39664.344404 nChanged 0 SP:Iteration 14F (109.789515 sec): 3 clusters Score: Raw -40936.402757 + Penalty 1272.058353 = -39664.344404 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.792953 sec): 2 clusters Score: Raw -93796.351846 + Penalty 467.117986 = -93329.233860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.795057 sec): 3 clusters Score: Raw -93229.497270 + Penalty 957.146119 = -92272.351152 nChanged 418 SP:Iteration 1F (109.797111 sec): 3 clusters Score: Raw -93526.864562 + Penalty 974.134700 = -92552.729861 nChanged 111 SP:Iteration 2F (109.799267 sec): 3 clusters Score: Raw -93629.143212 + Penalty 981.713923 = -92647.429289 nChanged 58 SP:Iteration 3F (109.801392 sec): 3 clusters Score: Raw -93679.203515 + Penalty 982.561893 = -92696.641622 nChanged 44 SP:Iteration 4Q (109.803471 sec): 3 clusters Score: Raw -93714.965471 + Penalty 989.782108 = -92725.183363 nChanged 27 SP:Iteration 5Q (109.805743 sec): 3 clusters Score: Raw -93736.931826 + Penalty 995.043997 = -92741.887829 nChanged 17 SP:Iteration 6Q (109.807927 sec): 3 clusters Score: Raw -93747.890466 + Penalty 995.604710 = -92752.285756 nChanged 12 SP:Iteration 7Q (109.809979 sec): 3 clusters Score: Raw -93754.899662 + Penalty 996.437088 = -92758.462575 nChanged 9 SP:Iteration 8Q (109.811969 sec): 3 clusters Score: Raw -93761.391848 + Penalty 997.996123 = -92763.395725 nChanged 9 SP:Iteration 9Q (109.813947 sec): 3 clusters Score: Raw -93770.223381 + Penalty 996.509222 = -92773.714158 nChanged 6 SP:Iteration 10F (109.815999 sec): 3 clusters Score: Raw -93774.407179 + Penalty 995.402298 = -92779.004881 nChanged 3 SP:Iteration 11Q (109.817945 sec): 3 clusters Score: Raw -93776.980235 + Penalty 994.352894 = -92782.627341 nChanged 2 SP:Iteration 12Q (109.819887 sec): 3 clusters Score: Raw -93777.919274 + Penalty 994.352894 = -92783.566379 nChanged 0 SP:Iteration 13F (109.822048 sec): 3 clusters Score: Raw -93777.919274 + Penalty 994.352894 = -92783.566379 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.825816 sec): 2 clusters Score: Raw -99896.680546 + Penalty 646.596609 = -99250.083938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.827992 sec): 3 clusters Score: Raw -99283.726266 + Penalty 1292.198351 = -97991.527915 nChanged 426 SP:Iteration 1F (109.830126 sec): 3 clusters Score: Raw -99508.007328 + Penalty 1291.381207 = -98216.626121 nChanged 115 SP:Iteration 2F (109.832364 sec): 3 clusters Score: Raw -99567.713823 + Penalty 1290.606995 = -98277.106828 nChanged 63 SP:Iteration 3F (109.834533 sec): 3 clusters Score: Raw -99599.682691 + Penalty 1290.325035 = -98309.357656 nChanged 38 SP:Iteration 4Q (109.836671 sec): 3 clusters Score: Raw -99626.207756 + Penalty 1290.597822 = -98335.609935 nChanged 41 SP:Iteration 5Q (109.838976 sec): 3 clusters Score: Raw -99653.088901 + Penalty 1291.050822 = -98362.038080 nChanged 37 SP:Iteration 6Q (109.841283 sec): 3 clusters Score: Raw -99670.244338 + Penalty 1291.664188 = -98378.580150 nChanged 33 SP:Iteration 7Q (109.843434 sec): 3 clusters Score: Raw -99684.795473 + Penalty 1292.388010 = -98392.407463 nChanged 29 SP:Iteration 8Q (109.845585 sec): 3 clusters Score: Raw -99706.740911 + Penalty 1293.902486 = -98412.838425 nChanged 36 SP:Iteration 9Q (109.847713 sec): 3 clusters Score: Raw -99732.124690 + Penalty 1295.437057 = -98436.687632 nChanged 41 SP:Iteration 10F (109.849997 sec): 3 clusters Score: Raw -99756.499255 + Penalty 1294.929551 = -98461.569704 nChanged 35 SP:Iteration 11Q (109.852168 sec): 3 clusters Score: Raw -99788.302713 + Penalty 1295.063693 = -98493.239020 nChanged 44 SP:Iteration 12Q (109.854284 sec): 3 clusters Score: Raw -99826.693433 + Penalty 1295.411237 = -98531.282197 nChanged 35 SP:Iteration 13Q (109.856401 sec): 3 clusters Score: Raw -99854.321948 + Penalty 1298.598408 = -98555.723540 nChanged 32 SP:Iteration 14Q (109.858489 sec): 3 clusters Score: Raw -99877.785387 + Penalty 1301.104403 = -98576.680984 nChanged 24 SP:Iteration 15Q (109.860712 sec): 3 clusters Score: Raw -99891.881515 + Penalty 1302.363519 = -98589.517996 nChanged 15 SP:Iteration 16Q (109.863026 sec): 3 clusters Score: Raw -99901.493230 + Penalty 1303.280990 = -98598.212240 nChanged 8 SP:Iteration 17Q (109.865213 sec): 3 clusters Score: Raw -99906.618659 + Penalty 1304.213401 = -98602.405258 nChanged 15 SP:Iteration 18Q (109.867337 sec): 3 clusters Score: Raw -99913.436066 + Penalty 1304.665446 = -98608.770619 nChanged 9 SP:Iteration 19Q (109.869397 sec): 3 clusters Score: Raw -99918.929101 + Penalty 1305.037133 = -98613.891968 nChanged 4 SP:Iteration 20F (109.871736 sec): 3 clusters Score: Raw -99920.222577 + Penalty 1305.013318 = -98615.209259 nChanged 2 SP:Iteration 21Q (109.873948 sec): 3 clusters Score: Raw -99920.365043 + Penalty 1305.013318 = -98615.351726 nChanged 0 SP:Iteration 22F (109.876158 sec): 3 clusters Score: Raw -99920.365043 + Penalty 1305.013318 = -98615.351726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.877839 sec): 2 clusters Score: Raw -35566.803701 + Penalty 623.500152 = -34943.303549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.878774 sec): 3 clusters Score: Raw -35435.841057 + Penalty 1246.852296 = -34188.988761 nChanged 113 SP:Iteration 1F (109.879760 sec): 3 clusters Score: Raw -35523.539457 + Penalty 1246.720137 = -34276.819320 nChanged 25 SP:Iteration 2F (109.880725 sec): 3 clusters Score: Raw -35552.371483 + Penalty 1246.832757 = -34305.538727 nChanged 16 SP:Iteration 3Q (109.881677 sec): 3 clusters Score: Raw -35565.157396 + Penalty 1246.931903 = -34318.225494 nChanged 6 SP:Iteration 4Q (109.882614 sec): 3 clusters Score: Raw -35568.992159 + Penalty 1246.978725 = -34322.013433 nChanged 2 SP:Iteration 5Q (109.883518 sec): 3 clusters Score: Raw -35571.376297 + Penalty 1247.000304 = -34324.375993 nChanged 1 SP:Iteration 6Q (109.884423 sec): 3 clusters Score: Raw -35574.089261 + Penalty 1247.031731 = -34327.057529 nChanged 1 SP:Iteration 7Q (109.885330 sec): 3 clusters Score: Raw -35575.864430 + Penalty 1247.046213 = -34328.818217 nChanged 4 SP:Iteration 8Q (109.886231 sec): 3 clusters Score: Raw -35579.304875 + Penalty 1247.000304 = -34332.304571 nChanged 5 SP:Iteration 9Q (109.887129 sec): 3 clusters Score: Raw -35581.216015 + Penalty 1247.000304 = -34334.215711 nChanged 0 SP:Iteration 10F (109.888073 sec): 3 clusters Score: Raw -35581.216015 + Penalty 1247.000304 = -34334.215711 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 16 (2063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.897472 sec): 2 clusters Score: Raw -168373.669494 + Penalty 42.924120 = -168330.745373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.901315 sec): 3 clusters Score: Raw -167026.684856 + Penalty 85.956787 = -166940.728070 nChanged 948 SP:Iteration 1F (109.905257 sec): 3 clusters Score: Raw -167787.855295 + Penalty 86.182703 = -167701.672592 nChanged 150 SP:Iteration 2F (109.909268 sec): 3 clusters Score: Raw -167955.132201 + Penalty 86.281407 = -167868.850793 nChanged 138 SP:Iteration 3F (109.913113 sec): 3 clusters Score: Raw -168074.000280 + Penalty 86.112212 = -167987.888068 nChanged 89 SP:Iteration 4Q (109.916806 sec): 3 clusters Score: Raw -168114.644143 + Penalty 86.150731 = -168028.493411 nChanged 31 SP:Iteration 5Q (109.920388 sec): 3 clusters Score: Raw -168125.800452 + Penalty 86.193060 = -168039.607392 nChanged 26 SP:Iteration 6Q (109.923963 sec): 3 clusters Score: Raw -168132.172349 + Penalty 86.161741 = -168046.010607 nChanged 27 SP:Iteration 7Q (109.927547 sec): 3 clusters Score: Raw -168140.525068 + Penalty 86.208975 = -168054.316093 nChanged 26 SP:Iteration 8Q (109.931184 sec): 3 clusters Score: Raw -168146.873003 + Penalty 86.258844 = -168060.614159 nChanged 27 SP:Iteration 9Q (109.934721 sec): 3 clusters Score: Raw -168152.884227 + Penalty 86.293574 = -168066.590652 nChanged 23 SP:Iteration 10F (109.938491 sec): 3 clusters Score: Raw -168157.449020 + Penalty 86.155398 = -168071.293622 nChanged 17 SP:Iteration 11Q (109.942297 sec): 3 clusters Score: Raw -168160.977532 + Penalty 86.159688 = -168074.817844 nChanged 14 SP:Iteration 12Q (109.945960 sec): 3 clusters Score: Raw -168162.574905 + Penalty 86.154371 = -168076.420535 nChanged 6 SP:Iteration 13Q (109.949581 sec): 3 clusters Score: Raw -168163.011359 + Penalty 86.148277 = -168076.863081 nChanged 8 SP:Iteration 14Q (109.953223 sec): 3 clusters Score: Raw -168163.776390 + Penalty 86.156185 = -168077.620205 nChanged 6 SP:Iteration 15Q (109.956776 sec): 3 clusters Score: Raw -168164.381891 + Penalty 86.152615 = -168078.229276 nChanged 5 SP:Iteration 16Q (109.960294 sec): 3 clusters Score: Raw -168164.882113 + Penalty 86.142037 = -168078.740077 nChanged 5 SP:Iteration 17Q (109.963807 sec): 3 clusters Score: Raw -168165.343601 + Penalty 86.142016 = -168079.201585 nChanged 4 SP:Iteration 18Q (109.967349 sec): 3 clusters Score: Raw -168165.584478 + Penalty 86.129118 = -168079.455359 nChanged 2 SP:Iteration 19Q (109.970962 sec): 3 clusters Score: Raw -168165.646868 + Penalty 86.125703 = -168079.521165 nChanged 1 SP:Iteration 20F (109.974960 sec): 3 clusters Score: Raw -168165.704845 + Penalty 86.123013 = -168079.581831 nChanged 4 SP:Iteration 21Q (109.978606 sec): 3 clusters Score: Raw -168165.804616 + Penalty 86.116294 = -168079.688322 nChanged 2 SP:Iteration 22Q (109.982330 sec): 3 clusters Score: Raw -168165.861928 + Penalty 86.111278 = -168079.750650 nChanged 2 SP:Iteration 23Q (109.986148 sec): 3 clusters Score: Raw -168165.951453 + Penalty 86.114450 = -168079.837003 nChanged 2 SP:Iteration 24Q (109.989690 sec): 3 clusters Score: Raw -168166.036990 + Penalty 86.107962 = -168079.929028 nChanged 3 SP:Iteration 25Q (109.993210 sec): 3 clusters Score: Raw -168166.184333 + Penalty 86.089644 = -168080.094688 nChanged 4 SP:Iteration 26Q (109.996825 sec): 3 clusters Score: Raw -168166.528114 + Penalty 86.088313 = -168080.439801 nChanged 3 SP:Iteration 27Q (110.000363 sec): 3 clusters Score: Raw -168166.709217 + Penalty 86.082032 = -168080.627185 nChanged 2 SP:Iteration 28Q (110.004013 sec): 3 clusters Score: Raw -168166.778494 + Penalty 86.078923 = -168080.699571 nChanged 1 SP:Iteration 29Q (110.007912 sec): 3 clusters Score: Raw -168166.927484 + Penalty 86.078923 = -168080.848560 nChanged 2 SP:Iteration 30F (110.011692 sec): 3 clusters Score: Raw -168166.998258 + Penalty 86.075837 = -168080.922422 nChanged 1 SP:Iteration 31Q (110.015317 sec): 3 clusters Score: Raw -168167.017583 + Penalty 86.075837 = -168080.941746 nChanged 0 SP:Iteration 32F (110.018978 sec): 3 clusters Score: Raw -168167.017583 + Penalty 86.075837 = -168080.941746 nChanged 0 Memory request: 0.05 GB would take us to total of 0.36 GB. Trying to split cluster 17 (10976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.068065 sec): 2 clusters Score: Raw -878948.028537 + Penalty 193.506153 = -878754.522384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.088882 sec): 3 clusters Score: Raw -871615.308653 + Penalty 450.824308 = -871164.484345 nChanged 5173 SP:Iteration 1F (110.108943 sec): 3 clusters Score: Raw -875530.274082 + Penalty 545.373919 = -874984.900162 nChanged 1774 SP:Iteration 2F (110.128745 sec): 3 clusters Score: Raw -877580.318664 + Penalty 671.952014 = -876908.366650 nChanged 875 SP:Iteration 3F (110.148814 sec): 3 clusters Score: Raw -878649.660790 + Penalty 776.558527 = -877873.102263 nChanged 242 SP:Iteration 4Q (110.166716 sec): 3 clusters Score: Raw -878945.877689 + Penalty 785.791850 = -878160.085839 nChanged 39 SP:Iteration 5Q (110.182770 sec): 3 clusters Score: Raw -878985.258096 + Penalty 789.904521 = -878195.353575 nChanged 13 SP:Iteration 6Q (110.198466 sec): 3 clusters Score: Raw -878995.103088 + Penalty 783.800073 = -878211.303015 nChanged 4 SP:Iteration 7Q (110.214114 sec): 3 clusters Score: Raw -878997.528218 + Penalty 784.804968 = -878212.723250 nChanged 3 SP:Iteration 8Q (110.229975 sec): 3 clusters Score: Raw -878999.295083 + Penalty 790.664834 = -878208.630249 nChanged 2 SP:Iteration 9F (110.250000 sec): 3 clusters Score: Raw -879001.102275 + Penalty 797.371337 = -878203.730938 nChanged 3 SP:Iteration 10F (110.269559 sec): 3 clusters Score: Raw -879005.071835 + Penalty 797.932821 = -878207.139014 nChanged 1 SP:Iteration 11Q (110.285467 sec): 3 clusters Score: Raw -879005.748494 + Penalty 797.075480 = -878208.673014 nChanged 1 SP:Iteration 12Q (110.301169 sec): 3 clusters Score: Raw -879005.858626 + Penalty 797.075480 = -878208.783146 nChanged 0 SP:Iteration 13F (110.320987 sec): 3 clusters Score: Raw -879005.858626 + Penalty 797.075480 = -878208.783146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.327583 sec): 2 clusters Score: Raw -564.825562 + Penalty 27.618875 = -537.206687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.327786 sec): 3 clusters Score: Raw -597.165692 + Penalty 54.587408 = -542.578284 nChanged 0 Score: Raw -2682426.149918 + Penalty 24011.388730 = -2658414.761188 Splitting cluster 18 changes total score from -2643890.818065 to -2658414.761188 So it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.944813 sec): 2 clusters Score: Raw -39146.808779 + Penalty 371.199981 = -38775.608798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.945855 sec): 3 clusters Score: Raw -38937.117934 + Penalty 742.473242 = -38194.644692 nChanged 158 SP:Iteration 1F (110.946880 sec): 3 clusters Score: Raw -39044.587666 + Penalty 740.905081 = -38303.682585 nChanged 47 SP:Iteration 2F (110.947910 sec): 3 clusters Score: Raw -39085.256337 + Penalty 739.772876 = -38345.483462 nChanged 24 SP:Iteration 3F (110.948894 sec): 3 clusters Score: Raw -39103.312740 + Penalty 740.778545 = -38362.534195 nChanged 21 SP:Iteration 4Q (110.949878 sec): 3 clusters Score: Raw -39124.950704 + Penalty 738.670643 = -38386.280061 nChanged 19 SP:Iteration 5Q (110.950862 sec): 3 clusters Score: Raw -39142.001119 + Penalty 741.206105 = -38400.795014 nChanged 14 SP:Iteration 6Q (110.951839 sec): 3 clusters Score: Raw -39153.815895 + Penalty 741.706235 = -38412.109660 nChanged 2 SP:Iteration 7Q (110.952842 sec): 3 clusters Score: Raw -39154.262538 + Penalty 745.134358 = -38409.128180 nChanged 3 SP:Iteration 8F (110.953832 sec): 3 clusters Score: Raw -39156.509724 + Penalty 745.892749 = -38410.616975 nChanged 5 SP:Iteration 9Q (110.954805 sec): 3 clusters Score: Raw -39158.910208 + Penalty 747.709781 = -38411.200427 nChanged 5 SP:Iteration 10F (110.955794 sec): 3 clusters Score: Raw -39162.588421 + Penalty 748.825691 = -38413.762730 nChanged 3 SP:Iteration 11Q (110.956751 sec): 3 clusters Score: Raw -39163.304471 + Penalty 749.140656 = -38414.163815 nChanged 2 SP:Iteration 12Q (110.957697 sec): 3 clusters Score: Raw -39163.463587 + Penalty 748.982956 = -38414.480631 nChanged 2 SP:Iteration 13Q (110.958620 sec): 3 clusters Score: Raw -39163.568647 + Penalty 748.982956 = -38414.585691 nChanged 0 SP:Iteration 14F (110.959578 sec): 3 clusters Score: Raw -39163.568647 + Penalty 748.982956 = -38414.585691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.961448 sec): 2 clusters Score: Raw -41535.245871 + Penalty 811.607594 = -40723.638277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.962570 sec): 3 clusters Score: Raw -41461.005287 + Penalty 1623.165722 = -39837.839565 nChanged 139 SP:Iteration 1F (110.963675 sec): 3 clusters Score: Raw -41614.556469 + Penalty 1624.097968 = -39990.458502 nChanged 36 SP:Iteration 2F (110.964784 sec): 3 clusters Score: Raw -41663.347116 + Penalty 1624.356530 = -40038.990586 nChanged 22 SP:Iteration 3Q (110.965854 sec): 3 clusters Score: Raw -41695.391898 + Penalty 1625.448385 = -40069.943513 nChanged 15 SP:Iteration 4Q (110.966920 sec): 3 clusters Score: Raw -41723.720660 + Penalty 1626.001552 = -40097.719108 nChanged 8 SP:Iteration 5Q (110.967974 sec): 3 clusters Score: Raw -41739.016237 + Penalty 1626.195171 = -40112.821066 nChanged 6 SP:Iteration 6Q (110.969024 sec): 3 clusters Score: Raw -41749.381771 + Penalty 1626.052937 = -40123.328835 nChanged 5 SP:Iteration 7Q (110.970067 sec): 3 clusters Score: Raw -41758.508915 + Penalty 1626.068454 = -40132.440461 nChanged 6 SP:Iteration 8Q (110.971111 sec): 3 clusters Score: Raw -41764.858085 + Penalty 1625.825713 = -40139.032372 nChanged 2 SP:Iteration 9Q (110.972161 sec): 3 clusters Score: Raw -41766.639479 + Penalty 1625.832444 = -40140.807035 nChanged 1 SP:Iteration 10F (110.973267 sec): 3 clusters Score: Raw -41769.876390 + Penalty 1625.854778 = -40144.021611 nChanged 2 SP:Iteration 11Q (110.974368 sec): 3 clusters Score: Raw -41771.056743 + Penalty 1625.854778 = -40145.201964 nChanged 0 SP:Iteration 12F (110.975530 sec): 3 clusters Score: Raw -41771.056743 + Penalty 1625.854778 = -40145.201964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.978833 sec): 2 clusters Score: Raw -57793.257500 + Penalty 837.732885 = -56955.524615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.980234 sec): 3 clusters Score: Raw -57578.414851 + Penalty 1676.178313 = -55902.236538 nChanged 172 SP:Iteration 1F (110.981550 sec): 3 clusters Score: Raw -57745.668500 + Penalty 1676.421462 = -56069.247039 nChanged 49 SP:Iteration 2F (110.982862 sec): 3 clusters Score: Raw -57798.916875 + Penalty 1676.632733 = -56122.284142 nChanged 15 SP:Iteration 3Q (110.984155 sec): 3 clusters Score: Raw -57811.005687 + Penalty 1676.537396 = -56134.468291 nChanged 4 SP:Iteration 4Q (110.985466 sec): 3 clusters Score: Raw -57814.070392 + Penalty 1676.858528 = -56137.211864 nChanged 3 SP:Iteration 5Q (110.986758 sec): 3 clusters Score: Raw -57817.103036 + Penalty 1677.267962 = -56139.835074 nChanged 3 SP:Iteration 6Q (110.988052 sec): 3 clusters Score: Raw -57818.789065 + Penalty 1677.608501 = -56141.180564 nChanged 2 SP:Iteration 7Q (110.989360 sec): 3 clusters Score: Raw -57821.763673 + Penalty 1677.833320 = -56143.930353 nChanged 7 SP:Iteration 8Q (110.990703 sec): 3 clusters Score: Raw -57827.767524 + Penalty 1678.117954 = -56149.649570 nChanged 6 SP:Iteration 9Q (110.991999 sec): 3 clusters Score: Raw -57835.779184 + Penalty 1678.164553 = -56157.614630 nChanged 4 SP:Iteration 10F (110.993326 sec): 3 clusters Score: Raw -57839.443984 + Penalty 1678.381292 = -56161.062692 nChanged 3 SP:Iteration 11Q (110.994620 sec): 3 clusters Score: Raw -57840.936098 + Penalty 1678.573652 = -56162.362446 nChanged 1 SP:Iteration 12Q (110.995933 sec): 3 clusters Score: Raw -57842.085260 + Penalty 1678.852581 = -56163.232680 nChanged 3 SP:Iteration 13Q (110.997237 sec): 3 clusters Score: Raw -57845.833399 + Penalty 1678.632530 = -56167.200869 nChanged 3 SP:Iteration 14Q (110.998525 sec): 3 clusters Score: Raw -57851.242349 + Penalty 1678.596410 = -56172.645939 nChanged 2 SP:Iteration 15Q (110.999813 sec): 3 clusters Score: Raw -57853.504090 + Penalty 1678.596410 = -56174.907680 nChanged 0 SP:Iteration 16F (111.001147 sec): 3 clusters Score: Raw -57853.504090 + Penalty 1678.596410 = -56174.907680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.003283 sec): 2 clusters Score: Raw -41039.291881 + Penalty 291.155264 = -40748.136617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.004301 sec): 3 clusters Score: Raw -40790.153459 + Penalty 582.737486 = -40207.415973 nChanged 169 SP:Iteration 1F (111.005308 sec): 3 clusters Score: Raw -40894.331508 + Penalty 580.915402 = -40313.416107 nChanged 58 SP:Iteration 2F (111.006386 sec): 3 clusters Score: Raw -40936.930220 + Penalty 585.181134 = -40351.749086 nChanged 41 SP:Iteration 3F (111.007430 sec): 3 clusters Score: Raw -40970.788662 + Penalty 582.096524 = -40388.692138 nChanged 26 SP:Iteration 4F (111.008472 sec): 3 clusters Score: Raw -40995.722386 + Penalty 591.057478 = -40404.664908 nChanged 23 SP:Iteration 5Q (111.009510 sec): 3 clusters Score: Raw -41019.377987 + Penalty 599.872215 = -40419.505772 nChanged 19 SP:Iteration 6Q (111.010520 sec): 3 clusters Score: Raw -41034.457239 + Penalty 608.269336 = -40426.187903 nChanged 7 SP:Iteration 7Q (111.011552 sec): 3 clusters Score: Raw -41039.809639 + Penalty 619.980073 = -40419.829565 nChanged 6 SP:Iteration 8F (111.012551 sec): 3 clusters Score: Raw -41046.809746 + Penalty 622.596005 = -40424.213741 nChanged 2 SP:Iteration 9Q (111.013568 sec): 3 clusters Score: Raw -41048.098067 + Penalty 626.478708 = -40421.619359 nChanged 2 SP:Iteration 10F (111.014568 sec): 3 clusters Score: Raw -41050.309602 + Penalty 630.102029 = -40420.207574 nChanged 2 SP:Iteration 11F (111.015604 sec): 3 clusters Score: Raw -41055.698898 + Penalty 638.812649 = -40416.886249 nChanged 2 SP:Iteration 12F (111.016598 sec): 3 clusters Score: Raw -41060.063307 + Penalty 649.031408 = -40411.031899 nChanged 2 SP:Iteration 13F (111.017594 sec): 3 clusters Score: Raw -41065.968331 + Penalty 662.912794 = -40403.055536 nChanged 4 SP:Iteration 14F (111.018589 sec): 3 clusters Score: Raw -41070.152016 + Penalty 669.242354 = -40400.909662 nChanged 1 SP:Iteration 15F (111.019584 sec): 3 clusters Score: Raw -41072.121890 + Penalty 676.894587 = -40395.227302 nChanged 1 SP:Iteration 16F (111.020599 sec): 3 clusters Score: Raw -41072.641527 + Penalty 676.894587 = -40395.746940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.022590 sec): 2 clusters Score: Raw -16432.173155 + Penalty 310.143080 = -16122.030076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.023168 sec): 3 clusters Score: Raw -16341.117498 + Penalty 625.129982 = -15715.987517 nChanged 50 SP:Iteration 1F (111.023737 sec): 3 clusters Score: Raw -16416.809369 + Penalty 635.782139 = -15781.027230 nChanged 22 SP:Iteration 2F (111.024337 sec): 3 clusters Score: Raw -16458.190780 + Penalty 636.705065 = -15821.485715 nChanged 7 SP:Iteration 3Q (111.024912 sec): 3 clusters Score: Raw -16474.121893 + Penalty 637.706867 = -15836.415027 nChanged 5 SP:Iteration 4Q (111.025505 sec): 3 clusters Score: Raw -16486.121987 + Penalty 637.513101 = -15848.608886 nChanged 5 SP:Iteration 5Q (111.026038 sec): 3 clusters Score: Raw -16497.337545 + Penalty 635.636623 = -15861.700922 nChanged 5 SP:Iteration 6Q (111.026590 sec): 3 clusters Score: Raw -16505.636551 + Penalty 633.348770 = -15872.287781 nChanged 6 SP:Iteration 7Q (111.027127 sec): 3 clusters Score: Raw -16518.691904 + Penalty 635.132131 = -15883.559774 nChanged 7 SP:Iteration 8Q (111.027658 sec): 3 clusters Score: Raw -16540.390157 + Penalty 634.966218 = -15905.423939 nChanged 3 SP:Iteration 9Q (111.028182 sec): 3 clusters Score: Raw -16543.673556 + Penalty 634.397263 = -15909.276293 nChanged 2 SP:Iteration 10F (111.028764 sec): 3 clusters Score: Raw -16548.210423 + Penalty 635.839349 = -15912.371074 nChanged 2 SP:Iteration 11Q (111.029281 sec): 3 clusters Score: Raw -16552.461415 + Penalty 635.839349 = -15916.622066 nChanged 0 SP:Iteration 12F (111.029861 sec): 3 clusters Score: Raw -16552.461415 + Penalty 635.839349 = -15916.622066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.031919 sec): 2 clusters Score: Raw -33066.485054 + Penalty 521.468737 = -32545.016317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.032831 sec): 3 clusters Score: Raw -32912.626007 + Penalty 1043.203771 = -31869.422236 nChanged 109 SP:Iteration 1F (111.033733 sec): 3 clusters Score: Raw -33021.620215 + Penalty 1043.439529 = -31978.180685 nChanged 37 SP:Iteration 2F (111.034636 sec): 3 clusters Score: Raw -33058.595101 + Penalty 1044.225218 = -32014.369882 nChanged 15 SP:Iteration 3Q (111.035524 sec): 3 clusters Score: Raw -33071.144306 + Penalty 1045.030980 = -32026.113326 nChanged 6 SP:Iteration 4Q (111.036405 sec): 3 clusters Score: Raw -33080.871866 + Penalty 1046.015929 = -32034.855937 nChanged 7 SP:Iteration 5Q (111.037287 sec): 3 clusters Score: Raw -33090.044367 + Penalty 1046.680472 = -32043.363895 nChanged 2 SP:Iteration 6Q (111.038163 sec): 3 clusters Score: Raw -33094.287668 + Penalty 1047.132213 = -32047.155455 nChanged 6 SP:Iteration 7Q (111.039039 sec): 3 clusters Score: Raw -33102.606591 + Penalty 1046.961325 = -32055.645265 nChanged 3 SP:Iteration 8Q (111.039986 sec): 3 clusters Score: Raw -33103.492443 + Penalty 1047.028949 = -32056.463494 nChanged 1 SP:Iteration 9Q (111.040897 sec): 3 clusters Score: Raw -33104.003543 + Penalty 1046.788773 = -32057.214770 nChanged 2 SP:Iteration 10F (111.041833 sec): 3 clusters Score: Raw -33107.021868 + Penalty 1047.139070 = -32059.882798 nChanged 3 SP:Iteration 11Q (111.042743 sec): 3 clusters Score: Raw -33109.313620 + Penalty 1046.890868 = -32062.422752 nChanged 1 SP:Iteration 12Q (111.043652 sec): 3 clusters Score: Raw -33109.538251 + Penalty 1046.652194 = -32062.886057 nChanged 1 SP:Iteration 13Q (111.044525 sec): 3 clusters Score: Raw -33109.952766 + Penalty 1046.463907 = -32063.488859 nChanged 1 SP:Iteration 14Q (111.045397 sec): 3 clusters Score: Raw -33110.514553 + Penalty 1046.286509 = -32064.228044 nChanged 1 SP:Iteration 15Q (111.046269 sec): 3 clusters Score: Raw -33110.884485 + Penalty 1046.046029 = -32064.838457 nChanged 1 SP:Iteration 16Q (111.047140 sec): 3 clusters Score: Raw -33111.086201 + Penalty 1046.046029 = -32065.040172 nChanged 0 SP:Iteration 17F (111.048035 sec): 3 clusters Score: Raw -33111.086201 + Penalty 1046.046029 = -32065.040172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 31 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.052057 sec): 2 clusters Score: Raw -64121.150510 + Penalty 810.251537 = -63310.898973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.053599 sec): 3 clusters Score: Raw -63896.272742 + Penalty 1619.560062 = -62276.712680 nChanged 193 SP:Iteration 1F (111.055060 sec): 3 clusters Score: Raw -64049.486110 + Penalty 1619.140766 = -62430.345344 nChanged 34 SP:Iteration 2Q (111.056464 sec): 3 clusters Score: Raw -64080.838193 + Penalty 1618.263345 = -62462.574848 nChanged 17 SP:Iteration 3Q (111.057912 sec): 3 clusters Score: Raw -64092.673090 + Penalty 1618.323888 = -62474.349202 nChanged 6 SP:Iteration 4Q (111.059402 sec): 3 clusters Score: Raw -64096.545724 + Penalty 1618.511119 = -62478.034606 nChanged 3 SP:Iteration 5Q (111.060851 sec): 3 clusters Score: Raw -64099.197128 + Penalty 1618.471278 = -62480.725850 nChanged 3 SP:Iteration 6Q (111.062266 sec): 3 clusters Score: Raw -64100.904669 + Penalty 1618.596478 = -62482.308191 nChanged 1 SP:Iteration 7Q (111.063617 sec): 3 clusters Score: Raw -64101.433175 + Penalty 1618.596478 = -62482.836696 nChanged 0 SP:Iteration 8F (111.064979 sec): 3 clusters Score: Raw -64101.433175 + Penalty 1618.596478 = -62482.836696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.067516 sec): 2 clusters Score: Raw -17718.887001 + Penalty 490.636736 = -17228.250265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.068120 sec): 3 clusters Score: Raw -17676.506527 + Penalty 981.395323 = -16695.111204 nChanged 41 SP:Iteration 1F (111.068712 sec): 3 clusters Score: Raw -17738.992083 + Penalty 981.294087 = -16757.697995 nChanged 16 SP:Iteration 2F (111.069303 sec): 3 clusters Score: Raw -17768.820537 + Penalty 981.273472 = -16787.547065 nChanged 7 SP:Iteration 3Q (111.069882 sec): 3 clusters Score: Raw -17779.329745 + Penalty 981.333591 = -16797.996154 nChanged 2 SP:Iteration 4Q (111.070456 sec): 3 clusters Score: Raw -17783.021294 + Penalty 981.481552 = -16801.539742 nChanged 5 SP:Iteration 5Q (111.071028 sec): 3 clusters Score: Raw -17792.449978 + Penalty 981.441817 = -16811.008161 nChanged 4 SP:Iteration 6Q (111.071595 sec): 3 clusters Score: Raw -17797.971026 + Penalty 981.629047 = -16816.341978 nChanged 1 SP:Iteration 7Q (111.072195 sec): 3 clusters Score: Raw -17798.271452 + Penalty 981.772262 = -16816.499190 nChanged 1 SP:Iteration 8Q (111.072784 sec): 3 clusters Score: Raw -17798.823785 + Penalty 981.772262 = -16817.051523 nChanged 0 SP:Iteration 9F (111.073391 sec): 3 clusters Score: Raw -17798.823785 + Penalty 981.772262 = -16817.051523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.075541 sec): 2 clusters Score: Raw -49300.787423 + Penalty 702.599129 = -48598.188294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.076698 sec): 3 clusters Score: Raw -49101.267772 + Penalty 1408.068359 = -47693.199412 nChanged 143 SP:Iteration 1F (111.077824 sec): 3 clusters Score: Raw -49228.120846 + Penalty 1411.336233 = -47816.784613 nChanged 45 SP:Iteration 2F (111.078955 sec): 3 clusters Score: Raw -49280.256720 + Penalty 1413.140718 = -47867.116002 nChanged 22 SP:Iteration 3Q (111.080070 sec): 3 clusters Score: Raw -49300.398844 + Penalty 1415.025842 = -47885.373003 nChanged 10 SP:Iteration 4Q (111.081177 sec): 3 clusters Score: Raw -49313.974534 + Penalty 1415.024946 = -47898.949588 nChanged 5 SP:Iteration 5Q (111.082276 sec): 3 clusters Score: Raw -49320.843082 + Penalty 1415.185271 = -47905.657811 nChanged 1 SP:Iteration 6Q (111.083373 sec): 3 clusters Score: Raw -49321.024459 + Penalty 1415.185271 = -47905.839188 nChanged 0 SP:Iteration 7F (111.084506 sec): 3 clusters Score: Raw -49321.024459 + Penalty 1415.185271 = -47905.839188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.086125 sec): 2 clusters Score: Raw -35416.707565 + Penalty 45.496739 = -35371.210827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.087178 sec): 3 clusters Score: Raw -35128.041003 + Penalty 95.999597 = -35032.041405 nChanged 210 SP:Iteration 1F (111.088178 sec): 3 clusters Score: Raw -35338.780359 + Penalty 85.960289 = -35252.820069 nChanged 21 SP:Iteration 2Q (111.089089 sec): 3 clusters Score: Raw -35373.915251 + Penalty 86.208974 = -35287.706277 nChanged 13 SP:Iteration 3Q (111.089949 sec): 3 clusters Score: Raw -35385.263926 + Penalty 83.373968 = -35301.889958 nChanged 15 SP:Iteration 4Q (111.090791 sec): 3 clusters Score: Raw -35394.518918 + Penalty 84.161329 = -35310.357589 nChanged 8 SP:Iteration 5Q (111.091609 sec): 3 clusters Score: Raw -35401.260416 + Penalty 80.695490 = -35320.564927 nChanged 3 SP:Iteration 6Q (111.092425 sec): 3 clusters Score: Raw -35404.051808 + Penalty 80.723750 = -35323.328059 nChanged 3 SP:Iteration 7Q (111.093239 sec): 3 clusters Score: Raw -35404.480772 + Penalty 80.723750 = -35323.757022 nChanged 2 SP:Iteration 8Q (111.094049 sec): 3 clusters Score: Raw -35404.756371 + Penalty 80.692959 = -35324.063412 nChanged 1 SP:Iteration 9Q (111.094864 sec): 3 clusters Score: Raw -35404.813850 + Penalty 80.725948 = -35324.087902 nChanged 1 SP:Iteration 10F (111.095768 sec): 3 clusters Score: Raw -35405.031458 + Penalty 80.430474 = -35324.600984 nChanged 1 SP:Iteration 11Q (111.096578 sec): 3 clusters Score: Raw -35405.099596 + Penalty 80.461751 = -35324.637845 nChanged 1 SP:Iteration 12Q (111.097386 sec): 3 clusters Score: Raw -35405.221744 + Penalty 80.461751 = -35324.759993 nChanged 0 SP:Iteration 13F (111.098289 sec): 3 clusters Score: Raw -35405.221744 + Penalty 80.461751 = -35324.759993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.099177 sec): 2 clusters Score: Raw -11642.166348 + Penalty 353.801412 = -11288.364937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.099645 sec): 3 clusters Score: Raw -11627.383059 + Penalty 705.730202 = -10921.652857 nChanged 27 SP:Iteration 1F (111.100105 sec): 3 clusters Score: Raw -11671.917186 + Penalty 707.377765 = -10964.539421 nChanged 8 SP:Iteration 2F (111.100586 sec): 3 clusters Score: Raw -11695.105441 + Penalty 710.437751 = -10984.667690 nChanged 8 SP:Iteration 3F (111.101055 sec): 3 clusters Score: Raw -11714.504340 + Penalty 717.072641 = -10997.431698 nChanged 7 SP:Iteration 4Q (111.101514 sec): 3 clusters Score: Raw -11724.864349 + Penalty 723.805399 = -11001.058950 nChanged 8 SP:Iteration 5F (111.101984 sec): 3 clusters Score: Raw -11735.037543 + Penalty 729.944765 = -11005.092778 nChanged 4 SP:Iteration 6Q (111.102425 sec): 3 clusters Score: Raw -11743.327575 + Penalty 736.254035 = -11007.073541 nChanged 3 SP:Iteration 7Q (111.102869 sec): 3 clusters Score: Raw -11750.893231 + Penalty 738.791648 = -11012.101582 nChanged 1 SP:Iteration 8Q (111.103307 sec): 3 clusters Score: Raw -11751.670310 + Penalty 740.932089 = -11010.738221 nChanged 1 SP:Iteration 9F (111.103779 sec): 3 clusters Score: Raw -11752.196628 + Penalty 740.932089 = -11011.264539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.104314 sec): 2 clusters Score: Raw -1936.796684 + Penalty 97.443126 = -1839.353558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.104578 sec): 3 clusters Score: Raw -2042.108181 + Penalty 370.102157 = -1672.006024 nChanged 9 SP:Iteration 1F (111.104836 sec): 3 clusters Score: Raw -2096.936254 + Penalty 443.557445 = -1653.378809 nChanged 1 SP:Iteration 2F (111.105093 sec): 3 clusters Score: Raw -2113.278949 + Penalty 443.557445 = -1669.721504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.106555 sec): 2 clusters Score: Raw -30244.092393 + Penalty 431.735442 = -29812.356951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.107402 sec): 3 clusters Score: Raw -30087.457673 + Penalty 860.289037 = -29227.168636 nChanged 107 SP:Iteration 1F (111.108234 sec): 3 clusters Score: Raw -30159.033197 + Penalty 860.953140 = -29298.080056 nChanged 19 SP:Iteration 2F (111.109069 sec): 3 clusters Score: Raw -30175.407369 + Penalty 861.629230 = -29313.778138 nChanged 14 SP:Iteration 3Q (111.109905 sec): 3 clusters Score: Raw -30191.422097 + Penalty 862.112022 = -29329.310076 nChanged 12 SP:Iteration 4Q (111.110741 sec): 3 clusters Score: Raw -30200.832662 + Penalty 862.681258 = -29338.151404 nChanged 6 SP:Iteration 5Q (111.111573 sec): 3 clusters Score: Raw -30205.188592 + Penalty 863.288671 = -29341.899921 nChanged 8 SP:Iteration 6Q (111.112403 sec): 3 clusters Score: Raw -30214.034502 + Penalty 864.120604 = -29349.913897 nChanged 9 SP:Iteration 7Q (111.113231 sec): 3 clusters Score: Raw -30221.819906 + Penalty 864.542237 = -29357.277669 nChanged 7 SP:Iteration 8Q (111.114048 sec): 3 clusters Score: Raw -30226.961401 + Penalty 864.795491 = -29362.165911 nChanged 8 SP:Iteration 9Q (111.114864 sec): 3 clusters Score: Raw -30231.281211 + Penalty 864.937993 = -29366.343217 nChanged 4 SP:Iteration 10F (111.115667 sec): 3 clusters Score: Raw -30235.187853 + Penalty 865.029944 = -29370.157909 nChanged 6 SP:Iteration 11Q (111.116455 sec): 3 clusters Score: Raw -30238.812258 + Penalty 865.156090 = -29373.656168 nChanged 5 SP:Iteration 12Q (111.117242 sec): 3 clusters Score: Raw -30242.009062 + Penalty 865.180415 = -29376.828648 nChanged 5 SP:Iteration 13Q (111.118027 sec): 3 clusters Score: Raw -30245.341405 + Penalty 865.419868 = -29379.921537 nChanged 7 SP:Iteration 14Q (111.118811 sec): 3 clusters Score: Raw -30252.896922 + Penalty 865.649521 = -29387.247401 nChanged 8 SP:Iteration 15Q (111.119634 sec): 3 clusters Score: Raw -30263.023007 + Penalty 865.643721 = -29397.379286 nChanged 7 SP:Iteration 16Q (111.120470 sec): 3 clusters Score: Raw -30270.085213 + Penalty 866.223632 = -29403.861581 nChanged 4 SP:Iteration 17Q (111.121277 sec): 3 clusters Score: Raw -30275.718011 + Penalty 866.077927 = -29409.640084 nChanged 2 SP:Iteration 18Q (111.122079 sec): 3 clusters Score: Raw -30276.440592 + Penalty 866.243252 = -29410.197340 nChanged 1 SP:Iteration 19Q (111.122876 sec): 3 clusters Score: Raw -30276.997063 + Penalty 866.243252 = -29410.753811 nChanged 0 SP:Iteration 20F (111.123708 sec): 3 clusters Score: Raw -30276.997063 + Penalty 866.243252 = -29410.753811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.125548 sec): 2 clusters Score: Raw -38829.528816 + Penalty 58.081727 = -38771.447089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.126818 sec): 3 clusters Score: Raw -38507.039896 + Penalty 129.122660 = -38377.917236 nChanged 235 SP:Iteration 1F (111.128029 sec): 3 clusters Score: Raw -38743.033685 + Penalty 116.102725 = -38626.930960 nChanged 33 SP:Iteration 2F (111.129164 sec): 3 clusters Score: Raw -38772.926846 + Penalty 108.507451 = -38664.419395 nChanged 12 SP:Iteration 3Q (111.130293 sec): 3 clusters Score: Raw -38789.011050 + Penalty 109.702438 = -38679.308613 nChanged 8 SP:Iteration 4Q (111.131316 sec): 3 clusters Score: Raw -38795.838117 + Penalty 108.890772 = -38686.947345 nChanged 11 SP:Iteration 5Q (111.132340 sec): 3 clusters Score: Raw -38801.878638 + Penalty 112.293311 = -38689.585326 nChanged 12 SP:Iteration 6Q (111.133318 sec): 3 clusters Score: Raw -38807.846414 + Penalty 112.081674 = -38695.764740 nChanged 11 SP:Iteration 7Q (111.134288 sec): 3 clusters Score: Raw -38812.125892 + Penalty 113.881321 = -38698.244572 nChanged 6 SP:Iteration 8Q (111.135307 sec): 3 clusters Score: Raw -38818.907018 + Penalty 115.317921 = -38703.589098 nChanged 6 SP:Iteration 9Q (111.136302 sec): 3 clusters Score: Raw -38822.326269 + Penalty 116.176825 = -38706.149444 nChanged 2 SP:Iteration 10F (111.137466 sec): 3 clusters Score: Raw -38823.268110 + Penalty 116.634558 = -38706.633553 nChanged 1 SP:Iteration 11Q (111.138508 sec): 3 clusters Score: Raw -38823.371730 + Penalty 116.634558 = -38706.737172 nChanged 0 SP:Iteration 12F (111.139734 sec): 3 clusters Score: Raw -38823.371730 + Penalty 116.634558 = -38706.737172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.140975 sec): 2 clusters Score: Raw -23637.781647 + Penalty 37.040892 = -23600.740755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.141702 sec): 3 clusters Score: Raw -23465.815114 + Penalty 74.007797 = -23391.807318 nChanged 127 SP:Iteration 1F (111.142413 sec): 3 clusters Score: Raw -23593.392785 + Penalty 73.873203 = -23519.519582 nChanged 17 SP:Iteration 2F (111.143125 sec): 3 clusters Score: Raw -23609.019765 + Penalty 74.304151 = -23534.715615 nChanged 7 SP:Iteration 3Q (111.143847 sec): 3 clusters Score: Raw -23614.070514 + Penalty 74.196566 = -23539.873948 nChanged 7 SP:Iteration 4Q (111.144570 sec): 3 clusters Score: Raw -23615.054348 + Penalty 74.179367 = -23540.874981 nChanged 1 SP:Iteration 5Q (111.145286 sec): 3 clusters Score: Raw -23615.139665 + Penalty 74.136835 = -23541.002830 nChanged 3 SP:Iteration 6Q (111.146001 sec): 3 clusters Score: Raw -23615.751293 + Penalty 74.093581 = -23541.657712 nChanged 5 SP:Iteration 7Q (111.146713 sec): 3 clusters Score: Raw -23617.409118 + Penalty 74.085545 = -23543.323573 nChanged 7 SP:Iteration 8Q (111.147426 sec): 3 clusters Score: Raw -23619.229262 + Penalty 74.112444 = -23545.116818 nChanged 6 SP:Iteration 9Q (111.148137 sec): 3 clusters Score: Raw -23621.312286 + Penalty 74.150389 = -23547.161897 nChanged 4 SP:Iteration 10F (111.148872 sec): 3 clusters Score: Raw -23622.472249 + Penalty 74.226490 = -23548.245758 nChanged 5 SP:Iteration 11Q (111.149583 sec): 3 clusters Score: Raw -23623.906674 + Penalty 74.356994 = -23549.549680 nChanged 6 SP:Iteration 12Q (111.150312 sec): 3 clusters Score: Raw -23625.211658 + Penalty 74.417266 = -23550.794393 nChanged 3 SP:Iteration 13Q (111.151023 sec): 3 clusters Score: Raw -23625.498917 + Penalty 74.417266 = -23551.081652 nChanged 0 SP:Iteration 14F (111.151755 sec): 3 clusters Score: Raw -23625.498917 + Penalty 74.417266 = -23551.081652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.152620 sec): 2 clusters Score: Raw -6376.859379 + Penalty 594.191250 = -5782.668129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.152986 sec): 3 clusters Score: Raw -6480.942819 + Penalty 1187.914437 = -5293.028381 nChanged 5 SP:Iteration 1F (111.153362 sec): 3 clusters Score: Raw -6500.339922 + Penalty 1187.308474 = -5313.031449 nChanged 2 SP:Iteration 2Q (111.153720 sec): 3 clusters Score: Raw -6503.111495 + Penalty 1187.308474 = -5315.803022 nChanged 0 SP:Iteration 3F (111.154095 sec): 3 clusters Score: Raw -6503.111495 + Penalty 1187.308474 = -5315.803022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.158099 sec): 2 clusters Score: Raw -1009.913426 + Penalty 44.891631 = -965.021795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.158320 sec): 3 clusters Score: Raw -1031.740041 + Penalty 81.239737 = -950.500304 nChanged 1 SP:Iteration 1F (111.158535 sec): 3 clusters Score: Raw -1038.597577 + Penalty 81.239737 = -957.357840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.159189 sec): 2 clusters Score: Raw -4858.936351 + Penalty 266.886360 = -4592.049991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.159567 sec): 3 clusters Score: Raw -4980.507171 + Penalty 569.784848 = -4410.722323 nChanged 9 SP:Iteration 1F (111.159906 sec): 3 clusters Score: Raw -5042.543208 + Penalty 577.201219 = -4465.341989 nChanged 1 SP:Iteration 2Q (111.160220 sec): 3 clusters Score: Raw -5044.478134 + Penalty 577.201219 = -4467.276915 nChanged 0 SP:Iteration 3F (111.160556 sec): 3 clusters Score: Raw -5044.478134 + Penalty 577.201219 = -4467.276915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 175 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.161304 sec): 2 clusters Score: Raw -7603.784712 + Penalty 39.772823 = -7564.011888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.161709 sec): 3 clusters Score: Raw -7566.590701 + Penalty 81.720287 = -7484.870414 nChanged 37 SP:Iteration 1F (111.162101 sec): 3 clusters Score: Raw -7590.903877 + Penalty 83.204182 = -7507.699694 nChanged 5 SP:Iteration 2Q (111.162493 sec): 3 clusters Score: Raw -7594.606497 + Penalty 82.926150 = -7511.680346 nChanged 4 SP:Iteration 3Q (111.162884 sec): 3 clusters Score: Raw -7598.353680 + Penalty 74.574386 = -7523.779294 nChanged 2 SP:Iteration 4Q (111.163268 sec): 3 clusters Score: Raw -7601.424891 + Penalty 74.970844 = -7526.454047 nChanged 2 SP:Iteration 5Q (111.163651 sec): 3 clusters Score: Raw -7602.327152 + Penalty 74.970844 = -7527.356308 nChanged 0 SP:Iteration 6F (111.164035 sec): 3 clusters Score: Raw -7602.327152 + Penalty 74.970844 = -7527.356308 nChanged 0 Deleting Class 20 (5 points): Lose 119.289245 but Gain 143.499268 Iteration 269F (111.801826 sec): 38 clusters Score: Raw -2667679.435777 + Penalty 23831.475537 = -2643847.960240 nChanged 5 Iteration 270F (112.419659 sec): 38 clusters Score: Raw -2667695.777850 + Penalty 23831.475537 = -2643864.302313 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -2667695.777850 + Penalty 23831.475537 = -2643864.302313Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.531715 sec): 2 clusters Score: Raw -72013.642367 + Penalty 44.135547 = -71969.506820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.533494 sec): 3 clusters Score: Raw -71425.492562 + Penalty 87.016745 = -71338.475818 nChanged 418 SP:Iteration 1F (112.535245 sec): 3 clusters Score: Raw -71732.106623 + Penalty 87.756914 = -71644.349709 nChanged 86 SP:Iteration 2F (112.537034 sec): 3 clusters Score: Raw -71839.479337 + Penalty 88.035127 = -71751.444210 nChanged 68 SP:Iteration 3F (112.538798 sec): 3 clusters Score: Raw -71934.803406 + Penalty 88.669500 = -71846.133906 nChanged 27 SP:Iteration 4Q (112.540444 sec): 3 clusters Score: Raw -71959.607351 + Penalty 89.151122 = -71870.456229 nChanged 23 SP:Iteration 5Q (112.542123 sec): 3 clusters Score: Raw -71978.988492 + Penalty 90.551455 = -71888.437037 nChanged 22 SP:Iteration 6Q (112.543804 sec): 3 clusters Score: Raw -71997.017349 + Penalty 91.898513 = -71905.118836 nChanged 13 SP:Iteration 7Q (112.545449 sec): 3 clusters Score: Raw -72007.798481 + Penalty 94.184519 = -71913.613962 nChanged 16 SP:Iteration 8Q (112.546964 sec): 3 clusters Score: Raw -72021.280893 + Penalty 93.208177 = -71928.072716 nChanged 12 SP:Iteration 9Q (112.548441 sec): 3 clusters Score: Raw -72030.696281 + Penalty 94.695081 = -71936.001200 nChanged 10 SP:Iteration 10F (112.550185 sec): 3 clusters Score: Raw -72038.552404 + Penalty 96.700262 = -71941.852142 nChanged 6 SP:Iteration 11Q (112.551612 sec): 3 clusters Score: Raw -72046.272346 + Penalty 101.700072 = -71944.572274 nChanged 5 SP:Iteration 12Q (112.553033 sec): 3 clusters Score: Raw -72051.507369 + Penalty 105.883653 = -71945.623716 nChanged 3 SP:Iteration 13Q (112.554451 sec): 3 clusters Score: Raw -72053.290570 + Penalty 106.537565 = -71946.753005 nChanged 1 SP:Iteration 14Q (112.555895 sec): 3 clusters Score: Raw -72053.704633 + Penalty 106.537565 = -71947.167068 nChanged 0 SP:Iteration 15F (112.557687 sec): 3 clusters Score: Raw -72053.704633 + Penalty 106.537565 = -71947.167068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 2 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.562400 sec): 2 clusters Score: Raw -95314.070730 + Penalty 292.832684 = -95021.238046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.564575 sec): 3 clusters Score: Raw -94672.199460 + Penalty 579.185768 = -94093.013692 nChanged 487 SP:Iteration 1F (112.566706 sec): 3 clusters Score: Raw -95023.105296 + Penalty 570.829010 = -94452.276286 nChanged 125 SP:Iteration 2F (112.568831 sec): 3 clusters Score: Raw -95091.266622 + Penalty 566.941504 = -94524.325117 nChanged 60 SP:Iteration 3F (112.570953 sec): 3 clusters Score: Raw -95123.592223 + Penalty 563.733464 = -94559.858759 nChanged 46 SP:Iteration 4Q (112.573096 sec): 3 clusters Score: Raw -95152.379336 + Penalty 563.680318 = -94588.699018 nChanged 48 SP:Iteration 5Q (112.575222 sec): 3 clusters Score: Raw -95181.137825 + Penalty 563.511860 = -94617.625965 nChanged 33 SP:Iteration 6Q (112.577566 sec): 3 clusters Score: Raw -95198.749864 + Penalty 562.533787 = -94636.216077 nChanged 33 SP:Iteration 7Q (112.579872 sec): 3 clusters Score: Raw -95219.967283 + Penalty 566.665302 = -94653.301981 nChanged 25 SP:Iteration 8Q (112.582036 sec): 3 clusters Score: Raw -95233.040586 + Penalty 568.111246 = -94664.929340 nChanged 19 SP:Iteration 9Q (112.584184 sec): 3 clusters Score: Raw -95244.865919 + Penalty 565.211689 = -94679.654230 nChanged 17 SP:Iteration 10F (112.586303 sec): 3 clusters Score: Raw -95255.440658 + Penalty 570.423877 = -94685.016781 nChanged 12 SP:Iteration 11Q (112.588378 sec): 3 clusters Score: Raw -95265.529991 + Penalty 573.840455 = -94691.689536 nChanged 15 SP:Iteration 12Q (112.590406 sec): 3 clusters Score: Raw -95278.521062 + Penalty 577.116026 = -94701.405036 nChanged 15 SP:Iteration 13Q (112.592401 sec): 3 clusters Score: Raw -95287.345775 + Penalty 575.399465 = -94711.946310 nChanged 10 SP:Iteration 14Q (112.594394 sec): 3 clusters Score: Raw -95297.718866 + Penalty 577.513006 = -94720.205860 nChanged 7 SP:Iteration 15Q (112.596338 sec): 3 clusters Score: Raw -95306.898385 + Penalty 577.408521 = -94729.489864 nChanged 6 SP:Iteration 16Q (112.598225 sec): 3 clusters Score: Raw -95309.730875 + Penalty 569.702516 = -94740.028358 nChanged 6 SP:Iteration 17Q (112.600072 sec): 3 clusters Score: Raw -95313.480964 + Penalty 568.892368 = -94744.588596 nChanged 4 SP:Iteration 18Q (112.601907 sec): 3 clusters Score: Raw -95314.411946 + Penalty 568.833687 = -94745.578258 nChanged 2 SP:Iteration 19Q (112.603741 sec): 3 clusters Score: Raw -95315.331096 + Penalty 570.591945 = -94744.739151 nChanged 3 SP:Iteration 20F (112.605994 sec): 3 clusters Score: Raw -95316.572186 + Penalty 571.003649 = -94745.568537 nChanged 3 SP:Iteration 21Q (112.607874 sec): 3 clusters Score: Raw -95317.466199 + Penalty 571.462951 = -94746.003248 nChanged 2 SP:Iteration 22Q (112.609848 sec): 3 clusters Score: Raw -95318.490297 + Penalty 572.039621 = -94746.450676 nChanged 1 SP:Iteration 23Q (112.611715 sec): 3 clusters Score: Raw -95319.112465 + Penalty 571.089160 = -94748.023305 nChanged 1 SP:Iteration 24Q (112.613536 sec): 3 clusters Score: Raw -95319.219528 + Penalty 572.471926 = -94746.747601 nChanged 2 SP:Iteration 25F (112.615753 sec): 3 clusters Score: Raw -95320.464252 + Penalty 574.680904 = -94745.783348 nChanged 2 SP:Iteration 26F (112.617876 sec): 3 clusters Score: Raw -95321.471413 + Penalty 578.477605 = -94742.993808 nChanged 2 SP:Iteration 27F (112.619991 sec): 3 clusters Score: Raw -95323.281259 + Penalty 579.876429 = -94743.404830 nChanged 3 SP:Iteration 28Q (112.621802 sec): 3 clusters Score: Raw -95326.689782 + Penalty 577.929843 = -94748.759939 nChanged 3 SP:Iteration 29Q (112.623628 sec): 3 clusters Score: Raw -95328.833807 + Penalty 571.733044 = -94757.100762 nChanged 2 SP:Iteration 30F (112.625749 sec): 3 clusters Score: Raw -95331.916372 + Penalty 572.008735 = -94759.907637 nChanged 1 SP:Iteration 31Q (112.627569 sec): 3 clusters Score: Raw -95332.202546 + Penalty 572.008735 = -94760.193811 nChanged 0 SP:Iteration 32F (112.629765 sec): 3 clusters Score: Raw -95332.202546 + Penalty 572.008735 = -94760.193811 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 3 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.632379 sec): 2 clusters Score: Raw -52198.953515 + Penalty 732.262693 = -51466.690821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.633652 sec): 3 clusters Score: Raw -51979.211407 + Penalty 1464.992065 = -50514.219343 nChanged 174 SP:Iteration 1F (112.634936 sec): 3 clusters Score: Raw -52149.927137 + Penalty 1465.615306 = -50684.311831 nChanged 50 SP:Iteration 2F (112.636211 sec): 3 clusters Score: Raw -52214.973105 + Penalty 1465.802549 = -50749.170556 nChanged 29 SP:Iteration 3Q (112.637458 sec): 3 clusters Score: Raw -52247.761456 + Penalty 1465.464228 = -50782.297229 nChanged 18 SP:Iteration 4Q (112.638679 sec): 3 clusters Score: Raw -52277.914634 + Penalty 1465.428670 = -50812.485963 nChanged 20 SP:Iteration 5Q (112.639936 sec): 3 clusters Score: Raw -52303.888067 + Penalty 1465.154533 = -50838.733534 nChanged 14 SP:Iteration 6Q (112.641170 sec): 3 clusters Score: Raw -52317.886937 + Penalty 1465.125066 = -50852.761871 nChanged 6 SP:Iteration 7Q (112.642469 sec): 3 clusters Score: Raw -52323.693307 + Penalty 1465.024703 = -50858.668604 nChanged 3 SP:Iteration 8Q (112.643682 sec): 3 clusters Score: Raw -52327.624340 + Penalty 1465.001987 = -50862.622353 nChanged 1 SP:Iteration 9Q (112.644960 sec): 3 clusters Score: Raw -52328.132216 + Penalty 1465.001987 = -50863.130229 nChanged 0 SP:Iteration 10F (112.646300 sec): 3 clusters Score: Raw -52328.132216 + Penalty 1465.001987 = -50863.130229 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 4 (3891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.663572 sec): 2 clusters Score: Raw -293573.603064 + Penalty 55.869581 = -293517.733483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.670889 sec): 3 clusters Score: Raw -291021.216673 + Penalty 110.830387 = -290910.386286 nChanged 1902 SP:Iteration 1F (112.678235 sec): 3 clusters Score: Raw -292644.915840 + Penalty 112.447276 = -292532.468564 nChanged 293 SP:Iteration 2F (112.685422 sec): 3 clusters Score: Raw -293014.503128 + Penalty 112.915896 = -292901.587231 nChanged 167 SP:Iteration 3Q (112.692409 sec): 3 clusters Score: Raw -293185.956271 + Penalty 113.265198 = -293072.691073 nChanged 104 SP:Iteration 4Q (112.699132 sec): 3 clusters Score: Raw -293250.267057 + Penalty 110.494343 = -293139.772714 nChanged 93 SP:Iteration 5Q (112.705594 sec): 3 clusters Score: Raw -293308.551370 + Penalty 112.600377 = -293195.950993 nChanged 105 SP:Iteration 6Q (112.712069 sec): 3 clusters Score: Raw -293384.095443 + Penalty 110.672425 = -293273.423018 nChanged 67 SP:Iteration 7Q (112.718229 sec): 3 clusters Score: Raw -293429.474035 + Penalty 110.171610 = -293319.302425 nChanged 43 SP:Iteration 8Q (112.724176 sec): 3 clusters Score: Raw -293449.329489 + Penalty 111.165183 = -293338.164305 nChanged 25 SP:Iteration 9Q (112.730131 sec): 3 clusters Score: Raw -293457.305748 + Penalty 109.106723 = -293348.199025 nChanged 23 SP:Iteration 10F (112.737328 sec): 3 clusters Score: Raw -293463.991570 + Penalty 110.001777 = -293353.989793 nChanged 19 SP:Iteration 11Q (112.743193 sec): 3 clusters Score: Raw -293468.758735 + Penalty 111.078517 = -293357.680218 nChanged 21 SP:Iteration 12Q (112.749490 sec): 3 clusters Score: Raw -293476.587138 + Penalty 113.093747 = -293363.493391 nChanged 28 SP:Iteration 13Q (112.755270 sec): 3 clusters Score: Raw -293487.943464 + Penalty 115.200453 = -293372.743011 nChanged 21 SP:Iteration 14Q (112.761016 sec): 3 clusters Score: Raw -293497.820792 + Penalty 118.690200 = -293379.130592 nChanged 25 SP:Iteration 15Q (112.766689 sec): 3 clusters Score: Raw -293510.545375 + Penalty 122.172104 = -293388.373271 nChanged 18 SP:Iteration 16Q (112.772330 sec): 3 clusters Score: Raw -293517.163086 + Penalty 118.519065 = -293398.644021 nChanged 17 SP:Iteration 17Q (112.778145 sec): 3 clusters Score: Raw -293525.186497 + Penalty 120.424522 = -293404.761975 nChanged 16 SP:Iteration 18Q (112.784131 sec): 3 clusters Score: Raw -293533.298460 + Penalty 126.818222 = -293406.480238 nChanged 16 SP:Iteration 19Q (112.789931 sec): 3 clusters Score: Raw -293541.116356 + Penalty 130.239888 = -293410.876468 nChanged 6 SP:Iteration 20F (112.797124 sec): 3 clusters Score: Raw -293543.572413 + Penalty 132.999374 = -293410.573038 nChanged 4 SP:Iteration 21F (112.804199 sec): 3 clusters Score: Raw -293545.819601 + Penalty 138.129502 = -293407.690099 nChanged 6 SP:Iteration 22F (112.811476 sec): 3 clusters Score: Raw -293550.656567 + Penalty 146.050769 = -293404.605798 nChanged 7 SP:Iteration 23F (112.818856 sec): 3 clusters Score: Raw -293558.860025 + Penalty 145.076560 = -293413.783465 nChanged 6 SP:Iteration 24Q (112.824562 sec): 3 clusters Score: Raw -293563.588218 + Penalty 150.998396 = -293412.589822 nChanged 7 SP:Iteration 25F (112.831654 sec): 3 clusters Score: Raw -293568.781229 + Penalty 136.027701 = -293432.753528 nChanged 4 SP:Iteration 26Q (112.837250 sec): 3 clusters Score: Raw -293574.422907 + Penalty 141.102272 = -293433.320636 nChanged 5 SP:Iteration 27Q (112.842889 sec): 3 clusters Score: Raw -293581.223512 + Penalty 143.171989 = -293438.051523 nChanged 3 SP:Iteration 28Q (112.848958 sec): 3 clusters Score: Raw -293582.916110 + Penalty 143.171989 = -293439.744121 nChanged 0 SP:Iteration 29F (112.856434 sec): 3 clusters Score: Raw -293582.916110 + Penalty 143.171989 = -293439.744121 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 5 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.863764 sec): 2 clusters Score: Raw -80689.787767 + Penalty 389.812773 = -80299.974993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.865785 sec): 3 clusters Score: Raw -80128.147562 + Penalty 792.411714 = -79335.735848 nChanged 385 SP:Iteration 1F (112.867720 sec): 3 clusters Score: Raw -80398.241862 + Penalty 821.543169 = -79576.698693 nChanged 145 SP:Iteration 2F (112.869593 sec): 3 clusters Score: Raw -80540.099770 + Penalty 842.633198 = -79697.466572 nChanged 83 SP:Iteration 3F (112.871455 sec): 3 clusters Score: Raw -80605.134578 + Penalty 858.030164 = -79747.104414 nChanged 49 SP:Iteration 4F (112.873311 sec): 3 clusters Score: Raw -80641.474711 + Penalty 868.608338 = -79772.866373 nChanged 31 SP:Iteration 5Q (112.875126 sec): 3 clusters Score: Raw -80661.715423 + Penalty 882.013040 = -79779.702382 nChanged 26 SP:Iteration 6Q (112.876956 sec): 3 clusters Score: Raw -80679.190509 + Penalty 892.902345 = -79786.288164 nChanged 26 SP:Iteration 7Q (112.878881 sec): 3 clusters Score: Raw -80696.267157 + Penalty 900.847453 = -79795.419704 nChanged 18 SP:Iteration 8Q (112.880736 sec): 3 clusters Score: Raw -80707.044400 + Penalty 910.510626 = -79796.533775 nChanged 8 SP:Iteration 9Q (112.882500 sec): 3 clusters Score: Raw -80710.255693 + Penalty 915.019825 = -79795.235868 nChanged 7 SP:Iteration 10F (112.884329 sec): 3 clusters Score: Raw -80713.258205 + Penalty 919.469343 = -79793.788862 nChanged 5 SP:Iteration 11F (112.886151 sec): 3 clusters Score: Raw -80715.186504 + Penalty 925.645911 = -79789.540593 nChanged 4 SP:Iteration 12F (112.887974 sec): 3 clusters Score: Raw -80717.825244 + Penalty 930.243603 = -79787.581641 nChanged 8 SP:Iteration 13F (112.889858 sec): 3 clusters Score: Raw -80722.908631 + Penalty 935.449948 = -79787.458682 nChanged 8 SP:Iteration 14F (112.891758 sec): 3 clusters Score: Raw -80728.059369 + Penalty 936.765992 = -79791.293377 nChanged 3 SP:Iteration 15Q (112.893396 sec): 3 clusters Score: Raw -80729.532775 + Penalty 936.765992 = -79792.766783 nChanged 0 SP:Iteration 16F (112.895223 sec): 3 clusters Score: Raw -80729.532775 + Penalty 936.765992 = -79792.766783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 6 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.901250 sec): 2 clusters Score: Raw -114289.366366 + Penalty 611.394811 = -113677.971554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.903914 sec): 3 clusters Score: Raw -113586.606397 + Penalty 1222.825226 = -112363.781171 nChanged 479 SP:Iteration 1F (112.906511 sec): 3 clusters Score: Raw -113843.262124 + Penalty 1223.780587 = -112619.481538 nChanged 139 SP:Iteration 2F (112.909103 sec): 3 clusters Score: Raw -113916.007775 + Penalty 1226.526975 = -112689.480800 nChanged 81 SP:Iteration 3F (112.911852 sec): 3 clusters Score: Raw -113972.445587 + Penalty 1230.988893 = -112741.456694 nChanged 61 SP:Iteration 4Q (112.914670 sec): 3 clusters Score: Raw -114009.778190 + Penalty 1236.959403 = -112772.818787 nChanged 56 SP:Iteration 5Q (112.917307 sec): 3 clusters Score: Raw -114044.029910 + Penalty 1243.866449 = -112800.163461 nChanged 43 SP:Iteration 6Q (112.919975 sec): 3 clusters Score: Raw -114072.039835 + Penalty 1250.859111 = -112821.180724 nChanged 38 SP:Iteration 7Q (112.922565 sec): 3 clusters Score: Raw -114093.930489 + Penalty 1256.520451 = -112837.410038 nChanged 31 SP:Iteration 8Q (112.925081 sec): 3 clusters Score: Raw -114108.056618 + Penalty 1264.697902 = -112843.358716 nChanged 38 SP:Iteration 9Q (112.927611 sec): 3 clusters Score: Raw -114126.483029 + Penalty 1270.333593 = -112856.149436 nChanged 29 SP:Iteration 10F (112.930205 sec): 3 clusters Score: Raw -114142.091021 + Penalty 1278.167187 = -112863.923834 nChanged 30 SP:Iteration 11Q (112.932693 sec): 3 clusters Score: Raw -114159.421052 + Penalty 1286.518002 = -112872.903051 nChanged 35 SP:Iteration 12Q (112.935128 sec): 3 clusters Score: Raw -114180.804469 + Penalty 1293.443481 = -112887.360988 nChanged 31 SP:Iteration 13Q (112.937531 sec): 3 clusters Score: Raw -114202.869943 + Penalty 1303.254034 = -112899.615909 nChanged 34 SP:Iteration 14Q (112.939908 sec): 3 clusters Score: Raw -114225.813733 + Penalty 1308.126103 = -112917.687630 nChanged 25 SP:Iteration 15Q (112.942267 sec): 3 clusters Score: Raw -114242.712606 + Penalty 1314.230044 = -112928.482562 nChanged 22 SP:Iteration 16Q (112.944721 sec): 3 clusters Score: Raw -114255.365475 + Penalty 1321.988424 = -112933.377051 nChanged 21 SP:Iteration 17Q (112.947204 sec): 3 clusters Score: Raw -114269.559794 + Penalty 1324.465010 = -112945.094784 nChanged 16 SP:Iteration 18Q (112.949568 sec): 3 clusters Score: Raw -114282.688895 + Penalty 1326.702537 = -112955.986358 nChanged 17 SP:Iteration 19Q (112.951961 sec): 3 clusters Score: Raw -114292.455978 + Penalty 1329.921138 = -112962.534841 nChanged 14 SP:Iteration 20F (112.954644 sec): 3 clusters Score: Raw -114299.648213 + Penalty 1331.392366 = -112968.255847 nChanged 11 SP:Iteration 21Q (112.956917 sec): 3 clusters Score: Raw -114309.689721 + Penalty 1331.896858 = -112977.792863 nChanged 7 SP:Iteration 22Q (112.959099 sec): 3 clusters Score: Raw -114315.507120 + Penalty 1334.131562 = -112981.375558 nChanged 13 SP:Iteration 23Q (112.961292 sec): 3 clusters Score: Raw -114323.407449 + Penalty 1332.991054 = -112990.416395 nChanged 6 SP:Iteration 24Q (112.963451 sec): 3 clusters Score: Raw -114325.444942 + Penalty 1331.353174 = -112994.091769 nChanged 5 SP:Iteration 25Q (112.965599 sec): 3 clusters Score: Raw -114328.824698 + Penalty 1330.373953 = -112998.450745 nChanged 11 SP:Iteration 26Q (112.967741 sec): 3 clusters Score: Raw -114338.082270 + Penalty 1332.942951 = -113005.139320 nChanged 9 SP:Iteration 27Q (112.969869 sec): 3 clusters Score: Raw -114344.048351 + Penalty 1335.495987 = -113008.552365 nChanged 4 SP:Iteration 28Q (112.972022 sec): 3 clusters Score: Raw -114346.198362 + Penalty 1336.336212 = -113009.862150 nChanged 3 SP:Iteration 29Q (112.974137 sec): 3 clusters Score: Raw -114348.346535 + Penalty 1336.391203 = -113011.955332 nChanged 1 SP:Iteration 30F (112.976590 sec): 3 clusters Score: Raw -114348.619670 + Penalty 1338.037341 = -113010.582329 nChanged 2 SP:Iteration 31F (112.979283 sec): 3 clusters Score: Raw -114351.770620 + Penalty 1342.053890 = -113009.716729 nChanged 4 SP:Iteration 32F (112.981935 sec): 3 clusters Score: Raw -114354.924534 + Penalty 1344.688265 = -113010.236269 nChanged 3 SP:Iteration 33Q (112.984043 sec): 3 clusters Score: Raw -114357.872208 + Penalty 1345.900647 = -113011.971561 nChanged 4 SP:Iteration 34Q (112.986145 sec): 3 clusters Score: Raw -114361.631233 + Penalty 1346.789039 = -113014.842194 nChanged 1 SP:Iteration 35Q (112.988240 sec): 3 clusters Score: Raw -114363.317802 + Penalty 1347.257942 = -113016.059861 nChanged 1 SP:Iteration 36Q (112.990367 sec): 3 clusters Score: Raw -114364.785335 + Penalty 1347.257942 = -113017.527394 nChanged 0 SP:Iteration 37F (112.992892 sec): 3 clusters Score: Raw -114364.785335 + Penalty 1347.257942 = -113017.527394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 7 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.000027 sec): 2 clusters Score: Raw -84994.397775 + Penalty 856.698660 = -84137.699115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.002131 sec): 3 clusters Score: Raw -84610.269153 + Penalty 1713.974679 = -82896.294474 nChanged 288 SP:Iteration 1F (113.004176 sec): 3 clusters Score: Raw -84839.078094 + Penalty 1714.430119 = -83124.647975 nChanged 95 SP:Iteration 2F (113.006175 sec): 3 clusters Score: Raw -84917.144176 + Penalty 1715.077458 = -83202.066718 nChanged 60 SP:Iteration 3F (113.008173 sec): 3 clusters Score: Raw -84969.300971 + Penalty 1716.152412 = -83253.148559 nChanged 35 SP:Iteration 4Q (113.010148 sec): 3 clusters Score: Raw -84993.469449 + Penalty 1716.891767 = -83276.577681 nChanged 23 SP:Iteration 5Q (113.012255 sec): 3 clusters Score: Raw -85012.464284 + Penalty 1717.553366 = -83294.910917 nChanged 19 SP:Iteration 6Q (113.014279 sec): 3 clusters Score: Raw -85028.438741 + Penalty 1718.109845 = -83310.328896 nChanged 13 SP:Iteration 7Q (113.016274 sec): 3 clusters Score: Raw -85036.206157 + Penalty 1718.254434 = -83317.951723 nChanged 10 SP:Iteration 8Q (113.018233 sec): 3 clusters Score: Raw -85041.808393 + Penalty 1718.604745 = -83323.203649 nChanged 5 SP:Iteration 9Q (113.020188 sec): 3 clusters Score: Raw -85046.007495 + Penalty 1718.839419 = -83327.168076 nChanged 6 SP:Iteration 10F (113.022205 sec): 3 clusters Score: Raw -85048.193787 + Penalty 1718.900874 = -83329.292913 nChanged 1 SP:Iteration 11Q (113.024211 sec): 3 clusters Score: Raw -85048.976942 + Penalty 1718.993327 = -83329.983616 nChanged 1 SP:Iteration 12Q (113.026201 sec): 3 clusters Score: Raw -85049.354449 + Penalty 1719.121082 = -83330.233367 nChanged 1 SP:Iteration 13Q (113.028192 sec): 3 clusters Score: Raw -85049.530568 + Penalty 1719.121082 = -83330.409486 nChanged 0 SP:Iteration 14F (113.030226 sec): 3 clusters Score: Raw -85049.530568 + Penalty 1719.121082 = -83330.409486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.033109 sec): 2 clusters Score: Raw -38985.018125 + Penalty 35.633304 = -38949.384822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.034216 sec): 3 clusters Score: Raw -38684.790896 + Penalty 71.192507 = -38613.598389 nChanged 236 SP:Iteration 1F (113.035303 sec): 3 clusters Score: Raw -38905.428318 + Penalty 71.308135 = -38834.120183 nChanged 40 SP:Iteration 2F (113.036377 sec): 3 clusters Score: Raw -38927.055251 + Penalty 71.384644 = -38855.670607 nChanged 20 SP:Iteration 3Q (113.037453 sec): 3 clusters Score: Raw -38936.925091 + Penalty 71.459233 = -38865.465858 nChanged 16 SP:Iteration 4Q (113.038502 sec): 3 clusters Score: Raw -38947.792661 + Penalty 71.499614 = -38876.293046 nChanged 14 SP:Iteration 5Q (113.039544 sec): 3 clusters Score: Raw -38956.304772 + Penalty 71.477439 = -38884.827333 nChanged 14 SP:Iteration 6Q (113.040581 sec): 3 clusters Score: Raw -38962.890506 + Penalty 71.562349 = -38891.328157 nChanged 12 SP:Iteration 7Q (113.041614 sec): 3 clusters Score: Raw -38970.630033 + Penalty 71.460940 = -38899.169093 nChanged 8 SP:Iteration 8Q (113.042656 sec): 3 clusters Score: Raw -38976.564366 + Penalty 71.451671 = -38905.112696 nChanged 9 SP:Iteration 9Q (113.043680 sec): 3 clusters Score: Raw -38980.032772 + Penalty 71.429646 = -38908.603126 nChanged 4 SP:Iteration 10F (113.044856 sec): 3 clusters Score: Raw -38980.989867 + Penalty 71.451671 = -38909.538196 nChanged 2 SP:Iteration 11Q (113.045936 sec): 3 clusters Score: Raw -38981.694151 + Penalty 71.473802 = -38910.220348 nChanged 2 SP:Iteration 12Q (113.047013 sec): 3 clusters Score: Raw -38982.766207 + Penalty 71.509157 = -38911.257050 nChanged 3 SP:Iteration 13Q (113.048077 sec): 3 clusters Score: Raw -38984.554029 + Penalty 71.525188 = -38913.028842 nChanged 3 SP:Iteration 14Q (113.049106 sec): 3 clusters Score: Raw -38985.020300 + Penalty 71.525188 = -38913.495113 nChanged 0 SP:Iteration 15F (113.050217 sec): 3 clusters Score: Raw -38985.020300 + Penalty 71.525188 = -38913.495113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 9 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.053503 sec): 2 clusters Score: Raw -49099.711197 + Penalty 80.520037 = -49019.191160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.054904 sec): 3 clusters Score: Raw -48743.358457 + Penalty 179.144547 = -48564.213911 nChanged 264 SP:Iteration 1F (113.056246 sec): 3 clusters Score: Raw -48987.435809 + Penalty 205.408564 = -48782.027245 nChanged 69 SP:Iteration 2F (113.057578 sec): 3 clusters Score: Raw -49059.100733 + Penalty 213.908868 = -48845.191865 nChanged 30 SP:Iteration 3Q (113.058772 sec): 3 clusters Score: Raw -49078.056333 + Penalty 221.057695 = -48856.998638 nChanged 17 SP:Iteration 4Q (113.059962 sec): 3 clusters Score: Raw -49090.258499 + Penalty 233.373755 = -48856.884744 nChanged 13 SP:Iteration 5F (113.061314 sec): 3 clusters Score: Raw -49099.654944 + Penalty 249.865460 = -48849.789484 nChanged 11 SP:Iteration 6F (113.062646 sec): 3 clusters Score: Raw -49108.007203 + Penalty 256.052339 = -48851.954864 nChanged 10 SP:Iteration 7Q (113.063813 sec): 3 clusters Score: Raw -49114.794434 + Penalty 269.177429 = -48845.617005 nChanged 4 SP:Iteration 8F (113.065064 sec): 3 clusters Score: Raw -49116.713040 + Penalty 287.116425 = -48829.596615 nChanged 4 SP:Iteration 9F (113.066310 sec): 3 clusters Score: Raw -49119.725908 + Penalty 293.628896 = -48826.097012 nChanged 3 SP:Iteration 10F (113.067554 sec): 3 clusters Score: Raw -49121.517415 + Penalty 299.245111 = -48822.272304 nChanged 2 SP:Iteration 11F (113.068797 sec): 3 clusters Score: Raw -49122.330325 + Penalty 311.453545 = -48810.876780 nChanged 2 SP:Iteration 12F (113.070040 sec): 3 clusters Score: Raw -49123.351263 + Penalty 328.364026 = -48794.987237 nChanged 3 SP:Iteration 13F (113.071288 sec): 3 clusters Score: Raw -49124.735617 + Penalty 336.621897 = -48788.113721 nChanged 1 SP:Iteration 14F (113.072528 sec): 3 clusters Score: Raw -49124.933191 + Penalty 336.621897 = -48788.311294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 10 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.075453 sec): 2 clusters Score: Raw -29445.297829 + Penalty 37.155762 = -29408.142067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.076330 sec): 3 clusters Score: Raw -29241.281153 + Penalty 74.993417 = -29166.287737 nChanged 156 SP:Iteration 1F (113.077270 sec): 3 clusters Score: Raw -29380.334417 + Penalty 67.539443 = -29312.794974 nChanged 23 SP:Iteration 2F (113.078039 sec): 3 clusters Score: Raw -29410.076484 + Penalty 67.005301 = -29343.071183 nChanged 12 SP:Iteration 3Q (113.078797 sec): 3 clusters Score: Raw -29438.891960 + Penalty 67.331811 = -29371.560149 nChanged 2 SP:Iteration 4Q (113.079484 sec): 3 clusters Score: Raw -29439.510576 + Penalty 67.331811 = -29372.178765 nChanged 0 SP:Iteration 5F (113.080234 sec): 3 clusters Score: Raw -29439.510576 + Penalty 67.331811 = -29372.178765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.082303 sec): 2 clusters Score: Raw -26564.568132 + Penalty 256.144175 = -26308.423958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.083223 sec): 3 clusters Score: Raw -26434.294221 + Penalty 513.667770 = -25920.626451 nChanged 105 SP:Iteration 1F (113.084117 sec): 3 clusters Score: Raw -26527.850515 + Penalty 515.042011 = -26012.808504 nChanged 37 SP:Iteration 2F (113.084987 sec): 3 clusters Score: Raw -26554.905698 + Penalty 515.028554 = -26039.877144 nChanged 11 SP:Iteration 3Q (113.085847 sec): 3 clusters Score: Raw -26572.323620 + Penalty 513.788997 = -26058.534624 nChanged 12 SP:Iteration 4Q (113.086706 sec): 3 clusters Score: Raw -26592.272532 + Penalty 512.276999 = -26079.995533 nChanged 13 SP:Iteration 5Q (113.087560 sec): 3 clusters Score: Raw -26605.070422 + Penalty 511.481400 = -26093.589022 nChanged 7 SP:Iteration 6Q (113.088409 sec): 3 clusters Score: Raw -26611.215354 + Penalty 511.218799 = -26099.996555 nChanged 5 SP:Iteration 7Q (113.089256 sec): 3 clusters Score: Raw -26613.247223 + Penalty 511.087553 = -26102.159671 nChanged 2 SP:Iteration 8Q (113.090102 sec): 3 clusters Score: Raw -26614.144855 + Penalty 510.921342 = -26103.223513 nChanged 3 SP:Iteration 9Q (113.090950 sec): 3 clusters Score: Raw -26616.762829 + Penalty 510.220122 = -26106.542707 nChanged 2 SP:Iteration 10F (113.091817 sec): 3 clusters Score: Raw -26617.886301 + Penalty 510.471392 = -26107.414909 nChanged 3 SP:Iteration 11Q (113.092683 sec): 3 clusters Score: Raw -26619.475627 + Penalty 510.484156 = -26108.991471 nChanged 4 SP:Iteration 12Q (113.093535 sec): 3 clusters Score: Raw -26621.649315 + Penalty 510.859508 = -26110.789808 nChanged 4 SP:Iteration 13Q (113.094380 sec): 3 clusters Score: Raw -26624.406375 + Penalty 510.934896 = -26113.471480 nChanged 3 SP:Iteration 14Q (113.095224 sec): 3 clusters Score: Raw -26626.457243 + Penalty 511.074301 = -26115.382942 nChanged 3 SP:Iteration 15Q (113.096064 sec): 3 clusters Score: Raw -26628.581177 + Penalty 511.510484 = -26117.070693 nChanged 4 SP:Iteration 16Q (113.096902 sec): 3 clusters Score: Raw -26633.262532 + Penalty 511.798144 = -26121.464388 nChanged 3 SP:Iteration 17Q (113.097737 sec): 3 clusters Score: Raw -26634.287003 + Penalty 512.342307 = -26121.944696 nChanged 4 SP:Iteration 18Q (113.098571 sec): 3 clusters Score: Raw -26636.304497 + Penalty 512.685866 = -26123.618630 nChanged 3 SP:Iteration 19Q (113.099403 sec): 3 clusters Score: Raw -26637.578577 + Penalty 512.962140 = -26124.616437 nChanged 2 SP:Iteration 20F (113.100263 sec): 3 clusters Score: Raw -26637.900123 + Penalty 513.068926 = -26124.831198 nChanged 1 SP:Iteration 21Q (113.101093 sec): 3 clusters Score: Raw -26638.797959 + Penalty 514.315218 = -26124.482741 nChanged 7 SP:Iteration 22F (113.101953 sec): 3 clusters Score: Raw -26644.291045 + Penalty 517.728521 = -26126.562523 nChanged 14 SP:Iteration 23Q (113.102778 sec): 3 clusters Score: Raw -26658.899854 + Penalty 520.821765 = -26138.078089 nChanged 8 SP:Iteration 24Q (113.103602 sec): 3 clusters Score: Raw -26668.598276 + Penalty 522.992368 = -26145.605908 nChanged 13 SP:Iteration 25Q (113.104418 sec): 3 clusters Score: Raw -26695.491801 + Penalty 524.893699 = -26170.598102 nChanged 8 SP:Iteration 26Q (113.105224 sec): 3 clusters Score: Raw -26704.106248 + Penalty 526.169267 = -26177.936981 nChanged 6 SP:Iteration 27Q (113.106049 sec): 3 clusters Score: Raw -26707.005293 + Penalty 527.809758 = -26179.195535 nChanged 5 SP:Iteration 28Q (113.106845 sec): 3 clusters Score: Raw -26713.259952 + Penalty 528.143339 = -26185.116614 nChanged 6 SP:Iteration 29Q (113.107640 sec): 3 clusters Score: Raw -26723.984738 + Penalty 527.631069 = -26196.353670 nChanged 2 SP:Iteration 30F (113.108490 sec): 3 clusters Score: Raw -26725.598756 + Penalty 530.469893 = -26195.128863 nChanged 4 SP:Iteration 31F (113.109339 sec): 3 clusters Score: Raw -26730.925026 + Penalty 533.335613 = -26197.589413 nChanged 4 SP:Iteration 32Q (113.110185 sec): 3 clusters Score: Raw -26735.465657 + Penalty 534.493088 = -26200.972569 nChanged 1 SP:Iteration 33Q (113.111003 sec): 3 clusters Score: Raw -26735.718739 + Penalty 534.372223 = -26201.346516 nChanged 1 SP:Iteration 34Q (113.111816 sec): 3 clusters Score: Raw -26736.122914 + Penalty 534.372223 = -26201.750692 nChanged 0 SP:Iteration 35F (113.112700 sec): 3 clusters Score: Raw -26736.122914 + Penalty 534.372223 = -26201.750692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.115727 sec): 2 clusters Score: Raw -40927.109865 + Penalty 636.894605 = -40290.215260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.116799 sec): 3 clusters Score: Raw -40766.478230 + Penalty 1273.760511 = -39492.717719 nChanged 113 SP:Iteration 1F (113.117850 sec): 3 clusters Score: Raw -40848.723228 + Penalty 1273.606561 = -39575.116667 nChanged 22 SP:Iteration 2Q (113.118898 sec): 3 clusters Score: Raw -40869.329462 + Penalty 1273.209268 = -39596.120194 nChanged 22 SP:Iteration 3Q (113.119946 sec): 3 clusters Score: Raw -40887.044015 + Penalty 1273.295890 = -39613.748124 nChanged 8 SP:Iteration 4Q (113.120990 sec): 3 clusters Score: Raw -40893.269526 + Penalty 1273.234449 = -39620.035077 nChanged 5 SP:Iteration 5Q (113.122055 sec): 3 clusters Score: Raw -40897.160986 + Penalty 1273.439956 = -39623.721030 nChanged 4 SP:Iteration 6Q (113.123099 sec): 3 clusters Score: Raw -40900.907183 + Penalty 1273.439956 = -39627.467228 nChanged 0 SP:Iteration 7F (113.124153 sec): 3 clusters Score: Raw -40900.907183 + Penalty 1273.439956 = -39627.467228 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.128609 sec): 2 clusters Score: Raw -93796.351846 + Penalty 467.117986 = -93329.233860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.130905 sec): 3 clusters Score: Raw -93227.668135 + Penalty 935.447545 = -92292.220590 nChanged 411 SP:Iteration 1F (113.133121 sec): 3 clusters Score: Raw -93477.083983 + Penalty 936.537864 = -92540.546119 nChanged 106 SP:Iteration 2F (113.135326 sec): 3 clusters Score: Raw -93549.151058 + Penalty 937.571925 = -92611.579133 nChanged 57 SP:Iteration 3F (113.137531 sec): 3 clusters Score: Raw -93577.674763 + Penalty 938.367477 = -92639.307286 nChanged 42 SP:Iteration 4Q (113.139720 sec): 3 clusters Score: Raw -93594.015113 + Penalty 938.429129 = -92655.585985 nChanged 30 SP:Iteration 5Q (113.141917 sec): 3 clusters Score: Raw -93605.268413 + Penalty 939.090586 = -92666.177826 nChanged 20 SP:Iteration 6Q (113.144250 sec): 3 clusters Score: Raw -93612.104242 + Penalty 940.037430 = -92672.066812 nChanged 11 SP:Iteration 7Q (113.146479 sec): 3 clusters Score: Raw -93619.531270 + Penalty 941.987400 = -92677.543870 nChanged 22 SP:Iteration 8Q (113.148666 sec): 3 clusters Score: Raw -93628.932704 + Penalty 944.095424 = -92684.837280 nChanged 13 SP:Iteration 9Q (113.150945 sec): 3 clusters Score: Raw -93635.416451 + Penalty 946.379187 = -92689.037265 nChanged 16 SP:Iteration 10F (113.153261 sec): 3 clusters Score: Raw -93644.775933 + Penalty 949.490465 = -92695.285468 nChanged 15 SP:Iteration 11Q (113.155543 sec): 3 clusters Score: Raw -93651.008160 + Penalty 950.797611 = -92700.210549 nChanged 11 SP:Iteration 12Q (113.157925 sec): 3 clusters Score: Raw -93655.703635 + Penalty 953.146350 = -92702.557285 nChanged 11 SP:Iteration 13Q (113.160252 sec): 3 clusters Score: Raw -93658.655420 + Penalty 955.912523 = -92702.742896 nChanged 10 SP:Iteration 14Q (113.162465 sec): 3 clusters Score: Raw -93661.672722 + Penalty 959.064191 = -92702.608531 nChanged 12 SP:Iteration 15F (113.164752 sec): 3 clusters Score: Raw -93666.928615 + Penalty 962.584727 = -92704.343888 nChanged 12 SP:Iteration 16Q (113.166954 sec): 3 clusters Score: Raw -93671.429056 + Penalty 968.229733 = -92703.199323 nChanged 14 SP:Iteration 17F (113.169201 sec): 3 clusters Score: Raw -93677.212072 + Penalty 973.202249 = -92704.009822 nChanged 21 SP:Iteration 18Q (113.171461 sec): 3 clusters Score: Raw -93686.230675 + Penalty 983.928708 = -92702.301967 nChanged 28 SP:Iteration 19F (113.173796 sec): 3 clusters Score: Raw -93702.757774 + Penalty 996.714089 = -92706.043685 nChanged 26 SP:Iteration 20F (113.176056 sec): 3 clusters Score: Raw -93719.929265 + Penalty 1011.025507 = -92708.903757 nChanged 27 SP:Iteration 21Q (113.178364 sec): 3 clusters Score: Raw -93738.686467 + Penalty 1024.969393 = -92713.717074 nChanged 24 SP:Iteration 22Q (113.180697 sec): 3 clusters Score: Raw -93752.312040 + Penalty 1032.388000 = -92719.924040 nChanged 17 SP:Iteration 23Q (113.183021 sec): 3 clusters Score: Raw -93763.798577 + Penalty 1042.046304 = -92721.752273 nChanged 17 SP:Iteration 24Q (113.185367 sec): 3 clusters Score: Raw -93784.240253 + Penalty 1046.390245 = -92737.850009 nChanged 10 SP:Iteration 25Q (113.187549 sec): 3 clusters Score: Raw -93795.304547 + Penalty 1047.971375 = -92747.333172 nChanged 2 SP:Iteration 26Q (113.189660 sec): 3 clusters Score: Raw -93796.606635 + Penalty 1048.840618 = -92747.766017 nChanged 2 SP:Iteration 27Q (113.191711 sec): 3 clusters Score: Raw -93797.316660 + Penalty 1051.251156 = -92746.065504 nChanged 2 SP:Iteration 28F (113.193993 sec): 3 clusters Score: Raw -93798.917068 + Penalty 1053.710839 = -92745.206229 nChanged 7 SP:Iteration 29F (113.196339 sec): 3 clusters Score: Raw -93804.649599 + Penalty 1056.925591 = -92747.724008 nChanged 7 SP:Iteration 30F (113.198655 sec): 3 clusters Score: Raw -93812.011103 + Penalty 1055.766037 = -92756.245066 nChanged 6 SP:Iteration 31Q (113.200687 sec): 3 clusters Score: Raw -93817.192259 + Penalty 1056.362772 = -92760.829487 nChanged 5 SP:Iteration 32Q (113.202711 sec): 3 clusters Score: Raw -93820.084330 + Penalty 1058.353545 = -92761.730785 nChanged 4 SP:Iteration 33Q (113.204729 sec): 3 clusters Score: Raw -93820.914030 + Penalty 1060.234623 = -92760.679407 nChanged 3 SP:Iteration 34F (113.207012 sec): 3 clusters Score: Raw -93822.500315 + Penalty 1060.134729 = -92762.365586 nChanged 4 SP:Iteration 35Q (113.209028 sec): 3 clusters Score: Raw -93824.559126 + Penalty 1061.002694 = -92763.556432 nChanged 1 SP:Iteration 36Q (113.211213 sec): 3 clusters Score: Raw -93824.521626 + Penalty 1061.002694 = -92763.518932 nChanged 0 SP:Iteration 37F (113.213578 sec): 3 clusters Score: Raw -93824.521626 + Penalty 1061.002694 = -92763.518932 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.218029 sec): 2 clusters Score: Raw -99896.680546 + Penalty 646.596609 = -99250.083938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.220468 sec): 3 clusters Score: Raw -99280.495693 + Penalty 1289.959153 = -97990.536540 nChanged 414 SP:Iteration 1F (113.222818 sec): 3 clusters Score: Raw -99497.745142 + Penalty 1287.075912 = -98210.669230 nChanged 110 SP:Iteration 2F (113.225270 sec): 3 clusters Score: Raw -99566.119206 + Penalty 1288.499033 = -98277.620173 nChanged 88 SP:Iteration 3F (113.227721 sec): 3 clusters Score: Raw -99644.643278 + Penalty 1302.826341 = -98341.816937 nChanged 109 SP:Iteration 4F (113.230199 sec): 3 clusters Score: Raw -99767.191452 + Penalty 1338.069580 = -98429.121872 nChanged 82 SP:Iteration 5F (113.232672 sec): 3 clusters Score: Raw -99870.522731 + Penalty 1368.755704 = -98501.767027 nChanged 35 SP:Iteration 6Q (113.235049 sec): 3 clusters Score: Raw -99913.859307 + Penalty 1380.272792 = -98533.586515 nChanged 12 SP:Iteration 7Q (113.237377 sec): 3 clusters Score: Raw -99933.765580 + Penalty 1398.103542 = -98535.662038 nChanged 8 SP:Iteration 8Q (113.239579 sec): 3 clusters Score: Raw -99951.992546 + Penalty 1405.973502 = -98546.019044 nChanged 2 SP:Iteration 9Q (113.241695 sec): 3 clusters Score: Raw -99956.645720 + Penalty 1405.973502 = -98550.672218 nChanged 0 SP:Iteration 10F (113.244257 sec): 3 clusters Score: Raw -99956.645720 + Penalty 1405.973502 = -98550.672218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 15 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.246720 sec): 2 clusters Score: Raw -35566.803701 + Penalty 623.500152 = -34943.303549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.247710 sec): 3 clusters Score: Raw -35457.728862 + Penalty 1253.059479 = -34204.669383 nChanged 111 SP:Iteration 1F (113.248677 sec): 3 clusters Score: Raw -35586.354897 + Penalty 1254.860056 = -34331.494842 nChanged 28 SP:Iteration 2F (113.249633 sec): 3 clusters Score: Raw -35620.056398 + Penalty 1257.792544 = -34362.263854 nChanged 17 SP:Iteration 3Q (113.250577 sec): 3 clusters Score: Raw -35640.449151 + Penalty 1258.192824 = -34382.256327 nChanged 7 SP:Iteration 4Q (113.251542 sec): 3 clusters Score: Raw -35645.587136 + Penalty 1259.185151 = -34386.401986 nChanged 4 SP:Iteration 5Q (113.252477 sec): 3 clusters Score: Raw -35649.383341 + Penalty 1259.964562 = -34389.418779 nChanged 5 SP:Iteration 6Q (113.253410 sec): 3 clusters Score: Raw -35654.776404 + Penalty 1260.009624 = -34394.766780 nChanged 5 SP:Iteration 7Q (113.254350 sec): 3 clusters Score: Raw -35660.475061 + Penalty 1260.982377 = -34399.492685 nChanged 3 SP:Iteration 8Q (113.255277 sec): 3 clusters Score: Raw -35664.793665 + Penalty 1262.137978 = -34402.655687 nChanged 5 SP:Iteration 9Q (113.256204 sec): 3 clusters Score: Raw -35671.449337 + Penalty 1263.107087 = -34408.342250 nChanged 5 SP:Iteration 10F (113.257148 sec): 3 clusters Score: Raw -35676.589521 + Penalty 1264.568616 = -34412.020904 nChanged 1 SP:Iteration 11Q (113.258076 sec): 3 clusters Score: Raw -35676.986695 + Penalty 1264.026496 = -34412.960198 nChanged 1 SP:Iteration 12Q (113.259076 sec): 3 clusters Score: Raw -35677.840285 + Penalty 1264.026496 = -34413.813788 nChanged 0 SP:Iteration 13F (113.260066 sec): 3 clusters Score: Raw -35677.840285 + Penalty 1264.026496 = -34413.813788 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 16 (2063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.267723 sec): 2 clusters Score: Raw -168373.669494 + Penalty 42.924120 = -168330.745373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.271725 sec): 3 clusters Score: Raw -167025.871209 + Penalty 85.955070 = -166939.916139 nChanged 966 SP:Iteration 1F (113.275663 sec): 3 clusters Score: Raw -167600.754866 + Penalty 85.826478 = -167514.928389 nChanged 76 SP:Iteration 2Q (113.279980 sec): 3 clusters Score: Raw -167667.191812 + Penalty 85.949738 = -167581.242074 nChanged 95 SP:Iteration 3Q (113.284071 sec): 3 clusters Score: Raw -167759.763933 + Penalty 85.941111 = -167673.822822 nChanged 101 SP:Iteration 4Q (113.288461 sec): 3 clusters Score: Raw -167865.528403 + Penalty 85.897473 = -167779.630930 nChanged 105 SP:Iteration 5F (113.292796 sec): 3 clusters Score: Raw -167966.855978 + Penalty 85.867206 = -167880.988772 nChanged 98 SP:Iteration 6Q (113.296814 sec): 3 clusters Score: Raw -168031.093837 + Penalty 85.867110 = -167945.226727 nChanged 66 SP:Iteration 7Q (113.300800 sec): 3 clusters Score: Raw -168054.749489 + Penalty 85.885841 = -167968.863648 nChanged 37 SP:Iteration 8Q (113.304730 sec): 3 clusters Score: Raw -168066.198123 + Penalty 85.895215 = -167980.302908 nChanged 26 SP:Iteration 9Q (113.308605 sec): 3 clusters Score: Raw -168072.982251 + Penalty 85.906499 = -167987.075752 nChanged 30 SP:Iteration 10F (113.312732 sec): 3 clusters Score: Raw -168079.349981 + Penalty 85.909797 = -167993.440184 nChanged 30 SP:Iteration 11Q (113.316617 sec): 3 clusters Score: Raw -168085.964079 + Penalty 85.909207 = -168000.054872 nChanged 27 SP:Iteration 12Q (113.320444 sec): 3 clusters Score: Raw -168091.621016 + Penalty 85.905063 = -168005.715953 nChanged 25 SP:Iteration 13Q (113.324281 sec): 3 clusters Score: Raw -168097.933308 + Penalty 85.946246 = -168011.987062 nChanged 24 SP:Iteration 14Q (113.328107 sec): 3 clusters Score: Raw -168105.126890 + Penalty 85.924649 = -168019.202241 nChanged 21 SP:Iteration 15Q (113.332007 sec): 3 clusters Score: Raw -168109.743016 + Penalty 85.919831 = -168023.823184 nChanged 13 SP:Iteration 16Q (113.335795 sec): 3 clusters Score: Raw -168112.802314 + Penalty 85.908971 = -168026.893344 nChanged 21 SP:Iteration 17Q (113.339714 sec): 3 clusters Score: Raw -168115.414116 + Penalty 85.901829 = -168029.512287 nChanged 12 SP:Iteration 18Q (113.343677 sec): 3 clusters Score: Raw -168117.170188 + Penalty 85.909411 = -168031.260776 nChanged 14 SP:Iteration 19Q (113.347793 sec): 3 clusters Score: Raw -168118.945858 + Penalty 85.903028 = -168033.042830 nChanged 15 SP:Iteration 20F (113.351794 sec): 3 clusters Score: Raw -168120.180015 + Penalty 85.901527 = -168034.278488 nChanged 7 SP:Iteration 21Q (113.355745 sec): 3 clusters Score: Raw -168120.513032 + Penalty 85.904547 = -168034.608485 nChanged 4 SP:Iteration 22Q (113.359684 sec): 3 clusters Score: Raw -168121.056048 + Penalty 85.910762 = -168035.145286 nChanged 8 SP:Iteration 23Q (113.363615 sec): 3 clusters Score: Raw -168121.495876 + Penalty 85.917315 = -168035.578561 nChanged 6 SP:Iteration 24Q (113.367747 sec): 3 clusters Score: Raw -168122.353003 + Penalty 85.929495 = -168036.423507 nChanged 7 SP:Iteration 25Q (113.371536 sec): 3 clusters Score: Raw -168122.933516 + Penalty 85.936684 = -168036.996831 nChanged 4 SP:Iteration 26Q (113.375353 sec): 3 clusters Score: Raw -168123.093287 + Penalty 85.936603 = -168037.156684 nChanged 3 SP:Iteration 27Q (113.379514 sec): 3 clusters Score: Raw -168123.162219 + Penalty 85.929407 = -168037.232812 nChanged 2 SP:Iteration 28Q (113.383297 sec): 3 clusters Score: Raw -168123.202478 + Penalty 85.932951 = -168037.269527 nChanged 2 SP:Iteration 29Q (113.387146 sec): 3 clusters Score: Raw -168123.238812 + Penalty 85.932951 = -168037.305861 nChanged 0 SP:Iteration 30F (113.391183 sec): 3 clusters Score: Raw -168123.238812 + Penalty 85.932951 = -168037.305861 nChanged 0 Memory request: 0.05 GB would take us to total of 0.36 GB. Trying to split cluster 17 (10976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.442842 sec): 2 clusters Score: Raw -878948.028537 + Penalty 193.506153 = -878754.522384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.464233 sec): 3 clusters Score: Raw -871629.341943 + Penalty 396.659397 = -871232.682546 nChanged 5140 SP:Iteration 1F (113.486875 sec): 3 clusters Score: Raw -875312.699626 + Penalty 405.418956 = -874907.280670 nChanged 1481 SP:Iteration 2F (113.508773 sec): 3 clusters Score: Raw -876940.871379 + Penalty 416.185058 = -876524.686321 nChanged 641 SP:Iteration 3F (113.530986 sec): 3 clusters Score: Raw -878043.762411 + Penalty 422.048687 = -877621.713723 nChanged 235 SP:Iteration 4Q (113.550099 sec): 3 clusters Score: Raw -878178.145338 + Penalty 424.549514 = -877753.595823 nChanged 175 SP:Iteration 5Q (113.569389 sec): 3 clusters Score: Raw -878253.570759 + Penalty 424.601019 = -877828.969740 nChanged 153 SP:Iteration 6Q (113.588593 sec): 3 clusters Score: Raw -878311.969804 + Penalty 423.522633 = -877888.447172 nChanged 129 SP:Iteration 7Q (113.607338 sec): 3 clusters Score: Raw -878354.772824 + Penalty 423.224571 = -877931.548252 nChanged 121 SP:Iteration 8Q (113.626625 sec): 3 clusters Score: Raw -878396.404089 + Penalty 422.806230 = -877973.597859 nChanged 112 SP:Iteration 9Q (113.645350 sec): 3 clusters Score: Raw -878437.433890 + Penalty 425.805135 = -878011.628755 nChanged 118 SP:Iteration 10F (113.668105 sec): 3 clusters Score: Raw -878486.244745 + Penalty 429.357731 = -878056.887014 nChanged 116 SP:Iteration 11Q (113.687182 sec): 3 clusters Score: Raw -878536.986815 + Penalty 435.182527 = -878101.804288 nChanged 118 SP:Iteration 12Q (113.706591 sec): 3 clusters Score: Raw -878592.523798 + Penalty 436.384436 = -878156.139362 nChanged 111 SP:Iteration 13Q (113.726071 sec): 3 clusters Score: Raw -878645.700921 + Penalty 441.310331 = -878204.390590 nChanged 98 SP:Iteration 14Q (113.744446 sec): 3 clusters Score: Raw -878696.126442 + Penalty 451.325365 = -878244.801077 nChanged 102 SP:Iteration 15Q (113.763377 sec): 3 clusters Score: Raw -878751.835822 + Penalty 476.740773 = -878275.095049 nChanged 92 SP:Iteration 16Q (113.782582 sec): 3 clusters Score: Raw -878808.721725 + Penalty 512.552942 = -878296.168783 nChanged 87 SP:Iteration 17Q (113.800864 sec): 3 clusters Score: Raw -878873.915493 + Penalty 580.009392 = -878293.906101 nChanged 58 SP:Iteration 18F (113.823412 sec): 3 clusters Score: Raw -878928.414647 + Penalty 623.271788 = -878305.142859 nChanged 27 SP:Iteration 19Q (113.841614 sec): 3 clusters Score: Raw -878956.893955 + Penalty 640.076376 = -878316.817579 nChanged 15 SP:Iteration 20F (113.864266 sec): 3 clusters Score: Raw -878975.931439 + Penalty 656.168606 = -878319.762832 nChanged 10 SP:Iteration 21Q (113.883400 sec): 3 clusters Score: Raw -878989.619464 + Penalty 643.001996 = -878346.617468 nChanged 6 SP:Iteration 22Q (113.901624 sec): 3 clusters Score: Raw -878996.500471 + Penalty 633.755679 = -878362.744792 nChanged 3 SP:Iteration 23Q (113.919864 sec): 3 clusters Score: Raw -878997.908893 + Penalty 632.276007 = -878365.632886 nChanged 3 SP:Iteration 24Q (113.937802 sec): 3 clusters Score: Raw -878999.714467 + Penalty 630.926656 = -878368.787811 nChanged 1 SP:Iteration 25Q (113.955936 sec): 3 clusters Score: Raw -879001.546435 + Penalty 629.077793 = -878372.468642 nChanged 2 SP:Iteration 26Q (113.973892 sec): 3 clusters Score: Raw -879002.701151 + Penalty 636.110980 = -878366.590170 nChanged 1 SP:Iteration 27F (113.997327 sec): 3 clusters Score: Raw -879003.784673 + Penalty 636.110980 = -878367.673693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.003482 sec): 2 clusters Score: Raw -230.023515 + Penalty 13.732654 = -216.290861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.003690 sec): 3 clusters Score: Raw -234.639194 + Penalty 23.345511 = -211.293683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.005658 sec): 2 clusters Score: Raw -39146.808779 + Penalty 371.199981 = -38775.608798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.006631 sec): 3 clusters Score: Raw -38939.459229 + Penalty 742.065552 = -38197.393677 nChanged 154 SP:Iteration 1F (114.007588 sec): 3 clusters Score: Raw -39051.445870 + Penalty 743.789548 = -38307.656322 nChanged 48 SP:Iteration 2F (114.008543 sec): 3 clusters Score: Raw -39093.196792 + Penalty 744.991387 = -38348.205405 nChanged 23 SP:Iteration 3F (114.009498 sec): 3 clusters Score: Raw -39110.814145 + Penalty 746.883394 = -38363.930750 nChanged 13 SP:Iteration 4Q (114.010451 sec): 3 clusters Score: Raw -39123.868758 + Penalty 748.979908 = -38374.888850 nChanged 13 SP:Iteration 5Q (114.011401 sec): 3 clusters Score: Raw -39138.351399 + Penalty 747.440546 = -38390.910853 nChanged 10 SP:Iteration 6Q (114.012428 sec): 3 clusters Score: Raw -39146.617943 + Penalty 748.049413 = -38398.568530 nChanged 7 SP:Iteration 7Q (114.013456 sec): 3 clusters Score: Raw -39150.929718 + Penalty 750.702450 = -38400.227267 nChanged 9 SP:Iteration 8Q (114.014445 sec): 3 clusters Score: Raw -39159.791466 + Penalty 753.276371 = -38406.515094 nChanged 5 SP:Iteration 9Q (114.015421 sec): 3 clusters Score: Raw -39162.389028 + Penalty 756.204446 = -38406.184583 nChanged 4 SP:Iteration 10F (114.016383 sec): 3 clusters Score: Raw -39164.711131 + Penalty 758.753286 = -38405.957845 nChanged 4 SP:Iteration 11F (114.017334 sec): 3 clusters Score: Raw -39168.494072 + Penalty 769.234587 = -38399.259485 nChanged 6 SP:Iteration 12F (114.018285 sec): 3 clusters Score: Raw -39175.403015 + Penalty 770.155665 = -38405.247350 nChanged 3 SP:Iteration 13Q (114.019197 sec): 3 clusters Score: Raw -39178.196313 + Penalty 770.155665 = -38408.040648 nChanged 0 SP:Iteration 14F (114.020144 sec): 3 clusters Score: Raw -39178.196313 + Penalty 770.155665 = -38408.040648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.022513 sec): 2 clusters Score: Raw -41535.245871 + Penalty 811.607594 = -40723.638277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.023702 sec): 3 clusters Score: Raw -41441.950712 + Penalty 1623.001166 = -39818.949547 nChanged 129 SP:Iteration 1F (114.024868 sec): 3 clusters Score: Raw -41612.467190 + Penalty 1622.900191 = -39989.566999 nChanged 36 SP:Iteration 2F (114.026025 sec): 3 clusters Score: Raw -41658.561470 + Penalty 1622.842737 = -40035.718733 nChanged 19 SP:Iteration 3Q (114.027101 sec): 3 clusters Score: Raw -41697.089861 + Penalty 1623.108062 = -40073.981799 nChanged 18 SP:Iteration 4Q (114.028170 sec): 3 clusters Score: Raw -41735.890885 + Penalty 1623.176625 = -40112.714260 nChanged 17 SP:Iteration 5Q (114.029251 sec): 3 clusters Score: Raw -41758.950346 + Penalty 1623.571916 = -40135.378430 nChanged 9 SP:Iteration 6Q (114.030307 sec): 3 clusters Score: Raw -41768.980192 + Penalty 1623.483582 = -40145.496610 nChanged 3 SP:Iteration 7Q (114.031356 sec): 3 clusters Score: Raw -41773.208891 + Penalty 1623.254464 = -40149.954427 nChanged 3 SP:Iteration 8Q (114.032405 sec): 3 clusters Score: Raw -41780.569093 + Penalty 1623.254828 = -40157.314265 nChanged 2 SP:Iteration 9Q (114.033458 sec): 3 clusters Score: Raw -41782.791210 + Penalty 1623.254828 = -40159.536382 nChanged 0 SP:Iteration 10F (114.034568 sec): 3 clusters Score: Raw -41782.791210 + Penalty 1623.254828 = -40159.536382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 22 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.037237 sec): 2 clusters Score: Raw -57793.257500 + Penalty 837.732885 = -56955.524615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.038577 sec): 3 clusters Score: Raw -57580.316834 + Penalty 1674.988923 = -55905.327911 nChanged 200 SP:Iteration 1F (114.039901 sec): 3 clusters Score: Raw -57741.803210 + Penalty 1674.370968 = -56067.432242 nChanged 41 SP:Iteration 2F (114.041237 sec): 3 clusters Score: Raw -57785.368452 + Penalty 1673.826905 = -56111.541547 nChanged 23 SP:Iteration 3Q (114.042542 sec): 3 clusters Score: Raw -57807.245613 + Penalty 1673.284250 = -56133.961364 nChanged 12 SP:Iteration 4Q (114.043854 sec): 3 clusters Score: Raw -57823.912425 + Penalty 1673.186774 = -56150.725651 nChanged 12 SP:Iteration 5Q (114.045258 sec): 3 clusters Score: Raw -57833.015503 + Penalty 1673.029173 = -56159.986330 nChanged 5 SP:Iteration 6Q (114.046617 sec): 3 clusters Score: Raw -57838.482530 + Penalty 1673.114484 = -56165.368046 nChanged 2 SP:Iteration 7Q (114.047984 sec): 3 clusters Score: Raw -57839.440934 + Penalty 1673.114484 = -56166.326450 nChanged 0 SP:Iteration 8F (114.049299 sec): 3 clusters Score: Raw -57839.440934 + Penalty 1673.114484 = -56166.326450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.051419 sec): 2 clusters Score: Raw -41039.291881 + Penalty 291.155264 = -40748.136617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.052440 sec): 3 clusters Score: Raw -40790.904134 + Penalty 581.153841 = -40209.750293 nChanged 170 SP:Iteration 1F (114.053450 sec): 3 clusters Score: Raw -40937.056548 + Penalty 577.650695 = -40359.405853 nChanged 58 SP:Iteration 2F (114.054455 sec): 3 clusters Score: Raw -40998.109137 + Penalty 578.731685 = -40419.377452 nChanged 33 SP:Iteration 3F (114.055454 sec): 3 clusters Score: Raw -41021.378674 + Penalty 580.524374 = -40440.854300 nChanged 20 SP:Iteration 4Q (114.056440 sec): 3 clusters Score: Raw -41031.551981 + Penalty 582.432459 = -40449.119521 nChanged 12 SP:Iteration 5Q (114.057422 sec): 3 clusters Score: Raw -41034.740200 + Penalty 584.109632 = -40450.630568 nChanged 7 SP:Iteration 6Q (114.058404 sec): 3 clusters Score: Raw -41036.878714 + Penalty 586.376276 = -40450.502439 nChanged 9 SP:Iteration 7F (114.059401 sec): 3 clusters Score: Raw -41038.370989 + Penalty 586.611742 = -40451.759247 nChanged 1 SP:Iteration 8Q (114.060386 sec): 3 clusters Score: Raw -41038.601566 + Penalty 587.143186 = -40451.458380 nChanged 2 SP:Iteration 9F (114.061386 sec): 3 clusters Score: Raw -41038.755351 + Penalty 587.361278 = -40451.394073 nChanged 1 SP:Iteration 10F (114.062413 sec): 3 clusters Score: Raw -41038.843402 + Penalty 587.808021 = -40451.035381 nChanged 2 SP:Iteration 11F (114.063436 sec): 3 clusters Score: Raw -41039.149257 + Penalty 588.129689 = -40451.019568 nChanged 3 SP:Iteration 12F (114.064447 sec): 3 clusters Score: Raw -41039.789959 + Penalty 588.899154 = -40450.890805 nChanged 3 SP:Iteration 13F (114.065446 sec): 3 clusters Score: Raw -41040.299409 + Penalty 589.644637 = -40450.654771 nChanged 3 SP:Iteration 14F (114.066447 sec): 3 clusters Score: Raw -41040.578273 + Penalty 589.961083 = -40450.617191 nChanged 1 SP:Iteration 15F (114.067445 sec): 3 clusters Score: Raw -41040.619757 + Penalty 589.961083 = -40450.658674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.069273 sec): 2 clusters Score: Raw -16432.173155 + Penalty 310.143080 = -16122.030076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.069852 sec): 3 clusters Score: Raw -16357.966583 + Penalty 628.991267 = -15728.975316 nChanged 52 SP:Iteration 1F (114.070422 sec): 3 clusters Score: Raw -16416.242894 + Penalty 636.226188 = -15780.016705 nChanged 15 SP:Iteration 2F (114.070992 sec): 3 clusters Score: Raw -16438.506973 + Penalty 645.904782 = -15792.602191 nChanged 15 SP:Iteration 3F (114.071581 sec): 3 clusters Score: Raw -16466.983651 + Penalty 658.414349 = -15808.569303 nChanged 9 SP:Iteration 4Q (114.072134 sec): 3 clusters Score: Raw -16474.507823 + Penalty 662.120884 = -15812.386939 nChanged 2 SP:Iteration 5Q (114.072680 sec): 3 clusters Score: Raw -16478.508434 + Penalty 668.879193 = -15809.629241 nChanged 3 SP:Iteration 6F (114.073256 sec): 3 clusters Score: Raw -16485.632438 + Penalty 667.952316 = -15817.680122 nChanged 2 SP:Iteration 7Q (114.073804 sec): 3 clusters Score: Raw -16487.377460 + Penalty 667.952316 = -15819.425144 nChanged 0 SP:Iteration 8F (114.074390 sec): 3 clusters Score: Raw -16487.377460 + Penalty 667.952316 = -15819.425144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.077140 sec): 2 clusters Score: Raw -33066.485054 + Penalty 521.468737 = -32545.016317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.078107 sec): 3 clusters Score: Raw -32930.844015 + Penalty 1042.533087 = -31888.310929 nChanged 108 SP:Iteration 1F (114.079058 sec): 3 clusters Score: Raw -33028.003224 + Penalty 1042.077673 = -31985.925550 nChanged 36 SP:Iteration 2F (114.080041 sec): 3 clusters Score: Raw -33054.207591 + Penalty 1042.091969 = -32012.115623 nChanged 13 SP:Iteration 3Q (114.080980 sec): 3 clusters Score: Raw -33062.999623 + Penalty 1042.216575 = -32020.783047 nChanged 8 SP:Iteration 4Q (114.081912 sec): 3 clusters Score: Raw -33070.865991 + Penalty 1041.941868 = -32028.924123 nChanged 6 SP:Iteration 5Q (114.082842 sec): 3 clusters Score: Raw -33073.649253 + Penalty 1041.463442 = -32032.185811 nChanged 3 SP:Iteration 6Q (114.083775 sec): 3 clusters Score: Raw -33075.046689 + Penalty 1041.278404 = -32033.768285 nChanged 2 SP:Iteration 7Q (114.084675 sec): 3 clusters Score: Raw -33075.345638 + Penalty 1041.278404 = -32034.067234 nChanged 0 SP:Iteration 8F (114.085581 sec): 3 clusters Score: Raw -33075.345638 + Penalty 1041.278404 = -32034.067234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 31 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.088509 sec): 2 clusters Score: Raw -64121.150510 + Penalty 810.251537 = -63310.898973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.089940 sec): 3 clusters Score: Raw -63864.570155 + Penalty 1620.391476 = -62244.178679 nChanged 201 SP:Iteration 1F (114.091357 sec): 3 clusters Score: Raw -64022.303959 + Penalty 1620.417272 = -62401.886687 nChanged 40 SP:Iteration 2F (114.092754 sec): 3 clusters Score: Raw -64065.916606 + Penalty 1620.400033 = -62445.516573 nChanged 22 SP:Iteration 3Q (114.094163 sec): 3 clusters Score: Raw -64083.083242 + Penalty 1620.503074 = -62462.580168 nChanged 17 SP:Iteration 4Q (114.095558 sec): 3 clusters Score: Raw -64094.491614 + Penalty 1620.416440 = -62474.075174 nChanged 10 SP:Iteration 5Q (114.096944 sec): 3 clusters Score: Raw -64102.647531 + Penalty 1620.246041 = -62482.401490 nChanged 9 SP:Iteration 6Q (114.098320 sec): 3 clusters Score: Raw -64110.520332 + Penalty 1620.224716 = -62490.295616 nChanged 6 SP:Iteration 7Q (114.099679 sec): 3 clusters Score: Raw -64117.053592 + Penalty 1620.503074 = -62496.550518 nChanged 7 SP:Iteration 8Q (114.101069 sec): 3 clusters Score: Raw -64121.987834 + Penalty 1620.785962 = -62501.201872 nChanged 10 SP:Iteration 9Q (114.102449 sec): 3 clusters Score: Raw -64133.069074 + Penalty 1621.450722 = -62511.618352 nChanged 14 SP:Iteration 10F (114.103859 sec): 3 clusters Score: Raw -64149.772697 + Penalty 1621.897060 = -62527.875637 nChanged 16 SP:Iteration 11Q (114.105252 sec): 3 clusters Score: Raw -64163.240187 + Penalty 1621.988212 = -62541.251975 nChanged 11 SP:Iteration 12Q (114.106625 sec): 3 clusters Score: Raw -64170.744646 + Penalty 1622.415652 = -62548.328994 nChanged 6 SP:Iteration 13Q (114.107995 sec): 3 clusters Score: Raw -64176.079859 + Penalty 1622.306158 = -62553.773700 nChanged 3 SP:Iteration 14Q (114.109382 sec): 3 clusters Score: Raw -64178.848916 + Penalty 1622.295079 = -62556.553837 nChanged 4 SP:Iteration 15Q (114.110833 sec): 3 clusters Score: Raw -64180.570067 + Penalty 1622.467014 = -62558.103053 nChanged 2 SP:Iteration 16Q (114.112200 sec): 3 clusters Score: Raw -64181.851541 + Penalty 1622.700249 = -62559.151292 nChanged 2 SP:Iteration 17Q (114.113570 sec): 3 clusters Score: Raw -64185.384679 + Penalty 1622.901706 = -62562.482973 nChanged 2 SP:Iteration 18Q (114.114954 sec): 3 clusters Score: Raw -64186.217539 + Penalty 1622.901706 = -62563.315833 nChanged 0 SP:Iteration 19F (114.116404 sec): 3 clusters Score: Raw -64186.217539 + Penalty 1622.901706 = -62563.315833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.118430 sec): 2 clusters Score: Raw -17718.887001 + Penalty 490.636736 = -17228.250265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.119035 sec): 3 clusters Score: Raw -17679.247134 + Penalty 980.279265 = -16698.967869 nChanged 43 SP:Iteration 1F (114.119630 sec): 3 clusters Score: Raw -17741.690365 + Penalty 981.273472 = -16760.416893 nChanged 8 SP:Iteration 2Q (114.120243 sec): 3 clusters Score: Raw -17770.002302 + Penalty 982.591703 = -16787.410599 nChanged 11 SP:Iteration 3Q (114.120824 sec): 3 clusters Score: Raw -17793.156562 + Penalty 984.363419 = -16808.793143 nChanged 9 SP:Iteration 4Q (114.121400 sec): 3 clusters Score: Raw -17810.718744 + Penalty 987.957761 = -16822.760983 nChanged 5 SP:Iteration 5Q (114.122008 sec): 3 clusters Score: Raw -17823.091384 + Penalty 990.504187 = -16832.587196 nChanged 4 SP:Iteration 6Q (114.122613 sec): 3 clusters Score: Raw -17826.354232 + Penalty 989.867690 = -16836.486543 nChanged 1 SP:Iteration 7Q (114.123199 sec): 3 clusters Score: Raw -17828.077444 + Penalty 989.867690 = -16838.209754 nChanged 0 SP:Iteration 8F (114.123813 sec): 3 clusters Score: Raw -17828.077444 + Penalty 989.867690 = -16838.209754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.126180 sec): 2 clusters Score: Raw -49300.787423 + Penalty 702.599129 = -48598.188294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.127327 sec): 3 clusters Score: Raw -49089.028005 + Penalty 1404.848832 = -47684.179172 nChanged 148 SP:Iteration 1F (114.128455 sec): 3 clusters Score: Raw -49207.417992 + Penalty 1404.350618 = -47803.067375 nChanged 42 SP:Iteration 2F (114.129583 sec): 3 clusters Score: Raw -49248.337598 + Penalty 1403.898226 = -47844.439372 nChanged 22 SP:Iteration 3Q (114.130705 sec): 3 clusters Score: Raw -49276.456956 + Penalty 1402.726041 = -47873.730914 nChanged 18 SP:Iteration 4Q (114.131934 sec): 3 clusters Score: Raw -49290.101589 + Penalty 1402.168508 = -47887.933081 nChanged 11 SP:Iteration 5Q (114.133154 sec): 3 clusters Score: Raw -49298.674859 + Penalty 1402.508795 = -47896.166063 nChanged 7 SP:Iteration 6Q (114.134320 sec): 3 clusters Score: Raw -49304.760254 + Penalty 1402.704204 = -47902.056050 nChanged 2 SP:Iteration 7Q (114.135482 sec): 3 clusters Score: Raw -49305.686957 + Penalty 1402.691764 = -47902.995193 nChanged 1 SP:Iteration 8Q (114.136598 sec): 3 clusters Score: Raw -49306.043642 + Penalty 1402.691764 = -47903.351878 nChanged 0 SP:Iteration 9F (114.137720 sec): 3 clusters Score: Raw -49306.043642 + Penalty 1402.691764 = -47903.351878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.139833 sec): 2 clusters Score: Raw -35416.707565 + Penalty 45.496739 = -35371.210827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.140849 sec): 3 clusters Score: Raw -35146.322849 + Penalty 96.184759 = -35050.138090 nChanged 210 SP:Iteration 1F (114.141853 sec): 3 clusters Score: Raw -35353.325080 + Penalty 96.118345 = -35257.206735 nChanged 32 SP:Iteration 2F (114.142850 sec): 3 clusters Score: Raw -35385.517521 + Penalty 97.670110 = -35287.847411 nChanged 12 SP:Iteration 3Q (114.143818 sec): 3 clusters Score: Raw -35401.814957 + Penalty 98.536966 = -35303.277991 nChanged 5 SP:Iteration 4Q (114.144815 sec): 3 clusters Score: Raw -35404.356950 + Penalty 97.684118 = -35306.672833 nChanged 4 SP:Iteration 5Q (114.145761 sec): 3 clusters Score: Raw -35404.987347 + Penalty 97.499530 = -35307.487817 nChanged 1 SP:Iteration 6Q (114.146688 sec): 3 clusters Score: Raw -35405.124031 + Penalty 97.245474 = -35307.878556 nChanged 1 SP:Iteration 7Q (114.147613 sec): 3 clusters Score: Raw -35405.254579 + Penalty 96.980278 = -35308.274301 nChanged 1 SP:Iteration 8Q (114.148494 sec): 3 clusters Score: Raw -35405.401049 + Penalty 96.980278 = -35308.420771 nChanged 0 SP:Iteration 9F (114.149489 sec): 3 clusters Score: Raw -35405.401049 + Penalty 96.980278 = -35308.420771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.150783 sec): 2 clusters Score: Raw -11642.166348 + Penalty 353.801412 = -11288.364937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.151312 sec): 3 clusters Score: Raw -11643.583888 + Penalty 711.413209 = -10932.170679 nChanged 27 SP:Iteration 1F (114.151777 sec): 3 clusters Score: Raw -11697.201363 + Penalty 709.493672 = -10987.707692 nChanged 13 SP:Iteration 2F (114.152238 sec): 3 clusters Score: Raw -11724.529238 + Penalty 707.880826 = -11016.648413 nChanged 3 SP:Iteration 3Q (114.152703 sec): 3 clusters Score: Raw -11728.760174 + Penalty 707.317875 = -11021.442299 nChanged 1 SP:Iteration 4Q (114.153149 sec): 3 clusters Score: Raw -11732.382618 + Penalty 706.255707 = -11026.126911 nChanged 2 SP:Iteration 5Q (114.153594 sec): 3 clusters Score: Raw -11734.790993 + Penalty 705.853460 = -11028.937533 nChanged 1 SP:Iteration 6Q (114.154036 sec): 3 clusters Score: Raw -11735.133830 + Penalty 705.853460 = -11029.280370 nChanged 0 SP:Iteration 7F (114.154505 sec): 3 clusters Score: Raw -11735.133830 + Penalty 705.853460 = -11029.280370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.155396 sec): 2 clusters Score: Raw -1936.796684 + Penalty 97.443126 = -1839.353558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.155660 sec): 3 clusters Score: Raw -2082.673918 + Penalty 338.043303 = -1744.630615 nChanged 8 SP:Iteration 1F (114.155919 sec): 3 clusters Score: Raw -2139.971100 + Penalty 338.043303 = -1801.927797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.157587 sec): 2 clusters Score: Raw -30244.092393 + Penalty 431.735442 = -29812.356951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.158394 sec): 3 clusters Score: Raw -30076.557356 + Penalty 862.879992 = -29213.677364 nChanged 98 SP:Iteration 1F (114.159185 sec): 3 clusters Score: Raw -30157.790708 + Penalty 862.952549 = -29294.838159 nChanged 38 SP:Iteration 2F (114.159970 sec): 3 clusters Score: Raw -30185.936980 + Penalty 863.342038 = -29322.594942 nChanged 19 SP:Iteration 3F (114.160752 sec): 3 clusters Score: Raw -30206.133314 + Penalty 864.999983 = -29341.133331 nChanged 18 SP:Iteration 4F (114.161607 sec): 3 clusters Score: Raw -30230.924914 + Penalty 864.240964 = -29366.683950 nChanged 8 SP:Iteration 5Q (114.162444 sec): 3 clusters Score: Raw -30241.454679 + Penalty 861.998533 = -29379.456146 nChanged 8 SP:Iteration 6Q (114.163251 sec): 3 clusters Score: Raw -30248.388802 + Penalty 860.466914 = -29387.921888 nChanged 5 SP:Iteration 7Q (114.164046 sec): 3 clusters Score: Raw -30250.929433 + Penalty 861.053489 = -29389.875944 nChanged 1 SP:Iteration 8Q (114.164840 sec): 3 clusters Score: Raw -30253.081292 + Penalty 861.194084 = -29391.887208 nChanged 1 SP:Iteration 9Q (114.165638 sec): 3 clusters Score: Raw -30253.900140 + Penalty 859.715755 = -29394.184385 nChanged 3 SP:Iteration 10F (114.166426 sec): 3 clusters Score: Raw -30256.178890 + Penalty 858.704399 = -29397.474491 nChanged 1 SP:Iteration 11Q (114.167190 sec): 3 clusters Score: Raw -30257.338481 + Penalty 858.968749 = -29398.369732 nChanged 1 SP:Iteration 12Q (114.167950 sec): 3 clusters Score: Raw -30257.419879 + Penalty 858.968749 = -29398.451130 nChanged 0 SP:Iteration 13F (114.168730 sec): 3 clusters Score: Raw -30257.419879 + Penalty 858.968749 = -29398.451130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.170960 sec): 2 clusters Score: Raw -38829.528816 + Penalty 58.081727 = -38771.447089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.172096 sec): 3 clusters Score: Raw -38510.242905 + Penalty 121.435382 = -38388.807523 nChanged 234 SP:Iteration 1F (114.173214 sec): 3 clusters Score: Raw -38780.782415 + Penalty 121.458403 = -38659.324012 nChanged 40 SP:Iteration 2F (114.174392 sec): 3 clusters Score: Raw -38817.380500 + Penalty 119.221619 = -38698.158881 nChanged 12 SP:Iteration 3Q (114.175539 sec): 3 clusters Score: Raw -38831.159818 + Penalty 117.885071 = -38713.274747 nChanged 6 SP:Iteration 4Q (114.176658 sec): 3 clusters Score: Raw -38840.013936 + Penalty 117.416892 = -38722.597044 nChanged 2 SP:Iteration 5Q (114.177767 sec): 3 clusters Score: Raw -38840.637770 + Penalty 117.599684 = -38723.038086 nChanged 1 SP:Iteration 6Q (114.178898 sec): 3 clusters Score: Raw -38840.707321 + Penalty 117.125331 = -38723.581989 nChanged 1 SP:Iteration 7Q (114.180038 sec): 3 clusters Score: Raw -38840.919082 + Penalty 117.308782 = -38723.610300 nChanged 1 SP:Iteration 8Q (114.181150 sec): 3 clusters Score: Raw -38840.971822 + Penalty 117.308782 = -38723.663040 nChanged 0 SP:Iteration 9F (114.182322 sec): 3 clusters Score: Raw -38840.971822 + Penalty 117.308782 = -38723.663040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.184018 sec): 2 clusters Score: Raw -23637.781647 + Penalty 37.040892 = -23600.740755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.184743 sec): 3 clusters Score: Raw -23466.474244 + Penalty 74.186836 = -23392.287408 nChanged 133 SP:Iteration 1F (114.185476 sec): 3 clusters Score: Raw -23568.403102 + Penalty 74.967432 = -23493.435670 nChanged 39 SP:Iteration 2F (114.186213 sec): 3 clusters Score: Raw -23595.149398 + Penalty 75.718305 = -23519.431093 nChanged 15 SP:Iteration 3Q (114.186943 sec): 3 clusters Score: Raw -23607.324963 + Penalty 76.552302 = -23530.772661 nChanged 20 SP:Iteration 4F (114.187673 sec): 3 clusters Score: Raw -23618.630372 + Penalty 77.289984 = -23541.340387 nChanged 10 SP:Iteration 5Q (114.188398 sec): 3 clusters Score: Raw -23623.800667 + Penalty 77.668479 = -23546.132188 nChanged 5 SP:Iteration 6Q (114.189122 sec): 3 clusters Score: Raw -23624.704224 + Penalty 78.039825 = -23546.664399 nChanged 4 SP:Iteration 7Q (114.189846 sec): 3 clusters Score: Raw -23625.722791 + Penalty 78.637093 = -23547.085698 nChanged 4 SP:Iteration 8Q (114.190571 sec): 3 clusters Score: Raw -23626.943397 + Penalty 79.009407 = -23547.933990 nChanged 3 SP:Iteration 9Q (114.191300 sec): 3 clusters Score: Raw -23627.377550 + Penalty 79.009407 = -23548.368143 nChanged 0 SP:Iteration 10F (114.192029 sec): 3 clusters Score: Raw -23627.377550 + Penalty 79.009407 = -23548.368143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 110 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.193138 sec): 2 clusters Score: Raw -6376.859379 + Penalty 594.191250 = -5782.668129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.193515 sec): 3 clusters Score: Raw -6461.725749 + Penalty 1185.351155 = -5276.374594 nChanged 10 SP:Iteration 1F (114.193888 sec): 3 clusters Score: Raw -6492.791193 + Penalty 1183.072837 = -5309.718357 nChanged 2 SP:Iteration 2Q (114.194250 sec): 3 clusters Score: Raw -6499.970485 + Penalty 1181.063002 = -5318.907483 nChanged 1 SP:Iteration 3Q (114.194608 sec): 3 clusters Score: Raw -6502.509248 + Penalty 1181.063002 = -5321.446245 nChanged 0 SP:Iteration 4F (114.194998 sec): 3 clusters Score: Raw -6502.509248 + Penalty 1181.063002 = -5321.446245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.195844 sec): 2 clusters Score: Raw -1144.281921 + Penalty 46.119711 = -1098.162210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.196072 sec): 3 clusters Score: Raw -1163.050011 + Penalty 89.600105 = -1073.449906 nChanged 1 SP:Iteration 1F (114.196297 sec): 3 clusters Score: Raw -1166.135367 + Penalty 89.600105 = -1076.535262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.197254 sec): 2 clusters Score: Raw -4858.936351 + Penalty 266.886360 = -4592.049991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.197596 sec): 3 clusters Score: Raw -4937.709169 + Penalty 526.792055 = -4410.917113 nChanged 10 SP:Iteration 1F (114.197934 sec): 3 clusters Score: Raw -4954.435816 + Penalty 528.711437 = -4425.724379 nChanged 1 SP:Iteration 2Q (114.198262 sec): 3 clusters Score: Raw -4956.734300 + Penalty 531.432652 = -4425.301649 nChanged 1 SP:Iteration 3F (114.198600 sec): 3 clusters Score: Raw -4958.513177 + Penalty 531.432652 = -4427.080525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 175 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.199646 sec): 2 clusters Score: Raw -7603.784712 + Penalty 39.772823 = -7564.011888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.200035 sec): 3 clusters Score: Raw -7559.961647 + Penalty 79.265768 = -7480.695880 nChanged 40 SP:Iteration 1F (114.200417 sec): 3 clusters Score: Raw -7600.926833 + Penalty 79.804759 = -7521.122074 nChanged 9 SP:Iteration 2F (114.200795 sec): 3 clusters Score: Raw -7615.097581 + Penalty 81.592657 = -7533.504924 nChanged 9 SP:Iteration 3F (114.201190 sec): 3 clusters Score: Raw -7628.220293 + Penalty 80.897108 = -7547.323186 nChanged 2 SP:Iteration 4Q (114.201559 sec): 3 clusters Score: Raw -7629.219387 + Penalty 80.626816 = -7548.592571 nChanged 1 SP:Iteration 5Q (114.201924 sec): 3 clusters Score: Raw -7629.594581 + Penalty 80.626816 = -7548.967764 nChanged 0 SP:Iteration 6F (114.202314 sec): 3 clusters Score: Raw -7629.594581 + Penalty 80.626816 = -7548.967764 nChanged 0 Time taken for this iteration:113.288608 seconds. 300->38 Clusters: Score -2643864.302313, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 271 (time per iteration =421.564745 ms) Total iterations: 3778 (time per iteration =30.239292 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 8526429375.000000 (time per metric unit =13.398815ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 213160734375.000000 (time per metric unit=535.952582ps) That took 114.244046 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 9 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.27 and 0.40 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 29046 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 29046 points ------ Starting initial clusters from distinct float masks Not enough masks (233) to generate starting clusters (300), so starting with (234) clusters instead. Assigned 234 initial classes from 233 unique masks. Deleting Class 206 (3 points): Lose 14.955207 but Gain 1635.458504 Iteration 0F (4.010224 sec): 233 clusters Score: Raw -2394645.734033 + Penalty 242341.368995 = -2152304.365038 nChanged 10084 Deleting Class 230 (1 points): Lose 8.899046 but Gain 1597.552525 Iteration 1F (6.946548 sec): 220 clusters Score: Raw -2428382.873028 + Penalty 234422.961010 = -2193959.912018 nChanged 4417 Deleting Class 190 (8 points): Lose 82.430680 but Gain 1630.635568 Iteration 2F (9.824509 sec): 215 clusters Score: Raw -2439027.060053 + Penalty 232991.099858 = -2206035.960195 nChanged 2909 Deleting Class 223 (2 points): Lose 7.359456 but Gain 1515.838600 Iteration 3F (12.683931 sec): 214 clusters Score: Raw -2444935.631688 + Penalty 231334.198358 = -2213601.433330 nChanged 2202 Deleting Class 179 (5 points): Lose 63.331265 but Gain 1569.949709 Iteration 4F (15.547428 sec): 213 clusters Score: Raw -2447799.572393 + Penalty 228777.078865 = -2219022.493528 nChanged 1723 Deleting Class 209 (2 points): Lose 17.784338 but Gain 1516.511329 Iteration 5F (18.362588 sec): 211 clusters Score: Raw -2449812.251504 + Penalty 227312.248857 = -2222500.002647 nChanged 1359 Deleting Class 101 (6 points): Lose 82.668874 but Gain 1559.379283 Iteration 6Q (18.727090 sec): 210 clusters Score: Raw -2451166.830315 + Penalty 225180.631751 = -2225986.198564 nChanged 1142 Deleting Class 96 (6 points): Lose 74.589025 but Gain 1545.050864 Iteration 7Q (19.052201 sec): 209 clusters Score: Raw -2452266.128099 + Penalty 223386.801446 = -2228879.326654 nChanged 936 Deleting Class 195 (8 points): Lose 80.035475 but Gain 1546.980938 Iteration 8Q (19.349123 sec): 208 clusters Score: Raw -2453055.816588 + Penalty 220781.107060 = -2232274.709528 nChanged 768 Deleting Class 50 (7 points): Lose 72.297221 but Gain 1537.530702 Iteration 9Q (19.621030 sec): 206 clusters Score: Raw -2453672.688544 + Penalty 219343.314964 = -2234329.373580 nChanged 648 Deleting Class 159 (1 points): Lose 0.524224 but Gain 1458.108790 Iteration 10F (22.369719 sec): 205 clusters Score: Raw -2454481.570930 + Penalty 216610.655480 = -2237870.915451 nChanged 572 Deleting Class 75 (9 points): Lose 104.623571 but Gain 1555.412778 Iteration 11Q (22.615101 sec): 203 clusters Score: Raw -2454986.045841 + Penalty 215019.778148 = -2239966.267692 nChanged 440 Deleting Class 129 (5 points): Lose 56.212913 but Gain 1498.162850 Iteration 12Q (22.846460 sec): 202 clusters Score: Raw -2455205.983922 + Penalty 213468.852132 = -2241737.131790 nChanged 344 Deleting Class 140 (5 points): Lose 66.244056 but Gain 1490.588789 Iteration 13Q (23.062811 sec): 201 clusters Score: Raw -2455385.559949 + Penalty 211941.173214 = -2243444.386735 nChanged 298 Deleting Class 231 (1 points): Lose 8.315862 but Gain 1426.200344 Iteration 14Q (23.274202 sec): 200 clusters Score: Raw -2455553.001801 + Penalty 210584.538286 = -2244968.463515 nChanged 254 Deleting Class 143 (4 points): Lose 31.094967 but Gain 1444.571687 Iteration 15Q (23.486896 sec): 199 clusters Score: Raw -2455656.770393 + Penalty 209190.688539 = -2246466.081854 nChanged 262 Deleting Class 198 (11 points): Lose 114.945205 but Gain 1520.691573 Iteration 16Q (23.699503 sec): 198 clusters Score: Raw -2455694.830257 + Penalty 207756.231796 = -2247938.598462 nChanged 252 Deleting Class 182 (1 points): Lose 4.478185 but Gain 1407.969190 Iteration 17Q (23.908217 sec): 197 clusters Score: Raw -2455881.313524 + Penalty 206398.424992 = -2249482.888532 nChanged 234 Deleting Class 53 (17 points): Lose 118.792107 but Gain 1522.327878 Iteration 18Q (24.114736 sec): 196 clusters Score: Raw -2455878.158057 + Penalty 204917.778369 = -2250960.379688 nChanged 227 Deleting Class 113 (2 points): Lose 25.086427 but Gain 1414.200744 Iteration 19Q (24.320433 sec): 195 clusters Score: Raw -2455986.556932 + Penalty 203610.220475 = -2252376.336457 nChanged 183 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2455986.556932 + Penalty 203610.220475 = -2252376.336457Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.431307 sec): 2 clusters Score: Raw -99636.941254 + Penalty 238.032468 = -99398.908786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.433530 sec): 3 clusters Score: Raw -99004.444622 + Penalty 473.897361 = -98530.547262 nChanged 462 SP:Iteration 1F (24.435906 sec): 3 clusters Score: Raw -99356.930124 + Penalty 473.378693 = -98883.551431 nChanged 137 SP:Iteration 2F (24.438218 sec): 3 clusters Score: Raw -99488.565520 + Penalty 473.682448 = -99014.883072 nChanged 74 SP:Iteration 3F (24.440406 sec): 3 clusters Score: Raw -99546.575371 + Penalty 475.299523 = -99071.275848 nChanged 46 SP:Iteration 4Q (24.442504 sec): 3 clusters Score: Raw -99571.096140 + Penalty 475.896200 = -99095.199940 nChanged 25 SP:Iteration 5Q (24.444572 sec): 3 clusters Score: Raw -99582.758983 + Penalty 476.540673 = -99106.218310 nChanged 16 SP:Iteration 6Q (24.446648 sec): 3 clusters Score: Raw -99591.806207 + Penalty 477.157263 = -99114.648944 nChanged 12 SP:Iteration 7Q (24.448748 sec): 3 clusters Score: Raw -99594.663267 + Penalty 477.538909 = -99117.124358 nChanged 5 SP:Iteration 8Q (24.450833 sec): 3 clusters Score: Raw -99595.456014 + Penalty 477.735442 = -99117.720572 nChanged 3 SP:Iteration 9Q (24.453031 sec): 3 clusters Score: Raw -99595.918377 + Penalty 477.977531 = -99117.940846 nChanged 3 SP:Iteration 10F (24.455200 sec): 3 clusters Score: Raw -99596.467891 + Penalty 478.389979 = -99118.077912 nChanged 5 SP:Iteration 11Q (24.457311 sec): 3 clusters Score: Raw -99597.064645 + Penalty 478.709782 = -99118.354863 nChanged 4 SP:Iteration 12Q (24.459355 sec): 3 clusters Score: Raw -99598.098206 + Penalty 478.821931 = -99119.276275 nChanged 2 SP:Iteration 13Q (24.461393 sec): 3 clusters Score: Raw -99599.154662 + Penalty 478.838018 = -99120.316644 nChanged 3 SP:Iteration 14Q (24.463530 sec): 3 clusters Score: Raw -99599.679265 + Penalty 478.882173 = -99120.797093 nChanged 1 SP:Iteration 15Q (24.465620 sec): 3 clusters Score: Raw -99599.862442 + Penalty 479.036179 = -99120.826263 nChanged 2 SP:Iteration 16Q (24.467693 sec): 3 clusters Score: Raw -99601.628515 + Penalty 479.257284 = -99122.371231 nChanged 4 SP:Iteration 17Q (24.469773 sec): 3 clusters Score: Raw -99602.627092 + Penalty 479.408528 = -99123.218564 nChanged 2 SP:Iteration 18Q (24.471849 sec): 3 clusters Score: Raw -99602.876130 + Penalty 479.307525 = -99123.568605 nChanged 2 SP:Iteration 19Q (24.473942 sec): 3 clusters Score: Raw -99603.077125 + Penalty 479.384261 = -99123.692864 nChanged 1 SP:Iteration 20F (24.476060 sec): 3 clusters Score: Raw -99603.270558 + Penalty 479.417727 = -99123.852831 nChanged 1 SP:Iteration 21Q (24.478089 sec): 3 clusters Score: Raw -99603.417638 + Penalty 479.449316 = -99123.968322 nChanged 1 SP:Iteration 22Q (24.480122 sec): 3 clusters Score: Raw -99604.087098 + Penalty 479.653339 = -99124.433759 nChanged 3 SP:Iteration 23Q (24.482151 sec): 3 clusters Score: Raw -99605.690432 + Penalty 480.024280 = -99125.666152 nChanged 6 SP:Iteration 24Q (24.484204 sec): 3 clusters Score: Raw -99609.611395 + Penalty 480.495329 = -99129.116066 nChanged 6 SP:Iteration 25Q (24.486409 sec): 3 clusters Score: Raw -99612.411053 + Penalty 480.758550 = -99131.652503 nChanged 3 SP:Iteration 26Q (24.488599 sec): 3 clusters Score: Raw -99615.202879 + Penalty 481.098126 = -99134.104754 nChanged 6 SP:Iteration 27Q (24.490740 sec): 3 clusters Score: Raw -99620.135222 + Penalty 481.625580 = -99138.509643 nChanged 6 SP:Iteration 28Q (24.492878 sec): 3 clusters Score: Raw -99623.791935 + Penalty 482.310604 = -99141.481331 nChanged 7 SP:Iteration 29Q (24.494926 sec): 3 clusters Score: Raw -99626.478611 + Penalty 483.009182 = -99143.469429 nChanged 8 SP:Iteration 30F (24.497026 sec): 3 clusters Score: Raw -99630.399127 + Penalty 483.262807 = -99147.136320 nChanged 8 SP:Iteration 31Q (24.499049 sec): 3 clusters Score: Raw -99633.143733 + Penalty 483.589224 = -99149.554509 nChanged 5 SP:Iteration 32Q (24.501055 sec): 3 clusters Score: Raw -99634.116277 + Penalty 484.080017 = -99150.036260 nChanged 5 SP:Iteration 33Q (24.503079 sec): 3 clusters Score: Raw -99634.879265 + Penalty 484.530851 = -99150.348414 nChanged 4 SP:Iteration 34Q (24.505080 sec): 3 clusters Score: Raw -99635.817220 + Penalty 484.736773 = -99151.080448 nChanged 2 SP:Iteration 35Q (24.507079 sec): 3 clusters Score: Raw -99636.170256 + Penalty 484.888927 = -99151.281329 nChanged 2 SP:Iteration 36Q (24.509080 sec): 3 clusters Score: Raw -99636.360472 + Penalty 485.040408 = -99151.320064 nChanged 2 SP:Iteration 37Q (24.511120 sec): 3 clusters Score: Raw -99636.666379 + Penalty 485.040408 = -99151.625971 nChanged 0 SP:Iteration 38F (24.513275 sec): 3 clusters Score: Raw -99636.666379 + Penalty 485.040408 = -99151.625971 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.523343 sec): 2 clusters Score: Raw -185042.117922 + Penalty 410.264419 = -184631.853502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.527255 sec): 3 clusters Score: Raw -183819.416157 + Penalty 820.304007 = -182999.112150 nChanged 894 SP:Iteration 1F (24.531128 sec): 3 clusters Score: Raw -184452.959174 + Penalty 831.954344 = -183621.004830 nChanged 266 SP:Iteration 2F (24.535074 sec): 3 clusters Score: Raw -184674.806267 + Penalty 847.871424 = -183826.934842 nChanged 185 SP:Iteration 3F (24.539030 sec): 3 clusters Score: Raw -184827.581624 + Penalty 864.950022 = -183962.631602 nChanged 123 SP:Iteration 4F (24.542888 sec): 3 clusters Score: Raw -184918.380189 + Penalty 885.283156 = -184033.097033 nChanged 78 SP:Iteration 5Q (24.546899 sec): 3 clusters Score: Raw -184979.989670 + Penalty 899.409603 = -184080.580067 nChanged 54 SP:Iteration 6Q (24.550903 sec): 3 clusters Score: Raw -185021.578042 + Penalty 907.598806 = -184113.979236 nChanged 41 SP:Iteration 7Q (24.555051 sec): 3 clusters Score: Raw -185055.430347 + Penalty 910.782524 = -184144.647823 nChanged 38 SP:Iteration 8Q (24.558891 sec): 3 clusters Score: Raw -185090.583869 + Penalty 913.003920 = -184177.579949 nChanged 37 SP:Iteration 9Q (24.562602 sec): 3 clusters Score: Raw -185123.769486 + Penalty 908.497251 = -184215.272234 nChanged 35 SP:Iteration 10F (24.566462 sec): 3 clusters Score: Raw -185153.888787 + Penalty 906.181612 = -184247.707175 nChanged 23 SP:Iteration 11Q (24.570010 sec): 3 clusters Score: Raw -185162.977945 + Penalty 903.878622 = -184259.099323 nChanged 17 SP:Iteration 12Q (24.573468 sec): 3 clusters Score: Raw -185169.189845 + Penalty 899.512462 = -184269.677383 nChanged 13 SP:Iteration 13Q (24.577095 sec): 3 clusters Score: Raw -185172.883314 + Penalty 896.542739 = -184276.340575 nChanged 13 SP:Iteration 14Q (24.580600 sec): 3 clusters Score: Raw -185176.136953 + Penalty 893.068524 = -184283.068430 nChanged 9 SP:Iteration 15Q (24.584147 sec): 3 clusters Score: Raw -185178.389869 + Penalty 891.233338 = -184287.156530 nChanged 9 SP:Iteration 16Q (24.587882 sec): 3 clusters Score: Raw -185181.095691 + Penalty 890.521696 = -184290.573995 nChanged 7 SP:Iteration 17Q (24.591422 sec): 3 clusters Score: Raw -185182.007367 + Penalty 889.579143 = -184292.428224 nChanged 4 SP:Iteration 18Q (24.594863 sec): 3 clusters Score: Raw -185182.556805 + Penalty 888.680003 = -184293.876802 nChanged 5 SP:Iteration 19Q (24.598353 sec): 3 clusters Score: Raw -185183.093155 + Penalty 888.806069 = -184294.287086 nChanged 3 SP:Iteration 20F (24.602257 sec): 3 clusters Score: Raw -185183.463931 + Penalty 889.117975 = -184294.345956 nChanged 5 SP:Iteration 21Q (24.605724 sec): 3 clusters Score: Raw -185183.922594 + Penalty 888.650453 = -184295.272141 nChanged 1 SP:Iteration 22Q (24.609479 sec): 3 clusters Score: Raw -185183.958515 + Penalty 888.474424 = -184295.484090 nChanged 1 SP:Iteration 23Q (24.613069 sec): 3 clusters Score: Raw -185184.011895 + Penalty 888.474424 = -184295.537471 nChanged 0 SP:Iteration 24F (24.617148 sec): 3 clusters Score: Raw -185184.011895 + Penalty 888.474424 = -184295.537471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.618934 sec): 2 clusters Score: Raw -19318.114286 + Penalty 403.326461 = -18914.787825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.619542 sec): 3 clusters Score: Raw -19253.150692 + Penalty 805.033410 = -18448.117282 nChanged 50 SP:Iteration 1F (24.620138 sec): 3 clusters Score: Raw -19329.952183 + Penalty 795.767918 = -18534.184265 nChanged 23 SP:Iteration 2F (24.620734 sec): 3 clusters Score: Raw -19368.244224 + Penalty 793.170233 = -18575.073991 nChanged 5 SP:Iteration 3Q (24.621321 sec): 3 clusters Score: Raw -19384.629278 + Penalty 793.897300 = -18590.731979 nChanged 6 SP:Iteration 4Q (24.621888 sec): 3 clusters Score: Raw -19407.427822 + Penalty 789.468913 = -18617.958909 nChanged 5 SP:Iteration 5Q (24.622451 sec): 3 clusters Score: Raw -19430.572425 + Penalty 787.158064 = -18643.414361 nChanged 3 SP:Iteration 6Q (24.623006 sec): 3 clusters Score: Raw -19437.824895 + Penalty 787.462149 = -18650.362746 nChanged 1 SP:Iteration 7Q (24.623562 sec): 3 clusters Score: Raw -19439.673785 + Penalty 788.130804 = -18651.542981 nChanged 2 SP:Iteration 8Q (24.624114 sec): 3 clusters Score: Raw -19441.104784 + Penalty 788.130804 = -18652.973979 nChanged 0 SP:Iteration 9F (24.624691 sec): 3 clusters Score: Raw -19444.864866 + Penalty 785.943434 = -18658.921432 nChanged 1 SP:Iteration 10F (24.625267 sec): 3 clusters Score: Raw -19458.227711 + Penalty 787.387134 = -18670.840577 nChanged 1 SP:Iteration 11Q (24.625816 sec): 3 clusters Score: Raw -19460.986510 + Penalty 787.387134 = -18673.599376 nChanged 0 SP:Iteration 12F (24.626394 sec): 3 clusters Score: Raw -19460.986510 + Penalty 787.387134 = -18673.599376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.627270 sec): 2 clusters Score: Raw -446.198037 + Penalty 103.340223 = -342.857814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.627496 sec): 3 clusters Score: Raw -441.799788 + Penalty 221.015205 = -220.784583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.630213 sec): 2 clusters Score: Raw -34971.826046 + Penalty 69.095945 = -34902.730101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.631174 sec): 3 clusters Score: Raw -34751.724179 + Penalty 136.754107 = -34614.970072 nChanged 173 SP:Iteration 1F (24.632092 sec): 3 clusters Score: Raw -34895.780018 + Penalty 135.837294 = -34759.942724 nChanged 30 SP:Iteration 2F (24.633000 sec): 3 clusters Score: Raw -34909.366188 + Penalty 134.718920 = -34774.647268 nChanged 15 SP:Iteration 3Q (24.633890 sec): 3 clusters Score: Raw -34914.298755 + Penalty 135.368125 = -34778.930629 nChanged 9 SP:Iteration 4Q (24.634875 sec): 3 clusters Score: Raw -34916.687734 + Penalty 135.158553 = -34781.529181 nChanged 9 SP:Iteration 5Q (24.635833 sec): 3 clusters Score: Raw -34919.768691 + Penalty 135.053119 = -34784.715572 nChanged 13 SP:Iteration 6Q (24.636799 sec): 3 clusters Score: Raw -34926.920415 + Penalty 140.539539 = -34786.380876 nChanged 17 SP:Iteration 7Q (24.637714 sec): 3 clusters Score: Raw -34936.260283 + Penalty 142.826981 = -34793.433301 nChanged 11 SP:Iteration 8Q (24.638618 sec): 3 clusters Score: Raw -34939.797204 + Penalty 144.844031 = -34794.953174 nChanged 8 SP:Iteration 9Q (24.639511 sec): 3 clusters Score: Raw -34943.411510 + Penalty 151.121524 = -34792.289986 nChanged 9 SP:Iteration 10F (24.640455 sec): 3 clusters Score: Raw -34946.658148 + Penalty 166.298295 = -34780.359853 nChanged 10 SP:Iteration 11F (24.641391 sec): 3 clusters Score: Raw -34953.283582 + Penalty 193.895418 = -34759.388164 nChanged 10 SP:Iteration 12F (24.642293 sec): 3 clusters Score: Raw -34960.855861 + Penalty 268.587584 = -34692.268277 nChanged 7 SP:Iteration 13F (24.643223 sec): 3 clusters Score: Raw -34967.825843 + Penalty 69.095945 = -34898.729898 nChanged 3 SP:Iteration 14Q (24.643944 sec): 2 clusters Score: Raw -34971.826046 + Penalty 69.095945 = -34902.730101 nChanged 0 SP:Iteration 15F (24.644660 sec): 2 clusters Score: Raw -34971.826046 + Penalty 69.095945 = -34902.730101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 6 (1665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.650664 sec): 2 clusters Score: Raw -148399.512059 + Penalty 280.251524 = -148119.260535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.654086 sec): 3 clusters Score: Raw -147370.684390 + Penalty 560.273386 = -146810.411003 nChanged 740 SP:Iteration 1F (24.657318 sec): 3 clusters Score: Raw -147889.243233 + Penalty 563.669185 = -147325.574048 nChanged 193 SP:Iteration 2F (24.660538 sec): 3 clusters Score: Raw -148033.518153 + Penalty 565.681818 = -147467.836335 nChanged 105 SP:Iteration 3F (24.663788 sec): 3 clusters Score: Raw -148097.810803 + Penalty 566.344931 = -147531.465872 nChanged 63 SP:Iteration 4Q (24.667039 sec): 3 clusters Score: Raw -148132.982876 + Penalty 567.074622 = -147565.908254 nChanged 52 SP:Iteration 5Q (24.670338 sec): 3 clusters Score: Raw -148153.000199 + Penalty 566.774201 = -147586.225997 nChanged 38 SP:Iteration 6Q (24.673659 sec): 3 clusters Score: Raw -148168.668162 + Penalty 566.952961 = -147601.715202 nChanged 27 SP:Iteration 7Q (24.676798 sec): 3 clusters Score: Raw -148177.057986 + Penalty 567.126117 = -147609.931869 nChanged 28 SP:Iteration 8Q (24.679788 sec): 3 clusters Score: Raw -148184.928148 + Penalty 567.435491 = -147617.492656 nChanged 24 SP:Iteration 9Q (24.682760 sec): 3 clusters Score: Raw -148190.896669 + Penalty 567.530125 = -147623.366544 nChanged 19 SP:Iteration 10F (24.685966 sec): 3 clusters Score: Raw -148197.002877 + Penalty 567.266061 = -147629.736816 nChanged 17 SP:Iteration 11Q (24.689225 sec): 3 clusters Score: Raw -148201.203664 + Penalty 567.376253 = -147633.827412 nChanged 17 SP:Iteration 12Q (24.692443 sec): 3 clusters Score: Raw -148204.706706 + Penalty 567.112810 = -147637.593896 nChanged 16 SP:Iteration 13Q (24.695534 sec): 3 clusters Score: Raw -148207.825819 + Penalty 567.213813 = -147640.612006 nChanged 17 SP:Iteration 14Q (24.698584 sec): 3 clusters Score: Raw -148210.996349 + Penalty 567.269297 = -147643.727052 nChanged 14 SP:Iteration 15Q (24.701533 sec): 3 clusters Score: Raw -148213.255379 + Penalty 567.672774 = -147645.582605 nChanged 13 SP:Iteration 16Q (24.704492 sec): 3 clusters Score: Raw -148214.978389 + Penalty 568.315883 = -147646.662506 nChanged 16 SP:Iteration 17Q (24.707431 sec): 3 clusters Score: Raw -148218.467197 + Penalty 568.166465 = -147650.300732 nChanged 19 SP:Iteration 18Q (24.710364 sec): 3 clusters Score: Raw -148224.213509 + Penalty 568.395780 = -147655.817729 nChanged 21 SP:Iteration 19Q (24.713284 sec): 3 clusters Score: Raw -148228.694024 + Penalty 568.600370 = -147660.093654 nChanged 20 SP:Iteration 20F (24.716377 sec): 3 clusters Score: Raw -148235.252403 + Penalty 569.509521 = -147665.742882 nChanged 23 SP:Iteration 21Q (24.719376 sec): 3 clusters Score: Raw -148242.327824 + Penalty 569.086291 = -147673.241533 nChanged 18 SP:Iteration 22Q (24.722544 sec): 3 clusters Score: Raw -148247.835953 + Penalty 567.737426 = -147680.098527 nChanged 21 SP:Iteration 23Q (24.725478 sec): 3 clusters Score: Raw -148256.413320 + Penalty 566.947683 = -147689.465637 nChanged 26 SP:Iteration 24Q (24.728367 sec): 3 clusters Score: Raw -148266.596146 + Penalty 566.583104 = -147700.013041 nChanged 27 SP:Iteration 25Q (24.731270 sec): 3 clusters Score: Raw -148278.058568 + Penalty 563.915943 = -147714.142625 nChanged 32 SP:Iteration 26Q (24.734204 sec): 3 clusters Score: Raw -148297.223696 + Penalty 562.626599 = -147734.597097 nChanged 31 SP:Iteration 27Q (24.737074 sec): 3 clusters Score: Raw -148318.201561 + Penalty 563.018501 = -147755.183060 nChanged 30 SP:Iteration 28Q (24.739943 sec): 3 clusters Score: Raw -148334.782332 + Penalty 563.364076 = -147771.418256 nChanged 20 SP:Iteration 29Q (24.742960 sec): 3 clusters Score: Raw -148342.117442 + Penalty 564.451788 = -147777.665654 nChanged 18 SP:Iteration 30F (24.746097 sec): 3 clusters Score: Raw -148349.216394 + Penalty 563.458614 = -147785.757780 nChanged 14 SP:Iteration 31Q (24.749291 sec): 3 clusters Score: Raw -148354.831478 + Penalty 563.176745 = -147791.654733 nChanged 12 SP:Iteration 32Q (24.752108 sec): 3 clusters Score: Raw -148359.344574 + Penalty 561.899952 = -147797.444622 nChanged 9 SP:Iteration 33Q (24.755128 sec): 3 clusters Score: Raw -148361.657664 + Penalty 560.019222 = -147801.638442 nChanged 4 SP:Iteration 34Q (24.758290 sec): 3 clusters Score: Raw -148364.047153 + Penalty 560.910498 = -147803.136654 nChanged 4 SP:Iteration 35Q (24.761021 sec): 3 clusters Score: Raw -148365.597531 + Penalty 560.950572 = -147804.646959 nChanged 6 SP:Iteration 36Q (24.763870 sec): 3 clusters Score: Raw -148367.777258 + Penalty 559.793157 = -147807.984101 nChanged 9 SP:Iteration 37Q (24.766588 sec): 3 clusters Score: Raw -148371.713893 + Penalty 559.978877 = -147811.735016 nChanged 8 SP:Iteration 38Q (24.769333 sec): 3 clusters Score: Raw -148376.839979 + Penalty 559.253833 = -147817.586145 nChanged 11 SP:Iteration 39Q (24.772115 sec): 3 clusters Score: Raw -148381.230553 + Penalty 559.034428 = -147822.196125 nChanged 11 SP:Iteration 40F (24.775225 sec): 3 clusters Score: Raw -148385.953269 + Penalty 557.567300 = -147828.385968 nChanged 8 SP:Iteration 41Q (24.778175 sec): 3 clusters Score: Raw -148391.261677 + Penalty 558.107755 = -147833.153923 nChanged 8 SP:Iteration 42Q (24.780967 sec): 3 clusters Score: Raw -148393.073815 + Penalty 557.707265 = -147835.366550 nChanged 3 SP:Iteration 43Q (24.783716 sec): 3 clusters Score: Raw -148393.365495 + Penalty 557.646333 = -147835.719162 nChanged 1 SP:Iteration 44Q (24.786527 sec): 3 clusters Score: Raw -148394.433414 + Penalty 557.955467 = -147836.477947 nChanged 3 SP:Iteration 45Q (24.789391 sec): 3 clusters Score: Raw -148394.898980 + Penalty 557.883360 = -147837.015620 nChanged 2 SP:Iteration 46Q (24.792476 sec): 3 clusters Score: Raw -148395.169532 + Penalty 557.883360 = -147837.286172 nChanged 0 SP:Iteration 47F (24.795800 sec): 3 clusters Score: Raw -148395.169532 + Penalty 557.883360 = -147837.286172 nChanged 0 Memory request: 0.05 GB would take us to total of 0.31 GB. Trying to split cluster 7 (9720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.839992 sec): 2 clusters Score: Raw -819336.511419 + Penalty 246.433637 = -819090.077782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.858808 sec): 3 clusters Score: Raw -812771.311282 + Penalty 520.432657 = -812250.878625 nChanged 4572 SP:Iteration 1F (24.877427 sec): 3 clusters Score: Raw -815398.795503 + Penalty 570.000130 = -814828.795373 nChanged 1637 SP:Iteration 2F (24.896287 sec): 3 clusters Score: Raw -817048.588182 + Penalty 621.210819 = -816427.377363 nChanged 1278 SP:Iteration 3F (24.914592 sec): 3 clusters Score: Raw -818563.523330 + Penalty 627.398087 = -817936.125243 nChanged 557 SP:Iteration 4F (24.932525 sec): 3 clusters Score: Raw -819180.356797 + Penalty 617.330427 = -818563.026370 nChanged 137 SP:Iteration 5Q (24.947798 sec): 3 clusters Score: Raw -819327.202677 + Penalty 668.847587 = -818658.355090 nChanged 40 SP:Iteration 6Q (24.962522 sec): 3 clusters Score: Raw -819379.914572 + Penalty 669.778304 = -818710.136268 nChanged 3 SP:Iteration 7Q (24.976337 sec): 3 clusters Score: Raw -819387.011373 + Penalty 625.546561 = -818761.464812 nChanged 2 SP:Iteration 8Q (24.990364 sec): 3 clusters Score: Raw -819396.668619 + Penalty 618.662978 = -818778.005641 nChanged 1 SP:Iteration 9Q (25.004482 sec): 3 clusters Score: Raw -819396.788789 + Penalty 609.429191 = -818787.359598 nChanged 1 SP:Iteration 10F (25.022080 sec): 3 clusters Score: Raw -819396.806237 + Penalty 608.085537 = -818788.720700 nChanged 1 SP:Iteration 11Q (25.035996 sec): 3 clusters Score: Raw -819396.962489 + Penalty 608.085537 = -818788.876952 nChanged 0 SP:Iteration 12F (25.053603 sec): 3 clusters Score: Raw -819396.962489 + Penalty 608.085537 = -818788.876952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.060407 sec): 2 clusters Score: Raw -7845.704892 + Penalty 542.586757 = -7303.118136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.060859 sec): 3 clusters Score: Raw -8007.550487 + Penalty 1084.085631 = -6923.464856 nChanged 19 SP:Iteration 1F (25.061305 sec): 3 clusters Score: Raw -8072.792652 + Penalty 1059.187054 = -7013.605598 nChanged 13 SP:Iteration 2F (25.061753 sec): 3 clusters Score: Raw -8150.885418 + Penalty 1052.216692 = -7098.668726 nChanged 5 SP:Iteration 3Q (25.062164 sec): 3 clusters Score: Raw -8191.353006 + Penalty 1048.493550 = -7142.859456 nChanged 2 SP:Iteration 4Q (25.062573 sec): 3 clusters Score: Raw -8198.891097 + Penalty 1054.334676 = -7144.556421 nChanged 3 SP:Iteration 5Q (25.062980 sec): 3 clusters Score: Raw -8249.301613 + Penalty 1059.317341 = -7189.984272 nChanged 2 SP:Iteration 6Q (25.063385 sec): 3 clusters Score: Raw -8254.550500 + Penalty 1059.317341 = -7195.233159 nChanged 0 SP:Iteration 7F (25.063830 sec): 3 clusters Score: Raw -8254.550500 + Penalty 1059.317341 = -7195.233159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.066487 sec): 2 clusters Score: Raw -58883.887144 + Penalty 58.345167 = -58825.541978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.067915 sec): 3 clusters Score: Raw -58450.620835 + Penalty 117.432861 = -58333.187973 nChanged 324 SP:Iteration 1F (25.069325 sec): 3 clusters Score: Raw -58644.443856 + Penalty 119.097361 = -58525.346495 nChanged 91 SP:Iteration 2F (25.070783 sec): 3 clusters Score: Raw -58732.424844 + Penalty 130.570492 = -58601.854352 nChanged 78 SP:Iteration 3F (25.072182 sec): 3 clusters Score: Raw -58839.114181 + Penalty 139.573806 = -58699.540375 nChanged 40 SP:Iteration 4F (25.073579 sec): 3 clusters Score: Raw -58888.100718 + Penalty 147.063415 = -58741.037303 nChanged 20 SP:Iteration 5Q (25.074855 sec): 3 clusters Score: Raw -58905.225205 + Penalty 154.793089 = -58750.432116 nChanged 7 SP:Iteration 6Q (25.076033 sec): 3 clusters Score: Raw -58910.701938 + Penalty 160.428365 = -58750.273573 nChanged 6 SP:Iteration 7F (25.077406 sec): 3 clusters Score: Raw -58914.355796 + Penalty 161.545073 = -58752.810723 nChanged 2 SP:Iteration 8Q (25.078590 sec): 3 clusters Score: Raw -58914.739999 + Penalty 163.740699 = -58750.999301 nChanged 1 SP:Iteration 9F (25.079985 sec): 3 clusters Score: Raw -58914.713913 + Penalty 163.740699 = -58750.973214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.084277 sec): 2 clusters Score: Raw -67042.514730 + Penalty 449.595753 = -66592.918977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.085835 sec): 3 clusters Score: Raw -66661.688972 + Penalty 906.781239 = -65754.907734 nChanged 275 SP:Iteration 1F (25.087470 sec): 3 clusters Score: Raw -66896.484500 + Penalty 913.116937 = -65983.367563 nChanged 65 SP:Iteration 2F (25.089127 sec): 3 clusters Score: Raw -66957.836960 + Penalty 915.630650 = -66042.206310 nChanged 42 SP:Iteration 3F (25.090767 sec): 3 clusters Score: Raw -67004.075634 + Penalty 916.183542 = -66087.892093 nChanged 30 SP:Iteration 4Q (25.092279 sec): 3 clusters Score: Raw -67051.383755 + Penalty 910.972003 = -66140.411752 nChanged 37 SP:Iteration 5Q (25.093769 sec): 3 clusters Score: Raw -67088.119524 + Penalty 907.807152 = -66180.312372 nChanged 29 SP:Iteration 6Q (25.095248 sec): 3 clusters Score: Raw -67108.514531 + Penalty 904.193892 = -66204.320639 nChanged 20 SP:Iteration 7Q (25.096720 sec): 3 clusters Score: Raw -67127.136687 + Penalty 902.221034 = -66224.915653 nChanged 17 SP:Iteration 8Q (25.098174 sec): 3 clusters Score: Raw -67141.954231 + Penalty 900.353470 = -66241.600761 nChanged 14 SP:Iteration 9Q (25.099638 sec): 3 clusters Score: Raw -67149.009041 + Penalty 899.366736 = -66249.642305 nChanged 14 SP:Iteration 10F (25.101183 sec): 3 clusters Score: Raw -67159.155080 + Penalty 897.358795 = -66261.796286 nChanged 15 SP:Iteration 11Q (25.102630 sec): 3 clusters Score: Raw -67169.377961 + Penalty 896.970532 = -66272.407429 nChanged 12 SP:Iteration 12Q (25.104071 sec): 3 clusters Score: Raw -67175.682957 + Penalty 896.777843 = -66278.905114 nChanged 9 SP:Iteration 13Q (25.105494 sec): 3 clusters Score: Raw -67183.165071 + Penalty 896.501624 = -66286.663448 nChanged 12 SP:Iteration 14Q (25.106944 sec): 3 clusters Score: Raw -67190.533618 + Penalty 896.944404 = -66293.589214 nChanged 12 SP:Iteration 15Q (25.108386 sec): 3 clusters Score: Raw -67203.670266 + Penalty 898.073578 = -66305.596689 nChanged 15 SP:Iteration 16Q (25.109820 sec): 3 clusters Score: Raw -67219.481970 + Penalty 899.191507 = -66320.290463 nChanged 13 SP:Iteration 17Q (25.111246 sec): 3 clusters Score: Raw -67232.230702 + Penalty 900.934945 = -66331.295757 nChanged 14 SP:Iteration 18Q (25.112701 sec): 3 clusters Score: Raw -67242.989056 + Penalty 902.261906 = -66340.727151 nChanged 9 SP:Iteration 19Q (25.114138 sec): 3 clusters Score: Raw -67250.145050 + Penalty 903.457891 = -66346.687159 nChanged 10 SP:Iteration 20F (25.115669 sec): 3 clusters Score: Raw -67255.697019 + Penalty 904.796034 = -66350.900985 nChanged 8 SP:Iteration 21Q (25.117095 sec): 3 clusters Score: Raw -67258.082829 + Penalty 905.010631 = -66353.072198 nChanged 2 SP:Iteration 22Q (25.118549 sec): 3 clusters Score: Raw -67259.903858 + Penalty 905.318188 = -66354.585670 nChanged 6 SP:Iteration 23Q (25.120100 sec): 3 clusters Score: Raw -67266.227088 + Penalty 905.929317 = -66360.297771 nChanged 5 SP:Iteration 24Q (25.121548 sec): 3 clusters Score: Raw -67269.857771 + Penalty 906.450037 = -66363.407735 nChanged 5 SP:Iteration 25Q (25.122980 sec): 3 clusters Score: Raw -67272.361557 + Penalty 907.264014 = -66365.097543 nChanged 5 SP:Iteration 26Q (25.124434 sec): 3 clusters Score: Raw -67274.369860 + Penalty 907.709416 = -66366.660444 nChanged 2 SP:Iteration 27Q (25.125868 sec): 3 clusters Score: Raw -67274.840054 + Penalty 908.284361 = -66366.555693 nChanged 3 SP:Iteration 28F (25.127399 sec): 3 clusters Score: Raw -67275.510590 + Penalty 908.347335 = -66367.163254 nChanged 3 SP:Iteration 29Q (25.128824 sec): 3 clusters Score: Raw -67276.434738 + Penalty 908.347335 = -66368.087403 nChanged 0 SP:Iteration 30F (25.130422 sec): 3 clusters Score: Raw -67276.434738 + Penalty 908.347335 = -66368.087403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.132319 sec): 2 clusters Score: Raw -37338.506868 + Penalty 660.698208 = -36677.808661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.133273 sec): 3 clusters Score: Raw -37221.154034 + Penalty 1320.334190 = -35900.819844 nChanged 125 SP:Iteration 1F (25.134195 sec): 3 clusters Score: Raw -37397.085636 + Penalty 1326.169065 = -36070.916571 nChanged 61 SP:Iteration 2F (25.135115 sec): 3 clusters Score: Raw -37473.610198 + Penalty 1330.787633 = -36142.822565 nChanged 17 SP:Iteration 3Q (25.136049 sec): 3 clusters Score: Raw -37493.820899 + Penalty 1336.447797 = -36157.373102 nChanged 11 SP:Iteration 4Q (25.136977 sec): 3 clusters Score: Raw -37501.362458 + Penalty 1338.902428 = -36162.460029 nChanged 3 SP:Iteration 5Q (25.137875 sec): 3 clusters Score: Raw -37504.189910 + Penalty 1340.961423 = -36163.228487 nChanged 3 SP:Iteration 6Q (25.138775 sec): 3 clusters Score: Raw -37507.766849 + Penalty 1342.109621 = -36165.657228 nChanged 3 SP:Iteration 7Q (25.139669 sec): 3 clusters Score: Raw -37508.601276 + Penalty 1342.740279 = -36165.860997 nChanged 1 SP:Iteration 8Q (25.140585 sec): 3 clusters Score: Raw -37508.821833 + Penalty 1343.127128 = -36165.694705 nChanged 1 SP:Iteration 9F (25.141510 sec): 3 clusters Score: Raw -37509.209387 + Penalty 1343.127128 = -36166.082259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.142005 sec): 2 clusters Score: Raw -279.465748 + Penalty 101.973438 = -177.492310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.142224 sec): 3 clusters Score: Raw -270.748979 + Penalty 200.778675 = -69.970304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.143861 sec): 2 clusters Score: Raw -40011.959345 + Penalty 344.835304 = -39667.124040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.144846 sec): 3 clusters Score: Raw -39811.754278 + Penalty 692.248293 = -39119.505984 nChanged 141 SP:Iteration 1F (25.145812 sec): 3 clusters Score: Raw -39954.100642 + Penalty 701.218027 = -39252.882614 nChanged 44 SP:Iteration 2F (25.146775 sec): 3 clusters Score: Raw -40009.559441 + Penalty 721.474858 = -39288.084583 nChanged 40 SP:Iteration 3F (25.147745 sec): 3 clusters Score: Raw -40055.141734 + Penalty 737.678433 = -39317.463302 nChanged 28 SP:Iteration 4F (25.148713 sec): 3 clusters Score: Raw -40086.017366 + Penalty 752.360620 = -39333.656746 nChanged 22 SP:Iteration 5Q (25.149671 sec): 3 clusters Score: Raw -40115.102383 + Penalty 762.961007 = -39352.141376 nChanged 18 SP:Iteration 6Q (25.150622 sec): 3 clusters Score: Raw -40146.295234 + Penalty 767.278262 = -39379.016973 nChanged 13 SP:Iteration 7Q (25.151564 sec): 3 clusters Score: Raw -40158.093083 + Penalty 767.584872 = -39390.508211 nChanged 4 SP:Iteration 8Q (25.152556 sec): 3 clusters Score: Raw -40160.635670 + Penalty 762.692995 = -39397.942675 nChanged 3 SP:Iteration 9Q (25.153523 sec): 3 clusters Score: Raw -40163.590410 + Penalty 764.425887 = -39399.164523 nChanged 1 SP:Iteration 10F (25.154545 sec): 3 clusters Score: Raw -40163.993866 + Penalty 764.425887 = -39399.567978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.156095 sec): 2 clusters Score: Raw -20421.409655 + Penalty 780.061213 = -19641.348442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.156722 sec): 3 clusters Score: Raw -20433.727867 + Penalty 1560.432918 = -18873.294949 nChanged 33 SP:Iteration 1F (25.157336 sec): 3 clusters Score: Raw -20496.453197 + Penalty 1561.766922 = -18934.686275 nChanged 10 SP:Iteration 2Q (25.157914 sec): 3 clusters Score: Raw -20517.245005 + Penalty 1561.721961 = -18955.523044 nChanged 3 SP:Iteration 3Q (25.158486 sec): 3 clusters Score: Raw -20524.965458 + Penalty 1561.323500 = -18963.641958 nChanged 3 SP:Iteration 4Q (25.159061 sec): 3 clusters Score: Raw -20530.324543 + Penalty 1561.570771 = -18968.753771 nChanged 3 SP:Iteration 5Q (25.159651 sec): 3 clusters Score: Raw -20538.014481 + Penalty 1561.266151 = -18976.748330 nChanged 4 SP:Iteration 6Q (25.160235 sec): 3 clusters Score: Raw -20550.594967 + Penalty 1561.090655 = -18989.504313 nChanged 1 SP:Iteration 7Q (25.160802 sec): 3 clusters Score: Raw -20551.355470 + Penalty 1561.090655 = -18990.264815 nChanged 0 SP:Iteration 8F (25.161398 sec): 3 clusters Score: Raw -20551.355470 + Penalty 1561.090655 = -18990.264815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.162490 sec): 2 clusters Score: Raw -14072.433184 + Penalty 581.369335 = -13491.063848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.162988 sec): 3 clusters Score: Raw -14081.949861 + Penalty 1170.817660 = -12911.132201 nChanged 27 SP:Iteration 1F (25.163477 sec): 3 clusters Score: Raw -14144.564152 + Penalty 1178.116827 = -12966.447326 nChanged 10 SP:Iteration 2F (25.163965 sec): 3 clusters Score: Raw -14181.611509 + Penalty 1183.643717 = -12997.967792 nChanged 7 SP:Iteration 3Q (25.164425 sec): 3 clusters Score: Raw -14197.919533 + Penalty 1185.474464 = -13012.445068 nChanged 1 SP:Iteration 4Q (25.164879 sec): 3 clusters Score: Raw -14200.715953 + Penalty 1187.511093 = -13013.204860 nChanged 1 SP:Iteration 5Q (25.165330 sec): 3 clusters Score: Raw -14205.729364 + Penalty 1187.929533 = -13017.799831 nChanged 1 SP:Iteration 6Q (25.165772 sec): 3 clusters Score: Raw -14207.384311 + Penalty 1187.929533 = -13019.454777 nChanged 0 SP:Iteration 7F (25.166265 sec): 3 clusters Score: Raw -14207.384311 + Penalty 1187.929533 = -13019.454777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.167522 sec): 2 clusters Score: Raw -26019.877489 + Penalty 175.690046 = -25844.187443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.168276 sec): 3 clusters Score: Raw -25857.100689 + Penalty 352.466271 = -25504.634418 nChanged 109 SP:Iteration 1F (25.169022 sec): 3 clusters Score: Raw -25904.210274 + Penalty 357.792555 = -25546.417719 nChanged 33 SP:Iteration 2F (25.169754 sec): 3 clusters Score: Raw -25933.782900 + Penalty 368.322161 = -25565.460739 nChanged 36 SP:Iteration 3F (25.170470 sec): 3 clusters Score: Raw -25969.566781 + Penalty 397.404036 = -25572.162744 nChanged 27 SP:Iteration 4F (25.171185 sec): 3 clusters Score: Raw -26002.008192 + Penalty 444.742415 = -25557.265777 nChanged 15 SP:Iteration 5F (25.171900 sec): 3 clusters Score: Raw -26022.152204 + Penalty 452.943189 = -25569.209015 nChanged 6 SP:Iteration 6Q (25.172602 sec): 3 clusters Score: Raw -26036.749667 + Penalty 439.532758 = -25597.216909 nChanged 2 SP:Iteration 7Q (25.173227 sec): 3 clusters Score: Raw -26039.856278 + Penalty 439.532758 = -25600.323521 nChanged 0 SP:Iteration 8F (25.173941 sec): 3 clusters Score: Raw -26039.856278 + Penalty 439.532758 = -25600.323521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 17 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.174643 sec): 2 clusters Score: Raw -5415.686282 + Penalty 432.515118 = -4983.171164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.174980 sec): 3 clusters Score: Raw -5448.420582 + Penalty 867.697109 = -4580.723473 nChanged 6 SP:Iteration 1F (25.175309 sec): 3 clusters Score: Raw -5467.931601 + Penalty 867.697109 = -4600.234492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.175991 sec): 2 clusters Score: Raw -7288.329883 + Penalty 649.174059 = -6639.155824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.176350 sec): 3 clusters Score: Raw -7352.078673 + Penalty 1298.348119 = -6053.730554 nChanged 7 SP:Iteration 1F (25.176703 sec): 3 clusters Score: Raw -7380.948914 + Penalty 1298.210823 = -6082.738091 nChanged 1 SP:Iteration 2Q (25.177038 sec): 3 clusters Score: Raw -7388.289075 + Penalty 1298.210823 = -6090.078252 nChanged 0 SP:Iteration 3F (25.177388 sec): 3 clusters Score: Raw -7388.289075 + Penalty 1298.210823 = -6090.078252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 19 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.178021 sec): 2 clusters Score: Raw -5470.490018 + Penalty 574.710970 = -4895.779048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.178348 sec): 3 clusters Score: Raw -5574.966891 + Penalty 1149.253565 = -4425.713326 nChanged 2 SP:Iteration 1Q (25.178655 sec): 3 clusters Score: Raw -5587.429722 + Penalty 1149.253565 = -4438.176157 nChanged 0 SP:Iteration 2F (25.178976 sec): 3 clusters Score: Raw -5587.429722 + Penalty 1149.253565 = -4438.176157 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.190631 sec): 2 clusters Score: Raw -230742.885347 + Penalty 506.071087 = -230236.814261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.195371 sec): 3 clusters Score: Raw -229256.406393 + Penalty 1011.313026 = -228245.093367 nChanged 1050 SP:Iteration 1F (25.200014 sec): 3 clusters Score: Raw -229845.926596 + Penalty 1010.130981 = -228835.795615 nChanged 275 SP:Iteration 2F (25.204662 sec): 3 clusters Score: Raw -230008.343549 + Penalty 1008.612279 = -228999.731271 nChanged 199 SP:Iteration 3F (25.209252 sec): 3 clusters Score: Raw -230119.081239 + Penalty 1007.947694 = -229111.133544 nChanged 133 SP:Iteration 4F (25.213805 sec): 3 clusters Score: Raw -230185.798639 + Penalty 1007.289610 = -229178.509029 nChanged 100 SP:Iteration 5Q (25.218301 sec): 3 clusters Score: Raw -230241.753748 + Penalty 1007.078939 = -229234.674809 nChanged 107 SP:Iteration 6Q (25.223049 sec): 3 clusters Score: Raw -230303.315877 + Penalty 1006.833135 = -229296.482742 nChanged 90 SP:Iteration 7Q (25.227698 sec): 3 clusters Score: Raw -230347.211151 + Penalty 1006.168195 = -229341.042956 nChanged 86 SP:Iteration 8Q (25.232172 sec): 3 clusters Score: Raw -230386.125654 + Penalty 1006.291044 = -229379.834610 nChanged 82 SP:Iteration 9Q (25.236990 sec): 3 clusters Score: Raw -230422.299090 + Penalty 1005.439886 = -229416.859203 nChanged 70 SP:Iteration 10F (25.241977 sec): 3 clusters Score: Raw -230457.982999 + Penalty 1006.900918 = -229451.082081 nChanged 73 SP:Iteration 11Q (25.246453 sec): 3 clusters Score: Raw -230495.121597 + Penalty 1012.948205 = -229482.173391 nChanged 66 SP:Iteration 12Q (25.250810 sec): 3 clusters Score: Raw -230528.614732 + Penalty 1017.847371 = -229510.767362 nChanged 62 SP:Iteration 13Q (25.255433 sec): 3 clusters Score: Raw -230562.479235 + Penalty 1023.512061 = -229538.967175 nChanged 56 SP:Iteration 14Q (25.259837 sec): 3 clusters Score: Raw -230589.791671 + Penalty 1029.448399 = -229560.343272 nChanged 38 SP:Iteration 15Q (25.264099 sec): 3 clusters Score: Raw -230608.039081 + Penalty 1035.724911 = -229572.314170 nChanged 41 SP:Iteration 16Q (25.268398 sec): 3 clusters Score: Raw -230628.639437 + Penalty 1045.126546 = -229583.512891 nChanged 34 SP:Iteration 17Q (25.272579 sec): 3 clusters Score: Raw -230645.915032 + Penalty 1055.412653 = -229590.502379 nChanged 32 SP:Iteration 18Q (25.276699 sec): 3 clusters Score: Raw -230665.290048 + Penalty 1065.856045 = -229599.434002 nChanged 25 SP:Iteration 19Q (25.280768 sec): 3 clusters Score: Raw -230681.027506 + Penalty 1077.941562 = -229603.085944 nChanged 26 SP:Iteration 20F (25.285325 sec): 3 clusters Score: Raw -230703.075673 + Penalty 1087.904871 = -229615.170802 nChanged 23 SP:Iteration 21Q (25.289650 sec): 3 clusters Score: Raw -230724.408806 + Penalty 1096.953941 = -229627.454865 nChanged 16 SP:Iteration 22Q (25.293710 sec): 3 clusters Score: Raw -230738.083610 + Penalty 1100.836601 = -229637.247009 nChanged 14 SP:Iteration 23Q (25.297658 sec): 3 clusters Score: Raw -230744.843515 + Penalty 1104.086130 = -229640.757385 nChanged 7 SP:Iteration 24Q (25.301548 sec): 3 clusters Score: Raw -230747.650621 + Penalty 1106.568786 = -229641.081834 nChanged 7 SP:Iteration 25Q (25.305453 sec): 3 clusters Score: Raw -230751.034563 + Penalty 1107.512554 = -229643.522009 nChanged 7 SP:Iteration 26Q (25.309651 sec): 3 clusters Score: Raw -230756.357033 + Penalty 1107.521806 = -229648.835226 nChanged 7 SP:Iteration 27Q (25.313471 sec): 3 clusters Score: Raw -230758.984238 + Penalty 1106.629731 = -229652.354506 nChanged 2 SP:Iteration 28Q (25.317272 sec): 3 clusters Score: Raw -230759.537417 + Penalty 1108.582696 = -229650.954721 nChanged 1 SP:Iteration 29F (25.322041 sec): 3 clusters Score: Raw -230760.244990 + Penalty 1108.582696 = -229651.662294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.327526 sec): 2 clusters Score: Raw -6205.646275 + Penalty 250.705853 = -5954.940422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.327883 sec): 3 clusters Score: Raw -6187.305311 + Penalty 504.803362 = -5682.501949 nChanged 15 SP:Iteration 1F (25.328224 sec): 3 clusters Score: Raw -6209.339697 + Penalty 501.411706 = -5707.927990 nChanged 7 SP:Iteration 2F (25.328564 sec): 3 clusters Score: Raw -6224.391315 + Penalty 502.050425 = -5722.340890 nChanged 3 SP:Iteration 3Q (25.328898 sec): 3 clusters Score: Raw -6231.978221 + Penalty 502.082091 = -5729.896130 nChanged 2 SP:Iteration 4Q (25.329230 sec): 3 clusters Score: Raw -6236.099775 + Penalty 502.085341 = -5734.014434 nChanged 2 SP:Iteration 5Q (25.329568 sec): 3 clusters Score: Raw -6239.543055 + Penalty 502.085341 = -5737.457714 nChanged 0 SP:Iteration 6F (25.329918 sec): 3 clusters Score: Raw -6239.543055 + Penalty 502.085341 = -5737.457714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.331124 sec): 2 clusters Score: Raw -19110.963641 + Penalty 826.126328 = -18284.837313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.331766 sec): 3 clusters Score: Raw -19181.979811 + Penalty 1651.817483 = -17530.162328 nChanged 25 SP:Iteration 1F (25.332390 sec): 3 clusters Score: Raw -19268.107341 + Penalty 1650.658066 = -17617.449275 nChanged 8 SP:Iteration 2Q (25.332980 sec): 3 clusters Score: Raw -19286.101274 + Penalty 1650.296841 = -17635.804433 nChanged 3 SP:Iteration 3Q (25.333566 sec): 3 clusters Score: Raw -19295.233343 + Penalty 1650.621854 = -17644.611490 nChanged 1 SP:Iteration 4Q (25.334155 sec): 3 clusters Score: Raw -19299.426681 + Penalty 1650.621854 = -17648.804827 nChanged 0 SP:Iteration 5F (25.334776 sec): 3 clusters Score: Raw -19299.426681 + Penalty 1650.621854 = -17648.804827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.337735 sec): 2 clusters Score: Raw -44000.900532 + Penalty 573.222044 = -43427.678488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.338869 sec): 3 clusters Score: Raw -43802.486488 + Penalty 1150.376680 = -42652.109808 nChanged 161 SP:Iteration 1F (25.339999 sec): 3 clusters Score: Raw -43938.463960 + Penalty 1156.496115 = -42781.967845 nChanged 53 SP:Iteration 2F (25.341124 sec): 3 clusters Score: Raw -43985.075069 + Penalty 1164.729951 = -42820.345118 nChanged 29 SP:Iteration 3F (25.342251 sec): 3 clusters Score: Raw -44009.698470 + Penalty 1172.990449 = -42836.708021 nChanged 26 SP:Iteration 4F (25.343384 sec): 3 clusters Score: Raw -44037.528293 + Penalty 1177.332751 = -42860.195541 nChanged 25 SP:Iteration 5F (25.344526 sec): 3 clusters Score: Raw -44071.859632 + Penalty 1178.050386 = -42893.809246 nChanged 29 SP:Iteration 6F (25.345669 sec): 3 clusters Score: Raw -44115.393722 + Penalty 1175.324761 = -42940.068961 nChanged 17 SP:Iteration 7Q (25.346762 sec): 3 clusters Score: Raw -44141.239506 + Penalty 1175.465113 = -42965.774393 nChanged 14 SP:Iteration 8Q (25.347833 sec): 3 clusters Score: Raw -44171.255518 + Penalty 1170.010198 = -43001.245320 nChanged 10 SP:Iteration 9Q (25.348880 sec): 3 clusters Score: Raw -44191.286892 + Penalty 1161.208077 = -43030.078815 nChanged 13 SP:Iteration 10F (25.350047 sec): 3 clusters Score: Raw -44226.662718 + Penalty 1156.568246 = -43070.094472 nChanged 15 SP:Iteration 11Q (25.351066 sec): 3 clusters Score: Raw -44298.477515 + Penalty 1146.652842 = -43151.824674 nChanged 15 SP:Iteration 12Q (25.352049 sec): 3 clusters Score: Raw -44363.026059 + Penalty 1144.427986 = -43218.598073 nChanged 4 SP:Iteration 13Q (25.353004 sec): 3 clusters Score: Raw -44373.135420 + Penalty 1144.427986 = -43228.707434 nChanged 0 SP:Iteration 14F (25.354254 sec): 3 clusters Score: Raw -44373.135420 + Penalty 1144.427986 = -43228.707434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.354884 sec): 2 clusters Score: Raw -4071.858224 + Penalty 363.819458 = -3708.038766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.355177 sec): 3 clusters Score: Raw -4070.746954 + Penalty 730.292347 = -3340.454607 nChanged 4 SP:Iteration 1F (25.355464 sec): 3 clusters Score: Raw -4076.374299 + Penalty 730.292347 = -3346.081952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.357002 sec): 2 clusters Score: Raw -31991.663577 + Penalty 230.132269 = -31761.531308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.357884 sec): 3 clusters Score: Raw -31809.023440 + Penalty 432.134067 = -31376.889373 nChanged 129 SP:Iteration 1F (25.358778 sec): 3 clusters Score: Raw -31934.817574 + Penalty 420.922937 = -31513.894637 nChanged 30 SP:Iteration 2F (25.359689 sec): 3 clusters Score: Raw -31965.479155 + Penalty 428.958025 = -31536.521130 nChanged 17 SP:Iteration 3Q (25.360577 sec): 3 clusters Score: Raw -31978.799833 + Penalty 453.811722 = -31524.988110 nChanged 10 SP:Iteration 4F (25.361478 sec): 3 clusters Score: Raw -31988.833996 + Penalty 230.132269 = -31758.701727 nChanged 2 SP:Iteration 5Q (25.362123 sec): 2 clusters Score: Raw -31991.663577 + Penalty 230.132269 = -31761.531308 nChanged 0 SP:Iteration 6F (25.362767 sec): 2 clusters Score: Raw -31991.663577 + Penalty 230.132269 = -31761.531308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.363982 sec): 2 clusters Score: Raw -23857.233231 + Penalty 277.218086 = -23580.015145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.364754 sec): 3 clusters Score: Raw -23748.986769 + Penalty 553.549367 = -23195.437402 nChanged 92 SP:Iteration 1F (25.365541 sec): 3 clusters Score: Raw -23852.878069 + Penalty 554.947060 = -23297.931009 nChanged 28 SP:Iteration 2F (25.366294 sec): 3 clusters Score: Raw -23876.573614 + Penalty 557.263779 = -23319.309835 nChanged 11 SP:Iteration 3Q (25.367025 sec): 3 clusters Score: Raw -23890.954388 + Penalty 561.902409 = -23329.051980 nChanged 16 SP:Iteration 4F (25.367773 sec): 3 clusters Score: Raw -23922.670301 + Penalty 570.238512 = -23352.431790 nChanged 18 SP:Iteration 5F (25.368523 sec): 3 clusters Score: Raw -23954.099391 + Penalty 576.342976 = -23377.756415 nChanged 13 SP:Iteration 6Q (25.369239 sec): 3 clusters Score: Raw -23966.154948 + Penalty 584.024947 = -23382.130001 nChanged 10 SP:Iteration 7Q (25.369967 sec): 3 clusters Score: Raw -23975.780032 + Penalty 588.858456 = -23386.921576 nChanged 4 SP:Iteration 8Q (25.370689 sec): 3 clusters Score: Raw -23981.293460 + Penalty 591.979926 = -23389.313534 nChanged 3 SP:Iteration 9Q (25.371399 sec): 3 clusters Score: Raw -23984.821386 + Penalty 592.283706 = -23392.537679 nChanged 3 SP:Iteration 10F (25.372138 sec): 3 clusters Score: Raw -23986.078221 + Penalty 590.861143 = -23395.217077 nChanged 1 SP:Iteration 11Q (25.372841 sec): 3 clusters Score: Raw -23986.699749 + Penalty 589.936725 = -23396.763023 nChanged 1 SP:Iteration 12Q (25.373545 sec): 3 clusters Score: Raw -23988.105675 + Penalty 589.821302 = -23398.284373 nChanged 2 SP:Iteration 13Q (25.374246 sec): 3 clusters Score: Raw -23988.843755 + Penalty 588.178923 = -23400.664831 nChanged 1 SP:Iteration 14Q (25.374947 sec): 3 clusters Score: Raw -23989.778989 + Penalty 587.974661 = -23401.804328 nChanged 1 SP:Iteration 15Q (25.375648 sec): 3 clusters Score: Raw -23990.016340 + Penalty 587.974661 = -23402.041679 nChanged 0 SP:Iteration 16F (25.376392 sec): 3 clusters Score: Raw -23990.016340 + Penalty 587.974661 = -23402.041679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 27 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.376905 sec): 2 clusters Score: Raw -973.510762 + Penalty 150.299898 = -823.210864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.377144 sec): 3 clusters Score: Raw -976.253071 + Penalty 304.900060 = -671.353011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.377846 sec): 2 clusters Score: Raw -7524.864566 + Penalty 394.829329 = -7130.035237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.378208 sec): 3 clusters Score: Raw -7502.834603 + Penalty 792.763278 = -6710.071325 nChanged 10 SP:Iteration 1F (25.378562 sec): 3 clusters Score: Raw -7515.206816 + Penalty 795.428617 = -6719.778199 nChanged 2 SP:Iteration 2Q (25.378915 sec): 3 clusters Score: Raw -7517.411904 + Penalty 797.250708 = -6720.161196 nChanged 1 SP:Iteration 3Q (25.379268 sec): 3 clusters Score: Raw -7517.878269 + Penalty 799.337597 = -6718.540672 nChanged 3 SP:Iteration 4F (25.379625 sec): 3 clusters Score: Raw -7522.922000 + Penalty 799.659407 = -6723.262593 nChanged 2 SP:Iteration 5Q (25.379976 sec): 3 clusters Score: Raw -7524.739941 + Penalty 799.659407 = -6725.080534 nChanged 0 SP:Iteration 6F (25.380329 sec): 3 clusters Score: Raw -7524.739941 + Penalty 799.659407 = -6725.080534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.380801 sec): 2 clusters Score: Raw -180.061049 + Penalty 63.283684 = -116.777365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.381004 sec): 3 clusters Score: Raw -176.662722 + Penalty 126.567368 = -50.095354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.384274 sec): 2 clusters Score: Raw -91978.998152 + Penalty 824.030439 = -91154.967713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.386296 sec): 3 clusters Score: Raw -91548.685669 + Penalty 1648.060878 = -89900.624792 nChanged 303 SP:Iteration 1F (25.388477 sec): 3 clusters Score: Raw -91760.703769 + Penalty 1648.060878 = -90112.642891 nChanged 74 SP:Iteration 2F (25.390593 sec): 3 clusters Score: Raw -91818.204617 + Penalty 1647.934117 = -90170.270500 nChanged 39 SP:Iteration 3Q (25.392588 sec): 3 clusters Score: Raw -91853.407617 + Penalty 1647.918691 = -90205.488926 nChanged 30 SP:Iteration 4Q (25.394537 sec): 3 clusters Score: Raw -91869.457029 + Penalty 1647.627659 = -90221.829370 nChanged 14 SP:Iteration 5Q (25.396481 sec): 3 clusters Score: Raw -91876.851191 + Penalty 1647.174583 = -90229.676608 nChanged 9 SP:Iteration 6Q (25.398471 sec): 3 clusters Score: Raw -91880.818487 + Penalty 1646.698077 = -90234.120410 nChanged 9 SP:Iteration 7Q (25.400453 sec): 3 clusters Score: Raw -91883.566379 + Penalty 1646.379588 = -90237.186791 nChanged 6 SP:Iteration 8Q (25.402432 sec): 3 clusters Score: Raw -91885.968187 + Penalty 1646.349136 = -90239.619051 nChanged 6 SP:Iteration 9Q (25.404414 sec): 3 clusters Score: Raw -91887.405606 + Penalty 1646.650136 = -90240.755470 nChanged 2 SP:Iteration 10F (25.406360 sec): 3 clusters Score: Raw -91888.235019 + Penalty 1646.781947 = -90241.453073 nChanged 1 SP:Iteration 11Q (25.408367 sec): 3 clusters Score: Raw -91888.522892 + Penalty 1646.781947 = -90241.740945 nChanged 0 SP:Iteration 12F (25.410408 sec): 3 clusters Score: Raw -91888.522892 + Penalty 1646.781947 = -90241.740945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.411787 sec): 2 clusters Score: Raw -26700.294901 + Penalty 836.209021 = -25864.085881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.412556 sec): 3 clusters Score: Raw -26678.187346 + Penalty 1672.753765 = -25005.433581 nChanged 45 SP:Iteration 1F (25.413313 sec): 3 clusters Score: Raw -26743.998616 + Penalty 1673.227878 = -25070.770738 nChanged 5 SP:Iteration 2Q (25.414051 sec): 3 clusters Score: Raw -26749.968481 + Penalty 1673.344156 = -25076.624325 nChanged 1 SP:Iteration 3Q (25.414788 sec): 3 clusters Score: Raw -26750.266538 + Penalty 1673.344156 = -25076.922382 nChanged 0 SP:Iteration 4F (25.415530 sec): 3 clusters Score: Raw -26750.266538 + Penalty 1673.344156 = -25076.922382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.416030 sec): 2 clusters Score: Raw -559.722639 + Penalty 180.590051 = -379.132588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.416259 sec): 3 clusters Score: Raw -556.652585 + Penalty 346.463300 = -210.189285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 33 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.417150 sec): 2 clusters Score: Raw -14575.698616 + Penalty 429.318320 = -14146.380296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.417677 sec): 3 clusters Score: Raw -14505.795007 + Penalty 874.582877 = -13631.212131 nChanged 37 SP:Iteration 1F (25.418199 sec): 3 clusters Score: Raw -14535.667532 + Penalty 891.311861 = -13644.355671 nChanged 14 SP:Iteration 2F (25.418723 sec): 3 clusters Score: Raw -14551.042254 + Penalty 911.520277 = -13639.521976 nChanged 11 SP:Iteration 3F (25.419250 sec): 3 clusters Score: Raw -14568.058522 + Penalty 951.664214 = -13616.394308 nChanged 8 SP:Iteration 4F (25.419820 sec): 3 clusters Score: Raw -14583.889890 + Penalty 961.041521 = -13622.848369 nChanged 2 SP:Iteration 5Q (25.420355 sec): 3 clusters Score: Raw -14586.807121 + Penalty 964.245430 = -13622.561692 nChanged 1 SP:Iteration 6F (25.420887 sec): 3 clusters Score: Raw -14587.552313 + Penalty 967.859985 = -13619.692328 nChanged 1 SP:Iteration 7F (25.421426 sec): 3 clusters Score: Raw -14588.115831 + Penalty 979.692986 = -13608.422845 nChanged 1 SP:Iteration 8F (25.421972 sec): 3 clusters Score: Raw -14591.683095 + Penalty 981.606254 = -13610.076841 nChanged 2 SP:Iteration 9Q (25.422479 sec): 3 clusters Score: Raw -14593.054434 + Penalty 981.606254 = -13611.448181 nChanged 0 SP:Iteration 10F (25.423010 sec): 3 clusters Score: Raw -14593.054434 + Penalty 981.606254 = -13611.448181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 34 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.423519 sec): 2 clusters Score: Raw -1265.354526 + Penalty 301.762958 = -963.591568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.423757 sec): 3 clusters Score: Raw -1295.909640 + Penalty 616.094191 = -679.815449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 35 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.424574 sec): 2 clusters Score: Raw -11308.541631 + Penalty 455.801515 = -10852.740116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.425006 sec): 3 clusters Score: Raw -11268.784664 + Penalty 924.827331 = -10343.957333 nChanged 15 SP:Iteration 1F (25.425431 sec): 3 clusters Score: Raw -11295.641966 + Penalty 929.056748 = -10366.585218 nChanged 4 SP:Iteration 2Q (25.425853 sec): 3 clusters Score: Raw -11307.457137 + Penalty 931.990191 = -10375.466946 nChanged 3 SP:Iteration 3Q (25.426272 sec): 3 clusters Score: Raw -11316.227001 + Penalty 935.704853 = -10380.522148 nChanged 2 SP:Iteration 4Q (25.426689 sec): 3 clusters Score: Raw -11319.863241 + Penalty 936.632359 = -10383.230881 nChanged 2 SP:Iteration 5Q (25.427104 sec): 3 clusters Score: Raw -11324.206101 + Penalty 935.462906 = -10388.743195 nChanged 1 SP:Iteration 6Q (25.427524 sec): 3 clusters Score: Raw -11324.943895 + Penalty 935.462906 = -10389.480989 nChanged 0 SP:Iteration 7F (25.427947 sec): 3 clusters Score: Raw -11324.943895 + Penalty 935.462906 = -10389.480989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 36 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.428470 sec): 2 clusters Score: Raw -1942.943507 + Penalty 383.962494 = -1558.981013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.428718 sec): 3 clusters Score: Raw -1965.986423 + Penalty 767.924988 = -1198.061434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.429185 sec): 2 clusters Score: Raw -170.014990 + Penalty 34.506092 = -135.508898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.429382 sec): 2 clusters Score: Raw -170.014990 + Penalty 34.506092 = -135.508898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 38 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.429904 sec): 2 clusters Score: Raw -1844.188695 + Penalty 297.522157 = -1546.666538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.430151 sec): 3 clusters Score: Raw -1855.588112 + Penalty 610.092578 = -1245.495535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.431944 sec): 2 clusters Score: Raw -42620.745845 + Penalty 643.148943 = -41977.596902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.433032 sec): 3 clusters Score: Raw -42451.952858 + Penalty 1286.311469 = -41165.641388 nChanged 125 SP:Iteration 1F (25.434102 sec): 3 clusters Score: Raw -42563.622810 + Penalty 1286.332200 = -41277.290610 nChanged 36 SP:Iteration 2F (25.435168 sec): 3 clusters Score: Raw -42601.202528 + Penalty 1286.295953 = -41314.906575 nChanged 19 SP:Iteration 3Q (25.436256 sec): 3 clusters Score: Raw -42623.891645 + Penalty 1286.290403 = -41337.601242 nChanged 12 SP:Iteration 4Q (25.437327 sec): 3 clusters Score: Raw -42636.209658 + Penalty 1286.389778 = -41349.819880 nChanged 9 SP:Iteration 5Q (25.438379 sec): 3 clusters Score: Raw -42644.232858 + Penalty 1286.475603 = -41357.757255 nChanged 2 SP:Iteration 6Q (25.439426 sec): 3 clusters Score: Raw -42646.291816 + Penalty 1286.430851 = -41359.860965 nChanged 2 SP:Iteration 7Q (25.440481 sec): 3 clusters Score: Raw -42647.864557 + Penalty 1286.430851 = -41361.433706 nChanged 0 SP:Iteration 8F (25.441543 sec): 3 clusters Score: Raw -42647.864557 + Penalty 1286.430851 = -41361.433706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.442031 sec): 2 clusters Score: Raw -87.388152 + Penalty 0.000000 = -87.388152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.442233 sec): 2 clusters Score: Raw -87.388152 + Penalty 0.000000 = -87.388152 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.445217 sec): 2 clusters Score: Raw -86549.500485 + Penalty 665.016270 = -85884.484215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.447214 sec): 3 clusters Score: Raw -86123.112920 + Penalty 1341.762925 = -84781.349996 nChanged 337 SP:Iteration 1F (25.449176 sec): 3 clusters Score: Raw -86441.053397 + Penalty 1364.999440 = -85076.053957 nChanged 94 SP:Iteration 2F (25.451143 sec): 3 clusters Score: Raw -86532.023105 + Penalty 1387.882980 = -85144.140125 nChanged 57 SP:Iteration 3F (25.453061 sec): 3 clusters Score: Raw -86606.452685 + Penalty 1411.159876 = -85195.292809 nChanged 46 SP:Iteration 4Q (25.455155 sec): 3 clusters Score: Raw -86678.330175 + Penalty 1427.299206 = -85251.030969 nChanged 42 SP:Iteration 5Q (25.457181 sec): 3 clusters Score: Raw -86731.215015 + Penalty 1439.495321 = -85291.719694 nChanged 20 SP:Iteration 6Q (25.459172 sec): 3 clusters Score: Raw -86754.081600 + Penalty 1448.993026 = -85305.088574 nChanged 18 SP:Iteration 7Q (25.461081 sec): 3 clusters Score: Raw -86771.610686 + Penalty 1454.896915 = -85316.713771 nChanged 8 SP:Iteration 8Q (25.462937 sec): 3 clusters Score: Raw -86775.122074 + Penalty 1457.681353 = -85317.440721 nChanged 4 SP:Iteration 9Q (25.464738 sec): 3 clusters Score: Raw -86777.791656 + Penalty 1459.031145 = -85318.760511 nChanged 5 SP:Iteration 10F (25.466680 sec): 3 clusters Score: Raw -86781.411711 + Penalty 1462.605898 = -85318.805812 nChanged 4 SP:Iteration 11Q (25.468479 sec): 3 clusters Score: Raw -86784.552416 + Penalty 1465.515629 = -85319.036787 nChanged 3 SP:Iteration 12Q (25.470287 sec): 3 clusters Score: Raw -86786.882829 + Penalty 1467.390142 = -85319.492687 nChanged 5 SP:Iteration 13Q (25.472083 sec): 3 clusters Score: Raw -86791.626590 + Penalty 1468.417655 = -85323.208935 nChanged 2 SP:Iteration 14Q (25.473890 sec): 3 clusters Score: Raw -86793.907204 + Penalty 1471.063432 = -85322.843772 nChanged 4 SP:Iteration 15F (25.475836 sec): 3 clusters Score: Raw -86797.837515 + Penalty 1473.871659 = -85323.965856 nChanged 3 SP:Iteration 16Q (25.477619 sec): 3 clusters Score: Raw -86800.494038 + Penalty 1475.021462 = -85325.472577 nChanged 5 SP:Iteration 17Q (25.479398 sec): 3 clusters Score: Raw -86802.239325 + Penalty 1476.726999 = -85325.512326 nChanged 2 SP:Iteration 18Q (25.481331 sec): 3 clusters Score: Raw -86804.231488 + Penalty 1477.775022 = -85326.456466 nChanged 5 SP:Iteration 19Q (25.483260 sec): 3 clusters Score: Raw -86808.210981 + Penalty 1481.790280 = -85326.420701 nChanged 5 SP:Iteration 20F (25.485255 sec): 3 clusters Score: Raw -86815.872650 + Penalty 1483.757118 = -85332.115532 nChanged 5 SP:Iteration 21Q (25.487155 sec): 3 clusters Score: Raw -86818.129528 + Penalty 1485.813567 = -85332.315961 nChanged 2 SP:Iteration 22Q (25.489098 sec): 3 clusters Score: Raw -86819.478567 + Penalty 1487.150642 = -85332.327925 nChanged 1 SP:Iteration 23Q (25.491003 sec): 3 clusters Score: Raw -86819.638358 + Penalty 1486.502906 = -85333.135452 nChanged 1 SP:Iteration 24Q (25.492757 sec): 3 clusters Score: Raw -86820.280784 + Penalty 1486.502906 = -85333.777877 nChanged 0 SP:Iteration 25F (25.494706 sec): 3 clusters Score: Raw -86820.280784 + Penalty 1486.502906 = -85333.777877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 42 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.495308 sec): 2 clusters Score: Raw -2557.661551 + Penalty 349.146846 = -2208.514705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.495571 sec): 3 clusters Score: Raw -2557.791453 + Penalty 698.159983 = -1859.631470 nChanged 1 SP:Iteration 1Q (25.495824 sec): 3 clusters Score: Raw -2562.662038 + Penalty 698.159983 = -1864.502055 nChanged 0 SP:Iteration 2F (25.496080 sec): 3 clusters Score: Raw -2562.662038 + Penalty 698.159983 = -1864.502055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 43 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.496611 sec): 2 clusters Score: Raw -2314.228108 + Penalty 431.797180 = -1882.430929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.496865 sec): 3 clusters Score: Raw -2341.311037 + Penalty 867.149459 = -1474.161578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.497546 sec): 2 clusters Score: Raw -7212.990633 + Penalty 358.179822 = -6854.810811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.497905 sec): 3 clusters Score: Raw -7192.917316 + Penalty 716.511528 = -6476.405788 nChanged 8 SP:Iteration 1F (25.498253 sec): 3 clusters Score: Raw -7206.089035 + Penalty 716.827707 = -6489.261328 nChanged 3 SP:Iteration 2Q (25.498601 sec): 3 clusters Score: Raw -7209.429253 + Penalty 715.276624 = -6494.152629 nChanged 4 SP:Iteration 3F (25.498945 sec): 3 clusters Score: Raw -7219.054455 + Penalty 717.951097 = -6501.103357 nChanged 1 SP:Iteration 4Q (25.499291 sec): 3 clusters Score: Raw -7220.575578 + Penalty 719.796858 = -6500.778721 nChanged 3 SP:Iteration 5F (25.499644 sec): 3 clusters Score: Raw -7225.114499 + Penalty 724.106997 = -6501.007502 nChanged 2 SP:Iteration 6Q (25.499990 sec): 3 clusters Score: Raw -7227.838055 + Penalty 727.852792 = -6499.985262 nChanged 1 SP:Iteration 7F (25.500338 sec): 3 clusters Score: Raw -7228.240691 + Penalty 728.122295 = -6500.118395 nChanged 1 SP:Iteration 8Q (25.500681 sec): 3 clusters Score: Raw -7228.635236 + Penalty 728.504606 = -6500.130630 nChanged 1 SP:Iteration 9Q (25.501022 sec): 3 clusters Score: Raw -7228.971847 + Penalty 730.397826 = -6498.574021 nChanged 1 SP:Iteration 10F (25.501369 sec): 3 clusters Score: Raw -7230.656413 + Penalty 732.860859 = -6497.795554 nChanged 1 SP:Iteration 11F (25.501717 sec): 3 clusters Score: Raw -7231.587558 + Penalty 732.860859 = -6498.726699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.502214 sec): 2 clusters Score: Raw -955.319417 + Penalty 257.255376 = -698.064041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.502443 sec): 3 clusters Score: Raw -949.984554 + Penalty 507.163621 = -442.820933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.502919 sec): 2 clusters Score: Raw -456.325006 + Penalty 153.627621 = -302.697385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.503136 sec): 3 clusters Score: Raw -450.983847 + Penalty 314.254278 = -136.729569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 48 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.503705 sec): 2 clusters Score: Raw -2539.487950 + Penalty 519.156532 = -2020.331419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.503970 sec): 3 clusters Score: Raw -2680.849606 + Penalty 1038.862513 = -1641.987093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.504438 sec): 2 clusters Score: Raw -192.565261 + Penalty 88.478126 = -104.087135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.504633 sec): 2 clusters Score: Raw -192.565261 + Penalty 88.478126 = -104.087135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 51 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.505191 sec): 2 clusters Score: Raw -3219.188460 + Penalty 505.083571 = -2714.104890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.505468 sec): 3 clusters Score: Raw -3338.868806 + Penalty 1001.264940 = -2337.603866 nChanged 1 SP:Iteration 1Q (25.505729 sec): 3 clusters Score: Raw -3345.036789 + Penalty 1001.264940 = -2343.771849 nChanged 0 SP:Iteration 2F (25.506001 sec): 3 clusters Score: Raw -3345.036789 + Penalty 1001.264940 = -2343.771849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 52 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.506641 sec): 2 clusters Score: Raw -6024.550619 + Penalty 385.426001 = -5639.124617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.506974 sec): 3 clusters Score: Raw -6041.623870 + Penalty 771.292095 = -5270.331776 nChanged 2 SP:Iteration 1Q (25.507295 sec): 3 clusters Score: Raw -6044.980515 + Penalty 770.959468 = -5274.021047 nChanged 1 SP:Iteration 2Q (25.507615 sec): 3 clusters Score: Raw -6046.506629 + Penalty 770.959468 = -5275.547161 nChanged 0 SP:Iteration 3F (25.507942 sec): 3 clusters Score: Raw -6046.506629 + Penalty 770.959468 = -5275.547161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.509508 sec): 2 clusters Score: Raw -22317.363130 + Penalty 518.590136 = -21798.772994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.510197 sec): 3 clusters Score: Raw -22236.994012 + Penalty 1035.277444 = -21201.716568 nChanged 56 SP:Iteration 1F (25.510866 sec): 3 clusters Score: Raw -22284.854509 + Penalty 1034.461557 = -21250.392952 nChanged 12 SP:Iteration 2F (25.511518 sec): 3 clusters Score: Raw -22298.068523 + Penalty 1034.112572 = -21263.955951 nChanged 4 SP:Iteration 3Q (25.512165 sec): 3 clusters Score: Raw -22303.091081 + Penalty 1034.405315 = -21268.685766 nChanged 3 SP:Iteration 4Q (25.512835 sec): 3 clusters Score: Raw -22307.658075 + Penalty 1033.079891 = -21274.578184 nChanged 4 SP:Iteration 5Q (25.513492 sec): 3 clusters Score: Raw -22315.340647 + Penalty 1031.717118 = -21283.623529 nChanged 2 SP:Iteration 6Q (25.514173 sec): 3 clusters Score: Raw -22316.767215 + Penalty 1030.985943 = -21285.781272 nChanged 1 SP:Iteration 7Q (25.514837 sec): 3 clusters Score: Raw -22317.308893 + Penalty 1030.985943 = -21286.322950 nChanged 0 SP:Iteration 8F (25.515508 sec): 3 clusters Score: Raw -22317.308893 + Penalty 1030.985943 = -21286.322950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 55 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.516069 sec): 2 clusters Score: Raw -739.495457 + Penalty 299.841622 = -439.653835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.516295 sec): 3 clusters Score: Raw -777.418669 + Penalty 599.683244 = -177.735425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 56 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.518031 sec): 2 clusters Score: Raw -41065.453654 + Penalty 370.707053 = -40694.746601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.519109 sec): 3 clusters Score: Raw -40842.541410 + Penalty 742.166072 = -40100.375338 nChanged 158 SP:Iteration 1F (25.520272 sec): 3 clusters Score: Raw -40983.174600 + Penalty 741.585603 = -40241.588998 nChanged 59 SP:Iteration 2F (25.521366 sec): 3 clusters Score: Raw -41034.185339 + Penalty 740.154236 = -40294.031103 nChanged 22 SP:Iteration 3Q (25.522470 sec): 3 clusters Score: Raw -41052.770410 + Penalty 736.656448 = -40316.113962 nChanged 18 SP:Iteration 4Q (25.523556 sec): 3 clusters Score: Raw -41065.305101 + Penalty 735.641123 = -40329.663978 nChanged 10 SP:Iteration 5Q (25.524639 sec): 3 clusters Score: Raw -41073.102602 + Penalty 732.729516 = -40340.373087 nChanged 10 SP:Iteration 6Q (25.525676 sec): 3 clusters Score: Raw -41080.913629 + Penalty 728.821348 = -40352.092281 nChanged 7 SP:Iteration 7Q (25.526694 sec): 3 clusters Score: Raw -41087.378530 + Penalty 724.570521 = -40362.808009 nChanged 8 SP:Iteration 8Q (25.527721 sec): 3 clusters Score: Raw -41096.975855 + Penalty 719.944592 = -40377.031263 nChanged 7 SP:Iteration 9Q (25.528744 sec): 3 clusters Score: Raw -41101.029863 + Penalty 716.260000 = -40384.769862 nChanged 6 SP:Iteration 10F (25.529796 sec): 3 clusters Score: Raw -41102.524253 + Penalty 715.929645 = -40386.594608 nChanged 1 SP:Iteration 11Q (25.530821 sec): 3 clusters Score: Raw -41102.894677 + Penalty 715.162609 = -40387.732068 nChanged 2 SP:Iteration 12Q (25.531847 sec): 3 clusters Score: Raw -41106.015800 + Penalty 714.164349 = -40391.851451 nChanged 3 SP:Iteration 13Q (25.532869 sec): 3 clusters Score: Raw -41109.516920 + Penalty 712.548231 = -40396.968688 nChanged 3 SP:Iteration 14Q (25.533888 sec): 3 clusters Score: Raw -41112.482439 + Penalty 712.218789 = -40400.263649 nChanged 1 SP:Iteration 15Q (25.534903 sec): 3 clusters Score: Raw -41112.538070 + Penalty 712.218789 = -40400.319280 nChanged 0 SP:Iteration 16F (25.535948 sec): 3 clusters Score: Raw -41112.538070 + Penalty 712.218789 = -40400.319280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.536446 sec): 2 clusters Score: Raw -356.016741 + Penalty 104.053947 = -251.962794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.536660 sec): 3 clusters Score: Raw -358.477407 + Penalty 180.789525 = -177.687883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 58 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.537224 sec): 2 clusters Score: Raw -3192.760568 + Penalty 464.978590 = -2727.781978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.537494 sec): 3 clusters Score: Raw -3205.528562 + Penalty 930.752964 = -2274.775598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 59 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.538054 sec): 2 clusters Score: Raw -3316.519696 + Penalty 340.321965 = -2976.197731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.538331 sec): 3 clusters Score: Raw -3315.130353 + Penalty 684.726667 = -2630.403685 nChanged 2 SP:Iteration 1F (25.538602 sec): 3 clusters Score: Raw -3318.979279 + Penalty 686.517821 = -2632.461458 nChanged 1 SP:Iteration 2Q (25.538878 sec): 3 clusters Score: Raw -3321.996702 + Penalty 686.517821 = -2635.478881 nChanged 0 SP:Iteration 3F (25.539152 sec): 3 clusters Score: Raw -3321.996702 + Penalty 686.517821 = -2635.478881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 60 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.539692 sec): 2 clusters Score: Raw -1505.111166 + Penalty 351.449587 = -1153.661579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.539935 sec): 3 clusters Score: Raw -1501.865795 + Penalty 695.690253 = -806.175543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 61 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.540429 sec): 2 clusters Score: Raw -991.109255 + Penalty 292.999693 = -698.109562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.540661 sec): 3 clusters Score: Raw -1018.562404 + Penalty 588.337663 = -430.224741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.541175 sec): 2 clusters Score: Raw -1814.918754 + Penalty 255.359495 = -1559.559260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.541422 sec): 3 clusters Score: Raw -1812.528116 + Penalty 506.193294 = -1306.334822 nChanged 1 SP:Iteration 1Q (25.541664 sec): 3 clusters Score: Raw -1814.141062 + Penalty 506.193294 = -1307.947768 nChanged 0 SP:Iteration 2F (25.541907 sec): 3 clusters Score: Raw -1814.141062 + Penalty 506.193294 = -1307.947768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.542730 sec): 2 clusters Score: Raw -11875.817228 + Penalty 790.530970 = -11085.286258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.543215 sec): 3 clusters Score: Raw -11951.682373 + Penalty 1581.285109 = -10370.397265 nChanged 11 SP:Iteration 1F (25.543693 sec): 3 clusters Score: Raw -12005.647031 + Penalty 1581.197267 = -10424.449764 nChanged 4 SP:Iteration 2Q (25.544150 sec): 3 clusters Score: Raw -12029.035772 + Penalty 1581.020920 = -10448.014852 nChanged 4 SP:Iteration 3Q (25.544599 sec): 3 clusters Score: Raw -12053.347753 + Penalty 1580.931793 = -10472.415960 nChanged 1 SP:Iteration 4Q (25.545041 sec): 3 clusters Score: Raw -12057.191427 + Penalty 1580.931793 = -10476.259635 nChanged 0 SP:Iteration 5F (25.545520 sec): 3 clusters Score: Raw -12057.191427 + Penalty 1580.931793 = -10476.259635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 64 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.545991 sec): 2 clusters Score: Raw -186.536991 + Penalty 85.360140 = -101.176851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.546188 sec): 2 clusters Score: Raw -186.536991 + Penalty 85.360140 = -101.176851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 65 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.546696 sec): 2 clusters Score: Raw -1773.467521 + Penalty 344.561878 = -1428.905643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.546941 sec): 3 clusters Score: Raw -1772.674882 + Penalty 703.962444 = -1068.712437 nChanged 1 SP:Iteration 1F (25.547186 sec): 3 clusters Score: Raw -1774.355882 + Penalty 712.446895 = -1061.908987 nChanged 1 SP:Iteration 2F (25.547426 sec): 3 clusters Score: Raw -1776.373989 + Penalty 720.730086 = -1055.643904 nChanged 1 SP:Iteration 3F (25.547667 sec): 3 clusters Score: Raw -1776.823167 + Penalty 720.730086 = -1056.093082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 66 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.548425 sec): 2 clusters Score: Raw -10612.303071 + Penalty 695.772074 = -9916.530997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.548857 sec): 3 clusters Score: Raw -10662.431982 + Penalty 1391.441226 = -9270.990756 nChanged 3 SP:Iteration 1Q (25.549267 sec): 3 clusters Score: Raw -10680.844663 + Penalty 1391.519484 = -9289.325179 nChanged 2 SP:Iteration 2Q (25.549695 sec): 3 clusters Score: Raw -10686.344622 + Penalty 1391.544148 = -9294.800474 nChanged 1 SP:Iteration 3Q (25.550099 sec): 3 clusters Score: Raw -10688.350944 + Penalty 1391.544148 = -9296.806796 nChanged 0 SP:Iteration 4F (25.550522 sec): 3 clusters Score: Raw -10688.350944 + Penalty 1391.544148 = -9296.806796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 67 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.550998 sec): 2 clusters Score: Raw -388.767960 + Penalty 154.021211 = -234.746749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.551215 sec): 3 clusters Score: Raw -378.398704 + Penalty 154.021211 = -224.377493 nChanged 1 SP:Iteration 1F (25.551409 sec): 2 clusters Score: Raw -388.767960 + Penalty 154.021211 = -234.746749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 68 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.551929 sec): 2 clusters Score: Raw -2098.111803 + Penalty 445.636944 = -1652.474859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.552182 sec): 3 clusters Score: Raw -2185.308751 + Penalty 897.008448 = -1288.300303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 69 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.552678 sec): 2 clusters Score: Raw -1178.502263 + Penalty 395.997761 = -782.504502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.552913 sec): 3 clusters Score: Raw -1273.194191 + Penalty 790.265869 = -482.928323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 70 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.553438 sec): 2 clusters Score: Raw -2262.923383 + Penalty 265.527251 = -1997.396133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.553728 sec): 3 clusters Score: Raw -2267.566630 + Penalty 532.123999 = -1735.442631 nChanged 1 SP:Iteration 1Q (25.553995 sec): 3 clusters Score: Raw -2269.395654 + Penalty 532.123999 = -1737.271655 nChanged 0 SP:Iteration 2F (25.554248 sec): 3 clusters Score: Raw -2269.395654 + Penalty 532.123999 = -1737.271655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.555116 sec): 2 clusters Score: Raw -15310.645214 + Penalty 683.879348 = -14626.765865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.555641 sec): 3 clusters Score: Raw -15328.905707 + Penalty 1366.551238 = -13962.354469 nChanged 10 SP:Iteration 1F (25.556159 sec): 3 clusters Score: Raw -15350.388047 + Penalty 1366.311730 = -13984.076317 nChanged 3 SP:Iteration 2Q (25.556667 sec): 3 clusters Score: Raw -15355.628056 + Penalty 1365.858699 = -13989.769357 nChanged 1 SP:Iteration 3Q (25.557175 sec): 3 clusters Score: Raw -15357.178488 + Penalty 1365.985563 = -13991.192925 nChanged 1 SP:Iteration 4Q (25.557682 sec): 3 clusters Score: Raw -15358.905711 + Penalty 1365.985563 = -13992.920147 nChanged 0 SP:Iteration 5F (25.558199 sec): 3 clusters Score: Raw -15358.905711 + Penalty 1365.985563 = -13992.920147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 72 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.558785 sec): 2 clusters Score: Raw -3758.657749 + Penalty 432.425954 = -3326.231795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.559076 sec): 3 clusters Score: Raw -3830.420018 + Penalty 867.827765 = -2962.592253 nChanged 1 SP:Iteration 1Q (25.559349 sec): 3 clusters Score: Raw -3844.263410 + Penalty 867.827765 = -2976.435645 nChanged 0 SP:Iteration 2F (25.559637 sec): 3 clusters Score: Raw -3844.263410 + Penalty 867.827765 = -2976.435645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.560152 sec): 2 clusters Score: Raw -1131.746657 + Penalty 325.496576 = -806.250082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.560385 sec): 3 clusters Score: Raw -1136.147404 + Penalty 673.795320 = -462.352084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 74 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.561114 sec): 2 clusters Score: Raw -8835.691335 + Penalty 727.967127 = -8107.724209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.561508 sec): 3 clusters Score: Raw -8936.534180 + Penalty 1456.001864 = -7480.532316 nChanged 4 SP:Iteration 1Q (25.561881 sec): 3 clusters Score: Raw -8951.538585 + Penalty 1456.442615 = -7495.095970 nChanged 1 SP:Iteration 2Q (25.562245 sec): 3 clusters Score: Raw -8955.878311 + Penalty 1456.442615 = -7499.435696 nChanged 0 SP:Iteration 3F (25.562632 sec): 3 clusters Score: Raw -8955.878311 + Penalty 1456.442615 = -7499.435696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.563124 sec): 2 clusters Score: Raw -848.334853 + Penalty 279.104700 = -569.230153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.563351 sec): 3 clusters Score: Raw -861.463887 + Penalty 566.421700 = -295.042188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.563849 sec): 2 clusters Score: Raw -1305.810993 + Penalty 214.027011 = -1091.783982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.564086 sec): 3 clusters Score: Raw -1300.860431 + Penalty 433.746808 = -867.113623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 78 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.564601 sec): 2 clusters Score: Raw -2041.523754 + Penalty 342.194937 = -1699.328817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.564854 sec): 3 clusters Score: Raw -2045.685460 + Penalty 680.388955 = -1365.296505 nChanged 1 SP:Iteration 1Q (25.565098 sec): 3 clusters Score: Raw -2047.763650 + Penalty 680.388955 = -1367.374695 nChanged 0 SP:Iteration 2F (25.565344 sec): 3 clusters Score: Raw -2047.763650 + Penalty 680.388955 = -1367.374695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.565819 sec): 2 clusters Score: Raw -384.914123 + Penalty 153.845352 = -231.068771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.566035 sec): 3 clusters Score: Raw -375.966740 + Penalty 305.396940 = -70.569800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 80 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.566526 sec): 2 clusters Score: Raw -1102.412600 + Penalty 256.432304 = -845.980296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.566759 sec): 3 clusters Score: Raw -1101.846142 + Penalty 560.254814 = -541.591328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.567297 sec): 2 clusters Score: Raw -2916.891150 + Penalty 370.888200 = -2546.002950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.567563 sec): 3 clusters Score: Raw -2929.187155 + Penalty 753.312275 = -2175.874879 nChanged 1 SP:Iteration 1Q (25.567825 sec): 3 clusters Score: Raw -2933.166394 + Penalty 753.312275 = -2179.854119 nChanged 0 SP:Iteration 2F (25.568089 sec): 3 clusters Score: Raw -2933.166394 + Penalty 753.312275 = -2179.854119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 82 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.568596 sec): 2 clusters Score: Raw -957.049603 + Penalty 249.423527 = -707.626076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.568825 sec): 3 clusters Score: Raw -959.448321 + Penalty 495.820686 = -463.627635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 83 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.569344 sec): 2 clusters Score: Raw -2122.579195 + Penalty 456.262045 = -1666.317150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.569597 sec): 3 clusters Score: Raw -2184.828311 + Penalty 912.365171 = -1272.463139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 84 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.570092 sec): 2 clusters Score: Raw -1166.149514 + Penalty 230.849173 = -935.300340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.570334 sec): 3 clusters Score: Raw -1172.889686 + Penalty 461.625223 = -711.264463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 85 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.570929 sec): 2 clusters Score: Raw -4835.192532 + Penalty 483.314731 = -4351.877800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.571234 sec): 3 clusters Score: Raw -4862.973772 + Penalty 966.279242 = -3896.694530 nChanged 3 SP:Iteration 1F (25.571533 sec): 3 clusters Score: Raw -4870.271229 + Penalty 966.279242 = -3903.991987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 86 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.572084 sec): 2 clusters Score: Raw -3342.886961 + Penalty 452.037681 = -2890.849280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.572357 sec): 3 clusters Score: Raw -3354.919171 + Penalty 895.319279 = -2459.599892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 87 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.572894 sec): 2 clusters Score: Raw -2982.904875 + Penalty 470.277915 = -2512.626960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.573161 sec): 3 clusters Score: Raw -3012.937602 + Penalty 939.674856 = -2073.262746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 88 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.573717 sec): 2 clusters Score: Raw -3247.623415 + Penalty 395.173088 = -2852.450327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.573993 sec): 3 clusters Score: Raw -3283.340692 + Penalty 787.301814 = -2496.038879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 89 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.574578 sec): 2 clusters Score: Raw -4916.336523 + Penalty 603.725023 = -4312.611500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.574877 sec): 3 clusters Score: Raw -4965.304694 + Penalty 1207.901108 = -3757.403587 nChanged 1 SP:Iteration 1Q (25.575159 sec): 3 clusters Score: Raw -4975.143677 + Penalty 1207.901108 = -3767.242570 nChanged 0 SP:Iteration 2F (25.575454 sec): 3 clusters Score: Raw -4975.143677 + Penalty 1207.901108 = -3767.242570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.575934 sec): 2 clusters Score: Raw -658.848635 + Penalty 195.660069 = -463.188566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.576157 sec): 3 clusters Score: Raw -654.505526 + Penalty 396.592290 = -257.913237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.576662 sec): 2 clusters Score: Raw -771.832435 + Penalty 164.827051 = -607.005384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.576893 sec): 3 clusters Score: Raw -789.107075 + Penalty 349.378182 = -439.728893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 92 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.577385 sec): 2 clusters Score: Raw -1183.238190 + Penalty 361.657344 = -821.580847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.577619 sec): 3 clusters Score: Raw -1197.285413 + Penalty 727.849267 = -469.436146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 93 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.578108 sec): 2 clusters Score: Raw -1133.586683 + Penalty 333.273763 = -800.312920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.578338 sec): 3 clusters Score: Raw -1120.028544 + Penalty 676.816804 = -443.211741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 95 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.578867 sec): 2 clusters Score: Raw -2413.899970 + Penalty 410.593973 = -2003.305997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.579129 sec): 3 clusters Score: Raw -2496.426090 + Penalty 822.794779 = -1673.631311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 97 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.579653 sec): 2 clusters Score: Raw -2143.176781 + Penalty 279.411747 = -1863.765034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.579909 sec): 3 clusters Score: Raw -2159.450188 + Penalty 561.366570 = -1598.083618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.580392 sec): 2 clusters Score: Raw -657.534771 + Penalty 108.116798 = -549.417972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.580619 sec): 3 clusters Score: Raw -671.248353 + Penalty 226.826579 = -444.421774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.581100 sec): 2 clusters Score: Raw -773.278593 + Penalty 245.580477 = -527.698116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.581326 sec): 3 clusters Score: Raw -770.473037 + Penalty 494.004481 = -276.468556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.581810 sec): 2 clusters Score: Raw -749.807834 + Penalty 184.293241 = -565.514592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.582035 sec): 3 clusters Score: Raw -744.724065 + Penalty 346.901177 = -397.822888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.582492 sec): 2 clusters Score: Raw -85.281668 + Penalty 0.000000 = -85.281668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.582681 sec): 2 clusters Score: Raw -85.281668 + Penalty 0.000000 = -85.281668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 103 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.583197 sec): 2 clusters Score: Raw -2021.456011 + Penalty 402.727262 = -1618.728749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.583451 sec): 3 clusters Score: Raw -2073.103770 + Penalty 807.825734 = -1265.278035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.583938 sec): 2 clusters Score: Raw -286.448531 + Penalty 132.633584 = -153.814946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.584151 sec): 3 clusters Score: Raw -277.663712 + Penalty 284.471582 = 6.807869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 105 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.584656 sec): 2 clusters Score: Raw -1643.730265 + Penalty 292.839776 = -1350.890489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.584898 sec): 3 clusters Score: Raw -1657.585570 + Penalty 576.973836 = -1080.611734 nChanged 1 SP:Iteration 1F (25.585134 sec): 3 clusters Score: Raw -1661.254927 + Penalty 576.973836 = -1084.281091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 106 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.585821 sec): 2 clusters Score: Raw -7442.392537 + Penalty 681.510211 = -6760.882326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.586179 sec): 3 clusters Score: Raw -7557.667402 + Penalty 1361.814175 = -6195.853227 nChanged 2 SP:Iteration 1Q (25.586511 sec): 3 clusters Score: Raw -7563.803783 + Penalty 1361.814175 = -6201.989608 nChanged 0 SP:Iteration 2F (25.586861 sec): 3 clusters Score: Raw -7563.803783 + Penalty 1361.814175 = -6201.989608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 107 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.587415 sec): 2 clusters Score: Raw -1775.534920 + Penalty 418.169301 = -1357.365619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.587660 sec): 3 clusters Score: Raw -1812.119140 + Penalty 836.677235 = -975.441905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.588142 sec): 2 clusters Score: Raw -626.282703 + Penalty 157.914182 = -468.368522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.588367 sec): 3 clusters Score: Raw -627.265138 + Penalty 324.134016 = -303.131122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.588822 sec): 2 clusters Score: Raw -83.391772 + Penalty 0.000000 = -83.391772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.589008 sec): 2 clusters Score: Raw -83.391772 + Penalty 0.000000 = -83.391772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.589480 sec): 2 clusters Score: Raw -387.207733 + Penalty 177.728731 = -209.479002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.589701 sec): 3 clusters Score: Raw -379.000949 + Penalty 355.457462 = -23.543487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 111 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.590432 sec): 2 clusters Score: Raw -10090.315536 + Penalty 726.886311 = -9363.429225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.590837 sec): 3 clusters Score: Raw -10169.175268 + Penalty 1453.839377 = -8715.335891 nChanged 5 SP:Iteration 1Q (25.591215 sec): 3 clusters Score: Raw -10188.188174 + Penalty 1453.908666 = -8734.279508 nChanged 1 SP:Iteration 2Q (25.591596 sec): 3 clusters Score: Raw -10189.340193 + Penalty 1453.856772 = -8735.483421 nChanged 1 SP:Iteration 3Q (25.591972 sec): 3 clusters Score: Raw -10190.595217 + Penalty 1453.869843 = -8736.725373 nChanged 1 SP:Iteration 4Q (25.592368 sec): 3 clusters Score: Raw -10196.182733 + Penalty 1453.841768 = -8742.340965 nChanged 1 SP:Iteration 5Q (25.592742 sec): 3 clusters Score: Raw -10201.621558 + Penalty 1453.841768 = -8747.779790 nChanged 0 SP:Iteration 6F (25.593135 sec): 3 clusters Score: Raw -10201.621558 + Penalty 1453.841768 = -8747.779790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 112 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.593650 sec): 2 clusters Score: Raw -1801.525994 + Penalty 319.383528 = -1482.142466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.593896 sec): 3 clusters Score: Raw -1821.259120 + Penalty 639.887201 = -1181.371919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.594382 sec): 2 clusters Score: Raw -884.227400 + Penalty 255.714491 = -628.512909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.594609 sec): 3 clusters Score: Raw -876.879647 + Penalty 512.794890 = -364.084757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.595108 sec): 2 clusters Score: Raw -1370.148305 + Penalty 357.868412 = -1012.279893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.595344 sec): 3 clusters Score: Raw -1383.473888 + Penalty 717.044392 = -666.429495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 116 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.595859 sec): 2 clusters Score: Raw -1942.418618 + Penalty 389.768853 = -1552.649765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.596110 sec): 3 clusters Score: Raw -1974.208220 + Penalty 789.403896 = -1184.804325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.596590 sec): 2 clusters Score: Raw -610.216383 + Penalty 240.918820 = -369.297562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.596811 sec): 3 clusters Score: Raw -592.689632 + Penalty 475.450864 = -117.238767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.597280 sec): 2 clusters Score: Raw -263.547031 + Penalty 55.427068 = -208.119963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.597490 sec): 3 clusters Score: Raw -259.822591 + Penalty 110.026428 = -149.796162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.597951 sec): 2 clusters Score: Raw -88.566715 + Penalty 0.000000 = -88.566715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.598144 sec): 2 clusters Score: Raw -88.566715 + Penalty 0.000000 = -88.566715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.598621 sec): 2 clusters Score: Raw -475.173879 + Penalty 194.528130 = -280.645748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.598840 sec): 3 clusters Score: Raw -470.374140 + Penalty 395.911269 = -74.462872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.599338 sec): 2 clusters Score: Raw -1222.099401 + Penalty 286.372724 = -935.726677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.599572 sec): 3 clusters Score: Raw -1218.457708 + Penalty 577.445373 = -641.012335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 122 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.600080 sec): 2 clusters Score: Raw -906.462327 + Penalty 243.929417 = -662.532910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.600309 sec): 3 clusters Score: Raw -916.004240 + Penalty 486.028099 = -429.976141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 123 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.600805 sec): 2 clusters Score: Raw -1304.107324 + Penalty 262.227032 = -1041.880292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.601040 sec): 3 clusters Score: Raw -1309.516245 + Penalty 524.454064 = -785.062181 nChanged 1 SP:Iteration 1F (25.601272 sec): 3 clusters Score: Raw -1313.540157 + Penalty 524.454064 = -789.086093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 124 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.601766 sec): 2 clusters Score: Raw -1300.157783 + Penalty 356.864426 = -943.293357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.602004 sec): 3 clusters Score: Raw -1304.186680 + Penalty 720.115228 = -584.071452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.602482 sec): 2 clusters Score: Raw -444.789081 + Penalty 104.900939 = -339.888142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.602696 sec): 3 clusters Score: Raw -440.318833 + Penalty 181.233696 = -259.085137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.603151 sec): 2 clusters Score: Raw -84.021961 + Penalty 0.000000 = -84.021961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.603337 sec): 2 clusters Score: Raw -84.021961 + Penalty 0.000000 = -84.021961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.603822 sec): 2 clusters Score: Raw -460.870728 + Penalty 140.755948 = -320.114780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.604042 sec): 3 clusters Score: Raw -457.277858 + Penalty 279.600038 = -177.677819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.604499 sec): 2 clusters Score: Raw -87.508275 + Penalty 0.000000 = -87.508275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.604689 sec): 2 clusters Score: Raw -87.508275 + Penalty 0.000000 = -87.508275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.605159 sec): 2 clusters Score: Raw -250.315171 + Penalty 69.628795 = -180.686376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.605367 sec): 3 clusters Score: Raw -253.632553 + Penalty 167.627171 = -86.005381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.606194 sec): 2 clusters Score: Raw -12988.752983 + Penalty 790.218352 = -12198.534631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.606692 sec): 3 clusters Score: Raw -13062.748028 + Penalty 1580.193029 = -11482.554999 nChanged 10 SP:Iteration 1F (25.607184 sec): 3 clusters Score: Raw -13102.764098 + Penalty 1580.079351 = -11522.684746 nChanged 2 SP:Iteration 2Q (25.607649 sec): 3 clusters Score: Raw -13106.445450 + Penalty 1580.012336 = -11526.433114 nChanged 1 SP:Iteration 3Q (25.608134 sec): 3 clusters Score: Raw -13111.418384 + Penalty 1580.012336 = -11531.406048 nChanged 0 SP:Iteration 4F (25.608622 sec): 3 clusters Score: Raw -13111.418384 + Penalty 1580.012336 = -11531.406048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.609107 sec): 2 clusters Score: Raw -529.269085 + Penalty 151.353103 = -377.915982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.609330 sec): 3 clusters Score: Raw -539.464899 + Penalty 302.706205 = -236.758694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.609825 sec): 2 clusters Score: Raw -955.299694 + Penalty 153.024994 = -802.274701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.610055 sec): 3 clusters Score: Raw -967.413826 + Penalty 309.533435 = -657.880391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.610525 sec): 2 clusters Score: Raw -280.013240 + Penalty 113.518787 = -166.494454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.610723 sec): 2 clusters Score: Raw -280.013240 + Penalty 113.518787 = -166.494454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.611188 sec): 2 clusters Score: Raw -186.407400 + Penalty 76.308720 = -110.098680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.611398 sec): 3 clusters Score: Raw -177.788847 + Penalty 152.617441 = -25.171406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.611870 sec): 2 clusters Score: Raw -381.112507 + Penalty 167.022753 = -214.089754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.612069 sec): 2 clusters Score: Raw -381.112507 + Penalty 167.022753 = -214.089754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 138 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.612560 sec): 2 clusters Score: Raw -878.441357 + Penalty 300.105626 = -578.335730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.612791 sec): 3 clusters Score: Raw -876.545591 + Penalty 596.806404 = -279.739186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.613272 sec): 2 clusters Score: Raw -452.934985 + Penalty 142.791550 = -310.143435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.613491 sec): 3 clusters Score: Raw -447.709696 + Penalty 288.708601 = -159.001095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.613957 sec): 2 clusters Score: Raw -183.892325 + Penalty 71.414386 = -112.477939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.614167 sec): 3 clusters Score: Raw -176.042950 + Penalty 142.828772 = -33.214178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.614636 sec): 2 clusters Score: Raw -275.618277 + Penalty 92.466458 = -183.151819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.614848 sec): 3 clusters Score: Raw -268.551589 + Penalty 175.588773 = -92.962816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.615348 sec): 2 clusters Score: Raw -754.170751 + Penalty 203.372376 = -550.798375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.615575 sec): 3 clusters Score: Raw -746.872968 + Penalty 442.398288 = -304.474680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.616053 sec): 2 clusters Score: Raw -489.561073 + Penalty 186.079532 = -303.481542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.616271 sec): 3 clusters Score: Raw -474.017575 + Penalty 371.085057 = -102.932518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.616733 sec): 2 clusters Score: Raw -88.760621 + Penalty 0.000000 = -88.760621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.616926 sec): 2 clusters Score: Raw -88.760621 + Penalty 0.000000 = -88.760621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 147 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.617455 sec): 2 clusters Score: Raw -2411.971561 + Penalty 461.754421 = -1950.217140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.617712 sec): 3 clusters Score: Raw -2448.075165 + Penalty 924.395374 = -1523.679791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.618197 sec): 2 clusters Score: Raw -764.645465 + Penalty 239.668274 = -524.977191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.618424 sec): 3 clusters Score: Raw -759.376026 + Penalty 474.363949 = -285.012077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 149 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.618902 sec): 2 clusters Score: Raw -576.774254 + Penalty 194.616037 = -382.158217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.619124 sec): 3 clusters Score: Raw -567.034307 + Penalty 389.232073 = -177.802234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 150 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.619600 sec): 2 clusters Score: Raw -281.024106 + Penalty 114.761401 = -166.262705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.619824 sec): 3 clusters Score: Raw -278.640429 + Penalty 209.494919 = -69.145510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 152 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.620319 sec): 2 clusters Score: Raw -977.579911 + Penalty 279.010357 = -698.569554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.620556 sec): 3 clusters Score: Raw -971.876050 + Penalty 558.082359 = -413.793691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 153 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.621048 sec): 2 clusters Score: Raw -1062.560920 + Penalty 311.292949 = -751.267971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.621278 sec): 3 clusters Score: Raw -1077.184651 + Penalty 609.983028 = -467.201623 nChanged 1 SP:Iteration 1F (25.621505 sec): 3 clusters Score: Raw -1088.645171 + Penalty 609.983028 = -478.662143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.621964 sec): 2 clusters Score: Raw -164.681425 + Penalty 14.692597 = -149.988829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.622153 sec): 2 clusters Score: Raw -164.681425 + Penalty 14.692597 = -149.988829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.622632 sec): 2 clusters Score: Raw -88.439248 + Penalty 0.000000 = -88.439248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.622825 sec): 2 clusters Score: Raw -88.439248 + Penalty 0.000000 = -88.439248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.623297 sec): 2 clusters Score: Raw -392.735923 + Penalty 178.612148 = -214.123775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.623513 sec): 3 clusters Score: Raw -381.373363 + Penalty 346.647908 = -34.725454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.623991 sec): 2 clusters Score: Raw -463.451259 + Penalty 159.041905 = -304.409353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.624208 sec): 3 clusters Score: Raw -456.829400 + Penalty 286.572609 = -170.256791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.624674 sec): 2 clusters Score: Raw -191.876733 + Penalty 90.116145 = -101.760588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.624870 sec): 2 clusters Score: Raw -191.876733 + Penalty 90.116145 = -101.760588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.625346 sec): 2 clusters Score: Raw -614.365407 + Penalty 228.394961 = -385.970447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.625567 sec): 3 clusters Score: Raw -595.387583 + Penalty 458.536950 = -136.850634 nChanged 1 SP:Iteration 1F (25.625785 sec): 3 clusters Score: Raw -599.529806 + Penalty 458.536950 = -140.992856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.626256 sec): 2 clusters Score: Raw -374.298946 + Penalty 129.388387 = -244.910559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.626472 sec): 3 clusters Score: Raw -364.620357 + Penalty 129.388387 = -235.231970 nChanged 1 SP:Iteration 1F (25.626667 sec): 2 clusters Score: Raw -374.298946 + Penalty 129.388387 = -244.910559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 162 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.627155 sec): 2 clusters Score: Raw -942.694762 + Penalty 235.911818 = -706.782945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.627384 sec): 3 clusters Score: Raw -939.506400 + Penalty 471.823635 = -467.682765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.627850 sec): 2 clusters Score: Raw -191.513890 + Penalty 87.093525 = -104.420364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.628047 sec): 2 clusters Score: Raw -191.513890 + Penalty 87.093525 = -104.420364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 164 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.628534 sec): 2 clusters Score: Raw -979.579522 + Penalty 278.607342 = -700.972180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.628762 sec): 3 clusters Score: Raw -977.732143 + Penalty 561.305277 = -416.426866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.629258 sec): 2 clusters Score: Raw -1184.393496 + Penalty 17.562774 = -1166.830722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.629465 sec): 3 clusters Score: Raw -1189.800739 + Penalty 41.035165 = -1148.765574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.629947 sec): 2 clusters Score: Raw -466.164765 + Penalty 139.395217 = -326.769548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.630166 sec): 3 clusters Score: Raw -457.862120 + Penalty 277.959099 = -179.903021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.630618 sec): 2 clusters Score: Raw -81.183448 + Penalty 0.000000 = -81.183448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.630802 sec): 2 clusters Score: Raw -81.183448 + Penalty 0.000000 = -81.183448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.631270 sec): 2 clusters Score: Raw -282.520706 + Penalty 106.806992 = -175.713714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.631484 sec): 3 clusters Score: Raw -273.287427 + Penalty 216.478776 = -56.808651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.631968 sec): 2 clusters Score: Raw -691.547126 + Penalty 215.246342 = -476.300784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.632192 sec): 3 clusters Score: Raw -677.497741 + Penalty 429.145566 = -248.352174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.632673 sec): 2 clusters Score: Raw -810.911454 + Penalty 290.461432 = -520.450022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.632898 sec): 3 clusters Score: Raw -802.744992 + Penalty 580.922864 = -221.822128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 172 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.633376 sec): 2 clusters Score: Raw -487.866236 + Penalty 190.608592 = -297.257644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.633593 sec): 3 clusters Score: Raw -475.146159 + Penalty 433.923448 = -41.222711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.634078 sec): 2 clusters Score: Raw -769.056298 + Penalty 280.707330 = -488.348968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.634303 sec): 3 clusters Score: Raw -770.405776 + Penalty 561.414660 = -208.991116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.634922 sec): 2 clusters Score: Raw -5196.632897 + Penalty 195.047481 = -5001.585416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.635246 sec): 3 clusters Score: Raw -5172.970514 + Penalty 393.226394 = -4779.744120 nChanged 11 SP:Iteration 1F (25.635572 sec): 3 clusters Score: Raw -5181.536362 + Penalty 398.453786 = -4783.082576 nChanged 3 SP:Iteration 2Q (25.635897 sec): 3 clusters Score: Raw -5185.484574 + Penalty 408.855201 = -4776.629374 nChanged 4 SP:Iteration 3F (25.636223 sec): 3 clusters Score: Raw -5189.892399 + Penalty 413.393442 = -4776.498957 nChanged 1 SP:Iteration 4F (25.636549 sec): 3 clusters Score: Raw -5190.406082 + Penalty 419.730412 = -4770.675670 nChanged 2 SP:Iteration 5F (25.636900 sec): 3 clusters Score: Raw -5199.216257 + Penalty 418.479041 = -4780.737216 nChanged 1 SP:Iteration 6Q (25.637238 sec): 3 clusters Score: Raw -5203.041197 + Penalty 418.479041 = -4784.562156 nChanged 0 SP:Iteration 7F (25.637587 sec): 3 clusters Score: Raw -5203.041197 + Penalty 418.479041 = -4784.562156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.638073 sec): 2 clusters Score: Raw -171.466926 + Penalty 30.029715 = -141.437211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.638274 sec): 3 clusters Score: Raw -170.423091 + Penalty 60.059430 = -110.363661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 176 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.638754 sec): 2 clusters Score: Raw -476.982029 + Penalty 165.771081 = -311.210949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.638974 sec): 3 clusters Score: Raw -468.721637 + Penalty 335.709004 = -133.012634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 177 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.639456 sec): 2 clusters Score: Raw -801.767813 + Penalty 287.789234 = -513.978579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.639685 sec): 3 clusters Score: Raw -790.710588 + Penalty 570.370140 = -220.340448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 178 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.640172 sec): 2 clusters Score: Raw -910.933941 + Penalty 232.426389 = -678.507551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.640401 sec): 3 clusters Score: Raw -923.771571 + Penalty 457.495081 = -466.276490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.640872 sec): 2 clusters Score: Raw -285.762820 + Penalty 122.493965 = -163.268855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.641071 sec): 2 clusters Score: Raw -285.762820 + Penalty 122.493965 = -163.268855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 183 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.641572 sec): 2 clusters Score: Raw -1206.667379 + Penalty 211.195331 = -995.472048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.641805 sec): 3 clusters Score: Raw -1205.673774 + Penalty 411.689161 = -793.984613 nChanged 1 SP:Iteration 1F (25.642035 sec): 3 clusters Score: Raw -1205.183004 + Penalty 411.689161 = -793.493843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.642499 sec): 2 clusters Score: Raw -89.786391 + Penalty 0.000000 = -89.786391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.642692 sec): 2 clusters Score: Raw -89.786391 + Penalty 0.000000 = -89.786391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 185 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.643175 sec): 2 clusters Score: Raw -730.782991 + Penalty 199.777489 = -531.005503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.643399 sec): 3 clusters Score: Raw -736.898269 + Penalty 399.554977 = -337.343291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 186 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.643896 sec): 2 clusters Score: Raw -1202.592282 + Penalty 330.894054 = -871.698227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.644152 sec): 3 clusters Score: Raw -1197.656570 + Penalty 661.788109 = -535.868461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.644635 sec): 2 clusters Score: Raw -631.932434 + Penalty 151.343032 = -480.589401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.644859 sec): 3 clusters Score: Raw -634.022440 + Penalty 298.420593 = -335.601846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.645328 sec): 2 clusters Score: Raw -285.608751 + Penalty 125.521074 = -160.087677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.645541 sec): 3 clusters Score: Raw -278.127733 + Penalty 264.972097 = -13.155636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.646346 sec): 2 clusters Score: Raw -10328.808254 + Penalty 190.191917 = -10138.616337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.646812 sec): 3 clusters Score: Raw -10289.460975 + Penalty 434.536671 = -9854.924304 nChanged 39 SP:Iteration 1F (25.647277 sec): 3 clusters Score: Raw -10377.375120 + Penalty 460.391436 = -9916.983684 nChanged 10 SP:Iteration 2F (25.647743 sec): 3 clusters Score: Raw -10398.924629 + Penalty 469.969693 = -9928.954937 nChanged 2 SP:Iteration 3Q (25.648183 sec): 3 clusters Score: Raw -10400.882061 + Penalty 481.178033 = -9919.704028 nChanged 2 SP:Iteration 4F (25.648647 sec): 3 clusters Score: Raw -10402.348966 + Penalty 494.518629 = -9907.830337 nChanged 2 SP:Iteration 5F (25.649113 sec): 3 clusters Score: Raw -10404.432685 + Penalty 503.154014 = -9901.278671 nChanged 1 SP:Iteration 6F (25.649578 sec): 3 clusters Score: Raw -10407.258940 + Penalty 512.367266 = -9894.891674 nChanged 1 SP:Iteration 7F (25.650047 sec): 3 clusters Score: Raw -10409.142290 + Penalty 512.367266 = -9896.775024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.650515 sec): 2 clusters Score: Raw -88.066204 + Penalty 0.000000 = -88.066204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.650708 sec): 2 clusters Score: Raw -88.066204 + Penalty 0.000000 = -88.066204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 193 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.651262 sec): 2 clusters Score: Raw -3631.051934 + Penalty 516.701312 = -3114.350622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.651539 sec): 3 clusters Score: Raw -3683.576048 + Penalty 1033.402624 = -2650.173424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.652011 sec): 2 clusters Score: Raw -378.226928 + Penalty 161.788728 = -216.438200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.652228 sec): 3 clusters Score: Raw -367.876014 + Penalty 337.797614 = -30.078400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 196 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.652767 sec): 2 clusters Score: Raw -2662.444857 + Penalty 168.913723 = -2493.531135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.653035 sec): 3 clusters Score: Raw -2670.418505 + Penalty 320.527359 = -2349.891145 nChanged 2 SP:Iteration 1F (25.653298 sec): 3 clusters Score: Raw -2675.565153 + Penalty 320.527359 = -2355.037794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 197 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.653821 sec): 2 clusters Score: Raw -378.691653 + Penalty 142.488255 = -236.203398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.654047 sec): 3 clusters Score: Raw -370.261560 + Penalty 300.533454 = -69.728106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.654520 sec): 2 clusters Score: Raw -394.507934 + Penalty 185.234363 = -209.273571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.654737 sec): 3 clusters Score: Raw -382.831278 + Penalty 365.860752 = -16.970526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.655207 sec): 2 clusters Score: Raw -269.446352 + Penalty 73.948127 = -195.498225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.655417 sec): 3 clusters Score: Raw -265.354645 + Penalty 158.632349 = -106.722296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.655887 sec): 2 clusters Score: Raw -288.560764 + Penalty 136.134675 = -152.426088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.656087 sec): 2 clusters Score: Raw -288.560764 + Penalty 136.134675 = -152.426088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.656555 sec): 2 clusters Score: Raw -290.747375 + Penalty 146.473062 = -144.274312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.656755 sec): 2 clusters Score: Raw -290.747375 + Penalty 146.473062 = -144.274312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.657213 sec): 2 clusters Score: Raw -87.189135 + Penalty 0.000000 = -87.189135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.657404 sec): 2 clusters Score: Raw -87.189135 + Penalty 0.000000 = -87.189135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 205 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.657882 sec): 2 clusters Score: Raw -581.510719 + Penalty 214.979601 = -366.531118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.658103 sec): 3 clusters Score: Raw -573.394646 + Penalty 436.100930 = -137.293716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 207 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.658598 sec): 2 clusters Score: Raw -1135.014890 + Penalty 142.829476 = -992.185414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.658832 sec): 3 clusters Score: Raw -1135.705832 + Penalty 282.206505 = -853.499327 nChanged 1 SP:Iteration 1F (25.659061 sec): 3 clusters Score: Raw -1137.158855 + Penalty 291.619725 = -845.539130 nChanged 1 SP:Iteration 2F (25.659292 sec): 3 clusters Score: Raw -1138.783402 + Penalty 291.619725 = -847.163677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.659766 sec): 2 clusters Score: Raw -289.518760 + Penalty 137.862971 = -151.655788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.659979 sec): 3 clusters Score: Raw -279.431266 + Penalty 274.774319 = -4.656947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.660448 sec): 2 clusters Score: Raw -283.209355 + Penalty 110.816238 = -172.393116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.660676 sec): 3 clusters Score: Raw -276.713981 + Penalty 210.457490 = -66.256490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.661132 sec): 2 clusters Score: Raw -85.123206 + Penalty 0.000000 = -85.123206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.661317 sec): 2 clusters Score: Raw -85.123206 + Penalty 0.000000 = -85.123206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 214 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.661961 sec): 2 clusters Score: Raw -6018.023333 + Penalty 325.487858 = -5692.535475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.662306 sec): 3 clusters Score: Raw -6019.096170 + Penalty 660.155040 = -5358.941130 nChanged 4 SP:Iteration 1F (25.662646 sec): 3 clusters Score: Raw -6027.734331 + Penalty 660.155040 = -5367.579291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.663113 sec): 2 clusters Score: Raw -88.839171 + Penalty 0.000000 = -88.839171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.663301 sec): 2 clusters Score: Raw -88.839171 + Penalty 0.000000 = -88.839171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.663773 sec): 2 clusters Score: Raw -293.540550 + Penalty 133.749002 = -159.791549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.663973 sec): 2 clusters Score: Raw -293.540550 + Penalty 133.749002 = -159.791549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.664433 sec): 2 clusters Score: Raw -91.489892 + Penalty 0.000000 = -91.489892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.664627 sec): 2 clusters Score: Raw -91.489892 + Penalty 0.000000 = -91.489892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.665091 sec): 2 clusters Score: Raw -191.819317 + Penalty 89.502773 = -102.316544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.665288 sec): 2 clusters Score: Raw -191.819317 + Penalty 89.502773 = -102.316544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.665749 sec): 2 clusters Score: Raw -168.262605 + Penalty 28.530915 = -139.731690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.665952 sec): 3 clusters Score: Raw -168.087494 + Penalty 57.061829 = -111.025665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 225 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.666417 sec): 2 clusters Score: Raw -189.160123 + Penalty 82.637464 = -106.522659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.666613 sec): 2 clusters Score: Raw -189.160123 + Penalty 82.637464 = -106.522659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.667076 sec): 2 clusters Score: Raw -193.253400 + Penalty 90.452933 = -102.800467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.667272 sec): 2 clusters Score: Raw -193.253400 + Penalty 90.452933 = -102.800467 nChanged 0 Deleting Class 92 (12 points): Lose 110.896158 but Gain 1495.678278 Iteration 20F (28.282391 sec): 194 clusters Score: Raw -2455971.807596 + Penalty 202229.500495 = -2253742.307100 nChanged 185 Deleting Class 107 (18 points): Lose 106.860415 but Gain 1486.789269 Iteration 21Q (28.474204 sec): 193 clusters Score: Raw -2455972.560269 + Penalty 200840.653144 = -2255131.907125 nChanged 165 Deleting Class 93 (11 points): Lose 53.400963 but Gain 1428.308070 Iteration 22Q (28.663160 sec): 192 clusters Score: Raw -2456030.693035 + Penalty 199471.862157 = -2256558.830878 nChanged 157 Deleting Class 171 (8 points): Lose 62.681993 but Gain 1435.465419 Iteration 23Q (28.851701 sec): 191 clusters Score: Raw -2456058.861670 + Penalty 198130.872687 = -2257927.988983 nChanged 128 Deleting Class 83 (22 points): Lose 156.988923 but Gain 1516.911868 Iteration 24Q (29.034832 sec): 190 clusters Score: Raw -2456041.960763 + Penalty 196655.904552 = -2259386.056211 nChanged 145 Deleting Class 203 (3 points): Lose 13.424504 but Gain 1370.137917 Iteration 25Q (29.226205 sec): 189 clusters Score: Raw -2456133.749039 + Penalty 195332.424272 = -2260801.324767 nChanged 114 Deleting Class 124 (13 points): Lose 74.837498 but Gain 1429.800482 Iteration 26Q (29.416654 sec): 188 clusters Score: Raw -2456103.644058 + Penalty 193935.906369 = -2262167.737689 nChanged 124 Deleting Class 138 (9 points): Lose 51.590197 but Gain 1403.623614 Iteration 27Q (29.598821 sec): 187 clusters Score: Raw -2456109.042408 + Penalty 192586.664427 = -2263522.377981 nChanged 111 Deleting Class 163 (1 points): Lose 3.840939 but Gain 1363.129084 Iteration 28Q (29.781711 sec): 186 clusters Score: Raw -2456178.921217 + Penalty 191326.627708 = -2264852.293509 nChanged 89 Deleting Class 177 (8 points): Lose 76.896322 but Gain 1422.259369 Iteration 29Q (29.966346 sec): 185 clusters Score: Raw -2456130.381088 + Penalty 190009.603801 = -2266120.777288 nChanged 96 Deleting Class 147 (24 points): Lose 146.159700 but Gain 1493.140892 Iteration 30F (32.416312 sec): 184 clusters Score: Raw -2456056.691122 + Penalty 188706.421982 = -2267350.269140 nChanged 91 Deleting Class 117 (5 points): Lose 40.736962 but Gain 1382.772309 Iteration 31Q (32.599861 sec): 183 clusters Score: Raw -2456124.967684 + Penalty 187329.976399 = -2268794.991285 nChanged 77 Deleting Class 200 (4 points): Lose 31.046764 but Gain 1373.147140 Iteration 32Q (32.783147 sec): 182 clusters Score: Raw -2456138.929343 + Penalty 186023.261833 = -2270115.667510 nChanged 55 Deleting Class 220 (2 points): Lose 5.664850 but Gain 1326.972751 Iteration 33Q (32.964257 sec): 181 clusters Score: Raw -2456172.113604 + Penalty 184701.534661 = -2271470.578943 nChanged 42 Deleting Class 115 (14 points): Lose 85.462858 but Gain 1405.919626 Iteration 34Q (33.140596 sec): 180 clusters Score: Raw -2456108.540897 + Penalty 183337.312616 = -2272771.228281 nChanged 55 Deleting Class 226 (2 points): Lose 28.576982 but Gain 1341.059880 Iteration 35Q (33.318638 sec): 179 clusters Score: Raw -2456125.726110 + Penalty 182014.408538 = -2274111.317573 nChanged 38 Deleting Class 186 (16 points): Lose 111.122777 but Gain 1417.275140 Iteration 36Q (33.494423 sec): 178 clusters Score: Raw -2456039.100139 + Penalty 180818.110740 = -2275220.989399 nChanged 51 Deleting Class 68 (22 points): Lose 176.582489 but Gain 1481.587120 Iteration 37Q (33.671028 sec): 177 clusters Score: Raw -2455950.699426 + Penalty 179388.981939 = -2276561.717487 nChanged 62 Deleting Class 49 (2 points): Lose 6.851159 but Gain 1311.781293 Iteration 38Q (33.847913 sec): 176 clusters Score: Raw -2456051.419492 + Penalty 178097.765009 = -2277953.654484 nChanged 46 Deleting Class 69 (13 points): Lose 281.746669 but Gain 1586.590728 Iteration 39Q (34.021789 sec): 175 clusters Score: Raw -2455817.213078 + Penalty 176533.290008 = -2279283.923070 nChanged 59 Deleting Class 156 (4 points): Lose 19.460088 but Gain 1324.056484 Iteration 40F (36.352104 sec): 174 clusters Score: Raw -2455891.113586 + Penalty 175263.859402 = -2280627.254184 nChanged 46 Deleting Class 173 (8 points): Lose 89.217665 but Gain 1387.260479 Iteration 41Q (36.529372 sec): 173 clusters Score: Raw -2455864.286181 + Penalty 173962.263756 = -2281902.022425 nChanged 49 Deleting Class 89 (47 points): Lose 316.988054 but Gain 1607.936392 Iteration 42Q (36.704320 sec): 172 clusters Score: Raw -2455642.466951 + Penalty 172497.990608 = -2283144.476343 nChanged 76 Deleting Class 158 (2 points): Lose 47.311916 but Gain 1336.066643 Iteration 43Q (36.878568 sec): 171 clusters Score: Raw -2455731.458825 + Penalty 171189.866764 = -2284541.592061 nChanged 37 Deleting Class 193 (41 points): Lose 206.004345 but Gain 1489.432108 Iteration 44Q (37.049122 sec): 170 clusters Score: Raw -2455591.250223 + Penalty 169654.360412 = -2285936.889810 nChanged 74 Deleting Class 87 (32 points): Lose 163.325023 but Gain 1433.649771 Iteration 45Q (37.227218 sec): 169 clusters Score: Raw -2455539.191670 + Penalty 168330.221519 = -2287208.970151 nChanged 64 Deleting Class 211 (3 points): Lose 24.299185 but Gain 1289.597429 Iteration 46Q (37.394959 sec): 168 clusters Score: Raw -2455651.950666 + Penalty 167037.908325 = -2288614.042341 nChanged 37 Deleting Class 218 (1 points): Lose 72.632684 but Gain 1335.863012 Iteration 47Q (37.559511 sec): 167 clusters Score: Raw -2455643.950998 + Penalty 165717.630230 = -2289926.320768 nChanged 24 Deleting Class 73 (12 points): Lose 83.646764 but Gain 1346.130989 Iteration 48Q (37.720469 sec): 166 clusters Score: Raw -2455601.471015 + Penalty 164410.486645 = -2291190.984370 nChanged 31 Deleting Class 160 (6 points): Lose 52.256946 but Gain 1309.959250 Iteration 49Q (37.881134 sec): 165 clusters Score: Raw -2455587.700009 + Penalty 163126.315306 = -2292461.384703 nChanged 20 Deleting Class 110 (4 points): Lose 56.485708 but Gain 1317.507693 Iteration 50F (40.077500 sec): 164 clusters Score: Raw -2455556.402248 + Penalty 161823.797248 = -2293732.605001 nChanged 21 Deleting Class 64 (3 points): Lose 35.081540 but Gain 1283.173840 Iteration 51Q (40.236251 sec): 163 clusters Score: Raw -2455547.825404 + Penalty 160544.707030 = -2295003.118374 nChanged 17 Deleting Class 58 (31 points): Lose 147.763491 but Gain 1392.160231 Iteration 52Q (40.401217 sec): 162 clusters Score: Raw -2455430.383189 + Penalty 159539.989968 = -2295890.393220 nChanged 43 Deleting Class 60 (20 points): Lose 126.069671 but Gain 1369.198278 Iteration 53Q (40.567604 sec): 161 clusters Score: Raw -2455369.354535 + Penalty 157740.361087 = -2297628.993448 nChanged 34 Deleting Class 202 (4 points): Lose 45.514768 but Gain 1288.063069 Iteration 54Q (40.732872 sec): 160 clusters Score: Raw -2455367.488367 + Penalty 156573.321838 = -2298794.166529 nChanged 12 Deleting Class 217 (3 points): Lose 18.491480 but Gain 1251.114545 Iteration 55Q (40.896530 sec): 159 clusters Score: Raw -2455368.066621 + Penalty 155318.288889 = -2300049.777732 nChanged 9 Deleting Class 104 (3 points): Lose 26.401384 but Gain 1240.680712 Iteration 56Q (41.058601 sec): 158 clusters Score: Raw -2455352.790785 + Penalty 154074.988334 = -2301277.802450 nChanged 11 Deleting Class 43 (27 points): Lose 202.339538 but Gain 1415.820470 Iteration 57Q (41.213490 sec): 157 clusters Score: Raw -2455164.237656 + Penalty 152674.485784 = -2302489.751872 nChanged 32 Deleting Class 152 (10 points): Lose 33.036921 but Gain 1245.247310 Iteration 58Q (41.374352 sec): 156 clusters Score: Raw -2455203.583481 + Penalty 151448.714289 = -2303754.869192 nChanged 19 Deleting Class 79 (5 points): Lose 35.695795 but Gain 1246.358342 Iteration 59Q (41.535044 sec): 155 clusters Score: Raw -2455198.241800 + Penalty 150214.224115 = -2304984.017685 nChanged 16 Deleting Class 225 (2 points): Lose 21.129672 but Gain 1225.187325 Iteration 60F (43.582912 sec): 154 clusters Score: Raw -2455209.486806 + Penalty 149012.624428 = -2306196.862378 nChanged 10 Deleting Class 120 (5 points): Lose 39.439342 but Gain 1242.107437 Iteration 61Q (43.745761 sec): 153 clusters Score: Raw -2455190.781520 + Penalty 147796.200540 = -2307394.580979 nChanged 9 Deleting Class 205 (8 points): Lose 68.882524 but Gain 1269.450345 Iteration 62Q (43.908454 sec): 152 clusters Score: Raw -2455135.306624 + Penalty 146548.859127 = -2308586.447497 nChanged 12 Deleting Class 48 (28 points): Lose 377.813604 but Gain 1572.678462 Iteration 63Q (44.071245 sec): 151 clusters Score: Raw -2454773.019817 + Penalty 145064.380566 = -2309708.639251 nChanged 30 Deleting Class 153 (12 points): Lose 158.662457 but Gain 1347.829143 Iteration 64Q (44.229515 sec): 150 clusters Score: Raw -2454754.852884 + Penalty 143865.098501 = -2310889.754383 nChanged 24 Deleting Class 145 (6 points): Lose 41.652757 but Gain 1244.958829 Iteration 65Q (44.388305 sec): 149 clusters Score: Raw -2454799.967934 + Penalty 142640.274077 = -2312159.693857 nChanged 20 Deleting Class 194 (5 points): Lose 46.622384 but Gain 1229.747920 Iteration 66Q (44.545410 sec): 148 clusters Score: Raw -2454801.765565 + Penalty 141422.128897 = -2313379.636668 nChanged 15 Deleting Class 172 (5 points): Lose 35.242718 but Gain 1217.080268 Iteration 67Q (44.702285 sec): 147 clusters Score: Raw -2454796.949201 + Penalty 140272.124383 = -2314524.824817 nChanged 16 Deleting Class 164 (11 points): Lose 85.756215 but Gain 1263.209961 Iteration 68Q (44.859089 sec): 146 clusters Score: Raw -2454736.851966 + Penalty 139078.612371 = -2315658.239595 nChanged 17 Deleting Class 36 (20 points): Lose 132.887830 but Gain 1310.191716 Iteration 69Q (45.013702 sec): 145 clusters Score: Raw -2454638.869490 + Penalty 137799.565430 = -2316839.304060 nChanged 33 Deleting Class 65 (21 points): Lose 75.480260 but Gain 1238.074400 Iteration 70F (46.947185 sec): 144 clusters Score: Raw -2454607.613957 + Penalty 136658.861156 = -2317948.752801 nChanged 31 Deleting Class 99 (5 points): Lose 39.954215 but Gain 1202.664951 Iteration 71Q (47.098557 sec): 143 clusters Score: Raw -2454629.055542 + Penalty 135513.532812 = -2319115.522730 nChanged 12 Deleting Class 116 (23 points): Lose 207.171429 but Gain 1358.250674 Iteration 72Q (47.247663 sec): 142 clusters Score: Raw -2454444.294131 + Penalty 134250.335771 = -2320193.958360 nChanged 32 Deleting Class 188 (3 points): Lose 30.411195 but Gain 1174.148884 Iteration 73Q (47.397207 sec): 141 clusters Score: Raw -2454484.254382 + Penalty 133103.006650 = -2321381.247732 nChanged 19 Deleting Class 103 (25 points): Lose 193.724183 but Gain 1336.140407 Iteration 74Q (47.547330 sec): 140 clusters Score: Raw -2454307.808292 + Penalty 131848.676875 = -2322459.131417 nChanged 39 Deleting Class 76 (9 points): Lose 168.946508 but Gain 1305.400211 Iteration 75Q (47.698875 sec): 139 clusters Score: Raw -2454228.519287 + Penalty 130691.998475 = -2323536.520813 nChanged 20 Deleting Class 67 (4 points): Lose 7.615777 but Gain 1141.763232 Iteration 76Q (47.847699 sec): 138 clusters Score: Raw -2454304.057893 + Penalty 129565.817644 = -2324738.240248 nChanged 6 Deleting Class 86 (70 points): Lose 347.881567 but Gain 1480.304327 Iteration 77Q (47.992932 sec): 137 clusters Score: Raw -2453964.663422 + Penalty 128298.995075 = -2325665.668347 nChanged 72 Deleting Class 184 (2 points): Lose 31.188565 but Gain 1161.972350 Iteration 78Q (48.142793 sec): 136 clusters Score: Raw -2454103.179586 + Penalty 127148.714193 = -2326954.465393 nChanged 18 Deleting Class 114 (9 points): Lose 66.067416 but Gain 1196.001897 Iteration 79Q (48.288903 sec): 135 clusters Score: Raw -2454061.727364 + Penalty 126037.730235 = -2328023.997129 nChanged 15 Deleting Class 55 (8 points): Lose 353.844570 but Gain 1481.822481 Iteration 80F (50.079931 sec): 134 clusters Score: Raw -2453763.057420 + Penalty 125066.527450 = -2328696.529970 nChanged 20 Deleting Class 135 (2 points): Lose 8.665513 but Gain 1131.357047 Iteration 81Q (50.230388 sec): 133 clusters Score: Raw -2453865.949835 + Penalty 123946.455617 = -2329919.494218 nChanged 7 Deleting Class 197 (5 points): Lose 61.340157 but Gain 1179.005974 Iteration 82Q (50.380395 sec): 132 clusters Score: Raw -2453813.817718 + Penalty 122779.386073 = -2331034.431645 nChanged 10 Deleting Class 95 (30 points): Lose 201.895829 but Gain 1319.501424 Iteration 83Q (50.531146 sec): 131 clusters Score: Raw -2453634.169719 + Penalty 121494.607747 = -2332139.561972 nChanged 34 Deleting Class 170 (7 points): Lose 20.401918 but Gain 1136.747406 Iteration 84Q (50.680861 sec): 130 clusters Score: Raw -2453686.657116 + Penalty 120358.036661 = -2333328.620455 nChanged 20 Deleting Class 148 (8 points): Lose 68.545203 but Gain 1184.444755 Iteration 85Q (50.829100 sec): 129 clusters Score: Raw -2453662.581364 + Penalty 119187.554453 = -2334475.026910 nChanged 19 Deleting Class 78 (19 points): Lose 59.379653 but Gain 1172.046812 Iteration 86Q (50.975854 sec): 128 clusters Score: Raw -2453641.844602 + Penalty 118020.715721 = -2335621.128881 nChanged 32 Deleting Class 181 (3 points): Lose 36.021509 but Gain 1145.832711 Iteration 87Q (51.123693 sec): 127 clusters Score: Raw -2453651.377195 + Penalty 116886.950663 = -2336764.426532 nChanged 19 Deleting Class 45 (11 points): Lose 32.107156 but Gain 1138.825217 Iteration 88Q (51.269509 sec): 126 clusters Score: Raw -2453644.102963 + Penalty 115774.218615 = -2337869.884348 nChanged 25 Deleting Class 19 (62 points): Lose 324.868759 but Gain 1429.028417 Iteration 89Q (51.415448 sec): 125 clusters Score: Raw -2453348.791311 + Penalty 114440.480237 = -2338908.311073 nChanged 73 Deleting Class 137 (4 points): Lose 138.172790 but Gain 1238.144002 Iteration 90F (53.064460 sec): 124 clusters Score: Raw -2453407.506396 + Penalty 113548.593847 = -2339858.912549 nChanged 30 Deleting Class 121 (14 points): Lose 100.788934 but Gain 1198.562179 Iteration 91Q (53.205078 sec): 123 clusters Score: Raw -2453373.693058 + Penalty 112353.833640 = -2341019.859418 nChanged 34 Deleting Class 119 (1 points): Lose 10.777718 but Gain 1105.337905 Iteration 92Q (53.345617 sec): 122 clusters Score: Raw -2453406.233560 + Penalty 111245.611881 = -2342160.621680 nChanged 18 Deleting Class 34 (17 points): Lose 106.853378 but Gain 1200.441066 Iteration 93Q (53.484136 sec): 121 clusters Score: Raw -2453309.183515 + Penalty 110059.616854 = -2343249.566660 nChanged 36 Deleting Class 122 (13 points): Lose 78.341501 but Gain 1160.817327 Iteration 94Q (53.624488 sec): 120 clusters Score: Raw -2453296.483185 + Penalty 108930.853910 = -2344365.629274 nChanged 42 Deleting Class 149 (7 points): Lose 42.164836 but Gain 1123.331940 Iteration 95Q (53.764339 sec): 119 clusters Score: Raw -2453333.286408 + Penalty 107876.998050 = -2345456.288358 nChanged 25 Deleting Class 81 (43 points): Lose 159.590047 but Gain 1236.015347 Iteration 96Q (53.902224 sec): 118 clusters Score: Raw -2453213.693067 + Penalty 106801.367868 = -2346412.325198 nChanged 54 Deleting Class 82 (9 points): Lose 51.636986 but Gain 1122.267136 Iteration 97Q (54.041599 sec): 117 clusters Score: Raw -2453271.078536 + Penalty 105713.704430 = -2347557.374107 nChanged 26 Deleting Class 146 (1 points): Lose 0.714111 but Gain 1068.320063 Iteration 98Q (54.179881 sec): 116 clusters Score: Raw -2453309.099992 + Penalty 104639.536278 = -2348669.563713 nChanged 19 Deleting Class 40 (1 points): Lose 0.790112 but Gain 1057.881062 Iteration 99Q (54.316841 sec): 115 clusters Score: Raw -2453329.743912 + Penalty 103576.628707 = -2349753.115206 nChanged 19 Deleting Class 112 (21 points): Lose 125.374742 but Gain 1180.345432 Iteration 100F (55.848318 sec): 114 clusters Score: Raw -2453229.507878 + Penalty 102376.673667 = -2350852.834211 nChanged 28 Deleting Class 134 (3 points): Lose 16.326475 but Gain 1061.877124 Iteration 101Q (55.983837 sec): 113 clusters Score: Raw -2453261.234931 + Penalty 101324.888020 = -2351936.346911 nChanged 11 Deleting Class 51 (38 points): Lose 404.044487 but Gain 1445.346806 Iteration 102Q (56.118807 sec): 112 clusters Score: Raw -2452867.017250 + Penalty 99936.279535 = -2352930.737715 nChanged 49 Deleting Class 168 (6 points): Lose 44.202669 but Gain 1081.085513 Iteration 103Q (56.255779 sec): 111 clusters Score: Raw -2452944.987876 + Penalty 98877.099272 = -2354067.888604 nChanged 30 Deleting Class 144 (12 points): Lose 116.815547 but Gain 1140.792434 Iteration 104Q (56.388998 sec): 110 clusters Score: Raw -2452863.547238 + Penalty 97769.831690 = -2355093.715548 nChanged 30 Deleting Class 105 (21 points): Lose 86.495097 but Gain 1107.076200 Iteration 105Q (56.521446 sec): 109 clusters Score: Raw -2452846.431864 + Penalty 96697.521964 = -2356148.909900 nChanged 42 Deleting Class 32 (6 points): Lose 25.300435 but Gain 1035.774201 Iteration 106Q (56.654822 sec): 108 clusters Score: Raw -2452870.024593 + Penalty 95696.301916 = -2357173.722677 nChanged 22 Deleting Class 90 (7 points): Lose 28.352837 but Gain 1033.309435 Iteration 107Q (56.786839 sec): 107 clusters Score: Raw -2452861.943200 + Penalty 94688.225530 = -2358173.717670 nChanged 20 Deleting Class 176 (5 points): Lose 59.478124 but Gain 1058.486974 Iteration 108Q (56.919277 sec): 106 clusters Score: Raw -2452818.272895 + Penalty 93726.403360 = -2359091.869535 nChanged 11 Deleting Class 162 (9 points): Lose 50.776006 but Gain 1038.476942 Iteration 109Q (57.050510 sec): 105 clusters Score: Raw -2452793.481495 + Penalty 92701.549655 = -2360091.931840 nChanged 12 Deleting Class 38 (22 points): Lose 86.758032 but Gain 1077.307591 Iteration 110F (58.458695 sec): 104 clusters Score: Raw -2452726.348714 + Penalty 91695.025278 = -2361031.323436 nChanged 25 Deleting Class 178 (10 points): Lose 56.555857 but Gain 1079.844083 Iteration 111Q (58.594337 sec): 103 clusters Score: Raw -2452714.786866 + Penalty 90683.084048 = -2362031.702819 nChanged 19 Deleting Class 150 (4 points): Lose 118.651704 but Gain 1107.271078 Iteration 112Q (58.731234 sec): 102 clusters Score: Raw -2452625.208812 + Penalty 89553.537858 = -2363071.670954 nChanged 12 Deleting Class 157 (5 points): Lose 33.893402 but Gain 1015.519621 Iteration 113Q (58.864144 sec): 101 clusters Score: Raw -2452616.379240 + Penalty 88557.005011 = -2364059.374230 nChanged 11 Deleting Class 212 (3 points): Lose 55.655823 but Gain 1036.596952 Iteration 114Q (58.995963 sec): 100 clusters Score: Raw -2452573.711921 + Penalty 87753.463627 = -2364820.248294 nChanged 6 Deleting Class 80 (14 points): Lose 128.935503 but Gain 1108.323330 Iteration 115Q (59.127189 sec): 99 clusters Score: Raw -2452495.439023 + Penalty 86647.112928 = -2365848.326095 nChanged 16 Deleting Class 18 (92 points): Lose 545.382837 but Gain 1518.509161 Iteration 116Q (59.258368 sec): 98 clusters Score: Raw -2451995.259669 + Penalty 85267.268002 = -2366727.991667 nChanged 99 Deleting Class 72 (41 points): Lose 249.850757 but Gain 1222.889136 Iteration 117Q (59.393707 sec): 97 clusters Score: Raw -2452026.241576 + Penalty 84156.308546 = -2367869.933030 nChanged 66 Deleting Class 123 (14 points): Lose 99.528876 but Gain 1057.318047 Iteration 118Q (59.526760 sec): 96 clusters Score: Raw -2452079.886989 + Penalty 83128.663587 = -2368951.223402 nChanged 49 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2452079.886989 + Penalty 83128.663587 = -2368951.223402Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.587769 sec): 2 clusters Score: Raw -98724.621365 + Penalty 238.139735 = -98486.481629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.589850 sec): 3 clusters Score: Raw -98081.373011 + Penalty 476.356600 = -97605.016411 nChanged 472 SP:Iteration 1F (59.591917 sec): 3 clusters Score: Raw -98326.187728 + Penalty 476.931276 = -97849.256451 nChanged 101 SP:Iteration 2F (59.593958 sec): 3 clusters Score: Raw -98398.310552 + Penalty 478.188173 = -97920.122379 nChanged 86 SP:Iteration 3F (59.595996 sec): 3 clusters Score: Raw -98493.954020 + Penalty 479.831556 = -98014.122464 nChanged 84 SP:Iteration 4F (59.598033 sec): 3 clusters Score: Raw -98586.776939 + Penalty 482.057250 = -98104.719689 nChanged 63 SP:Iteration 5F (59.600068 sec): 3 clusters Score: Raw -98639.684487 + Penalty 483.167961 = -98156.516526 nChanged 47 SP:Iteration 6Q (59.602073 sec): 3 clusters Score: Raw -98670.913376 + Penalty 484.305239 = -98186.608137 nChanged 34 SP:Iteration 7Q (59.604037 sec): 3 clusters Score: Raw -98689.721789 + Penalty 485.080208 = -98204.641581 nChanged 19 SP:Iteration 8Q (59.605993 sec): 3 clusters Score: Raw -98696.123871 + Penalty 486.838085 = -98209.285786 nChanged 16 SP:Iteration 9Q (59.608180 sec): 3 clusters Score: Raw -98702.976878 + Penalty 487.565529 = -98215.411349 nChanged 16 SP:Iteration 10F (59.610394 sec): 3 clusters Score: Raw -98706.805379 + Penalty 487.826830 = -98218.978549 nChanged 8 SP:Iteration 11Q (59.612349 sec): 3 clusters Score: Raw -98708.203369 + Penalty 487.809922 = -98220.393447 nChanged 9 SP:Iteration 12Q (59.614353 sec): 3 clusters Score: Raw -98710.862515 + Penalty 487.919135 = -98222.943380 nChanged 9 SP:Iteration 13Q (59.616328 sec): 3 clusters Score: Raw -98712.277742 + Penalty 488.147619 = -98224.130122 nChanged 8 SP:Iteration 14Q (59.618275 sec): 3 clusters Score: Raw -98714.277933 + Penalty 488.252336 = -98226.025596 nChanged 6 SP:Iteration 15Q (59.620198 sec): 3 clusters Score: Raw -98715.804968 + Penalty 488.534936 = -98227.270032 nChanged 2 SP:Iteration 16Q (59.622129 sec): 3 clusters Score: Raw -98716.147614 + Penalty 488.688510 = -98227.459104 nChanged 1 SP:Iteration 17Q (59.624104 sec): 3 clusters Score: Raw -98716.225832 + Penalty 488.846305 = -98227.379527 nChanged 2 SP:Iteration 18F (59.626199 sec): 3 clusters Score: Raw -98716.387109 + Penalty 488.996599 = -98227.390510 nChanged 1 SP:Iteration 19Q (59.628130 sec): 3 clusters Score: Raw -98716.471929 + Penalty 488.996599 = -98227.475330 nChanged 0 SP:Iteration 20F (59.630230 sec): 3 clusters Score: Raw -98716.471929 + Penalty 488.996599 = -98227.475330 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.640843 sec): 2 clusters Score: Raw -180686.538126 + Penalty 406.555417 = -180279.982709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.645051 sec): 3 clusters Score: Raw -179477.665163 + Penalty 815.444358 = -178662.220805 nChanged 880 SP:Iteration 1F (59.649243 sec): 3 clusters Score: Raw -180081.494218 + Penalty 819.610066 = -179261.884153 nChanged 211 SP:Iteration 2F (59.653419 sec): 3 clusters Score: Raw -180250.368957 + Penalty 826.023693 = -179424.345264 nChanged 156 SP:Iteration 3F (59.657710 sec): 3 clusters Score: Raw -180374.094668 + Penalty 836.186562 = -179537.908106 nChanged 134 SP:Iteration 4F (59.661947 sec): 3 clusters Score: Raw -180472.341791 + Penalty 845.490874 = -179626.850917 nChanged 101 SP:Iteration 5Q (59.666083 sec): 3 clusters Score: Raw -180545.598485 + Penalty 853.374648 = -179692.223838 nChanged 75 SP:Iteration 6Q (59.670030 sec): 3 clusters Score: Raw -180596.763435 + Penalty 859.281146 = -179737.482288 nChanged 56 SP:Iteration 7Q (59.674165 sec): 3 clusters Score: Raw -180644.081980 + Penalty 862.524278 = -179781.557703 nChanged 46 SP:Iteration 8Q (59.678354 sec): 3 clusters Score: Raw -180685.285729 + Penalty 867.728096 = -179817.557633 nChanged 43 SP:Iteration 9Q (59.682257 sec): 3 clusters Score: Raw -180721.050711 + Penalty 869.429979 = -179851.620733 nChanged 27 SP:Iteration 10F (59.686268 sec): 3 clusters Score: Raw -180732.656666 + Penalty 869.676499 = -179862.980168 nChanged 15 SP:Iteration 11Q (59.689972 sec): 3 clusters Score: Raw -180739.779082 + Penalty 870.169656 = -179869.609426 nChanged 12 SP:Iteration 12Q (59.693796 sec): 3 clusters Score: Raw -180744.144425 + Penalty 870.426052 = -179873.718373 nChanged 13 SP:Iteration 13Q (59.697489 sec): 3 clusters Score: Raw -180748.337718 + Penalty 872.250097 = -179876.087620 nChanged 8 SP:Iteration 14Q (59.701126 sec): 3 clusters Score: Raw -180750.003535 + Penalty 872.823048 = -179877.180487 nChanged 6 SP:Iteration 15Q (59.704756 sec): 3 clusters Score: Raw -180750.770854 + Penalty 873.073225 = -179877.697629 nChanged 2 SP:Iteration 16Q (59.708680 sec): 3 clusters Score: Raw -180750.939936 + Penalty 873.397525 = -179877.542410 nChanged 1 SP:Iteration 17F (59.712771 sec): 3 clusters Score: Raw -180751.042675 + Penalty 873.397525 = -179877.645149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.715273 sec): 2 clusters Score: Raw -28753.702429 + Penalty 466.000722 = -28287.701707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.716040 sec): 3 clusters Score: Raw -28656.910908 + Penalty 935.533702 = -27721.377207 nChanged 85 SP:Iteration 1F (59.716801 sec): 3 clusters Score: Raw -28734.603218 + Penalty 933.774116 = -27800.829103 nChanged 25 SP:Iteration 2F (59.717553 sec): 3 clusters Score: Raw -28759.963396 + Penalty 931.198158 = -27828.765238 nChanged 18 SP:Iteration 3F (59.718302 sec): 3 clusters Score: Raw -28781.613106 + Penalty 927.652026 = -27853.961080 nChanged 16 SP:Iteration 4F (59.719054 sec): 3 clusters Score: Raw -28796.397138 + Penalty 922.222982 = -27874.174157 nChanged 10 SP:Iteration 5Q (59.719793 sec): 3 clusters Score: Raw -28806.304782 + Penalty 915.966687 = -27890.338095 nChanged 15 SP:Iteration 6Q (59.720530 sec): 3 clusters Score: Raw -28819.711329 + Penalty 912.009458 = -27907.701871 nChanged 14 SP:Iteration 7Q (59.721268 sec): 3 clusters Score: Raw -28836.264845 + Penalty 907.654846 = -27928.609999 nChanged 16 SP:Iteration 8F (59.722017 sec): 3 clusters Score: Raw -28863.101332 + Penalty 902.939446 = -27960.161886 nChanged 19 SP:Iteration 9F (59.722768 sec): 3 clusters Score: Raw -28891.776791 + Penalty 897.352771 = -27994.424021 nChanged 12 SP:Iteration 10F (59.723542 sec): 3 clusters Score: Raw -28911.001080 + Penalty 890.836186 = -28020.164894 nChanged 7 SP:Iteration 11Q (59.724272 sec): 3 clusters Score: Raw -28919.408501 + Penalty 890.836186 = -28028.572315 nChanged 0 SP:Iteration 12F (59.725024 sec): 3 clusters Score: Raw -28919.408501 + Penalty 890.836186 = -28028.572315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 4 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.726044 sec): 2 clusters Score: Raw -446.198037 + Penalty 103.340223 = -342.857814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.726274 sec): 3 clusters Score: Raw -440.804986 + Penalty 198.786444 = -242.018541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.728640 sec): 2 clusters Score: Raw -32105.937226 + Penalty 70.338182 = -32035.599044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.729539 sec): 3 clusters Score: Raw -31895.487686 + Penalty 140.768837 = -31754.718849 nChanged 157 SP:Iteration 1F (59.730424 sec): 3 clusters Score: Raw -32037.540659 + Penalty 144.164295 = -31893.376364 nChanged 59 SP:Iteration 2F (59.731332 sec): 3 clusters Score: Raw -32085.646342 + Penalty 148.119372 = -31937.526970 nChanged 29 SP:Iteration 3F (59.732273 sec): 3 clusters Score: Raw -32104.875115 + Penalty 151.525302 = -31953.349813 nChanged 19 SP:Iteration 4F (59.733205 sec): 3 clusters Score: Raw -32125.529955 + Penalty 161.126030 = -31964.403925 nChanged 25 SP:Iteration 5F (59.734123 sec): 3 clusters Score: Raw -32154.441387 + Penalty 164.965212 = -31989.476174 nChanged 9 SP:Iteration 6Q (59.735016 sec): 3 clusters Score: Raw -32160.719969 + Penalty 169.655120 = -31991.064849 nChanged 11 SP:Iteration 7Q (59.735911 sec): 3 clusters Score: Raw -32166.713621 + Penalty 173.766566 = -31992.947056 nChanged 6 SP:Iteration 8Q (59.736832 sec): 3 clusters Score: Raw -32168.670510 + Penalty 176.866934 = -31991.803575 nChanged 4 SP:Iteration 9F (59.737701 sec): 3 clusters Score: Raw -32170.403802 + Penalty 181.687079 = -31988.716723 nChanged 6 SP:Iteration 10F (59.738573 sec): 3 clusters Score: Raw -32172.937658 + Penalty 184.581553 = -31988.356105 nChanged 3 SP:Iteration 11F (59.739439 sec): 3 clusters Score: Raw -32173.530574 + Penalty 182.517099 = -31991.013474 nChanged 2 SP:Iteration 12Q (59.740285 sec): 3 clusters Score: Raw -32174.699416 + Penalty 178.632441 = -31996.066975 nChanged 1 SP:Iteration 13Q (59.741157 sec): 3 clusters Score: Raw -32174.980372 + Penalty 178.632441 = -31996.347931 nChanged 0 SP:Iteration 14F (59.742094 sec): 3 clusters Score: Raw -32174.980372 + Penalty 178.632441 = -31996.347931 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 6 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.746368 sec): 2 clusters Score: Raw -94524.167217 + Penalty 270.891775 = -94253.275442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.748497 sec): 3 clusters Score: Raw -93895.194986 + Penalty 543.863926 = -93351.331060 nChanged 436 SP:Iteration 1F (59.750591 sec): 3 clusters Score: Raw -94129.400168 + Penalty 542.055172 = -93587.344997 nChanged 109 SP:Iteration 2F (59.752710 sec): 3 clusters Score: Raw -94220.958319 + Penalty 541.324886 = -93679.633433 nChanged 100 SP:Iteration 3F (59.754843 sec): 3 clusters Score: Raw -94301.260830 + Penalty 541.776104 = -93759.484727 nChanged 72 SP:Iteration 4F (59.756995 sec): 3 clusters Score: Raw -94349.561977 + Penalty 542.105637 = -93807.456340 nChanged 48 SP:Iteration 5Q (59.759053 sec): 3 clusters Score: Raw -94379.279567 + Penalty 541.922427 = -93837.357140 nChanged 35 SP:Iteration 6Q (59.761099 sec): 3 clusters Score: Raw -94398.255962 + Penalty 541.787583 = -93856.468379 nChanged 30 SP:Iteration 7Q (59.763139 sec): 3 clusters Score: Raw -94419.810741 + Penalty 542.077311 = -93877.733430 nChanged 29 SP:Iteration 8Q (59.765198 sec): 3 clusters Score: Raw -94430.329899 + Penalty 541.502176 = -93888.827722 nChanged 12 SP:Iteration 9Q (59.767286 sec): 3 clusters Score: Raw -94434.488786 + Penalty 541.012618 = -93893.476169 nChanged 14 SP:Iteration 10F (59.769396 sec): 3 clusters Score: Raw -94440.115855 + Penalty 540.570575 = -93899.545280 nChanged 16 SP:Iteration 11Q (59.771492 sec): 3 clusters Score: Raw -94448.159414 + Penalty 540.374739 = -93907.784675 nChanged 17 SP:Iteration 12Q (59.773668 sec): 3 clusters Score: Raw -94454.269770 + Penalty 539.789321 = -93914.480448 nChanged 16 SP:Iteration 13Q (59.775867 sec): 3 clusters Score: Raw -94468.078006 + Penalty 539.025591 = -93929.052415 nChanged 19 SP:Iteration 14Q (59.778020 sec): 3 clusters Score: Raw -94481.350558 + Penalty 537.084206 = -93944.266352 nChanged 17 SP:Iteration 15Q (59.780039 sec): 3 clusters Score: Raw -94489.498299 + Penalty 535.729088 = -93953.769212 nChanged 11 SP:Iteration 16Q (59.782018 sec): 3 clusters Score: Raw -94493.543922 + Penalty 535.701334 = -93957.842588 nChanged 8 SP:Iteration 17Q (59.784010 sec): 3 clusters Score: Raw -94496.256420 + Penalty 535.459767 = -93960.796653 nChanged 7 SP:Iteration 18Q (59.785989 sec): 3 clusters Score: Raw -94497.795324 + Penalty 534.817368 = -93962.977956 nChanged 5 SP:Iteration 19Q (59.787941 sec): 3 clusters Score: Raw -94498.573701 + Penalty 534.688263 = -93963.885438 nChanged 2 SP:Iteration 20F (59.790007 sec): 3 clusters Score: Raw -94498.965876 + Penalty 534.954961 = -93964.010915 nChanged 2 SP:Iteration 21Q (59.791961 sec): 3 clusters Score: Raw -94499.556409 + Penalty 535.070556 = -93964.485853 nChanged 1 SP:Iteration 22Q (59.793907 sec): 3 clusters Score: Raw -94499.651183 + Penalty 535.070556 = -93964.580628 nChanged 0 SP:Iteration 23F (59.795969 sec): 3 clusters Score: Raw -94499.651183 + Penalty 535.070556 = -93964.580628 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 7 (10777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.846017 sec): 2 clusters Score: Raw -909203.047725 + Penalty 266.880308 = -908936.167417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.867722 sec): 3 clusters Score: Raw -901979.851677 + Penalty 554.773624 = -901425.078053 nChanged 5101 SP:Iteration 1F (59.889663 sec): 3 clusters Score: Raw -906120.849661 + Penalty 582.890681 = -905537.958980 nChanged 1619 SP:Iteration 2F (59.911292 sec): 3 clusters Score: Raw -907686.496616 + Penalty 587.873473 = -907098.623143 nChanged 573 SP:Iteration 3F (59.932751 sec): 3 clusters Score: Raw -908145.040820 + Penalty 582.634386 = -907562.406434 nChanged 336 SP:Iteration 4Q (59.952154 sec): 3 clusters Score: Raw -908363.642320 + Penalty 575.347581 = -907788.294739 nChanged 273 SP:Iteration 5Q (59.970036 sec): 3 clusters Score: Raw -908538.311801 + Penalty 567.276817 = -907971.034984 nChanged 235 SP:Iteration 6Q (59.988316 sec): 3 clusters Score: Raw -908680.253120 + Penalty 566.896224 = -908113.356896 nChanged 203 SP:Iteration 7Q (60.005727 sec): 3 clusters Score: Raw -908801.729128 + Penalty 570.382652 = -908231.346477 nChanged 178 SP:Iteration 8Q (60.023467 sec): 3 clusters Score: Raw -908912.768759 + Penalty 576.985039 = -908335.783720 nChanged 144 SP:Iteration 9Q (60.040838 sec): 3 clusters Score: Raw -909000.355526 + Penalty 585.220714 = -908415.134812 nChanged 103 SP:Iteration 10F (60.061845 sec): 3 clusters Score: Raw -909060.605069 + Penalty 604.938669 = -908455.666400 nChanged 71 SP:Iteration 11Q (60.079187 sec): 3 clusters Score: Raw -909108.118286 + Penalty 637.410858 = -908470.707428 nChanged 55 SP:Iteration 12Q (60.096206 sec): 3 clusters Score: Raw -909144.394194 + Penalty 664.717006 = -908479.677188 nChanged 31 SP:Iteration 13Q (60.113250 sec): 3 clusters Score: Raw -909161.872810 + Penalty 704.597330 = -908457.275480 nChanged 26 SP:Iteration 14F (60.132750 sec): 3 clusters Score: Raw -909178.179866 + Penalty 758.699570 = -908419.480296 nChanged 16 SP:Iteration 15F (60.152942 sec): 3 clusters Score: Raw -909188.658086 + Penalty 849.459913 = -908339.198173 nChanged 14 SP:Iteration 16F (60.172176 sec): 3 clusters Score: Raw -909201.101487 + Penalty 890.189185 = -908310.912303 nChanged 11 SP:Iteration 17F (60.193601 sec): 3 clusters Score: Raw -909210.183385 + Penalty 890.189185 = -908319.994200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.201601 sec): 2 clusters Score: Raw -8564.906299 + Penalty 559.668249 = -8005.238050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.202064 sec): 3 clusters Score: Raw -8774.958935 + Penalty 1058.141845 = -7716.817090 nChanged 31 SP:Iteration 1F (60.202515 sec): 3 clusters Score: Raw -8955.207996 + Penalty 1002.002480 = -7953.205516 nChanged 15 SP:Iteration 2F (60.202967 sec): 3 clusters Score: Raw -9109.970464 + Penalty 1001.739000 = -8108.231464 nChanged 1 SP:Iteration 3Q (60.203379 sec): 3 clusters Score: Raw -9113.760038 + Penalty 1001.739000 = -8112.021039 nChanged 0 SP:Iteration 4F (60.203830 sec): 3 clusters Score: Raw -9113.760038 + Penalty 1001.739000 = -8112.021039 nChanged 0 Score: Raw -2468772.266558 + Penalty 84049.329149 = -2384722.937409 Splitting cluster 8 changes total score from -2368951.223402 to -2384722.937409 So it's getting split into cluster 18. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.488637 sec): 2 clusters Score: Raw -59038.236797 + Penalty 59.416030 = -58978.820767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.490104 sec): 3 clusters Score: Raw -58602.587818 + Penalty 120.607598 = -58481.980220 nChanged 314 SP:Iteration 1F (61.491546 sec): 3 clusters Score: Raw -58768.335205 + Penalty 120.022000 = -58648.313205 nChanged 33 SP:Iteration 2Q (61.492973 sec): 3 clusters Score: Raw -58787.540554 + Penalty 120.896345 = -58666.644209 nChanged 32 SP:Iteration 3Q (61.494561 sec): 3 clusters Score: Raw -58809.162913 + Penalty 117.364230 = -58691.798683 nChanged 42 SP:Iteration 4F (61.496100 sec): 3 clusters Score: Raw -58854.344236 + Penalty 116.701799 = -58737.642437 nChanged 40 SP:Iteration 5F (61.497596 sec): 3 clusters Score: Raw -58922.154619 + Penalty 116.097293 = -58806.057326 nChanged 19 SP:Iteration 6Q (61.499015 sec): 3 clusters Score: Raw -58967.833741 + Penalty 118.273769 = -58849.559972 nChanged 17 SP:Iteration 7Q (61.500367 sec): 3 clusters Score: Raw -58978.597557 + Penalty 119.206523 = -58859.391034 nChanged 9 SP:Iteration 8Q (61.501716 sec): 3 clusters Score: Raw -58983.315042 + Penalty 120.439240 = -58862.875802 nChanged 6 SP:Iteration 9Q (61.503032 sec): 3 clusters Score: Raw -58984.838182 + Penalty 120.751920 = -58864.086261 nChanged 7 SP:Iteration 10F (61.504507 sec): 3 clusters Score: Raw -58987.285194 + Penalty 121.846395 = -58865.438799 nChanged 7 SP:Iteration 11Q (61.505808 sec): 3 clusters Score: Raw -58989.438065 + Penalty 123.163005 = -58866.275060 nChanged 8 SP:Iteration 12Q (61.507109 sec): 3 clusters Score: Raw -58991.910217 + Penalty 126.573307 = -58865.336911 nChanged 11 SP:Iteration 13F (61.508585 sec): 3 clusters Score: Raw -58995.946297 + Penalty 133.741625 = -58862.204672 nChanged 16 SP:Iteration 14F (61.510088 sec): 3 clusters Score: Raw -59006.287239 + Penalty 151.298315 = -58854.988924 nChanged 22 SP:Iteration 15F (61.511563 sec): 3 clusters Score: Raw -59028.933867 + Penalty 210.047149 = -58818.886718 nChanged 22 SP:Iteration 16F (61.512999 sec): 3 clusters Score: Raw -59052.564738 + Penalty 205.483341 = -58847.081397 nChanged 9 SP:Iteration 17Q (61.514267 sec): 3 clusters Score: Raw -59066.171193 + Penalty 197.228314 = -58868.942879 nChanged 2 SP:Iteration 18Q (61.515443 sec): 3 clusters Score: Raw -59066.328307 + Penalty 197.228314 = -58869.099993 nChanged 0 SP:Iteration 19F (61.516784 sec): 3 clusters Score: Raw -59066.328307 + Penalty 197.228314 = -58869.099993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.519620 sec): 2 clusters Score: Raw -73095.916659 + Penalty 460.748817 = -72635.167842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.521361 sec): 3 clusters Score: Raw -72682.254879 + Penalty 922.801695 = -71759.453185 nChanged 315 SP:Iteration 1F (61.523080 sec): 3 clusters Score: Raw -72942.721604 + Penalty 931.505897 = -72011.215708 nChanged 106 SP:Iteration 2F (61.524771 sec): 3 clusters Score: Raw -73045.764111 + Penalty 937.361109 = -72108.403002 nChanged 63 SP:Iteration 3F (61.526444 sec): 3 clusters Score: Raw -73113.751608 + Penalty 940.876694 = -72172.874913 nChanged 52 SP:Iteration 4F (61.528317 sec): 3 clusters Score: Raw -73163.316836 + Penalty 941.789141 = -72221.527695 nChanged 30 SP:Iteration 5Q (61.530070 sec): 3 clusters Score: Raw -73192.146299 + Penalty 943.603376 = -72248.542923 nChanged 27 SP:Iteration 6Q (61.531743 sec): 3 clusters Score: Raw -73213.679340 + Penalty 946.251466 = -72267.427874 nChanged 22 SP:Iteration 7Q (61.533364 sec): 3 clusters Score: Raw -73233.260420 + Penalty 947.780086 = -72285.480334 nChanged 14 SP:Iteration 8Q (61.534985 sec): 3 clusters Score: Raw -73246.106148 + Penalty 949.966869 = -72296.139279 nChanged 15 SP:Iteration 9Q (61.536620 sec): 3 clusters Score: Raw -73257.824889 + Penalty 952.100707 = -72305.724182 nChanged 11 SP:Iteration 10F (61.538378 sec): 3 clusters Score: Raw -73269.189431 + Penalty 953.844914 = -72315.344517 nChanged 13 SP:Iteration 11Q (61.540089 sec): 3 clusters Score: Raw -73282.472899 + Penalty 952.746599 = -72329.726301 nChanged 8 SP:Iteration 12Q (61.541716 sec): 3 clusters Score: Raw -73290.023806 + Penalty 951.725626 = -72338.298180 nChanged 7 SP:Iteration 13Q (61.543316 sec): 3 clusters Score: Raw -73294.991157 + Penalty 952.315538 = -72342.675620 nChanged 4 SP:Iteration 14Q (61.544912 sec): 3 clusters Score: Raw -73297.373736 + Penalty 950.125216 = -72347.248520 nChanged 4 SP:Iteration 15Q (61.546516 sec): 3 clusters Score: Raw -73303.623101 + Penalty 949.592127 = -72354.030974 nChanged 5 SP:Iteration 16Q (61.548089 sec): 3 clusters Score: Raw -73307.012782 + Penalty 949.398422 = -72357.614359 nChanged 4 SP:Iteration 17Q (61.549665 sec): 3 clusters Score: Raw -73308.013051 + Penalty 948.791254 = -72359.221796 nChanged 2 SP:Iteration 18Q (61.551212 sec): 3 clusters Score: Raw -73310.008280 + Penalty 947.366148 = -72362.642132 nChanged 2 SP:Iteration 19Q (61.552784 sec): 3 clusters Score: Raw -73311.052913 + Penalty 947.366148 = -72363.686765 nChanged 0 SP:Iteration 20F (61.554468 sec): 3 clusters Score: Raw -73311.052913 + Penalty 947.366148 = -72363.686765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.556096 sec): 2 clusters Score: Raw -30864.573728 + Penalty 687.716253 = -30176.857475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.556944 sec): 3 clusters Score: Raw -30788.055717 + Penalty 1375.571854 = -29412.483864 nChanged 80 SP:Iteration 1F (61.557767 sec): 3 clusters Score: Raw -30897.597196 + Penalty 1375.883860 = -29521.713336 nChanged 25 SP:Iteration 2F (61.558587 sec): 3 clusters Score: Raw -30924.473225 + Penalty 1376.601757 = -29547.871467 nChanged 7 SP:Iteration 3Q (61.559387 sec): 3 clusters Score: Raw -30937.491150 + Penalty 1377.145898 = -29560.345251 nChanged 7 SP:Iteration 4Q (61.560254 sec): 3 clusters Score: Raw -30945.677775 + Penalty 1378.539235 = -29567.138540 nChanged 6 SP:Iteration 5Q (61.561090 sec): 3 clusters Score: Raw -30948.332924 + Penalty 1380.942721 = -29567.390203 nChanged 6 SP:Iteration 6Q (61.561924 sec): 3 clusters Score: Raw -30952.483225 + Penalty 1383.643258 = -29568.839967 nChanged 7 SP:Iteration 7Q (61.562750 sec): 3 clusters Score: Raw -30963.544875 + Penalty 1384.390657 = -29579.154218 nChanged 4 SP:Iteration 8Q (61.563574 sec): 3 clusters Score: Raw -30968.969937 + Penalty 1386.616283 = -29582.353654 nChanged 5 SP:Iteration 9Q (61.564397 sec): 3 clusters Score: Raw -30975.791645 + Penalty 1387.005841 = -29588.785804 nChanged 3 SP:Iteration 10F (61.565243 sec): 3 clusters Score: Raw -30985.631032 + Penalty 1389.223980 = -29596.407052 nChanged 7 SP:Iteration 11Q (61.566033 sec): 3 clusters Score: Raw -30994.312344 + Penalty 1393.566927 = -29600.745416 nChanged 9 SP:Iteration 12Q (61.566825 sec): 3 clusters Score: Raw -31006.355839 + Penalty 1400.878609 = -29605.477230 nChanged 13 SP:Iteration 13Q (61.567613 sec): 3 clusters Score: Raw -31028.094833 + Penalty 1407.546388 = -29620.548444 nChanged 11 SP:Iteration 14Q (61.568396 sec): 3 clusters Score: Raw -31046.793073 + Penalty 1416.100460 = -29630.692613 nChanged 9 SP:Iteration 15Q (61.569172 sec): 3 clusters Score: Raw -31054.216079 + Penalty 1418.701512 = -29635.514566 nChanged 5 SP:Iteration 16Q (61.569944 sec): 3 clusters Score: Raw -31060.496295 + Penalty 1425.917828 = -29634.578466 nChanged 6 SP:Iteration 17F (61.570769 sec): 3 clusters Score: Raw -31081.089955 + Penalty 1430.763274 = -29650.326681 nChanged 4 SP:Iteration 18Q (61.571544 sec): 3 clusters Score: Raw -31086.358517 + Penalty 1433.246675 = -29653.111842 nChanged 5 SP:Iteration 19Q (61.572342 sec): 3 clusters Score: Raw -31094.407537 + Penalty 1443.263922 = -29651.143615 nChanged 5 SP:Iteration 20F (61.573175 sec): 3 clusters Score: Raw -31109.474132 + Penalty 1446.069968 = -29663.404163 nChanged 3 SP:Iteration 21Q (61.573971 sec): 3 clusters Score: Raw -31120.774013 + Penalty 1446.778920 = -29673.995093 nChanged 1 SP:Iteration 22Q (61.574757 sec): 3 clusters Score: Raw -31124.497189 + Penalty 1447.693174 = -29676.804015 nChanged 1 SP:Iteration 23Q (61.575541 sec): 3 clusters Score: Raw -31126.214626 + Penalty 1445.949264 = -29680.265362 nChanged 1 SP:Iteration 24Q (61.576329 sec): 3 clusters Score: Raw -31133.376081 + Penalty 1444.400520 = -29688.975561 nChanged 1 SP:Iteration 25Q (61.577122 sec): 3 clusters Score: Raw -31140.128265 + Penalty 1443.306323 = -29696.821942 nChanged 3 SP:Iteration 26Q (61.577876 sec): 3 clusters Score: Raw -31146.497896 + Penalty 1444.269277 = -29702.228619 nChanged 1 SP:Iteration 27Q (61.578628 sec): 3 clusters Score: Raw -31147.329370 + Penalty 1444.269277 = -29703.060093 nChanged 0 SP:Iteration 28F (61.579459 sec): 3 clusters Score: Raw -31147.329370 + Penalty 1444.269277 = -29703.060093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 12 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.580001 sec): 2 clusters Score: Raw -279.465748 + Penalty 101.973438 = -177.492310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.580229 sec): 3 clusters Score: Raw -271.859040 + Penalty 193.156357 = -78.702683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.582130 sec): 2 clusters Score: Raw -39204.082298 + Penalty 339.524206 = -38864.558092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.583161 sec): 3 clusters Score: Raw -39019.557199 + Penalty 683.229381 = -38336.327818 nChanged 153 SP:Iteration 1F (61.584181 sec): 3 clusters Score: Raw -39141.652236 + Penalty 687.682670 = -38453.969566 nChanged 48 SP:Iteration 2F (61.585188 sec): 3 clusters Score: Raw -39184.598576 + Penalty 691.294323 = -38493.304253 nChanged 29 SP:Iteration 3F (61.586191 sec): 3 clusters Score: Raw -39202.636014 + Penalty 699.566232 = -38503.069782 nChanged 12 SP:Iteration 4Q (61.587188 sec): 3 clusters Score: Raw -39217.214031 + Penalty 702.793103 = -38514.420928 nChanged 14 SP:Iteration 5Q (61.588178 sec): 3 clusters Score: Raw -39236.404715 + Penalty 702.848921 = -38533.555795 nChanged 9 SP:Iteration 6Q (61.589164 sec): 3 clusters Score: Raw -39249.337370 + Penalty 703.694953 = -38545.642417 nChanged 12 SP:Iteration 7Q (61.590111 sec): 3 clusters Score: Raw -39259.436516 + Penalty 705.969835 = -38553.466681 nChanged 7 SP:Iteration 8Q (61.591058 sec): 3 clusters Score: Raw -39265.287786 + Penalty 711.668162 = -38553.619624 nChanged 10 SP:Iteration 9Q (61.592002 sec): 3 clusters Score: Raw -39273.024160 + Penalty 716.553984 = -38556.470176 nChanged 4 SP:Iteration 10F (61.592958 sec): 3 clusters Score: Raw -39276.317949 + Penalty 724.364793 = -38551.953155 nChanged 7 SP:Iteration 11F (61.594004 sec): 3 clusters Score: Raw -39286.094966 + Penalty 733.851976 = -38552.242989 nChanged 10 SP:Iteration 12Q (61.594979 sec): 3 clusters Score: Raw -39303.921446 + Penalty 747.342576 = -38556.578870 nChanged 9 SP:Iteration 13Q (61.595963 sec): 3 clusters Score: Raw -39332.100558 + Penalty 757.469107 = -38574.631451 nChanged 4 SP:Iteration 14Q (61.596946 sec): 3 clusters Score: Raw -39337.858482 + Penalty 764.549774 = -38573.308708 nChanged 4 SP:Iteration 15F (61.597947 sec): 3 clusters Score: Raw -39341.639912 + Penalty 764.549774 = -38577.090138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.599493 sec): 2 clusters Score: Raw -19498.221388 + Penalty 773.186353 = -18725.035035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.600094 sec): 3 clusters Score: Raw -19518.017964 + Penalty 1544.310091 = -17973.707873 nChanged 27 SP:Iteration 1F (61.600689 sec): 3 clusters Score: Raw -19568.410065 + Penalty 1544.689370 = -18023.720694 nChanged 6 SP:Iteration 2Q (61.601282 sec): 3 clusters Score: Raw -19593.496302 + Penalty 1544.992312 = -18048.503990 nChanged 4 SP:Iteration 3Q (61.601850 sec): 3 clusters Score: Raw -19600.654653 + Penalty 1545.300447 = -18055.354207 nChanged 2 SP:Iteration 4Q (61.602418 sec): 3 clusters Score: Raw -19604.990134 + Penalty 1545.499234 = -18059.490901 nChanged 1 SP:Iteration 5Q (61.602983 sec): 3 clusters Score: Raw -19606.218077 + Penalty 1545.499234 = -18060.718843 nChanged 0 SP:Iteration 6F (61.603572 sec): 3 clusters Score: Raw -19606.218077 + Penalty 1545.499234 = -18060.718843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.605199 sec): 2 clusters Score: Raw -15081.953315 + Penalty 572.846438 = -14509.106877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.605719 sec): 3 clusters Score: Raw -15092.614337 + Penalty 1150.811023 = -13941.803314 nChanged 26 SP:Iteration 1F (61.606261 sec): 3 clusters Score: Raw -15144.763981 + Penalty 1167.548298 = -13977.215683 nChanged 13 SP:Iteration 2F (61.606778 sec): 3 clusters Score: Raw -15182.708726 + Penalty 1179.952671 = -14002.756054 nChanged 5 SP:Iteration 3Q (61.607271 sec): 3 clusters Score: Raw -15197.750775 + Penalty 1192.601350 = -14005.149425 nChanged 5 SP:Iteration 4Q (61.607758 sec): 3 clusters Score: Raw -15211.535404 + Penalty 1196.423805 = -14015.111599 nChanged 1 SP:Iteration 5Q (61.608240 sec): 3 clusters Score: Raw -15216.183644 + Penalty 1204.473788 = -14011.709856 nChanged 2 SP:Iteration 6F (61.608752 sec): 3 clusters Score: Raw -15231.636900 + Penalty 1210.572790 = -14021.064110 nChanged 3 SP:Iteration 7Q (61.609226 sec): 3 clusters Score: Raw -15244.009384 + Penalty 1210.572790 = -14033.436593 nChanged 0 SP:Iteration 8F (61.609737 sec): 3 clusters Score: Raw -15244.009384 + Penalty 1210.572790 = -14033.436593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.611423 sec): 2 clusters Score: Raw -21534.334121 + Penalty 163.112822 = -21371.221298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.612074 sec): 3 clusters Score: Raw -21406.655303 + Penalty 338.781124 = -21067.874179 nChanged 98 SP:Iteration 1F (61.612710 sec): 3 clusters Score: Raw -21506.422090 + Penalty 366.982396 = -21139.439694 nChanged 33 SP:Iteration 2F (61.613340 sec): 3 clusters Score: Raw -21538.867073 + Penalty 384.494871 = -21154.372201 nChanged 8 SP:Iteration 3Q (61.613969 sec): 3 clusters Score: Raw -21547.242788 + Penalty 394.328605 = -21152.914183 nChanged 4 SP:Iteration 4F (61.614595 sec): 3 clusters Score: Raw -21550.092637 + Penalty 403.979282 = -21146.113355 nChanged 3 SP:Iteration 5F (61.615223 sec): 3 clusters Score: Raw -21551.764298 + Penalty 402.985931 = -21148.778367 nChanged 1 SP:Iteration 6Q (61.615835 sec): 3 clusters Score: Raw -21552.123251 + Penalty 402.985931 = -21149.137320 nChanged 0 SP:Iteration 7F (61.616466 sec): 3 clusters Score: Raw -21552.123251 + Penalty 402.985931 = -21149.137320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 17 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.617228 sec): 2 clusters Score: Raw -7948.189601 + Penalty 553.144156 = -7395.045444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.617618 sec): 3 clusters Score: Raw -7975.494549 + Penalty 1105.909212 = -6869.585337 nChanged 7 SP:Iteration 1F (61.618000 sec): 3 clusters Score: Raw -7991.608178 + Penalty 1106.744776 = -6884.863402 nChanged 1 SP:Iteration 2Q (61.618374 sec): 3 clusters Score: Raw -7994.671901 + Penalty 1108.016107 = -6886.655794 nChanged 1 SP:Iteration 3Q (61.618750 sec): 3 clusters Score: Raw -7998.366643 + Penalty 1106.944641 = -6891.422001 nChanged 1 SP:Iteration 4Q (61.619119 sec): 3 clusters Score: Raw -8000.778110 + Penalty 1106.944641 = -6893.833469 nChanged 0 SP:Iteration 5F (61.619500 sec): 3 clusters Score: Raw -8000.778110 + Penalty 1106.944641 = -6893.833469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.632226 sec): 2 clusters Score: Raw -237180.504412 + Penalty 538.970202 = -236641.534210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.637124 sec): 3 clusters Score: Raw -235580.772657 + Penalty 1093.182533 = -234487.590124 nChanged 1132 SP:Iteration 1F (61.641897 sec): 3 clusters Score: Raw -236279.224748 + Penalty 1118.384387 = -235160.840361 nChanged 318 SP:Iteration 2F (61.646803 sec): 3 clusters Score: Raw -236467.957132 + Penalty 1148.343357 = -235319.613776 nChanged 235 SP:Iteration 3F (61.651581 sec): 3 clusters Score: Raw -236650.680515 + Penalty 1185.580893 = -235465.099622 nChanged 184 SP:Iteration 4F (61.656479 sec): 3 clusters Score: Raw -236820.549080 + Penalty 1223.978685 = -235596.570394 nChanged 122 SP:Iteration 5Q (61.661284 sec): 3 clusters Score: Raw -236955.525195 + Penalty 1245.760588 = -235709.764607 nChanged 80 SP:Iteration 6Q (61.666071 sec): 3 clusters Score: Raw -237027.983765 + Penalty 1261.870381 = -235766.113384 nChanged 58 SP:Iteration 7Q (61.670320 sec): 3 clusters Score: Raw -237078.543678 + Penalty 1271.631534 = -235806.912144 nChanged 49 SP:Iteration 8Q (61.674528 sec): 3 clusters Score: Raw -237123.749333 + Penalty 1280.796217 = -235842.953115 nChanged 33 SP:Iteration 9Q (61.678905 sec): 3 clusters Score: Raw -237153.208442 + Penalty 1290.988658 = -235862.219784 nChanged 29 SP:Iteration 10F (61.683957 sec): 3 clusters Score: Raw -237180.172727 + Penalty 1292.128637 = -235888.044089 nChanged 20 SP:Iteration 11Q (61.688056 sec): 3 clusters Score: Raw -237196.946108 + Penalty 1286.668994 = -235910.277113 nChanged 12 SP:Iteration 12Q (61.692003 sec): 3 clusters Score: Raw -237208.951667 + Penalty 1284.295393 = -235924.656274 nChanged 9 SP:Iteration 13Q (61.696136 sec): 3 clusters Score: Raw -237219.838965 + Penalty 1282.481634 = -235937.357331 nChanged 3 SP:Iteration 14Q (61.700231 sec): 3 clusters Score: Raw -237224.614902 + Penalty 1277.364848 = -235947.250054 nChanged 2 SP:Iteration 15Q (61.704200 sec): 3 clusters Score: Raw -237226.170656 + Penalty 1277.364848 = -235948.805808 nChanged 0 SP:Iteration 16F (61.708924 sec): 3 clusters Score: Raw -237226.170656 + Penalty 1277.364848 = -235948.805808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 21 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.714680 sec): 2 clusters Score: Raw -8145.874452 + Penalty 360.326021 = -7785.548431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.715078 sec): 3 clusters Score: Raw -8145.981657 + Penalty 725.632953 = -7420.348704 nChanged 19 SP:Iteration 1F (61.715461 sec): 3 clusters Score: Raw -8180.472202 + Penalty 722.468220 = -7458.003982 nChanged 8 SP:Iteration 2F (61.715840 sec): 3 clusters Score: Raw -8197.945729 + Penalty 722.096089 = -7475.849639 nChanged 2 SP:Iteration 3Q (61.716206 sec): 3 clusters Score: Raw -8201.126215 + Penalty 722.096089 = -7479.030126 nChanged 0 SP:Iteration 4F (61.716589 sec): 3 clusters Score: Raw -8201.126215 + Penalty 722.096089 = -7479.030126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 22 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.717655 sec): 2 clusters Score: Raw -19726.257853 + Penalty 825.856388 = -18900.401465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.718265 sec): 3 clusters Score: Raw -19756.506540 + Penalty 1650.912046 = -18105.594494 nChanged 34 SP:Iteration 1F (61.718866 sec): 3 clusters Score: Raw -19833.483662 + Penalty 1650.835492 = -18182.648170 nChanged 5 SP:Iteration 2Q (61.719443 sec): 3 clusters Score: Raw -19857.094199 + Penalty 1650.663783 = -18206.430416 nChanged 4 SP:Iteration 3Q (61.720016 sec): 3 clusters Score: Raw -19862.541939 + Penalty 1650.663783 = -18211.878156 nChanged 2 SP:Iteration 4Q (61.720588 sec): 3 clusters Score: Raw -19866.035577 + Penalty 1650.663783 = -18215.371795 nChanged 2 SP:Iteration 5Q (61.721157 sec): 3 clusters Score: Raw -19872.941541 + Penalty 1650.663783 = -18222.277759 nChanged 0 SP:Iteration 6F (61.721755 sec): 3 clusters Score: Raw -19872.941541 + Penalty 1650.663783 = -18222.277759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.723007 sec): 2 clusters Score: Raw -15665.529621 + Penalty 510.740690 = -15154.788931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.723536 sec): 3 clusters Score: Raw -15641.909257 + Penalty 1020.836806 = -14621.072451 nChanged 35 SP:Iteration 1F (61.724055 sec): 3 clusters Score: Raw -15675.022160 + Penalty 1021.640641 = -14653.381520 nChanged 11 SP:Iteration 2F (61.724607 sec): 3 clusters Score: Raw -15691.187073 + Penalty 1022.940418 = -14668.246654 nChanged 5 SP:Iteration 3Q (61.725120 sec): 3 clusters Score: Raw -15700.826369 + Penalty 1026.655555 = -14674.170814 nChanged 5 SP:Iteration 4Q (61.725628 sec): 3 clusters Score: Raw -15704.714898 + Penalty 1028.870293 = -14675.844606 nChanged 3 SP:Iteration 5Q (61.726135 sec): 3 clusters Score: Raw -15707.788430 + Penalty 1031.678652 = -14676.109778 nChanged 2 SP:Iteration 6Q (61.726666 sec): 3 clusters Score: Raw -15710.201035 + Penalty 1035.561856 = -14674.639179 nChanged 3 SP:Iteration 7F (61.727251 sec): 3 clusters Score: Raw -15712.177917 + Penalty 1040.714201 = -14671.463716 nChanged 3 SP:Iteration 8F (61.727785 sec): 3 clusters Score: Raw -15715.343501 + Penalty 1041.424638 = -14673.918862 nChanged 1 SP:Iteration 9Q (61.728302 sec): 3 clusters Score: Raw -15716.061852 + Penalty 1042.613499 = -14673.448353 nChanged 2 SP:Iteration 10F (61.728832 sec): 3 clusters Score: Raw -15718.285603 + Penalty 1044.337165 = -14673.948438 nChanged 2 SP:Iteration 11Q (61.729348 sec): 3 clusters Score: Raw -15720.048654 + Penalty 1045.617795 = -14674.430859 nChanged 1 SP:Iteration 12Q (61.729861 sec): 3 clusters Score: Raw -15721.409897 + Penalty 1048.343315 = -14673.066582 nChanged 1 SP:Iteration 13F (61.730391 sec): 3 clusters Score: Raw -15723.326559 + Penalty 1053.169927 = -14670.156633 nChanged 3 SP:Iteration 14F (61.730921 sec): 3 clusters Score: Raw -15726.127991 + Penalty 1053.169927 = -14672.958064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 24 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.731612 sec): 2 clusters Score: Raw -6152.189401 + Penalty 436.466364 = -5715.723037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.731945 sec): 3 clusters Score: Raw -6151.723864 + Penalty 875.736988 = -5275.986876 nChanged 9 SP:Iteration 1F (61.732272 sec): 3 clusters Score: Raw -6163.444628 + Penalty 874.606439 = -5288.838189 nChanged 2 SP:Iteration 2Q (61.732597 sec): 3 clusters Score: Raw -6169.556228 + Penalty 874.606439 = -5294.949789 nChanged 0 SP:Iteration 3F (61.732924 sec): 3 clusters Score: Raw -6169.556228 + Penalty 874.606439 = -5294.949789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.734470 sec): 2 clusters Score: Raw -33689.306683 + Penalty 244.890995 = -33444.415688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.735340 sec): 3 clusters Score: Raw -33477.301972 + Penalty 495.990010 = -32981.311962 nChanged 128 SP:Iteration 1F (61.736200 sec): 3 clusters Score: Raw -33561.586140 + Penalty 498.048257 = -33063.537883 nChanged 47 SP:Iteration 2F (61.737088 sec): 3 clusters Score: Raw -33599.470489 + Penalty 500.090421 = -33099.380068 nChanged 30 SP:Iteration 3F (61.737993 sec): 3 clusters Score: Raw -33623.599847 + Penalty 502.434397 = -33121.165450 nChanged 17 SP:Iteration 4Q (61.738905 sec): 3 clusters Score: Raw -33634.672325 + Penalty 503.974435 = -33130.697890 nChanged 17 SP:Iteration 5Q (61.739797 sec): 3 clusters Score: Raw -33646.196979 + Penalty 516.947829 = -33129.249149 nChanged 14 SP:Iteration 6F (61.740706 sec): 3 clusters Score: Raw -33654.207980 + Penalty 521.958355 = -33132.249626 nChanged 16 SP:Iteration 7Q (61.741555 sec): 3 clusters Score: Raw -33663.109832 + Penalty 526.397821 = -33136.712011 nChanged 12 SP:Iteration 8Q (61.742398 sec): 3 clusters Score: Raw -33672.552646 + Penalty 540.751286 = -33131.801360 nChanged 12 SP:Iteration 9F (61.743261 sec): 3 clusters Score: Raw -33682.050403 + Penalty 563.072118 = -33118.978284 nChanged 6 SP:Iteration 10F (61.744150 sec): 3 clusters Score: Raw -33686.478845 + Penalty 569.940960 = -33116.537885 nChanged 3 SP:Iteration 11F (61.745014 sec): 3 clusters Score: Raw -33687.202180 + Penalty 568.729400 = -33118.472780 nChanged 3 SP:Iteration 12Q (61.745792 sec): 3 clusters Score: Raw -33687.160215 + Penalty 584.612421 = -33102.547794 nChanged 2 SP:Iteration 13F (61.746660 sec): 3 clusters Score: Raw -33687.811910 + Penalty 624.742188 = -33063.069722 nChanged 3 SP:Iteration 14F (61.747524 sec): 3 clusters Score: Raw -33687.347412 + Penalty 650.079707 = -33037.267705 nChanged 1 SP:Iteration 15F (61.748387 sec): 3 clusters Score: Raw -33686.875074 + Penalty 625.064087 = -33061.810987 nChanged 1 SP:Iteration 16Q (61.749120 sec): 3 clusters Score: Raw -33686.448896 + Penalty 632.519353 = -33053.929543 nChanged 1 SP:Iteration 17F (61.749983 sec): 3 clusters Score: Raw -33686.109596 + Penalty 693.571597 = -32992.538000 nChanged 1 SP:Iteration 18F (61.750846 sec): 3 clusters Score: Raw -33685.842524 + Penalty 821.581422 = -32864.261102 nChanged 1 SP:Iteration 19F (61.751708 sec): 3 clusters Score: Raw -33686.376563 + Penalty 932.102490 = -32754.274072 nChanged 1 SP:Iteration 20F (61.752569 sec): 3 clusters Score: Raw -33687.006702 + Penalty 244.890995 = -33442.115707 nChanged 1 SP:Iteration 21Q (61.753284 sec): 2 clusters Score: Raw -33689.306683 + Penalty 244.890995 = -33444.415688 nChanged 0 SP:Iteration 22F (61.753981 sec): 2 clusters Score: Raw -33689.306683 + Penalty 244.890995 = -33444.415688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.755258 sec): 2 clusters Score: Raw -24299.659710 + Penalty 322.486922 = -23977.172788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.756014 sec): 3 clusters Score: Raw -24177.458435 + Penalty 662.408621 = -23515.049814 nChanged 95 SP:Iteration 1F (61.756765 sec): 3 clusters Score: Raw -24285.304834 + Penalty 684.989377 = -23600.315457 nChanged 39 SP:Iteration 2F (61.757511 sec): 3 clusters Score: Raw -24347.131705 + Penalty 715.909473 = -23631.222232 nChanged 21 SP:Iteration 3F (61.758257 sec): 3 clusters Score: Raw -24391.154672 + Penalty 735.864011 = -23655.290661 nChanged 11 SP:Iteration 4Q (61.758985 sec): 3 clusters Score: Raw -24404.717060 + Penalty 743.959727 = -23660.757332 nChanged 3 SP:Iteration 5Q (61.759704 sec): 3 clusters Score: Raw -24409.120891 + Penalty 754.195931 = -23654.924960 nChanged 6 SP:Iteration 6F (61.760497 sec): 3 clusters Score: Raw -24413.532325 + Penalty 757.283923 = -23656.248402 nChanged 2 SP:Iteration 7Q (61.761272 sec): 3 clusters Score: Raw -24415.051336 + Penalty 759.228840 = -23655.822496 nChanged 1 SP:Iteration 8F (61.762060 sec): 3 clusters Score: Raw -24417.318701 + Penalty 759.228840 = -23658.089861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.762558 sec): 2 clusters Score: Raw -888.358980 + Penalty 172.755840 = -715.603139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.762788 sec): 3 clusters Score: Raw -891.567124 + Penalty 345.029929 = -546.537196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 28 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.763565 sec): 2 clusters Score: Raw -10627.888839 + Penalty 530.959837 = -10096.929001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.763993 sec): 3 clusters Score: Raw -10605.010663 + Penalty 1061.919675 = -9543.090988 nChanged 14 SP:Iteration 1F (61.764412 sec): 3 clusters Score: Raw -10629.275253 + Penalty 1061.919675 = -9567.355578 nChanged 4 SP:Iteration 2Q (61.764828 sec): 3 clusters Score: Raw -10633.850826 + Penalty 1061.473602 = -9572.377224 nChanged 1 SP:Iteration 3Q (61.765241 sec): 3 clusters Score: Raw -10635.240572 + Penalty 1061.473602 = -9573.766970 nChanged 0 SP:Iteration 4F (61.765659 sec): 3 clusters Score: Raw -10635.240572 + Penalty 1061.473602 = -9573.766970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 29 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.766145 sec): 2 clusters Score: Raw -86.552612 + Penalty 0.000000 = -86.552612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.766332 sec): 2 clusters Score: Raw -86.552612 + Penalty 0.000000 = -86.552612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.769965 sec): 2 clusters Score: Raw -100129.637196 + Penalty 833.903922 = -99295.733274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.772032 sec): 3 clusters Score: Raw -99649.465245 + Penalty 1668.020472 = -97981.444773 nChanged 347 SP:Iteration 1F (61.774082 sec): 3 clusters Score: Raw -99881.144478 + Penalty 1668.055754 = -98213.088724 nChanged 78 SP:Iteration 2F (61.776140 sec): 3 clusters Score: Raw -99936.031349 + Penalty 1668.451842 = -98267.579507 nChanged 47 SP:Iteration 3Q (61.778268 sec): 3 clusters Score: Raw -99975.973017 + Penalty 1669.265925 = -98306.707092 nChanged 36 SP:Iteration 4Q (61.780346 sec): 3 clusters Score: Raw -100003.729286 + Penalty 1670.918936 = -98332.810349 nChanged 32 SP:Iteration 5Q (61.782375 sec): 3 clusters Score: Raw -100017.617690 + Penalty 1672.540361 = -98345.077330 nChanged 24 SP:Iteration 6Q (61.784431 sec): 3 clusters Score: Raw -100032.174991 + Penalty 1675.738090 = -98356.436902 nChanged 26 SP:Iteration 7Q (61.786624 sec): 3 clusters Score: Raw -100053.703323 + Penalty 1680.482572 = -98373.220751 nChanged 32 SP:Iteration 8Q (61.788818 sec): 3 clusters Score: Raw -100078.245306 + Penalty 1686.272664 = -98391.972641 nChanged 34 SP:Iteration 9Q (61.790993 sec): 3 clusters Score: Raw -100104.556858 + Penalty 1693.648207 = -98410.908651 nChanged 34 SP:Iteration 10F (61.793041 sec): 3 clusters Score: Raw -100139.483932 + Penalty 1701.776811 = -98437.707120 nChanged 32 SP:Iteration 11Q (61.795221 sec): 3 clusters Score: Raw -100169.024158 + Penalty 1707.069916 = -98461.954242 nChanged 22 SP:Iteration 12Q (61.797407 sec): 3 clusters Score: Raw -100194.325116 + Penalty 1712.242276 = -98482.082841 nChanged 21 SP:Iteration 13Q (61.799493 sec): 3 clusters Score: Raw -100216.564541 + Penalty 1714.730267 = -98501.834274 nChanged 18 SP:Iteration 14Q (61.801443 sec): 3 clusters Score: Raw -100237.845964 + Penalty 1716.189205 = -98521.656759 nChanged 16 SP:Iteration 15Q (61.803378 sec): 3 clusters Score: Raw -100256.847345 + Penalty 1716.317361 = -98540.529984 nChanged 15 SP:Iteration 16Q (61.805312 sec): 3 clusters Score: Raw -100272.155507 + Penalty 1717.304194 = -98554.851313 nChanged 7 SP:Iteration 17Q (61.807372 sec): 3 clusters Score: Raw -100277.078467 + Penalty 1717.459180 = -98559.619287 nChanged 8 SP:Iteration 18Q (61.809390 sec): 3 clusters Score: Raw -100283.143841 + Penalty 1717.248306 = -98565.895535 nChanged 5 SP:Iteration 19Q (61.811372 sec): 3 clusters Score: Raw -100285.671954 + Penalty 1718.512541 = -98567.159413 nChanged 2 SP:Iteration 20F (61.813453 sec): 3 clusters Score: Raw -100287.425757 + Penalty 1718.867567 = -98568.558190 nChanged 1 SP:Iteration 21Q (61.815389 sec): 3 clusters Score: Raw -100289.089176 + Penalty 1719.317512 = -98569.771665 nChanged 1 SP:Iteration 22Q (61.817353 sec): 3 clusters Score: Raw -100290.406833 + Penalty 1720.711821 = -98569.695011 nChanged 2 SP:Iteration 23F (61.819419 sec): 3 clusters Score: Raw -100293.436516 + Penalty 1721.123427 = -98572.313090 nChanged 2 SP:Iteration 24Q (61.821311 sec): 3 clusters Score: Raw -100294.090741 + Penalty 1721.123427 = -98572.967315 nChanged 0 SP:Iteration 25F (61.823342 sec): 3 clusters Score: Raw -100294.090741 + Penalty 1721.123427 = -98572.967315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.824912 sec): 2 clusters Score: Raw -25429.962044 + Penalty 837.522312 = -24592.439733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.825654 sec): 3 clusters Score: Raw -25409.161545 + Penalty 1675.359552 = -23733.801993 nChanged 32 SP:Iteration 1F (61.826338 sec): 3 clusters Score: Raw -25465.358088 + Penalty 1675.613728 = -23789.744360 nChanged 12 SP:Iteration 2Q (61.827094 sec): 3 clusters Score: Raw -25487.938252 + Penalty 1675.607996 = -23812.330257 nChanged 6 SP:Iteration 3Q (61.827788 sec): 3 clusters Score: Raw -25508.410415 + Penalty 1675.526878 = -23832.883537 nChanged 4 SP:Iteration 4Q (61.828472 sec): 3 clusters Score: Raw -25515.050782 + Penalty 1675.300350 = -23839.750432 nChanged 6 SP:Iteration 5Q (61.829153 sec): 3 clusters Score: Raw -25529.887883 + Penalty 1675.280629 = -23854.607255 nChanged 1 SP:Iteration 6Q (61.829832 sec): 3 clusters Score: Raw -25534.367159 + Penalty 1675.113776 = -23859.253383 nChanged 3 SP:Iteration 7Q (61.830508 sec): 3 clusters Score: Raw -25541.309169 + Penalty 1674.926405 = -23866.382763 nChanged 4 SP:Iteration 8Q (61.831177 sec): 3 clusters Score: Raw -25552.461098 + Penalty 1674.989772 = -23877.471326 nChanged 3 SP:Iteration 9Q (61.831827 sec): 3 clusters Score: Raw -25558.169887 + Penalty 1675.024617 = -23883.145270 nChanged 2 SP:Iteration 10F (61.832509 sec): 3 clusters Score: Raw -25562.744952 + Penalty 1675.024981 = -23887.719971 nChanged 3 SP:Iteration 11Q (61.833159 sec): 3 clusters Score: Raw -25567.564346 + Penalty 1675.017200 = -23892.547146 nChanged 2 SP:Iteration 12Q (61.833808 sec): 3 clusters Score: Raw -25572.245418 + Penalty 1675.028030 = -23897.217388 nChanged 3 SP:Iteration 13Q (61.834456 sec): 3 clusters Score: Raw -25577.113886 + Penalty 1675.028030 = -23902.085856 nChanged 0 SP:Iteration 14F (61.835137 sec): 3 clusters Score: Raw -25577.113886 + Penalty 1675.028030 = -23902.085856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 33 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.836123 sec): 2 clusters Score: Raw -18067.946349 + Penalty 561.753322 = -17506.193028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.836706 sec): 3 clusters Score: Raw -17993.675964 + Penalty 1123.506643 = -16870.169320 nChanged 29 SP:Iteration 1F (61.837274 sec): 3 clusters Score: Raw -18021.446095 + Penalty 1122.902670 = -16898.543425 nChanged 12 SP:Iteration 2F (61.837858 sec): 3 clusters Score: Raw -18035.780730 + Penalty 1122.423196 = -16913.357534 nChanged 3 SP:Iteration 3Q (61.838419 sec): 3 clusters Score: Raw -18038.112827 + Penalty 1122.625874 = -16915.486953 nChanged 2 SP:Iteration 4Q (61.838982 sec): 3 clusters Score: Raw -18040.246673 + Penalty 1122.547332 = -16917.699341 nChanged 1 SP:Iteration 5Q (61.839542 sec): 3 clusters Score: Raw -18040.825634 + Penalty 1122.673517 = -16918.152117 nChanged 1 SP:Iteration 6Q (61.840103 sec): 3 clusters Score: Raw -18042.167896 + Penalty 1122.673517 = -16919.494378 nChanged 0 SP:Iteration 7F (61.840666 sec): 3 clusters Score: Raw -18042.167896 + Penalty 1122.673517 = -16919.494378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 35 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.841498 sec): 2 clusters Score: Raw -11465.430923 + Penalty 484.585097 = -10980.845826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.841947 sec): 3 clusters Score: Raw -11434.603138 + Penalty 971.005242 = -10463.597895 nChanged 8 SP:Iteration 1F (61.842386 sec): 3 clusters Score: Raw -11448.121858 + Penalty 971.563518 = -10476.558340 nChanged 7 SP:Iteration 2F (61.842827 sec): 3 clusters Score: Raw -11458.251642 + Penalty 972.480208 = -10485.771434 nChanged 3 SP:Iteration 3Q (61.843263 sec): 3 clusters Score: Raw -11464.815008 + Penalty 972.480208 = -10492.334800 nChanged 0 SP:Iteration 4F (61.843700 sec): 3 clusters Score: Raw -11464.815008 + Penalty 972.480208 = -10492.334800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.844211 sec): 2 clusters Score: Raw -170.014990 + Penalty 34.506092 = -135.508898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.844408 sec): 2 clusters Score: Raw -170.014990 + Penalty 34.506092 = -135.508898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 39 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.846861 sec): 2 clusters Score: Raw -37297.264430 + Penalty 660.138975 = -36637.125455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.847859 sec): 3 clusters Score: Raw -37153.969561 + Penalty 1317.029809 = -35836.939753 nChanged 108 SP:Iteration 1F (61.848836 sec): 3 clusters Score: Raw -37256.887234 + Penalty 1316.129306 = -35940.757927 nChanged 31 SP:Iteration 2F (61.849766 sec): 3 clusters Score: Raw -37295.266956 + Penalty 1317.649417 = -35977.617538 nChanged 14 SP:Iteration 3Q (61.850689 sec): 3 clusters Score: Raw -37312.792394 + Penalty 1318.810090 = -35993.982304 nChanged 8 SP:Iteration 4Q (61.851614 sec): 3 clusters Score: Raw -37320.563493 + Penalty 1318.921981 = -36001.641512 nChanged 6 SP:Iteration 5Q (61.852535 sec): 3 clusters Score: Raw -37326.485860 + Penalty 1319.768679 = -36006.717181 nChanged 3 SP:Iteration 6Q (61.853452 sec): 3 clusters Score: Raw -37330.849854 + Penalty 1321.162635 = -36009.687219 nChanged 3 SP:Iteration 7Q (61.854369 sec): 3 clusters Score: Raw -37331.996864 + Penalty 1322.349026 = -36009.647838 nChanged 4 SP:Iteration 8F (61.855299 sec): 3 clusters Score: Raw -37334.823722 + Penalty 1322.736231 = -36012.087491 nChanged 2 SP:Iteration 9Q (61.856210 sec): 3 clusters Score: Raw -37335.361403 + Penalty 1322.736231 = -36012.625172 nChanged 0 SP:Iteration 10F (61.857163 sec): 3 clusters Score: Raw -37335.361403 + Penalty 1322.736231 = -36012.625172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.861379 sec): 2 clusters Score: Raw -90199.684910 + Penalty 671.479061 = -89528.205850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.863468 sec): 3 clusters Score: Raw -89733.089781 + Penalty 1344.881645 = -88388.208136 nChanged 360 SP:Iteration 1F (61.865470 sec): 3 clusters Score: Raw -89972.698893 + Penalty 1347.152151 = -88625.546743 nChanged 84 SP:Iteration 2F (61.867418 sec): 3 clusters Score: Raw -90047.622127 + Penalty 1353.655997 = -88693.966131 nChanged 54 SP:Iteration 3F (61.869375 sec): 3 clusters Score: Raw -90086.235793 + Penalty 1363.709324 = -88722.526468 nChanged 42 SP:Iteration 4Q (61.871309 sec): 3 clusters Score: Raw -90113.452979 + Penalty 1375.898614 = -88737.554365 nChanged 33 SP:Iteration 5Q (61.873210 sec): 3 clusters Score: Raw -90137.780112 + Penalty 1393.672985 = -88744.107127 nChanged 35 SP:Iteration 6Q (61.875130 sec): 3 clusters Score: Raw -90161.915050 + Penalty 1415.892233 = -88746.022817 nChanged 33 SP:Iteration 7Q (61.877051 sec): 3 clusters Score: Raw -90194.014848 + Penalty 1441.362544 = -88752.652304 nChanged 31 SP:Iteration 8Q (61.879013 sec): 3 clusters Score: Raw -90227.624079 + Penalty 1473.076930 = -88754.547149 nChanged 34 SP:Iteration 9Q (61.880962 sec): 3 clusters Score: Raw -90280.053280 + Penalty 1491.360140 = -88788.693140 nChanged 21 SP:Iteration 10F (61.882873 sec): 3 clusters Score: Raw -90306.951813 + Penalty 1507.841949 = -88799.109864 nChanged 19 SP:Iteration 11Q (61.884725 sec): 3 clusters Score: Raw -90326.440433 + Penalty 1522.650708 = -88803.789725 nChanged 16 SP:Iteration 12Q (61.886525 sec): 3 clusters Score: Raw -90347.095131 + Penalty 1526.052858 = -88821.042273 nChanged 15 SP:Iteration 13Q (61.888411 sec): 3 clusters Score: Raw -90366.847879 + Penalty 1534.315009 = -88832.532870 nChanged 16 SP:Iteration 14Q (61.890321 sec): 3 clusters Score: Raw -90388.073296 + Penalty 1542.246896 = -88845.826400 nChanged 14 SP:Iteration 15Q (61.892222 sec): 3 clusters Score: Raw -90407.010614 + Penalty 1542.885161 = -88864.125453 nChanged 13 SP:Iteration 16Q (61.894042 sec): 3 clusters Score: Raw -90418.686776 + Penalty 1541.793138 = -88876.893638 nChanged 9 SP:Iteration 17Q (61.895858 sec): 3 clusters Score: Raw -90427.074708 + Penalty 1539.421338 = -88887.653370 nChanged 9 SP:Iteration 18Q (61.897700 sec): 3 clusters Score: Raw -90435.683041 + Penalty 1541.599892 = -88894.083150 nChanged 6 SP:Iteration 19Q (61.899487 sec): 3 clusters Score: Raw -90442.914137 + Penalty 1542.343985 = -88900.570152 nChanged 3 SP:Iteration 20F (61.901395 sec): 3 clusters Score: Raw -90447.789649 + Penalty 1540.562530 = -88907.227119 nChanged 4 SP:Iteration 21Q (61.903093 sec): 3 clusters Score: Raw -90450.539911 + Penalty 1541.231300 = -88909.308611 nChanged 3 SP:Iteration 22Q (61.904841 sec): 3 clusters Score: Raw -90455.093595 + Penalty 1540.811172 = -88914.282423 nChanged 2 SP:Iteration 23Q (61.906570 sec): 3 clusters Score: Raw -90457.235640 + Penalty 1539.954189 = -88917.281452 nChanged 1 SP:Iteration 24Q (61.908260 sec): 3 clusters Score: Raw -90457.577789 + Penalty 1537.890786 = -88919.687002 nChanged 2 SP:Iteration 25Q (61.909999 sec): 3 clusters Score: Raw -90458.752420 + Penalty 1536.920012 = -88921.832407 nChanged 1 SP:Iteration 26Q (61.911738 sec): 3 clusters Score: Raw -90459.310247 + Penalty 1536.920012 = -88922.390235 nChanged 0 SP:Iteration 27F (61.913671 sec): 3 clusters Score: Raw -90459.310247 + Penalty 1536.920012 = -88922.390235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 42 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.914271 sec): 2 clusters Score: Raw -2337.376629 + Penalty 334.579205 = -2002.797424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.914530 sec): 3 clusters Score: Raw -2345.755702 + Penalty 664.551525 = -1681.204176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 44 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.915290 sec): 2 clusters Score: Raw -9300.319649 + Penalty 429.410383 = -8870.909266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.915693 sec): 3 clusters Score: Raw -9276.009155 + Penalty 858.953922 = -8417.055233 nChanged 14 SP:Iteration 1F (61.916087 sec): 3 clusters Score: Raw -9294.017749 + Penalty 861.820502 = -8432.197247 nChanged 8 SP:Iteration 2F (61.916480 sec): 3 clusters Score: Raw -9304.981866 + Penalty 863.248914 = -8441.732953 nChanged 3 SP:Iteration 3Q (61.916877 sec): 3 clusters Score: Raw -9314.029434 + Penalty 864.329739 = -8449.699695 nChanged 3 SP:Iteration 4Q (61.917276 sec): 3 clusters Score: Raw -9325.934195 + Penalty 871.861264 = -8454.072931 nChanged 7 SP:Iteration 5F (61.917677 sec): 3 clusters Score: Raw -9332.473281 + Penalty 879.111362 = -8453.361919 nChanged 3 SP:Iteration 6F (61.918075 sec): 3 clusters Score: Raw -9336.136677 + Penalty 881.151841 = -8454.984836 nChanged 2 SP:Iteration 7Q (61.918467 sec): 3 clusters Score: Raw -9337.029185 + Penalty 884.089633 = -8452.939552 nChanged 1 SP:Iteration 8F (61.918865 sec): 3 clusters Score: Raw -9338.385263 + Penalty 888.933996 = -8449.451267 nChanged 1 SP:Iteration 9F (61.919263 sec): 3 clusters Score: Raw -9340.661455 + Penalty 888.933996 = -8451.727458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.919754 sec): 2 clusters Score: Raw -732.314165 + Penalty 203.384552 = -528.929613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.919978 sec): 3 clusters Score: Raw -732.419450 + Penalty 426.735169 = -305.684281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 52 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.920605 sec): 2 clusters Score: Raw -5596.090624 + Penalty 389.169365 = -5206.921259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.920955 sec): 3 clusters Score: Raw -5616.573702 + Penalty 779.850875 = -4836.722827 nChanged 5 SP:Iteration 1F (61.921271 sec): 3 clusters Score: Raw -5625.315825 + Penalty 779.850875 = -4845.464950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 54 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.922346 sec): 2 clusters Score: Raw -19834.347339 + Penalty 560.810777 = -19273.536562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.922967 sec): 3 clusters Score: Raw -19770.452248 + Penalty 1125.925903 = -18644.526345 nChanged 47 SP:Iteration 1F (61.923545 sec): 3 clusters Score: Raw -19845.190530 + Penalty 1118.810479 = -18726.380051 nChanged 19 SP:Iteration 2F (61.924130 sec): 3 clusters Score: Raw -19870.613314 + Penalty 1112.235564 = -18758.377750 nChanged 6 SP:Iteration 3Q (61.924711 sec): 3 clusters Score: Raw -19877.813824 + Penalty 1101.595777 = -18776.218046 nChanged 8 SP:Iteration 4Q (61.925289 sec): 3 clusters Score: Raw -19887.511142 + Penalty 1101.595777 = -18785.915365 nChanged 0 SP:Iteration 5F (61.925914 sec): 3 clusters Score: Raw -19887.511142 + Penalty 1101.595777 = -18785.915365 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 56 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.929161 sec): 2 clusters Score: Raw -72946.390342 + Penalty 519.747341 = -72426.643002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.931027 sec): 3 clusters Score: Raw -72528.043604 + Penalty 1042.278101 = -71485.765503 nChanged 293 SP:Iteration 1F (61.932783 sec): 3 clusters Score: Raw -72795.952987 + Penalty 1036.423852 = -71759.529135 nChanged 95 SP:Iteration 2F (61.934548 sec): 3 clusters Score: Raw -72904.247615 + Penalty 1026.681546 = -71877.566069 nChanged 40 SP:Iteration 3Q (61.936281 sec): 3 clusters Score: Raw -72940.926248 + Penalty 1019.267823 = -71921.658424 nChanged 23 SP:Iteration 4Q (61.938012 sec): 3 clusters Score: Raw -72974.532511 + Penalty 1013.397729 = -71961.134782 nChanged 25 SP:Iteration 5Q (61.939745 sec): 3 clusters Score: Raw -72996.453382 + Penalty 1008.087553 = -71988.365829 nChanged 16 SP:Iteration 6Q (61.941548 sec): 3 clusters Score: Raw -73008.385618 + Penalty 1000.290061 = -72008.095557 nChanged 15 SP:Iteration 7Q (61.943308 sec): 3 clusters Score: Raw -73022.834685 + Penalty 991.656396 = -72031.178290 nChanged 13 SP:Iteration 8Q (61.945028 sec): 3 clusters Score: Raw -73035.581447 + Penalty 982.448474 = -72053.132974 nChanged 17 SP:Iteration 9Q (61.946805 sec): 3 clusters Score: Raw -73048.756453 + Penalty 975.857538 = -72072.898914 nChanged 10 SP:Iteration 10F (61.948589 sec): 3 clusters Score: Raw -73055.956768 + Penalty 972.475896 = -72083.480873 nChanged 12 SP:Iteration 11Q (61.950283 sec): 3 clusters Score: Raw -73064.770547 + Penalty 968.658932 = -72096.111615 nChanged 14 SP:Iteration 12Q (61.951991 sec): 3 clusters Score: Raw -73082.407053 + Penalty 959.279831 = -72123.127222 nChanged 14 SP:Iteration 13Q (61.953637 sec): 3 clusters Score: Raw -73094.475894 + Penalty 946.593726 = -72147.882169 nChanged 11 SP:Iteration 14Q (61.955259 sec): 3 clusters Score: Raw -73106.553173 + Penalty 944.844035 = -72161.709137 nChanged 6 SP:Iteration 15Q (61.956949 sec): 3 clusters Score: Raw -73114.647123 + Penalty 937.107387 = -72177.539736 nChanged 4 SP:Iteration 16Q (61.958586 sec): 3 clusters Score: Raw -73117.449788 + Penalty 934.795973 = -72182.653815 nChanged 4 SP:Iteration 17Q (61.960114 sec): 3 clusters Score: Raw -73128.486234 + Penalty 931.979009 = -72196.507224 nChanged 1 SP:Iteration 18Q (61.961794 sec): 3 clusters Score: Raw -73130.396480 + Penalty 931.634629 = -72198.761851 nChanged 1 SP:Iteration 19Q (61.963417 sec): 3 clusters Score: Raw -73131.401153 + Penalty 924.807144 = -72206.594009 nChanged 2 SP:Iteration 20F (61.965193 sec): 3 clusters Score: Raw -73138.314959 + Penalty 922.731529 = -72215.583430 nChanged 2 SP:Iteration 21Q (61.966724 sec): 3 clusters Score: Raw -73142.359314 + Penalty 922.731529 = -72219.627786 nChanged 0 SP:Iteration 22F (61.968394 sec): 3 clusters Score: Raw -73142.359314 + Penalty 922.731529 = -72219.627786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.968909 sec): 2 clusters Score: Raw -263.930151 + Penalty 68.181906 = -195.748245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.969116 sec): 2 clusters Score: Raw -263.930151 + Penalty 68.181906 = -195.748245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 59 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.969713 sec): 2 clusters Score: Raw -4203.765100 + Penalty 404.035141 = -3799.729959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.970009 sec): 3 clusters Score: Raw -4213.200580 + Penalty 808.430879 = -3404.769701 nChanged 1 SP:Iteration 1Q (61.970297 sec): 3 clusters Score: Raw -4215.374717 + Penalty 811.479668 = -3403.895049 nChanged 2 SP:Iteration 2F (61.970588 sec): 3 clusters Score: Raw -4220.901631 + Penalty 811.479668 = -3409.421964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 61 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971103 sec): 2 clusters Score: Raw -1604.629158 + Penalty 366.767328 = -1237.861830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.971347 sec): 3 clusters Score: Raw -1648.705459 + Penalty 743.817775 = -904.887684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 62 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971862 sec): 2 clusters Score: Raw -1724.486736 + Penalty 249.722557 = -1474.764179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.972108 sec): 3 clusters Score: Raw -1724.148346 + Penalty 502.434479 = -1221.713867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.972946 sec): 2 clusters Score: Raw -11738.222153 + Penalty 780.094359 = -10958.127793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.973418 sec): 3 clusters Score: Raw -11809.078457 + Penalty 1560.342631 = -10248.735826 nChanged 16 SP:Iteration 1F (61.973885 sec): 3 clusters Score: Raw -11863.500477 + Penalty 1560.186651 = -10303.313825 nChanged 4 SP:Iteration 2Q (61.974323 sec): 3 clusters Score: Raw -11882.889637 + Penalty 1560.172452 = -10322.717184 nChanged 3 SP:Iteration 3Q (61.974757 sec): 3 clusters Score: Raw -11900.145182 + Penalty 1560.126378 = -10340.018803 nChanged 1 SP:Iteration 4Q (61.975188 sec): 3 clusters Score: Raw -11904.615253 + Penalty 1560.126378 = -10344.488874 nChanged 0 SP:Iteration 5F (61.975652 sec): 3 clusters Score: Raw -11904.615253 + Penalty 1560.126378 = -10344.488874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 66 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.976436 sec): 2 clusters Score: Raw -11119.729354 + Penalty 707.448072 = -10412.281282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.976876 sec): 3 clusters Score: Raw -11177.334000 + Penalty 1413.172520 = -9764.161480 nChanged 5 SP:Iteration 1Q (61.977303 sec): 3 clusters Score: Raw -11199.638097 + Penalty 1412.066272 = -9787.571825 nChanged 2 SP:Iteration 2Q (61.977718 sec): 3 clusters Score: Raw -11201.553138 + Penalty 1412.066272 = -9789.486866 nChanged 0 SP:Iteration 3F (61.978145 sec): 3 clusters Score: Raw -11201.553138 + Penalty 1412.066272 = -9789.486866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 70 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.978711 sec): 2 clusters Score: Raw -2627.687505 + Penalty 311.976133 = -2315.711372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.978978 sec): 3 clusters Score: Raw -2642.401955 + Penalty 624.193852 = -2018.208103 nChanged 1 SP:Iteration 1Q (61.979234 sec): 3 clusters Score: Raw -2643.885530 + Penalty 625.581184 = -2018.304346 nChanged 1 SP:Iteration 2Q (61.979489 sec): 3 clusters Score: Raw -2645.145652 + Penalty 625.581184 = -2019.564468 nChanged 0 SP:Iteration 3F (61.979749 sec): 3 clusters Score: Raw -2645.145652 + Penalty 625.581184 = -2019.564468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.980790 sec): 2 clusters Score: Raw -20209.990812 + Penalty 734.909036 = -19475.081776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.981408 sec): 3 clusters Score: Raw -20205.339709 + Penalty 1470.341878 = -18734.997831 nChanged 26 SP:Iteration 1F (61.981985 sec): 3 clusters Score: Raw -20250.707672 + Penalty 1470.165936 = -18780.541737 nChanged 5 SP:Iteration 2Q (61.982559 sec): 3 clusters Score: Raw -20265.514499 + Penalty 1470.022758 = -18795.491741 nChanged 2 SP:Iteration 3Q (61.983127 sec): 3 clusters Score: Raw -20268.971417 + Penalty 1470.022758 = -18798.948659 nChanged 0 SP:Iteration 4F (61.983728 sec): 3 clusters Score: Raw -20268.971417 + Penalty 1470.022758 = -18798.948659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 74 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.984592 sec): 2 clusters Score: Raw -12889.943130 + Penalty 778.615748 = -12111.327382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.985072 sec): 3 clusters Score: Raw -12964.875697 + Penalty 1556.351607 = -11408.524090 nChanged 23 SP:Iteration 1F (61.985547 sec): 3 clusters Score: Raw -13067.550438 + Penalty 1555.313461 = -11512.236977 nChanged 9 SP:Iteration 2F (61.986025 sec): 3 clusters Score: Raw -13099.610761 + Penalty 1555.507338 = -11544.103422 nChanged 1 SP:Iteration 3Q (61.986474 sec): 3 clusters Score: Raw -13120.475922 + Penalty 1554.960264 = -11565.515658 nChanged 5 SP:Iteration 4Q (61.986920 sec): 3 clusters Score: Raw -13157.398410 + Penalty 1555.300609 = -11602.097800 nChanged 1 SP:Iteration 5Q (61.987357 sec): 3 clusters Score: Raw -13199.344473 + Penalty 1555.300609 = -11644.043864 nChanged 2 SP:Iteration 6Q (61.987790 sec): 3 clusters Score: Raw -13209.593048 + Penalty 1554.939081 = -11654.653967 nChanged 1 SP:Iteration 7Q (61.988222 sec): 3 clusters Score: Raw -13214.988588 + Penalty 1554.939081 = -11660.049507 nChanged 0 SP:Iteration 8F (61.988694 sec): 3 clusters Score: Raw -13214.988588 + Penalty 1554.939081 = -11660.049507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 77 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.989218 sec): 2 clusters Score: Raw -1305.810993 + Penalty 214.027011 = -1091.783982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.989458 sec): 3 clusters Score: Raw -1299.703141 + Penalty 421.971799 = -877.731342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 84 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.989966 sec): 2 clusters Score: Raw -1161.949118 + Penalty 221.401457 = -940.547660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.990202 sec): 3 clusters Score: Raw -1167.751057 + Penalty 444.769558 = -722.981499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 85 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.991068 sec): 2 clusters Score: Raw -14121.066807 + Penalty 723.805359 = -13397.261447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.991585 sec): 3 clusters Score: Raw -14159.102906 + Penalty 1446.664433 = -12712.438472 nChanged 15 SP:Iteration 1F (61.992065 sec): 3 clusters Score: Raw -14201.319585 + Penalty 1446.691138 = -12754.628446 nChanged 2 SP:Iteration 2Q (61.992532 sec): 3 clusters Score: Raw -14205.218054 + Penalty 1446.720354 = -12758.497699 nChanged 2 SP:Iteration 3Q (61.992995 sec): 3 clusters Score: Raw -14209.576206 + Penalty 1446.720354 = -12762.855851 nChanged 0 SP:Iteration 4F (61.993475 sec): 3 clusters Score: Raw -14209.576206 + Penalty 1446.720354 = -12762.855851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 88 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.994342 sec): 2 clusters Score: Raw -10785.810317 + Penalty 547.883028 = -10237.927289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.994780 sec): 3 clusters Score: Raw -10798.091179 + Penalty 1096.129247 = -9701.961932 nChanged 13 SP:Iteration 1F (61.995211 sec): 3 clusters Score: Raw -10822.620884 + Penalty 1096.194719 = -9726.426165 nChanged 2 SP:Iteration 2Q (61.995631 sec): 3 clusters Score: Raw -10827.750407 + Penalty 1096.513727 = -9731.236680 nChanged 1 SP:Iteration 3Q (61.996050 sec): 3 clusters Score: Raw -10828.252101 + Penalty 1096.513727 = -9731.738374 nChanged 0 SP:Iteration 4F (61.996479 sec): 3 clusters Score: Raw -10828.252101 + Penalty 1096.513727 = -9731.738374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.996974 sec): 2 clusters Score: Raw -771.832435 + Penalty 164.827051 = -607.005384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997201 sec): 3 clusters Score: Raw -787.589896 + Penalty 330.521997 = -457.067900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 97 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.997719 sec): 2 clusters Score: Raw -1965.402237 + Penalty 280.799940 = -1684.602297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997971 sec): 3 clusters Score: Raw -1976.800101 + Penalty 556.883237 = -1419.916864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.998459 sec): 2 clusters Score: Raw -822.290242 + Penalty 149.436964 = -672.853278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.998687 sec): 3 clusters Score: Raw -826.957000 + Penalty 297.309279 = -529.647721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 100 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.999173 sec): 2 clusters Score: Raw -839.062774 + Penalty 190.585881 = -648.476894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.999401 sec): 3 clusters Score: Raw -836.959544 + Penalty 364.072825 = -472.886719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.999867 sec): 2 clusters Score: Raw -177.006675 + Penalty 42.633366 = -134.373310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.000073 sec): 3 clusters Score: Raw -172.596467 + Penalty 85.266731 = -87.329736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 106 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.000829 sec): 2 clusters Score: Raw -9860.911344 + Penalty 718.362546 = -9142.548798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.001243 sec): 3 clusters Score: Raw -9920.866511 + Penalty 1437.129202 = -8483.737309 nChanged 5 SP:Iteration 1Q (62.001632 sec): 3 clusters Score: Raw -9937.192309 + Penalty 1437.129202 = -8500.063107 nChanged 0 SP:Iteration 2F (62.002057 sec): 3 clusters Score: Raw -9937.192309 + Penalty 1437.129202 = -8500.063107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.002539 sec): 2 clusters Score: Raw -534.553783 + Penalty 138.777882 = -395.775901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.002759 sec): 3 clusters Score: Raw -529.825086 + Penalty 277.145079 = -252.680007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.003226 sec): 2 clusters Score: Raw -176.324985 + Penalty 36.213490 = -140.111495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.003427 sec): 3 clusters Score: Raw -171.494999 + Penalty 72.426981 = -99.068019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 111 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.004148 sec): 2 clusters Score: Raw -9580.349635 + Penalty 718.025443 = -8862.324192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.004546 sec): 3 clusters Score: Raw -9687.546370 + Penalty 1435.883097 = -8251.663273 nChanged 4 SP:Iteration 1Q (62.004916 sec): 3 clusters Score: Raw -9709.699554 + Penalty 1435.915054 = -8273.784500 nChanged 2 SP:Iteration 2Q (62.005282 sec): 3 clusters Score: Raw -9718.339072 + Penalty 1435.935192 = -8282.403880 nChanged 1 SP:Iteration 3Q (62.005647 sec): 3 clusters Score: Raw -9728.603325 + Penalty 1435.935192 = -8292.668133 nChanged 0 SP:Iteration 4F (62.006036 sec): 3 clusters Score: Raw -9728.603325 + Penalty 1435.935192 = -8292.668133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.006509 sec): 2 clusters Score: Raw -263.547031 + Penalty 55.427068 = -208.119963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.006720 sec): 3 clusters Score: Raw -259.822591 + Penalty 110.026428 = -149.796162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.007199 sec): 2 clusters Score: Raw -444.789081 + Penalty 104.900939 = -339.888142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.007417 sec): 3 clusters Score: Raw -440.842556 + Penalty 199.656310 = -241.186247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.007881 sec): 2 clusters Score: Raw -178.326588 + Penalty 53.296028 = -125.030560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.008082 sec): 3 clusters Score: Raw -174.922085 + Penalty 106.592056 = -68.330028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.008559 sec): 2 clusters Score: Raw -555.155098 + Penalty 163.772040 = -391.383057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.008783 sec): 3 clusters Score: Raw -551.902716 + Penalty 330.691332 = -221.211384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.009241 sec): 2 clusters Score: Raw -87.508275 + Penalty 0.000000 = -87.508275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.009430 sec): 2 clusters Score: Raw -87.508275 + Penalty 0.000000 = -87.508275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.009917 sec): 2 clusters Score: Raw -250.315171 + Penalty 69.628795 = -180.686376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.010117 sec): 2 clusters Score: Raw -250.315171 + Penalty 69.628795 = -180.686376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.011110 sec): 2 clusters Score: Raw -17391.132775 + Penalty 828.989613 = -16562.143162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.011682 sec): 3 clusters Score: Raw -17440.006357 + Penalty 1657.579075 = -15782.427282 nChanged 26 SP:Iteration 1F (62.012240 sec): 3 clusters Score: Raw -17509.909711 + Penalty 1657.239453 = -15852.670258 nChanged 7 SP:Iteration 2Q (62.012765 sec): 3 clusters Score: Raw -17541.600143 + Penalty 1657.085547 = -15884.514595 nChanged 4 SP:Iteration 3Q (62.013308 sec): 3 clusters Score: Raw -17552.761624 + Penalty 1657.085547 = -15895.676077 nChanged 0 SP:Iteration 4F (62.013896 sec): 3 clusters Score: Raw -17552.761624 + Penalty 1657.085547 = -15895.676077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.014386 sec): 2 clusters Score: Raw -611.845493 + Penalty 171.305893 = -440.539600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.014609 sec): 3 clusters Score: Raw -632.655418 + Penalty 327.188042 = -305.467376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 133 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.015101 sec): 2 clusters Score: Raw -1058.074924 + Penalty 155.296846 = -902.778078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.015334 sec): 3 clusters Score: Raw -1066.421077 + Penalty 305.506251 = -760.914827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.015813 sec): 2 clusters Score: Raw -545.253015 + Penalty 160.852353 = -384.400662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.016032 sec): 3 clusters Score: Raw -542.306890 + Penalty 328.340737 = -213.966153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.016495 sec): 2 clusters Score: Raw -87.139742 + Penalty 0.000000 = -87.139742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.016693 sec): 2 clusters Score: Raw -87.139742 + Penalty 0.000000 = -87.139742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.017166 sec): 2 clusters Score: Raw -374.301073 + Penalty 132.568020 = -241.733053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.017383 sec): 3 clusters Score: Raw -366.416104 + Penalty 265.136040 = -101.280064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.017852 sec): 2 clusters Score: Raw -254.318780 + Penalty 59.934887 = -194.383894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.018050 sec): 2 clusters Score: Raw -254.318780 + Penalty 59.934887 = -194.383894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.018511 sec): 2 clusters Score: Raw -88.439248 + Penalty 0.000000 = -88.439248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.018704 sec): 2 clusters Score: Raw -88.439248 + Penalty 0.000000 = -88.439248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019199 sec): 2 clusters Score: Raw -374.298946 + Penalty 129.388387 = -244.910559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.019412 sec): 3 clusters Score: Raw -368.300877 + Penalty 238.240625 = -130.060252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019918 sec): 2 clusters Score: Raw -1318.136520 + Penalty 35.211299 = -1282.925221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.020141 sec): 3 clusters Score: Raw -1346.809713 + Penalty 75.476507 = -1271.333205 nChanged 1 SP:Iteration 1F (62.020362 sec): 3 clusters Score: Raw -1348.417937 + Penalty 75.476507 = -1272.941430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.020837 sec): 2 clusters Score: Raw -466.164765 + Penalty 139.395217 = -326.769548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.021056 sec): 3 clusters Score: Raw -458.060524 + Penalty 281.099944 = -176.960580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 167 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.021509 sec): 2 clusters Score: Raw -81.183448 + Penalty 0.000000 = -81.183448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.021693 sec): 2 clusters Score: Raw -81.183448 + Penalty 0.000000 = -81.183448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.022384 sec): 2 clusters Score: Raw -7235.669741 + Penalty 295.025098 = -6940.644643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.022764 sec): 3 clusters Score: Raw -7213.377114 + Penalty 611.961066 = -6601.416048 nChanged 17 SP:Iteration 1F (62.023137 sec): 3 clusters Score: Raw -7240.880631 + Penalty 640.406096 = -6600.474535 nChanged 8 SP:Iteration 2F (62.023509 sec): 3 clusters Score: Raw -7253.493402 + Penalty 649.317960 = -6604.175442 nChanged 2 SP:Iteration 3Q (62.023871 sec): 3 clusters Score: Raw -7258.475530 + Penalty 658.480057 = -6599.995473 nChanged 2 SP:Iteration 4F (62.024242 sec): 3 clusters Score: Raw -7261.090004 + Penalty 658.480057 = -6602.609946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.024708 sec): 2 clusters Score: Raw -171.466926 + Penalty 30.029715 = -141.437211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.024909 sec): 3 clusters Score: Raw -170.423091 + Penalty 60.059430 = -110.363661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 183 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.025412 sec): 2 clusters Score: Raw -1392.185741 + Penalty 229.223276 = -1162.962465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.025649 sec): 3 clusters Score: Raw -1389.278049 + Penalty 459.188660 = -930.089389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 185 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.026131 sec): 2 clusters Score: Raw -730.782991 + Penalty 199.777489 = -531.005503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.026358 sec): 3 clusters Score: Raw -738.796291 + Penalty 427.194138 = -311.602153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 187 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.026863 sec): 2 clusters Score: Raw -810.015746 + Penalty 175.150353 = -634.865393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.027114 sec): 3 clusters Score: Raw -816.092827 + Penalty 328.452375 = -487.640451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.027966 sec): 2 clusters Score: Raw -10110.006660 + Penalty 214.365786 = -9895.640874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.028420 sec): 3 clusters Score: Raw -10084.931046 + Penalty 424.729478 = -9660.201568 nChanged 29 SP:Iteration 1F (62.028869 sec): 3 clusters Score: Raw -10122.246971 + Penalty 425.849095 = -9696.397876 nChanged 11 SP:Iteration 2F (62.029315 sec): 3 clusters Score: Raw -10148.925195 + Penalty 429.434295 = -9719.490901 nChanged 5 SP:Iteration 3Q (62.029740 sec): 3 clusters Score: Raw -10159.764624 + Penalty 432.923229 = -9726.841395 nChanged 4 SP:Iteration 4Q (62.030167 sec): 3 clusters Score: Raw -10169.110227 + Penalty 439.442358 = -9729.667869 nChanged 6 SP:Iteration 5Q (62.030591 sec): 3 clusters Score: Raw -10190.960829 + Penalty 446.234065 = -9744.726763 nChanged 4 SP:Iteration 6Q (62.031010 sec): 3 clusters Score: Raw -10200.150187 + Penalty 449.288816 = -9750.861371 nChanged 1 SP:Iteration 7Q (62.031423 sec): 3 clusters Score: Raw -10200.423549 + Penalty 449.288816 = -9751.134733 nChanged 0 SP:Iteration 8F (62.031868 sec): 3 clusters Score: Raw -10200.423549 + Penalty 449.288816 = -9751.134733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.032334 sec): 2 clusters Score: Raw -88.066204 + Penalty 0.000000 = -88.066204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.032528 sec): 2 clusters Score: Raw -88.066204 + Penalty 0.000000 = -88.066204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 196 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.033195 sec): 2 clusters Score: Raw -6559.357526 + Penalty 226.946995 = -6332.410531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.033553 sec): 3 clusters Score: Raw -6550.670660 + Penalty 460.155711 = -6090.514949 nChanged 15 SP:Iteration 1F (62.033904 sec): 3 clusters Score: Raw -6576.348252 + Penalty 461.813077 = -6114.535174 nChanged 2 SP:Iteration 2Q (62.034249 sec): 3 clusters Score: Raw -6580.638842 + Penalty 459.621436 = -6121.017406 nChanged 2 SP:Iteration 3Q (62.034589 sec): 3 clusters Score: Raw -6581.098900 + Penalty 459.621436 = -6121.477464 nChanged 0 SP:Iteration 4F (62.034939 sec): 3 clusters Score: Raw -6581.098900 + Penalty 459.621436 = -6121.477464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.035411 sec): 2 clusters Score: Raw -269.446352 + Penalty 73.948127 = -195.498225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.035625 sec): 3 clusters Score: Raw -262.213453 + Penalty 150.117107 = -112.096345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036085 sec): 2 clusters Score: Raw -87.189135 + Penalty 0.000000 = -87.189135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.036275 sec): 2 clusters Score: Raw -87.189135 + Penalty 0.000000 = -87.189135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 207 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036802 sec): 2 clusters Score: Raw -2099.624153 + Penalty 230.644457 = -1868.979696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.037058 sec): 3 clusters Score: Raw -2112.428327 + Penalty 473.651068 = -1638.777259 nChanged 1 SP:Iteration 1Q (62.037326 sec): 3 clusters Score: Raw -2115.415406 + Penalty 473.651068 = -1641.764338 nChanged 0 SP:Iteration 2F (62.037578 sec): 3 clusters Score: Raw -2115.415406 + Penalty 473.651068 = -1641.764338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.038033 sec): 2 clusters Score: Raw -85.123206 + Penalty 0.000000 = -85.123206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.038219 sec): 2 clusters Score: Raw -85.123206 + Penalty 0.000000 = -85.123206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 214 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.038892 sec): 2 clusters Score: Raw -6699.205505 + Penalty 347.488060 = -6351.717445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.039258 sec): 3 clusters Score: Raw -6694.162632 + Penalty 698.783854 = -5995.378778 nChanged 8 SP:Iteration 1F (62.039616 sec): 3 clusters Score: Raw -6708.998930 + Penalty 700.690528 = -6008.308402 nChanged 5 SP:Iteration 2F (62.039973 sec): 3 clusters Score: Raw -6723.242922 + Penalty 700.690528 = -6022.552394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.040433 sec): 2 clusters Score: Raw -88.839171 + Penalty 0.000000 = -88.839171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.040622 sec): 2 clusters Score: Raw -88.839171 + Penalty 0.000000 = -88.839171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.041085 sec): 2 clusters Score: Raw -168.262605 + Penalty 28.530915 = -139.731690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.041283 sec): 3 clusters Score: Raw -168.087494 + Penalty 57.061829 = -111.025665 nChanged 0 Deleting Class 141 (1 points): Lose 12.131386 but Gain 967.842788 Iteration 119Q (62.194186 sec): 96 clusters Score: Raw -2452713.620400 + Penalty 83160.932501 = -2369552.687899 nChanged 29 Deleting Class 142 (4 points): Lose 32.514992 but Gain 982.730171 Iteration 120F (63.472730 sec): 95 clusters Score: Raw -2452799.608053 + Penalty 82234.757588 = -2370564.850464 nChanged 33 Deleting Class 185 (8 points): Lose 38.140434 but Gain 987.303804 Iteration 121Q (63.604244 sec): 94 clusters Score: Raw -2452873.029487 + Penalty 81249.922367 = -2371623.107121 nChanged 27 Deleting Class 161 (4 points): Lose 14.741361 but Gain 959.159468 Iteration 122Q (63.736918 sec): 93 clusters Score: Raw -2452951.617346 + Penalty 80249.528167 = -2372702.089179 nChanged 22 Deleting Class 85 (145 points): Lose 557.841419 but Gain 1496.266064 Iteration 123Q (63.864956 sec): 92 clusters Score: Raw -2452446.974907 + Penalty 79061.246468 = -2373385.728439 nChanged 157 Deleting Class 24 (74 points): Lose 166.985131 but Gain 1134.633484 Iteration 124Q (63.998907 sec): 91 clusters Score: Raw -2452607.988945 + Penalty 78057.014748 = -2374550.974197 nChanged 129 Deleting Class 42 (33 points): Lose 179.237982 but Gain 1119.109935 Iteration 125Q (64.130873 sec): 90 clusters Score: Raw -2452584.038693 + Penalty 76984.187683 = -2375599.851011 nChanged 65 Deleting Class 12 (3 points): Lose 19.759245 but Gain 953.879653 Iteration 126Q (64.259700 sec): 89 clusters Score: Raw -2452650.392374 + Penalty 76026.536399 = -2376623.855974 nChanged 33 Deleting Class 66 (118 points): Lose 589.319880 but Gain 1523.929361 Iteration 127Q (64.387741 sec): 88 clusters Score: Raw -2452096.814890 + Penalty 74574.481484 = -2377522.333406 nChanged 147 Deleting Class 61 (18 points): Lose 379.301232 but Gain 1304.030989 Iteration 128Q (64.521966 sec): 87 clusters Score: Raw -2452007.155163 + Penalty 73283.085135 = -2378724.070028 nChanged 54 Deleting Class 127 (6 points): Lose 24.484694 but Gain 939.314503 Iteration 129Q (64.650764 sec): 86 clusters Score: Raw -2452163.840741 + Penalty 72385.414731 = -2379778.426011 nChanged 41 Deleting Class 59 (47 points): Lose 169.667396 but Gain 1084.227679 Iteration 130F (65.792283 sec): 85 clusters Score: Raw -2452125.865167 + Penalty 71434.500414 = -2380691.364753 nChanged 79 Deleting Class 47 (8 points): Lose 93.022913 but Gain 1005.129974 Iteration 131Q (65.915842 sec): 84 clusters Score: Raw -2452224.051668 + Penalty 70520.342307 = -2381703.709361 nChanged 51 Deleting Class 139 (6 points): Lose 19.103655 but Gain 922.568636 Iteration 132Q (66.037778 sec): 83 clusters Score: Raw -2452273.325705 + Penalty 69642.541580 = -2382630.784125 nChanged 48 Deleting Class 97 (24 points): Lose 86.619815 but Gain 974.474283 Iteration 133Q (66.159290 sec): 82 clusters Score: Raw -2452231.365014 + Penalty 68715.082394 = -2383516.282620 nChanged 63 Deleting Class 191 (1 points): Lose 2.185560 but Gain 882.852158 Iteration 134Q (66.281316 sec): 81 clusters Score: Raw -2452327.225661 + Penalty 67843.469566 = -2384483.756095 nChanged 47 Deleting Class 166 (5 points): Lose 21.499192 but Gain 890.070939 Iteration 135Q (66.404664 sec): 80 clusters Score: Raw -2452334.525156 + Penalty 66981.130916 = -2385353.394240 nChanged 36 Deleting Class 106 (108 points): Lose 715.761103 but Gain 1583.346331 Iteration 136Q (66.538268 sec): 79 clusters Score: Raw -2451649.749140 + Penalty 65532.136693 = -2386117.612447 nChanged 138 Deleting Class 155 (1 points): Lose 11.475152 but Gain 873.059405 Iteration 137Q (66.663572 sec): 78 clusters Score: Raw -2451962.535573 + Penalty 64680.451840 = -2387282.083733 nChanged 38 Deleting Class 100 (9 points): Lose 41.291537 but Gain 891.388960 Iteration 138Q (66.784648 sec): 77 clusters Score: Raw -2451960.731535 + Penalty 63798.232250 = -2388162.499285 nChanged 30 Deleting Class 215 (1 points): Lose 5.543054 but Gain 836.027340 Iteration 139Q (66.904905 sec): 76 clusters Score: Raw -2451995.866734 + Penalty 62957.843243 = -2389038.023491 nChanged 20 Deleting Class 132 (7 points): Lose 84.444556 but Gain 904.691471 Iteration 140F (67.914163 sec): 75 clusters Score: Raw -2451977.050457 + Penalty 62109.950387 = -2389867.100070 nChanged 26 Deleting Class 84 (13 points): Lose 79.781014 but Gain 887.059307 Iteration 141Q (68.032885 sec): 74 clusters Score: Raw -2451983.567121 + Penalty 61250.531253 = -2390733.035868 nChanged 29 Deleting Class 108 (7 points): Lose 34.423928 but Gain 841.032318 Iteration 142Q (68.153108 sec): 73 clusters Score: Raw -2452055.939811 + Penalty 60407.655193 = -2391648.284619 nChanged 25 Deleting Class 70 (29 points): Lose 153.513646 but Gain 952.118657 Iteration 143Q (68.270896 sec): 72 clusters Score: Raw -2451931.970541 + Penalty 59495.979412 = -2392435.991128 nChanged 39 Deleting Class 35 (123 points): Lose 263.325177 but Gain 1059.589101 Iteration 144Q (68.388415 sec): 71 clusters Score: Raw -2451743.520592 + Penalty 58441.755862 = -2393301.764730 nChanged 142 Deleting Class 62 (31 points): Lose 143.823921 but Gain 930.927295 Iteration 145Q (68.508362 sec): 70 clusters Score: Raw -2451769.523706 + Penalty 57520.518089 = -2394249.005617 nChanged 61 Deleting Class 77 (16 points): Lose 119.824222 but Gain 890.569382 Iteration 146Q (68.625353 sec): 69 clusters Score: Raw -2451713.082959 + Penalty 56545.200506 = -2395167.882453 nChanged 45 Deleting Class 183 (21 points): Lose 138.907441 but Gain 904.086483 Iteration 147Q (68.741416 sec): 68 clusters Score: Raw -2451615.094433 + Penalty 55713.431942 = -2395901.662492 nChanged 40 Deleting Class 111 (101 points): Lose 849.278796 but Gain 1610.244136 Iteration 148Q (68.856315 sec): 67 clusters Score: Raw -2450825.580076 + Penalty 54183.193410 = -2396642.386666 nChanged 114 Deleting Class 28 (151 points): Lose 519.081124 but Gain 1264.717468 Iteration 149Q (68.972823 sec): 66 clusters Score: Raw -2450637.561619 + Penalty 53051.906289 = -2397585.655330 nChanged 179 Deleting Class 44 (123 points): Lose 298.423758 but Gain 1042.324107 Iteration 150F (69.862431 sec): 65 clusters Score: Raw -2450625.955412 + Penalty 52098.018685 = -2398527.936727 nChanged 177 Deleting Class 4 (3 points): Lose 7.921560 but Gain 733.488050 Iteration 151Q (69.981164 sec): 64 clusters Score: Raw -2450860.967084 + Penalty 51158.049227 = -2399702.917857 nChanged 74 Deleting Class 27 (10 points): Lose 51.353303 but Gain 771.024230 Iteration 152Q (70.094737 sec): 63 clusters Score: Raw -2450921.384260 + Penalty 50391.329755 = -2400530.054505 nChanged 60 Deleting Class 126 (2 points): Lose 75.917090 but Gain 790.169679 Iteration 153Q (70.209685 sec): 62 clusters Score: Raw -2450910.241173 + Penalty 49613.551592 = -2401296.689581 nChanged 37 Deleting Class 54 (248 points): Lose 545.027443 but Gain 1258.330872 Iteration 154Q (70.323896 sec): 61 clusters Score: Raw -2450408.692316 + Penalty 48484.555053 = -2401924.137263 nChanged 270 Deleting Class 187 (13 points): Lose 155.306662 but Gain 879.854426 Iteration 155Q (70.443038 sec): 60 clusters Score: Raw -2450680.841369 + Penalty 47628.099352 = -2403052.742016 nChanged 114 Deleting Class 201 (4 points): Lose 25.517416 but Gain 701.495765 Iteration 156Q (70.554516 sec): 59 clusters Score: Raw -2450765.586681 + Penalty 47250.731995 = -2403514.854686 nChanged 88 Deleting Class 91 (8 points): Lose 96.737351 but Gain 763.802504 Iteration 157Q (70.664448 sec): 58 clusters Score: Raw -2450761.653923 + Penalty 46511.153861 = -2404250.500062 nChanged 86 Deleting Class 207 (40 points): Lose 176.378586 but Gain 839.355162 Iteration 158Q (70.777390 sec): 57 clusters Score: Raw -2450654.201197 + Penalty 45651.198625 = -2405003.002572 nChanged 84 Deleting Class 17 (85 points): Lose 600.125082 but Gain 1254.661474 Iteration 159Q (70.886861 sec): 56 clusters Score: Raw -2450146.765058 + Penalty 44455.791910 = -2405690.973148 nChanged 123 Deleting Class 52 (87 points): Lose 310.535522 but Gain 952.454072 Iteration 160F (71.646390 sec): 55 clusters Score: Raw -2450159.026494 + Penalty 43542.221839 = -2406616.804656 nChanged 139 Deleting Class 102 (2 points): Lose 31.395554 but Gain 632.084489 Iteration 161Q (71.756468 sec): 54 clusters Score: Raw -2450298.553905 + Penalty 42900.643697 = -2407397.910208 nChanged 55 Deleting Class 128 (1 points): Lose 84.903770 but Gain 669.831814 Iteration 162Q (71.863374 sec): 53 clusters Score: Raw -2450257.948968 + Penalty 42213.881770 = -2408044.067198 nChanged 34 Deleting Class 125 (4 points): Lose 19.300267 but Gain 590.595913 Iteration 163Q (71.969979 sec): 52 clusters Score: Raw -2450268.399595 + Penalty 41610.882310 = -2408657.517285 nChanged 42 Deleting Class 133 (14 points): Lose 91.330942 but Gain 655.431485 Iteration 164Q (72.074942 sec): 51 clusters Score: Raw -2450215.429509 + Penalty 40956.209828 = -2409259.219680 nChanged 46 Deleting Class 22 (198 points): Lose 980.733950 but Gain 1540.062708 Iteration 165Q (72.181155 sec): 50 clusters Score: Raw -2449290.519049 + Penalty 39515.855331 = -2409774.663718 nChanged 226 Deleting Class 130 (3 points): Lose 108.292112 but Gain 651.321488 Iteration 166Q (72.288742 sec): 49 clusters Score: Raw -2449854.176158 + Penalty 38846.308637 = -2411007.867521 nChanged 73 Deleting Class 204 (1 points): Lose 66.690920 but Gain 599.123982 Iteration 167Q (72.391782 sec): 48 clusters Score: Raw -2449878.803333 + Penalty 38386.062350 = -2411492.740984 nChanged 45 Deleting Class 154 (3 points): Lose 47.308199 but Gain 560.642751 Iteration 168Q (72.494735 sec): 47 clusters Score: Raw -2449933.269966 + Penalty 37819.890745 = -2412113.379222 nChanged 27 Deleting Class 118 (3 points): Lose 9.306376 but Gain 518.475726 Iteration 169Q (72.595941 sec): 46 clusters Score: Raw -2449951.815907 + Penalty 37296.177358 = -2412655.638549 nChanged 22 Deleting Class 109 (2 points): Lose 27.315464 but Gain 536.903086 Iteration 170F (73.219119 sec): 45 clusters Score: Raw -2449936.356269 + Penalty 36758.180166 = -2413178.176102 nChanged 20 Deleting Class 98 (44 points): Lose 255.005341 but Gain 755.642472 Iteration 171Q (73.318409 sec): 44 clusters Score: Raw -2449694.281615 + Penalty 35995.186248 = -2413699.095367 nChanged 63 Deleting Class 37 (2 points): Lose 89.258562 but Gain 584.880700 Iteration 172Q (73.417091 sec): 43 clusters Score: Raw -2449737.491769 + Penalty 35380.589883 = -2414356.901886 nChanged 35 Deleting Class 57 (3 points): Lose 173.165926 but Gain 637.786995 Iteration 173Q (73.516963 sec): 42 clusters Score: Raw -2449592.358882 + Penalty 34703.031994 = -2414889.326888 nChanged 23 Deleting Class 214 (130 points): Lose 480.973497 but Gain 893.396204 Iteration 174Q (73.615282 sec): 41 clusters Score: Raw -2449129.676279 + Penalty 33840.285534 = -2415289.390745 nChanged 144 Deleting Class 29 (1 points): Lose 83.962345 but Gain 467.586941 Iteration 175Q (73.713588 sec): 40 clusters Score: Raw -2449281.026499 + Penalty 33351.867646 = -2415929.158852 nChanged 56 Deleting Class 175 (2 points): Lose 94.125284 but Gain 445.222110 Iteration 176Q (73.811192 sec): 39 clusters Score: Raw -2449209.662116 + Penalty 32899.310211 = -2416310.351905 nChanged 30 Deleting Class 222 (2 points): Lose 88.765417 but Gain 423.000822 Iteration 177Q (73.905736 sec): 38 clusters Score: Raw -2449133.926018 + Penalty 32448.663287 = -2416685.262732 nChanged 18 Deleting Class 213 (2 points): Lose 152.866046 but Gain 465.773404 Iteration 178Q (73.998984 sec): 37 clusters Score: Raw -2448991.969624 + Penalty 31968.366684 = -2417023.602940 nChanged 16 Deleting Class 21 (94 points): Lose 607.355947 but Gain 882.418229 Iteration 179Q (74.092307 sec): 36 clusters Score: Raw -2448448.255672 + Penalty 31061.910814 = -2417386.344859 nChanged 99 Deleting Class 88 (176 points): Lose 949.628812 but Gain 1146.875366 Iteration 180F (74.593031 sec): 35 clusters Score: Raw -2447829.444852 + Penalty 29967.769613 = -2417861.675240 nChanged 214 Deleting Class 39 (343 points): Lose 1068.943464 but Gain 1201.409880 Iteration 181Q (74.689435 sec): 34 clusters Score: Raw -2447319.899683 + Penalty 28874.921489 = -2418444.978194 nChanged 402 Deleting Class 167 (1 points): Lose 20.439633 but Gain 51.383180 Iteration 182Q (74.785042 sec): 33 clusters Score: Raw -2448019.515067 + Penalty 28830.400223 = -2419189.114844 nChanged 123 Iteration 183Q (74.876240 sec): 33 clusters Score: Raw -2448096.628781 + Penalty 28825.270348 = -2419271.358433 nChanged 52 Iteration 184Q (74.965800 sec): 33 clusters Score: Raw -2448123.639763 + Penalty 28823.452817 = -2419300.186947 nChanged 27 Iteration 185Q (75.056036 sec): 33 clusters Score: Raw -2448137.845663 + Penalty 28823.165220 = -2419314.680443 nChanged 10 Iteration 186Q (75.143902 sec): 33 clusters Score: Raw -2448139.959280 + Penalty 28820.835882 = -2419319.123398 nChanged 8 Iteration 187Q (75.233046 sec): 33 clusters Score: Raw -2448152.004011 + Penalty 28815.082530 = -2419336.921481 nChanged 8 Iteration 188Q (75.325033 sec): 33 clusters Score: Raw -2448167.014679 + Penalty 28809.267188 = -2419357.747491 nChanged 10 Iteration 189Q (75.416285 sec): 33 clusters Score: Raw -2448174.813405 + Penalty 28806.128508 = -2419368.684897 nChanged 6 Deleting Class 196 (130 points): Lose 583.703543 but Gain 620.236463 Iteration 190F (75.884006 sec): 32 clusters Score: Raw -2447595.078258 + Penalty 28108.246478 = -2419486.831780 nChanged 138 Deleting Class 74 (172 points): Lose 1555.304936 but Gain 1574.356752 Iteration 191Q (75.977927 sec): 31 clusters Score: Raw -2446363.832092 + Penalty 26644.318507 = -2419719.513586 nChanged 214 Iteration 192Q (76.069987 sec): 31 clusters Score: Raw -2447173.412243 + Penalty 26619.263676 = -2420554.148568 nChanged 71 Iteration 193Q (76.162915 sec): 31 clusters Score: Raw -2447308.648092 + Penalty 26617.357074 = -2420691.291018 nChanged 48 Iteration 194Q (76.252696 sec): 31 clusters Score: Raw -2447404.099918 + Penalty 26615.682714 = -2420788.417204 nChanged 43 Iteration 195Q (76.342366 sec): 31 clusters Score: Raw -2447476.444299 + Penalty 26597.399276 = -2420879.045023 nChanged 33 Iteration 196Q (76.431274 sec): 31 clusters Score: Raw -2447527.121417 + Penalty 26595.339258 = -2420931.782159 nChanged 14 Iteration 197Q (76.520521 sec): 31 clusters Score: Raw -2447541.004571 + Penalty 26589.599269 = -2420951.405302 nChanged 10 Iteration 198Q (76.609174 sec): 31 clusters Score: Raw -2447548.473351 + Penalty 26586.109696 = -2420962.363655 nChanged 7 Iteration 199Q (76.697154 sec): 31 clusters Score: Raw -2447552.025654 + Penalty 26578.397318 = -2420973.628336 nChanged 7 Iteration 200F (77.134400 sec): 31 clusters Score: Raw -2447578.692276 + Penalty 26582.057176 = -2420996.635101 nChanged 10 Iteration 201Q (77.223312 sec): 31 clusters Score: Raw -2447595.321444 + Penalty 26584.620814 = -2421010.700631 nChanged 7 Iteration 202Q (77.312417 sec): 31 clusters Score: Raw -2447602.743691 + Penalty 26581.747217 = -2421020.996475 nChanged 4 Iteration 203Q (77.401865 sec): 31 clusters Score: Raw -2447605.386033 + Penalty 26577.511718 = -2421027.874315 nChanged 5 Iteration 204Q (77.491392 sec): 31 clusters Score: Raw -2447610.558969 + Penalty 26577.007841 = -2421033.551128 nChanged 4 Iteration 205Q (77.581288 sec): 31 clusters Score: Raw -2447616.492994 + Penalty 26578.907400 = -2421037.585595 nChanged 7 Iteration 206Q (77.670054 sec): 31 clusters Score: Raw -2447619.726456 + Penalty 26577.958110 = -2421041.768346 nChanged 4 Iteration 207Q (77.759353 sec): 31 clusters Score: Raw -2447622.289994 + Penalty 26577.769118 = -2421044.520876 nChanged 5 Iteration 208Q (77.850485 sec): 31 clusters Score: Raw -2447624.495638 + Penalty 26577.854565 = -2421046.641073 nChanged 3 Iteration 209Q (77.938981 sec): 31 clusters Score: Raw -2447625.743291 + Penalty 26575.921349 = -2421049.821942 nChanged 4 Iteration 210F (78.378092 sec): 31 clusters Score: Raw -2447626.575591 + Penalty 26575.579778 = -2421050.995813 nChanged 3 Iteration 211Q (78.469924 sec): 31 clusters Score: Raw -2447629.062788 + Penalty 26575.579778 = -2421053.483010 nChanged 0 Iteration 212F (78.917846 sec): 31 clusters Score: Raw -2447629.062788 + Penalty 26575.579778 = -2421053.483010 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2447629.062788 + Penalty 26575.579778 = -2421053.483010Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.978354 sec): 2 clusters Score: Raw -98884.030938 + Penalty 237.865155 = -98646.165783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.980426 sec): 3 clusters Score: Raw -98259.156411 + Penalty 468.657594 = -97790.498817 nChanged 437 SP:Iteration 1F (78.982455 sec): 3 clusters Score: Raw -98581.825827 + Penalty 464.819368 = -98117.006459 nChanged 108 SP:Iteration 2F (78.984595 sec): 3 clusters Score: Raw -98675.500397 + Penalty 463.224638 = -98212.275759 nChanged 79 SP:Iteration 3F (78.986836 sec): 3 clusters Score: Raw -98747.442494 + Penalty 464.263131 = -98283.179362 nChanged 66 SP:Iteration 4F (78.988984 sec): 3 clusters Score: Raw -98806.787555 + Penalty 464.038084 = -98342.749471 nChanged 44 SP:Iteration 5Q (78.991138 sec): 3 clusters Score: Raw -98830.473676 + Penalty 464.943388 = -98365.530288 nChanged 32 SP:Iteration 6Q (78.993174 sec): 3 clusters Score: Raw -98842.621737 + Penalty 465.675358 = -98376.946380 nChanged 21 SP:Iteration 7Q (78.995105 sec): 3 clusters Score: Raw -98850.298309 + Penalty 465.779161 = -98384.519147 nChanged 20 SP:Iteration 8Q (78.997030 sec): 3 clusters Score: Raw -98856.244221 + Penalty 465.575456 = -98390.668765 nChanged 9 SP:Iteration 9Q (78.998947 sec): 3 clusters Score: Raw -98858.364475 + Penalty 465.268050 = -98393.096425 nChanged 8 SP:Iteration 10F (79.000968 sec): 3 clusters Score: Raw -98860.731057 + Penalty 465.168590 = -98395.562467 nChanged 2 SP:Iteration 11Q (79.002881 sec): 3 clusters Score: Raw -98861.467623 + Penalty 465.045009 = -98396.422614 nChanged 1 SP:Iteration 12Q (79.004793 sec): 3 clusters Score: Raw -98861.548084 + Penalty 464.897759 = -98396.650325 nChanged 2 SP:Iteration 13Q (79.006856 sec): 3 clusters Score: Raw -98861.579463 + Penalty 464.864822 = -98396.714641 nChanged 1 SP:Iteration 14Q (79.008924 sec): 3 clusters Score: Raw -98861.552178 + Penalty 464.864822 = -98396.687356 nChanged 0 SP:Iteration 15F (79.011078 sec): 3 clusters Score: Raw -98861.552178 + Penalty 464.864822 = -98396.687356 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.020476 sec): 2 clusters Score: Raw -178250.927174 + Penalty 403.682304 = -177847.244870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.024495 sec): 3 clusters Score: Raw -177097.155925 + Penalty 822.185633 = -176274.970292 nChanged 890 SP:Iteration 1F (79.028281 sec): 3 clusters Score: Raw -177782.952666 + Penalty 838.552737 = -176944.399929 nChanged 218 SP:Iteration 2F (79.032069 sec): 3 clusters Score: Raw -177989.136913 + Penalty 849.505554 = -177139.631359 nChanged 165 SP:Iteration 3F (79.035919 sec): 3 clusters Score: Raw -178125.661160 + Penalty 857.486335 = -177268.174825 nChanged 99 SP:Iteration 4Q (79.039818 sec): 3 clusters Score: Raw -178201.659459 + Penalty 864.161810 = -177337.497649 nChanged 63 SP:Iteration 5Q (79.043573 sec): 3 clusters Score: Raw -178247.599838 + Penalty 865.361595 = -177382.238243 nChanged 40 SP:Iteration 6Q (79.047122 sec): 3 clusters Score: Raw -178280.424650 + Penalty 866.476257 = -177413.948393 nChanged 36 SP:Iteration 7Q (79.050586 sec): 3 clusters Score: Raw -178305.502727 + Penalty 863.946026 = -177441.556701 nChanged 29 SP:Iteration 8Q (79.053962 sec): 3 clusters Score: Raw -178320.859886 + Penalty 861.841872 = -177459.018015 nChanged 25 SP:Iteration 9Q (79.057504 sec): 3 clusters Score: Raw -178330.580071 + Penalty 861.981601 = -177468.598471 nChanged 14 SP:Iteration 10F (79.061419 sec): 3 clusters Score: Raw -178336.778176 + Penalty 862.003809 = -177474.774367 nChanged 10 SP:Iteration 11Q (79.064819 sec): 3 clusters Score: Raw -178339.841029 + Penalty 860.317935 = -177479.523095 nChanged 9 SP:Iteration 12Q (79.068119 sec): 3 clusters Score: Raw -178341.947223 + Penalty 860.544384 = -177481.402839 nChanged 7 SP:Iteration 13Q (79.071411 sec): 3 clusters Score: Raw -178343.515118 + Penalty 861.518178 = -177481.996940 nChanged 5 SP:Iteration 14Q (79.074828 sec): 3 clusters Score: Raw -178344.804109 + Penalty 861.001434 = -177483.802675 nChanged 6 SP:Iteration 15Q (79.078155 sec): 3 clusters Score: Raw -178346.464657 + Penalty 860.529614 = -177485.935043 nChanged 6 SP:Iteration 16Q (79.081440 sec): 3 clusters Score: Raw -178347.746298 + Penalty 861.078301 = -177486.667997 nChanged 1 SP:Iteration 17Q (79.084749 sec): 3 clusters Score: Raw -178347.862963 + Penalty 860.766878 = -177487.096085 nChanged 1 SP:Iteration 18Q (79.088157 sec): 3 clusters Score: Raw -178347.917092 + Penalty 860.766878 = -177487.150213 nChanged 0 SP:Iteration 19F (79.092074 sec): 3 clusters Score: Raw -178347.917092 + Penalty 860.766878 = -177487.150213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.095328 sec): 2 clusters Score: Raw -34501.412362 + Penalty 510.099450 = -33991.312912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.096231 sec): 3 clusters Score: Raw -34362.404590 + Penalty 1018.452083 = -33343.952507 nChanged 107 SP:Iteration 1F (79.097084 sec): 3 clusters Score: Raw -34487.289084 + Penalty 1015.037571 = -33472.251513 nChanged 41 SP:Iteration 2F (79.097938 sec): 3 clusters Score: Raw -34564.087078 + Penalty 1011.304875 = -33552.782203 nChanged 27 SP:Iteration 3F (79.098789 sec): 3 clusters Score: Raw -34604.593164 + Penalty 1008.183369 = -33596.409795 nChanged 9 SP:Iteration 4Q (79.099599 sec): 3 clusters Score: Raw -34614.095607 + Penalty 1005.187794 = -33608.907813 nChanged 4 SP:Iteration 5Q (79.100406 sec): 3 clusters Score: Raw -34618.556665 + Penalty 1002.588046 = -33615.968619 nChanged 5 SP:Iteration 6Q (79.101211 sec): 3 clusters Score: Raw -34622.056315 + Penalty 999.779493 = -33622.276822 nChanged 6 SP:Iteration 7Q (79.102017 sec): 3 clusters Score: Raw -34626.529288 + Penalty 997.749271 = -33628.780017 nChanged 5 SP:Iteration 8Q (79.102852 sec): 3 clusters Score: Raw -34628.655428 + Penalty 996.488233 = -33632.167196 nChanged 3 SP:Iteration 9Q (79.103653 sec): 3 clusters Score: Raw -34630.522028 + Penalty 993.858250 = -33636.663778 nChanged 3 SP:Iteration 10F (79.104505 sec): 3 clusters Score: Raw -34631.424947 + Penalty 991.953129 = -33639.471817 nChanged 2 SP:Iteration 11Q (79.105312 sec): 3 clusters Score: Raw -34632.213408 + Penalty 991.034773 = -33641.178635 nChanged 2 SP:Iteration 12Q (79.106122 sec): 3 clusters Score: Raw -34637.359185 + Penalty 990.799847 = -33646.559338 nChanged 2 SP:Iteration 13Q (79.106931 sec): 3 clusters Score: Raw -34638.106341 + Penalty 990.657307 = -33647.449034 nChanged 3 SP:Iteration 14Q (79.107740 sec): 3 clusters Score: Raw -34640.000840 + Penalty 989.678296 = -33650.322544 nChanged 1 SP:Iteration 15Q (79.108544 sec): 3 clusters Score: Raw -34640.158476 + Penalty 989.678296 = -33650.480179 nChanged 0 SP:Iteration 16F (79.109393 sec): 3 clusters Score: Raw -34640.158476 + Penalty 989.678296 = -33650.480179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.111468 sec): 2 clusters Score: Raw -32779.572622 + Penalty 67.482900 = -32712.089722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.112338 sec): 3 clusters Score: Raw -32537.629697 + Penalty 135.393143 = -32402.236555 nChanged 175 SP:Iteration 1F (79.113194 sec): 3 clusters Score: Raw -32664.774095 + Penalty 137.467702 = -32527.306393 nChanged 55 SP:Iteration 2F (79.114048 sec): 3 clusters Score: Raw -32772.165309 + Penalty 145.078798 = -32627.086511 nChanged 47 SP:Iteration 3F (79.114901 sec): 3 clusters Score: Raw -32809.136309 + Penalty 151.694511 = -32657.441798 nChanged 23 SP:Iteration 4F (79.115758 sec): 3 clusters Score: Raw -32827.387581 + Penalty 155.155973 = -32672.231609 nChanged 13 SP:Iteration 5Q (79.116596 sec): 3 clusters Score: Raw -32834.403575 + Penalty 159.911051 = -32674.492523 nChanged 9 SP:Iteration 6Q (79.117474 sec): 3 clusters Score: Raw -32837.776919 + Penalty 164.218070 = -32673.558849 nChanged 8 SP:Iteration 7F (79.118364 sec): 3 clusters Score: Raw -32840.902201 + Penalty 166.568292 = -32674.333909 nChanged 6 SP:Iteration 8Q (79.119239 sec): 3 clusters Score: Raw -32843.045894 + Penalty 169.937602 = -32673.108291 nChanged 5 SP:Iteration 9F (79.120127 sec): 3 clusters Score: Raw -32844.693509 + Penalty 172.442785 = -32672.250724 nChanged 4 SP:Iteration 10F (79.120981 sec): 3 clusters Score: Raw -32846.554870 + Penalty 176.368191 = -32670.186678 nChanged 5 SP:Iteration 11F (79.121883 sec): 3 clusters Score: Raw -32847.824412 + Penalty 179.595192 = -32668.229220 nChanged 4 SP:Iteration 12F (79.122759 sec): 3 clusters Score: Raw -32848.138610 + Penalty 179.595192 = -32668.543419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 6 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.126352 sec): 2 clusters Score: Raw -93975.498713 + Penalty 267.939451 = -93707.559261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.128431 sec): 3 clusters Score: Raw -93356.823645 + Penalty 529.484243 = -92827.339402 nChanged 445 SP:Iteration 1F (79.130456 sec): 3 clusters Score: Raw -93601.930402 + Penalty 524.641398 = -93077.289004 nChanged 106 SP:Iteration 2F (79.132463 sec): 3 clusters Score: Raw -93692.848368 + Penalty 522.565024 = -93170.283344 nChanged 95 SP:Iteration 3F (79.134496 sec): 3 clusters Score: Raw -93778.912487 + Penalty 519.126716 = -93259.785771 nChanged 82 SP:Iteration 4F (79.136589 sec): 3 clusters Score: Raw -93853.666751 + Penalty 508.836015 = -93344.830736 nChanged 64 SP:Iteration 5F (79.138596 sec): 3 clusters Score: Raw -93912.206976 + Penalty 506.826039 = -93405.380937 nChanged 38 SP:Iteration 6Q (79.140379 sec): 3 clusters Score: Raw -93941.752128 + Penalty 533.374904 = -93408.377224 nChanged 23 SP:Iteration 7Q (79.142135 sec): 3 clusters Score: Raw -93962.108636 + Penalty 596.097461 = -93366.011175 nChanged 15 SP:Iteration 8F (79.144173 sec): 3 clusters Score: Raw -93976.346573 + Penalty 717.799759 = -93258.546814 nChanged 4 SP:Iteration 9F (79.146124 sec): 3 clusters Score: Raw -93975.376110 + Penalty 717.799759 = -93257.576351 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 7 (11109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.195792 sec): 2 clusters Score: Raw -937267.240473 + Penalty 282.094234 = -936985.146238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.216144 sec): 3 clusters Score: Raw -929762.108299 + Penalty 569.787566 = -929192.320734 nChanged 5290 SP:Iteration 1F (79.236979 sec): 3 clusters Score: Raw -932246.271895 + Penalty 572.737111 = -931673.534784 nChanged 1880 SP:Iteration 2F (79.257232 sec): 3 clusters Score: Raw -932978.901759 + Penalty 580.258057 = -932398.643702 nChanged 798 SP:Iteration 3F (79.277268 sec): 3 clusters Score: Raw -933474.089567 + Penalty 588.436728 = -932885.652838 nChanged 710 SP:Iteration 4F (79.297941 sec): 3 clusters Score: Raw -934176.259409 + Penalty 581.638252 = -933594.621157 nChanged 753 SP:Iteration 5F (79.318240 sec): 3 clusters Score: Raw -935116.480349 + Penalty 556.608243 = -934559.872106 nChanged 600 SP:Iteration 6F (79.338885 sec): 3 clusters Score: Raw -936033.567590 + Penalty 516.193521 = -935517.374069 nChanged 470 SP:Iteration 7Q (79.357254 sec): 3 clusters Score: Raw -936687.550872 + Penalty 479.651521 = -936207.899351 nChanged 340 SP:Iteration 8Q (79.374437 sec): 3 clusters Score: Raw -937023.951715 + Penalty 445.371458 = -936578.580257 nChanged 247 SP:Iteration 9Q (79.391299 sec): 3 clusters Score: Raw -937255.191854 + Penalty 414.490502 = -936840.701352 nChanged 196 SP:Iteration 10F (79.411903 sec): 3 clusters Score: Raw -937450.173780 + Penalty 398.966164 = -937051.207616 nChanged 132 SP:Iteration 11Q (79.428602 sec): 3 clusters Score: Raw -937530.280156 + Penalty 395.247655 = -937135.032501 nChanged 76 SP:Iteration 12Q (79.445491 sec): 3 clusters Score: Raw -937553.060696 + Penalty 393.091243 = -937159.969454 nChanged 40 SP:Iteration 13Q (79.462198 sec): 3 clusters Score: Raw -937560.624703 + Penalty 392.545272 = -937168.079431 nChanged 32 SP:Iteration 14Q (79.478451 sec): 3 clusters Score: Raw -937564.687282 + Penalty 392.199398 = -937172.487884 nChanged 21 SP:Iteration 15Q (79.495121 sec): 3 clusters Score: Raw -937567.021264 + Penalty 390.823686 = -937176.197578 nChanged 16 SP:Iteration 16Q (79.512116 sec): 3 clusters Score: Raw -937568.550459 + Penalty 390.580101 = -937177.970358 nChanged 12 SP:Iteration 17Q (79.528758 sec): 3 clusters Score: Raw -937569.853359 + Penalty 389.909858 = -937179.943502 nChanged 13 SP:Iteration 18Q (79.545403 sec): 3 clusters Score: Raw -937571.205470 + Penalty 389.703730 = -937181.501740 nChanged 10 SP:Iteration 19Q (79.562369 sec): 3 clusters Score: Raw -937571.986377 + Penalty 388.329285 = -937183.657092 nChanged 11 SP:Iteration 20F (79.582627 sec): 3 clusters Score: Raw -937572.802856 + Penalty 388.013756 = -937184.789100 nChanged 8 SP:Iteration 21Q (79.599259 sec): 3 clusters Score: Raw -937573.502278 + Penalty 387.560287 = -937185.941991 nChanged 6 SP:Iteration 22Q (79.616084 sec): 3 clusters Score: Raw -937573.886687 + Penalty 386.763196 = -937187.123491 nChanged 6 SP:Iteration 23Q (79.632723 sec): 3 clusters Score: Raw -937574.191451 + Penalty 386.589903 = -937187.601548 nChanged 3 SP:Iteration 24Q (79.649124 sec): 3 clusters Score: Raw -937574.323704 + Penalty 386.446670 = -937187.877034 nChanged 2 SP:Iteration 25Q (79.665604 sec): 3 clusters Score: Raw -937574.416784 + Penalty 386.446670 = -937187.970114 nChanged 0 SP:Iteration 26F (79.685941 sec): 3 clusters Score: Raw -937574.416784 + Penalty 386.446670 = -937187.970114 nChanged 0 Score: Raw -2463536.942943 + Penalty 26690.698747 = -2436846.244196 Splitting cluster 7 changes total score from -2421053.483010 to -2436846.244196 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.136630 sec): 2 clusters Score: Raw -2897.953360 + Penalty 279.438240 = -2618.515120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.136967 sec): 3 clusters Score: Raw -3099.324699 + Penalty 566.188791 = -2533.135908 nChanged 3 SP:Iteration 1F (80.137266 sec): 3 clusters Score: Raw -3118.255715 + Penalty 561.053184 = -2557.202531 nChanged 1 SP:Iteration 2Q (80.137548 sec): 3 clusters Score: Raw -3118.828291 + Penalty 561.053184 = -2557.775107 nChanged 0 SP:Iteration 3F (80.137845 sec): 3 clusters Score: Raw -3118.828291 + Penalty 561.053184 = -2557.775107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.141389 sec): 2 clusters Score: Raw -59527.993040 + Penalty 58.716925 = -59469.276115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.142926 sec): 3 clusters Score: Raw -59076.840993 + Penalty 125.859671 = -58950.981322 nChanged 339 SP:Iteration 1F (80.144388 sec): 3 clusters Score: Raw -59342.641597 + Penalty 116.697157 = -59225.944440 nChanged 87 SP:Iteration 2F (80.145848 sec): 3 clusters Score: Raw -59444.450140 + Penalty 113.003452 = -59331.446687 nChanged 36 SP:Iteration 3F (80.147288 sec): 3 clusters Score: Raw -59488.030443 + Penalty 114.358644 = -59373.671798 nChanged 20 SP:Iteration 4Q (80.148567 sec): 3 clusters Score: Raw -59505.693345 + Penalty 118.250643 = -59387.442702 nChanged 19 SP:Iteration 5Q (80.149839 sec): 3 clusters Score: Raw -59521.216610 + Penalty 123.257217 = -59397.959393 nChanged 8 SP:Iteration 6Q (80.151060 sec): 3 clusters Score: Raw -59527.308459 + Penalty 125.304823 = -59402.003636 nChanged 6 SP:Iteration 7Q (80.152228 sec): 3 clusters Score: Raw -59534.211383 + Penalty 127.602313 = -59406.609069 nChanged 3 SP:Iteration 8Q (80.153380 sec): 3 clusters Score: Raw -59534.276829 + Penalty 127.529205 = -59406.747623 nChanged 1 SP:Iteration 9Q (80.154523 sec): 3 clusters Score: Raw -59534.351227 + Penalty 131.111865 = -59403.239361 nChanged 1 SP:Iteration 10F (80.155931 sec): 3 clusters Score: Raw -59534.065225 + Penalty 131.111865 = -59402.953360 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.160785 sec): 2 clusters Score: Raw -71065.419432 + Penalty 456.376864 = -70609.042568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.162623 sec): 3 clusters Score: Raw -70629.501245 + Penalty 913.627528 = -69715.873717 nChanged 319 SP:Iteration 1F (80.164390 sec): 3 clusters Score: Raw -70813.086951 + Penalty 916.599020 = -69896.487931 nChanged 91 SP:Iteration 2F (80.166202 sec): 3 clusters Score: Raw -70892.071974 + Penalty 923.149923 = -69968.922051 nChanged 72 SP:Iteration 3F (80.167984 sec): 3 clusters Score: Raw -70968.066225 + Penalty 932.094333 = -70035.971892 nChanged 54 SP:Iteration 4F (80.169742 sec): 3 clusters Score: Raw -71023.162291 + Penalty 937.261467 = -70085.900823 nChanged 33 SP:Iteration 5Q (80.171383 sec): 3 clusters Score: Raw -71058.205056 + Penalty 942.804126 = -70115.400930 nChanged 31 SP:Iteration 6Q (80.172980 sec): 3 clusters Score: Raw -71084.751065 + Penalty 944.373098 = -70140.377967 nChanged 17 SP:Iteration 7Q (80.174597 sec): 3 clusters Score: Raw -71101.100152 + Penalty 946.256954 = -70154.843198 nChanged 15 SP:Iteration 8Q (80.176204 sec): 3 clusters Score: Raw -71108.972040 + Penalty 946.808691 = -70162.163349 nChanged 11 SP:Iteration 9Q (80.177774 sec): 3 clusters Score: Raw -71121.736763 + Penalty 945.026783 = -70176.709981 nChanged 18 SP:Iteration 10F (80.179407 sec): 3 clusters Score: Raw -71144.967617 + Penalty 945.004322 = -70199.963295 nChanged 19 SP:Iteration 11Q (80.180953 sec): 3 clusters Score: Raw -71165.589479 + Penalty 941.402683 = -70224.186796 nChanged 14 SP:Iteration 12Q (80.182458 sec): 3 clusters Score: Raw -71182.040261 + Penalty 943.385915 = -70238.654346 nChanged 8 SP:Iteration 13Q (80.183994 sec): 3 clusters Score: Raw -71186.207017 + Penalty 942.610834 = -70243.596184 nChanged 3 SP:Iteration 14Q (80.185501 sec): 3 clusters Score: Raw -71187.472615 + Penalty 942.610834 = -70244.861782 nChanged 0 SP:Iteration 15F (80.187137 sec): 3 clusters Score: Raw -71187.472615 + Penalty 942.610834 = -70244.861782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.189665 sec): 2 clusters Score: Raw -24984.116551 + Penalty 673.402011 = -24310.714539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.190437 sec): 3 clusters Score: Raw -24919.637386 + Penalty 1347.581082 = -23572.056304 nChanged 52 SP:Iteration 1F (80.191196 sec): 3 clusters Score: Raw -24976.948692 + Penalty 1348.304883 = -23628.643808 nChanged 19 SP:Iteration 2F (80.191950 sec): 3 clusters Score: Raw -25023.515306 + Penalty 1346.804022 = -23676.711283 nChanged 14 SP:Iteration 3Q (80.192685 sec): 3 clusters Score: Raw -25049.066918 + Penalty 1345.577827 = -23703.489092 nChanged 8 SP:Iteration 4Q (80.193411 sec): 3 clusters Score: Raw -25078.270723 + Penalty 1341.581551 = -23736.689172 nChanged 9 SP:Iteration 5Q (80.194134 sec): 3 clusters Score: Raw -25090.871821 + Penalty 1338.435390 = -23752.436431 nChanged 9 SP:Iteration 6Q (80.194830 sec): 3 clusters Score: Raw -25101.264681 + Penalty 1335.250360 = -23766.014321 nChanged 7 SP:Iteration 7Q (80.195522 sec): 3 clusters Score: Raw -25106.228808 + Penalty 1332.540235 = -23773.688573 nChanged 6 SP:Iteration 8Q (80.196215 sec): 3 clusters Score: Raw -25111.488069 + Penalty 1332.092376 = -23779.395693 nChanged 4 SP:Iteration 9Q (80.196909 sec): 3 clusters Score: Raw -25117.636772 + Penalty 1331.427354 = -23786.209418 nChanged 3 SP:Iteration 10F (80.197629 sec): 3 clusters Score: Raw -25121.742127 + Penalty 1328.374250 = -23793.367878 nChanged 2 SP:Iteration 11Q (80.198317 sec): 3 clusters Score: Raw -25125.927768 + Penalty 1326.745743 = -23799.182025 nChanged 1 SP:Iteration 12Q (80.199004 sec): 3 clusters Score: Raw -25128.524622 + Penalty 1327.618999 = -23800.905623 nChanged 1 SP:Iteration 13Q (80.199690 sec): 3 clusters Score: Raw -25130.614805 + Penalty 1327.628918 = -23802.985887 nChanged 1 SP:Iteration 14Q (80.200375 sec): 3 clusters Score: Raw -25132.591643 + Penalty 1327.628918 = -23804.962725 nChanged 0 SP:Iteration 15F (80.201094 sec): 3 clusters Score: Raw -25132.591643 + Penalty 1327.628918 = -23804.962725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.203252 sec): 2 clusters Score: Raw -39921.267388 + Penalty 346.484450 = -39574.782938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.204266 sec): 3 clusters Score: Raw -39725.148565 + Penalty 699.694889 = -39025.453676 nChanged 151 SP:Iteration 1F (80.205267 sec): 3 clusters Score: Raw -39868.343714 + Penalty 713.524012 = -39154.819702 nChanged 55 SP:Iteration 2F (80.206268 sec): 3 clusters Score: Raw -39940.239339 + Penalty 730.202524 = -39210.036815 nChanged 31 SP:Iteration 3F (80.207274 sec): 3 clusters Score: Raw -39983.506910 + Penalty 753.121916 = -39230.384994 nChanged 26 SP:Iteration 4F (80.208276 sec): 3 clusters Score: Raw -40020.133199 + Penalty 766.146023 = -39253.987176 nChanged 22 SP:Iteration 5F (80.209279 sec): 3 clusters Score: Raw -40068.388130 + Penalty 777.178002 = -39291.210128 nChanged 12 SP:Iteration 6Q (80.210266 sec): 3 clusters Score: Raw -40087.599321 + Penalty 780.312844 = -39307.286477 nChanged 2 SP:Iteration 7Q (80.211249 sec): 3 clusters Score: Raw -40090.438902 + Penalty 784.004407 = -39306.434495 nChanged 2 SP:Iteration 8F (80.212283 sec): 3 clusters Score: Raw -40092.530891 + Penalty 784.004407 = -39308.526484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.214316 sec): 2 clusters Score: Raw -36807.848827 + Penalty 899.354768 = -35908.494059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.215311 sec): 3 clusters Score: Raw -36723.485112 + Penalty 1793.366240 = -34930.118873 nChanged 78 SP:Iteration 1F (80.216292 sec): 3 clusters Score: Raw -36833.780118 + Penalty 1791.430119 = -35042.350000 nChanged 21 SP:Iteration 2F (80.217245 sec): 3 clusters Score: Raw -36876.240407 + Penalty 1791.827427 = -35084.412980 nChanged 12 SP:Iteration 3Q (80.218169 sec): 3 clusters Score: Raw -36900.421054 + Penalty 1791.475954 = -35108.945100 nChanged 8 SP:Iteration 4Q (80.219107 sec): 3 clusters Score: Raw -36917.685168 + Penalty 1793.014678 = -35124.670490 nChanged 8 SP:Iteration 5Q (80.220050 sec): 3 clusters Score: Raw -36935.974921 + Penalty 1794.147873 = -35141.827049 nChanged 8 SP:Iteration 6Q (80.220988 sec): 3 clusters Score: Raw -36948.420927 + Penalty 1795.476857 = -35152.944070 nChanged 4 SP:Iteration 7Q (80.221921 sec): 3 clusters Score: Raw -36966.680391 + Penalty 1795.261568 = -35171.418823 nChanged 2 SP:Iteration 8Q (80.222850 sec): 3 clusters Score: Raw -36970.373685 + Penalty 1794.795926 = -35175.577759 nChanged 3 SP:Iteration 9Q (80.223780 sec): 3 clusters Score: Raw -36972.516121 + Penalty 1794.439760 = -35178.076362 nChanged 1 SP:Iteration 10F (80.224759 sec): 3 clusters Score: Raw -36974.766186 + Penalty 1794.130083 = -35180.636104 nChanged 1 SP:Iteration 11Q (80.225711 sec): 3 clusters Score: Raw -36978.425937 + Penalty 1794.130083 = -35184.295854 nChanged 0 SP:Iteration 12F (80.226675 sec): 3 clusters Score: Raw -36978.425937 + Penalty 1794.130083 = -35184.295854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.228519 sec): 2 clusters Score: Raw -17919.616829 + Penalty 523.237439 = -17396.379390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.229101 sec): 3 clusters Score: Raw -17901.231136 + Penalty 1049.212993 = -16852.018143 nChanged 50 SP:Iteration 1F (80.229675 sec): 3 clusters Score: Raw -17961.328595 + Penalty 1055.831890 = -16905.496705 nChanged 16 SP:Iteration 2F (80.230248 sec): 3 clusters Score: Raw -17997.734379 + Penalty 1060.191563 = -16937.542816 nChanged 11 SP:Iteration 3F (80.230822 sec): 3 clusters Score: Raw -18032.049189 + Penalty 1064.059010 = -16967.990179 nChanged 5 SP:Iteration 4Q (80.231374 sec): 3 clusters Score: Raw -18044.517731 + Penalty 1065.220318 = -16979.297413 nChanged 1 SP:Iteration 5Q (80.231921 sec): 3 clusters Score: Raw -18046.251267 + Penalty 1065.220318 = -16981.030948 nChanged 0 SP:Iteration 6F (80.232492 sec): 3 clusters Score: Raw -18046.251267 + Penalty 1065.220318 = -16981.030948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.234648 sec): 2 clusters Score: Raw -21365.788243 + Penalty 165.280338 = -21200.507905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.235303 sec): 3 clusters Score: Raw -21234.893852 + Penalty 343.021749 = -20891.872103 nChanged 92 SP:Iteration 1F (80.235944 sec): 3 clusters Score: Raw -21326.554488 + Penalty 359.617159 = -20966.937330 nChanged 23 SP:Iteration 2F (80.236567 sec): 3 clusters Score: Raw -21350.134189 + Penalty 383.559046 = -20966.575143 nChanged 18 SP:Iteration 3F (80.237191 sec): 3 clusters Score: Raw -21373.932827 + Penalty 401.746742 = -20972.186085 nChanged 9 SP:Iteration 4Q (80.237801 sec): 3 clusters Score: Raw -21386.904547 + Penalty 405.533901 = -20981.370646 nChanged 5 SP:Iteration 5Q (80.238414 sec): 3 clusters Score: Raw -21391.679749 + Penalty 413.993695 = -20977.686054 nChanged 2 SP:Iteration 6F (80.239036 sec): 3 clusters Score: Raw -21398.031065 + Penalty 422.421507 = -20975.609558 nChanged 3 SP:Iteration 7F (80.239655 sec): 3 clusters Score: Raw -21400.824826 + Penalty 427.457846 = -20973.366980 nChanged 1 SP:Iteration 8F (80.240278 sec): 3 clusters Score: Raw -21400.978617 + Penalty 427.457846 = -20973.520772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.241794 sec): 2 clusters Score: Raw -10350.219954 + Penalty 696.677901 = -9653.542053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.242282 sec): 3 clusters Score: Raw -10483.537183 + Penalty 1384.737910 = -9098.799273 nChanged 24 SP:Iteration 1F (80.242764 sec): 3 clusters Score: Raw -10593.088878 + Penalty 1373.525196 = -9219.563682 nChanged 10 SP:Iteration 2F (80.243246 sec): 3 clusters Score: Raw -10650.625232 + Penalty 1373.877536 = -9276.747696 nChanged 5 SP:Iteration 3Q (80.243680 sec): 3 clusters Score: Raw -10749.003128 + Penalty 1371.326175 = -9377.676952 nChanged 3 SP:Iteration 4Q (80.244108 sec): 3 clusters Score: Raw -10764.379607 + Penalty 1368.837077 = -9395.542530 nChanged 1 SP:Iteration 5Q (80.244531 sec): 3 clusters Score: Raw -10767.643487 + Penalty 1363.472449 = -9404.171037 nChanged 2 SP:Iteration 6Q (80.244951 sec): 3 clusters Score: Raw -10776.891665 + Penalty 1360.585639 = -9416.306026 nChanged 1 SP:Iteration 7Q (80.245369 sec): 3 clusters Score: Raw -10781.604162 + Penalty 1357.554174 = -9424.049988 nChanged 1 SP:Iteration 8Q (80.245788 sec): 3 clusters Score: Raw -10788.180341 + Penalty 1354.371149 = -9433.809192 nChanged 1 SP:Iteration 9Q (80.246206 sec): 3 clusters Score: Raw -10794.026582 + Penalty 1354.371149 = -9439.655432 nChanged 0 SP:Iteration 10F (80.246676 sec): 3 clusters Score: Raw -10794.026582 + Penalty 1354.371149 = -9439.655432 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.261115 sec): 2 clusters Score: Raw -267688.162202 + Penalty 576.616777 = -267111.545425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.266997 sec): 3 clusters Score: Raw -265908.968620 + Penalty 1154.708200 = -264754.260421 nChanged 1268 SP:Iteration 1F (80.272652 sec): 3 clusters Score: Raw -266631.473454 + Penalty 1160.328106 = -265471.145347 nChanged 402 SP:Iteration 2F (80.278447 sec): 3 clusters Score: Raw -266931.853963 + Penalty 1166.122384 = -265765.731578 nChanged 277 SP:Iteration 3F (80.284058 sec): 3 clusters Score: Raw -267109.037170 + Penalty 1171.999517 = -265937.037653 nChanged 171 SP:Iteration 4F (80.289696 sec): 3 clusters Score: Raw -267188.598518 + Penalty 1178.375033 = -266010.223485 nChanged 138 SP:Iteration 5Q (80.295520 sec): 3 clusters Score: Raw -267252.893180 + Penalty 1186.422876 = -266066.470304 nChanged 105 SP:Iteration 6Q (80.301139 sec): 3 clusters Score: Raw -267307.218259 + Penalty 1195.536166 = -266111.682092 nChanged 100 SP:Iteration 7Q (80.306785 sec): 3 clusters Score: Raw -267367.226809 + Penalty 1206.947281 = -266160.279529 nChanged 99 SP:Iteration 8Q (80.312524 sec): 3 clusters Score: Raw -267432.798009 + Penalty 1219.588885 = -266213.209124 nChanged 97 SP:Iteration 9Q (80.318158 sec): 3 clusters Score: Raw -267503.680675 + Penalty 1229.119003 = -266274.561671 nChanged 66 SP:Iteration 10F (80.324116 sec): 3 clusters Score: Raw -267552.700584 + Penalty 1238.001772 = -266314.698813 nChanged 65 SP:Iteration 11Q (80.329784 sec): 3 clusters Score: Raw -267585.067154 + Penalty 1243.821028 = -266341.246125 nChanged 47 SP:Iteration 12Q (80.335770 sec): 3 clusters Score: Raw -267609.471918 + Penalty 1250.745474 = -266358.726444 nChanged 40 SP:Iteration 13Q (80.341262 sec): 3 clusters Score: Raw -267638.014839 + Penalty 1254.276245 = -266383.738594 nChanged 43 SP:Iteration 14Q (80.346835 sec): 3 clusters Score: Raw -267667.127499 + Penalty 1256.859052 = -266410.268446 nChanged 39 SP:Iteration 15Q (80.352160 sec): 3 clusters Score: Raw -267690.776863 + Penalty 1262.142468 = -266428.634395 nChanged 35 SP:Iteration 16Q (80.357731 sec): 3 clusters Score: Raw -267714.494448 + Penalty 1266.223845 = -266448.270603 nChanged 32 SP:Iteration 17Q (80.363311 sec): 3 clusters Score: Raw -267732.001191 + Penalty 1271.504365 = -266460.496826 nChanged 21 SP:Iteration 18Q (80.368462 sec): 3 clusters Score: Raw -267742.756148 + Penalty 1276.764001 = -266465.992147 nChanged 16 SP:Iteration 19Q (80.373646 sec): 3 clusters Score: Raw -267749.794418 + Penalty 1280.707712 = -266469.086706 nChanged 8 SP:Iteration 20F (80.379682 sec): 3 clusters Score: Raw -267752.188697 + Penalty 1281.718442 = -266470.470255 nChanged 8 SP:Iteration 21Q (80.384814 sec): 3 clusters Score: Raw -267754.494881 + Penalty 1282.139420 = -266472.355461 nChanged 3 SP:Iteration 22Q (80.389909 sec): 3 clusters Score: Raw -267755.197606 + Penalty 1284.975276 = -266470.222330 nChanged 4 SP:Iteration 23F (80.395932 sec): 3 clusters Score: Raw -267756.884624 + Penalty 1285.869853 = -266471.014771 nChanged 4 SP:Iteration 24Q (80.400938 sec): 3 clusters Score: Raw -267758.813612 + Penalty 1287.346629 = -266471.466984 nChanged 2 SP:Iteration 25Q (80.405931 sec): 3 clusters Score: Raw -267759.479401 + Penalty 1288.375906 = -266471.103495 nChanged 1 SP:Iteration 26F (80.411718 sec): 3 clusters Score: Raw -267759.733549 + Penalty 1288.746466 = -266470.987083 nChanged 2 SP:Iteration 27F (80.417404 sec): 3 clusters Score: Raw -267760.365472 + Penalty 1288.515461 = -266471.850011 nChanged 1 SP:Iteration 28Q (80.422643 sec): 3 clusters Score: Raw -267760.655387 + Penalty 1288.515461 = -266472.139927 nChanged 0 SP:Iteration 29F (80.428607 sec): 3 clusters Score: Raw -267760.655387 + Penalty 1288.515461 = -266472.139927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.434845 sec): 2 clusters Score: Raw -19016.102759 + Penalty 559.368694 = -18456.734065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.435457 sec): 3 clusters Score: Raw -18980.831866 + Penalty 1125.497815 = -17855.334051 nChanged 55 SP:Iteration 1F (80.436058 sec): 3 clusters Score: Raw -19043.151286 + Penalty 1133.571998 = -17909.579287 nChanged 12 SP:Iteration 2F (80.436659 sec): 3 clusters Score: Raw -19054.963761 + Penalty 1148.219812 = -17906.743949 nChanged 8 SP:Iteration 3F (80.437264 sec): 3 clusters Score: Raw -19067.263886 + Penalty 1157.790197 = -17909.473690 nChanged 6 SP:Iteration 4Q (80.437850 sec): 3 clusters Score: Raw -19082.888485 + Penalty 1167.810897 = -17915.077588 nChanged 8 SP:Iteration 5Q (80.438434 sec): 3 clusters Score: Raw -19095.724402 + Penalty 1171.526642 = -17924.197760 nChanged 4 SP:Iteration 6Q (80.439011 sec): 3 clusters Score: Raw -19104.972733 + Penalty 1173.492235 = -17931.480498 nChanged 1 SP:Iteration 7Q (80.439583 sec): 3 clusters Score: Raw -19105.739653 + Penalty 1175.125967 = -17930.613686 nChanged 1 SP:Iteration 8F (80.440185 sec): 3 clusters Score: Raw -19106.127090 + Penalty 1175.125967 = -17931.001123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.441924 sec): 2 clusters Score: Raw -37664.747635 + Penalty 258.885955 = -37405.861680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.442901 sec): 3 clusters Score: Raw -37434.813436 + Penalty 517.621239 = -36917.192197 nChanged 154 SP:Iteration 1F (80.443881 sec): 3 clusters Score: Raw -37557.630194 + Penalty 512.002647 = -37045.627547 nChanged 47 SP:Iteration 2F (80.444857 sec): 3 clusters Score: Raw -37616.349507 + Penalty 514.269172 = -37102.080335 nChanged 23 SP:Iteration 3F (80.445864 sec): 3 clusters Score: Raw -37633.681168 + Penalty 514.007923 = -37119.673245 nChanged 11 SP:Iteration 4Q (80.446819 sec): 3 clusters Score: Raw -37637.670471 + Penalty 510.925067 = -37126.745404 nChanged 7 SP:Iteration 5Q (80.447758 sec): 3 clusters Score: Raw -37638.740067 + Penalty 509.147429 = -37129.592638 nChanged 8 SP:Iteration 6Q (80.448687 sec): 3 clusters Score: Raw -37640.121721 + Penalty 506.717533 = -37133.404188 nChanged 9 SP:Iteration 7Q (80.449607 sec): 3 clusters Score: Raw -37642.087151 + Penalty 502.492911 = -37139.594240 nChanged 6 SP:Iteration 8Q (80.450493 sec): 3 clusters Score: Raw -37644.459547 + Penalty 499.909058 = -37144.550489 nChanged 4 SP:Iteration 9Q (80.451374 sec): 3 clusters Score: Raw -37646.582418 + Penalty 493.978253 = -37152.604165 nChanged 5 SP:Iteration 10F (80.452314 sec): 3 clusters Score: Raw -37647.482526 + Penalty 493.008305 = -37154.474222 nChanged 4 SP:Iteration 11Q (80.453188 sec): 3 clusters Score: Raw -37648.179936 + Penalty 493.905123 = -37154.274813 nChanged 6 SP:Iteration 12F (80.454130 sec): 3 clusters Score: Raw -37649.162719 + Penalty 492.365782 = -37156.796937 nChanged 5 SP:Iteration 13Q (80.455013 sec): 3 clusters Score: Raw -37649.740745 + Penalty 488.591997 = -37161.148748 nChanged 5 SP:Iteration 14Q (80.455872 sec): 3 clusters Score: Raw -37651.901222 + Penalty 494.848066 = -37157.053156 nChanged 4 SP:Iteration 15F (80.456815 sec): 3 clusters Score: Raw -37655.671397 + Penalty 500.103268 = -37155.568129 nChanged 3 SP:Iteration 16F (80.457754 sec): 3 clusters Score: Raw -37656.633307 + Penalty 500.103268 = -37156.530040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.459650 sec): 2 clusters Score: Raw -37051.510264 + Penalty 445.723222 = -36605.787042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.460751 sec): 3 clusters Score: Raw -36867.067391 + Penalty 926.007471 = -35941.059919 nChanged 160 SP:Iteration 1F (80.461830 sec): 3 clusters Score: Raw -37119.459804 + Penalty 988.866126 = -36130.593678 nChanged 62 SP:Iteration 2F (80.462854 sec): 3 clusters Score: Raw -37217.901784 + Penalty 1016.867826 = -36201.033958 nChanged 21 SP:Iteration 3Q (80.463819 sec): 3 clusters Score: Raw -37251.436838 + Penalty 1034.050823 = -36217.386015 nChanged 15 SP:Iteration 4Q (80.464760 sec): 3 clusters Score: Raw -37274.188383 + Penalty 1042.410966 = -36231.777417 nChanged 11 SP:Iteration 5Q (80.465707 sec): 3 clusters Score: Raw -37286.940787 + Penalty 1046.595433 = -36240.345354 nChanged 8 SP:Iteration 6Q (80.466633 sec): 3 clusters Score: Raw -37296.322277 + Penalty 1048.029488 = -36248.292788 nChanged 1 SP:Iteration 7Q (80.467551 sec): 3 clusters Score: Raw -37297.271572 + Penalty 1047.428298 = -36249.843274 nChanged 1 SP:Iteration 8Q (80.468465 sec): 3 clusters Score: Raw -37297.639886 + Penalty 1047.428298 = -36250.211588 nChanged 0 SP:Iteration 9F (80.469483 sec): 3 clusters Score: Raw -37297.639886 + Penalty 1047.428298 = -36250.211588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.475891 sec): 2 clusters Score: Raw -114376.124321 + Penalty 845.381161 = -113530.743161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.478376 sec): 3 clusters Score: Raw -113842.630715 + Penalty 1692.183049 = -112150.447666 nChanged 408 SP:Iteration 1F (80.480721 sec): 3 clusters Score: Raw -114086.259257 + Penalty 1693.418689 = -112392.840568 nChanged 110 SP:Iteration 2F (80.483059 sec): 3 clusters Score: Raw -114166.802242 + Penalty 1695.289432 = -112471.512810 nChanged 60 SP:Iteration 3Q (80.485414 sec): 3 clusters Score: Raw -114207.767123 + Penalty 1697.488007 = -112510.279116 nChanged 43 SP:Iteration 4Q (80.487745 sec): 3 clusters Score: Raw -114237.638583 + Penalty 1700.868953 = -112536.769630 nChanged 45 SP:Iteration 5Q (80.490257 sec): 3 clusters Score: Raw -114264.752255 + Penalty 1702.927476 = -112561.824779 nChanged 46 SP:Iteration 6Q (80.492634 sec): 3 clusters Score: Raw -114297.868601 + Penalty 1705.494326 = -112592.374275 nChanged 41 SP:Iteration 7Q (80.494946 sec): 3 clusters Score: Raw -114326.162106 + Penalty 1707.468714 = -112618.693392 nChanged 44 SP:Iteration 8Q (80.497258 sec): 3 clusters Score: Raw -114361.094562 + Penalty 1709.076003 = -112652.018559 nChanged 30 SP:Iteration 9Q (80.499560 sec): 3 clusters Score: Raw -114386.722712 + Penalty 1708.444806 = -112678.277906 nChanged 23 SP:Iteration 10F (80.501867 sec): 3 clusters Score: Raw -114403.765583 + Penalty 1708.826961 = -112694.938622 nChanged 23 SP:Iteration 11Q (80.504153 sec): 3 clusters Score: Raw -114421.455222 + Penalty 1715.370924 = -112706.084298 nChanged 16 SP:Iteration 12Q (80.506436 sec): 3 clusters Score: Raw -114436.736690 + Penalty 1719.561427 = -112717.175263 nChanged 7 SP:Iteration 13Q (80.508804 sec): 3 clusters Score: Raw -114441.591827 + Penalty 1720.242663 = -112721.349164 nChanged 1 SP:Iteration 14Q (80.511135 sec): 3 clusters Score: Raw -114442.847570 + Penalty 1719.177647 = -112723.669923 nChanged 3 SP:Iteration 15Q (80.513407 sec): 3 clusters Score: Raw -114447.684156 + Penalty 1716.845647 = -112730.838509 nChanged 4 SP:Iteration 16Q (80.515673 sec): 3 clusters Score: Raw -114451.540737 + Penalty 1718.856347 = -112732.684390 nChanged 5 SP:Iteration 17Q (80.517936 sec): 3 clusters Score: Raw -114456.653628 + Penalty 1717.490483 = -112739.163145 nChanged 6 SP:Iteration 18Q (80.520231 sec): 3 clusters Score: Raw -114462.198316 + Penalty 1716.289970 = -112745.908346 nChanged 8 SP:Iteration 19Q (80.522693 sec): 3 clusters Score: Raw -114470.009991 + Penalty 1719.296465 = -112750.713526 nChanged 7 SP:Iteration 20F (80.525233 sec): 3 clusters Score: Raw -114475.540476 + Penalty 1718.836913 = -112756.703563 nChanged 5 SP:Iteration 21Q (80.527664 sec): 3 clusters Score: Raw -114483.766393 + Penalty 1722.070636 = -112761.695757 nChanged 3 SP:Iteration 22Q (80.529912 sec): 3 clusters Score: Raw -114487.004703 + Penalty 1720.898308 = -112766.106395 nChanged 1 SP:Iteration 23Q (80.532171 sec): 3 clusters Score: Raw -114487.211531 + Penalty 1721.155011 = -112766.056521 nChanged 1 SP:Iteration 24F (80.534522 sec): 3 clusters Score: Raw -114488.047753 + Penalty 1721.155011 = -112766.892742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.536650 sec): 2 clusters Score: Raw -29989.509378 + Penalty 879.694760 = -29109.814618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.537470 sec): 3 clusters Score: Raw -29944.228961 + Penalty 1759.296760 = -28184.932201 nChanged 54 SP:Iteration 1F (80.538252 sec): 3 clusters Score: Raw -30025.577466 + Penalty 1758.664693 = -28266.912773 nChanged 14 SP:Iteration 2Q (80.539015 sec): 3 clusters Score: Raw -30053.874170 + Penalty 1758.446094 = -28295.428076 nChanged 7 SP:Iteration 3Q (80.539772 sec): 3 clusters Score: Raw -30063.817053 + Penalty 1758.440798 = -28305.376255 nChanged 1 SP:Iteration 4Q (80.540528 sec): 3 clusters Score: Raw -30065.045341 + Penalty 1758.440798 = -28306.604543 nChanged 0 SP:Iteration 5F (80.541307 sec): 3 clusters Score: Raw -30065.045341 + Penalty 1758.440798 = -28306.604543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 33 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.544573 sec): 2 clusters Score: Raw -53146.238927 + Penalty 825.642082 = -52320.596846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.545842 sec): 3 clusters Score: Raw -52904.320200 + Penalty 1648.616339 = -51255.703861 nChanged 150 SP:Iteration 1F (80.547092 sec): 3 clusters Score: Raw -53043.807710 + Penalty 1646.429414 = -51397.378296 nChanged 49 SP:Iteration 2F (80.548337 sec): 3 clusters Score: Raw -53118.086431 + Penalty 1644.208826 = -51473.877604 nChanged 32 SP:Iteration 3F (80.549625 sec): 3 clusters Score: Raw -53148.319343 + Penalty 1641.735904 = -51506.583439 nChanged 16 SP:Iteration 4Q (80.550854 sec): 3 clusters Score: Raw -53158.105359 + Penalty 1640.024506 = -51518.080852 nChanged 8 SP:Iteration 5Q (80.552082 sec): 3 clusters Score: Raw -53164.370314 + Penalty 1638.777421 = -51525.592892 nChanged 6 SP:Iteration 6Q (80.553304 sec): 3 clusters Score: Raw -53170.038300 + Penalty 1638.076403 = -51531.961898 nChanged 5 SP:Iteration 7Q (80.554635 sec): 3 clusters Score: Raw -53177.502477 + Penalty 1638.295055 = -51539.207422 nChanged 6 SP:Iteration 8Q (80.555931 sec): 3 clusters Score: Raw -53186.976498 + Penalty 1638.229396 = -51548.747102 nChanged 6 SP:Iteration 9Q (80.557233 sec): 3 clusters Score: Raw -53189.991782 + Penalty 1638.323745 = -51551.668037 nChanged 2 SP:Iteration 10F (80.558552 sec): 3 clusters Score: Raw -53190.587187 + Penalty 1638.056805 = -51552.530382 nChanged 3 SP:Iteration 11Q (80.559851 sec): 3 clusters Score: Raw -53191.990852 + Penalty 1638.428567 = -51553.562285 nChanged 3 SP:Iteration 12Q (80.561137 sec): 3 clusters Score: Raw -53194.091801 + Penalty 1638.348702 = -51555.743099 nChanged 2 SP:Iteration 13Q (80.562423 sec): 3 clusters Score: Raw -53196.833750 + Penalty 1637.304306 = -51559.529445 nChanged 2 SP:Iteration 14Q (80.563710 sec): 3 clusters Score: Raw -53198.563467 + Penalty 1636.783442 = -51561.780025 nChanged 1 SP:Iteration 15Q (80.564992 sec): 3 clusters Score: Raw -53198.821445 + Penalty 1636.783442 = -51562.038003 nChanged 0 SP:Iteration 16F (80.566288 sec): 3 clusters Score: Raw -53198.821445 + Penalty 1636.783442 = -51562.038003 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.570495 sec): 2 clusters Score: Raw -100780.731907 + Penalty 687.523889 = -100093.208018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.572872 sec): 3 clusters Score: Raw -100286.167536 + Penalty 1374.479849 = -98911.687687 nChanged 384 SP:Iteration 1F (80.575183 sec): 3 clusters Score: Raw -100556.291764 + Penalty 1376.508343 = -99179.783421 nChanged 95 SP:Iteration 2F (80.577480 sec): 3 clusters Score: Raw -100633.521209 + Penalty 1381.697011 = -99251.824198 nChanged 61 SP:Iteration 3F (80.579687 sec): 3 clusters Score: Raw -100684.372675 + Penalty 1389.091528 = -99295.281148 nChanged 54 SP:Iteration 4Q (80.581804 sec): 3 clusters Score: Raw -100723.263918 + Penalty 1398.489943 = -99324.773975 nChanged 41 SP:Iteration 5Q (80.583906 sec): 3 clusters Score: Raw -100755.353883 + Penalty 1403.876478 = -99351.477405 nChanged 32 SP:Iteration 6Q (80.586051 sec): 3 clusters Score: Raw -100781.657813 + Penalty 1407.216604 = -99374.441210 nChanged 28 SP:Iteration 7Q (80.588324 sec): 3 clusters Score: Raw -100804.235101 + Penalty 1415.587054 = -99388.648046 nChanged 24 SP:Iteration 8Q (80.590560 sec): 3 clusters Score: Raw -100827.916469 + Penalty 1424.739052 = -99403.177417 nChanged 18 SP:Iteration 9Q (80.592653 sec): 3 clusters Score: Raw -100845.632174 + Penalty 1436.865833 = -99408.766341 nChanged 16 SP:Iteration 10F (80.594748 sec): 3 clusters Score: Raw -100860.362204 + Penalty 1443.461692 = -99416.900511 nChanged 6 SP:Iteration 11Q (80.596794 sec): 3 clusters Score: Raw -100867.639114 + Penalty 1449.264711 = -99418.374403 nChanged 5 SP:Iteration 12Q (80.598833 sec): 3 clusters Score: Raw -100875.954928 + Penalty 1452.425719 = -99423.529210 nChanged 4 SP:Iteration 13Q (80.600865 sec): 3 clusters Score: Raw -100880.276656 + Penalty 1460.522676 = -99419.753980 nChanged 6 SP:Iteration 14F (80.602958 sec): 3 clusters Score: Raw -100889.968786 + Penalty 1466.426954 = -99423.541832 nChanged 6 SP:Iteration 15Q (80.604987 sec): 3 clusters Score: Raw -100900.001644 + Penalty 1473.339025 = -99426.662618 nChanged 5 SP:Iteration 16Q (80.607004 sec): 3 clusters Score: Raw -100907.906227 + Penalty 1478.184435 = -99429.721792 nChanged 6 SP:Iteration 17Q (80.609037 sec): 3 clusters Score: Raw -100918.365097 + Penalty 1477.960519 = -99440.404578 nChanged 3 SP:Iteration 18Q (80.610993 sec): 3 clusters Score: Raw -100922.316499 + Penalty 1476.212733 = -99446.103766 nChanged 1 SP:Iteration 19Q (80.612947 sec): 3 clusters Score: Raw -100923.003832 + Penalty 1476.212733 = -99446.791099 nChanged 0 SP:Iteration 20F (80.615039 sec): 3 clusters Score: Raw -100923.003832 + Penalty 1476.212733 = -99446.791099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 56 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.618044 sec): 2 clusters Score: Raw -75439.242149 + Penalty 525.899372 = -74913.342776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.619900 sec): 3 clusters Score: Raw -74998.227287 + Penalty 1063.434631 = -73934.792656 nChanged 320 SP:Iteration 1F (80.621738 sec): 3 clusters Score: Raw -75270.203538 + Penalty 1061.051029 = -74209.152509 nChanged 123 SP:Iteration 2F (80.623559 sec): 3 clusters Score: Raw -75435.150013 + Penalty 1045.865704 = -74389.284309 nChanged 89 SP:Iteration 3F (80.625316 sec): 3 clusters Score: Raw -75533.311079 + Penalty 1028.790258 = -74504.520821 nChanged 41 SP:Iteration 4Q (80.627042 sec): 3 clusters Score: Raw -75565.454167 + Penalty 1017.808165 = -74547.646002 nChanged 18 SP:Iteration 5Q (80.628837 sec): 3 clusters Score: Raw -75580.138715 + Penalty 1011.487342 = -74568.651373 nChanged 12 SP:Iteration 6Q (80.630618 sec): 3 clusters Score: Raw -75587.031091 + Penalty 1009.136724 = -74577.894367 nChanged 7 SP:Iteration 7Q (80.632387 sec): 3 clusters Score: Raw -75589.740479 + Penalty 1009.607440 = -74580.133040 nChanged 3 SP:Iteration 8Q (80.634153 sec): 3 clusters Score: Raw -75590.449095 + Penalty 1008.955737 = -74581.493358 nChanged 2 SP:Iteration 9Q (80.635791 sec): 3 clusters Score: Raw -75591.110349 + Penalty 1007.773636 = -74583.336713 nChanged 2 SP:Iteration 10F (80.637481 sec): 3 clusters Score: Raw -75591.694679 + Penalty 1007.290869 = -74584.403810 nChanged 1 SP:Iteration 11Q (80.639137 sec): 3 clusters Score: Raw -75591.962358 + Penalty 1006.979333 = -74584.983025 nChanged 1 SP:Iteration 12Q (80.640813 sec): 3 clusters Score: Raw -75592.208799 + Penalty 1006.540258 = -74585.668541 nChanged 1 SP:Iteration 13Q (80.642509 sec): 3 clusters Score: Raw -75592.332110 + Penalty 1006.540258 = -74585.791852 nChanged 0 SP:Iteration 14F (80.644339 sec): 3 clusters Score: Raw -75592.332110 + Penalty 1006.540258 = -74585.791852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.645671 sec): 2 clusters Score: Raw -24096.173521 + Penalty 864.158632 = -23232.014889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.646443 sec): 3 clusters Score: Raw -24106.587819 + Penalty 1727.245840 = -22379.341979 nChanged 62 SP:Iteration 1F (80.647179 sec): 3 clusters Score: Raw -24257.188367 + Penalty 1726.264913 = -22530.923454 nChanged 20 SP:Iteration 2F (80.647910 sec): 3 clusters Score: Raw -24333.679312 + Penalty 1725.786624 = -22607.892688 nChanged 11 SP:Iteration 3Q (80.648589 sec): 3 clusters Score: Raw -24374.972025 + Penalty 1723.921341 = -22651.050684 nChanged 11 SP:Iteration 4Q (80.649260 sec): 3 clusters Score: Raw -24411.261071 + Penalty 1723.355248 = -22687.905824 nChanged 7 SP:Iteration 5Q (80.649924 sec): 3 clusters Score: Raw -24428.238542 + Penalty 1723.499226 = -22704.739316 nChanged 4 SP:Iteration 6Q (80.650583 sec): 3 clusters Score: Raw -24436.674760 + Penalty 1723.678685 = -22712.996075 nChanged 3 SP:Iteration 7Q (80.651238 sec): 3 clusters Score: Raw -24443.523933 + Penalty 1723.459816 = -22720.064117 nChanged 1 SP:Iteration 8Q (80.651889 sec): 3 clusters Score: Raw -24445.925656 + Penalty 1723.600289 = -22722.325367 nChanged 1 SP:Iteration 9Q (80.652538 sec): 3 clusters Score: Raw -24448.113206 + Penalty 1723.688094 = -22724.425112 nChanged 1 SP:Iteration 10F (80.653353 sec): 3 clusters Score: Raw -24451.743908 + Penalty 1723.688094 = -22728.055814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.654965 sec): 2 clusters Score: Raw -38533.199711 + Penalty 872.117253 = -37661.082458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.655971 sec): 3 clusters Score: Raw -38442.035512 + Penalty 1743.162605 = -36698.872907 nChanged 105 SP:Iteration 1F (80.656970 sec): 3 clusters Score: Raw -38576.956336 + Penalty 1742.711110 = -36834.245225 nChanged 20 SP:Iteration 2Q (80.657951 sec): 3 clusters Score: Raw -38608.494710 + Penalty 1741.832233 = -36866.662476 nChanged 10 SP:Iteration 3Q (80.658923 sec): 3 clusters Score: Raw -38629.037934 + Penalty 1741.647043 = -36887.390891 nChanged 6 SP:Iteration 4Q (80.659910 sec): 3 clusters Score: Raw -38640.974726 + Penalty 1741.647043 = -36899.327683 nChanged 2 SP:Iteration 5Q (80.660868 sec): 3 clusters Score: Raw -38644.823501 + Penalty 1742.544120 = -36902.279380 nChanged 4 SP:Iteration 6Q (80.661824 sec): 3 clusters Score: Raw -38648.586170 + Penalty 1743.069949 = -36905.516221 nChanged 2 SP:Iteration 7Q (80.662758 sec): 3 clusters Score: Raw -38650.019941 + Penalty 1743.315212 = -36906.704729 nChanged 2 SP:Iteration 8Q (80.663719 sec): 3 clusters Score: Raw -38652.021689 + Penalty 1743.315212 = -36908.706477 nChanged 0 SP:Iteration 9F (80.664710 sec): 3 clusters Score: Raw -38652.021689 + Penalty 1743.315212 = -36908.706477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.666165 sec): 2 clusters Score: Raw -30061.666057 + Penalty 892.347100 = -29169.318958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.667039 sec): 3 clusters Score: Raw -30037.419193 + Penalty 1784.799254 = -28252.619939 nChanged 59 SP:Iteration 1F (80.667895 sec): 3 clusters Score: Raw -30130.459719 + Penalty 1784.673596 = -28345.786123 nChanged 28 SP:Iteration 2F (80.668733 sec): 3 clusters Score: Raw -30178.347709 + Penalty 1784.706836 = -28393.640873 nChanged 11 SP:Iteration 3Q (80.669568 sec): 3 clusters Score: Raw -30203.530705 + Penalty 1784.715750 = -28418.814955 nChanged 6 SP:Iteration 4Q (80.670391 sec): 3 clusters Score: Raw -30216.647943 + Penalty 1784.722567 = -28431.925376 nChanged 4 SP:Iteration 5Q (80.671208 sec): 3 clusters Score: Raw -30223.549419 + Penalty 1784.785294 = -28438.764125 nChanged 3 SP:Iteration 6Q (80.672023 sec): 3 clusters Score: Raw -30227.185688 + Penalty 1784.879075 = -28442.306613 nChanged 2 SP:Iteration 7Q (80.672813 sec): 3 clusters Score: Raw -30229.578954 + Penalty 1784.934362 = -28444.644592 nChanged 1 SP:Iteration 8Q (80.673596 sec): 3 clusters Score: Raw -30231.062699 + Penalty 1784.934362 = -28446.128336 nChanged 0 SP:Iteration 9F (80.674414 sec): 3 clusters Score: Raw -30231.062699 + Penalty 1784.934362 = -28446.128336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.674945 sec): 2 clusters Score: Raw -1735.538657 + Penalty 47.650606 = -1687.888051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.675206 sec): 3 clusters Score: Raw -1756.047783 + Penalty 98.847090 = -1657.200693 nChanged 2 SP:Iteration 1F (80.675464 sec): 3 clusters Score: Raw -1757.984814 + Penalty 96.673267 = -1661.311547 nChanged 1 SP:Iteration 2Q (80.675712 sec): 3 clusters Score: Raw -1760.222971 + Penalty 96.673267 = -1663.549704 nChanged 0 SP:Iteration 3F (80.675964 sec): 3 clusters Score: Raw -1760.222971 + Penalty 96.673267 = -1663.549704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.677271 sec): 2 clusters Score: Raw -23028.242056 + Penalty 381.079079 = -22647.162977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.678042 sec): 3 clusters Score: Raw -22915.941616 + Penalty 782.770002 = -22133.171614 nChanged 87 SP:Iteration 1F (80.678800 sec): 3 clusters Score: Raw -23047.884961 + Penalty 827.199370 = -22220.685591 nChanged 32 SP:Iteration 2F (80.679552 sec): 3 clusters Score: Raw -23113.746962 + Penalty 862.597085 = -22251.149877 nChanged 16 SP:Iteration 3F (80.680306 sec): 3 clusters Score: Raw -23148.122180 + Penalty 875.371603 = -22272.750577 nChanged 8 SP:Iteration 4Q (80.681002 sec): 3 clusters Score: Raw -23162.668427 + Penalty 873.938064 = -22288.730364 nChanged 4 SP:Iteration 5Q (80.681682 sec): 3 clusters Score: Raw -23168.229814 + Penalty 872.559514 = -22295.670300 nChanged 2 SP:Iteration 6Q (80.682361 sec): 3 clusters Score: Raw -23169.674264 + Penalty 877.195541 = -22292.478724 nChanged 2 SP:Iteration 7F (80.683104 sec): 3 clusters Score: Raw -23171.402124 + Penalty 879.636404 = -22291.765719 nChanged 2 SP:Iteration 8F (80.683847 sec): 3 clusters Score: Raw -23175.704159 + Penalty 882.281683 = -22293.422476 nChanged 2 SP:Iteration 9Q (80.684512 sec): 3 clusters Score: Raw -23178.263528 + Penalty 885.699997 = -22292.563532 nChanged 2 SP:Iteration 10F (80.685228 sec): 3 clusters Score: Raw -23179.783241 + Penalty 885.699997 = -22294.083245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.686503 sec): 2 clusters Score: Raw -23379.667585 + Penalty 386.438976 = -22993.228609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.687295 sec): 3 clusters Score: Raw -23284.995441 + Penalty 759.859761 = -22525.135680 nChanged 86 SP:Iteration 1F (80.688090 sec): 3 clusters Score: Raw -23395.861920 + Penalty 741.617138 = -22654.244782 nChanged 39 SP:Iteration 2F (80.688879 sec): 3 clusters Score: Raw -23476.615812 + Penalty 740.705264 = -22735.910548 nChanged 26 SP:Iteration 3F (80.689652 sec): 3 clusters Score: Raw -23543.563721 + Penalty 742.972016 = -22800.591705 nChanged 16 SP:Iteration 4F (80.690422 sec): 3 clusters Score: Raw -23575.887988 + Penalty 747.923435 = -22827.964552 nChanged 7 SP:Iteration 5Q (80.691137 sec): 3 clusters Score: Raw -23584.331091 + Penalty 747.852023 = -22836.479068 nChanged 6 SP:Iteration 6Q (80.691845 sec): 3 clusters Score: Raw -23590.547765 + Penalty 743.895298 = -22846.652467 nChanged 2 SP:Iteration 7Q (80.692547 sec): 3 clusters Score: Raw -23593.363170 + Penalty 743.873716 = -22849.489455 nChanged 2 SP:Iteration 8Q (80.693229 sec): 3 clusters Score: Raw -23594.688335 + Penalty 738.698418 = -22855.989917 nChanged 3 SP:Iteration 9Q (80.693911 sec): 3 clusters Score: Raw -23598.441629 + Penalty 735.487470 = -22862.954160 nChanged 2 SP:Iteration 10F (80.694651 sec): 3 clusters Score: Raw -23601.669001 + Penalty 732.757420 = -22868.911581 nChanged 1 SP:Iteration 11Q (80.695333 sec): 3 clusters Score: Raw -23603.864210 + Penalty 728.406750 = -22875.457461 nChanged 2 SP:Iteration 12Q (80.696014 sec): 3 clusters Score: Raw -23605.661935 + Penalty 728.318817 = -22877.343118 nChanged 2 SP:Iteration 13Q (80.696694 sec): 3 clusters Score: Raw -23609.352445 + Penalty 729.594988 = -22879.757457 nChanged 1 SP:Iteration 14Q (80.697374 sec): 3 clusters Score: Raw -23609.532512 + Penalty 729.594988 = -22879.937524 nChanged 0 SP:Iteration 15F (80.698115 sec): 3 clusters Score: Raw -23609.532512 + Penalty 729.594988 = -22879.937524 nChanged 0 Iteration 213F (81.166626 sec): 32 clusters Score: Raw -2447986.166587 + Penalty 26690.273848 = -2421295.892739 nChanged 42 Iteration 214Q (81.261575 sec): 32 clusters Score: Raw -2447988.498263 + Penalty 26691.322789 = -2421297.175475 nChanged 15 Iteration 215Q (81.352616 sec): 32 clusters Score: Raw -2447989.343536 + Penalty 26691.918796 = -2421297.424741 nChanged 12 Iteration 216Q (81.442871 sec): 32 clusters Score: Raw -2447989.950838 + Penalty 26693.342689 = -2421296.608149 nChanged 12 Iteration 217F (81.894163 sec): 32 clusters Score: Raw -2447990.620439 + Penalty 26694.735541 = -2421295.884898 nChanged 11 Iteration 218F (82.342043 sec): 32 clusters Score: Raw -2447991.093377 + Penalty 26696.543922 = -2421294.549456 nChanged 8 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2447991.093377 + Penalty 26696.543922 = -2421294.549456Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.403768 sec): 2 clusters Score: Raw -98884.030938 + Penalty 237.865155 = -98646.165783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.405910 sec): 3 clusters Score: Raw -98252.041711 + Penalty 483.631934 = -97768.409777 nChanged 467 SP:Iteration 1F (82.407976 sec): 3 clusters Score: Raw -98622.120548 + Penalty 495.089539 = -98127.031009 nChanged 112 SP:Iteration 2F (82.410109 sec): 3 clusters Score: Raw -98742.344485 + Penalty 500.434672 = -98241.909813 nChanged 67 SP:Iteration 3F (82.412248 sec): 3 clusters Score: Raw -98811.131562 + Penalty 503.371840 = -98307.759722 nChanged 41 SP:Iteration 4Q (82.414332 sec): 3 clusters Score: Raw -98843.179464 + Penalty 506.038269 = -98337.141195 nChanged 20 SP:Iteration 5Q (82.416356 sec): 3 clusters Score: Raw -98860.580696 + Penalty 506.896293 = -98353.684403 nChanged 14 SP:Iteration 6Q (82.418207 sec): 3 clusters Score: Raw -98868.346805 + Penalty 507.481929 = -98360.864876 nChanged 11 SP:Iteration 7Q (82.420040 sec): 3 clusters Score: Raw -98874.361941 + Penalty 507.975468 = -98366.386473 nChanged 10 SP:Iteration 8Q (82.421862 sec): 3 clusters Score: Raw -98877.943810 + Penalty 509.830483 = -98368.113327 nChanged 12 SP:Iteration 9Q (82.423676 sec): 3 clusters Score: Raw -98882.633452 + Penalty 511.399182 = -98371.234270 nChanged 9 SP:Iteration 10F (82.425717 sec): 3 clusters Score: Raw -98885.407867 + Penalty 512.025363 = -98373.382504 nChanged 5 SP:Iteration 11Q (82.427506 sec): 3 clusters Score: Raw -98888.794939 + Penalty 510.949793 = -98377.845146 nChanged 4 SP:Iteration 12Q (82.429439 sec): 3 clusters Score: Raw -98891.626331 + Penalty 511.428527 = -98380.197804 nChanged 3 SP:Iteration 13Q (82.431270 sec): 3 clusters Score: Raw -98893.852401 + Penalty 511.429410 = -98382.422992 nChanged 4 SP:Iteration 14Q (82.433072 sec): 3 clusters Score: Raw -98894.656737 + Penalty 511.242103 = -98383.414634 nChanged 2 SP:Iteration 15Q (82.434850 sec): 3 clusters Score: Raw -98894.467393 + Penalty 510.894430 = -98383.572962 nChanged 1 SP:Iteration 16Q (82.436626 sec): 3 clusters Score: Raw -98894.745922 + Penalty 510.499255 = -98384.246667 nChanged 1 SP:Iteration 17Q (82.438444 sec): 3 clusters Score: Raw -98894.862668 + Penalty 509.871503 = -98384.991164 nChanged 2 SP:Iteration 18Q (82.440279 sec): 3 clusters Score: Raw -98895.278372 + Penalty 508.408093 = -98386.870279 nChanged 1 SP:Iteration 19Q (82.442056 sec): 3 clusters Score: Raw -98896.025045 + Penalty 508.172527 = -98387.852517 nChanged 2 SP:Iteration 20F (82.444096 sec): 3 clusters Score: Raw -98896.669778 + Penalty 508.207038 = -98388.462740 nChanged 2 SP:Iteration 21Q (82.445958 sec): 3 clusters Score: Raw -98898.994498 + Penalty 506.258796 = -98392.735702 nChanged 5 SP:Iteration 22Q (82.447774 sec): 3 clusters Score: Raw -98905.476929 + Penalty 505.139330 = -98400.337599 nChanged 4 SP:Iteration 23Q (82.449592 sec): 3 clusters Score: Raw -98912.864252 + Penalty 506.996710 = -98405.867542 nChanged 5 SP:Iteration 24Q (82.451400 sec): 3 clusters Score: Raw -98922.062497 + Penalty 508.196280 = -98413.866217 nChanged 10 SP:Iteration 25Q (82.453179 sec): 3 clusters Score: Raw -98935.041758 + Penalty 510.443414 = -98424.598344 nChanged 10 SP:Iteration 26Q (82.454934 sec): 3 clusters Score: Raw -98943.141440 + Penalty 510.705746 = -98432.435694 nChanged 4 SP:Iteration 27Q (82.456715 sec): 3 clusters Score: Raw -98948.465067 + Penalty 508.973742 = -98439.491325 nChanged 4 SP:Iteration 28Q (82.458460 sec): 3 clusters Score: Raw -98951.380380 + Penalty 509.618999 = -98441.761381 nChanged 5 SP:Iteration 29Q (82.460264 sec): 3 clusters Score: Raw -98956.964499 + Penalty 509.680322 = -98447.284177 nChanged 5 SP:Iteration 30F (82.462498 sec): 3 clusters Score: Raw -98959.501094 + Penalty 509.151736 = -98450.349357 nChanged 4 SP:Iteration 31Q (82.464392 sec): 3 clusters Score: Raw -98962.186205 + Penalty 508.546943 = -98453.639263 nChanged 4 SP:Iteration 32Q (82.466188 sec): 3 clusters Score: Raw -98964.438318 + Penalty 506.606231 = -98457.832087 nChanged 7 SP:Iteration 33Q (82.467986 sec): 3 clusters Score: Raw -98969.085647 + Penalty 505.157789 = -98463.927858 nChanged 5 SP:Iteration 34Q (82.469779 sec): 3 clusters Score: Raw -98971.469825 + Penalty 505.991243 = -98465.478582 nChanged 4 SP:Iteration 35Q (82.471689 sec): 3 clusters Score: Raw -98973.837586 + Penalty 505.682983 = -98468.154603 nChanged 2 SP:Iteration 36Q (82.473579 sec): 3 clusters Score: Raw -98974.533422 + Penalty 505.923958 = -98468.609464 nChanged 3 SP:Iteration 37Q (82.475366 sec): 3 clusters Score: Raw -98975.569769 + Penalty 505.221369 = -98470.348400 nChanged 3 SP:Iteration 38Q (82.477118 sec): 3 clusters Score: Raw -98976.746040 + Penalty 506.058147 = -98470.687893 nChanged 3 SP:Iteration 39Q (82.478890 sec): 3 clusters Score: Raw -98977.952524 + Penalty 506.064163 = -98471.888361 nChanged 5 SP:Iteration 40F (82.480937 sec): 3 clusters Score: Raw -98978.756717 + Penalty 506.307423 = -98472.449294 nChanged 2 SP:Iteration 41Q (82.482713 sec): 3 clusters Score: Raw -98979.565454 + Penalty 506.109847 = -98473.455608 nChanged 1 SP:Iteration 42Q (82.484488 sec): 3 clusters Score: Raw -98979.932607 + Penalty 506.109847 = -98473.822760 nChanged 0 SP:Iteration 43F (82.486528 sec): 3 clusters Score: Raw -98979.932607 + Penalty 506.109847 = -98473.822760 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.496653 sec): 2 clusters Score: Raw -178250.927174 + Penalty 403.682304 = -177847.244870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.500596 sec): 3 clusters Score: Raw -177154.841928 + Penalty 818.643937 = -176336.197991 nChanged 867 SP:Iteration 1F (82.504368 sec): 3 clusters Score: Raw -177775.603859 + Penalty 832.095185 = -176943.508674 nChanged 192 SP:Iteration 2F (82.508210 sec): 3 clusters Score: Raw -177915.727127 + Penalty 845.315478 = -177070.411649 nChanged 139 SP:Iteration 3F (82.512008 sec): 3 clusters Score: Raw -178007.868781 + Penalty 854.625635 = -177153.243146 nChanged 104 SP:Iteration 4F (82.515844 sec): 3 clusters Score: Raw -178077.483255 + Penalty 857.770002 = -177219.713253 nChanged 88 SP:Iteration 5Q (82.519614 sec): 3 clusters Score: Raw -178137.857466 + Penalty 859.461010 = -177278.396456 nChanged 86 SP:Iteration 6Q (82.523284 sec): 3 clusters Score: Raw -178217.901491 + Penalty 858.643431 = -177359.258060 nChanged 72 SP:Iteration 7Q (82.526922 sec): 3 clusters Score: Raw -178271.756278 + Penalty 856.160946 = -177415.595331 nChanged 49 SP:Iteration 8Q (82.530842 sec): 3 clusters Score: Raw -178297.549628 + Penalty 854.336868 = -177443.212761 nChanged 39 SP:Iteration 9Q (82.534517 sec): 3 clusters Score: Raw -178315.553861 + Penalty 853.972107 = -177461.581754 nChanged 20 SP:Iteration 10F (82.538267 sec): 3 clusters Score: Raw -178324.725456 + Penalty 854.743259 = -177469.982197 nChanged 17 SP:Iteration 11Q (82.541908 sec): 3 clusters Score: Raw -178334.101089 + Penalty 855.036906 = -177479.064183 nChanged 16 SP:Iteration 12Q (82.545490 sec): 3 clusters Score: Raw -178339.275993 + Penalty 855.337252 = -177483.938740 nChanged 13 SP:Iteration 13Q (82.549007 sec): 3 clusters Score: Raw -178342.974194 + Penalty 856.678483 = -177486.295710 nChanged 9 SP:Iteration 14Q (82.552499 sec): 3 clusters Score: Raw -178345.110132 + Penalty 856.824194 = -177488.285939 nChanged 8 SP:Iteration 15Q (82.556015 sec): 3 clusters Score: Raw -178347.032793 + Penalty 857.492959 = -177489.539834 nChanged 9 SP:Iteration 16Q (82.559488 sec): 3 clusters Score: Raw -178348.920267 + Penalty 858.526281 = -177490.393987 nChanged 8 SP:Iteration 17Q (82.563313 sec): 3 clusters Score: Raw -178350.801992 + Penalty 859.610717 = -177491.191275 nChanged 10 SP:Iteration 18Q (82.566841 sec): 3 clusters Score: Raw -178352.952040 + Penalty 860.452108 = -177492.499932 nChanged 9 SP:Iteration 19Q (82.570412 sec): 3 clusters Score: Raw -178356.019730 + Penalty 860.788885 = -177495.230845 nChanged 12 SP:Iteration 20F (82.574341 sec): 3 clusters Score: Raw -178358.633641 + Penalty 861.569135 = -177497.064506 nChanged 6 SP:Iteration 21Q (82.578099 sec): 3 clusters Score: Raw -178359.522867 + Penalty 861.569135 = -177497.953732 nChanged 0 SP:Iteration 22F (82.581946 sec): 3 clusters Score: Raw -178359.522867 + Penalty 861.569135 = -177497.953732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.585220 sec): 2 clusters Score: Raw -34501.412362 + Penalty 510.099450 = -33991.312912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.586129 sec): 3 clusters Score: Raw -34361.354475 + Penalty 1012.829948 = -33348.524527 nChanged 127 SP:Iteration 1F (82.587019 sec): 3 clusters Score: Raw -34502.201105 + Penalty 1005.160614 = -33497.040491 nChanged 35 SP:Iteration 2F (82.587884 sec): 3 clusters Score: Raw -34553.428984 + Penalty 999.008995 = -33554.419989 nChanged 19 SP:Iteration 3F (82.588747 sec): 3 clusters Score: Raw -34581.715331 + Penalty 994.380437 = -33587.334894 nChanged 10 SP:Iteration 4Q (82.589606 sec): 3 clusters Score: Raw -34594.382739 + Penalty 990.470120 = -33603.912620 nChanged 12 SP:Iteration 5Q (82.590476 sec): 3 clusters Score: Raw -34604.055105 + Penalty 988.827111 = -33615.227994 nChanged 4 SP:Iteration 6Q (82.591368 sec): 3 clusters Score: Raw -34608.553023 + Penalty 988.229999 = -33620.323023 nChanged 3 SP:Iteration 7Q (82.592245 sec): 3 clusters Score: Raw -34609.859968 + Penalty 988.284599 = -33621.575369 nChanged 2 SP:Iteration 8Q (82.593118 sec): 3 clusters Score: Raw -34610.680792 + Penalty 988.284599 = -33622.396193 nChanged 0 SP:Iteration 9F (82.594020 sec): 3 clusters Score: Raw -34610.680792 + Penalty 988.284599 = -33622.396193 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 4 (10142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.641397 sec): 2 clusters Score: Raw -856725.188832 + Penalty 299.715708 = -856425.473124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.660444 sec): 3 clusters Score: Raw -849944.908200 + Penalty 712.620674 = -849232.287526 nChanged 4820 SP:Iteration 1F (82.680262 sec): 3 clusters Score: Raw -854212.289168 + Penalty 903.422806 = -853308.866362 nChanged 1493 SP:Iteration 2F (82.699836 sec): 3 clusters Score: Raw -855934.865380 + Penalty 1052.676985 = -854882.188395 nChanged 485 SP:Iteration 3Q (82.718735 sec): 3 clusters Score: Raw -856460.247345 + Penalty 1126.209608 = -855334.037737 nChanged 188 SP:Iteration 4Q (82.735691 sec): 3 clusters Score: Raw -856636.785896 + Penalty 1156.376167 = -855480.409729 nChanged 88 SP:Iteration 5Q (82.751686 sec): 3 clusters Score: Raw -856717.205744 + Penalty 1157.110078 = -855560.095666 nChanged 48 SP:Iteration 6Q (82.767713 sec): 3 clusters Score: Raw -856761.618339 + Penalty 1149.050874 = -855612.567465 nChanged 33 SP:Iteration 7Q (82.783419 sec): 3 clusters Score: Raw -856794.440573 + Penalty 1143.386575 = -855651.053997 nChanged 15 SP:Iteration 8Q (82.799196 sec): 3 clusters Score: Raw -856813.720948 + Penalty 1143.999613 = -855669.721335 nChanged 11 SP:Iteration 9Q (82.814670 sec): 3 clusters Score: Raw -856825.004142 + Penalty 1138.478238 = -855686.525904 nChanged 7 SP:Iteration 10F (82.834300 sec): 3 clusters Score: Raw -856829.283263 + Penalty 1136.914400 = -855692.368863 nChanged 4 SP:Iteration 11Q (82.849670 sec): 3 clusters Score: Raw -856830.532339 + Penalty 1136.914400 = -855693.617939 nChanged 0 SP:Iteration 12F (82.869402 sec): 3 clusters Score: Raw -856830.532339 + Penalty 1136.914400 = -855693.617939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.876272 sec): 2 clusters Score: Raw -33372.572095 + Penalty 67.193231 = -33305.378864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.877194 sec): 3 clusters Score: Raw -33132.872905 + Penalty 136.117632 = -32996.755273 nChanged 169 SP:Iteration 1F (82.878089 sec): 3 clusters Score: Raw -33304.368625 + Penalty 146.007395 = -33158.361230 nChanged 58 SP:Iteration 2F (82.879010 sec): 3 clusters Score: Raw -33366.053651 + Penalty 157.269209 = -33208.784442 nChanged 42 SP:Iteration 3F (82.879948 sec): 3 clusters Score: Raw -33419.197130 + Penalty 166.124202 = -33253.072928 nChanged 21 SP:Iteration 4F (82.880892 sec): 3 clusters Score: Raw -33437.177205 + Penalty 168.352556 = -33268.824648 nChanged 7 SP:Iteration 5Q (82.881821 sec): 3 clusters Score: Raw -33439.839160 + Penalty 172.129249 = -33267.709911 nChanged 5 SP:Iteration 6F (82.882759 sec): 3 clusters Score: Raw -33441.523868 + Penalty 176.556392 = -33264.967476 nChanged 6 SP:Iteration 7F (82.883695 sec): 3 clusters Score: Raw -33443.164971 + Penalty 179.793254 = -33263.371716 nChanged 4 SP:Iteration 8F (82.884610 sec): 3 clusters Score: Raw -33443.505502 + Penalty 179.793254 = -33263.712247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 6 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.888683 sec): 2 clusters Score: Raw -92411.460839 + Penalty 267.679519 = -92143.781320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.890760 sec): 3 clusters Score: Raw -91832.625717 + Penalty 546.364904 = -91286.260812 nChanged 447 SP:Iteration 1F (82.892775 sec): 3 clusters Score: Raw -92104.038391 + Penalty 550.918357 = -91553.120033 nChanged 80 SP:Iteration 2F (82.894749 sec): 3 clusters Score: Raw -92169.088491 + Penalty 551.394317 = -91617.694174 nChanged 74 SP:Iteration 3F (82.896834 sec): 3 clusters Score: Raw -92248.313538 + Penalty 549.126785 = -91699.186753 nChanged 53 SP:Iteration 4F (82.898999 sec): 3 clusters Score: Raw -92282.282399 + Penalty 549.255138 = -91733.027260 nChanged 29 SP:Iteration 5Q (82.900988 sec): 3 clusters Score: Raw -92300.684829 + Penalty 549.637271 = -91751.047558 nChanged 18 SP:Iteration 6Q (82.902859 sec): 3 clusters Score: Raw -92310.662211 + Penalty 547.842494 = -91762.819717 nChanged 19 SP:Iteration 7Q (82.904736 sec): 3 clusters Score: Raw -92320.571767 + Penalty 548.944323 = -91771.627444 nChanged 19 SP:Iteration 8Q (82.906625 sec): 3 clusters Score: Raw -92328.202294 + Penalty 549.176678 = -91779.025616 nChanged 15 SP:Iteration 9Q (82.908497 sec): 3 clusters Score: Raw -92336.679722 + Penalty 551.142684 = -91785.537038 nChanged 19 SP:Iteration 10F (82.910468 sec): 3 clusters Score: Raw -92345.057080 + Penalty 551.251825 = -91793.805254 nChanged 15 SP:Iteration 11Q (82.912347 sec): 3 clusters Score: Raw -92353.003578 + Penalty 552.826496 = -91800.177083 nChanged 11 SP:Iteration 12Q (82.914288 sec): 3 clusters Score: Raw -92357.451228 + Penalty 554.680960 = -91802.770268 nChanged 10 SP:Iteration 13Q (82.916190 sec): 3 clusters Score: Raw -92358.993404 + Penalty 552.961081 = -91806.032323 nChanged 7 SP:Iteration 14Q (82.917984 sec): 3 clusters Score: Raw -92360.596541 + Penalty 552.695015 = -91807.901526 nChanged 5 SP:Iteration 15Q (82.919755 sec): 3 clusters Score: Raw -92361.906028 + Penalty 552.306491 = -91809.599537 nChanged 4 SP:Iteration 16Q (82.921510 sec): 3 clusters Score: Raw -92363.078490 + Penalty 551.728276 = -91811.350213 nChanged 6 SP:Iteration 17Q (82.923292 sec): 3 clusters Score: Raw -92364.712512 + Penalty 551.755464 = -91812.957048 nChanged 3 SP:Iteration 18Q (82.925037 sec): 3 clusters Score: Raw -92366.135687 + Penalty 551.716589 = -91814.419097 nChanged 2 SP:Iteration 19Q (82.926776 sec): 3 clusters Score: Raw -92366.772481 + Penalty 551.134300 = -91815.638181 nChanged 3 SP:Iteration 20F (82.928777 sec): 3 clusters Score: Raw -92367.373689 + Penalty 550.659479 = -91816.714209 nChanged 1 SP:Iteration 21Q (82.930664 sec): 3 clusters Score: Raw -92367.556793 + Penalty 550.633631 = -91816.923162 nChanged 1 SP:Iteration 22Q (82.932530 sec): 3 clusters Score: Raw -92367.995768 + Penalty 549.582816 = -91818.412952 nChanged 5 SP:Iteration 23Q (82.934278 sec): 3 clusters Score: Raw -92369.285688 + Penalty 549.044231 = -91820.241457 nChanged 1 SP:Iteration 24Q (82.936020 sec): 3 clusters Score: Raw -92369.326372 + Penalty 549.044231 = -91820.282141 nChanged 0 SP:Iteration 25F (82.937972 sec): 3 clusters Score: Raw -92369.326372 + Penalty 549.044231 = -91820.282141 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.943596 sec): 2 clusters Score: Raw -87438.593826 + Penalty 63.194469 = -87375.399357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.945647 sec): 3 clusters Score: Raw -86807.826271 + Penalty 132.375573 = -86675.450697 nChanged 466 SP:Iteration 1F (82.947658 sec): 3 clusters Score: Raw -87233.387333 + Penalty 131.675462 = -87101.711870 nChanged 65 SP:Iteration 2F (82.949637 sec): 3 clusters Score: Raw -87318.085983 + Penalty 131.476896 = -87186.609087 nChanged 40 SP:Iteration 3Q (82.951542 sec): 3 clusters Score: Raw -87340.953500 + Penalty 131.460216 = -87209.493284 nChanged 24 SP:Iteration 4Q (82.953403 sec): 3 clusters Score: Raw -87352.061212 + Penalty 132.198984 = -87219.862228 nChanged 21 SP:Iteration 5Q (82.955269 sec): 3 clusters Score: Raw -87359.983085 + Penalty 132.927000 = -87227.056086 nChanged 14 SP:Iteration 6Q (82.957118 sec): 3 clusters Score: Raw -87363.706076 + Penalty 134.373955 = -87229.332120 nChanged 14 SP:Iteration 7Q (82.958932 sec): 3 clusters Score: Raw -87367.897262 + Penalty 135.622973 = -87232.274289 nChanged 8 SP:Iteration 8Q (82.960762 sec): 3 clusters Score: Raw -87369.299767 + Penalty 136.279694 = -87233.020073 nChanged 5 SP:Iteration 9Q (82.962672 sec): 3 clusters Score: Raw -87369.393487 + Penalty 136.240511 = -87233.152977 nChanged 3 SP:Iteration 10F (82.964817 sec): 3 clusters Score: Raw -87369.466855 + Penalty 136.744082 = -87232.722773 nChanged 3 SP:Iteration 11F (82.966909 sec): 3 clusters Score: Raw -87369.865243 + Penalty 136.831737 = -87233.033506 nChanged 4 SP:Iteration 12Q (82.968701 sec): 3 clusters Score: Raw -87370.833409 + Penalty 137.474215 = -87233.359194 nChanged 3 SP:Iteration 13Q (82.970528 sec): 3 clusters Score: Raw -87373.719771 + Penalty 138.566307 = -87235.153465 nChanged 7 SP:Iteration 14Q (82.972371 sec): 3 clusters Score: Raw -87378.339198 + Penalty 138.830591 = -87239.508607 nChanged 3 SP:Iteration 15Q (82.974185 sec): 3 clusters Score: Raw -87378.536071 + Penalty 139.412521 = -87239.123550 nChanged 2 SP:Iteration 16F (82.976161 sec): 3 clusters Score: Raw -87378.608623 + Penalty 140.202346 = -87238.406277 nChanged 4 SP:Iteration 17F (82.978189 sec): 3 clusters Score: Raw -87378.552617 + Penalty 140.402785 = -87238.149833 nChanged 2 SP:Iteration 18F (82.980240 sec): 3 clusters Score: Raw -87378.953189 + Penalty 140.377570 = -87238.575619 nChanged 1 SP:Iteration 19Q (82.982054 sec): 3 clusters Score: Raw -87379.031247 + Penalty 140.377570 = -87238.653677 nChanged 0 SP:Iteration 20F (82.984128 sec): 3 clusters Score: Raw -87379.031247 + Penalty 140.377570 = -87238.653677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.985284 sec): 2 clusters Score: Raw -2897.953360 + Penalty 279.438240 = -2618.515120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.985622 sec): 3 clusters Score: Raw -3095.322731 + Penalty 562.943888 = -2532.378843 nChanged 6 SP:Iteration 1F (82.985923 sec): 3 clusters Score: Raw -3117.198050 + Penalty 567.474644 = -2549.723406 nChanged 1 SP:Iteration 2Q (82.986207 sec): 3 clusters Score: Raw -3131.003720 + Penalty 567.474644 = -2563.529076 nChanged 0 SP:Iteration 3F (82.986507 sec): 3 clusters Score: Raw -3131.003720 + Penalty 567.474644 = -2563.529076 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.989303 sec): 2 clusters Score: Raw -60037.093764 + Penalty 59.008807 = -59978.084958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.990834 sec): 3 clusters Score: Raw -59579.905344 + Penalty 144.407590 = -59435.497755 nChanged 325 SP:Iteration 1F (82.992311 sec): 3 clusters Score: Raw -59914.498354 + Penalty 149.399690 = -59765.098664 nChanged 56 SP:Iteration 2F (82.993770 sec): 3 clusters Score: Raw -60000.798301 + Penalty 150.681426 = -59850.116875 nChanged 18 SP:Iteration 3Q (82.995155 sec): 3 clusters Score: Raw -60016.409593 + Penalty 141.642890 = -59874.766703 nChanged 15 SP:Iteration 4Q (82.996597 sec): 3 clusters Score: Raw -60027.423914 + Penalty 141.932836 = -59885.491078 nChanged 10 SP:Iteration 5Q (82.998067 sec): 3 clusters Score: Raw -60035.757528 + Penalty 150.439450 = -59885.318078 nChanged 12 SP:Iteration 6F (82.999648 sec): 3 clusters Score: Raw -60043.694733 + Penalty 152.906515 = -59890.788218 nChanged 8 SP:Iteration 7Q (83.000988 sec): 3 clusters Score: Raw -60047.387788 + Penalty 153.045861 = -59894.341927 nChanged 2 SP:Iteration 8Q (83.002298 sec): 3 clusters Score: Raw -60047.769536 + Penalty 155.338076 = -59892.431460 nChanged 2 SP:Iteration 9F (83.003786 sec): 3 clusters Score: Raw -60048.219655 + Penalty 155.338076 = -59892.881579 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.007304 sec): 2 clusters Score: Raw -71065.419432 + Penalty 456.376864 = -70609.042568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.008979 sec): 3 clusters Score: Raw -70662.843330 + Penalty 912.555650 = -69750.287680 nChanged 305 SP:Iteration 1F (83.010627 sec): 3 clusters Score: Raw -70903.061679 + Penalty 911.925229 = -69991.136450 nChanged 81 SP:Iteration 2F (83.012375 sec): 3 clusters Score: Raw -71014.804366 + Penalty 910.007877 = -70104.796489 nChanged 71 SP:Iteration 3F (83.014100 sec): 3 clusters Score: Raw -71118.326162 + Penalty 907.781588 = -70210.544574 nChanged 40 SP:Iteration 4Q (83.015650 sec): 3 clusters Score: Raw -71179.355118 + Penalty 907.492668 = -70271.862450 nChanged 26 SP:Iteration 5Q (83.017172 sec): 3 clusters Score: Raw -71217.310047 + Penalty 907.826929 = -70309.483118 nChanged 24 SP:Iteration 6Q (83.018669 sec): 3 clusters Score: Raw -71242.754756 + Penalty 908.517309 = -70334.237447 nChanged 19 SP:Iteration 7Q (83.020180 sec): 3 clusters Score: Raw -71269.583524 + Penalty 908.630689 = -70360.952835 nChanged 16 SP:Iteration 8Q (83.021663 sec): 3 clusters Score: Raw -71289.071371 + Penalty 908.435456 = -70380.635916 nChanged 8 SP:Iteration 9Q (83.023112 sec): 3 clusters Score: Raw -71298.928787 + Penalty 908.859323 = -70390.069463 nChanged 9 SP:Iteration 10F (83.024716 sec): 3 clusters Score: Raw -71308.281335 + Penalty 908.187619 = -70400.093716 nChanged 5 SP:Iteration 11Q (83.026134 sec): 3 clusters Score: Raw -71311.731272 + Penalty 908.100781 = -70403.630491 nChanged 3 SP:Iteration 12Q (83.027546 sec): 3 clusters Score: Raw -71312.975187 + Penalty 908.100781 = -70404.874406 nChanged 0 SP:Iteration 13F (83.029226 sec): 3 clusters Score: Raw -71312.975187 + Penalty 908.100781 = -70404.874406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.030770 sec): 2 clusters Score: Raw -24984.116551 + Penalty 673.402011 = -24310.714539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.031537 sec): 3 clusters Score: Raw -24945.985699 + Penalty 1347.111494 = -23598.874205 nChanged 63 SP:Iteration 1F (83.032277 sec): 3 clusters Score: Raw -25068.181345 + Penalty 1346.946462 = -23721.234883 nChanged 24 SP:Iteration 2F (83.033014 sec): 3 clusters Score: Raw -25103.350587 + Penalty 1345.812769 = -23757.537817 nChanged 10 SP:Iteration 3Q (83.033724 sec): 3 clusters Score: Raw -25119.217159 + Penalty 1346.257675 = -23772.959484 nChanged 9 SP:Iteration 4Q (83.034430 sec): 3 clusters Score: Raw -25139.970105 + Penalty 1346.235719 = -23793.734386 nChanged 3 SP:Iteration 5Q (83.035109 sec): 3 clusters Score: Raw -25143.036351 + Penalty 1345.922631 = -23797.113720 nChanged 4 SP:Iteration 6Q (83.035786 sec): 3 clusters Score: Raw -25149.244037 + Penalty 1346.806678 = -23802.437359 nChanged 3 SP:Iteration 7Q (83.036462 sec): 3 clusters Score: Raw -25152.140785 + Penalty 1347.279802 = -23804.860984 nChanged 4 SP:Iteration 8Q (83.037136 sec): 3 clusters Score: Raw -25157.944370 + Penalty 1348.697637 = -23809.246733 nChanged 5 SP:Iteration 9Q (83.037810 sec): 3 clusters Score: Raw -25166.364878 + Penalty 1348.742487 = -23817.622391 nChanged 1 SP:Iteration 10F (83.038514 sec): 3 clusters Score: Raw -25167.339663 + Penalty 1348.742487 = -23818.597177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.040164 sec): 2 clusters Score: Raw -39921.267388 + Penalty 346.484450 = -39574.782938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.041159 sec): 3 clusters Score: Raw -39712.500476 + Penalty 693.038952 = -39019.461524 nChanged 135 SP:Iteration 1F (83.042135 sec): 3 clusters Score: Raw -39808.388505 + Penalty 692.501827 = -39115.886678 nChanged 34 SP:Iteration 2F (83.043110 sec): 3 clusters Score: Raw -39840.205009 + Penalty 692.625904 = -39147.579105 nChanged 12 SP:Iteration 3Q (83.044080 sec): 3 clusters Score: Raw -39845.294822 + Penalty 693.171284 = -39152.123538 nChanged 14 SP:Iteration 4Q (83.045050 sec): 3 clusters Score: Raw -39850.790625 + Penalty 694.838298 = -39155.952327 nChanged 12 SP:Iteration 5Q (83.046022 sec): 3 clusters Score: Raw -39856.063783 + Penalty 697.359775 = -39158.704009 nChanged 14 SP:Iteration 6Q (83.046994 sec): 3 clusters Score: Raw -39863.371769 + Penalty 703.845418 = -39159.526351 nChanged 22 SP:Iteration 7F (83.047972 sec): 3 clusters Score: Raw -39901.791550 + Penalty 718.090893 = -39183.700657 nChanged 30 SP:Iteration 8F (83.048953 sec): 3 clusters Score: Raw -39951.297220 + Penalty 752.151783 = -39199.145437 nChanged 45 SP:Iteration 9F (83.049934 sec): 3 clusters Score: Raw -40021.920693 + Penalty 776.483460 = -39245.437233 nChanged 28 SP:Iteration 10F (83.050922 sec): 3 clusters Score: Raw -40052.246498 + Penalty 784.312378 = -39267.934120 nChanged 12 SP:Iteration 11Q (83.051890 sec): 3 clusters Score: Raw -40061.213003 + Penalty 791.662829 = -39269.550174 nChanged 11 SP:Iteration 12Q (83.052856 sec): 3 clusters Score: Raw -40069.755755 + Penalty 799.221657 = -39270.534098 nChanged 10 SP:Iteration 13Q (83.053820 sec): 3 clusters Score: Raw -40087.856007 + Penalty 797.864555 = -39289.991452 nChanged 1 SP:Iteration 14Q (83.054753 sec): 3 clusters Score: Raw -40090.076931 + Penalty 795.752921 = -39294.324010 nChanged 1 SP:Iteration 15Q (83.055702 sec): 3 clusters Score: Raw -40090.681164 + Penalty 795.752921 = -39294.928243 nChanged 0 SP:Iteration 16F (83.056691 sec): 3 clusters Score: Raw -40090.681164 + Penalty 795.752921 = -39294.928243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.058280 sec): 2 clusters Score: Raw -36807.848827 + Penalty 899.354768 = -35908.494059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.059212 sec): 3 clusters Score: Raw -36727.834632 + Penalty 1798.481265 = -34929.353366 nChanged 85 SP:Iteration 1F (83.060130 sec): 3 clusters Score: Raw -36839.053671 + Penalty 1798.763401 = -35040.290270 nChanged 32 SP:Iteration 2F (83.061049 sec): 3 clusters Score: Raw -36883.333324 + Penalty 1798.860241 = -35084.473083 nChanged 18 SP:Iteration 3Q (83.062026 sec): 3 clusters Score: Raw -36913.387813 + Penalty 1798.667389 = -35114.720424 nChanged 8 SP:Iteration 4Q (83.062971 sec): 3 clusters Score: Raw -36923.916033 + Penalty 1798.469432 = -35125.446601 nChanged 6 SP:Iteration 5Q (83.063895 sec): 3 clusters Score: Raw -36938.819068 + Penalty 1798.352906 = -35140.466162 nChanged 6 SP:Iteration 6Q (83.064814 sec): 3 clusters Score: Raw -36948.447859 + Penalty 1798.266644 = -35150.181215 nChanged 3 SP:Iteration 7Q (83.065732 sec): 3 clusters Score: Raw -36951.762825 + Penalty 1798.266644 = -35153.496181 nChanged 0 SP:Iteration 8F (83.066669 sec): 3 clusters Score: Raw -36951.762825 + Penalty 1798.266644 = -35153.496181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.068039 sec): 2 clusters Score: Raw -17919.616829 + Penalty 523.237439 = -17396.379390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.068614 sec): 3 clusters Score: Raw -17899.335947 + Penalty 1062.406297 = -16836.929650 nChanged 38 SP:Iteration 1F (83.069176 sec): 3 clusters Score: Raw -17955.723957 + Penalty 1074.021379 = -16881.702579 nChanged 10 SP:Iteration 2Q (83.069724 sec): 3 clusters Score: Raw -17982.724871 + Penalty 1082.675295 = -16900.049576 nChanged 11 SP:Iteration 3F (83.070284 sec): 3 clusters Score: Raw -17999.339670 + Penalty 1089.630331 = -16909.709338 nChanged 4 SP:Iteration 4Q (83.070825 sec): 3 clusters Score: Raw -18013.490426 + Penalty 1090.416328 = -16923.074098 nChanged 2 SP:Iteration 5Q (83.071361 sec): 3 clusters Score: Raw -18022.308892 + Penalty 1090.801510 = -16931.507381 nChanged 2 SP:Iteration 6Q (83.071895 sec): 3 clusters Score: Raw -18025.819855 + Penalty 1090.801510 = -16935.018345 nChanged 0 SP:Iteration 7F (83.072454 sec): 3 clusters Score: Raw -18025.819855 + Penalty 1090.801510 = -16935.018345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.074249 sec): 2 clusters Score: Raw -21365.788243 + Penalty 165.280338 = -21200.507905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.074896 sec): 3 clusters Score: Raw -21245.162486 + Penalty 342.159016 = -20903.003470 nChanged 88 SP:Iteration 1F (83.075529 sec): 3 clusters Score: Raw -21318.444625 + Penalty 377.234631 = -20941.209994 nChanged 35 SP:Iteration 2F (83.076156 sec): 3 clusters Score: Raw -21365.648091 + Penalty 403.121571 = -20962.526520 nChanged 13 SP:Iteration 3F (83.076781 sec): 3 clusters Score: Raw -21383.140854 + Penalty 418.319623 = -20964.821231 nChanged 5 SP:Iteration 4Q (83.077403 sec): 3 clusters Score: Raw -21389.906809 + Penalty 427.894946 = -20962.011863 nChanged 2 SP:Iteration 5F (83.078029 sec): 3 clusters Score: Raw -21394.087893 + Penalty 427.894946 = -20966.192947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.082159 sec): 2 clusters Score: Raw -10350.219954 + Penalty 696.677901 = -9653.542053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.082634 sec): 3 clusters Score: Raw -10465.543072 + Penalty 1393.292324 = -9072.250748 nChanged 15 SP:Iteration 1F (83.083100 sec): 3 clusters Score: Raw -10524.005999 + Penalty 1388.709190 = -9135.296809 nChanged 8 SP:Iteration 2F (83.083614 sec): 3 clusters Score: Raw -10553.359327 + Penalty 1383.907567 = -9169.451760 nChanged 6 SP:Iteration 3Q (83.084050 sec): 3 clusters Score: Raw -10581.931142 + Penalty 1381.062971 = -9200.868171 nChanged 3 SP:Iteration 4Q (83.084482 sec): 3 clusters Score: Raw -10595.400514 + Penalty 1375.325767 = -9220.074747 nChanged 3 SP:Iteration 5Q (83.084921 sec): 3 clusters Score: Raw -10659.132216 + Penalty 1370.412800 = -9288.719416 nChanged 4 SP:Iteration 6Q (83.085353 sec): 3 clusters Score: Raw -10679.978196 + Penalty 1365.581318 = -9314.396878 nChanged 2 SP:Iteration 7Q (83.085781 sec): 3 clusters Score: Raw -10687.280934 + Penalty 1362.948735 = -9324.332199 nChanged 1 SP:Iteration 8Q (83.086208 sec): 3 clusters Score: Raw -10694.022735 + Penalty 1360.162212 = -9333.860523 nChanged 1 SP:Iteration 9Q (83.086638 sec): 3 clusters Score: Raw -10705.926664 + Penalty 1354.095258 = -9351.831406 nChanged 2 SP:Iteration 10F (83.087114 sec): 3 clusters Score: Raw -10723.583475 + Penalty 1354.095258 = -9369.488217 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.100859 sec): 2 clusters Score: Raw -265297.925316 + Penalty 576.831120 = -264721.094196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.106508 sec): 3 clusters Score: Raw -263545.109967 + Penalty 1154.120129 = -262390.989838 nChanged 1215 SP:Iteration 1F (83.112042 sec): 3 clusters Score: Raw -264250.522991 + Penalty 1153.319350 = -263097.203641 nChanged 346 SP:Iteration 2F (83.117423 sec): 3 clusters Score: Raw -264459.848432 + Penalty 1153.557671 = -263306.290761 nChanged 203 SP:Iteration 3F (83.122916 sec): 3 clusters Score: Raw -264598.911649 + Penalty 1154.493969 = -263444.417680 nChanged 183 SP:Iteration 4F (83.128261 sec): 3 clusters Score: Raw -264719.838862 + Penalty 1155.869146 = -263563.969716 nChanged 155 SP:Iteration 5F (83.133976 sec): 3 clusters Score: Raw -264824.291323 + Penalty 1157.184784 = -263667.106540 nChanged 125 SP:Iteration 6Q (83.139351 sec): 3 clusters Score: Raw -264913.419244 + Penalty 1158.137370 = -263755.281874 nChanged 117 SP:Iteration 7Q (83.144659 sec): 3 clusters Score: Raw -264978.699587 + Penalty 1159.707314 = -263818.992273 nChanged 106 SP:Iteration 8Q (83.149950 sec): 3 clusters Score: Raw -265029.457547 + Penalty 1161.622896 = -263867.834650 nChanged 73 SP:Iteration 9Q (83.155203 sec): 3 clusters Score: Raw -265060.657801 + Penalty 1164.037049 = -263896.620752 nChanged 59 SP:Iteration 10F (83.160593 sec): 3 clusters Score: Raw -265080.782507 + Penalty 1166.801178 = -263913.981329 nChanged 50 SP:Iteration 11Q (83.166232 sec): 3 clusters Score: Raw -265100.878402 + Penalty 1169.776898 = -263931.101504 nChanged 44 SP:Iteration 12Q (83.171438 sec): 3 clusters Score: Raw -265114.612756 + Penalty 1172.814763 = -263941.797993 nChanged 43 SP:Iteration 13Q (83.176805 sec): 3 clusters Score: Raw -265127.881937 + Penalty 1174.984655 = -263952.897283 nChanged 34 SP:Iteration 14Q (83.181990 sec): 3 clusters Score: Raw -265137.617318 + Penalty 1177.339566 = -263960.277752 nChanged 25 SP:Iteration 15Q (83.187324 sec): 3 clusters Score: Raw -265142.846280 + Penalty 1179.509326 = -263963.336954 nChanged 26 SP:Iteration 16Q (83.192871 sec): 3 clusters Score: Raw -265148.735205 + Penalty 1181.419276 = -263967.315929 nChanged 26 SP:Iteration 17Q (83.198311 sec): 3 clusters Score: Raw -265154.906629 + Penalty 1182.855545 = -263972.051084 nChanged 21 SP:Iteration 18Q (83.203675 sec): 3 clusters Score: Raw -265159.853063 + Penalty 1185.220757 = -263974.632306 nChanged 23 SP:Iteration 19Q (83.208859 sec): 3 clusters Score: Raw -265163.934406 + Penalty 1186.374056 = -263977.560350 nChanged 13 SP:Iteration 20F (83.214320 sec): 3 clusters Score: Raw -265165.171373 + Penalty 1187.167359 = -263978.004014 nChanged 11 SP:Iteration 21Q (83.219460 sec): 3 clusters Score: Raw -265166.376630 + Penalty 1187.794244 = -263978.582386 nChanged 9 SP:Iteration 22Q (83.224584 sec): 3 clusters Score: Raw -265167.492731 + Penalty 1188.540005 = -263978.952726 nChanged 15 SP:Iteration 23Q (83.229770 sec): 3 clusters Score: Raw -265170.187378 + Penalty 1189.837654 = -263980.349724 nChanged 18 SP:Iteration 24Q (83.235300 sec): 3 clusters Score: Raw -265174.825999 + Penalty 1191.349119 = -263983.476881 nChanged 25 SP:Iteration 25Q (83.240438 sec): 3 clusters Score: Raw -265184.055509 + Penalty 1192.521265 = -263991.534244 nChanged 28 SP:Iteration 26Q (83.245678 sec): 3 clusters Score: Raw -265193.128126 + Penalty 1194.951381 = -263998.176745 nChanged 25 SP:Iteration 27Q (83.250833 sec): 3 clusters Score: Raw -265201.134226 + Penalty 1196.050227 = -264005.083998 nChanged 24 SP:Iteration 28Q (83.255938 sec): 3 clusters Score: Raw -265207.154034 + Penalty 1196.911021 = -264010.243013 nChanged 22 SP:Iteration 29Q (83.260986 sec): 3 clusters Score: Raw -265212.984223 + Penalty 1199.040745 = -264013.943478 nChanged 19 SP:Iteration 30F (83.266711 sec): 3 clusters Score: Raw -265218.266948 + Penalty 1199.596373 = -264018.670575 nChanged 13 SP:Iteration 31Q (83.271681 sec): 3 clusters Score: Raw -265220.750909 + Penalty 1201.110393 = -264019.640516 nChanged 12 SP:Iteration 32Q (83.276635 sec): 3 clusters Score: Raw -265222.911086 + Penalty 1200.809375 = -264022.101711 nChanged 9 SP:Iteration 33Q (83.281591 sec): 3 clusters Score: Raw -265225.267213 + Penalty 1201.429484 = -264023.837728 nChanged 13 SP:Iteration 34Q (83.286632 sec): 3 clusters Score: Raw -265228.050598 + Penalty 1202.307219 = -264025.743380 nChanged 9 SP:Iteration 35Q (83.291655 sec): 3 clusters Score: Raw -265229.166541 + Penalty 1203.101651 = -264026.064890 nChanged 5 SP:Iteration 36Q (83.296725 sec): 3 clusters Score: Raw -265230.011961 + Penalty 1204.237528 = -264025.774432 nChanged 6 SP:Iteration 37F (83.302330 sec): 3 clusters Score: Raw -265231.095777 + Penalty 1205.166393 = -264025.929385 nChanged 9 SP:Iteration 38Q (83.307334 sec): 3 clusters Score: Raw -265233.422321 + Penalty 1205.583125 = -264027.839195 nChanged 9 SP:Iteration 39Q (83.312310 sec): 3 clusters Score: Raw -265235.605888 + Penalty 1206.197625 = -264029.408263 nChanged 6 SP:Iteration 40F (83.317760 sec): 3 clusters Score: Raw -265236.793579 + Penalty 1206.640762 = -264030.152817 nChanged 2 SP:Iteration 41Q (83.322805 sec): 3 clusters Score: Raw -265237.095530 + Penalty 1206.841194 = -264030.254335 nChanged 1 SP:Iteration 42Q (83.327706 sec): 3 clusters Score: Raw -265237.110719 + Penalty 1207.062905 = -264030.047814 nChanged 3 SP:Iteration 43F (83.333257 sec): 3 clusters Score: Raw -265237.315065 + Penalty 1207.087100 = -264030.227965 nChanged 1 SP:Iteration 44Q (83.338613 sec): 3 clusters Score: Raw -265237.358331 + Penalty 1207.281402 = -264030.076929 nChanged 1 SP:Iteration 45F (83.343977 sec): 3 clusters Score: Raw -265237.410491 + Penalty 1207.914189 = -264029.496302 nChanged 4 SP:Iteration 46F (83.349442 sec): 3 clusters Score: Raw -265237.786025 + Penalty 1208.592051 = -264029.193975 nChanged 3 SP:Iteration 47F (83.354881 sec): 3 clusters Score: Raw -265238.420891 + Penalty 1208.755734 = -264029.665157 nChanged 3 SP:Iteration 48Q (83.359767 sec): 3 clusters Score: Raw -265238.930901 + Penalty 1208.851034 = -264030.079868 nChanged 1 SP:Iteration 49Q (83.364873 sec): 3 clusters Score: Raw -265239.063687 + Penalty 1209.250174 = -264029.813512 nChanged 2 SP:Iteration 50F (83.370435 sec): 3 clusters Score: Raw -265239.229632 + Penalty 1209.631304 = -264029.598328 nChanged 1 SP:Iteration 51F (83.375742 sec): 3 clusters Score: Raw -265239.311016 + Penalty 1209.736807 = -264029.574209 nChanged 3 SP:Iteration 52F (83.381025 sec): 3 clusters Score: Raw -265239.578189 + Penalty 1209.942614 = -264029.635575 nChanged 3 SP:Iteration 53Q (83.385930 sec): 3 clusters Score: Raw -265239.893350 + Penalty 1210.123658 = -264029.769692 nChanged 1 SP:Iteration 54Q (83.390848 sec): 3 clusters Score: Raw -265239.973752 + Penalty 1210.394944 = -264029.578808 nChanged 1 SP:Iteration 55F (83.396327 sec): 3 clusters Score: Raw -265240.007198 + Penalty 1210.394944 = -264029.612254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.400001 sec): 2 clusters Score: Raw -19016.102759 + Penalty 559.368694 = -18456.734065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.400620 sec): 3 clusters Score: Raw -19009.529427 + Penalty 1142.032368 = -17867.497059 nChanged 40 SP:Iteration 1F (83.401258 sec): 3 clusters Score: Raw -19067.543564 + Penalty 1164.237941 = -17903.305623 nChanged 18 SP:Iteration 2F (83.401864 sec): 3 clusters Score: Raw -19095.039985 + Penalty 1170.251552 = -17924.788433 nChanged 8 SP:Iteration 3Q (83.402452 sec): 3 clusters Score: Raw -19103.291535 + Penalty 1173.180578 = -17930.110957 nChanged 4 SP:Iteration 4Q (83.403032 sec): 3 clusters Score: Raw -19108.041845 + Penalty 1175.531998 = -17932.509848 nChanged 3 SP:Iteration 5Q (83.403608 sec): 3 clusters Score: Raw -19110.645976 + Penalty 1175.531998 = -17935.113979 nChanged 0 SP:Iteration 6F (83.404214 sec): 3 clusters Score: Raw -19110.645976 + Penalty 1175.531998 = -17935.113979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.405934 sec): 2 clusters Score: Raw -37337.972827 + Penalty 261.353041 = -37076.619786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.406903 sec): 3 clusters Score: Raw -37115.477360 + Penalty 523.705896 = -36591.771464 nChanged 150 SP:Iteration 1F (83.407849 sec): 3 clusters Score: Raw -37251.989770 + Penalty 531.132480 = -36720.857289 nChanged 45 SP:Iteration 2F (83.408768 sec): 3 clusters Score: Raw -37303.022504 + Penalty 524.160051 = -36778.862453 nChanged 18 SP:Iteration 3Q (83.409638 sec): 3 clusters Score: Raw -37320.464449 + Penalty 510.728208 = -36809.736241 nChanged 12 SP:Iteration 4Q (83.410479 sec): 3 clusters Score: Raw -37326.999989 + Penalty 512.129382 = -36814.870607 nChanged 6 SP:Iteration 5Q (83.411283 sec): 3 clusters Score: Raw -37327.364592 + Penalty 514.587781 = -36812.776811 nChanged 3 SP:Iteration 6F (83.412178 sec): 3 clusters Score: Raw -37327.458099 + Penalty 501.220360 = -36826.237739 nChanged 4 SP:Iteration 7Q (83.413042 sec): 3 clusters Score: Raw -37329.278767 + Penalty 500.606561 = -36828.672206 nChanged 2 SP:Iteration 8Q (83.413854 sec): 3 clusters Score: Raw -37328.540599 + Penalty 492.542662 = -36835.997937 nChanged 2 SP:Iteration 9Q (83.414656 sec): 3 clusters Score: Raw -37328.077544 + Penalty 486.608807 = -36841.468737 nChanged 2 SP:Iteration 10F (83.415591 sec): 3 clusters Score: Raw -37327.938629 + Penalty 487.584387 = -36840.354242 nChanged 2 SP:Iteration 11F (83.416524 sec): 3 clusters Score: Raw -37328.313070 + Penalty 474.734093 = -36853.578977 nChanged 3 SP:Iteration 12Q (83.417311 sec): 3 clusters Score: Raw -37329.193171 + Penalty 455.822815 = -36873.370356 nChanged 6 SP:Iteration 13Q (83.418080 sec): 3 clusters Score: Raw -37332.450415 + Penalty 445.828179 = -36886.622236 nChanged 3 SP:Iteration 14Q (83.418838 sec): 3 clusters Score: Raw -37335.717124 + Penalty 261.353041 = -37074.364083 nChanged 1 SP:Iteration 15Q (83.419599 sec): 2 clusters Score: Raw -37337.972827 + Penalty 261.353041 = -37076.619786 nChanged 0 SP:Iteration 16F (83.420358 sec): 2 clusters Score: Raw -37337.972827 + Penalty 261.353041 = -37076.619786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.422193 sec): 2 clusters Score: Raw -37051.510264 + Penalty 445.723222 = -36605.787042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.423274 sec): 3 clusters Score: Raw -36864.749360 + Penalty 896.500093 = -35968.249267 nChanged 151 SP:Iteration 1F (83.424346 sec): 3 clusters Score: Raw -36994.886191 + Penalty 905.715474 = -36089.170718 nChanged 45 SP:Iteration 2F (83.425396 sec): 3 clusters Score: Raw -37069.630983 + Penalty 909.660082 = -36159.970901 nChanged 21 SP:Iteration 3Q (83.426390 sec): 3 clusters Score: Raw -37085.324031 + Penalty 910.946842 = -36174.377189 nChanged 9 SP:Iteration 4Q (83.427377 sec): 3 clusters Score: Raw -37091.423931 + Penalty 912.359475 = -36179.064456 nChanged 4 SP:Iteration 5Q (83.428362 sec): 3 clusters Score: Raw -37094.123960 + Penalty 912.094727 = -36182.029234 nChanged 5 SP:Iteration 6Q (83.429417 sec): 3 clusters Score: Raw -37098.413030 + Penalty 911.852660 = -36186.560370 nChanged 7 SP:Iteration 7Q (83.430453 sec): 3 clusters Score: Raw -37104.807194 + Penalty 912.991652 = -36191.815542 nChanged 3 SP:Iteration 8Q (83.431477 sec): 3 clusters Score: Raw -37107.108833 + Penalty 913.050017 = -36194.058816 nChanged 3 SP:Iteration 9Q (83.432494 sec): 3 clusters Score: Raw -37108.490576 + Penalty 912.352498 = -36196.138078 nChanged 2 SP:Iteration 10F (83.433504 sec): 3 clusters Score: Raw -37110.529641 + Penalty 912.970411 = -36197.559230 nChanged 5 SP:Iteration 11Q (83.434482 sec): 3 clusters Score: Raw -37112.871969 + Penalty 913.977242 = -36198.894728 nChanged 5 SP:Iteration 12Q (83.435458 sec): 3 clusters Score: Raw -37115.804588 + Penalty 913.077943 = -36202.726645 nChanged 4 SP:Iteration 13Q (83.436433 sec): 3 clusters Score: Raw -37121.498324 + Penalty 912.552891 = -36208.945433 nChanged 6 SP:Iteration 14Q (83.437406 sec): 3 clusters Score: Raw -37134.907184 + Penalty 915.507680 = -36219.399504 nChanged 10 SP:Iteration 15Q (83.438379 sec): 3 clusters Score: Raw -37159.177772 + Penalty 914.759995 = -36244.417777 nChanged 12 SP:Iteration 16Q (83.439350 sec): 3 clusters Score: Raw -37192.999636 + Penalty 924.772281 = -36268.227354 nChanged 21 SP:Iteration 17Q (83.440314 sec): 3 clusters Score: Raw -37227.578274 + Penalty 937.226939 = -36290.351336 nChanged 19 SP:Iteration 18Q (83.441274 sec): 3 clusters Score: Raw -37262.884833 + Penalty 946.059302 = -36316.825531 nChanged 11 SP:Iteration 19Q (83.442217 sec): 3 clusters Score: Raw -37276.398752 + Penalty 958.952352 = -36317.446400 nChanged 9 SP:Iteration 20F (83.443223 sec): 3 clusters Score: Raw -37284.059295 + Penalty 970.960091 = -36313.099204 nChanged 7 SP:Iteration 21F (83.444227 sec): 3 clusters Score: Raw -37289.757955 + Penalty 977.213506 = -36312.544448 nChanged 4 SP:Iteration 22F (83.445232 sec): 3 clusters Score: Raw -37294.543946 + Penalty 983.302650 = -36311.241296 nChanged 4 SP:Iteration 23F (83.446236 sec): 3 clusters Score: Raw -37297.263923 + Penalty 986.832062 = -36310.431861 nChanged 3 SP:Iteration 24F (83.447240 sec): 3 clusters Score: Raw -37299.619941 + Penalty 989.635258 = -36309.984683 nChanged 1 SP:Iteration 25F (83.448243 sec): 3 clusters Score: Raw -37300.225287 + Penalty 989.635258 = -36310.590029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.454558 sec): 2 clusters Score: Raw -114278.945139 + Penalty 845.058499 = -113433.886640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.456970 sec): 3 clusters Score: Raw -113700.487357 + Penalty 1689.728951 = -112010.758406 nChanged 420 SP:Iteration 1F (83.459262 sec): 3 clusters Score: Raw -113956.888390 + Penalty 1688.489040 = -112268.399350 nChanged 110 SP:Iteration 2F (83.461546 sec): 3 clusters Score: Raw -114043.463663 + Penalty 1688.236203 = -112355.227460 nChanged 79 SP:Iteration 3F (83.464074 sec): 3 clusters Score: Raw -114113.997413 + Penalty 1692.852039 = -112421.145374 nChanged 74 SP:Iteration 4F (83.466519 sec): 3 clusters Score: Raw -114176.967689 + Penalty 1696.965198 = -112480.002491 nChanged 63 SP:Iteration 5F (83.468806 sec): 3 clusters Score: Raw -114229.216279 + Penalty 1697.599552 = -112531.616727 nChanged 48 SP:Iteration 6Q (83.471068 sec): 3 clusters Score: Raw -114269.352092 + Penalty 1699.439427 = -112569.912665 nChanged 27 SP:Iteration 7Q (83.473322 sec): 3 clusters Score: Raw -114296.419590 + Penalty 1703.443442 = -112592.976148 nChanged 27 SP:Iteration 8Q (83.475592 sec): 3 clusters Score: Raw -114326.581743 + Penalty 1706.849500 = -112619.732243 nChanged 18 SP:Iteration 9Q (83.477817 sec): 3 clusters Score: Raw -114343.597249 + Penalty 1709.645548 = -112633.951701 nChanged 13 SP:Iteration 10F (83.480082 sec): 3 clusters Score: Raw -114357.680355 + Penalty 1709.088756 = -112648.591599 nChanged 10 SP:Iteration 11Q (83.482272 sec): 3 clusters Score: Raw -114367.355199 + Penalty 1710.109336 = -112657.245863 nChanged 8 SP:Iteration 12Q (83.484463 sec): 3 clusters Score: Raw -114374.141437 + Penalty 1709.661324 = -112664.480113 nChanged 7 SP:Iteration 13Q (83.486636 sec): 3 clusters Score: Raw -114381.237739 + Penalty 1712.844448 = -112668.393291 nChanged 5 SP:Iteration 14Q (83.488784 sec): 3 clusters Score: Raw -114385.785222 + Penalty 1715.096937 = -112670.688285 nChanged 4 SP:Iteration 15Q (83.490980 sec): 3 clusters Score: Raw -114389.522078 + Penalty 1716.307578 = -112673.214500 nChanged 4 SP:Iteration 16Q (83.493156 sec): 3 clusters Score: Raw -114393.391621 + Penalty 1715.930006 = -112677.461615 nChanged 5 SP:Iteration 17Q (83.495402 sec): 3 clusters Score: Raw -114397.765137 + Penalty 1716.454846 = -112681.310291 nChanged 2 SP:Iteration 18Q (83.497693 sec): 3 clusters Score: Raw -114398.856470 + Penalty 1720.374380 = -112678.482091 nChanged 3 SP:Iteration 19F (83.500125 sec): 3 clusters Score: Raw -114399.947749 + Penalty 1719.999837 = -112679.947911 nChanged 2 SP:Iteration 20F (83.502393 sec): 3 clusters Score: Raw -114401.006491 + Penalty 1720.026336 = -112680.980155 nChanged 2 SP:Iteration 21Q (83.504506 sec): 3 clusters Score: Raw -114402.012673 + Penalty 1720.759718 = -112681.252955 nChanged 1 SP:Iteration 22Q (83.506674 sec): 3 clusters Score: Raw -114402.774527 + Penalty 1720.759718 = -112682.014809 nChanged 0 SP:Iteration 23F (83.508966 sec): 3 clusters Score: Raw -114402.774527 + Penalty 1720.759718 = -112682.014809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.511353 sec): 2 clusters Score: Raw -29989.509378 + Penalty 879.694760 = -29109.814618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.512137 sec): 3 clusters Score: Raw -29974.625509 + Penalty 1764.369607 = -28210.255902 nChanged 49 SP:Iteration 1F (83.512901 sec): 3 clusters Score: Raw -30057.866670 + Penalty 1766.994441 = -28290.872229 nChanged 17 SP:Iteration 2F (83.513667 sec): 3 clusters Score: Raw -30096.250387 + Penalty 1769.148406 = -28327.101981 nChanged 10 SP:Iteration 3Q (83.514401 sec): 3 clusters Score: Raw -30119.389540 + Penalty 1770.824198 = -28348.565342 nChanged 5 SP:Iteration 4Q (83.515126 sec): 3 clusters Score: Raw -30131.344651 + Penalty 1771.658549 = -28359.686101 nChanged 6 SP:Iteration 5Q (83.515850 sec): 3 clusters Score: Raw -30149.688148 + Penalty 1772.312647 = -28377.375501 nChanged 4 SP:Iteration 6Q (83.516570 sec): 3 clusters Score: Raw -30163.202420 + Penalty 1772.715472 = -28390.486949 nChanged 5 SP:Iteration 7Q (83.517282 sec): 3 clusters Score: Raw -30171.146513 + Penalty 1772.715472 = -28398.431041 nChanged 2 SP:Iteration 8Q (83.517988 sec): 3 clusters Score: Raw -30181.568226 + Penalty 1773.004724 = -28408.563502 nChanged 4 SP:Iteration 9Q (83.518694 sec): 3 clusters Score: Raw -30193.866484 + Penalty 1773.755789 = -28420.110695 nChanged 2 SP:Iteration 10F (83.519451 sec): 3 clusters Score: Raw -30196.458464 + Penalty 1773.755789 = -28422.702675 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 33 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.522534 sec): 2 clusters Score: Raw -53146.238927 + Penalty 825.642082 = -52320.596846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.523774 sec): 3 clusters Score: Raw -52891.499466 + Penalty 1651.496847 = -51240.002619 nChanged 157 SP:Iteration 1F (83.525029 sec): 3 clusters Score: Raw -53005.778853 + Penalty 1651.346409 = -51354.432444 nChanged 51 SP:Iteration 2F (83.526248 sec): 3 clusters Score: Raw -53054.938997 + Penalty 1650.957901 = -51403.981096 nChanged 25 SP:Iteration 3Q (83.527471 sec): 3 clusters Score: Raw -53077.100616 + Penalty 1650.649751 = -51426.450864 nChanged 24 SP:Iteration 4Q (83.528772 sec): 3 clusters Score: Raw -53103.311395 + Penalty 1649.305557 = -51454.005837 nChanged 22 SP:Iteration 5Q (83.530056 sec): 3 clusters Score: Raw -53123.192446 + Penalty 1648.554164 = -51474.638282 nChanged 13 SP:Iteration 6Q (83.531330 sec): 3 clusters Score: Raw -53138.155898 + Penalty 1648.244811 = -51489.911086 nChanged 11 SP:Iteration 7Q (83.532595 sec): 3 clusters Score: Raw -53143.984523 + Penalty 1647.752493 = -51496.232030 nChanged 6 SP:Iteration 8Q (83.533805 sec): 3 clusters Score: Raw -53146.658119 + Penalty 1647.560955 = -51499.097164 nChanged 3 SP:Iteration 9Q (83.535015 sec): 3 clusters Score: Raw -53148.106427 + Penalty 1647.262241 = -51500.844187 nChanged 2 SP:Iteration 10F (83.536235 sec): 3 clusters Score: Raw -53150.154712 + Penalty 1646.662713 = -51503.491999 nChanged 2 SP:Iteration 11Q (83.537465 sec): 3 clusters Score: Raw -53152.429400 + Penalty 1646.662713 = -51505.766687 nChanged 0 SP:Iteration 12F (83.538685 sec): 3 clusters Score: Raw -53152.429400 + Penalty 1646.662713 = -51505.766687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.542801 sec): 2 clusters Score: Raw -100870.951759 + Penalty 687.433039 = -100183.518720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.545001 sec): 3 clusters Score: Raw -100349.299490 + Penalty 1376.803383 = -98972.496107 nChanged 380 SP:Iteration 1F (83.547134 sec): 3 clusters Score: Raw -100611.678997 + Penalty 1380.192572 = -99231.486425 nChanged 117 SP:Iteration 2F (83.549241 sec): 3 clusters Score: Raw -100698.699610 + Penalty 1386.392224 = -99312.307385 nChanged 69 SP:Iteration 3F (83.551321 sec): 3 clusters Score: Raw -100747.687490 + Penalty 1396.270140 = -99351.417350 nChanged 52 SP:Iteration 4Q (83.553387 sec): 3 clusters Score: Raw -100793.675744 + Penalty 1407.199886 = -99386.475859 nChanged 44 SP:Iteration 5Q (83.555441 sec): 3 clusters Score: Raw -100832.294542 + Penalty 1428.230029 = -99404.064513 nChanged 50 SP:Iteration 6Q (83.557491 sec): 3 clusters Score: Raw -100892.786464 + Penalty 1452.808195 = -99439.978269 nChanged 46 SP:Iteration 7Q (83.559514 sec): 3 clusters Score: Raw -100946.942662 + Penalty 1469.410028 = -99477.532634 nChanged 31 SP:Iteration 8Q (83.561497 sec): 3 clusters Score: Raw -100969.513428 + Penalty 1481.296270 = -99488.217158 nChanged 18 SP:Iteration 9Q (83.563618 sec): 3 clusters Score: Raw -100986.981486 + Penalty 1495.987651 = -99490.993835 nChanged 19 SP:Iteration 10F (83.565727 sec): 3 clusters Score: Raw -101002.220537 + Penalty 1506.154360 = -99496.066176 nChanged 14 SP:Iteration 11Q (83.567720 sec): 3 clusters Score: Raw -101015.883263 + Penalty 1517.047341 = -99498.835922 nChanged 19 SP:Iteration 12Q (83.569665 sec): 3 clusters Score: Raw -101034.919990 + Penalty 1526.687532 = -99508.232458 nChanged 15 SP:Iteration 13Q (83.571573 sec): 3 clusters Score: Raw -101049.910270 + Penalty 1537.358972 = -99512.551297 nChanged 19 SP:Iteration 14Q (83.573461 sec): 3 clusters Score: Raw -101076.661641 + Penalty 1548.358788 = -99528.302853 nChanged 13 SP:Iteration 15Q (83.575326 sec): 3 clusters Score: Raw -101105.181600 + Penalty 1560.118985 = -99545.062614 nChanged 15 SP:Iteration 16Q (83.577164 sec): 3 clusters Score: Raw -101126.833121 + Penalty 1565.426173 = -99561.406948 nChanged 7 SP:Iteration 17Q (83.578978 sec): 3 clusters Score: Raw -101132.762254 + Penalty 1572.744216 = -99560.018037 nChanged 6 SP:Iteration 18F (83.581044 sec): 3 clusters Score: Raw -101137.301662 + Penalty 1571.820021 = -99565.481641 nChanged 1 SP:Iteration 19Q (83.582918 sec): 3 clusters Score: Raw -101139.406269 + Penalty 1570.576427 = -99568.829842 nChanged 2 SP:Iteration 20F (83.585009 sec): 3 clusters Score: Raw -101141.961266 + Penalty 1570.619702 = -99571.341564 nChanged 1 SP:Iteration 21Q (83.586926 sec): 3 clusters Score: Raw -101143.868524 + Penalty 1570.619702 = -99573.248822 nChanged 0 SP:Iteration 22F (83.589202 sec): 3 clusters Score: Raw -101143.868524 + Penalty 1570.619702 = -99573.248822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 56 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.592165 sec): 2 clusters Score: Raw -75439.242149 + Penalty 525.899372 = -74913.342776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.593890 sec): 3 clusters Score: Raw -75002.401518 + Penalty 1053.868420 = -73948.533099 nChanged 309 SP:Iteration 1F (83.595582 sec): 3 clusters Score: Raw -75224.035515 + Penalty 1050.094117 = -74173.941398 nChanged 93 SP:Iteration 2F (83.597393 sec): 3 clusters Score: Raw -75314.023365 + Penalty 1041.513895 = -74272.509470 nChanged 71 SP:Iteration 3F (83.599191 sec): 3 clusters Score: Raw -75367.255215 + Penalty 1037.401018 = -74329.854196 nChanged 52 SP:Iteration 4F (83.600976 sec): 3 clusters Score: Raw -75407.243765 + Penalty 1033.912768 = -74373.330997 nChanged 37 SP:Iteration 5Q (83.602714 sec): 3 clusters Score: Raw -75426.191497 + Penalty 1031.773511 = -74394.417986 nChanged 20 SP:Iteration 6Q (83.604441 sec): 3 clusters Score: Raw -75443.817471 + Penalty 1030.745507 = -74413.071964 nChanged 19 SP:Iteration 7Q (83.606149 sec): 3 clusters Score: Raw -75463.516892 + Penalty 1032.634567 = -74430.882325 nChanged 27 SP:Iteration 8Q (83.607937 sec): 3 clusters Score: Raw -75506.233115 + Penalty 1036.672520 = -74469.560595 nChanged 24 SP:Iteration 9Q (83.609687 sec): 3 clusters Score: Raw -75530.845177 + Penalty 1038.904987 = -74491.940190 nChanged 20 SP:Iteration 10F (83.611425 sec): 3 clusters Score: Raw -75543.615805 + Penalty 1040.262719 = -74503.353086 nChanged 11 SP:Iteration 11Q (83.613105 sec): 3 clusters Score: Raw -75547.200302 + Penalty 1040.793632 = -74506.406670 nChanged 7 SP:Iteration 12Q (83.614782 sec): 3 clusters Score: Raw -75550.515323 + Penalty 1041.912917 = -74508.602405 nChanged 6 SP:Iteration 13Q (83.616451 sec): 3 clusters Score: Raw -75557.915472 + Penalty 1043.852679 = -74514.062793 nChanged 6 SP:Iteration 14Q (83.618103 sec): 3 clusters Score: Raw -75562.467366 + Penalty 1041.407832 = -74521.059534 nChanged 6 SP:Iteration 15Q (83.619763 sec): 3 clusters Score: Raw -75564.895252 + Penalty 1041.053560 = -74523.841692 nChanged 3 SP:Iteration 16Q (83.621384 sec): 3 clusters Score: Raw -75565.280447 + Penalty 1041.053560 = -74524.226887 nChanged 0 SP:Iteration 17F (83.623039 sec): 3 clusters Score: Raw -75565.280447 + Penalty 1041.053560 = -74524.226887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.624386 sec): 2 clusters Score: Raw -24096.173521 + Penalty 864.158632 = -23232.014889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.625136 sec): 3 clusters Score: Raw -24100.107512 + Penalty 1727.533656 = -22372.573856 nChanged 67 SP:Iteration 1F (83.625865 sec): 3 clusters Score: Raw -24253.262855 + Penalty 1728.283841 = -22524.979014 nChanged 23 SP:Iteration 2F (83.626592 sec): 3 clusters Score: Raw -24338.493131 + Penalty 1728.328382 = -22610.164749 nChanged 14 SP:Iteration 3Q (83.627267 sec): 3 clusters Score: Raw -24382.723167 + Penalty 1728.135825 = -22654.587342 nChanged 11 SP:Iteration 4Q (83.627934 sec): 3 clusters Score: Raw -24434.635468 + Penalty 1728.133911 = -22706.501557 nChanged 6 SP:Iteration 5Q (83.628593 sec): 3 clusters Score: Raw -24452.611547 + Penalty 1728.044158 = -22724.567389 nChanged 6 SP:Iteration 6Q (83.629301 sec): 3 clusters Score: Raw -24466.200398 + Penalty 1727.996672 = -22738.203726 nChanged 4 SP:Iteration 7Q (83.630009 sec): 3 clusters Score: Raw -24475.027235 + Penalty 1728.017886 = -22747.009349 nChanged 4 SP:Iteration 8Q (83.630670 sec): 3 clusters Score: Raw -24488.294269 + Penalty 1728.014086 = -22760.280183 nChanged 5 SP:Iteration 9Q (83.631342 sec): 3 clusters Score: Raw -24514.169858 + Penalty 1727.883706 = -22786.286152 nChanged 2 SP:Iteration 10F (83.632096 sec): 3 clusters Score: Raw -24519.987870 + Penalty 1727.818395 = -22792.169474 nChanged 1 SP:Iteration 11Q (83.632760 sec): 3 clusters Score: Raw -24522.490536 + Penalty 1727.786525 = -22794.704011 nChanged 1 SP:Iteration 12Q (83.633425 sec): 3 clusters Score: Raw -24523.311556 + Penalty 1727.786525 = -22795.525031 nChanged 0 SP:Iteration 13F (83.634179 sec): 3 clusters Score: Raw -24523.311556 + Penalty 1727.786525 = -22795.525031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.635827 sec): 2 clusters Score: Raw -38533.199711 + Penalty 872.117253 = -37661.082458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.636816 sec): 3 clusters Score: Raw -38458.225167 + Penalty 1743.141807 = -36715.083361 nChanged 103 SP:Iteration 1F (83.637785 sec): 3 clusters Score: Raw -38583.418895 + Penalty 1741.327934 = -36842.090961 nChanged 23 SP:Iteration 2F (83.638733 sec): 3 clusters Score: Raw -38618.365040 + Penalty 1740.936569 = -36877.428472 nChanged 11 SP:Iteration 3Q (83.639637 sec): 3 clusters Score: Raw -38634.518854 + Penalty 1740.970226 = -36893.548628 nChanged 5 SP:Iteration 4Q (83.640541 sec): 3 clusters Score: Raw -38638.385992 + Penalty 1740.407575 = -36897.978417 nChanged 2 SP:Iteration 5Q (83.641441 sec): 3 clusters Score: Raw -38639.748363 + Penalty 1740.321834 = -36899.426528 nChanged 1 SP:Iteration 6Q (83.642340 sec): 3 clusters Score: Raw -38640.035384 + Penalty 1740.321834 = -36899.713550 nChanged 0 SP:Iteration 7F (83.643267 sec): 3 clusters Score: Raw -38640.035384 + Penalty 1740.321834 = -36899.713550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.644662 sec): 2 clusters Score: Raw -30061.666057 + Penalty 892.347100 = -29169.318958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.645482 sec): 3 clusters Score: Raw -30036.610444 + Penalty 1785.015927 = -28251.594517 nChanged 67 SP:Iteration 1F (83.646289 sec): 3 clusters Score: Raw -30199.894581 + Penalty 1784.092747 = -28415.801834 nChanged 30 SP:Iteration 2F (83.647096 sec): 3 clusters Score: Raw -30285.571307 + Penalty 1783.631006 = -28501.940300 nChanged 16 SP:Iteration 3Q (83.647864 sec): 3 clusters Score: Raw -30321.972103 + Penalty 1783.888317 = -28538.083786 nChanged 11 SP:Iteration 4Q (83.648623 sec): 3 clusters Score: Raw -30346.085044 + Penalty 1784.156022 = -28561.929022 nChanged 10 SP:Iteration 5Q (83.649384 sec): 3 clusters Score: Raw -30366.360765 + Penalty 1784.801554 = -28581.559212 nChanged 6 SP:Iteration 6Q (83.650137 sec): 3 clusters Score: Raw -30377.834963 + Penalty 1785.085839 = -28592.749124 nChanged 5 SP:Iteration 7Q (83.650896 sec): 3 clusters Score: Raw -30385.382166 + Penalty 1785.520869 = -28599.861297 nChanged 1 SP:Iteration 8Q (83.651645 sec): 3 clusters Score: Raw -30386.520193 + Penalty 1785.617762 = -28600.902431 nChanged 1 SP:Iteration 9Q (83.652396 sec): 3 clusters Score: Raw -30389.286512 + Penalty 1785.617762 = -28603.668749 nChanged 0 SP:Iteration 10F (83.653204 sec): 3 clusters Score: Raw -30389.286512 + Penalty 1785.617762 = -28603.668749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.653735 sec): 2 clusters Score: Raw -1735.538657 + Penalty 47.650606 = -1687.888051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.654029 sec): 3 clusters Score: Raw -1761.027746 + Penalty 92.559985 = -1668.467762 nChanged 3 SP:Iteration 1F (83.654278 sec): 3 clusters Score: Raw -1764.872868 + Penalty 92.559985 = -1672.312884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.655503 sec): 2 clusters Score: Raw -22944.140265 + Penalty 380.136755 = -22564.003509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.656249 sec): 3 clusters Score: Raw -22866.333562 + Penalty 819.242821 = -22047.090741 nChanged 81 SP:Iteration 1F (83.656984 sec): 3 clusters Score: Raw -22992.996173 + Penalty 857.764368 = -22135.231805 nChanged 24 SP:Iteration 2F (83.657713 sec): 3 clusters Score: Raw -23042.697782 + Penalty 875.155979 = -22167.541803 nChanged 11 SP:Iteration 3Q (83.658415 sec): 3 clusters Score: Raw -23068.214739 + Penalty 886.218429 = -22181.996310 nChanged 8 SP:Iteration 4Q (83.659077 sec): 3 clusters Score: Raw -23086.696069 + Penalty 888.059565 = -22198.636504 nChanged 2 SP:Iteration 5Q (83.659726 sec): 3 clusters Score: Raw -23091.445548 + Penalty 884.262805 = -22207.182744 nChanged 2 SP:Iteration 6Q (83.660374 sec): 3 clusters Score: Raw -23094.389597 + Penalty 884.262805 = -22210.126792 nChanged 0 SP:Iteration 7F (83.661080 sec): 3 clusters Score: Raw -23094.389597 + Penalty 884.262805 = -22210.126792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.662420 sec): 2 clusters Score: Raw -23379.667585 + Penalty 386.438976 = -22993.228609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.663199 sec): 3 clusters Score: Raw -23304.414518 + Penalty 771.981381 = -22532.433137 nChanged 94 SP:Iteration 1F (83.663963 sec): 3 clusters Score: Raw -23388.163101 + Penalty 767.664141 = -22620.498960 nChanged 23 SP:Iteration 2F (83.664725 sec): 3 clusters Score: Raw -23409.371575 + Penalty 764.800198 = -22644.571377 nChanged 13 SP:Iteration 3Q (83.665473 sec): 3 clusters Score: Raw -23421.185390 + Penalty 764.566372 = -22656.619018 nChanged 7 SP:Iteration 4Q (83.666218 sec): 3 clusters Score: Raw -23428.464501 + Penalty 761.552709 = -22666.911792 nChanged 5 SP:Iteration 5Q (83.666950 sec): 3 clusters Score: Raw -23444.779636 + Penalty 757.466651 = -22687.312985 nChanged 10 SP:Iteration 6Q (83.667668 sec): 3 clusters Score: Raw -23461.293250 + Penalty 750.291526 = -22711.001725 nChanged 12 SP:Iteration 7Q (83.668377 sec): 3 clusters Score: Raw -23491.874247 + Penalty 745.786670 = -22746.087577 nChanged 18 SP:Iteration 8F (83.669153 sec): 3 clusters Score: Raw -23552.423464 + Penalty 743.120676 = -22809.302788 nChanged 10 SP:Iteration 9Q (83.669878 sec): 3 clusters Score: Raw -23578.953352 + Penalty 741.896290 = -22837.057062 nChanged 3 SP:Iteration 10F (83.670631 sec): 3 clusters Score: Raw -23581.027856 + Penalty 743.066771 = -22837.961085 nChanged 2 SP:Iteration 11Q (83.671354 sec): 3 clusters Score: Raw -23584.544545 + Penalty 743.066771 = -22841.477774 nChanged 0 SP:Iteration 12F (83.672121 sec): 3 clusters Score: Raw -23584.544545 + Penalty 743.066771 = -22841.477774 nChanged 0 Iteration 219F (84.134530 sec): 32 clusters Score: Raw -2447991.699880 + Penalty 26695.814876 = -2421295.885004 nChanged 9 Iteration 220F (84.587589 sec): 32 clusters Score: Raw -2447992.401350 + Penalty 26697.432266 = -2421294.969084 nChanged 12 Iteration 221F (85.041473 sec): 32 clusters Score: Raw -2447993.441707 + Penalty 26698.470150 = -2421294.971557 nChanged 12 Iteration 222Q (85.131154 sec): 32 clusters Score: Raw -2447995.326449 + Penalty 26700.997351 = -2421294.329098 nChanged 18 Iteration 223F (85.583409 sec): 32 clusters Score: Raw -2447997.640647 + Penalty 26701.339105 = -2421296.301542 nChanged 20 Iteration 224Q (85.674691 sec): 32 clusters Score: Raw -2448000.735634 + Penalty 26704.240301 = -2421296.495333 nChanged 19 Iteration 225Q (85.765355 sec): 32 clusters Score: Raw -2448004.018281 + Penalty 26709.670406 = -2421294.347875 nChanged 19 Iteration 226F (86.217148 sec): 32 clusters Score: Raw -2448006.641488 + Penalty 26714.383858 = -2421292.257630 nChanged 16 Iteration 227F (86.666111 sec): 32 clusters Score: Raw -2448009.197078 + Penalty 26717.371535 = -2421291.825544 nChanged 17 Iteration 228F (87.118354 sec): 32 clusters Score: Raw -2448011.961249 + Penalty 26719.207429 = -2421292.753820 nChanged 15 Iteration 229Q (87.210999 sec): 32 clusters Score: Raw -2448012.745660 + Penalty 26720.528252 = -2421292.217407 nChanged 9 Iteration 230F (87.661402 sec): 32 clusters Score: Raw -2448013.312195 + Penalty 26721.594638 = -2421291.717558 nChanged 10 Iteration 231F (88.117954 sec): 32 clusters Score: Raw -2448013.840972 + Penalty 26722.178704 = -2421291.662269 nChanged 7 Iteration 232F (88.569357 sec): 32 clusters Score: Raw -2448014.353700 + Penalty 26722.957465 = -2421291.396234 nChanged 5 Iteration 233F (89.024083 sec): 32 clusters Score: Raw -2448014.760193 + Penalty 26723.402691 = -2421291.357502 nChanged 4 Iteration 234F (89.476985 sec): 32 clusters Score: Raw -2448015.049843 + Penalty 26724.431690 = -2421290.618153 nChanged 6 Iteration 235F (89.928535 sec): 32 clusters Score: Raw -2448015.459466 + Penalty 26725.711064 = -2421289.748402 nChanged 5 Iteration 236F (90.382259 sec): 32 clusters Score: Raw -2448015.723309 + Penalty 26726.432124 = -2421289.291186 nChanged 2 Iteration 237F (90.839804 sec): 32 clusters Score: Raw -2448015.896710 + Penalty 26726.432124 = -2421289.464586 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2448015.896710 + Penalty 26726.432124 = -2421289.464586Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.902404 sec): 2 clusters Score: Raw -98884.030938 + Penalty 237.865155 = -98646.165783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.904716 sec): 3 clusters Score: Raw -98223.312042 + Penalty 476.678779 = -97746.633263 nChanged 482 SP:Iteration 1F (90.906845 sec): 3 clusters Score: Raw -98506.403543 + Penalty 477.745916 = -98028.657627 nChanged 99 SP:Iteration 2F (90.909123 sec): 3 clusters Score: Raw -98562.723170 + Penalty 479.398206 = -98083.324964 nChanged 81 SP:Iteration 3F (90.911348 sec): 3 clusters Score: Raw -98630.404723 + Penalty 480.968339 = -98149.436383 nChanged 79 SP:Iteration 4F (90.913408 sec): 3 clusters Score: Raw -98705.313138 + Penalty 482.082019 = -98223.231119 nChanged 67 SP:Iteration 5F (90.915465 sec): 3 clusters Score: Raw -98769.785089 + Penalty 482.963501 = -98286.821588 nChanged 55 SP:Iteration 6F (90.917646 sec): 3 clusters Score: Raw -98803.415173 + Penalty 484.853589 = -98318.561584 nChanged 36 SP:Iteration 7Q (90.919681 sec): 3 clusters Score: Raw -98837.658414 + Penalty 485.912146 = -98351.746268 nChanged 31 SP:Iteration 8Q (90.921665 sec): 3 clusters Score: Raw -98856.863244 + Penalty 487.278137 = -98369.585107 nChanged 20 SP:Iteration 9Q (90.923698 sec): 3 clusters Score: Raw -98863.207782 + Penalty 487.927453 = -98375.280329 nChanged 10 SP:Iteration 10F (90.925832 sec): 3 clusters Score: Raw -98866.747742 + Penalty 488.619413 = -98378.128330 nChanged 11 SP:Iteration 11Q (90.927960 sec): 3 clusters Score: Raw -98869.840045 + Penalty 489.738757 = -98380.101289 nChanged 8 SP:Iteration 12Q (90.930054 sec): 3 clusters Score: Raw -98871.530488 + Penalty 489.928676 = -98381.601813 nChanged 6 SP:Iteration 13Q (90.932037 sec): 3 clusters Score: Raw -98872.278983 + Penalty 489.998945 = -98382.280038 nChanged 2 SP:Iteration 14Q (90.934009 sec): 3 clusters Score: Raw -98872.436420 + Penalty 489.834709 = -98382.601711 nChanged 3 SP:Iteration 15Q (90.935956 sec): 3 clusters Score: Raw -98872.996941 + Penalty 489.955416 = -98383.041525 nChanged 1 SP:Iteration 16Q (90.937890 sec): 3 clusters Score: Raw -98873.190487 + Penalty 489.742294 = -98383.448193 nChanged 2 SP:Iteration 17Q (90.939857 sec): 3 clusters Score: Raw -98873.703810 + Penalty 490.168882 = -98383.534927 nChanged 5 SP:Iteration 18Q (90.941972 sec): 3 clusters Score: Raw -98874.922165 + Penalty 490.468885 = -98384.453279 nChanged 3 SP:Iteration 19Q (90.944084 sec): 3 clusters Score: Raw -98875.740936 + Penalty 490.622866 = -98385.118070 nChanged 2 SP:Iteration 20F (90.946259 sec): 3 clusters Score: Raw -98875.838280 + Penalty 490.699453 = -98385.138827 nChanged 1 SP:Iteration 21Q (90.948245 sec): 3 clusters Score: Raw -98875.880376 + Penalty 490.699453 = -98385.180924 nChanged 0 SP:Iteration 22F (90.950370 sec): 3 clusters Score: Raw -98875.880376 + Penalty 490.699453 = -98385.180924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.960174 sec): 2 clusters Score: Raw -178250.927174 + Penalty 403.682304 = -177847.244870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.964239 sec): 3 clusters Score: Raw -177102.153874 + Penalty 812.400870 = -176289.753004 nChanged 855 SP:Iteration 1F (90.968137 sec): 3 clusters Score: Raw -177772.793549 + Penalty 819.506067 = -176953.287482 nChanged 205 SP:Iteration 2F (90.972168 sec): 3 clusters Score: Raw -177941.339618 + Penalty 826.836793 = -177114.502825 nChanged 149 SP:Iteration 3F (90.976295 sec): 3 clusters Score: Raw -178041.655902 + Penalty 831.555002 = -177210.100900 nChanged 103 SP:Iteration 4F (90.980210 sec): 3 clusters Score: Raw -178094.183881 + Penalty 833.846366 = -177260.337515 nChanged 54 SP:Iteration 5Q (90.983854 sec): 3 clusters Score: Raw -178113.865340 + Penalty 836.187267 = -177277.678073 nChanged 39 SP:Iteration 6Q (90.987463 sec): 3 clusters Score: Raw -178126.332808 + Penalty 835.446971 = -177290.885837 nChanged 26 SP:Iteration 7Q (90.991043 sec): 3 clusters Score: Raw -178132.738477 + Penalty 834.685745 = -177298.052732 nChanged 23 SP:Iteration 8Q (90.994632 sec): 3 clusters Score: Raw -178137.798130 + Penalty 834.231100 = -177303.567030 nChanged 16 SP:Iteration 9Q (90.998208 sec): 3 clusters Score: Raw -178143.136492 + Penalty 832.891850 = -177310.244642 nChanged 18 SP:Iteration 10F (91.001850 sec): 3 clusters Score: Raw -178148.485299 + Penalty 831.783084 = -177316.702215 nChanged 16 SP:Iteration 11Q (91.005443 sec): 3 clusters Score: Raw -178158.009788 + Penalty 830.559530 = -177327.450257 nChanged 12 SP:Iteration 12Q (91.009388 sec): 3 clusters Score: Raw -178172.700475 + Penalty 829.014059 = -177343.686415 nChanged 22 SP:Iteration 13Q (91.013077 sec): 3 clusters Score: Raw -178180.817442 + Penalty 826.852204 = -177353.965237 nChanged 24 SP:Iteration 14Q (91.016712 sec): 3 clusters Score: Raw -178186.758909 + Penalty 825.842612 = -177360.916297 nChanged 15 SP:Iteration 15Q (91.020252 sec): 3 clusters Score: Raw -178190.685554 + Penalty 824.957727 = -177365.727827 nChanged 16 SP:Iteration 16Q (91.023824 sec): 3 clusters Score: Raw -178195.185569 + Penalty 824.201016 = -177370.984553 nChanged 11 SP:Iteration 17Q (91.027465 sec): 3 clusters Score: Raw -178197.659806 + Penalty 823.358800 = -177374.301005 nChanged 14 SP:Iteration 18Q (91.031196 sec): 3 clusters Score: Raw -178201.230536 + Penalty 822.125054 = -177379.105482 nChanged 10 SP:Iteration 19Q (91.034719 sec): 3 clusters Score: Raw -178204.080921 + Penalty 820.860347 = -177383.220573 nChanged 13 SP:Iteration 20F (91.038393 sec): 3 clusters Score: Raw -178208.089717 + Penalty 819.508392 = -177388.581325 nChanged 15 SP:Iteration 21Q (91.042097 sec): 3 clusters Score: Raw -178214.940399 + Penalty 818.155741 = -177396.784658 nChanged 15 SP:Iteration 22Q (91.045662 sec): 3 clusters Score: Raw -178224.621295 + Penalty 816.713599 = -177407.907696 nChanged 20 SP:Iteration 23Q (91.049245 sec): 3 clusters Score: Raw -178233.197916 + Penalty 815.961518 = -177417.236399 nChanged 18 SP:Iteration 24Q (91.053100 sec): 3 clusters Score: Raw -178235.946772 + Penalty 815.098892 = -177420.847880 nChanged 9 SP:Iteration 25Q (91.056687 sec): 3 clusters Score: Raw -178238.481712 + Penalty 814.444972 = -177424.036740 nChanged 10 SP:Iteration 26Q (91.060434 sec): 3 clusters Score: Raw -178242.335492 + Penalty 813.219685 = -177429.115808 nChanged 15 SP:Iteration 27Q (91.064028 sec): 3 clusters Score: Raw -178246.433665 + Penalty 812.464132 = -177433.969534 nChanged 17 SP:Iteration 28Q (91.067648 sec): 3 clusters Score: Raw -178250.677723 + Penalty 812.415180 = -177438.262543 nChanged 11 SP:Iteration 29Q (91.071230 sec): 3 clusters Score: Raw -178251.971742 + Penalty 812.347830 = -177439.623913 nChanged 3 SP:Iteration 30F (91.075249 sec): 3 clusters Score: Raw -178252.108199 + Penalty 811.923564 = -177440.184636 nChanged 4 SP:Iteration 31Q (91.078867 sec): 3 clusters Score: Raw -178252.415864 + Penalty 811.458111 = -177440.957753 nChanged 5 SP:Iteration 32Q (91.082382 sec): 3 clusters Score: Raw -178253.113656 + Penalty 810.710422 = -177442.403233 nChanged 8 SP:Iteration 33Q (91.085891 sec): 3 clusters Score: Raw -178254.865859 + Penalty 809.828457 = -177445.037401 nChanged 9 SP:Iteration 34Q (91.089394 sec): 3 clusters Score: Raw -178256.611865 + Penalty 808.807638 = -177447.804227 nChanged 10 SP:Iteration 35Q (91.093096 sec): 3 clusters Score: Raw -178260.932334 + Penalty 807.568945 = -177453.363389 nChanged 12 SP:Iteration 36Q (91.096884 sec): 3 clusters Score: Raw -178267.583704 + Penalty 806.851314 = -177460.732389 nChanged 11 SP:Iteration 37Q (91.100391 sec): 3 clusters Score: Raw -178274.980036 + Penalty 806.215302 = -177468.764735 nChanged 14 SP:Iteration 38Q (91.103872 sec): 3 clusters Score: Raw -178283.523379 + Penalty 805.486194 = -177478.037184 nChanged 15 SP:Iteration 39Q (91.107530 sec): 3 clusters Score: Raw -178286.867370 + Penalty 804.768140 = -177482.099230 nChanged 11 SP:Iteration 40F (91.111236 sec): 3 clusters Score: Raw -178289.806276 + Penalty 804.189834 = -177485.616442 nChanged 8 SP:Iteration 41Q (91.114770 sec): 3 clusters Score: Raw -178292.971198 + Penalty 803.722124 = -177489.249073 nChanged 11 SP:Iteration 42Q (91.118325 sec): 3 clusters Score: Raw -178296.325394 + Penalty 802.570139 = -177493.755255 nChanged 11 SP:Iteration 43Q (91.121825 sec): 3 clusters Score: Raw -178300.901720 + Penalty 801.563448 = -177499.338272 nChanged 10 SP:Iteration 44Q (91.125326 sec): 3 clusters Score: Raw -178303.788009 + Penalty 800.995484 = -177502.792525 nChanged 9 SP:Iteration 45Q (91.128880 sec): 3 clusters Score: Raw -178306.976256 + Penalty 800.526999 = -177506.449257 nChanged 7 SP:Iteration 46Q (91.132377 sec): 3 clusters Score: Raw -178307.892309 + Penalty 800.230376 = -177507.661932 nChanged 3 SP:Iteration 47Q (91.135829 sec): 3 clusters Score: Raw -178308.257609 + Penalty 800.143097 = -177508.114511 nChanged 2 SP:Iteration 48Q (91.139431 sec): 3 clusters Score: Raw -178308.669551 + Penalty 799.926090 = -177508.743461 nChanged 4 SP:Iteration 49Q (91.142976 sec): 3 clusters Score: Raw -178309.305465 + Penalty 799.677199 = -177509.628267 nChanged 6 SP:Iteration 50F (91.146666 sec): 3 clusters Score: Raw -178310.181651 + Penalty 799.675740 = -177510.505910 nChanged 4 SP:Iteration 51Q (91.150152 sec): 3 clusters Score: Raw -178310.951899 + Penalty 799.537601 = -177511.414298 nChanged 5 SP:Iteration 52Q (91.153774 sec): 3 clusters Score: Raw -178311.646397 + Penalty 799.144323 = -177512.502074 nChanged 3 SP:Iteration 53Q (91.157271 sec): 3 clusters Score: Raw -178312.196026 + Penalty 798.721250 = -177513.474775 nChanged 4 SP:Iteration 54Q (91.160811 sec): 3 clusters Score: Raw -178312.524051 + Penalty 798.441813 = -177514.082238 nChanged 2 SP:Iteration 55Q (91.164571 sec): 3 clusters Score: Raw -178312.950772 + Penalty 798.275309 = -177514.675462 nChanged 1 SP:Iteration 56Q (91.168823 sec): 3 clusters Score: Raw -178313.048731 + Penalty 798.155326 = -177514.893405 nChanged 2 SP:Iteration 57Q (91.172870 sec): 3 clusters Score: Raw -178313.595758 + Penalty 798.182325 = -177515.413434 nChanged 3 SP:Iteration 58Q (91.176895 sec): 3 clusters Score: Raw -178313.692827 + Penalty 798.380773 = -177515.312054 nChanged 2 SP:Iteration 59F (91.180746 sec): 3 clusters Score: Raw -178313.750394 + Penalty 798.380773 = -177515.369622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.183767 sec): 2 clusters Score: Raw -34501.412362 + Penalty 510.099450 = -33991.312912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.184700 sec): 3 clusters Score: Raw -34343.878674 + Penalty 1018.417179 = -33325.461495 nChanged 104 SP:Iteration 1F (91.185598 sec): 3 clusters Score: Raw -34467.263890 + Penalty 1008.897374 = -33458.366515 nChanged 49 SP:Iteration 2F (91.186473 sec): 3 clusters Score: Raw -34541.581561 + Penalty 997.766259 = -33543.815302 nChanged 33 SP:Iteration 3F (91.187334 sec): 3 clusters Score: Raw -34583.088934 + Penalty 991.121186 = -33591.967747 nChanged 19 SP:Iteration 4F (91.188191 sec): 3 clusters Score: Raw -34619.232153 + Penalty 986.151817 = -33633.080336 nChanged 10 SP:Iteration 5Q (91.189029 sec): 3 clusters Score: Raw -34631.963350 + Penalty 982.128225 = -33649.835125 nChanged 6 SP:Iteration 6Q (91.189858 sec): 3 clusters Score: Raw -34639.766880 + Penalty 978.741975 = -33661.024904 nChanged 6 SP:Iteration 7Q (91.190683 sec): 3 clusters Score: Raw -34644.468502 + Penalty 980.208922 = -33664.259580 nChanged 3 SP:Iteration 8Q (91.191502 sec): 3 clusters Score: Raw -34648.627251 + Penalty 981.887151 = -33666.740100 nChanged 2 SP:Iteration 9Q (91.192318 sec): 3 clusters Score: Raw -34652.293181 + Penalty 981.887151 = -33670.406030 nChanged 0 SP:Iteration 10F (91.193175 sec): 3 clusters Score: Raw -34652.293181 + Penalty 981.887151 = -33670.406030 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 4 (10230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.239998 sec): 2 clusters Score: Raw -864276.351363 + Penalty 300.728683 = -863975.622680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.259410 sec): 3 clusters Score: Raw -857400.385072 + Penalty 712.296102 = -856688.088970 nChanged 4838 SP:Iteration 1F (91.279124 sec): 3 clusters Score: Raw -862098.359372 + Penalty 929.614915 = -861168.744456 nChanged 1414 SP:Iteration 2F (91.297590 sec): 3 clusters Score: Raw -863708.144391 + Penalty 1018.530764 = -862689.613626 nChanged 356 SP:Iteration 3Q (91.314682 sec): 3 clusters Score: Raw -864044.254918 + Penalty 1070.232757 = -862974.022161 nChanged 167 SP:Iteration 4Q (91.330281 sec): 3 clusters Score: Raw -864181.245469 + Penalty 1116.386392 = -863064.859077 nChanged 105 SP:Iteration 5Q (91.345686 sec): 3 clusters Score: Raw -864262.575500 + Penalty 1132.816278 = -863129.759222 nChanged 50 SP:Iteration 6Q (91.360801 sec): 3 clusters Score: Raw -864307.403583 + Penalty 1145.660306 = -863161.743277 nChanged 30 SP:Iteration 7Q (91.375988 sec): 3 clusters Score: Raw -864331.514951 + Penalty 1154.419396 = -863177.095555 nChanged 18 SP:Iteration 8Q (91.390878 sec): 3 clusters Score: Raw -864342.383610 + Penalty 1156.060285 = -863186.323325 nChanged 12 SP:Iteration 9Q (91.405570 sec): 3 clusters Score: Raw -864353.872275 + Penalty 1153.225650 = -863200.646626 nChanged 16 SP:Iteration 10F (91.424133 sec): 3 clusters Score: Raw -864366.218567 + Penalty 1150.388850 = -863215.829717 nChanged 7 SP:Iteration 11Q (91.438924 sec): 3 clusters Score: Raw -864372.729890 + Penalty 1146.298314 = -863226.431576 nChanged 6 SP:Iteration 12Q (91.453501 sec): 3 clusters Score: Raw -864376.670141 + Penalty 1147.200220 = -863229.469921 nChanged 5 SP:Iteration 13Q (91.468159 sec): 3 clusters Score: Raw -864379.770736 + Penalty 1140.397149 = -863239.373588 nChanged 4 SP:Iteration 14Q (91.483032 sec): 3 clusters Score: Raw -864382.325158 + Penalty 1140.397149 = -863241.928009 nChanged 0 SP:Iteration 15F (91.501634 sec): 3 clusters Score: Raw -864382.325158 + Penalty 1140.397149 = -863241.928009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.509338 sec): 2 clusters Score: Raw -33372.572095 + Penalty 67.193231 = -33305.378864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.510276 sec): 3 clusters Score: Raw -33146.557083 + Penalty 145.159449 = -33001.397634 nChanged 166 SP:Iteration 1F (91.511195 sec): 3 clusters Score: Raw -33336.607240 + Penalty 156.169557 = -33180.437684 nChanged 44 SP:Iteration 2F (91.512094 sec): 3 clusters Score: Raw -33395.688343 + Penalty 169.178230 = -33226.510112 nChanged 34 SP:Iteration 3F (91.512972 sec): 3 clusters Score: Raw -33439.030308 + Penalty 171.448488 = -33267.581819 nChanged 8 SP:Iteration 4Q (91.513830 sec): 3 clusters Score: Raw -33444.191145 + Penalty 172.541597 = -33271.649548 nChanged 2 SP:Iteration 5Q (91.514660 sec): 3 clusters Score: Raw -33444.672198 + Penalty 173.270960 = -33271.401237 nChanged 1 SP:Iteration 6F (91.515537 sec): 3 clusters Score: Raw -33444.665309 + Penalty 173.270960 = -33271.394348 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 6 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.519725 sec): 2 clusters Score: Raw -91316.789459 + Penalty 268.612745 = -91048.176715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.521714 sec): 3 clusters Score: Raw -90727.037281 + Penalty 524.502828 = -90202.534453 nChanged 432 SP:Iteration 1F (91.523641 sec): 3 clusters Score: Raw -91035.182982 + Penalty 517.659909 = -90517.523074 nChanged 102 SP:Iteration 2F (91.525642 sec): 3 clusters Score: Raw -91152.631891 + Penalty 508.161921 = -90644.469970 nChanged 55 SP:Iteration 3F (91.527629 sec): 3 clusters Score: Raw -91199.113519 + Penalty 501.183401 = -90697.930118 nChanged 41 SP:Iteration 4Q (91.529507 sec): 3 clusters Score: Raw -91233.001552 + Penalty 494.432950 = -90738.568603 nChanged 34 SP:Iteration 5Q (91.531286 sec): 3 clusters Score: Raw -91261.184173 + Penalty 494.202555 = -90766.981618 nChanged 34 SP:Iteration 6Q (91.533017 sec): 3 clusters Score: Raw -91287.515248 + Penalty 483.501242 = -90804.014005 nChanged 20 SP:Iteration 7Q (91.534702 sec): 3 clusters Score: Raw -91303.220246 + Penalty 486.083286 = -90817.136960 nChanged 19 SP:Iteration 8Q (91.536412 sec): 3 clusters Score: Raw -91318.516300 + Penalty 505.281321 = -90813.234980 nChanged 10 SP:Iteration 9F (91.538371 sec): 3 clusters Score: Raw -91324.767150 + Penalty 518.461590 = -90806.305560 nChanged 4 SP:Iteration 10F (91.540331 sec): 3 clusters Score: Raw -91325.522279 + Penalty 524.827482 = -90800.694797 nChanged 2 SP:Iteration 11F (91.542394 sec): 3 clusters Score: Raw -91326.086099 + Penalty 532.951906 = -90793.134193 nChanged 1 SP:Iteration 12F (91.544470 sec): 3 clusters Score: Raw -91326.400452 + Penalty 545.414911 = -90780.985541 nChanged 1 SP:Iteration 13F (91.546472 sec): 3 clusters Score: Raw -91328.405770 + Penalty 545.414911 = -90782.990859 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.550748 sec): 2 clusters Score: Raw -87438.593826 + Penalty 63.194469 = -87375.399357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.552700 sec): 3 clusters Score: Raw -86811.350870 + Penalty 129.784718 = -86681.566152 nChanged 457 SP:Iteration 1F (91.554602 sec): 3 clusters Score: Raw -87162.504935 + Penalty 135.224179 = -87027.280755 nChanged 91 SP:Iteration 2F (91.556509 sec): 3 clusters Score: Raw -87269.752351 + Penalty 138.037371 = -87131.714980 nChanged 62 SP:Iteration 3F (91.558412 sec): 3 clusters Score: Raw -87325.111468 + Penalty 139.018597 = -87186.092872 nChanged 34 SP:Iteration 4Q (91.560261 sec): 3 clusters Score: Raw -87339.873613 + Penalty 139.780788 = -87200.092825 nChanged 14 SP:Iteration 5Q (91.562095 sec): 3 clusters Score: Raw -87343.779710 + Penalty 141.089724 = -87202.689986 nChanged 14 SP:Iteration 6Q (91.563926 sec): 3 clusters Score: Raw -87347.756210 + Penalty 141.176699 = -87206.579512 nChanged 11 SP:Iteration 7Q (91.565709 sec): 3 clusters Score: Raw -87350.218187 + Penalty 141.990886 = -87208.227301 nChanged 8 SP:Iteration 8Q (91.567463 sec): 3 clusters Score: Raw -87353.392215 + Penalty 142.809186 = -87210.583029 nChanged 8 SP:Iteration 9Q (91.569261 sec): 3 clusters Score: Raw -87354.462749 + Penalty 143.391480 = -87211.071269 nChanged 7 SP:Iteration 10F (91.571185 sec): 3 clusters Score: Raw -87355.966682 + Penalty 142.937640 = -87213.029042 nChanged 8 SP:Iteration 11Q (91.572915 sec): 3 clusters Score: Raw -87358.346690 + Penalty 143.914922 = -87214.431768 nChanged 7 SP:Iteration 12Q (91.574781 sec): 3 clusters Score: Raw -87359.419119 + Penalty 144.620151 = -87214.798968 nChanged 6 SP:Iteration 13Q (91.576628 sec): 3 clusters Score: Raw -87359.609862 + Penalty 144.816310 = -87214.793552 nChanged 6 SP:Iteration 14F (91.578648 sec): 3 clusters Score: Raw -87360.757213 + Penalty 143.490470 = -87217.266743 nChanged 9 SP:Iteration 15Q (91.580470 sec): 3 clusters Score: Raw -87362.946604 + Penalty 145.001981 = -87217.944623 nChanged 8 SP:Iteration 16Q (91.582233 sec): 3 clusters Score: Raw -87365.068013 + Penalty 145.756705 = -87219.311308 nChanged 8 SP:Iteration 17Q (91.584045 sec): 3 clusters Score: Raw -87366.693270 + Penalty 148.816244 = -87217.877026 nChanged 10 SP:Iteration 18F (91.586033 sec): 3 clusters Score: Raw -87367.377497 + Penalty 151.921762 = -87215.455735 nChanged 8 SP:Iteration 19F (91.587973 sec): 3 clusters Score: Raw -87368.751688 + Penalty 154.335511 = -87214.416178 nChanged 13 SP:Iteration 20F (91.589942 sec): 3 clusters Score: Raw -87370.471721 + Penalty 159.071923 = -87211.399798 nChanged 12 SP:Iteration 21F (91.591901 sec): 3 clusters Score: Raw -87371.657207 + Penalty 161.072518 = -87210.584689 nChanged 18 SP:Iteration 22F (91.593957 sec): 3 clusters Score: Raw -87382.527746 + Penalty 173.538547 = -87208.989199 nChanged 29 SP:Iteration 23F (91.595893 sec): 3 clusters Score: Raw -87410.060809 + Penalty 63.194469 = -87346.866340 nChanged 24 SP:Iteration 24Q (91.597383 sec): 2 clusters Score: Raw -87438.593826 + Penalty 63.194469 = -87375.399357 nChanged 0 SP:Iteration 25F (91.598838 sec): 2 clusters Score: Raw -87438.593826 + Penalty 63.194469 = -87375.399357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.600496 sec): 2 clusters Score: Raw -2897.953360 + Penalty 279.438240 = -2618.515120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.600803 sec): 3 clusters Score: Raw -3124.112488 + Penalty 564.437693 = -2559.674795 nChanged 6 SP:Iteration 1F (91.601104 sec): 3 clusters Score: Raw -3193.360210 + Penalty 570.219656 = -2623.140554 nChanged 1 SP:Iteration 2Q (91.601392 sec): 3 clusters Score: Raw -3211.696233 + Penalty 570.219656 = -2641.476577 nChanged 0 SP:Iteration 3F (91.601695 sec): 3 clusters Score: Raw -3211.696233 + Penalty 570.219656 = -2641.476577 nChanged 0 Score: Raw -2463879.567179 + Penalty 27486.449241 = -2436393.117937 Splitting cluster 8 changes total score from -2421289.464586 to -2436393.117937 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.061551 sec): 2 clusters Score: Raw -60037.093764 + Penalty 59.008807 = -59978.084958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.063099 sec): 3 clusters Score: Raw -59605.104100 + Penalty 118.473698 = -59486.630402 nChanged 335 SP:Iteration 1F (92.064573 sec): 3 clusters Score: Raw -59793.785609 + Penalty 117.482054 = -59676.303555 nChanged 67 SP:Iteration 2F (92.066018 sec): 3 clusters Score: Raw -59833.505289 + Penalty 117.601177 = -59715.904112 nChanged 52 SP:Iteration 3F (92.067505 sec): 3 clusters Score: Raw -59877.363057 + Penalty 117.541724 = -59759.821333 nChanged 43 SP:Iteration 4F (92.068990 sec): 3 clusters Score: Raw -59912.315298 + Penalty 117.521581 = -59794.793717 nChanged 36 SP:Iteration 5F (92.070455 sec): 3 clusters Score: Raw -59935.349762 + Penalty 117.219379 = -59818.130383 nChanged 16 SP:Iteration 6Q (92.071829 sec): 3 clusters Score: Raw -59944.029135 + Penalty 117.129165 = -59826.899970 nChanged 13 SP:Iteration 7Q (92.073198 sec): 3 clusters Score: Raw -59948.837246 + Penalty 118.123043 = -59830.714203 nChanged 11 SP:Iteration 8Q (92.074545 sec): 3 clusters Score: Raw -59952.510129 + Penalty 118.619353 = -59833.890776 nChanged 14 SP:Iteration 9Q (92.075889 sec): 3 clusters Score: Raw -59960.442384 + Penalty 119.393850 = -59841.048534 nChanged 14 SP:Iteration 10F (92.077456 sec): 3 clusters Score: Raw -59969.072866 + Penalty 118.353809 = -59850.719057 nChanged 18 SP:Iteration 11Q (92.078791 sec): 3 clusters Score: Raw -59980.300518 + Penalty 118.395556 = -59861.904962 nChanged 15 SP:Iteration 12Q (92.080106 sec): 3 clusters Score: Raw -59987.282772 + Penalty 119.375682 = -59867.907091 nChanged 12 SP:Iteration 13Q (92.081402 sec): 3 clusters Score: Raw -59993.178941 + Penalty 122.760354 = -59870.418587 nChanged 14 SP:Iteration 14Q (92.082663 sec): 3 clusters Score: Raw -59998.950760 + Penalty 126.565795 = -59872.384964 nChanged 11 SP:Iteration 15Q (92.083919 sec): 3 clusters Score: Raw -60003.942760 + Penalty 127.721120 = -59876.221640 nChanged 15 SP:Iteration 16Q (92.085178 sec): 3 clusters Score: Raw -60010.667891 + Penalty 133.076214 = -59877.591677 nChanged 12 SP:Iteration 17Q (92.086403 sec): 3 clusters Score: Raw -60019.921832 + Penalty 146.669008 = -59873.252824 nChanged 17 SP:Iteration 18F (92.087825 sec): 3 clusters Score: Raw -60034.467074 + Penalty 161.809930 = -59872.657144 nChanged 9 SP:Iteration 19F (92.089257 sec): 3 clusters Score: Raw -60040.080854 + Penalty 175.584936 = -59864.495917 nChanged 6 SP:Iteration 20F (92.090670 sec): 3 clusters Score: Raw -60042.886112 + Penalty 180.876355 = -59862.009758 nChanged 2 SP:Iteration 21F (92.092149 sec): 3 clusters Score: Raw -60043.412084 + Penalty 201.153600 = -59842.258484 nChanged 4 SP:Iteration 22F (92.093644 sec): 3 clusters Score: Raw -60044.964572 + Penalty 208.538049 = -59836.426523 nChanged 1 SP:Iteration 23F (92.095097 sec): 3 clusters Score: Raw -60045.147869 + Penalty 208.538049 = -59836.609819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.097864 sec): 2 clusters Score: Raw -71065.419432 + Penalty 456.376864 = -70609.042568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.099595 sec): 3 clusters Score: Raw -70676.630561 + Penalty 928.665526 = -69747.965035 nChanged 311 SP:Iteration 1F (92.101294 sec): 3 clusters Score: Raw -70930.599031 + Penalty 946.315019 = -69984.284011 nChanged 73 SP:Iteration 2F (92.102878 sec): 3 clusters Score: Raw -71002.967009 + Penalty 959.839947 = -70043.127062 nChanged 43 SP:Iteration 3F (92.104459 sec): 3 clusters Score: Raw -71041.600550 + Penalty 966.417446 = -70075.183104 nChanged 20 SP:Iteration 4Q (92.106009 sec): 3 clusters Score: Raw -71059.979782 + Penalty 972.841820 = -70087.137962 nChanged 13 SP:Iteration 5Q (92.107677 sec): 3 clusters Score: Raw -71079.548277 + Penalty 978.807494 = -70100.740783 nChanged 25 SP:Iteration 6Q (92.109301 sec): 3 clusters Score: Raw -71094.792887 + Penalty 983.120055 = -70111.672833 nChanged 10 SP:Iteration 7Q (92.110922 sec): 3 clusters Score: Raw -71101.249091 + Penalty 985.230894 = -70116.018197 nChanged 3 SP:Iteration 8Q (92.112534 sec): 3 clusters Score: Raw -71102.914616 + Penalty 987.081998 = -70115.832618 nChanged 2 SP:Iteration 9F (92.114205 sec): 3 clusters Score: Raw -71103.353975 + Penalty 987.081998 = -70116.271978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.115672 sec): 2 clusters Score: Raw -24984.116551 + Penalty 673.402011 = -24310.714539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.116408 sec): 3 clusters Score: Raw -24931.612797 + Penalty 1346.679577 = -23584.933220 nChanged 61 SP:Iteration 1F (92.117141 sec): 3 clusters Score: Raw -25020.712820 + Penalty 1347.946494 = -23672.766326 nChanged 25 SP:Iteration 2F (92.117867 sec): 3 clusters Score: Raw -25064.068956 + Penalty 1349.315017 = -23714.753938 nChanged 12 SP:Iteration 3Q (92.118572 sec): 3 clusters Score: Raw -25099.958558 + Penalty 1350.940807 = -23749.017751 nChanged 8 SP:Iteration 4Q (92.119273 sec): 3 clusters Score: Raw -25115.344173 + Penalty 1354.538729 = -23760.805443 nChanged 12 SP:Iteration 5Q (92.119963 sec): 3 clusters Score: Raw -25132.478223 + Penalty 1357.145661 = -23775.332561 nChanged 7 SP:Iteration 6Q (92.120634 sec): 3 clusters Score: Raw -25148.884646 + Penalty 1357.439479 = -23791.445167 nChanged 2 SP:Iteration 7Q (92.121302 sec): 3 clusters Score: Raw -25152.307239 + Penalty 1357.491950 = -23794.815289 nChanged 3 SP:Iteration 8Q (92.121966 sec): 3 clusters Score: Raw -25154.033752 + Penalty 1357.775764 = -23796.257988 nChanged 1 SP:Iteration 9Q (92.122628 sec): 3 clusters Score: Raw -25154.510837 + Penalty 1357.775764 = -23796.735072 nChanged 0 SP:Iteration 10F (92.123328 sec): 3 clusters Score: Raw -25154.510837 + Penalty 1357.775764 = -23796.735072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.124954 sec): 2 clusters Score: Raw -39921.267388 + Penalty 346.484450 = -39574.782938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.125937 sec): 3 clusters Score: Raw -39724.326706 + Penalty 695.123366 = -39029.203339 nChanged 159 SP:Iteration 1F (92.126930 sec): 3 clusters Score: Raw -39850.931262 + Penalty 693.049599 = -39157.881663 nChanged 43 SP:Iteration 2F (92.127896 sec): 3 clusters Score: Raw -39899.216557 + Penalty 692.494787 = -39206.721769 nChanged 24 SP:Iteration 3F (92.128862 sec): 3 clusters Score: Raw -39926.394695 + Penalty 694.352157 = -39232.042538 nChanged 25 SP:Iteration 4F (92.129827 sec): 3 clusters Score: Raw -39945.373110 + Penalty 694.566964 = -39250.806146 nChanged 10 SP:Iteration 5Q (92.130756 sec): 3 clusters Score: Raw -39950.951772 + Penalty 696.137284 = -39254.814488 nChanged 5 SP:Iteration 6Q (92.131683 sec): 3 clusters Score: Raw -39953.417485 + Penalty 697.950213 = -39255.467272 nChanged 5 SP:Iteration 7Q (92.132610 sec): 3 clusters Score: Raw -39955.016614 + Penalty 700.691634 = -39254.324980 nChanged 9 SP:Iteration 8F (92.133573 sec): 3 clusters Score: Raw -39959.806822 + Penalty 703.167174 = -39256.639648 nChanged 5 SP:Iteration 9Q (92.134502 sec): 3 clusters Score: Raw -39960.542614 + Penalty 706.073657 = -39254.468957 nChanged 6 SP:Iteration 10F (92.135464 sec): 3 clusters Score: Raw -39963.798508 + Penalty 709.630822 = -39254.167686 nChanged 8 SP:Iteration 11F (92.136426 sec): 3 clusters Score: Raw -39967.416968 + Penalty 713.825522 = -39253.591447 nChanged 6 SP:Iteration 12F (92.137389 sec): 3 clusters Score: Raw -39969.258591 + Penalty 716.195814 = -39253.062776 nChanged 4 SP:Iteration 13F (92.138354 sec): 3 clusters Score: Raw -39970.407256 + Penalty 720.134496 = -39250.272759 nChanged 4 SP:Iteration 14F (92.139317 sec): 3 clusters Score: Raw -39973.488589 + Penalty 722.014413 = -39251.474176 nChanged 4 SP:Iteration 15Q (92.140237 sec): 3 clusters Score: Raw -39977.946912 + Penalty 727.631872 = -39250.315039 nChanged 6 SP:Iteration 16F (92.141202 sec): 3 clusters Score: Raw -39988.946006 + Penalty 730.917406 = -39258.028599 nChanged 4 SP:Iteration 17Q (92.142101 sec): 3 clusters Score: Raw -39993.173347 + Penalty 732.608270 = -39260.565077 nChanged 3 SP:Iteration 18Q (92.143076 sec): 3 clusters Score: Raw -39994.209590 + Penalty 736.046433 = -39258.163156 nChanged 3 SP:Iteration 19F (92.144107 sec): 3 clusters Score: Raw -39994.784254 + Penalty 738.050968 = -39256.733286 nChanged 3 SP:Iteration 20F (92.145118 sec): 3 clusters Score: Raw -39996.287428 + Penalty 740.790117 = -39255.497311 nChanged 3 SP:Iteration 21F (92.146123 sec): 3 clusters Score: Raw -39997.011417 + Penalty 743.407299 = -39253.604118 nChanged 2 SP:Iteration 22F (92.147133 sec): 3 clusters Score: Raw -39998.227559 + Penalty 746.900458 = -39251.327102 nChanged 3 SP:Iteration 23F (92.148105 sec): 3 clusters Score: Raw -40000.216478 + Penalty 749.577587 = -39250.638891 nChanged 2 SP:Iteration 24F (92.149074 sec): 3 clusters Score: Raw -40000.049458 + Penalty 751.207816 = -39248.841642 nChanged 1 SP:Iteration 25F (92.150039 sec): 3 clusters Score: Raw -40000.422003 + Penalty 751.974209 = -39248.447794 nChanged 1 SP:Iteration 26F (92.151004 sec): 3 clusters Score: Raw -40000.528538 + Penalty 752.011160 = -39248.517378 nChanged 1 SP:Iteration 27Q (92.151868 sec): 3 clusters Score: Raw -40001.358093 + Penalty 751.123956 = -39250.234137 nChanged 1 SP:Iteration 28Q (92.152753 sec): 3 clusters Score: Raw -40001.777600 + Penalty 752.517139 = -39249.260461 nChanged 1 SP:Iteration 29F (92.153723 sec): 3 clusters Score: Raw -40002.010093 + Penalty 758.317607 = -39243.692487 nChanged 3 SP:Iteration 30F (92.154687 sec): 3 clusters Score: Raw -40003.548423 + Penalty 765.611591 = -39237.936832 nChanged 5 SP:Iteration 31F (92.155651 sec): 3 clusters Score: Raw -40006.524658 + Penalty 772.876651 = -39233.648007 nChanged 4 SP:Iteration 32F (92.156617 sec): 3 clusters Score: Raw -40008.154139 + Penalty 775.930154 = -39232.223985 nChanged 1 SP:Iteration 33F (92.157579 sec): 3 clusters Score: Raw -40009.285387 + Penalty 777.701188 = -39231.584199 nChanged 1 SP:Iteration 34F (92.158544 sec): 3 clusters Score: Raw -40009.342984 + Penalty 777.701188 = -39231.641796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.160068 sec): 2 clusters Score: Raw -36807.848827 + Penalty 899.354768 = -35908.494059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.161048 sec): 3 clusters Score: Raw -36737.157159 + Penalty 1795.745787 = -34941.411371 nChanged 89 SP:Iteration 1F (92.161999 sec): 3 clusters Score: Raw -36860.281023 + Penalty 1794.493468 = -35065.787555 nChanged 22 SP:Iteration 2F (92.162943 sec): 3 clusters Score: Raw -36899.399345 + Penalty 1792.887297 = -35106.512048 nChanged 16 SP:Iteration 3Q (92.163861 sec): 3 clusters Score: Raw -36924.823438 + Penalty 1791.435054 = -35133.388383 nChanged 6 SP:Iteration 4Q (92.164739 sec): 3 clusters Score: Raw -36932.656992 + Penalty 1790.899308 = -35141.757683 nChanged 2 SP:Iteration 5Q (92.165613 sec): 3 clusters Score: Raw -36936.030703 + Penalty 1790.807577 = -35145.223126 nChanged 2 SP:Iteration 6Q (92.166486 sec): 3 clusters Score: Raw -36938.040283 + Penalty 1790.376577 = -35147.663706 nChanged 3 SP:Iteration 7Q (92.167362 sec): 3 clusters Score: Raw -36946.821401 + Penalty 1789.522451 = -35157.298950 nChanged 4 SP:Iteration 8Q (92.168234 sec): 3 clusters Score: Raw -36950.816408 + Penalty 1788.700612 = -35162.115796 nChanged 4 SP:Iteration 9Q (92.169115 sec): 3 clusters Score: Raw -36959.835623 + Penalty 1788.764089 = -35171.071534 nChanged 5 SP:Iteration 10F (92.170033 sec): 3 clusters Score: Raw -36967.790473 + Penalty 1789.882627 = -35177.907847 nChanged 8 SP:Iteration 11Q (92.170964 sec): 3 clusters Score: Raw -36981.158240 + Penalty 1789.558800 = -35191.599439 nChanged 3 SP:Iteration 12Q (92.171872 sec): 3 clusters Score: Raw -36983.765917 + Penalty 1789.125666 = -35194.640251 nChanged 1 SP:Iteration 13Q (92.172777 sec): 3 clusters Score: Raw -36985.274057 + Penalty 1788.693257 = -35196.580800 nChanged 1 SP:Iteration 14Q (92.173681 sec): 3 clusters Score: Raw -36986.054756 + Penalty 1788.693257 = -35197.361499 nChanged 0 SP:Iteration 15F (92.174651 sec): 3 clusters Score: Raw -36986.054756 + Penalty 1788.693257 = -35197.361499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.175668 sec): 2 clusters Score: Raw -17919.616829 + Penalty 523.237439 = -17396.379390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.176253 sec): 3 clusters Score: Raw -17890.659258 + Penalty 1046.828878 = -16843.830380 nChanged 53 SP:Iteration 1F (92.176828 sec): 3 clusters Score: Raw -17952.870975 + Penalty 1046.871241 = -16905.999734 nChanged 8 SP:Iteration 2Q (92.177391 sec): 3 clusters Score: Raw -17963.797932 + Penalty 1046.563979 = -16917.233954 nChanged 7 SP:Iteration 3Q (92.177949 sec): 3 clusters Score: Raw -17975.151227 + Penalty 1045.845490 = -16929.305737 nChanged 5 SP:Iteration 4Q (92.178502 sec): 3 clusters Score: Raw -17980.291458 + Penalty 1046.573582 = -16933.717875 nChanged 3 SP:Iteration 5Q (92.179056 sec): 3 clusters Score: Raw -17982.855129 + Penalty 1048.439263 = -16934.415866 nChanged 3 SP:Iteration 6Q (92.179611 sec): 3 clusters Score: Raw -17984.379756 + Penalty 1046.055828 = -16938.323929 nChanged 3 SP:Iteration 7Q (92.180163 sec): 3 clusters Score: Raw -17989.014308 + Penalty 1044.341622 = -16944.672686 nChanged 2 SP:Iteration 8Q (92.180714 sec): 3 clusters Score: Raw -17992.962121 + Penalty 1044.341622 = -16948.620499 nChanged 0 SP:Iteration 9F (92.181283 sec): 3 clusters Score: Raw -17992.962121 + Penalty 1044.341622 = -16948.620499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.182379 sec): 2 clusters Score: Raw -21365.788243 + Penalty 165.280338 = -21200.507905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.183039 sec): 3 clusters Score: Raw -21244.325357 + Penalty 345.108660 = -20899.216697 nChanged 88 SP:Iteration 1F (92.183686 sec): 3 clusters Score: Raw -21334.169638 + Penalty 373.765523 = -20960.404115 nChanged 24 SP:Iteration 2F (92.184329 sec): 3 clusters Score: Raw -21356.299612 + Penalty 408.594455 = -20947.705158 nChanged 9 SP:Iteration 3F (92.184971 sec): 3 clusters Score: Raw -21364.499360 + Penalty 451.575558 = -20912.923802 nChanged 7 SP:Iteration 4F (92.185621 sec): 3 clusters Score: Raw -21377.715354 + Penalty 480.106192 = -20897.609161 nChanged 4 SP:Iteration 5F (92.186272 sec): 3 clusters Score: Raw -21384.102854 + Penalty 497.591588 = -20886.511265 nChanged 1 SP:Iteration 6F (92.186927 sec): 3 clusters Score: Raw -21384.653597 + Penalty 497.591588 = -20887.062009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.188046 sec): 2 clusters Score: Raw -10350.219954 + Penalty 696.677901 = -9653.542053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.188520 sec): 3 clusters Score: Raw -10467.974544 + Penalty 1391.391251 = -9076.583293 nChanged 19 SP:Iteration 1F (92.188988 sec): 3 clusters Score: Raw -10563.233407 + Penalty 1387.108079 = -9176.125328 nChanged 10 SP:Iteration 2F (92.189455 sec): 3 clusters Score: Raw -10660.851559 + Penalty 1381.668422 = -9279.183138 nChanged 6 SP:Iteration 3Q (92.189874 sec): 3 clusters Score: Raw -10730.055403 + Penalty 1377.080485 = -9352.974918 nChanged 2 SP:Iteration 4Q (92.190288 sec): 3 clusters Score: Raw -10743.731586 + Penalty 1374.497043 = -9369.234543 nChanged 1 SP:Iteration 5Q (92.190700 sec): 3 clusters Score: Raw -10749.996707 + Penalty 1374.497043 = -9375.499664 nChanged 0 SP:Iteration 6F (92.191166 sec): 3 clusters Score: Raw -10751.429142 + Penalty 1371.787467 = -9379.641676 nChanged 1 SP:Iteration 7Q (92.191578 sec): 3 clusters Score: Raw -10760.089403 + Penalty 1371.787467 = -9388.301937 nChanged 0 SP:Iteration 8F (92.192043 sec): 3 clusters Score: Raw -10760.089403 + Penalty 1371.787467 = -9388.301937 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.206361 sec): 2 clusters Score: Raw -255142.749174 + Penalty 580.616115 = -254562.133060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.211867 sec): 3 clusters Score: Raw -253456.937432 + Penalty 1157.015420 = -252299.922012 nChanged 1202 SP:Iteration 1F (92.217188 sec): 3 clusters Score: Raw -254191.266407 + Penalty 1158.016278 = -253033.250129 nChanged 369 SP:Iteration 2F (92.222385 sec): 3 clusters Score: Raw -254483.516963 + Penalty 1161.147785 = -253322.369178 nChanged 247 SP:Iteration 3F (92.227497 sec): 3 clusters Score: Raw -254668.565566 + Penalty 1163.898976 = -253504.666591 nChanged 154 SP:Iteration 4F (92.232899 sec): 3 clusters Score: Raw -254764.183004 + Penalty 1166.486332 = -253597.696672 nChanged 89 SP:Iteration 5Q (92.237921 sec): 3 clusters Score: Raw -254804.140515 + Penalty 1169.254023 = -253634.886492 nChanged 61 SP:Iteration 6Q (92.243048 sec): 3 clusters Score: Raw -254826.734423 + Penalty 1171.871507 = -253654.862916 nChanged 51 SP:Iteration 7Q (92.248544 sec): 3 clusters Score: Raw -254841.369012 + Penalty 1173.567315 = -253667.801697 nChanged 28 SP:Iteration 8Q (92.253605 sec): 3 clusters Score: Raw -254853.621385 + Penalty 1175.389472 = -253678.231913 nChanged 39 SP:Iteration 9Q (92.258612 sec): 3 clusters Score: Raw -254868.087730 + Penalty 1177.462105 = -253690.625625 nChanged 36 SP:Iteration 10F (92.263711 sec): 3 clusters Score: Raw -254879.283831 + Penalty 1179.909991 = -253699.373839 nChanged 42 SP:Iteration 11Q (92.268702 sec): 3 clusters Score: Raw -254892.090214 + Penalty 1183.100644 = -253708.989570 nChanged 39 SP:Iteration 12Q (92.273841 sec): 3 clusters Score: Raw -254904.138110 + Penalty 1185.768109 = -253718.370001 nChanged 34 SP:Iteration 13Q (92.279122 sec): 3 clusters Score: Raw -254917.867003 + Penalty 1188.514772 = -253729.352231 nChanged 35 SP:Iteration 14Q (92.284340 sec): 3 clusters Score: Raw -254935.065035 + Penalty 1190.212572 = -253744.852463 nChanged 35 SP:Iteration 15Q (92.289296 sec): 3 clusters Score: Raw -254950.293291 + Penalty 1192.542488 = -253757.750803 nChanged 29 SP:Iteration 16Q (92.294243 sec): 3 clusters Score: Raw -254961.508439 + Penalty 1196.568118 = -253764.940321 nChanged 34 SP:Iteration 17Q (92.299408 sec): 3 clusters Score: Raw -254975.888472 + Penalty 1200.543716 = -253775.344757 nChanged 31 SP:Iteration 18Q (92.304465 sec): 3 clusters Score: Raw -254990.242447 + Penalty 1206.090765 = -253784.151683 nChanged 40 SP:Iteration 19Q (92.309508 sec): 3 clusters Score: Raw -255010.747415 + Penalty 1211.752426 = -253798.994989 nChanged 42 SP:Iteration 20F (92.314934 sec): 3 clusters Score: Raw -255028.450517 + Penalty 1217.508245 = -253810.942272 nChanged 42 SP:Iteration 21Q (92.319776 sec): 3 clusters Score: Raw -255048.707842 + Penalty 1223.298591 = -253825.409251 nChanged 44 SP:Iteration 22Q (92.324580 sec): 3 clusters Score: Raw -255068.861953 + Penalty 1229.700325 = -253839.161628 nChanged 40 SP:Iteration 23Q (92.329385 sec): 3 clusters Score: Raw -255087.665887 + Penalty 1233.768973 = -253853.896914 nChanged 32 SP:Iteration 24Q (92.334130 sec): 3 clusters Score: Raw -255098.452189 + Penalty 1237.811625 = -253860.640564 nChanged 27 SP:Iteration 25Q (92.338858 sec): 3 clusters Score: Raw -255106.146465 + Penalty 1241.209981 = -253864.936484 nChanged 26 SP:Iteration 26Q (92.343649 sec): 3 clusters Score: Raw -255115.381581 + Penalty 1243.252828 = -253872.128753 nChanged 29 SP:Iteration 27Q (92.348695 sec): 3 clusters Score: Raw -255124.965289 + Penalty 1245.175144 = -253879.790145 nChanged 17 SP:Iteration 28Q (92.353799 sec): 3 clusters Score: Raw -255128.484684 + Penalty 1248.597887 = -253879.886797 nChanged 16 SP:Iteration 29Q (92.358610 sec): 3 clusters Score: Raw -255133.964639 + Penalty 1252.059322 = -253881.905316 nChanged 17 SP:Iteration 30F (92.363743 sec): 3 clusters Score: Raw -255140.210935 + Penalty 1255.164890 = -253885.046045 nChanged 19 SP:Iteration 31Q (92.368649 sec): 3 clusters Score: Raw -255146.046568 + Penalty 1257.163414 = -253888.883155 nChanged 12 SP:Iteration 32Q (92.373340 sec): 3 clusters Score: Raw -255149.287131 + Penalty 1259.541071 = -253889.746059 nChanged 13 SP:Iteration 33Q (92.378301 sec): 3 clusters Score: Raw -255152.426169 + Penalty 1261.938620 = -253890.487548 nChanged 10 SP:Iteration 34Q (92.383184 sec): 3 clusters Score: Raw -255153.991048 + Penalty 1263.205566 = -253890.785482 nChanged 8 SP:Iteration 35Q (92.387803 sec): 3 clusters Score: Raw -255154.994975 + Penalty 1265.272492 = -253889.722483 nChanged 9 SP:Iteration 36F (92.392940 sec): 3 clusters Score: Raw -255157.448804 + Penalty 1266.858817 = -253890.589987 nChanged 6 SP:Iteration 37Q (92.397567 sec): 3 clusters Score: Raw -255159.669178 + Penalty 1268.179474 = -253891.489704 nChanged 6 SP:Iteration 38Q (92.402265 sec): 3 clusters Score: Raw -255160.621109 + Penalty 1268.877696 = -253891.743413 nChanged 6 SP:Iteration 39Q (92.407179 sec): 3 clusters Score: Raw -255162.715036 + Penalty 1269.276971 = -253893.438065 nChanged 8 SP:Iteration 40F (92.412513 sec): 3 clusters Score: Raw -255164.293669 + Penalty 1270.906963 = -253893.386705 nChanged 7 SP:Iteration 41F (92.417883 sec): 3 clusters Score: Raw -255166.029800 + Penalty 1272.351118 = -253893.678682 nChanged 7 SP:Iteration 42Q (92.422487 sec): 3 clusters Score: Raw -255168.151822 + Penalty 1273.262812 = -253894.889010 nChanged 8 SP:Iteration 43Q (92.427004 sec): 3 clusters Score: Raw -255170.334912 + Penalty 1274.495079 = -253895.839833 nChanged 7 SP:Iteration 44Q (92.431653 sec): 3 clusters Score: Raw -255174.440365 + Penalty 1275.908043 = -253898.532322 nChanged 9 SP:Iteration 45Q (92.436168 sec): 3 clusters Score: Raw -255178.714297 + Penalty 1277.131537 = -253901.582760 nChanged 11 SP:Iteration 46Q (92.440695 sec): 3 clusters Score: Raw -255184.904845 + Penalty 1279.499352 = -253905.405493 nChanged 10 SP:Iteration 47Q (92.445362 sec): 3 clusters Score: Raw -255188.466387 + Penalty 1278.608704 = -253909.857683 nChanged 7 SP:Iteration 48Q (92.450091 sec): 3 clusters Score: Raw -255193.456291 + Penalty 1280.804514 = -253912.651777 nChanged 10 SP:Iteration 49Q (92.454644 sec): 3 clusters Score: Raw -255197.125302 + Penalty 1283.613708 = -253913.511594 nChanged 7 SP:Iteration 50F (92.459660 sec): 3 clusters Score: Raw -255200.507323 + Penalty 1286.855672 = -253913.651651 nChanged 11 SP:Iteration 51Q (92.464101 sec): 3 clusters Score: Raw -255204.492121 + Penalty 1287.640093 = -253916.852029 nChanged 4 SP:Iteration 52Q (92.468545 sec): 3 clusters Score: Raw -255205.041749 + Penalty 1287.661296 = -253917.380453 nChanged 2 SP:Iteration 53Q (92.473067 sec): 3 clusters Score: Raw -255205.607621 + Penalty 1287.865359 = -253917.742262 nChanged 2 SP:Iteration 54Q (92.477676 sec): 3 clusters Score: Raw -255205.759255 + Penalty 1288.485684 = -253917.273571 nChanged 2 SP:Iteration 55F (92.483048 sec): 3 clusters Score: Raw -255206.858981 + Penalty 1292.512084 = -253914.346897 nChanged 7 SP:Iteration 56F (92.488068 sec): 3 clusters Score: Raw -255209.756492 + Penalty 1294.589905 = -253915.166587 nChanged 8 SP:Iteration 57Q (92.492460 sec): 3 clusters Score: Raw -255212.245542 + Penalty 1295.212205 = -253917.033337 nChanged 4 SP:Iteration 58Q (92.496893 sec): 3 clusters Score: Raw -255212.868154 + Penalty 1295.666620 = -253917.201534 nChanged 4 SP:Iteration 59Q (92.501409 sec): 3 clusters Score: Raw -255213.151710 + Penalty 1295.750044 = -253917.401667 nChanged 2 SP:Iteration 60F (92.506690 sec): 3 clusters Score: Raw -255213.326915 + Penalty 1295.750044 = -253917.576872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.512767 sec): 2 clusters Score: Raw -19016.102759 + Penalty 559.368694 = -18456.734065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.513412 sec): 3 clusters Score: Raw -18968.673971 + Penalty 1125.510931 = -17843.163040 nChanged 56 SP:Iteration 1F (92.514013 sec): 3 clusters Score: Raw -19039.826581 + Penalty 1143.074802 = -17896.751780 nChanged 22 SP:Iteration 2F (92.514612 sec): 3 clusters Score: Raw -19083.564750 + Penalty 1156.162745 = -17927.402005 nChanged 11 SP:Iteration 3F (92.515211 sec): 3 clusters Score: Raw -19108.294032 + Penalty 1171.410750 = -17936.883282 nChanged 8 SP:Iteration 4Q (92.515797 sec): 3 clusters Score: Raw -19120.513384 + Penalty 1177.990145 = -17942.523238 nChanged 5 SP:Iteration 5Q (92.516354 sec): 3 clusters Score: Raw -19126.081908 + Penalty 1179.106754 = -17946.975153 nChanged 1 SP:Iteration 6Q (92.516917 sec): 3 clusters Score: Raw -19127.590804 + Penalty 1184.415238 = -17943.175566 nChanged 1 SP:Iteration 7F (92.517494 sec): 3 clusters Score: Raw -19131.308299 + Penalty 1182.521690 = -17948.786609 nChanged 1 SP:Iteration 8Q (92.518051 sec): 3 clusters Score: Raw -19140.478166 + Penalty 1187.062834 = -17953.415332 nChanged 1 SP:Iteration 9Q (92.518600 sec): 3 clusters Score: Raw -19141.258217 + Penalty 1187.062834 = -17954.195383 nChanged 0 SP:Iteration 10F (92.519180 sec): 3 clusters Score: Raw -19141.258217 + Penalty 1187.062834 = -17954.195383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.520943 sec): 2 clusters Score: Raw -41105.288356 + Penalty 277.779022 = -40827.509333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.521937 sec): 3 clusters Score: Raw -40844.339493 + Penalty 555.200192 = -40289.139301 nChanged 174 SP:Iteration 1F (92.522910 sec): 3 clusters Score: Raw -40945.015523 + Penalty 553.984610 = -40391.030913 nChanged 36 SP:Iteration 2F (92.523883 sec): 3 clusters Score: Raw -40966.590241 + Penalty 552.146494 = -40414.443747 nChanged 25 SP:Iteration 3F (92.524854 sec): 3 clusters Score: Raw -40982.550469 + Penalty 550.536727 = -40432.013742 nChanged 25 SP:Iteration 4F (92.525824 sec): 3 clusters Score: Raw -41003.123435 + Penalty 547.698285 = -40455.425150 nChanged 30 SP:Iteration 5F (92.526802 sec): 3 clusters Score: Raw -41035.396660 + Penalty 547.326679 = -40488.069981 nChanged 21 SP:Iteration 6Q (92.527793 sec): 3 clusters Score: Raw -41063.410955 + Penalty 549.017604 = -40514.393351 nChanged 16 SP:Iteration 7Q (92.528741 sec): 3 clusters Score: Raw -41080.820205 + Penalty 552.409985 = -40528.410220 nChanged 10 SP:Iteration 8Q (92.529657 sec): 3 clusters Score: Raw -41084.621247 + Penalty 551.483610 = -40533.137637 nChanged 7 SP:Iteration 9Q (92.530558 sec): 3 clusters Score: Raw -41086.607503 + Penalty 544.542102 = -40542.065401 nChanged 5 SP:Iteration 10F (92.531520 sec): 3 clusters Score: Raw -41087.721826 + Penalty 539.247172 = -40548.474654 nChanged 4 SP:Iteration 11Q (92.532410 sec): 3 clusters Score: Raw -41087.696994 + Penalty 539.641566 = -40548.055428 nChanged 2 SP:Iteration 12F (92.533373 sec): 3 clusters Score: Raw -41087.789480 + Penalty 542.059697 = -40545.729783 nChanged 1 SP:Iteration 13F (92.534335 sec): 3 clusters Score: Raw -41088.025657 + Penalty 542.059697 = -40545.965960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.536082 sec): 2 clusters Score: Raw -37051.510264 + Penalty 445.723222 = -36605.787042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.537111 sec): 3 clusters Score: Raw -36859.858621 + Penalty 891.464425 = -35968.394196 nChanged 162 SP:Iteration 1F (92.538130 sec): 3 clusters Score: Raw -37029.801260 + Penalty 888.499011 = -36141.302249 nChanged 50 SP:Iteration 2F (92.539144 sec): 3 clusters Score: Raw -37148.420638 + Penalty 885.849056 = -36262.571582 nChanged 31 SP:Iteration 3F (92.540159 sec): 3 clusters Score: Raw -37199.859821 + Penalty 883.719588 = -36316.140233 nChanged 20 SP:Iteration 4Q (92.541164 sec): 3 clusters Score: Raw -37248.731936 + Penalty 886.256575 = -36362.475361 nChanged 10 SP:Iteration 5Q (92.542116 sec): 3 clusters Score: Raw -37255.138715 + Penalty 887.177839 = -36367.960876 nChanged 3 SP:Iteration 6Q (92.543067 sec): 3 clusters Score: Raw -37255.919261 + Penalty 887.965459 = -36367.953802 nChanged 2 SP:Iteration 7F (92.544071 sec): 3 clusters Score: Raw -37256.784653 + Penalty 888.338716 = -36368.445937 nChanged 1 SP:Iteration 8Q (92.545067 sec): 3 clusters Score: Raw -37257.588026 + Penalty 889.191550 = -36368.396476 nChanged 2 SP:Iteration 9F (92.546122 sec): 3 clusters Score: Raw -37258.353421 + Penalty 890.046083 = -36368.307338 nChanged 2 SP:Iteration 10F (92.547176 sec): 3 clusters Score: Raw -37259.161835 + Penalty 890.496946 = -36368.664889 nChanged 1 SP:Iteration 11Q (92.548163 sec): 3 clusters Score: Raw -37259.681333 + Penalty 891.933026 = -36367.748306 nChanged 3 SP:Iteration 12F (92.549212 sec): 3 clusters Score: Raw -37260.952614 + Penalty 892.952742 = -36367.999872 nChanged 2 SP:Iteration 13Q (92.550173 sec): 3 clusters Score: Raw -37261.573039 + Penalty 894.626628 = -36366.946411 nChanged 3 SP:Iteration 14F (92.551179 sec): 3 clusters Score: Raw -37264.910983 + Penalty 899.040456 = -36365.870527 nChanged 8 SP:Iteration 15F (92.552191 sec): 3 clusters Score: Raw -37273.518279 + Penalty 906.938344 = -36366.579935 nChanged 12 SP:Iteration 16Q (92.553138 sec): 3 clusters Score: Raw -37286.208491 + Penalty 913.835951 = -36372.372540 nChanged 10 SP:Iteration 17Q (92.554070 sec): 3 clusters Score: Raw -37294.051353 + Penalty 923.111639 = -36370.939714 nChanged 10 SP:Iteration 18F (92.555075 sec): 3 clusters Score: Raw -37302.946032 + Penalty 930.772589 = -36372.173443 nChanged 7 SP:Iteration 19Q (92.555993 sec): 3 clusters Score: Raw -37310.620006 + Penalty 935.276804 = -36375.343202 nChanged 5 SP:Iteration 20F (92.557000 sec): 3 clusters Score: Raw -37318.746115 + Penalty 941.852230 = -36376.893886 nChanged 8 SP:Iteration 21Q (92.557911 sec): 3 clusters Score: Raw -37327.562196 + Penalty 944.639702 = -36382.922495 nChanged 4 SP:Iteration 22Q (92.558814 sec): 3 clusters Score: Raw -37337.787236 + Penalty 950.532261 = -36387.254975 nChanged 5 SP:Iteration 23Q (92.559708 sec): 3 clusters Score: Raw -37344.956266 + Penalty 956.872234 = -36388.084033 nChanged 4 SP:Iteration 24Q (92.560593 sec): 3 clusters Score: Raw -37346.627918 + Penalty 959.701870 = -36386.926049 nChanged 2 SP:Iteration 25F (92.561596 sec): 3 clusters Score: Raw -37347.789701 + Penalty 962.703184 = -36385.086517 nChanged 2 SP:Iteration 26F (92.562598 sec): 3 clusters Score: Raw -37348.895628 + Penalty 962.910382 = -36385.985245 nChanged 2 SP:Iteration 27Q (92.563481 sec): 3 clusters Score: Raw -37351.982629 + Penalty 968.540911 = -36383.441718 nChanged 4 SP:Iteration 28F (92.564485 sec): 3 clusters Score: Raw -37355.749173 + Penalty 978.481107 = -36377.268066 nChanged 7 SP:Iteration 29F (92.565487 sec): 3 clusters Score: Raw -37367.455563 + Penalty 987.101121 = -36380.354442 nChanged 6 SP:Iteration 30F (92.566488 sec): 3 clusters Score: Raw -37374.274161 + Penalty 987.101121 = -36387.173040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.572775 sec): 2 clusters Score: Raw -114190.554296 + Penalty 845.222091 = -113345.332205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.575140 sec): 3 clusters Score: Raw -113640.814053 + Penalty 1688.602507 = -111952.211546 nChanged 436 SP:Iteration 1F (92.577512 sec): 3 clusters Score: Raw -113922.282669 + Penalty 1689.153030 = -112233.129639 nChanged 111 SP:Iteration 2F (92.580014 sec): 3 clusters Score: Raw -114001.864496 + Penalty 1690.587684 = -112311.276812 nChanged 58 SP:Iteration 3Q (92.582405 sec): 3 clusters Score: Raw -114048.412640 + Penalty 1691.925456 = -112356.487184 nChanged 44 SP:Iteration 4Q (92.584657 sec): 3 clusters Score: Raw -114078.045295 + Penalty 1693.430116 = -112384.615178 nChanged 38 SP:Iteration 5Q (92.586939 sec): 3 clusters Score: Raw -114102.548876 + Penalty 1695.075913 = -112407.472963 nChanged 33 SP:Iteration 6Q (92.589181 sec): 3 clusters Score: Raw -114124.631389 + Penalty 1697.256884 = -112427.374505 nChanged 24 SP:Iteration 7Q (92.591419 sec): 3 clusters Score: Raw -114142.027197 + Penalty 1697.552768 = -112444.474429 nChanged 24 SP:Iteration 8Q (92.593652 sec): 3 clusters Score: Raw -114163.465630 + Penalty 1700.491836 = -112462.973794 nChanged 31 SP:Iteration 9Q (92.595897 sec): 3 clusters Score: Raw -114181.609440 + Penalty 1704.262517 = -112477.346923 nChanged 24 SP:Iteration 10F (92.598159 sec): 3 clusters Score: Raw -114201.676573 + Penalty 1707.134990 = -112494.541584 nChanged 23 SP:Iteration 11Q (92.600384 sec): 3 clusters Score: Raw -114226.213656 + Penalty 1711.362029 = -112514.851627 nChanged 25 SP:Iteration 12Q (92.602606 sec): 3 clusters Score: Raw -114253.185538 + Penalty 1715.116313 = -112538.069225 nChanged 26 SP:Iteration 13Q (92.604914 sec): 3 clusters Score: Raw -114276.079253 + Penalty 1719.803110 = -112556.276143 nChanged 22 SP:Iteration 14Q (92.607179 sec): 3 clusters Score: Raw -114294.366720 + Penalty 1722.136351 = -112572.230370 nChanged 16 SP:Iteration 15Q (92.609562 sec): 3 clusters Score: Raw -114304.494695 + Penalty 1721.832772 = -112582.661923 nChanged 10 SP:Iteration 16Q (92.611944 sec): 3 clusters Score: Raw -114307.542930 + Penalty 1722.739092 = -112584.803838 nChanged 3 SP:Iteration 17Q (92.614350 sec): 3 clusters Score: Raw -114310.385488 + Penalty 1724.027197 = -112586.358291 nChanged 4 SP:Iteration 18Q (92.616633 sec): 3 clusters Score: Raw -114315.415668 + Penalty 1725.316465 = -112590.099203 nChanged 10 SP:Iteration 19Q (92.618822 sec): 3 clusters Score: Raw -114323.051035 + Penalty 1726.198835 = -112596.852200 nChanged 5 SP:Iteration 20F (92.621114 sec): 3 clusters Score: Raw -114326.091136 + Penalty 1727.382690 = -112598.708447 nChanged 5 SP:Iteration 21Q (92.623347 sec): 3 clusters Score: Raw -114331.464607 + Penalty 1728.411087 = -112603.053520 nChanged 7 SP:Iteration 22Q (92.625529 sec): 3 clusters Score: Raw -114338.403207 + Penalty 1729.805260 = -112608.597947 nChanged 5 SP:Iteration 23Q (92.627751 sec): 3 clusters Score: Raw -114343.259079 + Penalty 1730.723631 = -112612.535448 nChanged 5 SP:Iteration 24Q (92.630101 sec): 3 clusters Score: Raw -114348.561060 + Penalty 1731.497073 = -112617.063987 nChanged 4 SP:Iteration 25Q (92.632389 sec): 3 clusters Score: Raw -114350.548545 + Penalty 1731.680682 = -112618.867863 nChanged 3 SP:Iteration 26Q (92.634562 sec): 3 clusters Score: Raw -114351.155518 + Penalty 1732.029238 = -112619.126280 nChanged 1 SP:Iteration 27Q (92.636733 sec): 3 clusters Score: Raw -114351.319622 + Penalty 1732.029238 = -112619.290384 nChanged 0 SP:Iteration 28F (92.639017 sec): 3 clusters Score: Raw -114351.319622 + Penalty 1732.029238 = -112619.290384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.641522 sec): 2 clusters Score: Raw -29989.509378 + Penalty 879.694760 = -29109.814618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.642303 sec): 3 clusters Score: Raw -29931.290035 + Penalty 1760.937617 = -28170.352418 nChanged 69 SP:Iteration 1F (92.643095 sec): 3 clusters Score: Raw -30038.562180 + Penalty 1761.479671 = -28277.082509 nChanged 19 SP:Iteration 2F (92.643881 sec): 3 clusters Score: Raw -30078.073738 + Penalty 1762.142415 = -28315.931322 nChanged 12 SP:Iteration 3Q (92.644646 sec): 3 clusters Score: Raw -30104.252821 + Penalty 1762.313331 = -28341.939490 nChanged 5 SP:Iteration 4Q (92.645403 sec): 3 clusters Score: Raw -30122.692394 + Penalty 1762.509095 = -28360.183299 nChanged 5 SP:Iteration 5Q (92.646156 sec): 3 clusters Score: Raw -30129.634872 + Penalty 1762.829817 = -28366.805055 nChanged 2 SP:Iteration 6Q (92.646910 sec): 3 clusters Score: Raw -30134.129514 + Penalty 1763.420539 = -28370.708976 nChanged 2 SP:Iteration 7Q (92.647694 sec): 3 clusters Score: Raw -30137.674546 + Penalty 1764.636177 = -28373.038370 nChanged 4 SP:Iteration 8Q (92.648444 sec): 3 clusters Score: Raw -30147.369255 + Penalty 1765.492918 = -28381.876337 nChanged 3 SP:Iteration 9Q (92.649190 sec): 3 clusters Score: Raw -30154.388546 + Penalty 1765.851758 = -28388.536788 nChanged 2 SP:Iteration 10F (92.649973 sec): 3 clusters Score: Raw -30157.493500 + Penalty 1767.081727 = -28390.411774 nChanged 2 SP:Iteration 11Q (92.650714 sec): 3 clusters Score: Raw -30161.902430 + Penalty 1767.081727 = -28394.820704 nChanged 0 SP:Iteration 12F (92.651499 sec): 3 clusters Score: Raw -30161.902430 + Penalty 1767.081727 = -28394.820704 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 33 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.654720 sec): 2 clusters Score: Raw -53146.238927 + Penalty 825.642082 = -52320.596846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.656025 sec): 3 clusters Score: Raw -52892.855724 + Penalty 1659.774866 = -51233.080858 nChanged 144 SP:Iteration 1F (92.657310 sec): 3 clusters Score: Raw -53019.436274 + Penalty 1665.946220 = -51353.490054 nChanged 56 SP:Iteration 2F (92.658532 sec): 3 clusters Score: Raw -53088.984061 + Penalty 1668.696237 = -51420.287825 nChanged 33 SP:Iteration 3F (92.659746 sec): 3 clusters Score: Raw -53129.813746 + Penalty 1674.838144 = -51454.975603 nChanged 26 SP:Iteration 4Q (92.660961 sec): 3 clusters Score: Raw -53167.800652 + Penalty 1677.398769 = -51490.401883 nChanged 18 SP:Iteration 5Q (92.662151 sec): 3 clusters Score: Raw -53195.062090 + Penalty 1677.288398 = -51517.773692 nChanged 12 SP:Iteration 6Q (92.663320 sec): 3 clusters Score: Raw -53212.485635 + Penalty 1677.036946 = -51535.448689 nChanged 8 SP:Iteration 7Q (92.664470 sec): 3 clusters Score: Raw -53226.107414 + Penalty 1672.938897 = -51553.168517 nChanged 5 SP:Iteration 8Q (92.665595 sec): 3 clusters Score: Raw -53232.199389 + Penalty 1669.597879 = -51562.601510 nChanged 4 SP:Iteration 9Q (92.666757 sec): 3 clusters Score: Raw -53235.073043 + Penalty 1668.005290 = -51567.067754 nChanged 1 SP:Iteration 10F (92.668023 sec): 3 clusters Score: Raw -53235.285325 + Penalty 1668.005290 = -51567.280036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.672096 sec): 2 clusters Score: Raw -100870.951759 + Penalty 687.433039 = -100183.518720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.674423 sec): 3 clusters Score: Raw -100399.469255 + Penalty 1388.918453 = -99010.550802 nChanged 384 SP:Iteration 1F (92.676620 sec): 3 clusters Score: Raw -100707.912935 + Penalty 1406.305114 = -99301.607821 nChanged 108 SP:Iteration 2F (92.678837 sec): 3 clusters Score: Raw -100807.204369 + Penalty 1429.319768 = -99377.884601 nChanged 70 SP:Iteration 3F (92.681085 sec): 3 clusters Score: Raw -100869.622033 + Penalty 1444.456306 = -99425.165726 nChanged 52 SP:Iteration 4Q (92.683153 sec): 3 clusters Score: Raw -100915.488294 + Penalty 1462.175829 = -99453.312465 nChanged 35 SP:Iteration 5Q (92.685212 sec): 3 clusters Score: Raw -100943.150074 + Penalty 1473.649562 = -99469.500512 nChanged 24 SP:Iteration 6Q (92.687291 sec): 3 clusters Score: Raw -100960.568417 + Penalty 1485.614676 = -99474.953741 nChanged 16 SP:Iteration 7Q (92.689317 sec): 3 clusters Score: Raw -100983.531274 + Penalty 1497.562167 = -99485.969107 nChanged 15 SP:Iteration 8Q (92.691301 sec): 3 clusters Score: Raw -101001.547273 + Penalty 1503.955596 = -99497.591677 nChanged 6 SP:Iteration 9Q (92.693249 sec): 3 clusters Score: Raw -101007.375823 + Penalty 1506.002010 = -99501.373813 nChanged 3 SP:Iteration 10F (92.695315 sec): 3 clusters Score: Raw -101009.801941 + Penalty 1506.951707 = -99502.850234 nChanged 1 SP:Iteration 11Q (92.697334 sec): 3 clusters Score: Raw -101015.869003 + Penalty 1510.379457 = -99505.489546 nChanged 4 SP:Iteration 12Q (92.699315 sec): 3 clusters Score: Raw -101019.479367 + Penalty 1510.929632 = -99508.549736 nChanged 1 SP:Iteration 13Q (92.701252 sec): 3 clusters Score: Raw -101019.759455 + Penalty 1510.929632 = -99508.829823 nChanged 0 SP:Iteration 14F (92.703289 sec): 3 clusters Score: Raw -101019.759455 + Penalty 1510.929632 = -99508.829823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 56 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.706198 sec): 2 clusters Score: Raw -75439.242149 + Penalty 525.899372 = -74913.342776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.707996 sec): 3 clusters Score: Raw -75040.135254 + Penalty 1031.654305 = -74008.480948 nChanged 302 SP:Iteration 1F (92.709752 sec): 3 clusters Score: Raw -75275.268041 + Penalty 1016.752105 = -74258.515936 nChanged 85 SP:Iteration 2F (92.711514 sec): 3 clusters Score: Raw -75361.140139 + Penalty 1009.193226 = -74351.946913 nChanged 59 SP:Iteration 3F (92.713281 sec): 3 clusters Score: Raw -75416.508436 + Penalty 996.637381 = -74419.871056 nChanged 39 SP:Iteration 4Q (92.715003 sec): 3 clusters Score: Raw -75445.167870 + Penalty 987.972172 = -74457.195698 nChanged 22 SP:Iteration 5Q (92.716754 sec): 3 clusters Score: Raw -75461.686551 + Penalty 986.103307 = -74475.583245 nChanged 17 SP:Iteration 6Q (92.718435 sec): 3 clusters Score: Raw -75470.900310 + Penalty 990.886230 = -74480.014080 nChanged 12 SP:Iteration 7Q (92.720056 sec): 3 clusters Score: Raw -75477.276034 + Penalty 993.500900 = -74483.775134 nChanged 6 SP:Iteration 8Q (92.721710 sec): 3 clusters Score: Raw -75479.837741 + Penalty 993.286297 = -74486.551444 nChanged 3 SP:Iteration 9Q (92.723356 sec): 3 clusters Score: Raw -75481.086115 + Penalty 991.963684 = -74489.122431 nChanged 1 SP:Iteration 10F (92.724978 sec): 3 clusters Score: Raw -75482.054859 + Penalty 993.151193 = -74488.903666 nChanged 2 SP:Iteration 11F (92.726604 sec): 3 clusters Score: Raw -75482.816454 + Penalty 994.583631 = -74488.232823 nChanged 5 SP:Iteration 12F (92.728308 sec): 3 clusters Score: Raw -75486.837569 + Penalty 995.053316 = -74491.784253 nChanged 5 SP:Iteration 13Q (92.729957 sec): 3 clusters Score: Raw -75489.502587 + Penalty 997.281357 = -74492.221230 nChanged 3 SP:Iteration 14Q (92.731702 sec): 3 clusters Score: Raw -75492.037142 + Penalty 999.172263 = -74492.864879 nChanged 2 SP:Iteration 15Q (92.733432 sec): 3 clusters Score: Raw -75493.544894 + Penalty 1004.604094 = -74488.940800 nChanged 3 SP:Iteration 16F (92.735050 sec): 3 clusters Score: Raw -75494.129482 + Penalty 1007.282396 = -74486.847086 nChanged 2 SP:Iteration 17F (92.736678 sec): 3 clusters Score: Raw -75494.717980 + Penalty 1005.967207 = -74488.750773 nChanged 2 SP:Iteration 18Q (92.738291 sec): 3 clusters Score: Raw -75495.890531 + Penalty 1003.145198 = -74492.745333 nChanged 1 SP:Iteration 19Q (92.739941 sec): 3 clusters Score: Raw -75497.009272 + Penalty 1003.756883 = -74493.252389 nChanged 2 SP:Iteration 20F (92.741695 sec): 3 clusters Score: Raw -75497.937440 + Penalty 1004.662918 = -74493.274522 nChanged 1 SP:Iteration 21Q (92.743425 sec): 3 clusters Score: Raw -75499.107963 + Penalty 1003.345801 = -74495.762163 nChanged 1 SP:Iteration 22Q (92.745180 sec): 3 clusters Score: Raw -75499.762275 + Penalty 1003.345801 = -74496.416474 nChanged 0 SP:Iteration 23F (92.746977 sec): 3 clusters Score: Raw -75499.762275 + Penalty 1003.345801 = -74496.416474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.748249 sec): 2 clusters Score: Raw -24096.173521 + Penalty 864.158632 = -23232.014889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.748983 sec): 3 clusters Score: Raw -24139.492515 + Penalty 1725.266582 = -22414.225934 nChanged 56 SP:Iteration 1F (92.749750 sec): 3 clusters Score: Raw -24283.136942 + Penalty 1724.622529 = -22558.514413 nChanged 17 SP:Iteration 2F (92.750493 sec): 3 clusters Score: Raw -24332.164152 + Penalty 1725.144477 = -22607.019676 nChanged 9 SP:Iteration 3Q (92.751178 sec): 3 clusters Score: Raw -24359.131304 + Penalty 1726.311831 = -22632.819472 nChanged 8 SP:Iteration 4Q (92.751858 sec): 3 clusters Score: Raw -24397.617815 + Penalty 1726.672451 = -22670.945364 nChanged 3 SP:Iteration 5Q (92.752531 sec): 3 clusters Score: Raw -24408.588411 + Penalty 1726.672451 = -22681.915960 nChanged 0 SP:Iteration 6F (92.753270 sec): 3 clusters Score: Raw -24408.588411 + Penalty 1726.672451 = -22681.915960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.754859 sec): 2 clusters Score: Raw -38533.199711 + Penalty 872.117253 = -37661.082458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.755837 sec): 3 clusters Score: Raw -38439.161451 + Penalty 1746.665086 = -36692.496365 nChanged 112 SP:Iteration 1F (92.756814 sec): 3 clusters Score: Raw -38573.991632 + Penalty 1743.432210 = -36830.559422 nChanged 27 SP:Iteration 2F (92.757783 sec): 3 clusters Score: Raw -38613.254404 + Penalty 1739.666337 = -36873.588067 nChanged 11 SP:Iteration 3Q (92.758706 sec): 3 clusters Score: Raw -38627.781065 + Penalty 1737.727918 = -36890.053147 nChanged 7 SP:Iteration 4Q (92.759628 sec): 3 clusters Score: Raw -38636.540164 + Penalty 1737.615236 = -36898.924928 nChanged 4 SP:Iteration 5Q (92.760527 sec): 3 clusters Score: Raw -38641.123481 + Penalty 1735.956643 = -36905.166838 nChanged 3 SP:Iteration 6Q (92.761444 sec): 3 clusters Score: Raw -38643.421952 + Penalty 1735.170586 = -36908.251366 nChanged 1 SP:Iteration 7Q (92.762379 sec): 3 clusters Score: Raw -38644.156148 + Penalty 1733.847610 = -36910.308538 nChanged 2 SP:Iteration 8Q (92.763317 sec): 3 clusters Score: Raw -38647.124307 + Penalty 1732.558348 = -36914.565960 nChanged 2 SP:Iteration 9Q (92.764251 sec): 3 clusters Score: Raw -38650.650370 + Penalty 1731.819541 = -36918.830829 nChanged 1 SP:Iteration 10F (92.765211 sec): 3 clusters Score: Raw -38652.617308 + Penalty 1731.446331 = -36921.170977 nChanged 1 SP:Iteration 11Q (92.766128 sec): 3 clusters Score: Raw -38653.282796 + Penalty 1730.546576 = -36922.736221 nChanged 1 SP:Iteration 12Q (92.767028 sec): 3 clusters Score: Raw -38654.762789 + Penalty 1730.546576 = -36924.216213 nChanged 0 SP:Iteration 13F (92.767949 sec): 3 clusters Score: Raw -38654.762789 + Penalty 1730.546576 = -36924.216213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.769382 sec): 2 clusters Score: Raw -30061.666057 + Penalty 892.347100 = -29169.318958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.770196 sec): 3 clusters Score: Raw -30015.252189 + Penalty 1784.606413 = -28230.645777 nChanged 72 SP:Iteration 1F (92.770995 sec): 3 clusters Score: Raw -30106.059555 + Penalty 1784.441297 = -28321.618258 nChanged 10 SP:Iteration 2Q (92.771777 sec): 3 clusters Score: Raw -30118.872527 + Penalty 1784.366697 = -28334.505830 nChanged 1 SP:Iteration 3Q (92.772556 sec): 3 clusters Score: Raw -30119.797908 + Penalty 1784.173167 = -28335.624741 nChanged 3 SP:Iteration 4Q (92.773336 sec): 3 clusters Score: Raw -30127.691895 + Penalty 1784.225837 = -28343.466058 nChanged 5 SP:Iteration 5Q (92.774113 sec): 3 clusters Score: Raw -30133.470588 + Penalty 1784.171413 = -28349.299175 nChanged 3 SP:Iteration 6Q (92.774887 sec): 3 clusters Score: Raw -30142.235228 + Penalty 1784.452199 = -28357.783028 nChanged 3 SP:Iteration 7Q (92.775662 sec): 3 clusters Score: Raw -30151.651424 + Penalty 1784.624150 = -28367.027274 nChanged 4 SP:Iteration 8Q (92.776432 sec): 3 clusters Score: Raw -30167.872701 + Penalty 1785.010547 = -28382.862154 nChanged 10 SP:Iteration 9Q (92.777295 sec): 3 clusters Score: Raw -30181.227882 + Penalty 1785.075927 = -28396.151955 nChanged 10 SP:Iteration 10F (92.778125 sec): 3 clusters Score: Raw -30196.108052 + Penalty 1786.198098 = -28409.909954 nChanged 8 SP:Iteration 11Q (92.778932 sec): 3 clusters Score: Raw -30216.178496 + Penalty 1786.954020 = -28429.224477 nChanged 3 SP:Iteration 12Q (92.779723 sec): 3 clusters Score: Raw -30231.949992 + Penalty 1786.610831 = -28445.339161 nChanged 6 SP:Iteration 13Q (92.780485 sec): 3 clusters Score: Raw -30257.132910 + Penalty 1786.138315 = -28470.994595 nChanged 8 SP:Iteration 14Q (92.781264 sec): 3 clusters Score: Raw -30273.098557 + Penalty 1786.192774 = -28486.905783 nChanged 6 SP:Iteration 15Q (92.782044 sec): 3 clusters Score: Raw -30292.077479 + Penalty 1786.155209 = -28505.922270 nChanged 5 SP:Iteration 16Q (92.782841 sec): 3 clusters Score: Raw -30306.409560 + Penalty 1787.609626 = -28518.799935 nChanged 5 SP:Iteration 17Q (92.783613 sec): 3 clusters Score: Raw -30321.568335 + Penalty 1787.096516 = -28534.471819 nChanged 1 SP:Iteration 18Q (92.784381 sec): 3 clusters Score: Raw -30342.572032 + Penalty 1785.748272 = -28556.823760 nChanged 2 SP:Iteration 19Q (92.785145 sec): 3 clusters Score: Raw -30362.483019 + Penalty 1785.842175 = -28576.640845 nChanged 3 SP:Iteration 20F (92.785959 sec): 3 clusters Score: Raw -30369.903670 + Penalty 1785.864850 = -28584.038820 nChanged 1 SP:Iteration 21Q (92.786700 sec): 3 clusters Score: Raw -30371.837271 + Penalty 1785.864850 = -28585.972421 nChanged 0 SP:Iteration 22F (92.787495 sec): 3 clusters Score: Raw -30371.837271 + Penalty 1785.864850 = -28585.972421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.788036 sec): 2 clusters Score: Raw -1735.538657 + Penalty 47.650606 = -1687.888051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.788294 sec): 3 clusters Score: Raw -1755.877656 + Penalty 99.441440 = -1656.436216 nChanged 5 SP:Iteration 1F (92.788553 sec): 3 clusters Score: Raw -1770.597460 + Penalty 95.301213 = -1675.296247 nChanged 2 SP:Iteration 2F (92.788803 sec): 3 clusters Score: Raw -1773.464946 + Penalty 95.301213 = -1678.163733 nChanged 2 SP:Iteration 3F (92.789053 sec): 3 clusters Score: Raw -1778.938259 + Penalty 96.883697 = -1682.054562 nChanged 1 SP:Iteration 4Q (92.789295 sec): 3 clusters Score: Raw -1779.773032 + Penalty 96.883697 = -1682.889336 nChanged 0 SP:Iteration 5F (92.789543 sec): 3 clusters Score: Raw -1779.773032 + Penalty 96.883697 = -1682.889336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.790734 sec): 2 clusters Score: Raw -22944.140265 + Penalty 380.136755 = -22564.003509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.791447 sec): 3 clusters Score: Raw -22824.978357 + Penalty 761.813124 = -22063.165233 nChanged 76 SP:Iteration 1F (92.792142 sec): 3 clusters Score: Raw -22901.979027 + Penalty 767.261611 = -22134.717415 nChanged 45 SP:Iteration 2F (92.792865 sec): 3 clusters Score: Raw -22959.573867 + Penalty 771.479745 = -22188.094122 nChanged 17 SP:Iteration 3F (92.793563 sec): 3 clusters Score: Raw -22978.932966 + Penalty 773.959537 = -22204.973428 nChanged 11 SP:Iteration 4Q (92.794242 sec): 3 clusters Score: Raw -22999.472452 + Penalty 775.602987 = -22223.869465 nChanged 3 SP:Iteration 5Q (92.794910 sec): 3 clusters Score: Raw -23002.345106 + Penalty 775.602987 = -22226.742119 nChanged 0 SP:Iteration 6F (92.795607 sec): 3 clusters Score: Raw -23002.345106 + Penalty 775.602987 = -22226.742119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.796844 sec): 2 clusters Score: Raw -23375.401443 + Penalty 384.810061 = -22990.591382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.797611 sec): 3 clusters Score: Raw -23271.594842 + Penalty 764.754539 = -22506.840303 nChanged 85 SP:Iteration 1F (92.798334 sec): 3 clusters Score: Raw -23423.234495 + Penalty 749.946065 = -22673.288429 nChanged 39 SP:Iteration 2F (92.799056 sec): 3 clusters Score: Raw -23487.187168 + Penalty 745.993930 = -22741.193238 nChanged 16 SP:Iteration 3F (92.799778 sec): 3 clusters Score: Raw -23508.185870 + Penalty 745.809366 = -22762.376504 nChanged 12 SP:Iteration 4Q (92.800468 sec): 3 clusters Score: Raw -23523.086044 + Penalty 742.686924 = -22780.399121 nChanged 8 SP:Iteration 5Q (92.801154 sec): 3 clusters Score: Raw -23538.969651 + Penalty 745.533527 = -22793.436124 nChanged 6 SP:Iteration 6Q (92.801835 sec): 3 clusters Score: Raw -23545.955479 + Penalty 749.449075 = -22796.506404 nChanged 3 SP:Iteration 7Q (92.802514 sec): 3 clusters Score: Raw -23549.185265 + Penalty 754.065474 = -22795.119792 nChanged 3 SP:Iteration 8F (92.803235 sec): 3 clusters Score: Raw -23550.912698 + Penalty 754.065474 = -22796.847224 nChanged 0 Deleting Class 12 (23 points): Lose 870.016026 but Gain 896.396658 Iteration 238F (93.282746 sec): 32 clusters Score: Raw -2447451.110905 + Penalty 26726.261528 = -2420724.849377 nChanged 24 Iteration 239F (93.746770 sec): 32 clusters Score: Raw -2447735.257157 + Penalty 26760.674344 = -2420974.582813 nChanged 9 Iteration 240F (94.206566 sec): 32 clusters Score: Raw -2447846.005266 + Penalty 26799.140438 = -2421046.864828 nChanged 4 Iteration 241Q (94.296582 sec): 32 clusters Score: Raw -2447944.010853 + Penalty 26799.140438 = -2421144.870415 nChanged 0 Iteration 242F (94.756323 sec): 32 clusters Score: Raw -2447954.548096 + Penalty 26810.248370 = -2421144.299726 nChanged 1 Iteration 243F (95.208995 sec): 32 clusters Score: Raw -2447984.925248 + Penalty 26810.248370 = -2421174.676878 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.27 GB. Compute initial score before splitting: Score: Raw -2447984.925248 + Penalty 26810.248370 = -2421174.676878Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 1 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.270221 sec): 2 clusters Score: Raw -98884.030938 + Penalty 237.865155 = -98646.165783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.272544 sec): 3 clusters Score: Raw -98245.017162 + Penalty 476.842101 = -97768.175061 nChanged 457 SP:Iteration 1F (95.274738 sec): 3 clusters Score: Raw -98499.749267 + Penalty 480.941781 = -98018.807486 nChanged 110 SP:Iteration 2F (95.276867 sec): 3 clusters Score: Raw -98582.649827 + Penalty 485.795761 = -98096.854066 nChanged 114 SP:Iteration 3F (95.278999 sec): 3 clusters Score: Raw -98690.984896 + Penalty 492.537770 = -98198.447126 nChanged 101 SP:Iteration 4F (95.281137 sec): 3 clusters Score: Raw -98792.452599 + Penalty 499.337934 = -98293.114665 nChanged 62 SP:Iteration 5F (95.283490 sec): 3 clusters Score: Raw -98855.666966 + Penalty 505.789466 = -98349.877500 nChanged 19 SP:Iteration 6Q (95.285789 sec): 3 clusters Score: Raw -98879.540205 + Penalty 505.210746 = -98374.329458 nChanged 10 SP:Iteration 7Q (95.287733 sec): 3 clusters Score: Raw -98891.857069 + Penalty 514.389277 = -98377.467792 nChanged 14 SP:Iteration 8Q (95.289786 sec): 3 clusters Score: Raw -98904.732418 + Penalty 501.889625 = -98402.842793 nChanged 3 SP:Iteration 9Q (95.291739 sec): 3 clusters Score: Raw -98912.558132 + Penalty 502.534580 = -98410.023552 nChanged 1 SP:Iteration 10F (95.293933 sec): 3 clusters Score: Raw -98913.272033 + Penalty 502.534580 = -98410.737453 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 2 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.300801 sec): 2 clusters Score: Raw -178250.927174 + Penalty 403.682304 = -177847.244870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.304641 sec): 3 clusters Score: Raw -177079.046997 + Penalty 808.097684 = -176270.949313 nChanged 853 SP:Iteration 1F (95.308432 sec): 3 clusters Score: Raw -177636.319883 + Penalty 808.685683 = -176827.634200 nChanged 168 SP:Iteration 2F (95.312153 sec): 3 clusters Score: Raw -177750.127139 + Penalty 809.710321 = -176940.416818 nChanged 136 SP:Iteration 3F (95.315963 sec): 3 clusters Score: Raw -177848.844144 + Penalty 813.237383 = -177035.606761 nChanged 127 SP:Iteration 4F (95.319981 sec): 3 clusters Score: Raw -177936.592998 + Penalty 817.049655 = -177119.543343 nChanged 99 SP:Iteration 5Q (95.323627 sec): 3 clusters Score: Raw -178001.237256 + Penalty 820.994126 = -177180.243130 nChanged 80 SP:Iteration 6Q (95.327400 sec): 3 clusters Score: Raw -178047.963520 + Penalty 825.846026 = -177222.117494 nChanged 63 SP:Iteration 7Q (95.331110 sec): 3 clusters Score: Raw -178082.622400 + Penalty 833.065173 = -177249.557228 nChanged 59 SP:Iteration 8Q (95.334705 sec): 3 clusters Score: Raw -178120.471288 + Penalty 846.162759 = -177274.308530 nChanged 61 SP:Iteration 9Q (95.338224 sec): 3 clusters Score: Raw -178163.519776 + Penalty 859.636766 = -177303.883009 nChanged 55 SP:Iteration 10F (95.341929 sec): 3 clusters Score: Raw -178193.533573 + Penalty 872.982220 = -177320.551354 nChanged 50 SP:Iteration 11Q (95.345519 sec): 3 clusters Score: Raw -178227.591924 + Penalty 886.828604 = -177340.763319 nChanged 48 SP:Iteration 12Q (95.349076 sec): 3 clusters Score: Raw -178265.544960 + Penalty 902.363382 = -177363.181578 nChanged 43 SP:Iteration 13Q (95.352738 sec): 3 clusters Score: Raw -178296.257245 + Penalty 917.319474 = -177378.937772 nChanged 27 SP:Iteration 14Q (95.356108 sec): 3 clusters Score: Raw -178317.018718 + Penalty 925.292977 = -177391.725741 nChanged 20 SP:Iteration 15Q (95.359581 sec): 3 clusters Score: Raw -178332.242690 + Penalty 930.546151 = -177401.696539 nChanged 13 SP:Iteration 16Q (95.362946 sec): 3 clusters Score: Raw -178336.983200 + Penalty 932.289911 = -177404.693289 nChanged 12 SP:Iteration 17Q (95.366126 sec): 3 clusters Score: Raw -178341.695334 + Penalty 932.514242 = -177409.181093 nChanged 12 SP:Iteration 18Q (95.369528 sec): 3 clusters Score: Raw -178346.055273 + Penalty 939.682706 = -177406.372568 nChanged 7 SP:Iteration 19F (95.373317 sec): 3 clusters Score: Raw -178349.392126 + Penalty 939.935429 = -177409.456697 nChanged 5 SP:Iteration 20F (95.377191 sec): 3 clusters Score: Raw -178351.927613 + Penalty 940.183972 = -177411.743642 nChanged 3 SP:Iteration 21Q (95.380303 sec): 3 clusters Score: Raw -178353.385446 + Penalty 939.245515 = -177414.139931 nChanged 3 SP:Iteration 22Q (95.383520 sec): 3 clusters Score: Raw -178354.379169 + Penalty 938.777945 = -177415.601224 nChanged 1 SP:Iteration 23Q (95.386881 sec): 3 clusters Score: Raw -178354.445034 + Penalty 938.777945 = -177415.667089 nChanged 0 SP:Iteration 24F (95.390562 sec): 3 clusters Score: Raw -178354.445034 + Penalty 938.777945 = -177415.667089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.392873 sec): 2 clusters Score: Raw -34501.412362 + Penalty 510.099450 = -33991.312912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.393778 sec): 3 clusters Score: Raw -34360.137735 + Penalty 1020.504182 = -33339.633553 nChanged 103 SP:Iteration 1F (95.394691 sec): 3 clusters Score: Raw -34465.998162 + Penalty 1020.668534 = -33445.329628 nChanged 35 SP:Iteration 2F (95.395602 sec): 3 clusters Score: Raw -34498.751960 + Penalty 1021.480393 = -33477.271566 nChanged 17 SP:Iteration 3Q (95.396502 sec): 3 clusters Score: Raw -34511.708772 + Penalty 1019.537448 = -33492.171324 nChanged 17 SP:Iteration 4Q (95.397398 sec): 3 clusters Score: Raw -34526.381070 + Penalty 1015.705750 = -33510.675320 nChanged 11 SP:Iteration 5Q (95.398299 sec): 3 clusters Score: Raw -34535.286340 + Penalty 1012.522981 = -33522.763359 nChanged 11 SP:Iteration 6Q (95.399194 sec): 3 clusters Score: Raw -34545.423311 + Penalty 1009.230423 = -33536.192887 nChanged 6 SP:Iteration 7Q (95.400121 sec): 3 clusters Score: Raw -34551.758543 + Penalty 1009.372599 = -33542.385944 nChanged 7 SP:Iteration 8Q (95.401014 sec): 3 clusters Score: Raw -34556.682474 + Penalty 1009.169857 = -33547.512618 nChanged 4 SP:Iteration 9Q (95.401898 sec): 3 clusters Score: Raw -34563.997972 + Penalty 1009.804661 = -33554.193311 nChanged 2 SP:Iteration 10F (95.402764 sec): 3 clusters Score: Raw -34564.953040 + Penalty 1010.567226 = -33554.385814 nChanged 1 SP:Iteration 11Q (95.403624 sec): 3 clusters Score: Raw -34565.992357 + Penalty 1010.759331 = -33555.233026 nChanged 1 SP:Iteration 12Q (95.404482 sec): 3 clusters Score: Raw -34566.161830 + Penalty 1011.394512 = -33554.767318 nChanged 2 SP:Iteration 13F (95.405347 sec): 3 clusters Score: Raw -34566.421418 + Penalty 1011.235116 = -33555.186302 nChanged 2 SP:Iteration 14Q (95.406204 sec): 3 clusters Score: Raw -34567.763943 + Penalty 1008.278676 = -33559.485268 nChanged 2 SP:Iteration 15Q (95.407061 sec): 3 clusters Score: Raw -34568.265588 + Penalty 1008.278676 = -33559.986912 nChanged 0 SP:Iteration 16F (95.407930 sec): 3 clusters Score: Raw -34568.265588 + Penalty 1008.278676 = -33559.986912 nChanged 0 Memory request: 0.05 GB would take us to total of 0.32 GB. Trying to split cluster 4 (10229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.454514 sec): 2 clusters Score: Raw -864214.649167 + Penalty 300.743312 = -863913.905855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.474072 sec): 3 clusters Score: Raw -857320.182792 + Penalty 602.605627 = -856717.577165 nChanged 4846 SP:Iteration 1F (95.493604 sec): 3 clusters Score: Raw -859123.190856 + Penalty 604.325655 = -858518.865200 nChanged 1485 SP:Iteration 2F (95.512556 sec): 3 clusters Score: Raw -860085.069090 + Penalty 610.032702 = -859475.036388 nChanged 1356 SP:Iteration 3F (95.531853 sec): 3 clusters Score: Raw -861220.066258 + Penalty 613.971304 = -860606.094954 nChanged 725 SP:Iteration 4F (95.551141 sec): 3 clusters Score: Raw -861616.503187 + Penalty 617.844671 = -860998.658515 nChanged 382 SP:Iteration 5Q (95.570382 sec): 3 clusters Score: Raw -861748.363481 + Penalty 620.794540 = -861127.568941 nChanged 255 SP:Iteration 6Q (95.590367 sec): 3 clusters Score: Raw -861828.555565 + Penalty 623.302573 = -861205.252992 nChanged 209 SP:Iteration 7Q (95.609615 sec): 3 clusters Score: Raw -861889.494422 + Penalty 625.132625 = -861264.361798 nChanged 208 SP:Iteration 8Q (95.628931 sec): 3 clusters Score: Raw -861955.294268 + Penalty 626.344905 = -861328.949363 nChanged 229 SP:Iteration 9Q (95.648318 sec): 3 clusters Score: Raw -862022.003120 + Penalty 627.167831 = -861394.835289 nChanged 231 SP:Iteration 10F (95.667621 sec): 3 clusters Score: Raw -862095.886871 + Penalty 627.173597 = -861468.713273 nChanged 243 SP:Iteration 11Q (95.687660 sec): 3 clusters Score: Raw -862190.595651 + Penalty 625.801539 = -861564.794112 nChanged 285 SP:Iteration 12Q (95.706697 sec): 3 clusters Score: Raw -862334.817059 + Penalty 623.158599 = -861711.658460 nChanged 326 SP:Iteration 13Q (95.725725 sec): 3 clusters Score: Raw -862547.806760 + Penalty 616.611933 = -861931.194828 nChanged 329 SP:Iteration 14Q (95.744122 sec): 3 clusters Score: Raw -862813.392682 + Penalty 606.712075 = -862206.680607 nChanged 308 SP:Iteration 15Q (95.761970 sec): 3 clusters Score: Raw -863036.156741 + Penalty 598.875617 = -862437.281124 nChanged 272 SP:Iteration 16Q (95.778955 sec): 3 clusters Score: Raw -863193.975005 + Penalty 588.825145 = -862605.149861 nChanged 241 SP:Iteration 17Q (95.795792 sec): 3 clusters Score: Raw -863323.572023 + Penalty 581.535295 = -862742.036727 nChanged 225 SP:Iteration 18Q (95.813112 sec): 3 clusters Score: Raw -863451.227859 + Penalty 576.351639 = -862874.876220 nChanged 198 SP:Iteration 19Q (95.829130 sec): 3 clusters Score: Raw -863551.188973 + Penalty 570.864389 = -862980.324584 nChanged 193 SP:Iteration 20F (95.847605 sec): 3 clusters Score: Raw -863648.792269 + Penalty 564.514839 = -863084.277430 nChanged 190 SP:Iteration 21Q (95.863480 sec): 3 clusters Score: Raw -863751.775901 + Penalty 558.609028 = -863193.166872 nChanged 179 SP:Iteration 22Q (95.878787 sec): 3 clusters Score: Raw -863849.348583 + Penalty 552.255399 = -863297.093184 nChanged 151 SP:Iteration 23Q (95.894641 sec): 3 clusters Score: Raw -863927.812869 + Penalty 548.466312 = -863379.346557 nChanged 135 SP:Iteration 24Q (95.909693 sec): 3 clusters Score: Raw -863999.378532 + Penalty 544.633257 = -863454.745275 nChanged 97 SP:Iteration 25Q (95.925034 sec): 3 clusters Score: Raw -864046.613183 + Penalty 540.730745 = -863505.882438 nChanged 77 SP:Iteration 26Q (95.940325 sec): 3 clusters Score: Raw -864084.349498 + Penalty 538.660916 = -863545.688581 nChanged 59 SP:Iteration 27Q (95.955252 sec): 3 clusters Score: Raw -864110.208661 + Penalty 546.408763 = -863563.799899 nChanged 46 SP:Iteration 28Q (95.969912 sec): 3 clusters Score: Raw -864130.910476 + Penalty 550.392411 = -863580.518065 nChanged 36 SP:Iteration 29Q (95.984690 sec): 3 clusters Score: Raw -864145.857438 + Penalty 550.557185 = -863595.300254 nChanged 32 SP:Iteration 30F (96.003267 sec): 3 clusters Score: Raw -864159.664741 + Penalty 533.457250 = -863626.207491 nChanged 20 SP:Iteration 31Q (96.017932 sec): 3 clusters Score: Raw -864166.946360 + Penalty 542.333843 = -863624.612516 nChanged 20 SP:Iteration 32F (96.036445 sec): 3 clusters Score: Raw -864172.900944 + Penalty 526.623311 = -863646.277633 nChanged 20 SP:Iteration 33Q (96.051023 sec): 3 clusters Score: Raw -864187.463210 + Penalty 300.743312 = -863886.719898 nChanged 26 SP:Iteration 34Q (96.065230 sec): 2 clusters Score: Raw -864214.649167 + Penalty 300.743312 = -863913.905855 nChanged 0 SP:Iteration 35F (96.079220 sec): 2 clusters Score: Raw -864214.649167 + Penalty 300.743312 = -863913.905855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 5 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.087134 sec): 2 clusters Score: Raw -33457.558477 + Penalty 67.464605 = -33390.093872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.088075 sec): 3 clusters Score: Raw -33225.518229 + Penalty 131.145395 = -33094.372834 nChanged 165 SP:Iteration 1F (96.088980 sec): 3 clusters Score: Raw -33395.421665 + Penalty 141.934279 = -33253.487386 nChanged 30 SP:Iteration 2F (96.089951 sec): 3 clusters Score: Raw -33430.227196 + Penalty 147.293422 = -33282.933775 nChanged 18 SP:Iteration 3Q (96.090892 sec): 3 clusters Score: Raw -33455.265600 + Penalty 155.801059 = -33299.464541 nChanged 23 SP:Iteration 4F (96.091834 sec): 3 clusters Score: Raw -33501.174077 + Penalty 164.696885 = -33336.477192 nChanged 21 SP:Iteration 5F (96.092778 sec): 3 clusters Score: Raw -33521.411232 + Penalty 169.455311 = -33351.955920 nChanged 9 SP:Iteration 6Q (96.093655 sec): 3 clusters Score: Raw -33527.328517 + Penalty 168.688204 = -33358.640314 nChanged 3 SP:Iteration 7Q (96.094495 sec): 3 clusters Score: Raw -33527.983623 + Penalty 166.871661 = -33361.111962 nChanged 3 SP:Iteration 8Q (96.095334 sec): 3 clusters Score: Raw -33528.781793 + Penalty 166.392601 = -33362.389191 nChanged 2 SP:Iteration 9Q (96.096231 sec): 3 clusters Score: Raw -33528.922628 + Penalty 166.392601 = -33362.530027 nChanged 0 SP:Iteration 10F (96.097199 sec): 3 clusters Score: Raw -33528.922628 + Penalty 166.392601 = -33362.530027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 6 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.102695 sec): 2 clusters Score: Raw -91316.789459 + Penalty 268.612745 = -91048.176715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.104787 sec): 3 clusters Score: Raw -90723.263812 + Penalty 529.896770 = -90193.367043 nChanged 425 SP:Iteration 1F (96.106811 sec): 3 clusters Score: Raw -90989.170206 + Penalty 526.325970 = -90462.844237 nChanged 116 SP:Iteration 2F (96.108842 sec): 3 clusters Score: Raw -91070.308289 + Penalty 521.235804 = -90549.072484 nChanged 77 SP:Iteration 3F (96.110830 sec): 3 clusters Score: Raw -91137.014320 + Penalty 517.599161 = -90619.415159 nChanged 52 SP:Iteration 4F (96.112825 sec): 3 clusters Score: Raw -91201.115530 + Penalty 520.556245 = -90680.559285 nChanged 36 SP:Iteration 5Q (96.114911 sec): 3 clusters Score: Raw -91241.938288 + Penalty 521.475412 = -90720.462876 nChanged 27 SP:Iteration 6Q (96.117004 sec): 3 clusters Score: Raw -91261.479158 + Penalty 523.872448 = -90737.606710 nChanged 21 SP:Iteration 7Q (96.119011 sec): 3 clusters Score: Raw -91274.381475 + Penalty 528.742973 = -90745.638502 nChanged 16 SP:Iteration 8Q (96.120887 sec): 3 clusters Score: Raw -91284.483050 + Penalty 529.890077 = -90754.592972 nChanged 16 SP:Iteration 9Q (96.122687 sec): 3 clusters Score: Raw -91294.584202 + Penalty 529.032957 = -90765.551245 nChanged 21 SP:Iteration 10F (96.124689 sec): 3 clusters Score: Raw -91312.674277 + Penalty 527.928471 = -90784.745806 nChanged 14 SP:Iteration 11Q (96.126426 sec): 3 clusters Score: Raw -91321.929096 + Penalty 527.032340 = -90794.896756 nChanged 7 SP:Iteration 12Q (96.128138 sec): 3 clusters Score: Raw -91323.589485 + Penalty 531.401373 = -90792.188112 nChanged 3 SP:Iteration 13F (96.130141 sec): 3 clusters Score: Raw -91324.353628 + Penalty 532.784722 = -90791.568906 nChanged 2 SP:Iteration 14F (96.132143 sec): 3 clusters Score: Raw -91324.938428 + Penalty 534.425466 = -90790.512962 nChanged 4 SP:Iteration 15F (96.134174 sec): 3 clusters Score: Raw -91326.714059 + Penalty 536.638153 = -90790.075906 nChanged 5 SP:Iteration 16F (96.136176 sec): 3 clusters Score: Raw -91329.217270 + Penalty 541.048874 = -90788.168396 nChanged 2 SP:Iteration 17F (96.138203 sec): 3 clusters Score: Raw -91330.838634 + Penalty 535.167194 = -90795.671440 nChanged 2 SP:Iteration 18Q (96.139926 sec): 3 clusters Score: Raw -91332.507782 + Penalty 537.837474 = -90794.670308 nChanged 1 SP:Iteration 19F (96.141987 sec): 3 clusters Score: Raw -91333.501885 + Penalty 538.533855 = -90794.968031 nChanged 2 SP:Iteration 20F (96.143990 sec): 3 clusters Score: Raw -91335.858896 + Penalty 540.700489 = -90795.158408 nChanged 3 SP:Iteration 21Q (96.145635 sec): 3 clusters Score: Raw -91336.173044 + Penalty 525.361324 = -90810.811721 nChanged 1 SP:Iteration 22Q (96.147273 sec): 3 clusters Score: Raw -91336.702747 + Penalty 525.361324 = -90811.341423 nChanged 0 SP:Iteration 23F (96.149279 sec): 3 clusters Score: Raw -91336.702747 + Penalty 525.361324 = -90811.341423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.154473 sec): 2 clusters Score: Raw -87438.593826 + Penalty 63.194469 = -87375.399357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.156525 sec): 3 clusters Score: Raw -86796.338264 + Penalty 126.560646 = -86669.777618 nChanged 451 SP:Iteration 1F (96.158522 sec): 3 clusters Score: Raw -87079.164118 + Penalty 126.464251 = -86952.699867 nChanged 69 SP:Iteration 2F (96.160487 sec): 3 clusters Score: Raw -87136.246547 + Penalty 126.622072 = -87009.624475 nChanged 78 SP:Iteration 3F (96.162428 sec): 3 clusters Score: Raw -87213.672274 + Penalty 126.423271 = -87087.249003 nChanged 69 SP:Iteration 4F (96.164534 sec): 3 clusters Score: Raw -87289.014990 + Penalty 125.880682 = -87163.134308 nChanged 52 SP:Iteration 5F (96.166487 sec): 3 clusters Score: Raw -87319.324492 + Penalty 125.845349 = -87193.479143 nChanged 30 SP:Iteration 6Q (96.168491 sec): 3 clusters Score: Raw -87325.436095 + Penalty 125.839372 = -87199.596723 nChanged 7 SP:Iteration 7Q (96.170387 sec): 3 clusters Score: Raw -87325.759225 + Penalty 125.846964 = -87199.912261 nChanged 1 SP:Iteration 8Q (96.172268 sec): 3 clusters Score: Raw -87325.703894 + Penalty 125.807867 = -87199.896027 nChanged 2 SP:Iteration 9F (96.174211 sec): 3 clusters Score: Raw -87325.743775 + Penalty 125.779692 = -87199.964083 nChanged 4 SP:Iteration 10F (96.176186 sec): 3 clusters Score: Raw -87326.066563 + Penalty 125.773802 = -87200.292761 nChanged 7 SP:Iteration 11Q (96.178069 sec): 3 clusters Score: Raw -87326.392959 + Penalty 125.775242 = -87200.617717 nChanged 3 SP:Iteration 12Q (96.179989 sec): 3 clusters Score: Raw -87326.454536 + Penalty 125.757100 = -87200.697436 nChanged 1 SP:Iteration 13Q (96.181928 sec): 3 clusters Score: Raw -87326.399021 + Penalty 125.769685 = -87200.629336 nChanged 1 SP:Iteration 14F (96.184032 sec): 3 clusters Score: Raw -87326.450486 + Penalty 125.769685 = -87200.680801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 8 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.184643 sec): 2 clusters Score: Raw -2696.956026 + Penalty 261.801583 = -2435.154443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.184942 sec): 3 clusters Score: Raw -2874.261712 + Penalty 546.281680 = -2327.980033 nChanged 6 SP:Iteration 1F (96.185238 sec): 3 clusters Score: Raw -2928.952507 + Penalty 555.802578 = -2373.149929 nChanged 1 SP:Iteration 2Q (96.185513 sec): 3 clusters Score: Raw -2935.509798 + Penalty 555.802578 = -2379.707220 nChanged 0 SP:Iteration 3F (96.185801 sec): 3 clusters Score: Raw -2935.509798 + Penalty 555.802578 = -2379.707220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 9 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.188264 sec): 2 clusters Score: Raw -60037.093764 + Penalty 59.008807 = -59978.084958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.189807 sec): 3 clusters Score: Raw -59610.596702 + Penalty 133.715107 = -59476.881595 nChanged 302 SP:Iteration 1F (96.191285 sec): 3 clusters Score: Raw -59861.879089 + Penalty 138.544008 = -59723.335081 nChanged 64 SP:Iteration 2F (96.192862 sec): 3 clusters Score: Raw -59933.820744 + Penalty 138.227615 = -59795.593129 nChanged 34 SP:Iteration 3Q (96.194361 sec): 3 clusters Score: Raw -59961.185644 + Penalty 144.501526 = -59816.684118 nChanged 32 SP:Iteration 4Q (96.195753 sec): 3 clusters Score: Raw -59986.564289 + Penalty 158.558309 = -59828.005980 nChanged 26 SP:Iteration 5Q (96.197097 sec): 3 clusters Score: Raw -60009.099704 + Penalty 189.490699 = -59819.609005 nChanged 20 SP:Iteration 6F (96.198591 sec): 3 clusters Score: Raw -60029.852560 + Penalty 213.196215 = -59816.656345 nChanged 11 SP:Iteration 7F (96.200056 sec): 3 clusters Score: Raw -60037.384214 + Penalty 218.237335 = -59819.146878 nChanged 7 SP:Iteration 8Q (96.201291 sec): 3 clusters Score: Raw -60044.548321 + Penalty 255.617078 = -59788.931243 nChanged 4 SP:Iteration 9F (96.202703 sec): 3 clusters Score: Raw -60048.452121 + Penalty 272.768977 = -59775.683145 nChanged 1 SP:Iteration 10F (96.204111 sec): 3 clusters Score: Raw -60048.694755 + Penalty 272.768977 = -59775.925778 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 10 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.207027 sec): 2 clusters Score: Raw -71065.419432 + Penalty 456.376864 = -70609.042568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.208745 sec): 3 clusters Score: Raw -70655.459868 + Penalty 914.143439 = -69741.316429 nChanged 304 SP:Iteration 1F (96.210372 sec): 3 clusters Score: Raw -70874.408228 + Penalty 918.276329 = -69956.131899 nChanged 95 SP:Iteration 2F (96.211974 sec): 3 clusters Score: Raw -70957.024034 + Penalty 923.492472 = -70033.531561 nChanged 49 SP:Iteration 3F (96.213608 sec): 3 clusters Score: Raw -71012.513724 + Penalty 930.009727 = -70082.503996 nChanged 60 SP:Iteration 4F (96.215234 sec): 3 clusters Score: Raw -71060.419476 + Penalty 936.057148 = -70124.362328 nChanged 39 SP:Iteration 5Q (96.216936 sec): 3 clusters Score: Raw -71090.559920 + Penalty 939.331422 = -70151.228498 nChanged 23 SP:Iteration 6Q (96.218640 sec): 3 clusters Score: Raw -71107.522115 + Penalty 939.163627 = -70168.358487 nChanged 10 SP:Iteration 7Q (96.220257 sec): 3 clusters Score: Raw -71117.649526 + Penalty 938.614514 = -70179.035012 nChanged 12 SP:Iteration 8Q (96.221811 sec): 3 clusters Score: Raw -71129.001283 + Penalty 939.040549 = -70189.960734 nChanged 11 SP:Iteration 9Q (96.223335 sec): 3 clusters Score: Raw -71137.098001 + Penalty 938.081588 = -70199.016413 nChanged 10 SP:Iteration 10F (96.224950 sec): 3 clusters Score: Raw -71142.516620 + Penalty 941.296947 = -70201.219672 nChanged 9 SP:Iteration 11Q (96.226437 sec): 3 clusters Score: Raw -71145.561726 + Penalty 941.809579 = -70203.752147 nChanged 3 SP:Iteration 12Q (96.227900 sec): 3 clusters Score: Raw -71146.300941 + Penalty 942.747794 = -70203.553146 nChanged 3 SP:Iteration 13F (96.229534 sec): 3 clusters Score: Raw -71147.155755 + Penalty 943.322598 = -70203.833157 nChanged 3 SP:Iteration 14Q (96.231028 sec): 3 clusters Score: Raw -71147.801747 + Penalty 945.856725 = -70201.945023 nChanged 3 SP:Iteration 15F (96.232641 sec): 3 clusters Score: Raw -71148.929954 + Penalty 947.529990 = -70201.399964 nChanged 4 SP:Iteration 16F (96.234266 sec): 3 clusters Score: Raw -71150.710939 + Penalty 946.262295 = -70204.448644 nChanged 4 SP:Iteration 17Q (96.235737 sec): 3 clusters Score: Raw -71153.018375 + Penalty 946.285757 = -70206.732618 nChanged 5 SP:Iteration 18Q (96.237204 sec): 3 clusters Score: Raw -71157.762872 + Penalty 947.880216 = -70209.882656 nChanged 7 SP:Iteration 19Q (96.238667 sec): 3 clusters Score: Raw -71163.301845 + Penalty 950.465872 = -70212.835974 nChanged 6 SP:Iteration 20F (96.240282 sec): 3 clusters Score: Raw -71165.135533 + Penalty 951.084479 = -70214.051054 nChanged 2 SP:Iteration 21Q (96.241849 sec): 3 clusters Score: Raw -71166.139947 + Penalty 950.936248 = -70215.203699 nChanged 2 SP:Iteration 22Q (96.243327 sec): 3 clusters Score: Raw -71166.617671 + Penalty 952.002374 = -70214.615297 nChanged 2 SP:Iteration 23F (96.244947 sec): 3 clusters Score: Raw -71167.133037 + Penalty 951.605150 = -70215.527887 nChanged 1 SP:Iteration 24Q (96.246373 sec): 3 clusters Score: Raw -71167.732904 + Penalty 951.605150 = -70216.127754 nChanged 0 SP:Iteration 25F (96.247958 sec): 3 clusters Score: Raw -71167.732904 + Penalty 951.605150 = -70216.127754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 11 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.249463 sec): 2 clusters Score: Raw -24984.116551 + Penalty 673.402011 = -24310.714539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.250222 sec): 3 clusters Score: Raw -24926.677445 + Penalty 1359.793435 = -23566.884009 nChanged 66 SP:Iteration 1F (96.250985 sec): 3 clusters Score: Raw -25006.665902 + Penalty 1364.896818 = -23641.769084 nChanged 14 SP:Iteration 2Q (96.251712 sec): 3 clusters Score: Raw -25028.774089 + Penalty 1365.208719 = -23663.565369 nChanged 10 SP:Iteration 3Q (96.252432 sec): 3 clusters Score: Raw -25056.504237 + Penalty 1368.396837 = -23688.107400 nChanged 12 SP:Iteration 4Q (96.253150 sec): 3 clusters Score: Raw -25079.253108 + Penalty 1374.120736 = -23705.132372 nChanged 6 SP:Iteration 5Q (96.253863 sec): 3 clusters Score: Raw -25088.636493 + Penalty 1374.049871 = -23714.586623 nChanged 3 SP:Iteration 6Q (96.254547 sec): 3 clusters Score: Raw -25097.179856 + Penalty 1373.691286 = -23723.488571 nChanged 3 SP:Iteration 7Q (96.255229 sec): 3 clusters Score: Raw -25103.231197 + Penalty 1373.925293 = -23729.305904 nChanged 1 SP:Iteration 8Q (96.255910 sec): 3 clusters Score: Raw -25104.424011 + Penalty 1373.925293 = -23730.498718 nChanged 0 SP:Iteration 9F (96.256625 sec): 3 clusters Score: Raw -25104.424011 + Penalty 1373.925293 = -23730.498718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 13 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.258238 sec): 2 clusters Score: Raw -39921.267388 + Penalty 346.484450 = -39574.782938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.259274 sec): 3 clusters Score: Raw -39732.312089 + Penalty 694.367556 = -39037.944533 nChanged 162 SP:Iteration 1F (96.260263 sec): 3 clusters Score: Raw -39882.783682 + Penalty 701.619149 = -39181.164534 nChanged 49 SP:Iteration 2F (96.261253 sec): 3 clusters Score: Raw -39932.391384 + Penalty 707.698773 = -39224.692612 nChanged 29 SP:Iteration 3F (96.262247 sec): 3 clusters Score: Raw -39961.494572 + Penalty 712.944139 = -39248.550433 nChanged 16 SP:Iteration 4Q (96.263222 sec): 3 clusters Score: Raw -39984.381545 + Penalty 720.294016 = -39264.087529 nChanged 14 SP:Iteration 5Q (96.264190 sec): 3 clusters Score: Raw -39999.011481 + Penalty 726.505319 = -39272.506162 nChanged 9 SP:Iteration 6Q (96.265152 sec): 3 clusters Score: Raw -40013.479123 + Penalty 729.588735 = -39283.890387 nChanged 6 SP:Iteration 7Q (96.266100 sec): 3 clusters Score: Raw -40016.887136 + Penalty 733.904283 = -39282.982853 nChanged 8 SP:Iteration 8F (96.267100 sec): 3 clusters Score: Raw -40028.232148 + Penalty 741.007423 = -39287.224724 nChanged 9 SP:Iteration 9Q (96.268057 sec): 3 clusters Score: Raw -40057.333558 + Penalty 752.017446 = -39305.316112 nChanged 11 SP:Iteration 10F (96.269056 sec): 3 clusters Score: Raw -40073.836442 + Penalty 759.218168 = -39314.618275 nChanged 7 SP:Iteration 11Q (96.269995 sec): 3 clusters Score: Raw -40077.956226 + Penalty 763.002437 = -39314.953789 nChanged 4 SP:Iteration 12Q (96.270932 sec): 3 clusters Score: Raw -40082.520040 + Penalty 766.661566 = -39315.858473 nChanged 3 SP:Iteration 13Q (96.271876 sec): 3 clusters Score: Raw -40083.164733 + Penalty 767.710947 = -39315.453785 nChanged 2 SP:Iteration 14F (96.272932 sec): 3 clusters Score: Raw -40084.471017 + Penalty 772.091993 = -39312.379024 nChanged 3 SP:Iteration 15F (96.273970 sec): 3 clusters Score: Raw -40085.709362 + Penalty 774.565257 = -39311.144105 nChanged 3 SP:Iteration 16F (96.275010 sec): 3 clusters Score: Raw -40088.156937 + Penalty 781.024794 = -39307.132143 nChanged 5 SP:Iteration 17F (96.276055 sec): 3 clusters Score: Raw -40092.029369 + Penalty 788.238552 = -39303.790816 nChanged 6 SP:Iteration 18F (96.277115 sec): 3 clusters Score: Raw -40097.497549 + Penalty 791.488184 = -39306.009365 nChanged 4 SP:Iteration 19Q (96.278097 sec): 3 clusters Score: Raw -40099.807796 + Penalty 797.019093 = -39302.788703 nChanged 3 SP:Iteration 20F (96.279135 sec): 3 clusters Score: Raw -40101.518313 + Penalty 799.033103 = -39302.485210 nChanged 1 SP:Iteration 21F (96.280150 sec): 3 clusters Score: Raw -40101.828650 + Penalty 799.033103 = -39302.795547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 14 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.281743 sec): 2 clusters Score: Raw -36807.848827 + Penalty 899.354768 = -35908.494059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.282724 sec): 3 clusters Score: Raw -36742.282243 + Penalty 1799.638390 = -34942.643854 nChanged 74 SP:Iteration 1F (96.283679 sec): 3 clusters Score: Raw -36838.067222 + Penalty 1798.756955 = -35039.310267 nChanged 15 SP:Iteration 2Q (96.284620 sec): 3 clusters Score: Raw -36869.387047 + Penalty 1797.693242 = -35071.693805 nChanged 14 SP:Iteration 3Q (96.285554 sec): 3 clusters Score: Raw -36905.971424 + Penalty 1796.951358 = -35109.020065 nChanged 11 SP:Iteration 4Q (96.286442 sec): 3 clusters Score: Raw -36920.851982 + Penalty 1795.469584 = -35125.382399 nChanged 8 SP:Iteration 5Q (96.287326 sec): 3 clusters Score: Raw -36938.820805 + Penalty 1794.895369 = -35143.925437 nChanged 8 SP:Iteration 6Q (96.288211 sec): 3 clusters Score: Raw -36950.421034 + Penalty 1793.943511 = -35156.477523 nChanged 4 SP:Iteration 7Q (96.289089 sec): 3 clusters Score: Raw -36956.505568 + Penalty 1793.609917 = -35162.895651 nChanged 1 SP:Iteration 8Q (96.290045 sec): 3 clusters Score: Raw -36957.630701 + Penalty 1793.609917 = -35164.020784 nChanged 0 SP:Iteration 9F (96.291129 sec): 3 clusters Score: Raw -36957.630701 + Penalty 1793.609917 = -35164.020784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 15 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.292574 sec): 2 clusters Score: Raw -17919.616829 + Penalty 523.237439 = -17396.379390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.293148 sec): 3 clusters Score: Raw -17899.312592 + Penalty 1061.516275 = -16837.796317 nChanged 46 SP:Iteration 1F (96.293713 sec): 3 clusters Score: Raw -17978.020313 + Penalty 1086.631311 = -16891.389002 nChanged 17 SP:Iteration 2F (96.294314 sec): 3 clusters Score: Raw -18015.431862 + Penalty 1095.092635 = -16920.339227 nChanged 4 SP:Iteration 3Q (96.294871 sec): 3 clusters Score: Raw -18025.099839 + Penalty 1103.003291 = -16922.096547 nChanged 3 SP:Iteration 4Q (96.295425 sec): 3 clusters Score: Raw -18033.874073 + Penalty 1105.598535 = -16928.275538 nChanged 4 SP:Iteration 5Q (96.295972 sec): 3 clusters Score: Raw -18064.618080 + Penalty 1120.380423 = -16944.237657 nChanged 5 SP:Iteration 6Q (96.296513 sec): 3 clusters Score: Raw -18083.385210 + Penalty 1128.846635 = -16954.538575 nChanged 2 SP:Iteration 7Q (96.297043 sec): 3 clusters Score: Raw -18094.984826 + Penalty 1137.087123 = -16957.897703 nChanged 5 SP:Iteration 8Q (96.297566 sec): 3 clusters Score: Raw -18112.188756 + Penalty 1137.087123 = -16975.101633 nChanged 0 SP:Iteration 9F (96.298124 sec): 3 clusters Score: Raw -18112.188756 + Penalty 1137.087123 = -16975.101633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 16 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.299842 sec): 2 clusters Score: Raw -21365.788243 + Penalty 165.280338 = -21200.507905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.300492 sec): 3 clusters Score: Raw -21241.131919 + Penalty 337.353583 = -20903.778336 nChanged 82 SP:Iteration 1F (96.301128 sec): 3 clusters Score: Raw -21317.993700 + Penalty 351.409518 = -20966.584182 nChanged 32 SP:Iteration 2F (96.301761 sec): 3 clusters Score: Raw -21345.378417 + Penalty 369.732872 = -20975.645545 nChanged 18 SP:Iteration 3F (96.302391 sec): 3 clusters Score: Raw -21364.718370 + Penalty 375.598877 = -20989.119493 nChanged 8 SP:Iteration 4Q (96.303015 sec): 3 clusters Score: Raw -21369.913290 + Penalty 394.098700 = -20975.814589 nChanged 6 SP:Iteration 5F (96.303642 sec): 3 clusters Score: Raw -21375.207769 + Penalty 416.281546 = -20958.926222 nChanged 6 SP:Iteration 6F (96.304270 sec): 3 clusters Score: Raw -21381.695953 + Penalty 426.928605 = -20954.767347 nChanged 4 SP:Iteration 7F (96.304892 sec): 3 clusters Score: Raw -21387.420744 + Penalty 467.887228 = -20919.533516 nChanged 6 SP:Iteration 8F (96.305534 sec): 3 clusters Score: Raw -21393.965807 + Penalty 473.432908 = -20920.532899 nChanged 1 SP:Iteration 9Q (96.306083 sec): 3 clusters Score: Raw -21395.723815 + Penalty 473.432908 = -20922.290907 nChanged 0 SP:Iteration 10F (96.306704 sec): 3 clusters Score: Raw -21395.723815 + Penalty 473.432908 = -20922.290907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 18 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.307748 sec): 2 clusters Score: Raw -10230.219559 + Penalty 702.694753 = -9527.524806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.308220 sec): 3 clusters Score: Raw -10339.853843 + Penalty 1404.326349 = -8935.527494 nChanged 18 SP:Iteration 1F (96.308682 sec): 3 clusters Score: Raw -10385.839266 + Penalty 1405.851326 = -8979.987940 nChanged 6 SP:Iteration 2Q (96.309115 sec): 3 clusters Score: Raw -10398.863266 + Penalty 1406.291714 = -8992.571552 nChanged 2 SP:Iteration 3Q (96.309547 sec): 3 clusters Score: Raw -10400.646370 + Penalty 1406.545991 = -8994.100379 nChanged 1 SP:Iteration 4Q (96.309978 sec): 3 clusters Score: Raw -10405.755179 + Penalty 1406.716375 = -8999.038804 nChanged 1 SP:Iteration 5Q (96.310436 sec): 3 clusters Score: Raw -10408.770702 + Penalty 1406.733358 = -9002.037344 nChanged 3 SP:Iteration 6Q (96.310866 sec): 3 clusters Score: Raw -10415.644564 + Penalty 1405.605057 = -9010.039507 nChanged 4 SP:Iteration 7Q (96.311297 sec): 3 clusters Score: Raw -10424.643633 + Penalty 1404.620034 = -9020.023599 nChanged 4 SP:Iteration 8Q (96.311726 sec): 3 clusters Score: Raw -10454.643176 + Penalty 1402.360663 = -9052.282513 nChanged 4 SP:Iteration 9Q (96.312154 sec): 3 clusters Score: Raw -10471.168959 + Penalty 1398.425051 = -9072.743908 nChanged 4 SP:Iteration 10F (96.312615 sec): 3 clusters Score: Raw -10502.342736 + Penalty 1398.425051 = -9103.917685 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 20 (2812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.325880 sec): 2 clusters Score: Raw -255142.749174 + Penalty 580.616115 = -254562.133060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.331284 sec): 3 clusters Score: Raw -253484.805532 + Penalty 1162.108285 = -252322.697248 nChanged 1169 SP:Iteration 1F (96.336424 sec): 3 clusters Score: Raw -254273.872708 + Penalty 1175.215437 = -253098.657271 nChanged 370 SP:Iteration 2F (96.341560 sec): 3 clusters Score: Raw -254546.049650 + Penalty 1190.884803 = -253355.164848 nChanged 235 SP:Iteration 3F (96.346932 sec): 3 clusters Score: Raw -254736.651179 + Penalty 1216.448435 = -253520.202744 nChanged 188 SP:Iteration 4F (96.352190 sec): 3 clusters Score: Raw -254883.504175 + Penalty 1235.544684 = -253647.959490 nChanged 125 SP:Iteration 5Q (96.357286 sec): 3 clusters Score: Raw -254979.063286 + Penalty 1253.718126 = -253725.345160 nChanged 82 SP:Iteration 6Q (96.362854 sec): 3 clusters Score: Raw -255056.140054 + Penalty 1271.165559 = -253784.974495 nChanged 65 SP:Iteration 7Q (96.367982 sec): 3 clusters Score: Raw -255123.876922 + Penalty 1285.857843 = -253838.019079 nChanged 51 SP:Iteration 8Q (96.372983 sec): 3 clusters Score: Raw -255169.173783 + Penalty 1295.377015 = -253873.796769 nChanged 30 SP:Iteration 9Q (96.377770 sec): 3 clusters Score: Raw -255194.276424 + Penalty 1302.298553 = -253891.977871 nChanged 23 SP:Iteration 10F (96.382876 sec): 3 clusters Score: Raw -255213.012353 + Penalty 1302.760859 = -253910.251494 nChanged 16 SP:Iteration 11Q (96.387706 sec): 3 clusters Score: Raw -255224.560061 + Penalty 1309.038577 = -253915.521483 nChanged 13 SP:Iteration 12Q (96.392104 sec): 3 clusters Score: Raw -255231.905918 + Penalty 1309.322979 = -253922.582939 nChanged 9 SP:Iteration 13Q (96.396440 sec): 3 clusters Score: Raw -255235.397830 + Penalty 1314.940972 = -253920.456858 nChanged 11 SP:Iteration 14F (96.401909 sec): 3 clusters Score: Raw -255244.438037 + Penalty 1314.457878 = -253929.980160 nChanged 9 SP:Iteration 15Q (96.406183 sec): 3 clusters Score: Raw -255253.842157 + Penalty 1317.675064 = -253936.167092 nChanged 8 SP:Iteration 16Q (96.410517 sec): 3 clusters Score: Raw -255258.340874 + Penalty 1319.203473 = -253939.137401 nChanged 6 SP:Iteration 17Q (96.414756 sec): 3 clusters Score: Raw -255261.440928 + Penalty 1321.186636 = -253940.254292 nChanged 5 SP:Iteration 18Q (96.419173 sec): 3 clusters Score: Raw -255266.339191 + Penalty 1323.396718 = -253942.942472 nChanged 6 SP:Iteration 19Q (96.423575 sec): 3 clusters Score: Raw -255269.428828 + Penalty 1323.726420 = -253945.702408 nChanged 3 SP:Iteration 20F (96.428639 sec): 3 clusters Score: Raw -255271.820188 + Penalty 1327.142963 = -253944.677224 nChanged 3 SP:Iteration 21F (96.433699 sec): 3 clusters Score: Raw -255273.202762 + Penalty 1326.857145 = -253946.345616 nChanged 1 SP:Iteration 22Q (96.438306 sec): 3 clusters Score: Raw -255273.530641 + Penalty 1326.857145 = -253946.673496 nChanged 0 SP:Iteration 23F (96.443370 sec): 3 clusters Score: Raw -255273.530641 + Penalty 1326.857145 = -253946.673496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 23 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.449313 sec): 2 clusters Score: Raw -19016.102759 + Penalty 559.368694 = -18456.734065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.449919 sec): 3 clusters Score: Raw -18977.429267 + Penalty 1111.697545 = -17865.731722 nChanged 49 SP:Iteration 1F (96.450570 sec): 3 clusters Score: Raw -19040.861811 + Penalty 1108.166987 = -17932.694824 nChanged 12 SP:Iteration 2F (96.451180 sec): 3 clusters Score: Raw -19064.975391 + Penalty 1111.801319 = -17953.174072 nChanged 6 SP:Iteration 3Q (96.451773 sec): 3 clusters Score: Raw -19077.502436 + Penalty 1116.683049 = -17960.819387 nChanged 6 SP:Iteration 4Q (96.452360 sec): 3 clusters Score: Raw -19089.590154 + Penalty 1126.992562 = -17962.597593 nChanged 7 SP:Iteration 5Q (96.452946 sec): 3 clusters Score: Raw -19098.913632 + Penalty 1137.103290 = -17961.810342 nChanged 6 SP:Iteration 6F (96.453553 sec): 3 clusters Score: Raw -19106.799433 + Penalty 1153.282074 = -17953.517359 nChanged 9 SP:Iteration 7F (96.454143 sec): 3 clusters Score: Raw -19119.081817 + Penalty 1171.476544 = -17947.605273 nChanged 11 SP:Iteration 8F (96.454737 sec): 3 clusters Score: Raw -19143.166416 + Penalty 1183.016065 = -17960.150351 nChanged 6 SP:Iteration 9Q (96.455300 sec): 3 clusters Score: Raw -19153.280584 + Penalty 1189.313164 = -17963.967419 nChanged 4 SP:Iteration 10F (96.455893 sec): 3 clusters Score: Raw -19157.041320 + Penalty 1195.464707 = -17961.576613 nChanged 4 SP:Iteration 11F (96.456486 sec): 3 clusters Score: Raw -19163.828746 + Penalty 1197.050160 = -17966.778586 nChanged 1 SP:Iteration 12Q (96.457036 sec): 3 clusters Score: Raw -19164.478590 + Penalty 1200.104222 = -17964.374367 nChanged 1 SP:Iteration 13F (96.457628 sec): 3 clusters Score: Raw -19165.376762 + Penalty 1202.941709 = -17962.435053 nChanged 1 SP:Iteration 14F (96.458226 sec): 3 clusters Score: Raw -19165.934247 + Penalty 1202.941709 = -17962.992538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 25 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.459993 sec): 2 clusters Score: Raw -41105.288356 + Penalty 277.779022 = -40827.509333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.461001 sec): 3 clusters Score: Raw -40850.417435 + Penalty 554.875188 = -40295.542247 nChanged 159 SP:Iteration 1F (96.461998 sec): 3 clusters Score: Raw -40966.999533 + Penalty 557.444792 = -40409.554741 nChanged 59 SP:Iteration 2F (96.462995 sec): 3 clusters Score: Raw -41014.772961 + Penalty 556.180970 = -40458.591990 nChanged 23 SP:Iteration 3F (96.463994 sec): 3 clusters Score: Raw -41026.361536 + Penalty 559.663131 = -40466.698405 nChanged 8 SP:Iteration 4Q (96.464981 sec): 3 clusters Score: Raw -41029.095356 + Penalty 564.466017 = -40464.629339 nChanged 13 SP:Iteration 5F (96.465981 sec): 3 clusters Score: Raw -41037.735498 + Penalty 572.310012 = -40465.425486 nChanged 17 SP:Iteration 6Q (96.466961 sec): 3 clusters Score: Raw -41050.340935 + Penalty 576.289977 = -40474.050958 nChanged 14 SP:Iteration 7Q (96.467954 sec): 3 clusters Score: Raw -41059.967686 + Penalty 583.029862 = -40476.937824 nChanged 7 SP:Iteration 8Q (96.468909 sec): 3 clusters Score: Raw -41066.610853 + Penalty 583.299089 = -40483.311764 nChanged 10 SP:Iteration 9Q (96.469853 sec): 3 clusters Score: Raw -41075.393498 + Penalty 589.231096 = -40486.162402 nChanged 9 SP:Iteration 10F (96.470858 sec): 3 clusters Score: Raw -41082.176791 + Penalty 587.195810 = -40494.980981 nChanged 7 SP:Iteration 11Q (96.471770 sec): 3 clusters Score: Raw -41084.200990 + Penalty 582.768397 = -40501.432593 nChanged 9 SP:Iteration 12Q (96.472678 sec): 3 clusters Score: Raw -41087.949318 + Penalty 640.326901 = -40447.622417 nChanged 9 SP:Iteration 13F (96.473663 sec): 3 clusters Score: Raw -41095.097643 + Penalty 679.118592 = -40415.979052 nChanged 5 SP:Iteration 14F (96.474628 sec): 3 clusters Score: Raw -41098.989842 + Penalty 735.506059 = -40363.483784 nChanged 5 SP:Iteration 15F (96.475644 sec): 3 clusters Score: Raw -41100.093164 + Penalty 860.704994 = -40239.388170 nChanged 3 SP:Iteration 16F (96.476672 sec): 3 clusters Score: Raw -41103.055348 + Penalty 277.779022 = -40825.276326 nChanged 1 SP:Iteration 17Q (96.477436 sec): 2 clusters Score: Raw -41105.288356 + Penalty 277.779022 = -40827.509333 nChanged 0 SP:Iteration 18F (96.478200 sec): 2 clusters Score: Raw -41105.288356 + Penalty 277.779022 = -40827.509333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 26 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.479961 sec): 2 clusters Score: Raw -37051.510264 + Penalty 445.723222 = -36605.787042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.481002 sec): 3 clusters Score: Raw -36852.788905 + Penalty 891.380485 = -35961.408420 nChanged 168 SP:Iteration 1F (96.482027 sec): 3 clusters Score: Raw -37014.804435 + Penalty 891.954103 = -36122.850332 nChanged 50 SP:Iteration 2F (96.483049 sec): 3 clusters Score: Raw -37077.947091 + Penalty 892.049037 = -36185.898053 nChanged 30 SP:Iteration 3F (96.484160 sec): 3 clusters Score: Raw -37138.778480 + Penalty 891.051420 = -36247.727059 nChanged 23 SP:Iteration 4Q (96.485201 sec): 3 clusters Score: Raw -37203.453595 + Penalty 889.147761 = -36314.305833 nChanged 28 SP:Iteration 5F (96.486271 sec): 3 clusters Score: Raw -37244.448305 + Penalty 886.388589 = -36358.059716 nChanged 14 SP:Iteration 6Q (96.487288 sec): 3 clusters Score: Raw -37261.852583 + Penalty 884.598514 = -36377.254069 nChanged 9 SP:Iteration 7Q (96.488271 sec): 3 clusters Score: Raw -37268.727951 + Penalty 884.137560 = -36384.590391 nChanged 3 SP:Iteration 8Q (96.489236 sec): 3 clusters Score: Raw -37271.659579 + Penalty 883.366675 = -36388.292904 nChanged 3 SP:Iteration 9Q (96.490201 sec): 3 clusters Score: Raw -37281.753307 + Penalty 882.708349 = -36399.044958 nChanged 1 SP:Iteration 10F (96.491225 sec): 3 clusters Score: Raw -37284.227493 + Penalty 882.130619 = -36402.096874 nChanged 2 SP:Iteration 11Q (96.492183 sec): 3 clusters Score: Raw -37285.089873 + Penalty 882.130619 = -36402.959254 nChanged 0 SP:Iteration 12F (96.493210 sec): 3 clusters Score: Raw -37285.089873 + Penalty 882.130619 = -36402.959254 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 30 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.499735 sec): 2 clusters Score: Raw -114190.554296 + Penalty 845.222091 = -113345.332205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.502280 sec): 3 clusters Score: Raw -113649.305744 + Penalty 1688.683866 = -111960.621878 nChanged 413 SP:Iteration 1F (96.504695 sec): 3 clusters Score: Raw -113920.557347 + Penalty 1687.794847 = -112232.762500 nChanged 102 SP:Iteration 2F (96.507007 sec): 3 clusters Score: Raw -113998.372810 + Penalty 1687.391719 = -112310.981091 nChanged 71 SP:Iteration 3F (96.509324 sec): 3 clusters Score: Raw -114048.437442 + Penalty 1686.615121 = -112361.822321 nChanged 53 SP:Iteration 4Q (96.511658 sec): 3 clusters Score: Raw -114085.949102 + Penalty 1686.922523 = -112399.026578 nChanged 43 SP:Iteration 5Q (96.513974 sec): 3 clusters Score: Raw -114113.602760 + Penalty 1689.014334 = -112424.588425 nChanged 41 SP:Iteration 6Q (96.516302 sec): 3 clusters Score: Raw -114144.627693 + Penalty 1691.696774 = -112452.930919 nChanged 40 SP:Iteration 7Q (96.518828 sec): 3 clusters Score: Raw -114170.860873 + Penalty 1692.221732 = -112478.639141 nChanged 27 SP:Iteration 8Q (96.521348 sec): 3 clusters Score: Raw -114186.307466 + Penalty 1689.536150 = -112496.771316 nChanged 28 SP:Iteration 9Q (96.523675 sec): 3 clusters Score: Raw -114203.462665 + Penalty 1687.829881 = -112515.632784 nChanged 26 SP:Iteration 10F (96.526006 sec): 3 clusters Score: Raw -114220.207301 + Penalty 1682.984878 = -112537.222422 nChanged 20 SP:Iteration 11Q (96.528403 sec): 3 clusters Score: Raw -114234.080712 + Penalty 1679.222756 = -112554.857956 nChanged 12 SP:Iteration 12Q (96.530745 sec): 3 clusters Score: Raw -114242.020646 + Penalty 1675.766616 = -112566.254030 nChanged 10 SP:Iteration 13Q (96.533079 sec): 3 clusters Score: Raw -114250.660075 + Penalty 1674.703864 = -112575.956211 nChanged 5 SP:Iteration 14Q (96.535608 sec): 3 clusters Score: Raw -114256.138420 + Penalty 1672.142011 = -112583.996409 nChanged 10 SP:Iteration 15Q (96.538142 sec): 3 clusters Score: Raw -114263.926338 + Penalty 1670.915443 = -112593.010896 nChanged 5 SP:Iteration 16Q (96.540654 sec): 3 clusters Score: Raw -114266.339527 + Penalty 1670.578629 = -112595.760898 nChanged 4 SP:Iteration 17Q (96.543312 sec): 3 clusters Score: Raw -114269.446514 + Penalty 1669.848486 = -112599.598028 nChanged 4 SP:Iteration 18Q (96.546220 sec): 3 clusters Score: Raw -114273.133622 + Penalty 1668.748071 = -112604.385551 nChanged 4 SP:Iteration 19Q (96.549133 sec): 3 clusters Score: Raw -114276.378492 + Penalty 1668.413571 = -112607.964921 nChanged 3 SP:Iteration 20F (96.551909 sec): 3 clusters Score: Raw -114280.093593 + Penalty 1667.627473 = -112612.466120 nChanged 1 SP:Iteration 21Q (96.554780 sec): 3 clusters Score: Raw -114280.394630 + Penalty 1667.335484 = -112613.059146 nChanged 1 SP:Iteration 22Q (96.557713 sec): 3 clusters Score: Raw -114281.810048 + Penalty 1666.594305 = -112615.215743 nChanged 1 SP:Iteration 23Q (96.560676 sec): 3 clusters Score: Raw -114282.403844 + Penalty 1666.831801 = -112615.572043 nChanged 1 SP:Iteration 24Q (96.563582 sec): 3 clusters Score: Raw -114282.851554 + Penalty 1666.831801 = -112616.019754 nChanged 0 SP:Iteration 25F (96.566462 sec): 3 clusters Score: Raw -114282.851554 + Penalty 1666.831801 = -112616.019754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 31 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.569075 sec): 2 clusters Score: Raw -29989.509378 + Penalty 879.694760 = -29109.814618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.569958 sec): 3 clusters Score: Raw -29946.701114 + Penalty 1760.604064 = -28186.097049 nChanged 57 SP:Iteration 1F (96.570840 sec): 3 clusters Score: Raw -30035.603527 + Penalty 1761.063832 = -28274.539695 nChanged 18 SP:Iteration 2F (96.571723 sec): 3 clusters Score: Raw -30073.329704 + Penalty 1761.244338 = -28312.085366 nChanged 5 SP:Iteration 3Q (96.572579 sec): 3 clusters Score: Raw -30081.749651 + Penalty 1761.237302 = -28320.512349 nChanged 4 SP:Iteration 4Q (96.573419 sec): 3 clusters Score: Raw -30087.156864 + Penalty 1761.230574 = -28325.926291 nChanged 2 SP:Iteration 5Q (96.574251 sec): 3 clusters Score: Raw -30089.463521 + Penalty 1761.202457 = -28328.261064 nChanged 1 SP:Iteration 6Q (96.575074 sec): 3 clusters Score: Raw -30094.307494 + Penalty 1761.165561 = -28333.141933 nChanged 1 SP:Iteration 7Q (96.575885 sec): 3 clusters Score: Raw -30097.939767 + Penalty 1760.855010 = -28337.084757 nChanged 2 SP:Iteration 8Q (96.576695 sec): 3 clusters Score: Raw -30099.370786 + Penalty 1760.855010 = -28338.515776 nChanged 0 SP:Iteration 9F (96.577536 sec): 3 clusters Score: Raw -30099.370786 + Penalty 1760.855010 = -28338.515776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 33 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.581018 sec): 2 clusters Score: Raw -53231.952851 + Penalty 825.779333 = -52406.173518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.582435 sec): 3 clusters Score: Raw -52974.217940 + Penalty 1646.519891 = -51327.698049 nChanged 166 SP:Iteration 1F (96.583828 sec): 3 clusters Score: Raw -53108.470126 + Penalty 1642.208719 = -51466.261408 nChanged 51 SP:Iteration 2F (96.585290 sec): 3 clusters Score: Raw -53159.504746 + Penalty 1635.971518 = -51523.533229 nChanged 34 SP:Iteration 3F (96.586726 sec): 3 clusters Score: Raw -53196.949970 + Penalty 1634.343050 = -51562.606920 nChanged 28 SP:Iteration 4Q (96.588293 sec): 3 clusters Score: Raw -53228.056233 + Penalty 1633.190186 = -51594.866047 nChanged 16 SP:Iteration 5Q (96.589710 sec): 3 clusters Score: Raw -53249.265194 + Penalty 1632.488791 = -51616.776403 nChanged 16 SP:Iteration 6Q (96.591219 sec): 3 clusters Score: Raw -53263.161512 + Penalty 1630.568456 = -51632.593056 nChanged 7 SP:Iteration 7Q (96.592629 sec): 3 clusters Score: Raw -53266.778665 + Penalty 1629.952838 = -51636.825827 nChanged 3 SP:Iteration 8Q (96.594125 sec): 3 clusters Score: Raw -53269.992899 + Penalty 1629.021615 = -51640.971284 nChanged 9 SP:Iteration 9Q (96.595526 sec): 3 clusters Score: Raw -53276.655356 + Penalty 1629.092807 = -51647.562549 nChanged 9 SP:Iteration 10F (96.596953 sec): 3 clusters Score: Raw -53288.212206 + Penalty 1628.068908 = -51660.143299 nChanged 7 SP:Iteration 11Q (96.598321 sec): 3 clusters Score: Raw -53293.765912 + Penalty 1627.021587 = -51666.744325 nChanged 5 SP:Iteration 12Q (96.599664 sec): 3 clusters Score: Raw -53297.904056 + Penalty 1628.735929 = -51669.168127 nChanged 5 SP:Iteration 13Q (96.601136 sec): 3 clusters Score: Raw -53299.727448 + Penalty 1628.333215 = -51671.394233 nChanged 1 SP:Iteration 14Q (96.602605 sec): 3 clusters Score: Raw -53300.154383 + Penalty 1628.333215 = -51671.821168 nChanged 0 SP:Iteration 15F (96.604083 sec): 3 clusters Score: Raw -53300.154383 + Penalty 1628.333215 = -51671.821168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 41 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.608647 sec): 2 clusters Score: Raw -100870.951759 + Penalty 687.433039 = -100183.518720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.611206 sec): 3 clusters Score: Raw -100336.443737 + Penalty 1384.121610 = -98952.322127 nChanged 396 SP:Iteration 1F (96.613755 sec): 3 clusters Score: Raw -100641.464805 + Penalty 1398.018180 = -99243.446624 nChanged 119 SP:Iteration 2F (96.616201 sec): 3 clusters Score: Raw -100727.257987 + Penalty 1411.327880 = -99315.930107 nChanged 64 SP:Iteration 3F (96.618560 sec): 3 clusters Score: Raw -100768.787866 + Penalty 1421.468174 = -99347.319692 nChanged 49 SP:Iteration 4Q (96.620870 sec): 3 clusters Score: Raw -100807.940463 + Penalty 1436.963878 = -99370.976585 nChanged 39 SP:Iteration 5Q (96.623042 sec): 3 clusters Score: Raw -100840.995597 + Penalty 1455.681769 = -99385.313828 nChanged 33 SP:Iteration 6Q (96.625319 sec): 3 clusters Score: Raw -100870.413439 + Penalty 1478.535941 = -99391.877498 nChanged 35 SP:Iteration 7Q (96.627611 sec): 3 clusters Score: Raw -100906.166095 + Penalty 1494.710236 = -99411.455858 nChanged 25 SP:Iteration 8Q (96.629892 sec): 3 clusters Score: Raw -100934.490760 + Penalty 1514.842243 = -99419.648517 nChanged 20 SP:Iteration 9Q (96.632171 sec): 3 clusters Score: Raw -100961.757517 + Penalty 1525.775705 = -99435.981811 nChanged 11 SP:Iteration 10F (96.634445 sec): 3 clusters Score: Raw -100976.471245 + Penalty 1536.399676 = -99440.071568 nChanged 13 SP:Iteration 11Q (96.636544 sec): 3 clusters Score: Raw -100993.096397 + Penalty 1549.042715 = -99444.053682 nChanged 13 SP:Iteration 12Q (96.638745 sec): 3 clusters Score: Raw -101006.018775 + Penalty 1565.949909 = -99440.068866 nChanged 9 SP:Iteration 13F (96.640942 sec): 3 clusters Score: Raw -101024.723940 + Penalty 1582.144677 = -99442.579263 nChanged 10 SP:Iteration 14Q (96.642912 sec): 3 clusters Score: Raw -101042.685007 + Penalty 1592.018512 = -99450.666495 nChanged 8 SP:Iteration 15Q (96.644896 sec): 3 clusters Score: Raw -101053.989070 + Penalty 1593.624477 = -99460.364593 nChanged 6 SP:Iteration 16Q (96.646868 sec): 3 clusters Score: Raw -101056.682363 + Penalty 1594.795318 = -99461.887045 nChanged 2 SP:Iteration 17Q (96.648865 sec): 3 clusters Score: Raw -101058.768043 + Penalty 1594.350422 = -99464.417621 nChanged 1 SP:Iteration 18Q (96.650900 sec): 3 clusters Score: Raw -101060.069384 + Penalty 1594.463650 = -99465.605734 nChanged 2 SP:Iteration 19Q (96.653446 sec): 3 clusters Score: Raw -101061.565601 + Penalty 1594.463650 = -99467.101950 nChanged 0 SP:Iteration 20F (96.655768 sec): 3 clusters Score: Raw -101061.565601 + Penalty 1594.463650 = -99467.101950 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 56 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.658679 sec): 2 clusters Score: Raw -75439.242149 + Penalty 525.899372 = -74913.342776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.660563 sec): 3 clusters Score: Raw -75023.807218 + Penalty 1042.628951 = -73981.178268 nChanged 322 SP:Iteration 1F (96.662355 sec): 3 clusters Score: Raw -75296.299244 + Penalty 1036.375544 = -74259.923701 nChanged 99 SP:Iteration 2F (96.664130 sec): 3 clusters Score: Raw -75384.963825 + Penalty 1025.502423 = -74359.461401 nChanged 52 SP:Iteration 3F (96.665889 sec): 3 clusters Score: Raw -75427.352142 + Penalty 1008.775196 = -74418.576946 nChanged 48 SP:Iteration 4F (96.667594 sec): 3 clusters Score: Raw -75474.751928 + Penalty 988.804814 = -74485.947115 nChanged 47 SP:Iteration 5F (96.669269 sec): 3 clusters Score: Raw -75510.310618 + Penalty 974.638130 = -74535.672488 nChanged 28 SP:Iteration 6Q (96.670908 sec): 3 clusters Score: Raw -75528.262422 + Penalty 966.291879 = -74561.970543 nChanged 21 SP:Iteration 7Q (96.672537 sec): 3 clusters Score: Raw -75543.681787 + Penalty 960.248793 = -74583.432994 nChanged 14 SP:Iteration 8Q (96.674158 sec): 3 clusters Score: Raw -75552.445021 + Penalty 957.780159 = -74594.664862 nChanged 8 SP:Iteration 9Q (96.675775 sec): 3 clusters Score: Raw -75558.332607 + Penalty 955.394534 = -74602.938072 nChanged 4 SP:Iteration 10F (96.677455 sec): 3 clusters Score: Raw -75561.274035 + Penalty 953.333542 = -74607.940493 nChanged 3 SP:Iteration 11Q (96.679085 sec): 3 clusters Score: Raw -75563.519102 + Penalty 953.093001 = -74610.426102 nChanged 2 SP:Iteration 12Q (96.680690 sec): 3 clusters Score: Raw -75563.612780 + Penalty 953.093001 = -74610.519779 nChanged 0 SP:Iteration 13F (96.682438 sec): 3 clusters Score: Raw -75563.612780 + Penalty 953.093001 = -74610.519779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 63 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.683747 sec): 2 clusters Score: Raw -24096.173521 + Penalty 864.158632 = -23232.014889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.684524 sec): 3 clusters Score: Raw -24121.580993 + Penalty 1728.287226 = -22393.293767 nChanged 60 SP:Iteration 1F (96.685279 sec): 3 clusters Score: Raw -24320.466454 + Penalty 1728.317264 = -22592.149191 nChanged 31 SP:Iteration 2F (96.686028 sec): 3 clusters Score: Raw -24464.523886 + Penalty 1728.268444 = -22736.255442 nChanged 11 SP:Iteration 3Q (96.686700 sec): 3 clusters Score: Raw -24511.083394 + Penalty 1728.486896 = -22782.596498 nChanged 5 SP:Iteration 4Q (96.687363 sec): 3 clusters Score: Raw -24525.904096 + Penalty 1728.636183 = -22797.267913 nChanged 3 SP:Iteration 5Q (96.688022 sec): 3 clusters Score: Raw -24537.024163 + Penalty 1728.636183 = -22808.387980 nChanged 0 SP:Iteration 6F (96.688744 sec): 3 clusters Score: Raw -24537.024163 + Penalty 1728.636183 = -22808.387980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 71 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.690306 sec): 2 clusters Score: Raw -38533.199711 + Penalty 872.117253 = -37661.082458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.691257 sec): 3 clusters Score: Raw -38444.272165 + Penalty 1742.992535 = -36701.279630 nChanged 108 SP:Iteration 1F (96.692199 sec): 3 clusters Score: Raw -38584.405424 + Penalty 1740.796438 = -36843.608986 nChanged 35 SP:Iteration 2F (96.693171 sec): 3 clusters Score: Raw -38650.296143 + Penalty 1739.970728 = -36910.325415 nChanged 16 SP:Iteration 3Q (96.694151 sec): 3 clusters Score: Raw -38692.508976 + Penalty 1739.831626 = -36952.677350 nChanged 9 SP:Iteration 4Q (96.695098 sec): 3 clusters Score: Raw -38704.918481 + Penalty 1739.606261 = -36965.312221 nChanged 3 SP:Iteration 5Q (96.696039 sec): 3 clusters Score: Raw -38709.356338 + Penalty 1739.606261 = -36969.750077 nChanged 0 SP:Iteration 6F (96.697008 sec): 3 clusters Score: Raw -38709.356338 + Penalty 1739.606261 = -36969.750077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 131 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.698417 sec): 2 clusters Score: Raw -30061.666057 + Penalty 892.347100 = -29169.318958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.699277 sec): 3 clusters Score: Raw -30058.787851 + Penalty 1783.621948 = -28275.165903 nChanged 65 SP:Iteration 1F (96.700105 sec): 3 clusters Score: Raw -30190.051531 + Penalty 1782.508820 = -28407.542711 nChanged 25 SP:Iteration 2F (96.700951 sec): 3 clusters Score: Raw -30240.014629 + Penalty 1781.461678 = -28458.552951 nChanged 9 SP:Iteration 3Q (96.701758 sec): 3 clusters Score: Raw -30264.896028 + Penalty 1779.697472 = -28485.198557 nChanged 7 SP:Iteration 4Q (96.702550 sec): 3 clusters Score: Raw -30283.986245 + Penalty 1778.998647 = -28504.987598 nChanged 3 SP:Iteration 5Q (96.703339 sec): 3 clusters Score: Raw -30289.981685 + Penalty 1778.745044 = -28511.236642 nChanged 1 SP:Iteration 6Q (96.704124 sec): 3 clusters Score: Raw -30293.019176 + Penalty 1778.391237 = -28514.627939 nChanged 1 SP:Iteration 7Q (96.704913 sec): 3 clusters Score: Raw -30296.964032 + Penalty 1778.332742 = -28518.631290 nChanged 1 SP:Iteration 8Q (96.705698 sec): 3 clusters Score: Raw -30300.077390 + Penalty 1778.382161 = -28521.695229 nChanged 1 SP:Iteration 9Q (96.706481 sec): 3 clusters Score: Raw -30302.031123 + Penalty 1778.382161 = -28523.648961 nChanged 0 SP:Iteration 10F (96.707319 sec): 3 clusters Score: Raw -30302.031123 + Penalty 1778.382161 = -28523.648961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 165 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.707855 sec): 2 clusters Score: Raw -1927.969555 + Penalty 87.215604 = -1840.753951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.708121 sec): 3 clusters Score: Raw -1980.230530 + Penalty 206.983923 = -1773.246606 nChanged 6 SP:Iteration 1F (96.708378 sec): 3 clusters Score: Raw -2008.802724 + Penalty 222.035415 = -1786.767309 nChanged 1 SP:Iteration 2Q (96.708630 sec): 3 clusters Score: Raw -2024.325211 + Penalty 222.035415 = -1802.289796 nChanged 0 SP:Iteration 3F (96.708888 sec): 3 clusters Score: Raw -2024.325211 + Penalty 222.035415 = -1802.289796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 174 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.710089 sec): 2 clusters Score: Raw -22932.151455 + Penalty 376.525020 = -22555.626434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.710836 sec): 3 clusters Score: Raw -22821.222348 + Penalty 753.045401 = -22068.176947 nChanged 84 SP:Iteration 1F (96.711572 sec): 3 clusters Score: Raw -22918.475821 + Penalty 751.897807 = -22166.578014 nChanged 31 SP:Iteration 2F (96.712286 sec): 3 clusters Score: Raw -22953.535415 + Penalty 750.840068 = -22202.695347 nChanged 12 SP:Iteration 3Q (96.713011 sec): 3 clusters Score: Raw -22962.888130 + Penalty 748.773282 = -22214.114847 nChanged 6 SP:Iteration 4Q (96.713730 sec): 3 clusters Score: Raw -22968.210881 + Penalty 749.762651 = -22218.448230 nChanged 6 SP:Iteration 5Q (96.714444 sec): 3 clusters Score: Raw -22977.139039 + Penalty 751.942643 = -22225.196396 nChanged 4 SP:Iteration 6Q (96.715156 sec): 3 clusters Score: Raw -22989.630997 + Penalty 752.450891 = -22237.180105 nChanged 5 SP:Iteration 7Q (96.715864 sec): 3 clusters Score: Raw -22993.005344 + Penalty 753.050040 = -22239.955304 nChanged 7 SP:Iteration 8Q (96.716598 sec): 3 clusters Score: Raw -22999.623095 + Penalty 754.626587 = -22244.996509 nChanged 4 SP:Iteration 9Q (96.717306 sec): 3 clusters Score: Raw -23001.938291 + Penalty 757.264729 = -22244.673562 nChanged 3 SP:Iteration 10F (96.718046 sec): 3 clusters Score: Raw -23006.184996 + Penalty 761.063045 = -22245.121951 nChanged 4 SP:Iteration 11Q (96.718750 sec): 3 clusters Score: Raw -23010.596972 + Penalty 763.666031 = -22246.930942 nChanged 3 SP:Iteration 12Q (96.719451 sec): 3 clusters Score: Raw -23016.303357 + Penalty 765.812326 = -22250.491031 nChanged 5 SP:Iteration 13Q (96.720145 sec): 3 clusters Score: Raw -23022.386605 + Penalty 767.578892 = -22254.807712 nChanged 3 SP:Iteration 14Q (96.720834 sec): 3 clusters Score: Raw -23026.590074 + Penalty 766.934718 = -22259.655356 nChanged 3 SP:Iteration 15Q (96.721521 sec): 3 clusters Score: Raw -23028.123784 + Penalty 763.929156 = -22264.194629 nChanged 3 SP:Iteration 16Q (96.722185 sec): 3 clusters Score: Raw -23032.253557 + Penalty 760.149731 = -22272.103826 nChanged 4 SP:Iteration 17Q (96.722849 sec): 3 clusters Score: Raw -23038.718387 + Penalty 758.477608 = -22280.240779 nChanged 4 SP:Iteration 18Q (96.723514 sec): 3 clusters Score: Raw -23046.536005 + Penalty 757.164937 = -22289.371068 nChanged 8 SP:Iteration 19Q (96.724178 sec): 3 clusters Score: Raw -23061.561940 + Penalty 760.148204 = -22301.413737 nChanged 8 SP:Iteration 20F (96.724886 sec): 3 clusters Score: Raw -23076.205427 + Penalty 761.541203 = -22314.664223 nChanged 3 SP:Iteration 21Q (96.725538 sec): 3 clusters Score: Raw -23078.607589 + Penalty 761.586155 = -22317.021434 nChanged 2 SP:Iteration 22Q (96.726189 sec): 3 clusters Score: Raw -23080.111363 + Penalty 758.988707 = -22321.122657 nChanged 2 SP:Iteration 23Q (96.726840 sec): 3 clusters Score: Raw -23081.946761 + Penalty 758.750606 = -22323.196155 nChanged 2 SP:Iteration 24Q (96.727492 sec): 3 clusters Score: Raw -23083.515273 + Penalty 757.597764 = -22325.917509 nChanged 1 SP:Iteration 25Q (96.728147 sec): 3 clusters Score: Raw -23084.315226 + Penalty 756.382030 = -22327.933196 nChanged 1 SP:Iteration 26Q (96.728797 sec): 3 clusters Score: Raw -23084.570511 + Penalty 756.382030 = -22328.188481 nChanged 0 SP:Iteration 27F (96.729504 sec): 3 clusters Score: Raw -23084.570511 + Penalty 756.382030 = -22328.188481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.27 GB. Trying to split cluster 189 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.730738 sec): 2 clusters Score: Raw -23375.401443 + Penalty 384.810061 = -22990.591382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.731483 sec): 3 clusters Score: Raw -23302.351488 + Penalty 772.828504 = -22529.522983 nChanged 85 SP:Iteration 1F (96.732214 sec): 3 clusters Score: Raw -23421.780700 + Penalty 768.348713 = -22653.431987 nChanged 26 SP:Iteration 2F (96.732967 sec): 3 clusters Score: Raw -23484.180923 + Penalty 761.231705 = -22722.949218 nChanged 15 SP:Iteration 3F (96.733703 sec): 3 clusters Score: Raw -23529.770427 + Penalty 755.505569 = -22774.264858 nChanged 14 SP:Iteration 4Q (96.734395 sec): 3 clusters Score: Raw -23567.599643 + Penalty 752.872840 = -22814.726803 nChanged 6 SP:Iteration 5Q (96.735079 sec): 3 clusters Score: Raw -23585.662404 + Penalty 747.734542 = -22837.927862 nChanged 3 SP:Iteration 6Q (96.735759 sec): 3 clusters Score: Raw -23593.661207 + Penalty 743.286494 = -22850.374713 nChanged 3 SP:Iteration 7Q (96.736435 sec): 3 clusters Score: Raw -23601.239535 + Penalty 739.634090 = -22861.605445 nChanged 2 SP:Iteration 8Q (96.737107 sec): 3 clusters Score: Raw -23607.370919 + Penalty 739.634090 = -22867.736829 nChanged 0 SP:Iteration 9F (96.737837 sec): 3 clusters Score: Raw -23607.370919 + Penalty 739.634090 = -22867.736829 nChanged 0 Time taken for this iteration:95.936718 seconds. 300->32 Clusters: Score -2421174.676878, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 244 (time per iteration =396.612578 ms) Total iterations: 3866 (time per iteration =25.031937 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6824143125.000000 (time per metric unit =14.181043ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 170603578125.000000 (time per metric unit=567.241731ps) That took 96.773469 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 10 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.25 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26616 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 26616 points ------ Starting initial clusters from distinct float masks Not enough masks (225) to generate starting clusters (300), so starting with (226) clusters instead. Assigned 226 initial classes from 225 unique masks. Deleting Class 96 (1 points): Lose 1.361254 but Gain 1571.664763 Iteration 0F (3.619485 sec): 225 clusters Score: Raw -2101663.607563 + Penalty 212508.645892 = -1889154.961672 nChanged 10921 Deleting Class 169 (2 points): Lose 4.239344 but Gain 1579.037745 Iteration 1F (5.986590 sec): 192 clusters Score: Raw -2139872.483433 + Penalty 192483.150813 = -1947389.332620 nChanged 3709 Deleting Class 132 (1 points): Lose 3.622371 but Gain 1562.851753 Iteration 2F (8.189543 sec): 181 clusters Score: Raw -2148672.146333 + Penalty 181207.757696 = -1967464.388637 nChanged 2483 Deleting Class 185 (5 points): Lose 57.147033 but Gain 1558.731413 Iteration 3F (10.290793 sec): 172 clusters Score: Raw -2153069.210144 + Penalty 177869.325595 = -1975199.884549 nChanged 1771 Deleting Class 189 (7 points): Lose 58.857671 but Gain 1559.969070 Iteration 4F (12.348083 sec): 169 clusters Score: Raw -2155663.504092 + Penalty 171769.577421 = -1983893.926671 nChanged 1354 Deleting Class 163 (12 points): Lose 72.797805 but Gain 1573.704411 Iteration 5F (14.362319 sec): 165 clusters Score: Raw -2157318.806183 + Penalty 170126.869159 = -1987191.937024 nChanged 989 Deleting Class 62 (26 points): Lose 176.666773 but Gain 1642.425069 Iteration 6Q (14.601174 sec): 164 clusters Score: Raw -2158205.582569 + Penalty 166714.383088 = -1991491.199481 nChanged 765 Deleting Class 188 (3 points): Lose 25.723291 but Gain 1484.071430 Iteration 7Q (14.813322 sec): 161 clusters Score: Raw -2158903.842875 + Penalty 165239.371555 = -1993664.471320 nChanged 576 Deleting Class 103 (2 points): Lose 13.634007 but Gain 1462.941623 Iteration 8Q (15.006717 sec): 160 clusters Score: Raw -2159432.412459 + Penalty 163794.912065 = -1995637.500394 nChanged 452 Deleting Class 115 (8 points): Lose 59.811628 but Gain 1513.734612 Iteration 9Q (15.187332 sec): 159 clusters Score: Raw -2159766.564820 + Penalty 162365.587489 = -1997400.977331 nChanged 419 Deleting Class 104 (6 points): Lose 43.747138 but Gain 1492.036585 Iteration 10F (17.115070 sec): 158 clusters Score: Raw -2160256.244558 + Penalty 161170.123443 = -1999086.121115 nChanged 345 Deleting Class 86 (11 points): Lose 61.588094 but Gain 1516.343268 Iteration 11Q (17.287026 sec): 157 clusters Score: Raw -2160540.125554 + Penalty 159760.770027 = -2000779.355527 nChanged 277 Deleting Class 42 (3 points): Lose 15.459944 but Gain 1450.118150 Iteration 12Q (17.450914 sec): 156 clusters Score: Raw -2160717.351239 + Penalty 158320.030483 = -2002397.320756 nChanged 206 Deleting Class 122 (10 points): Lose 87.868531 but Gain 1508.834441 Iteration 13Q (17.609091 sec): 155 clusters Score: Raw -2160745.593712 + Penalty 156787.841726 = -2003957.751986 nChanged 164 Deleting Class 210 (1 points): Lose 4.173476 but Gain 1404.870996 Iteration 14Q (17.762070 sec): 154 clusters Score: Raw -2160854.581469 + Penalty 155432.208465 = -2005422.373004 nChanged 138 Deleting Class 7 (37 points): Lose 246.818483 but Gain 1631.541875 Iteration 15Q (17.917455 sec): 153 clusters Score: Raw -2160670.427468 + Penalty 153866.893839 = -2006803.533629 nChanged 124 Deleting Class 120 (38 points): Lose 190.214206 but Gain 1571.291313 Iteration 16Q (18.070831 sec): 152 clusters Score: Raw -2160624.135327 + Penalty 152372.112858 = -2008252.022468 nChanged 120 Deleting Class 59 (7 points): Lose 39.073168 but Gain 1395.389122 Iteration 17Q (18.223118 sec): 151 clusters Score: Raw -2160720.644051 + Penalty 151130.257405 = -2009590.386647 nChanged 77 Deleting Class 116 (21 points): Lose 89.270681 but Gain 1434.105412 Iteration 18Q (18.372167 sec): 150 clusters Score: Raw -2160679.089807 + Penalty 149706.683642 = -2010972.406165 nChanged 77 Deleting Class 29 (48 points): Lose 275.071035 but Gain 1615.979765 Iteration 19Q (18.522778 sec): 149 clusters Score: Raw -2160479.590207 + Penalty 148167.973537 = -2012311.616669 nChanged 105 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160479.590207 + Penalty 148167.973537 = -2012311.616669Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.630869 sec): 2 clusters Score: Raw -126422.290874 + Penalty 335.024422 = -126087.266452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.633753 sec): 3 clusters Score: Raw -125498.532447 + Penalty 668.207164 = -124830.325282 nChanged 682 SP:Iteration 1F (18.636582 sec): 3 clusters Score: Raw -125994.472330 + Penalty 682.345019 = -125312.127311 nChanged 168 SP:Iteration 2F (18.639402 sec): 3 clusters Score: Raw -126189.087087 + Penalty 704.035351 = -125485.051736 nChanged 130 SP:Iteration 3F (18.642221 sec): 3 clusters Score: Raw -126412.567345 + Penalty 706.354806 = -125706.212539 nChanged 71 SP:Iteration 4Q (18.645075 sec): 3 clusters Score: Raw -126469.738326 + Penalty 703.105854 = -125766.632472 nChanged 53 SP:Iteration 5Q (18.647725 sec): 3 clusters Score: Raw -126507.298981 + Penalty 698.575514 = -125808.723467 nChanged 39 SP:Iteration 6Q (18.650318 sec): 3 clusters Score: Raw -126522.112802 + Penalty 697.148396 = -125824.964405 nChanged 19 SP:Iteration 7Q (18.652991 sec): 3 clusters Score: Raw -126526.361426 + Penalty 694.530496 = -125831.830930 nChanged 13 SP:Iteration 8Q (18.655547 sec): 3 clusters Score: Raw -126528.912030 + Penalty 695.679369 = -125833.232661 nChanged 8 SP:Iteration 9Q (18.658112 sec): 3 clusters Score: Raw -126531.216086 + Penalty 694.608958 = -125836.607129 nChanged 7 SP:Iteration 10F (18.661004 sec): 3 clusters Score: Raw -126531.533864 + Penalty 693.877169 = -125837.656695 nChanged 3 SP:Iteration 11Q (18.663685 sec): 3 clusters Score: Raw -126531.995094 + Penalty 694.172135 = -125837.822958 nChanged 3 SP:Iteration 12Q (18.666337 sec): 3 clusters Score: Raw -126532.457722 + Penalty 694.066926 = -125838.390796 nChanged 2 SP:Iteration 13Q (18.668916 sec): 3 clusters Score: Raw -126532.516102 + Penalty 694.066926 = -125838.449175 nChanged 0 SP:Iteration 14F (18.671713 sec): 3 clusters Score: Raw -126532.516102 + Penalty 694.066926 = -125838.449175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.672294 sec): 2 clusters Score: Raw -980.698218 + Penalty 17.941682 = -962.756536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672509 sec): 3 clusters Score: Raw -995.482591 + Penalty 36.098742 = -959.383849 nChanged 1 SP:Iteration 1F (18.672751 sec): 3 clusters Score: Raw -997.741449 + Penalty 36.098742 = -961.642708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.676241 sec): 2 clusters Score: Raw -49554.678631 + Penalty 543.536551 = -49011.142080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.677564 sec): 3 clusters Score: Raw -49307.206922 + Penalty 1087.204028 = -48220.002894 nChanged 205 SP:Iteration 1F (18.678812 sec): 3 clusters Score: Raw -49468.005864 + Penalty 1090.094200 = -48377.911663 nChanged 55 SP:Iteration 2F (18.680061 sec): 3 clusters Score: Raw -49507.304124 + Penalty 1098.614341 = -48408.689783 nChanged 38 SP:Iteration 3F (18.681261 sec): 3 clusters Score: Raw -49542.006905 + Penalty 1106.016007 = -48435.990897 nChanged 34 SP:Iteration 4F (18.682469 sec): 3 clusters Score: Raw -49584.945302 + Penalty 1113.483245 = -48471.462057 nChanged 36 SP:Iteration 5F (18.683668 sec): 3 clusters Score: Raw -49638.331205 + Penalty 1118.119767 = -48520.211439 nChanged 19 SP:Iteration 6Q (18.684858 sec): 3 clusters Score: Raw -49665.721394 + Penalty 1118.926300 = -48546.795094 nChanged 10 SP:Iteration 7Q (18.685985 sec): 3 clusters Score: Raw -49685.709278 + Penalty 1118.953886 = -48566.755391 nChanged 7 SP:Iteration 8Q (18.687085 sec): 3 clusters Score: Raw -49702.505676 + Penalty 1120.279436 = -48582.226240 nChanged 11 SP:Iteration 9Q (18.688168 sec): 3 clusters Score: Raw -49728.028243 + Penalty 1117.027662 = -48611.000581 nChanged 11 SP:Iteration 10F (18.689352 sec): 3 clusters Score: Raw -49746.216729 + Penalty 1113.577762 = -48632.638967 nChanged 13 SP:Iteration 11Q (18.690425 sec): 3 clusters Score: Raw -49760.392688 + Penalty 1111.219993 = -48649.172695 nChanged 8 SP:Iteration 12Q (18.691490 sec): 3 clusters Score: Raw -49765.703296 + Penalty 1108.266162 = -48657.437134 nChanged 8 SP:Iteration 13Q (18.692548 sec): 3 clusters Score: Raw -49772.040699 + Penalty 1104.158861 = -48667.881837 nChanged 10 SP:Iteration 14Q (18.693628 sec): 3 clusters Score: Raw -49782.643462 + Penalty 1100.459868 = -48682.183594 nChanged 10 SP:Iteration 15Q (18.694712 sec): 3 clusters Score: Raw -49791.672673 + Penalty 1095.989282 = -48695.683390 nChanged 11 SP:Iteration 16Q (18.695817 sec): 3 clusters Score: Raw -49808.123427 + Penalty 1091.706258 = -48716.417170 nChanged 15 SP:Iteration 17Q (18.696913 sec): 3 clusters Score: Raw -49857.012375 + Penalty 1089.210287 = -48767.802088 nChanged 15 SP:Iteration 18Q (18.697969 sec): 3 clusters Score: Raw -49890.091283 + Penalty 1087.492776 = -48802.598507 nChanged 14 SP:Iteration 19Q (18.698975 sec): 3 clusters Score: Raw -49913.917342 + Penalty 1086.683155 = -48827.234187 nChanged 9 SP:Iteration 20F (18.700159 sec): 3 clusters Score: Raw -49929.302573 + Penalty 1086.021335 = -48843.281237 nChanged 9 SP:Iteration 21Q (18.701143 sec): 3 clusters Score: Raw -49942.987636 + Penalty 1085.837969 = -48857.149668 nChanged 2 SP:Iteration 22Q (18.702122 sec): 3 clusters Score: Raw -49944.657901 + Penalty 1085.830069 = -48858.827832 nChanged 1 SP:Iteration 23Q (18.703099 sec): 3 clusters Score: Raw -49945.918204 + Penalty 1085.769942 = -48860.148262 nChanged 3 SP:Iteration 24Q (18.704076 sec): 3 clusters Score: Raw -49949.705818 + Penalty 1085.423836 = -48864.281981 nChanged 4 SP:Iteration 25Q (18.705058 sec): 3 clusters Score: Raw -49955.546772 + Penalty 1085.225927 = -48870.320845 nChanged 4 SP:Iteration 26Q (18.706032 sec): 3 clusters Score: Raw -49959.726147 + Penalty 1085.299536 = -48874.426610 nChanged 2 SP:Iteration 27Q (18.707008 sec): 3 clusters Score: Raw -49961.584849 + Penalty 1085.299536 = -48876.285313 nChanged 0 SP:Iteration 28F (18.708190 sec): 3 clusters Score: Raw -49961.584849 + Penalty 1085.299536 = -48876.285313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.709518 sec): 2 clusters Score: Raw -25071.552769 + Penalty 58.414861 = -25013.137908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.710317 sec): 3 clusters Score: Raw -24874.667181 + Penalty 117.574468 = -24757.092713 nChanged 131 SP:Iteration 1F (18.711085 sec): 3 clusters Score: Raw -24994.974813 + Penalty 116.152933 = -24878.821881 nChanged 44 SP:Iteration 2F (18.711845 sec): 3 clusters Score: Raw -25049.373998 + Penalty 58.414861 = -24990.959137 nChanged 17 SP:Iteration 3F (18.712445 sec): 2 clusters Score: Raw -25071.552769 + Penalty 58.414861 = -25013.137908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715774 sec): 2 clusters Score: Raw -87428.432747 + Penalty 376.807365 = -87051.625383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.717756 sec): 3 clusters Score: Raw -86778.993859 + Penalty 745.458115 = -86033.535745 nChanged 435 SP:Iteration 1F (18.719772 sec): 3 clusters Score: Raw -87061.628995 + Penalty 735.569711 = -86326.059284 nChanged 127 SP:Iteration 2F (18.721772 sec): 3 clusters Score: Raw -87203.760352 + Penalty 734.975934 = -86468.784418 nChanged 77 SP:Iteration 3F (18.723722 sec): 3 clusters Score: Raw -87251.252548 + Penalty 737.891628 = -86513.360921 nChanged 31 SP:Iteration 4Q (18.725636 sec): 3 clusters Score: Raw -87263.166507 + Penalty 741.358654 = -86521.807853 nChanged 28 SP:Iteration 5Q (18.727548 sec): 3 clusters Score: Raw -87275.661001 + Penalty 742.778745 = -86532.882256 nChanged 22 SP:Iteration 6Q (18.729443 sec): 3 clusters Score: Raw -87285.100743 + Penalty 744.446031 = -86540.654712 nChanged 27 SP:Iteration 7Q (18.731387 sec): 3 clusters Score: Raw -87295.076589 + Penalty 746.521249 = -86548.555340 nChanged 23 SP:Iteration 8Q (18.733307 sec): 3 clusters Score: Raw -87302.539911 + Penalty 747.425516 = -86555.114395 nChanged 21 SP:Iteration 9Q (18.735273 sec): 3 clusters Score: Raw -87308.979557 + Penalty 748.501606 = -86560.477951 nChanged 15 SP:Iteration 10F (18.737221 sec): 3 clusters Score: Raw -87313.778813 + Penalty 749.313783 = -86564.465030 nChanged 12 SP:Iteration 11Q (18.739086 sec): 3 clusters Score: Raw -87317.794677 + Penalty 750.467316 = -86567.327361 nChanged 12 SP:Iteration 12Q (18.740950 sec): 3 clusters Score: Raw -87321.750668 + Penalty 750.795920 = -86570.954748 nChanged 11 SP:Iteration 13Q (18.742911 sec): 3 clusters Score: Raw -87324.866224 + Penalty 751.235960 = -86573.630265 nChanged 5 SP:Iteration 14Q (18.744926 sec): 3 clusters Score: Raw -87325.855721 + Penalty 751.328134 = -86574.527587 nChanged 3 SP:Iteration 15Q (18.746894 sec): 3 clusters Score: Raw -87326.038329 + Penalty 751.110702 = -86574.927627 nChanged 2 SP:Iteration 16Q (18.748751 sec): 3 clusters Score: Raw -87326.136566 + Penalty 751.029260 = -86575.107306 nChanged 2 SP:Iteration 17Q (18.750653 sec): 3 clusters Score: Raw -87326.291363 + Penalty 750.950179 = -86575.341184 nChanged 1 SP:Iteration 18Q (18.752549 sec): 3 clusters Score: Raw -87326.271305 + Penalty 750.950179 = -86575.321126 nChanged 0 SP:Iteration 19F (18.754509 sec): 3 clusters Score: Raw -87326.271305 + Penalty 750.950179 = -86575.321126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.758330 sec): 2 clusters Score: Raw -62077.881179 + Penalty 738.747237 = -61339.133942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.759783 sec): 3 clusters Score: Raw -61825.459232 + Penalty 1497.328089 = -60328.131142 nChanged 217 SP:Iteration 1F (18.761168 sec): 3 clusters Score: Raw -62086.111878 + Penalty 1513.969435 = -60572.142443 nChanged 64 SP:Iteration 2F (18.762575 sec): 3 clusters Score: Raw -62161.994837 + Penalty 1533.347774 = -60628.647063 nChanged 41 SP:Iteration 3F (18.763968 sec): 3 clusters Score: Raw -62211.958633 + Penalty 1543.870383 = -60668.088249 nChanged 20 SP:Iteration 4Q (18.765345 sec): 3 clusters Score: Raw -62239.391547 + Penalty 1551.060645 = -60688.330902 nChanged 10 SP:Iteration 5Q (18.766686 sec): 3 clusters Score: Raw -62249.707828 + Penalty 1555.699560 = -60694.008268 nChanged 11 SP:Iteration 6Q (18.768019 sec): 3 clusters Score: Raw -62263.841815 + Penalty 1559.879077 = -60703.962738 nChanged 7 SP:Iteration 7Q (18.769320 sec): 3 clusters Score: Raw -62272.829489 + Penalty 1563.681223 = -60709.148266 nChanged 6 SP:Iteration 8Q (18.770620 sec): 3 clusters Score: Raw -62280.365167 + Penalty 1565.100593 = -60715.264574 nChanged 4 SP:Iteration 9Q (18.771917 sec): 3 clusters Score: Raw -62284.277111 + Penalty 1568.298738 = -60715.978373 nChanged 4 SP:Iteration 10F (18.773297 sec): 3 clusters Score: Raw -62289.720422 + Penalty 1570.157002 = -60719.563420 nChanged 2 SP:Iteration 11Q (18.774604 sec): 3 clusters Score: Raw -62291.086720 + Penalty 1571.380011 = -60719.706708 nChanged 1 SP:Iteration 12Q (18.775902 sec): 3 clusters Score: Raw -62291.495528 + Penalty 1571.380011 = -60720.115516 nChanged 0 SP:Iteration 13F (18.777405 sec): 3 clusters Score: Raw -62291.495528 + Penalty 1571.380011 = -60720.115516 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (8846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.816493 sec): 2 clusters Score: Raw -689448.489996 + Penalty 285.733399 = -689162.756597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.832591 sec): 3 clusters Score: Raw -683469.435740 + Penalty 662.808597 = -682806.627143 nChanged 4183 SP:Iteration 1F (18.848902 sec): 3 clusters Score: Raw -686965.195106 + Penalty 767.973467 = -686197.221638 nChanged 1333 SP:Iteration 2F (18.864631 sec): 3 clusters Score: Raw -688319.235989 + Penalty 831.404719 = -687487.831270 nChanged 593 SP:Iteration 3F (18.881004 sec): 3 clusters Score: Raw -688856.718041 + Penalty 900.189948 = -687956.528093 nChanged 377 SP:Iteration 4Q (18.895029 sec): 3 clusters Score: Raw -689219.405858 + Penalty 995.094577 = -688224.311281 nChanged 180 SP:Iteration 5Q (18.908646 sec): 3 clusters Score: Raw -689408.912537 + Penalty 1008.069223 = -688400.843314 nChanged 54 SP:Iteration 6Q (18.922090 sec): 3 clusters Score: Raw -689463.497959 + Penalty 961.887620 = -688501.610339 nChanged 13 SP:Iteration 7Q (18.934478 sec): 3 clusters Score: Raw -689476.990058 + Penalty 938.249943 = -688538.740115 nChanged 4 SP:Iteration 8Q (18.947174 sec): 3 clusters Score: Raw -689481.312805 + Penalty 919.745338 = -688561.567468 nChanged 1 SP:Iteration 9Q (18.959328 sec): 3 clusters Score: Raw -689481.229508 + Penalty 919.745338 = -688561.484171 nChanged 0 SP:Iteration 10F (18.975332 sec): 3 clusters Score: Raw -689481.229508 + Penalty 919.745338 = -688561.484171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.981526 sec): 2 clusters Score: Raw -15668.855502 + Penalty 790.942758 = -14877.912745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.982056 sec): 3 clusters Score: Raw -15685.822791 + Penalty 1581.399653 = -14104.423139 nChanged 19 SP:Iteration 1F (18.982575 sec): 3 clusters Score: Raw -15729.935072 + Penalty 1580.148986 = -14149.786085 nChanged 6 SP:Iteration 2Q (18.983080 sec): 3 clusters Score: Raw -15746.522619 + Penalty 1579.757956 = -14166.764663 nChanged 3 SP:Iteration 3Q (18.983581 sec): 3 clusters Score: Raw -15755.969975 + Penalty 1579.042949 = -14176.927026 nChanged 2 SP:Iteration 4Q (18.984078 sec): 3 clusters Score: Raw -15762.134910 + Penalty 1579.042949 = -14183.091961 nChanged 0 SP:Iteration 5F (18.984598 sec): 3 clusters Score: Raw -15762.134910 + Penalty 1579.042949 = -14183.091961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.997244 sec): 2 clusters Score: Raw -212499.160442 + Penalty 551.769479 = -211947.390963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.001960 sec): 3 clusters Score: Raw -211046.569576 + Penalty 1102.307456 = -209944.262121 nChanged 1084 SP:Iteration 1F (19.006780 sec): 3 clusters Score: Raw -211888.594123 + Penalty 1105.311759 = -210783.282364 nChanged 311 SP:Iteration 2F (19.011442 sec): 3 clusters Score: Raw -212243.011806 + Penalty 1104.791237 = -211138.220569 nChanged 243 SP:Iteration 3F (19.016117 sec): 3 clusters Score: Raw -212534.068899 + Penalty 1103.947742 = -211430.121157 nChanged 198 SP:Iteration 4F (19.020547 sec): 3 clusters Score: Raw -212862.961499 + Penalty 1103.690344 = -211759.271155 nChanged 142 SP:Iteration 5F (19.025052 sec): 3 clusters Score: Raw -213062.607082 + Penalty 1103.464806 = -211959.142276 nChanged 60 SP:Iteration 6Q (19.029270 sec): 3 clusters Score: Raw -213115.134491 + Penalty 1103.339132 = -212011.795359 nChanged 33 SP:Iteration 7Q (19.033269 sec): 3 clusters Score: Raw -213129.188563 + Penalty 1103.380272 = -212025.808291 nChanged 19 SP:Iteration 8Q (19.037605 sec): 3 clusters Score: Raw -213138.738226 + Penalty 1103.233965 = -212035.504262 nChanged 17 SP:Iteration 9Q (19.041917 sec): 3 clusters Score: Raw -213149.314925 + Penalty 1103.049901 = -212046.265024 nChanged 12 SP:Iteration 10F (19.046792 sec): 3 clusters Score: Raw -213153.988812 + Penalty 1102.895516 = -212051.093295 nChanged 13 SP:Iteration 11Q (19.050845 sec): 3 clusters Score: Raw -213158.287769 + Penalty 1102.858363 = -212055.429406 nChanged 10 SP:Iteration 12Q (19.054749 sec): 3 clusters Score: Raw -213160.647789 + Penalty 1102.862714 = -212057.785075 nChanged 9 SP:Iteration 13Q (19.058645 sec): 3 clusters Score: Raw -213164.677482 + Penalty 1102.773180 = -212061.904302 nChanged 14 SP:Iteration 14Q (19.062566 sec): 3 clusters Score: Raw -213170.943848 + Penalty 1102.734428 = -212068.209420 nChanged 10 SP:Iteration 15Q (19.066433 sec): 3 clusters Score: Raw -213176.755754 + Penalty 1102.712891 = -212074.042863 nChanged 15 SP:Iteration 16Q (19.070283 sec): 3 clusters Score: Raw -213186.205596 + Penalty 1102.640453 = -212083.565144 nChanged 15 SP:Iteration 17Q (19.074280 sec): 3 clusters Score: Raw -213195.022447 + Penalty 1102.551144 = -212092.471303 nChanged 16 SP:Iteration 18Q (19.078459 sec): 3 clusters Score: Raw -213205.711277 + Penalty 1102.458328 = -212103.252949 nChanged 18 SP:Iteration 19Q (19.082482 sec): 3 clusters Score: Raw -213216.950450 + Penalty 1102.068426 = -212114.882023 nChanged 18 SP:Iteration 20F (19.087046 sec): 3 clusters Score: Raw -213226.457816 + Penalty 1101.813336 = -212124.644480 nChanged 8 SP:Iteration 21Q (19.090851 sec): 3 clusters Score: Raw -213228.687831 + Penalty 1101.390508 = -212127.297324 nChanged 7 SP:Iteration 22Q (19.094735 sec): 3 clusters Score: Raw -213231.200017 + Penalty 1101.167555 = -212130.032462 nChanged 5 SP:Iteration 23Q (19.098664 sec): 3 clusters Score: Raw -213232.800040 + Penalty 1100.891676 = -212131.908364 nChanged 6 SP:Iteration 24Q (19.102479 sec): 3 clusters Score: Raw -213234.861470 + Penalty 1100.926736 = -212133.934734 nChanged 4 SP:Iteration 25Q (19.106496 sec): 3 clusters Score: Raw -213235.941784 + Penalty 1100.765959 = -212135.175825 nChanged 6 SP:Iteration 26Q (19.110437 sec): 3 clusters Score: Raw -213237.838829 + Penalty 1100.782625 = -212137.056204 nChanged 6 SP:Iteration 27Q (19.114544 sec): 3 clusters Score: Raw -213238.776023 + Penalty 1100.734525 = -212138.041498 nChanged 1 SP:Iteration 28Q (19.118331 sec): 3 clusters Score: Raw -213238.952241 + Penalty 1100.734525 = -212138.217716 nChanged 0 SP:Iteration 29F (19.122749 sec): 3 clusters Score: Raw -213238.952241 + Penalty 1100.734525 = -212138.217716 nChanged 0 Score: Raw -2173244.344360 + Penalty 148883.737143 = -2024360.607217 Splitting cluster 10 changes total score from -2012311.616669 to -2024360.607217 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.919160 sec): 2 clusters Score: Raw -22180.375265 + Penalty 902.049389 = -21278.325876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.919894 sec): 3 clusters Score: Raw -22212.769537 + Penalty 1803.570849 = -20409.198688 nChanged 51 SP:Iteration 1F (20.920627 sec): 3 clusters Score: Raw -22351.104119 + Penalty 1803.739923 = -20547.364196 nChanged 17 SP:Iteration 2F (20.921367 sec): 3 clusters Score: Raw -22437.760051 + Penalty 1803.301781 = -20634.458270 nChanged 14 SP:Iteration 3Q (20.922047 sec): 3 clusters Score: Raw -22488.613324 + Penalty 1802.921900 = -20685.691424 nChanged 4 SP:Iteration 4Q (20.922707 sec): 3 clusters Score: Raw -22512.188927 + Penalty 1802.682367 = -20709.506560 nChanged 2 SP:Iteration 5Q (20.923359 sec): 3 clusters Score: Raw -22518.902572 + Penalty 1802.157511 = -20716.745061 nChanged 4 SP:Iteration 6Q (20.924010 sec): 3 clusters Score: Raw -22534.930148 + Penalty 1802.016420 = -20732.913728 nChanged 3 SP:Iteration 7Q (20.924651 sec): 3 clusters Score: Raw -22541.337936 + Penalty 1802.016420 = -20739.321516 nChanged 0 SP:Iteration 8F (20.925349 sec): 3 clusters Score: Raw -22541.405641 + Penalty 1801.871251 = -20739.534389 nChanged 1 SP:Iteration 9Q (20.925974 sec): 3 clusters Score: Raw -22546.885662 + Penalty 1801.785101 = -20745.100561 nChanged 3 SP:Iteration 10F (20.926666 sec): 3 clusters Score: Raw -22556.421205 + Penalty 1801.938473 = -20754.482732 nChanged 1 SP:Iteration 11Q (20.927331 sec): 3 clusters Score: Raw -22559.742039 + Penalty 1802.087764 = -20757.654275 nChanged 1 SP:Iteration 12Q (20.927954 sec): 3 clusters Score: Raw -22561.078948 + Penalty 1802.233043 = -20758.845905 nChanged 1 SP:Iteration 13Q (20.928645 sec): 3 clusters Score: Raw -22562.902911 + Penalty 1802.233043 = -20760.669868 nChanged 0 SP:Iteration 14F (20.929378 sec): 3 clusters Score: Raw -22562.902911 + Penalty 1802.233043 = -20760.669868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.930943 sec): 2 clusters Score: Raw -32205.458638 + Penalty 346.388733 = -31859.069905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.931834 sec): 3 clusters Score: Raw -31984.529200 + Penalty 698.353880 = -31286.175320 nChanged 140 SP:Iteration 1F (20.932703 sec): 3 clusters Score: Raw -32140.053254 + Penalty 711.337588 = -31428.715666 nChanged 51 SP:Iteration 2F (20.933545 sec): 3 clusters Score: Raw -32192.276249 + Penalty 716.151727 = -31476.124522 nChanged 13 SP:Iteration 3Q (20.934359 sec): 3 clusters Score: Raw -32204.341347 + Penalty 718.841373 = -31485.499975 nChanged 7 SP:Iteration 4Q (20.935167 sec): 3 clusters Score: Raw -32209.881171 + Penalty 717.884249 = -31491.996922 nChanged 1 SP:Iteration 5Q (20.935967 sec): 3 clusters Score: Raw -32210.627176 + Penalty 717.884249 = -31492.742927 nChanged 0 SP:Iteration 6F (20.936806 sec): 3 clusters Score: Raw -32210.627176 + Penalty 717.884249 = -31492.742927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.937376 sec): 2 clusters Score: Raw -2519.615025 + Penalty 55.114915 = -2464.500110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.937659 sec): 3 clusters Score: Raw -2557.123752 + Penalty 107.454207 = -2449.669545 nChanged 7 SP:Iteration 1F (20.937941 sec): 3 clusters Score: Raw -2567.611645 + Penalty 108.592373 = -2459.019272 nChanged 1 SP:Iteration 2Q (20.938209 sec): 3 clusters Score: Raw -2569.812588 + Penalty 108.592373 = -2461.220215 nChanged 0 SP:Iteration 3F (20.938482 sec): 3 clusters Score: Raw -2569.812588 + Penalty 108.592373 = -2461.220215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.940551 sec): 2 clusters Score: Raw -50492.998413 + Penalty 519.119026 = -49973.879387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.941783 sec): 3 clusters Score: Raw -50157.480973 + Penalty 1037.481351 = -49119.999622 nChanged 191 SP:Iteration 1F (20.942987 sec): 3 clusters Score: Raw -50259.586729 + Penalty 1043.774432 = -49215.812297 nChanged 67 SP:Iteration 2F (20.944216 sec): 3 clusters Score: Raw -50307.103984 + Penalty 1057.172972 = -49249.931011 nChanged 40 SP:Iteration 3F (20.945443 sec): 3 clusters Score: Raw -50328.794586 + Penalty 1070.741134 = -49258.053453 nChanged 33 SP:Iteration 4F (20.946735 sec): 3 clusters Score: Raw -50349.078872 + Penalty 1081.484993 = -49267.593879 nChanged 28 SP:Iteration 5Q (20.948017 sec): 3 clusters Score: Raw -50369.555296 + Penalty 1096.701277 = -49272.854019 nChanged 40 SP:Iteration 6F (20.949286 sec): 3 clusters Score: Raw -50403.076545 + Penalty 1111.989214 = -49291.087331 nChanged 32 SP:Iteration 7F (20.950547 sec): 3 clusters Score: Raw -50432.458680 + Penalty 1129.874420 = -49302.584260 nChanged 27 SP:Iteration 8Q (20.951742 sec): 3 clusters Score: Raw -50455.274148 + Penalty 1136.588272 = -49318.685875 nChanged 18 SP:Iteration 9Q (20.952882 sec): 3 clusters Score: Raw -50469.638356 + Penalty 1136.355484 = -49333.282872 nChanged 14 SP:Iteration 10F (20.954084 sec): 3 clusters Score: Raw -50480.461797 + Penalty 1147.016073 = -49333.445724 nChanged 10 SP:Iteration 11Q (20.955161 sec): 3 clusters Score: Raw -50486.885103 + Penalty 1152.430997 = -49334.454106 nChanged 5 SP:Iteration 12Q (20.956269 sec): 3 clusters Score: Raw -50489.477029 + Penalty 1157.894388 = -49331.582641 nChanged 3 SP:Iteration 13F (20.957483 sec): 3 clusters Score: Raw -50490.174798 + Penalty 1157.894388 = -49332.280410 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.959629 sec): 2 clusters Score: Raw -59801.823689 + Penalty 1050.325530 = -58751.498159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.960973 sec): 3 clusters Score: Raw -59628.429314 + Penalty 2100.652454 = -57527.776860 nChanged 161 SP:Iteration 1F (20.962292 sec): 3 clusters Score: Raw -59806.768841 + Penalty 2100.640141 = -57706.128700 nChanged 25 SP:Iteration 2Q (20.963615 sec): 3 clusters Score: Raw -59832.935023 + Penalty 2100.653976 = -57732.281046 nChanged 12 SP:Iteration 3Q (20.964935 sec): 3 clusters Score: Raw -59846.975441 + Penalty 2100.650705 = -57746.324736 nChanged 12 SP:Iteration 4Q (20.966227 sec): 3 clusters Score: Raw -59857.544716 + Penalty 2100.656966 = -57756.887750 nChanged 4 SP:Iteration 5Q (20.967518 sec): 3 clusters Score: Raw -59862.305115 + Penalty 2100.655527 = -57761.649587 nChanged 7 SP:Iteration 6Q (20.968812 sec): 3 clusters Score: Raw -59871.840372 + Penalty 2100.654881 = -57771.185492 nChanged 5 SP:Iteration 7Q (20.970102 sec): 3 clusters Score: Raw -59877.006159 + Penalty 2100.655527 = -57776.350632 nChanged 3 SP:Iteration 8Q (20.971365 sec): 3 clusters Score: Raw -59882.259258 + Penalty 2100.656090 = -57781.603168 nChanged 3 SP:Iteration 9Q (20.972632 sec): 3 clusters Score: Raw -59884.769485 + Penalty 2100.671754 = -57784.097731 nChanged 1 SP:Iteration 10F (20.973968 sec): 3 clusters Score: Raw -59886.323574 + Penalty 2100.671926 = -57785.651649 nChanged 1 SP:Iteration 11Q (20.975283 sec): 3 clusters Score: Raw -59887.080660 + Penalty 2100.671926 = -57786.408735 nChanged 0 SP:Iteration 12F (20.976604 sec): 3 clusters Score: Raw -59887.080660 + Penalty 2100.671926 = -57786.408735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.977527 sec): 2 clusters Score: Raw -13002.194283 + Penalty 260.373627 = -12741.820655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.978023 sec): 3 clusters Score: Raw -12936.296977 + Penalty 537.300443 = -12398.996534 nChanged 52 SP:Iteration 1F (20.978541 sec): 3 clusters Score: Raw -13008.705828 + Penalty 522.273524 = -12486.432304 nChanged 13 SP:Iteration 2F (20.979028 sec): 3 clusters Score: Raw -13028.732703 + Penalty 503.017860 = -12525.714843 nChanged 7 SP:Iteration 3Q (20.979512 sec): 3 clusters Score: Raw -13036.735538 + Penalty 508.305452 = -12528.430086 nChanged 3 SP:Iteration 4Q (20.980055 sec): 3 clusters Score: Raw -13041.142282 + Penalty 510.889184 = -12530.253098 nChanged 1 SP:Iteration 5Q (20.980564 sec): 3 clusters Score: Raw -13042.726047 + Penalty 513.534733 = -12529.191315 nChanged 1 SP:Iteration 6F (20.981065 sec): 3 clusters Score: Raw -13047.876169 + Penalty 517.843120 = -12530.033049 nChanged 3 SP:Iteration 7Q (20.981530 sec): 3 clusters Score: Raw -13058.970174 + Penalty 505.264321 = -12553.705853 nChanged 2 SP:Iteration 8Q (20.981970 sec): 3 clusters Score: Raw -13063.947052 + Penalty 505.264321 = -12558.682731 nChanged 0 SP:Iteration 9F (20.982468 sec): 3 clusters Score: Raw -13063.947052 + Penalty 505.264321 = -12558.682731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.982933 sec): 2 clusters Score: Raw -82.115770 + Penalty 0.000000 = -82.115770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.983125 sec): 2 clusters Score: Raw -82.115770 + Penalty 0.000000 = -82.115770 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.987179 sec): 2 clusters Score: Raw -63596.293502 + Penalty 530.226933 = -63066.066569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.988695 sec): 3 clusters Score: Raw -63245.989917 + Penalty 1057.681362 = -62188.308555 nChanged 259 SP:Iteration 1F (20.990163 sec): 3 clusters Score: Raw -63419.925938 + Penalty 1057.123634 = -62362.802305 nChanged 72 SP:Iteration 2F (20.991654 sec): 3 clusters Score: Raw -63498.856078 + Penalty 1055.576989 = -62443.279090 nChanged 49 SP:Iteration 3F (20.993107 sec): 3 clusters Score: Raw -63576.198758 + Penalty 1055.227552 = -62520.971206 nChanged 46 SP:Iteration 4F (20.994550 sec): 3 clusters Score: Raw -63637.605803 + Penalty 1056.894692 = -62580.711111 nChanged 35 SP:Iteration 5Q (20.995977 sec): 3 clusters Score: Raw -63686.852877 + Penalty 1059.691178 = -62627.161699 nChanged 32 SP:Iteration 6Q (20.997401 sec): 3 clusters Score: Raw -63734.492590 + Penalty 1063.008035 = -62671.484555 nChanged 25 SP:Iteration 7Q (20.998771 sec): 3 clusters Score: Raw -63767.430456 + Penalty 1066.780613 = -62700.649843 nChanged 20 SP:Iteration 8Q (21.000121 sec): 3 clusters Score: Raw -63798.076642 + Penalty 1069.891156 = -62728.185486 nChanged 17 SP:Iteration 9Q (21.001437 sec): 3 clusters Score: Raw -63829.938117 + Penalty 1072.993633 = -62756.944484 nChanged 16 SP:Iteration 10F (21.002878 sec): 3 clusters Score: Raw -63862.239158 + Penalty 1075.918751 = -62786.320407 nChanged 12 SP:Iteration 11Q (21.004167 sec): 3 clusters Score: Raw -63882.788465 + Penalty 1078.988833 = -62803.799632 nChanged 11 SP:Iteration 12Q (21.005471 sec): 3 clusters Score: Raw -63897.057940 + Penalty 1080.268068 = -62816.789872 nChanged 9 SP:Iteration 13Q (21.006759 sec): 3 clusters Score: Raw -63909.052913 + Penalty 1082.344009 = -62826.708904 nChanged 9 SP:Iteration 14Q (21.008038 sec): 3 clusters Score: Raw -63918.473441 + Penalty 1084.073700 = -62834.399742 nChanged 6 SP:Iteration 15Q (21.009312 sec): 3 clusters Score: Raw -63925.184687 + Penalty 1085.365196 = -62839.819491 nChanged 7 SP:Iteration 16Q (21.010582 sec): 3 clusters Score: Raw -63938.978560 + Penalty 1087.121951 = -62851.856609 nChanged 7 SP:Iteration 17Q (21.011859 sec): 3 clusters Score: Raw -63973.779112 + Penalty 1089.632984 = -62884.146127 nChanged 10 SP:Iteration 18Q (21.013098 sec): 3 clusters Score: Raw -64015.965975 + Penalty 1091.062080 = -62924.903895 nChanged 5 SP:Iteration 19Q (21.014459 sec): 3 clusters Score: Raw -64023.334165 + Penalty 1091.062080 = -62932.272085 nChanged 0 SP:Iteration 20F (21.016016 sec): 3 clusters Score: Raw -64023.334165 + Penalty 1091.062080 = -62932.272085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.020431 sec): 2 clusters Score: Raw -12290.998566 + Penalty 565.580587 = -11725.417979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.020912 sec): 3 clusters Score: Raw -12271.674389 + Penalty 1156.777036 = -11114.897352 nChanged 18 SP:Iteration 1F (21.021359 sec): 3 clusters Score: Raw -12304.067701 + Penalty 1171.001369 = -11133.066332 nChanged 10 SP:Iteration 2F (21.021796 sec): 3 clusters Score: Raw -12330.286243 + Penalty 1169.168512 = -11161.117730 nChanged 2 SP:Iteration 3Q (21.022215 sec): 3 clusters Score: Raw -12333.237527 + Penalty 1167.979219 = -11165.258308 nChanged 1 SP:Iteration 4Q (21.022633 sec): 3 clusters Score: Raw -12333.224991 + Penalty 1167.979219 = -11165.245772 nChanged 0 SP:Iteration 5F (21.023092 sec): 3 clusters Score: Raw -12333.224991 + Penalty 1167.979219 = -11165.245772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.023961 sec): 2 clusters Score: Raw -13076.618654 + Penalty 587.619683 = -12488.998972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.024443 sec): 3 clusters Score: Raw -13092.211670 + Penalty 1174.231914 = -11917.979755 nChanged 23 SP:Iteration 1F (21.024920 sec): 3 clusters Score: Raw -13129.960537 + Penalty 1170.485412 = -11959.475124 nChanged 14 SP:Iteration 2F (21.025395 sec): 3 clusters Score: Raw -13167.452192 + Penalty 1164.788853 = -12002.663339 nChanged 9 SP:Iteration 3F (21.025867 sec): 3 clusters Score: Raw -13206.255820 + Penalty 1162.523883 = -12043.731937 nChanged 8 SP:Iteration 4F (21.026339 sec): 3 clusters Score: Raw -13235.088899 + Penalty 1159.144150 = -12075.944749 nChanged 2 SP:Iteration 5Q (21.026769 sec): 3 clusters Score: Raw -13243.488221 + Penalty 1155.308063 = -12088.180157 nChanged 2 SP:Iteration 6Q (21.027201 sec): 3 clusters Score: Raw -13249.475270 + Penalty 1155.308063 = -12094.167207 nChanged 0 SP:Iteration 7F (21.027673 sec): 3 clusters Score: Raw -13249.475270 + Penalty 1155.308063 = -12094.167207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.028904 sec): 2 clusters Score: Raw -29376.967314 + Penalty 869.461516 = -28507.505797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.029629 sec): 3 clusters Score: Raw -29321.957736 + Penalty 1738.624738 = -27583.332998 nChanged 49 SP:Iteration 1F (21.030375 sec): 3 clusters Score: Raw -29411.098634 + Penalty 1738.672490 = -27672.426143 nChanged 16 SP:Iteration 2F (21.031106 sec): 3 clusters Score: Raw -29440.441869 + Penalty 1738.563217 = -27701.878653 nChanged 5 SP:Iteration 3Q (21.031804 sec): 3 clusters Score: Raw -29452.098191 + Penalty 1738.258800 = -27713.839391 nChanged 3 SP:Iteration 4Q (21.032504 sec): 3 clusters Score: Raw -29455.088643 + Penalty 1738.136761 = -27716.951882 nChanged 1 SP:Iteration 5Q (21.033194 sec): 3 clusters Score: Raw -29456.271840 + Penalty 1738.028589 = -27718.243251 nChanged 1 SP:Iteration 6Q (21.033883 sec): 3 clusters Score: Raw -29457.533110 + Penalty 1738.028589 = -27719.504521 nChanged 0 SP:Iteration 7F (21.034588 sec): 3 clusters Score: Raw -29457.533110 + Penalty 1738.028589 = -27719.504521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.036004 sec): 2 clusters Score: Raw -17364.415720 + Penalty 742.449841 = -16621.965879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.036593 sec): 3 clusters Score: Raw -17364.750355 + Penalty 1483.675558 = -15881.074797 nChanged 39 SP:Iteration 1F (21.037142 sec): 3 clusters Score: Raw -17433.760766 + Penalty 1484.272429 = -15949.488337 nChanged 10 SP:Iteration 2F (21.037688 sec): 3 clusters Score: Raw -17461.941919 + Penalty 1484.154061 = -15977.787858 nChanged 3 SP:Iteration 3Q (21.038213 sec): 3 clusters Score: Raw -17466.668086 + Penalty 1484.154061 = -15982.514025 nChanged 0 SP:Iteration 4F (21.038759 sec): 3 clusters Score: Raw -17466.668086 + Penalty 1484.154061 = -15982.514025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.039288 sec): 2 clusters Score: Raw -79.721524 + Penalty 0.000000 = -79.721524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.039479 sec): 2 clusters Score: Raw -79.721524 + Penalty 0.000000 = -79.721524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.040034 sec): 2 clusters Score: Raw -2669.954403 + Penalty 173.383574 = -2496.570829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.040309 sec): 3 clusters Score: Raw -2678.063566 + Penalty 344.798318 = -2333.265248 nChanged 6 SP:Iteration 1F (21.040578 sec): 3 clusters Score: Raw -2692.824005 + Penalty 344.582015 = -2348.241990 nChanged 2 SP:Iteration 2F (21.040845 sec): 3 clusters Score: Raw -2696.510420 + Penalty 344.582015 = -2351.928405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.041325 sec): 2 clusters Score: Raw -542.120034 + Penalty 233.911755 = -308.208279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.041543 sec): 3 clusters Score: Raw -531.832281 + Penalty 468.969062 = -62.863219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.042129 sec): 2 clusters Score: Raw -4541.329367 + Penalty 515.475200 = -4025.854167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.042429 sec): 3 clusters Score: Raw -4549.828057 + Penalty 1029.142459 = -3520.685598 nChanged 1 SP:Iteration 1Q (21.042720 sec): 3 clusters Score: Raw -4552.087554 + Penalty 1028.408311 = -3523.679243 nChanged 1 SP:Iteration 2Q (21.043010 sec): 3 clusters Score: Raw -4553.038363 + Penalty 1028.408311 = -3524.630052 nChanged 0 SP:Iteration 3F (21.043306 sec): 3 clusters Score: Raw -4553.038363 + Penalty 1028.408311 = -3524.630052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.048771 sec): 2 clusters Score: Raw -95644.955615 + Penalty 1109.523681 = -94535.431934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.050868 sec): 3 clusters Score: Raw -95301.715148 + Penalty 2219.157851 = -93082.557297 nChanged 301 SP:Iteration 1F (21.052827 sec): 3 clusters Score: Raw -95539.604141 + Penalty 2219.190137 = -93320.414004 nChanged 94 SP:Iteration 2F (21.054747 sec): 3 clusters Score: Raw -95642.230397 + Penalty 2219.115474 = -93423.114922 nChanged 65 SP:Iteration 3F (21.056678 sec): 3 clusters Score: Raw -95713.299918 + Penalty 2218.586985 = -93494.712933 nChanged 52 SP:Iteration 4F (21.058596 sec): 3 clusters Score: Raw -95767.379021 + Penalty 2217.929762 = -93549.449259 nChanged 37 SP:Iteration 5Q (21.060475 sec): 3 clusters Score: Raw -95805.153057 + Penalty 2217.255215 = -93587.897842 nChanged 35 SP:Iteration 6Q (21.062351 sec): 3 clusters Score: Raw -95845.245708 + Penalty 2216.601035 = -93628.644673 nChanged 32 SP:Iteration 7Q (21.064229 sec): 3 clusters Score: Raw -95885.083222 + Penalty 2215.994103 = -93669.089119 nChanged 28 SP:Iteration 8Q (21.066133 sec): 3 clusters Score: Raw -95916.550852 + Penalty 2215.535196 = -93701.015656 nChanged 17 SP:Iteration 9Q (21.068026 sec): 3 clusters Score: Raw -95938.326105 + Penalty 2215.481660 = -93722.844445 nChanged 9 SP:Iteration 10F (21.069943 sec): 3 clusters Score: Raw -95946.118514 + Penalty 2215.379497 = -93730.739018 nChanged 5 SP:Iteration 11Q (21.071814 sec): 3 clusters Score: Raw -95948.756665 + Penalty 2215.311089 = -93733.445576 nChanged 4 SP:Iteration 12Q (21.073678 sec): 3 clusters Score: Raw -95951.113867 + Penalty 2215.112414 = -93736.001452 nChanged 4 SP:Iteration 13Q (21.075543 sec): 3 clusters Score: Raw -95955.200109 + Penalty 2214.892155 = -93740.307955 nChanged 4 SP:Iteration 14Q (21.077413 sec): 3 clusters Score: Raw -95957.759817 + Penalty 2214.835830 = -93742.923987 nChanged 1 SP:Iteration 15Q (21.079369 sec): 3 clusters Score: Raw -95958.007137 + Penalty 2214.892155 = -93743.114982 nChanged 1 SP:Iteration 16Q (21.081348 sec): 3 clusters Score: Raw -95960.205996 + Penalty 2214.892155 = -93745.313842 nChanged 0 SP:Iteration 17F (21.083410 sec): 3 clusters Score: Raw -95960.205996 + Penalty 2214.892155 = -93745.313842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.085938 sec): 2 clusters Score: Raw -13662.751666 + Penalty 160.896352 = -13501.855314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.086442 sec): 3 clusters Score: Raw -13587.164023 + Penalty 316.493515 = -13270.670508 nChanged 53 SP:Iteration 1F (21.086934 sec): 3 clusters Score: Raw -13632.464612 + Penalty 315.835202 = -13316.629410 nChanged 20 SP:Iteration 2F (21.087426 sec): 3 clusters Score: Raw -13652.496982 + Penalty 322.198552 = -13330.298430 nChanged 18 SP:Iteration 3F (21.087918 sec): 3 clusters Score: Raw -13678.626908 + Penalty 336.140518 = -13342.486390 nChanged 18 SP:Iteration 4F (21.088408 sec): 3 clusters Score: Raw -13703.805604 + Penalty 347.987088 = -13355.818516 nChanged 10 SP:Iteration 5F (21.088902 sec): 3 clusters Score: Raw -13715.467163 + Penalty 354.287217 = -13361.179945 nChanged 4 SP:Iteration 6Q (21.089379 sec): 3 clusters Score: Raw -13718.267940 + Penalty 360.245123 = -13358.022817 nChanged 4 SP:Iteration 7F (21.089873 sec): 3 clusters Score: Raw -13719.545839 + Penalty 362.092618 = -13357.453221 nChanged 1 SP:Iteration 8F (21.090365 sec): 3 clusters Score: Raw -13720.202886 + Penalty 364.144716 = -13356.058170 nChanged 1 SP:Iteration 9F (21.090858 sec): 3 clusters Score: Raw -13720.586038 + Penalty 366.469855 = -13354.116183 nChanged 1 SP:Iteration 10F (21.091372 sec): 3 clusters Score: Raw -13720.840713 + Penalty 369.650020 = -13351.190693 nChanged 2 SP:Iteration 11F (21.091866 sec): 3 clusters Score: Raw -13722.865103 + Penalty 369.650020 = -13353.215083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.093665 sec): 2 clusters Score: Raw -41667.423770 + Penalty 648.224758 = -41019.199012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.094727 sec): 3 clusters Score: Raw -41440.313932 + Penalty 1292.466500 = -40147.847432 nChanged 148 SP:Iteration 1F (21.095777 sec): 3 clusters Score: Raw -41543.311978 + Penalty 1289.232074 = -40254.079904 nChanged 42 SP:Iteration 2F (21.096815 sec): 3 clusters Score: Raw -41580.334159 + Penalty 1287.825332 = -40292.508828 nChanged 38 SP:Iteration 3F (21.097813 sec): 3 clusters Score: Raw -41611.918773 + Penalty 1287.001010 = -40324.917763 nChanged 24 SP:Iteration 4F (21.098809 sec): 3 clusters Score: Raw -41633.381134 + Penalty 1291.140496 = -40342.240638 nChanged 24 SP:Iteration 5F (21.099814 sec): 3 clusters Score: Raw -41650.952535 + Penalty 1297.856635 = -40353.095901 nChanged 12 SP:Iteration 6Q (21.100810 sec): 3 clusters Score: Raw -41656.435850 + Penalty 1301.093947 = -40355.341903 nChanged 6 SP:Iteration 7Q (21.101837 sec): 3 clusters Score: Raw -41660.013828 + Penalty 1301.805031 = -40358.208797 nChanged 3 SP:Iteration 8Q (21.102876 sec): 3 clusters Score: Raw -41661.261259 + Penalty 1301.805031 = -40359.456228 nChanged 0 SP:Iteration 9F (21.103939 sec): 3 clusters Score: Raw -41661.261259 + Penalty 1301.805031 = -40359.456228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.104425 sec): 2 clusters Score: Raw -462.428636 + Penalty 219.573316 = -242.855320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.104642 sec): 3 clusters Score: Raw -449.245773 + Penalty 439.704626 = -9.541146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.106186 sec): 2 clusters Score: Raw -33950.051660 + Penalty 880.663415 = -33069.388245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.107081 sec): 3 clusters Score: Raw -33869.668307 + Penalty 1760.366530 = -32109.301777 nChanged 77 SP:Iteration 1F (21.107961 sec): 3 clusters Score: Raw -33983.104724 + Penalty 1758.789883 = -32224.314841 nChanged 32 SP:Iteration 2F (21.108823 sec): 3 clusters Score: Raw -34038.901972 + Penalty 1757.246567 = -32281.655405 nChanged 14 SP:Iteration 3Q (21.109650 sec): 3 clusters Score: Raw -34066.344470 + Penalty 1754.990381 = -32311.354088 nChanged 14 SP:Iteration 4Q (21.110473 sec): 3 clusters Score: Raw -34097.043938 + Penalty 1753.516686 = -32343.527252 nChanged 12 SP:Iteration 5Q (21.111288 sec): 3 clusters Score: Raw -34114.692010 + Penalty 1751.818680 = -32362.873330 nChanged 11 SP:Iteration 6Q (21.112099 sec): 3 clusters Score: Raw -34134.269557 + Penalty 1751.142742 = -32383.126815 nChanged 3 SP:Iteration 7Q (21.112908 sec): 3 clusters Score: Raw -34138.516834 + Penalty 1750.141031 = -32388.375803 nChanged 2 SP:Iteration 8Q (21.113797 sec): 3 clusters Score: Raw -34142.248777 + Penalty 1749.255488 = -32392.993289 nChanged 2 SP:Iteration 9Q (21.114635 sec): 3 clusters Score: Raw -34147.170867 + Penalty 1748.524381 = -32398.646487 nChanged 3 SP:Iteration 10F (21.115528 sec): 3 clusters Score: Raw -34155.601870 + Penalty 1746.915616 = -32408.686254 nChanged 4 SP:Iteration 11Q (21.116367 sec): 3 clusters Score: Raw -34160.513545 + Penalty 1746.516973 = -32413.996572 nChanged 1 SP:Iteration 12Q (21.117206 sec): 3 clusters Score: Raw -34161.479883 + Penalty 1745.913519 = -32415.566364 nChanged 1 SP:Iteration 13Q (21.118047 sec): 3 clusters Score: Raw -34162.685652 + Penalty 1745.295890 = -32417.389762 nChanged 1 SP:Iteration 14Q (21.118863 sec): 3 clusters Score: Raw -34164.897686 + Penalty 1744.922088 = -32419.975598 nChanged 1 SP:Iteration 15Q (21.119665 sec): 3 clusters Score: Raw -34165.670202 + Penalty 1744.544368 = -32421.125835 nChanged 1 SP:Iteration 16Q (21.120466 sec): 3 clusters Score: Raw -34166.628190 + Penalty 1744.501099 = -32422.127091 nChanged 1 SP:Iteration 17Q (21.121267 sec): 3 clusters Score: Raw -34166.814862 + Penalty 1744.501099 = -32422.313763 nChanged 0 SP:Iteration 18F (21.122109 sec): 3 clusters Score: Raw -34166.814862 + Penalty 1744.501099 = -32422.313763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.122593 sec): 2 clusters Score: Raw -308.718716 + Penalty 28.733479 = -279.985237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.122794 sec): 2 clusters Score: Raw -308.718716 + Penalty 28.733479 = -279.985237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.123740 sec): 2 clusters Score: Raw -16455.684910 + Penalty 846.495853 = -15609.189058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.124323 sec): 3 clusters Score: Raw -16525.915808 + Penalty 1692.956884 = -14832.958925 nChanged 21 SP:Iteration 1F (21.124868 sec): 3 clusters Score: Raw -16577.050196 + Penalty 1692.943110 = -14884.107085 nChanged 1 SP:Iteration 2Q (21.125390 sec): 3 clusters Score: Raw -16580.096737 + Penalty 1692.943110 = -14887.153626 nChanged 0 SP:Iteration 3F (21.125936 sec): 3 clusters Score: Raw -16580.096737 + Penalty 1692.943110 = -14887.153626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.128780 sec): 2 clusters Score: Raw -77139.129391 + Penalty 778.013570 = -76361.115821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.130550 sec): 3 clusters Score: Raw -76748.815427 + Penalty 1565.403512 = -75183.411915 nChanged 274 SP:Iteration 1F (21.132195 sec): 3 clusters Score: Raw -76968.329923 + Penalty 1575.661847 = -75392.668076 nChanged 88 SP:Iteration 2F (21.133860 sec): 3 clusters Score: Raw -77076.574728 + Penalty 1588.523101 = -75488.051627 nChanged 65 SP:Iteration 3F (21.135492 sec): 3 clusters Score: Raw -77160.840378 + Penalty 1601.220802 = -75559.619576 nChanged 51 SP:Iteration 4F (21.137133 sec): 3 clusters Score: Raw -77221.924457 + Penalty 1609.329395 = -75612.595062 nChanged 28 SP:Iteration 5Q (21.138686 sec): 3 clusters Score: Raw -77245.010934 + Penalty 1611.374314 = -75633.636620 nChanged 13 SP:Iteration 6Q (21.140275 sec): 3 clusters Score: Raw -77255.279475 + Penalty 1615.210900 = -75640.068576 nChanged 9 SP:Iteration 7Q (21.141918 sec): 3 clusters Score: Raw -77262.260258 + Penalty 1617.269733 = -75644.990525 nChanged 6 SP:Iteration 8Q (21.143449 sec): 3 clusters Score: Raw -77266.319087 + Penalty 1619.030004 = -75647.289083 nChanged 7 SP:Iteration 9Q (21.145027 sec): 3 clusters Score: Raw -77270.561488 + Penalty 1622.301775 = -75648.259714 nChanged 12 SP:Iteration 10F (21.146661 sec): 3 clusters Score: Raw -77279.378418 + Penalty 1625.901754 = -75653.476664 nChanged 11 SP:Iteration 11Q (21.148340 sec): 3 clusters Score: Raw -77286.473074 + Penalty 1629.613384 = -75656.859691 nChanged 9 SP:Iteration 12Q (21.149972 sec): 3 clusters Score: Raw -77290.625177 + Penalty 1631.345383 = -75659.279794 nChanged 5 SP:Iteration 13Q (21.151530 sec): 3 clusters Score: Raw -77293.694021 + Penalty 1633.691507 = -75660.002515 nChanged 4 SP:Iteration 14Q (21.153056 sec): 3 clusters Score: Raw -77297.312302 + Penalty 1633.691507 = -75663.620796 nChanged 0 SP:Iteration 15F (21.154661 sec): 3 clusters Score: Raw -77297.312302 + Penalty 1633.691507 = -75663.620796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.155324 sec): 2 clusters Score: Raw -4600.216542 + Penalty 365.560871 = -4234.655671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.155632 sec): 3 clusters Score: Raw -4586.969346 + Penalty 731.337574 = -3855.631772 nChanged 6 SP:Iteration 1F (21.155934 sec): 3 clusters Score: Raw -4595.689938 + Penalty 732.057160 = -3863.632778 nChanged 3 SP:Iteration 2F (21.156235 sec): 3 clusters Score: Raw -4601.337427 + Penalty 733.686383 = -3867.651045 nChanged 2 SP:Iteration 3Q (21.156537 sec): 3 clusters Score: Raw -4605.781016 + Penalty 735.514228 = -3870.266788 nChanged 1 SP:Iteration 4Q (21.156836 sec): 3 clusters Score: Raw -4606.932137 + Penalty 735.514228 = -3871.417909 nChanged 0 SP:Iteration 5F (21.157138 sec): 3 clusters Score: Raw -4606.932137 + Penalty 735.514228 = -3871.417909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.157644 sec): 2 clusters Score: Raw -1443.533899 + Penalty 208.813439 = -1234.720461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.157916 sec): 3 clusters Score: Raw -1452.868735 + Penalty 413.968662 = -1038.900073 nChanged 1 SP:Iteration 1F (21.158152 sec): 3 clusters Score: Raw -1454.445267 + Penalty 413.968662 = -1040.476605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.160486 sec): 2 clusters Score: Raw -67544.498433 + Penalty 1037.594507 = -66506.903927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.161967 sec): 3 clusters Score: Raw -67297.853764 + Penalty 2075.175329 = -65222.678434 nChanged 180 SP:Iteration 1F (21.163376 sec): 3 clusters Score: Raw -67460.430836 + Penalty 2075.205017 = -65385.225820 nChanged 54 SP:Iteration 2F (21.164784 sec): 3 clusters Score: Raw -67520.732815 + Penalty 2075.230415 = -65445.502400 nChanged 23 SP:Iteration 3Q (21.166190 sec): 3 clusters Score: Raw -67541.231643 + Penalty 2075.297532 = -65465.934111 nChanged 16 SP:Iteration 4Q (21.167581 sec): 3 clusters Score: Raw -67558.577973 + Penalty 2075.392281 = -65483.185692 nChanged 12 SP:Iteration 5Q (21.168981 sec): 3 clusters Score: Raw -67567.815264 + Penalty 2075.475076 = -65492.340188 nChanged 9 SP:Iteration 6Q (21.170337 sec): 3 clusters Score: Raw -67573.732352 + Penalty 2075.500148 = -65498.232204 nChanged 3 SP:Iteration 7Q (21.171739 sec): 3 clusters Score: Raw -67575.258603 + Penalty 2075.549247 = -65499.709356 nChanged 3 SP:Iteration 8Q (21.173127 sec): 3 clusters Score: Raw -67577.620915 + Penalty 2075.624427 = -65501.996488 nChanged 4 SP:Iteration 9Q (21.174521 sec): 3 clusters Score: Raw -67581.255554 + Penalty 2075.636516 = -65505.619038 nChanged 5 SP:Iteration 10F (21.175940 sec): 3 clusters Score: Raw -67585.297777 + Penalty 2075.587179 = -65509.710597 nChanged 2 SP:Iteration 11Q (21.177326 sec): 3 clusters Score: Raw -67586.576754 + Penalty 2075.526128 = -65511.050626 nChanged 3 SP:Iteration 12Q (21.178710 sec): 3 clusters Score: Raw -67588.385985 + Penalty 2075.432803 = -65512.953182 nChanged 4 SP:Iteration 13Q (21.180123 sec): 3 clusters Score: Raw -67591.689791 + Penalty 2075.324404 = -65516.365387 nChanged 6 SP:Iteration 14Q (21.181637 sec): 3 clusters Score: Raw -67596.745403 + Penalty 2075.204411 = -65521.540992 nChanged 6 SP:Iteration 15Q (21.183101 sec): 3 clusters Score: Raw -67604.564632 + Penalty 2075.108472 = -65529.456160 nChanged 11 SP:Iteration 16Q (21.184552 sec): 3 clusters Score: Raw -67620.664109 + Penalty 2074.935288 = -65545.728821 nChanged 5 SP:Iteration 17Q (21.185956 sec): 3 clusters Score: Raw -67626.032420 + Penalty 2074.868993 = -65551.163427 nChanged 7 SP:Iteration 18Q (21.187338 sec): 3 clusters Score: Raw -67634.484192 + Penalty 2074.651054 = -65559.833138 nChanged 5 SP:Iteration 19Q (21.188717 sec): 3 clusters Score: Raw -67640.561620 + Penalty 2074.421489 = -65566.140132 nChanged 7 SP:Iteration 20F (21.190145 sec): 3 clusters Score: Raw -67645.659431 + Penalty 2074.320175 = -65571.339256 nChanged 2 SP:Iteration 21Q (21.191527 sec): 3 clusters Score: Raw -67646.554839 + Penalty 2074.320175 = -65572.234665 nChanged 0 SP:Iteration 22F (21.192926 sec): 3 clusters Score: Raw -67646.554839 + Penalty 2074.320175 = -65572.234665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.193456 sec): 2 clusters Score: Raw -1159.567214 + Penalty 263.272907 = -896.294308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.193692 sec): 3 clusters Score: Raw -1149.045000 + Penalty 494.791478 = -654.253521 nChanged 1 SP:Iteration 1F (21.193926 sec): 3 clusters Score: Raw -1152.666678 + Penalty 494.791478 = -657.875200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.194431 sec): 2 clusters Score: Raw -1599.687676 + Penalty 297.308565 = -1302.379111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.194702 sec): 3 clusters Score: Raw -1593.115157 + Penalty 598.810409 = -994.304748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.195195 sec): 2 clusters Score: Raw -1121.392367 + Penalty 257.130724 = -864.261644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.195426 sec): 3 clusters Score: Raw -1125.622535 + Penalty 514.001784 = -611.620751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.196108 sec): 2 clusters Score: Raw -7558.897716 + Penalty 514.993522 = -7043.904194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.196475 sec): 3 clusters Score: Raw -7560.148421 + Penalty 1032.556017 = -6527.592404 nChanged 6 SP:Iteration 1F (21.196845 sec): 3 clusters Score: Raw -7576.803106 + Penalty 1032.866143 = -6543.936962 nChanged 7 SP:Iteration 2F (21.197205 sec): 3 clusters Score: Raw -7590.903943 + Penalty 1034.345303 = -6556.558640 nChanged 1 SP:Iteration 3Q (21.197557 sec): 3 clusters Score: Raw -7593.069369 + Penalty 1036.476063 = -6556.593306 nChanged 1 SP:Iteration 4Q (21.197907 sec): 3 clusters Score: Raw -7595.547964 + Penalty 1038.088595 = -6557.459369 nChanged 1 SP:Iteration 5Q (21.198256 sec): 3 clusters Score: Raw -7599.274300 + Penalty 1037.347921 = -6561.926380 nChanged 1 SP:Iteration 6Q (21.198602 sec): 3 clusters Score: Raw -7603.612021 + Penalty 1040.528473 = -6563.083548 nChanged 1 SP:Iteration 7Q (21.198948 sec): 3 clusters Score: Raw -7608.401623 + Penalty 1040.528473 = -6567.873150 nChanged 0 SP:Iteration 8F (21.199307 sec): 3 clusters Score: Raw -7608.401623 + Penalty 1040.528473 = -6567.873150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.199778 sec): 2 clusters Score: Raw -431.270505 + Penalty 163.065916 = -268.204588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.199993 sec): 3 clusters Score: Raw -424.905828 + Penalty 340.889076 = -84.016752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.200461 sec): 2 clusters Score: Raw -420.120912 + Penalty 63.776046 = -356.344866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.200663 sec): 3 clusters Score: Raw -447.099460 + Penalty 127.552091 = -319.547368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.201125 sec): 2 clusters Score: Raw -243.521453 + Penalty 73.400778 = -170.120676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.201330 sec): 3 clusters Score: Raw -239.362518 + Penalty 171.087533 = -68.274985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.202069 sec): 2 clusters Score: Raw -9018.689423 + Penalty 301.021418 = -8717.668005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.202480 sec): 3 clusters Score: Raw -8998.464447 + Penalty 598.897704 = -8399.566743 nChanged 21 SP:Iteration 1F (21.202882 sec): 3 clusters Score: Raw -9019.739954 + Penalty 601.468518 = -8418.271436 nChanged 9 SP:Iteration 2F (21.203283 sec): 3 clusters Score: Raw -9036.931273 + Penalty 609.571760 = -8427.359514 nChanged 9 SP:Iteration 3F (21.203685 sec): 3 clusters Score: Raw -9055.418135 + Penalty 615.795884 = -8439.622251 nChanged 7 SP:Iteration 4F (21.204086 sec): 3 clusters Score: Raw -9073.744828 + Penalty 623.061502 = -8450.683327 nChanged 3 SP:Iteration 5Q (21.204499 sec): 3 clusters Score: Raw -9080.123096 + Penalty 628.442752 = -8451.680345 nChanged 2 SP:Iteration 6Q (21.204889 sec): 3 clusters Score: Raw -9083.308693 + Penalty 628.442752 = -8454.865942 nChanged 0 SP:Iteration 7F (21.205298 sec): 3 clusters Score: Raw -9083.308693 + Penalty 628.442752 = -8454.865942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.205884 sec): 2 clusters Score: Raw -4157.010826 + Penalty 372.118625 = -3784.892202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.206179 sec): 3 clusters Score: Raw -4155.812411 + Penalty 746.379350 = -3409.433062 nChanged 4 SP:Iteration 1F (21.206470 sec): 3 clusters Score: Raw -4164.740394 + Penalty 749.899883 = -3414.840511 nChanged 1 SP:Iteration 2Q (21.206757 sec): 3 clusters Score: Raw -4166.381900 + Penalty 758.193353 = -3408.188548 nChanged 2 SP:Iteration 3F (21.207049 sec): 3 clusters Score: Raw -4169.685354 + Penalty 758.193353 = -3411.492001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.207540 sec): 2 clusters Score: Raw -1197.666527 + Penalty 313.696601 = -883.969925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.207771 sec): 3 clusters Score: Raw -1195.462633 + Penalty 627.242324 = -568.220308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.208266 sec): 2 clusters Score: Raw -1411.905367 + Penalty 321.979384 = -1089.925983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.208503 sec): 3 clusters Score: Raw -1427.709907 + Penalty 635.692517 = -792.017390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.208972 sec): 2 clusters Score: Raw -534.268935 + Penalty 215.633478 = -318.635456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.209190 sec): 3 clusters Score: Raw -524.671570 + Penalty 448.806585 = -75.864985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.209737 sec): 2 clusters Score: Raw -3285.914567 + Penalty 531.659331 = -2754.255236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.210016 sec): 3 clusters Score: Raw -3345.896254 + Penalty 1063.938096 = -2281.958158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.211142 sec): 2 clusters Score: Raw -24235.425732 + Penalty 786.497909 = -23448.927823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.211805 sec): 3 clusters Score: Raw -24175.282854 + Penalty 1572.726649 = -22602.556206 nChanged 43 SP:Iteration 1F (21.212464 sec): 3 clusters Score: Raw -24249.467434 + Penalty 1572.299601 = -22677.167833 nChanged 13 SP:Iteration 2F (21.213112 sec): 3 clusters Score: Raw -24267.999788 + Penalty 1572.685255 = -22695.314533 nChanged 4 SP:Iteration 3Q (21.213790 sec): 3 clusters Score: Raw -24271.771021 + Penalty 1572.547137 = -22699.223885 nChanged 1 SP:Iteration 4Q (21.214455 sec): 3 clusters Score: Raw -24273.434401 + Penalty 1572.547137 = -22700.887264 nChanged 0 SP:Iteration 5F (21.215109 sec): 3 clusters Score: Raw -24273.434401 + Penalty 1572.547137 = -22700.887264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.215577 sec): 2 clusters Score: Raw -166.112012 + Penalty 56.914259 = -109.197752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.215789 sec): 2 clusters Score: Raw -166.112012 + Penalty 56.914259 = -109.197752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216271 sec): 2 clusters Score: Raw -822.703888 + Penalty 266.680846 = -556.023042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.216495 sec): 3 clusters Score: Raw -809.301967 + Penalty 532.808821 = -276.493147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216963 sec): 2 clusters Score: Raw -414.259764 + Penalty 127.949574 = -286.310190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.217179 sec): 3 clusters Score: Raw -411.456760 + Penalty 261.182890 = -150.273870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.217653 sec): 2 clusters Score: Raw -563.312608 + Penalty 122.772162 = -440.540447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.217871 sec): 3 clusters Score: Raw -559.926759 + Penalty 244.706062 = -315.220697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.219461 sec): 2 clusters Score: Raw -37054.467480 + Penalty 547.574158 = -36506.893322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.220436 sec): 3 clusters Score: Raw -36866.426724 + Penalty 1093.535539 = -35772.891184 nChanged 122 SP:Iteration 1F (21.221363 sec): 3 clusters Score: Raw -36951.695436 + Penalty 1091.417510 = -35860.277926 nChanged 37 SP:Iteration 2F (21.222282 sec): 3 clusters Score: Raw -36979.353554 + Penalty 1093.911560 = -35885.441993 nChanged 21 SP:Iteration 3F (21.223199 sec): 3 clusters Score: Raw -36994.098801 + Penalty 1096.662365 = -35897.436436 nChanged 14 SP:Iteration 4Q (21.224115 sec): 3 clusters Score: Raw -37004.514186 + Penalty 1097.859642 = -35906.654544 nChanged 11 SP:Iteration 5Q (21.225032 sec): 3 clusters Score: Raw -37010.460692 + Penalty 1095.389923 = -35915.070770 nChanged 9 SP:Iteration 6Q (21.225946 sec): 3 clusters Score: Raw -37016.595622 + Penalty 1095.807534 = -35920.788088 nChanged 7 SP:Iteration 7Q (21.226858 sec): 3 clusters Score: Raw -37020.654907 + Penalty 1088.797281 = -35931.857626 nChanged 10 SP:Iteration 8Q (21.227807 sec): 3 clusters Score: Raw -37029.018037 + Penalty 1076.831982 = -35952.186055 nChanged 16 SP:Iteration 9Q (21.228725 sec): 3 clusters Score: Raw -37047.986860 + Penalty 1079.472936 = -35968.513925 nChanged 8 SP:Iteration 10F (21.229700 sec): 3 clusters Score: Raw -37056.791670 + Penalty 1076.858521 = -35979.933149 nChanged 9 SP:Iteration 11Q (21.230653 sec): 3 clusters Score: Raw -37063.600894 + Penalty 1061.672006 = -36001.928888 nChanged 7 SP:Iteration 12Q (21.231594 sec): 3 clusters Score: Raw -37066.543273 + Penalty 1055.305263 = -36011.238010 nChanged 1 SP:Iteration 13Q (21.232528 sec): 3 clusters Score: Raw -37067.182859 + Penalty 1051.769780 = -36015.413079 nChanged 1 SP:Iteration 14Q (21.233420 sec): 3 clusters Score: Raw -37066.702425 + Penalty 1043.788919 = -36022.913506 nChanged 2 SP:Iteration 15Q (21.234311 sec): 3 clusters Score: Raw -37067.440136 + Penalty 1040.463292 = -36026.976843 nChanged 2 SP:Iteration 16Q (21.235206 sec): 3 clusters Score: Raw -37070.808808 + Penalty 1039.030949 = -36031.777860 nChanged 1 SP:Iteration 17Q (21.236108 sec): 3 clusters Score: Raw -37070.633561 + Penalty 1038.606586 = -36032.026975 nChanged 3 SP:Iteration 18Q (21.237001 sec): 3 clusters Score: Raw -37071.349780 + Penalty 1041.047770 = -36030.302010 nChanged 2 SP:Iteration 19F (21.237918 sec): 3 clusters Score: Raw -37070.973958 + Penalty 1045.879026 = -36025.094932 nChanged 1 SP:Iteration 20F (21.238861 sec): 3 clusters Score: Raw -37070.960343 + Penalty 1052.435681 = -36018.524661 nChanged 1 SP:Iteration 21F (21.239802 sec): 3 clusters Score: Raw -37071.104968 + Penalty 1057.238508 = -36013.866459 nChanged 1 SP:Iteration 22F (21.240739 sec): 3 clusters Score: Raw -37071.427726 + Penalty 1049.348681 = -36022.079046 nChanged 1 SP:Iteration 23Q (21.241682 sec): 3 clusters Score: Raw -37072.162419 + Penalty 1031.962268 = -36040.200151 nChanged 4 SP:Iteration 24Q (21.242614 sec): 3 clusters Score: Raw -37073.516343 + Penalty 1013.395857 = -36060.120486 nChanged 3 SP:Iteration 25Q (21.243535 sec): 3 clusters Score: Raw -37074.843809 + Penalty 1016.688326 = -36058.155483 nChanged 1 SP:Iteration 26F (21.244495 sec): 3 clusters Score: Raw -37076.063820 + Penalty 1015.627984 = -36060.435835 nChanged 1 SP:Iteration 27Q (21.245379 sec): 3 clusters Score: Raw -37076.361449 + Penalty 1005.916663 = -36070.444786 nChanged 1 SP:Iteration 28Q (21.246257 sec): 3 clusters Score: Raw -37075.837453 + Penalty 1005.916663 = -36069.920791 nChanged 0 SP:Iteration 29F (21.247241 sec): 3 clusters Score: Raw -37075.837453 + Penalty 1005.916663 = -36069.920791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.247949 sec): 2 clusters Score: Raw -7834.615851 + Penalty 615.196184 = -7219.419667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.248319 sec): 3 clusters Score: Raw -7854.317250 + Penalty 1237.725664 = -6616.591586 nChanged 7 SP:Iteration 1F (21.248680 sec): 3 clusters Score: Raw -7874.020044 + Penalty 1240.556637 = -6633.463407 nChanged 3 SP:Iteration 2Q (21.249031 sec): 3 clusters Score: Raw -7884.384730 + Penalty 1238.779260 = -6645.605470 nChanged 1 SP:Iteration 3Q (21.249380 sec): 3 clusters Score: Raw -7895.919771 + Penalty 1238.779260 = -6657.140511 nChanged 0 SP:Iteration 4F (21.249740 sec): 3 clusters Score: Raw -7895.919771 + Penalty 1238.779260 = -6657.140511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.251273 sec): 2 clusters Score: Raw -35422.956221 + Penalty 748.439116 = -34674.517105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.252195 sec): 3 clusters Score: Raw -35273.709258 + Penalty 1497.025782 = -33776.683476 nChanged 103 SP:Iteration 1F (21.253068 sec): 3 clusters Score: Raw -35389.885355 + Penalty 1497.355917 = -33892.529438 nChanged 36 SP:Iteration 2F (21.253937 sec): 3 clusters Score: Raw -35446.015244 + Penalty 1496.913291 = -33949.101954 nChanged 21 SP:Iteration 3F (21.254849 sec): 3 clusters Score: Raw -35479.781535 + Penalty 1498.472745 = -33981.308789 nChanged 10 SP:Iteration 4Q (21.255741 sec): 3 clusters Score: Raw -35491.123583 + Penalty 1498.699850 = -33992.423733 nChanged 6 SP:Iteration 5Q (21.256623 sec): 3 clusters Score: Raw -35494.779872 + Penalty 1498.247851 = -33996.532021 nChanged 2 SP:Iteration 6Q (21.257494 sec): 3 clusters Score: Raw -35495.908529 + Penalty 1498.247851 = -33997.660679 nChanged 0 SP:Iteration 7F (21.258396 sec): 3 clusters Score: Raw -35495.908529 + Penalty 1498.247851 = -33997.660679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.258868 sec): 2 clusters Score: Raw -591.093046 + Penalty 24.384873 = -566.708173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.259066 sec): 3 clusters Score: Raw -588.419802 + Penalty 48.769747 = -539.650055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.259555 sec): 2 clusters Score: Raw -978.879970 + Penalty 80.796248 = -898.083722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.259815 sec): 3 clusters Score: Raw -986.703343 + Penalty 151.089124 = -835.614218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.260381 sec): 2 clusters Score: Raw -3718.487764 + Penalty 584.665613 = -3133.822151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.260666 sec): 3 clusters Score: Raw -3790.912387 + Penalty 1167.568983 = -2623.343404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.261125 sec): 2 clusters Score: Raw -224.799495 + Penalty 24.287228 = -200.512267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.261320 sec): 3 clusters Score: Raw -226.318424 + Penalty 49.990167 = -176.328258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.261808 sec): 2 clusters Score: Raw -1151.038375 + Penalty 356.391478 = -794.646897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262037 sec): 3 clusters Score: Raw -1136.489291 + Penalty 716.316848 = -420.172443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.262512 sec): 2 clusters Score: Raw -704.313621 + Penalty 218.129110 = -486.184510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262735 sec): 3 clusters Score: Raw -696.032365 + Penalty 424.868436 = -271.163929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.263205 sec): 2 clusters Score: Raw -483.169371 + Penalty 159.248470 = -323.920901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.263420 sec): 3 clusters Score: Raw -482.189130 + Penalty 379.763039 = -102.426091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.263959 sec): 2 clusters Score: Raw -2561.876313 + Penalty 386.636943 = -2175.239370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.264220 sec): 3 clusters Score: Raw -2589.867272 + Penalty 765.105478 = -1824.761794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.265095 sec): 2 clusters Score: Raw -14253.772356 + Penalty 621.526287 = -13632.246069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.265590 sec): 3 clusters Score: Raw -14223.147592 + Penalty 1243.243554 = -12979.904038 nChanged 30 SP:Iteration 1F (21.266080 sec): 3 clusters Score: Raw -14261.070858 + Penalty 1243.543701 = -13017.527157 nChanged 7 SP:Iteration 2Q (21.266562 sec): 3 clusters Score: Raw -14270.980861 + Penalty 1243.808812 = -13027.172049 nChanged 1 SP:Iteration 3Q (21.267042 sec): 3 clusters Score: Raw -14274.461285 + Penalty 1243.844462 = -13030.616823 nChanged 1 SP:Iteration 4Q (21.267522 sec): 3 clusters Score: Raw -14276.903878 + Penalty 1243.844462 = -13033.059416 nChanged 0 SP:Iteration 5F (21.268010 sec): 3 clusters Score: Raw -14276.903878 + Penalty 1243.844462 = -13033.059416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.268478 sec): 2 clusters Score: Raw -254.735555 + Penalty 89.715054 = -165.020501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.268690 sec): 3 clusters Score: Raw -245.984110 + Penalty 197.549041 = -48.435069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.270084 sec): 2 clusters Score: Raw -20291.750768 + Penalty 784.481587 = -19507.269180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.270663 sec): 3 clusters Score: Raw -20256.875123 + Penalty 1568.506896 = -18688.368227 nChanged 34 SP:Iteration 1F (21.271278 sec): 3 clusters Score: Raw -20310.796929 + Penalty 1567.938185 = -18742.858744 nChanged 8 SP:Iteration 2Q (21.271835 sec): 3 clusters Score: Raw -20325.778257 + Penalty 1567.989455 = -18757.788803 nChanged 1 SP:Iteration 3Q (21.272389 sec): 3 clusters Score: Raw -20328.110450 + Penalty 1567.777273 = -18760.333177 nChanged 1 SP:Iteration 4Q (21.272950 sec): 3 clusters Score: Raw -20328.992990 + Penalty 1567.777273 = -18761.215717 nChanged 0 SP:Iteration 5F (21.273533 sec): 3 clusters Score: Raw -20328.992990 + Penalty 1567.777273 = -18761.215717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.274941 sec): 2 clusters Score: Raw -28840.429392 + Penalty 461.459617 = -28378.969775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.275722 sec): 3 clusters Score: Raw -28668.698324 + Penalty 944.611925 = -27724.086398 nChanged 114 SP:Iteration 1F (21.276492 sec): 3 clusters Score: Raw -28795.397881 + Penalty 967.168007 = -27828.229874 nChanged 40 SP:Iteration 2F (21.277266 sec): 3 clusters Score: Raw -28847.799721 + Penalty 975.508354 = -27872.291367 nChanged 12 SP:Iteration 3Q (21.278032 sec): 3 clusters Score: Raw -28861.991189 + Penalty 981.480045 = -27880.511144 nChanged 6 SP:Iteration 4Q (21.278783 sec): 3 clusters Score: Raw -28872.481752 + Penalty 981.351283 = -27891.130468 nChanged 2 SP:Iteration 5Q (21.279512 sec): 3 clusters Score: Raw -28873.092838 + Penalty 981.351283 = -27891.741555 nChanged 0 SP:Iteration 6F (21.280274 sec): 3 clusters Score: Raw -28873.092838 + Penalty 981.351283 = -27891.741555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.280831 sec): 2 clusters Score: Raw -1266.456398 + Penalty 344.274424 = -922.181975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.281067 sec): 3 clusters Score: Raw -1270.418618 + Penalty 688.548847 = -581.869771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.281571 sec): 2 clusters Score: Raw -1624.756863 + Penalty 337.969802 = -1286.787061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.281815 sec): 3 clusters Score: Raw -1639.260163 + Penalty 676.747103 = -962.513060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.282265 sec): 2 clusters Score: Raw -80.661618 + Penalty 0.000000 = -80.661618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.282451 sec): 2 clusters Score: Raw -80.661618 + Penalty 0.000000 = -80.661618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.282915 sec): 2 clusters Score: Raw -357.784419 + Penalty 183.773158 = -174.011261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.283128 sec): 3 clusters Score: Raw -347.024872 + Penalty 365.638309 = 18.613437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.283602 sec): 2 clusters Score: Raw -547.059883 + Penalty 122.059114 = -425.000769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.283821 sec): 3 clusters Score: Raw -551.905370 + Penalty 218.195050 = -333.710320 nChanged 1 SP:Iteration 1F (21.284060 sec): 3 clusters Score: Raw -554.099582 + Penalty 218.195050 = -335.904532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.284516 sec): 2 clusters Score: Raw -76.989122 + Penalty 0.000000 = -76.989122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.284704 sec): 2 clusters Score: Raw -76.989122 + Penalty 0.000000 = -76.989122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.285180 sec): 2 clusters Score: Raw -631.223076 + Penalty 229.955402 = -401.267673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.285398 sec): 3 clusters Score: Raw -621.747933 + Penalty 485.973350 = -135.774583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.285938 sec): 2 clusters Score: Raw -2925.519719 + Penalty 411.921560 = -2513.598160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.286208 sec): 3 clusters Score: Raw -2935.613916 + Penalty 819.730092 = -2115.883824 nChanged 1 SP:Iteration 1Q (21.286468 sec): 3 clusters Score: Raw -2940.022168 + Penalty 819.730092 = -2120.292076 nChanged 0 SP:Iteration 2F (21.286735 sec): 3 clusters Score: Raw -2940.022168 + Penalty 819.730092 = -2120.292076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.287290 sec): 2 clusters Score: Raw -3424.246412 + Penalty 493.662307 = -2930.584105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.287564 sec): 3 clusters Score: Raw -3429.437041 + Penalty 988.343091 = -2441.093950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.288102 sec): 2 clusters Score: Raw -2984.268148 + Penalty 472.733523 = -2511.534626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.288375 sec): 3 clusters Score: Raw -3014.527278 + Penalty 943.283046 = -2071.244232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.289048 sec): 2 clusters Score: Raw -7006.773491 + Penalty 284.482234 = -6722.291257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.289409 sec): 3 clusters Score: Raw -6983.570954 + Penalty 565.561938 = -6418.009016 nChanged 15 SP:Iteration 1F (21.289765 sec): 3 clusters Score: Raw -7003.325284 + Penalty 566.023451 = -6437.301833 nChanged 5 SP:Iteration 2F (21.290121 sec): 3 clusters Score: Raw -7007.755909 + Penalty 566.386650 = -6441.369259 nChanged 2 SP:Iteration 3Q (21.290474 sec): 3 clusters Score: Raw -7009.943531 + Penalty 566.386650 = -6443.556881 nChanged 0 SP:Iteration 4F (21.290829 sec): 3 clusters Score: Raw -7009.943531 + Penalty 566.386650 = -6443.556881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.291329 sec): 2 clusters Score: Raw -1472.543690 + Penalty 281.914264 = -1190.629427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.291572 sec): 3 clusters Score: Raw -1472.726309 + Penalty 561.390311 = -911.335997 nChanged 1 SP:Iteration 1F (21.291811 sec): 3 clusters Score: Raw -1473.873044 + Penalty 561.390311 = -912.482732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.292284 sec): 2 clusters Score: Raw -83.411472 + Penalty 0.000000 = -83.411472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.292477 sec): 2 clusters Score: Raw -83.411472 + Penalty 0.000000 = -83.411472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.292952 sec): 2 clusters Score: Raw -730.062442 + Penalty 238.347702 = -491.714740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.293175 sec): 3 clusters Score: Raw -718.022651 + Penalty 499.804100 = -218.218551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.293629 sec): 2 clusters Score: Raw -78.994643 + Penalty 0.000000 = -78.994643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.293819 sec): 2 clusters Score: Raw -78.994643 + Penalty 0.000000 = -78.994643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.294343 sec): 2 clusters Score: Raw -2229.871653 + Penalty 257.151710 = -1972.719944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.294601 sec): 3 clusters Score: Raw -2244.029030 + Penalty 509.144267 = -1734.884763 nChanged 1 SP:Iteration 1Q (21.294852 sec): 3 clusters Score: Raw -2245.507997 + Penalty 509.144267 = -1736.363730 nChanged 0 SP:Iteration 2F (21.295109 sec): 3 clusters Score: Raw -2245.507997 + Penalty 509.144267 = -1736.363730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.295571 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.295775 sec): 3 clusters Score: Raw -232.120635 + Penalty 104.847158 = -127.273476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.296249 sec): 2 clusters Score: Raw -702.325125 + Penalty 206.052781 = -496.272344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.296470 sec): 3 clusters Score: Raw -695.306786 + Penalty 412.105562 = -283.201224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.296933 sec): 2 clusters Score: Raw -253.468977 + Penalty 117.924613 = -135.544364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297140 sec): 2 clusters Score: Raw -253.468977 + Penalty 117.924613 = -135.544364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.297598 sec): 2 clusters Score: Raw -165.646819 + Penalty 56.445722 = -109.201096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297799 sec): 3 clusters Score: Raw -159.933176 + Penalty 112.891445 = -47.041731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.298422 sec): 2 clusters Score: Raw -5865.502573 + Penalty 566.969898 = -5298.532675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.298747 sec): 3 clusters Score: Raw -5877.216145 + Penalty 1121.604837 = -4755.611308 nChanged 2 SP:Iteration 1Q (21.299063 sec): 3 clusters Score: Raw -5882.430415 + Penalty 1120.285249 = -4762.145166 nChanged 2 SP:Iteration 2Q (21.299376 sec): 3 clusters Score: Raw -5885.453621 + Penalty 1116.214284 = -4769.239337 nChanged 1 SP:Iteration 3Q (21.299688 sec): 3 clusters Score: Raw -5885.931321 + Penalty 1115.782963 = -4770.148358 nChanged 1 SP:Iteration 4Q (21.300018 sec): 3 clusters Score: Raw -5888.134099 + Penalty 1115.782963 = -4772.351136 nChanged 0 SP:Iteration 5F (21.300337 sec): 3 clusters Score: Raw -5888.134099 + Penalty 1115.782963 = -4772.351136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.300844 sec): 2 clusters Score: Raw -1690.430099 + Penalty 351.371923 = -1339.058176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301088 sec): 3 clusters Score: Raw -1693.890126 + Penalty 696.491317 = -997.398809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.301655 sec): 2 clusters Score: Raw -3929.165367 + Penalty 556.031311 = -3373.134056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301936 sec): 3 clusters Score: Raw -3942.339668 + Penalty 1113.323136 = -2829.016532 nChanged 2 SP:Iteration 1Q (21.302206 sec): 3 clusters Score: Raw -3946.802727 + Penalty 1113.323136 = -2833.479592 nChanged 0 SP:Iteration 2F (21.302484 sec): 3 clusters Score: Raw -3946.802727 + Penalty 1113.323136 = -2833.479592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.302957 sec): 2 clusters Score: Raw -534.250094 + Penalty 216.963591 = -317.286503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303174 sec): 3 clusters Score: Raw -528.126741 + Penalty 456.101244 = -72.025497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303633 sec): 2 clusters Score: Raw -169.584101 + Penalty 70.705923 = -98.878178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303838 sec): 3 clusters Score: Raw -161.874589 + Penalty 141.411847 = -20.462742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304347 sec): 2 clusters Score: Raw -2128.859340 + Penalty 425.498865 = -1703.360475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.304596 sec): 3 clusters Score: Raw -2123.317036 + Penalty 851.907904 = -1271.409132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.305130 sec): 2 clusters Score: Raw -2981.018370 + Penalty 522.417899 = -2458.600471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305395 sec): 3 clusters Score: Raw -3009.770220 + Penalty 1044.424863 = -1965.345357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306008 sec): 2 clusters Score: Raw -5947.922866 + Penalty 641.799963 = -5306.122903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306333 sec): 3 clusters Score: Raw -5993.381486 + Penalty 1283.599926 = -4709.781561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306789 sec): 2 clusters Score: Raw -80.499368 + Penalty 0.000000 = -80.499368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306978 sec): 2 clusters Score: Raw -80.499368 + Penalty 0.000000 = -80.499368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.307436 sec): 2 clusters Score: Raw -161.696109 + Penalty 50.084112 = -111.611997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.307646 sec): 2 clusters Score: Raw -161.696109 + Penalty 50.084112 = -111.611997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308194 sec): 2 clusters Score: Raw -3426.539759 + Penalty 580.187223 = -2846.352536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308468 sec): 3 clusters Score: Raw -3516.780518 + Penalty 1160.361067 = -2356.419451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308996 sec): 2 clusters Score: Raw -2520.291035 + Penalty 414.440945 = -2105.850090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.309259 sec): 3 clusters Score: Raw -2543.042953 + Penalty 826.385886 = -1716.657067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.309721 sec): 2 clusters Score: Raw -263.048942 + Penalty 133.355130 = -129.693812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.309927 sec): 3 clusters Score: Raw -257.865005 + Penalty 249.915329 = -7.949675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.310381 sec): 2 clusters Score: Raw -81.682064 + Penalty 0.000000 = -81.682064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.310571 sec): 2 clusters Score: Raw -81.682064 + Penalty 0.000000 = -81.682064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.311039 sec): 2 clusters Score: Raw -422.877142 + Penalty 161.972725 = -260.904417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.311254 sec): 3 clusters Score: Raw -417.969431 + Penalty 313.768453 = -104.200977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.311732 sec): 2 clusters Score: Raw -777.869325 + Penalty 207.738533 = -570.130792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.311956 sec): 3 clusters Score: Raw -770.983632 + Penalty 416.553946 = -354.429686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.312424 sec): 2 clusters Score: Raw -537.965338 + Penalty 227.264199 = -310.701139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.312643 sec): 3 clusters Score: Raw -535.194249 + Penalty 454.528398 = -80.665851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313117 sec): 2 clusters Score: Raw -631.917759 + Penalty 232.673404 = -399.244354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.313335 sec): 3 clusters Score: Raw -631.897323 + Penalty 396.814132 = -235.083190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313802 sec): 2 clusters Score: Raw -172.413070 + Penalty 81.896477 = -90.516593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314014 sec): 3 clusters Score: Raw -164.078889 + Penalty 163.792953 = -0.285936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314507 sec): 2 clusters Score: Raw -439.452180 + Penalty 169.134193 = -270.317987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314741 sec): 3 clusters Score: Raw -432.828758 + Penalty 329.381098 = -103.447660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.315271 sec): 2 clusters Score: Raw -2606.566542 + Penalty 456.328649 = -2150.237892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.315530 sec): 3 clusters Score: Raw -2616.966139 + Penalty 912.269425 = -1704.696715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316018 sec): 2 clusters Score: Raw -1185.939626 + Penalty 350.276133 = -835.663493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316250 sec): 3 clusters Score: Raw -1186.463879 + Penalty 720.251301 = -466.212578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316723 sec): 2 clusters Score: Raw -647.161211 + Penalty 267.826718 = -379.334493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316942 sec): 3 clusters Score: Raw -636.400381 + Penalty 539.053926 = -97.346455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317401 sec): 2 clusters Score: Raw -166.022443 + Penalty 61.769537 = -104.252906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317625 sec): 3 clusters Score: Raw -160.020012 + Penalty 123.539074 = -36.480938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.318112 sec): 2 clusters Score: Raw -75.659320 + Penalty 0.000000 = -75.659320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318318 sec): 2 clusters Score: Raw -75.659320 + Penalty 0.000000 = -75.659320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.318768 sec): 2 clusters Score: Raw -76.975815 + Penalty 0.000000 = -76.975815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318956 sec): 2 clusters Score: Raw -76.975815 + Penalty 0.000000 = -76.975815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.319412 sec): 2 clusters Score: Raw -174.463080 + Penalty 85.371682 = -89.091398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.319606 sec): 2 clusters Score: Raw -174.463080 + Penalty 85.371682 = -89.091398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.320072 sec): 2 clusters Score: Raw -439.411404 + Penalty 164.998843 = -274.412562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320288 sec): 3 clusters Score: Raw -431.764931 + Penalty 331.710064 = -100.054867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.320746 sec): 2 clusters Score: Raw -167.797377 + Penalty 68.429161 = -99.368216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320938 sec): 2 clusters Score: Raw -167.797377 + Penalty 68.429161 = -99.368216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.321401 sec): 2 clusters Score: Raw -82.415668 + Penalty 0.000000 = -82.415668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.321588 sec): 2 clusters Score: Raw -82.415668 + Penalty 0.000000 = -82.415668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.322053 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.322257 sec): 3 clusters Score: Raw -312.971690 + Penalty 74.056786 = -238.914904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.322727 sec): 2 clusters Score: Raw -528.996924 + Penalty 190.420412 = -338.576511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.322945 sec): 3 clusters Score: Raw -523.412430 + Penalty 380.840825 = -142.571605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.323398 sec): 2 clusters Score: Raw -81.062399 + Penalty 0.000000 = -81.062399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.323586 sec): 2 clusters Score: Raw -81.062399 + Penalty 0.000000 = -81.062399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.324028 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.324209 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.324674 sec): 2 clusters Score: Raw -440.638922 + Penalty 177.922978 = -262.715944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.324889 sec): 3 clusters Score: Raw -430.432926 + Penalty 371.068212 = -59.364714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.325392 sec): 2 clusters Score: Raw -1705.233130 + Penalty 402.295239 = -1302.937891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.325635 sec): 3 clusters Score: Raw -1696.977944 + Penalty 804.590478 = -892.387466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.326086 sec): 2 clusters Score: Raw -164.177383 + Penalty 45.355050 = -118.822333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.326284 sec): 3 clusters Score: Raw -159.600356 + Penalty 90.710100 = -68.890256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.326777 sec): 2 clusters Score: Raw -1407.218043 + Penalty 321.384414 = -1085.833629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.327015 sec): 3 clusters Score: Raw -1415.233123 + Penalty 643.454316 = -771.778807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.327458 sec): 2 clusters Score: Raw -73.630727 + Penalty 0.000000 = -73.630727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.327638 sec): 2 clusters Score: Raw -73.630727 + Penalty 0.000000 = -73.630727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328112 sec): 2 clusters Score: Raw -266.518118 + Penalty 129.613754 = -136.904364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.328307 sec): 2 clusters Score: Raw -266.518118 + Penalty 129.613754 = -136.904364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328858 sec): 2 clusters Score: Raw -2200.054160 + Penalty 451.329918 = -1748.724242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329128 sec): 3 clusters Score: Raw -2209.127270 + Penalty 902.636116 = -1306.491154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.329605 sec): 2 clusters Score: Raw -164.195852 + Penalty 72.926698 = -91.269154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329797 sec): 2 clusters Score: Raw -164.195852 + Penalty 72.926698 = -91.269154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330277 sec): 2 clusters Score: Raw -789.536910 + Penalty 101.415418 = -688.121492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.330515 sec): 3 clusters Score: Raw -786.908699 + Penalty 202.830836 = -584.077864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330971 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.331158 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 170 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.331632 sec): 2 clusters Score: Raw -689.488726 + Penalty 172.475695 = -517.013030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.331853 sec): 3 clusters Score: Raw -682.332802 + Penalty 373.811944 = -308.520858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.332311 sec): 2 clusters Score: Raw -171.379601 + Penalty 92.012744 = -79.366858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.332518 sec): 3 clusters Score: Raw -163.503828 + Penalty 184.025488 = 20.521659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.332978 sec): 2 clusters Score: Raw -262.489563 + Penalty 119.805954 = -142.683609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.333186 sec): 3 clusters Score: Raw -253.742185 + Penalty 224.603254 = -29.138931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.333644 sec): 2 clusters Score: Raw -172.731865 + Penalty 73.377322 = -99.354543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.333836 sec): 2 clusters Score: Raw -172.731865 + Penalty 73.377322 = -99.354543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.334326 sec): 2 clusters Score: Raw -1561.081275 + Penalty 61.773587 = -1499.307688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.334546 sec): 3 clusters Score: Raw -1558.036859 + Penalty 130.364306 = -1427.672554 nChanged 2 SP:Iteration 1F (21.334760 sec): 3 clusters Score: Raw -1562.828837 + Penalty 130.364306 = -1432.464531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.335226 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.335407 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.335868 sec): 2 clusters Score: Raw -267.796737 + Penalty 128.632778 = -139.163959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336077 sec): 3 clusters Score: Raw -256.481940 + Penalty 251.657227 = -4.824713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 193 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.336549 sec): 2 clusters Score: Raw -630.941735 + Penalty 228.388472 = -402.553264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336770 sec): 3 clusters Score: Raw -620.767734 + Penalty 456.280005 = -164.487729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337238 sec): 2 clusters Score: Raw -318.943545 + Penalty 93.463406 = -225.480139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.337449 sec): 3 clusters Score: Raw -316.888906 + Penalty 220.652865 = -96.236041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337912 sec): 2 clusters Score: Raw -177.303788 + Penalty 90.246645 = -87.057142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338105 sec): 2 clusters Score: Raw -177.303788 + Penalty 90.246645 = -87.057142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 211 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338578 sec): 2 clusters Score: Raw -543.377418 + Penalty 80.465168 = -462.912250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338791 sec): 3 clusters Score: Raw -546.630356 + Penalty 155.064075 = -391.566281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339259 sec): 2 clusters Score: Raw -456.614031 + Penalty 192.834688 = -263.779343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339474 sec): 3 clusters Score: Raw -442.275383 + Penalty 387.250965 = -55.024419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339927 sec): 2 clusters Score: Raw -78.056538 + Penalty 0.000000 = -78.056538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.340117 sec): 2 clusters Score: Raw -78.056538 + Penalty 0.000000 = -78.056538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.340960 sec): 2 clusters Score: Raw -11038.376674 + Penalty 325.613022 = -10712.763652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.341441 sec): 3 clusters Score: Raw -11015.153770 + Penalty 650.538194 = -10364.615575 nChanged 39 SP:Iteration 1F (21.341916 sec): 3 clusters Score: Raw -11122.412923 + Penalty 657.941088 = -10464.471834 nChanged 16 SP:Iteration 2F (21.342390 sec): 3 clusters Score: Raw -11214.351859 + Penalty 653.792993 = -10560.558866 nChanged 6 SP:Iteration 3Q (21.342827 sec): 3 clusters Score: Raw -11226.706437 + Penalty 648.405750 = -10578.300687 nChanged 3 SP:Iteration 4Q (21.343282 sec): 3 clusters Score: Raw -11233.122897 + Penalty 644.586785 = -10588.536112 nChanged 2 SP:Iteration 5Q (21.343713 sec): 3 clusters Score: Raw -11234.509374 + Penalty 644.586785 = -10589.922589 nChanged 0 SP:Iteration 6F (21.344186 sec): 3 clusters Score: Raw -11234.509374 + Penalty 644.586785 = -10589.922589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.344775 sec): 2 clusters Score: Raw -3606.144973 + Penalty 192.625652 = -3413.519321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.345074 sec): 3 clusters Score: Raw -3633.314357 + Penalty 389.964209 = -3243.350148 nChanged 5 SP:Iteration 1F (21.345363 sec): 3 clusters Score: Raw -3642.191931 + Penalty 391.401639 = -3250.790292 nChanged 2 SP:Iteration 2Q (21.345649 sec): 3 clusters Score: Raw -3647.000867 + Penalty 388.528963 = -3258.471904 nChanged 1 SP:Iteration 3Q (21.345931 sec): 3 clusters Score: Raw -3649.318673 + Penalty 388.528963 = -3260.789710 nChanged 0 SP:Iteration 4F (21.346221 sec): 3 clusters Score: Raw -3649.318673 + Penalty 388.528963 = -3260.789710 nChanged 0 Deleting Class 119 (37 points): Lose 292.483610 but Gain 1637.169036 Iteration 20F (23.174569 sec): 149 clusters Score: Raw -2161200.819519 + Penalty 146073.463667 = -2015127.355852 nChanged 374 Deleting Class 107 (40 points): Lose 196.138969 but Gain 1535.846322 Iteration 21Q (23.341701 sec): 147 clusters Score: Raw -2161271.340093 + Penalty 144522.656108 = -2016748.683986 nChanged 237 Deleting Class 32 (5 points): Lose 51.897989 but Gain 1390.107259 Iteration 22Q (23.498099 sec): 146 clusters Score: Raw -2161396.185840 + Penalty 142891.495418 = -2018504.690422 nChanged 156 Deleting Class 111 (30 points): Lose 209.932111 but Gain 1547.229276 Iteration 23Q (23.647533 sec): 145 clusters Score: Raw -2161326.451486 + Penalty 141203.047840 = -2020123.403646 nChanged 171 Deleting Class 68 (13 points): Lose 137.406496 but Gain 1471.371510 Iteration 24Q (23.796895 sec): 144 clusters Score: Raw -2161343.657689 + Penalty 139699.294291 = -2021644.363398 nChanged 150 Deleting Class 172 (2 points): Lose 20.948206 but Gain 1352.587899 Iteration 25Q (23.943521 sec): 143 clusters Score: Raw -2161442.387994 + Penalty 138369.157780 = -2023073.230214 nChanged 139 Deleting Class 164 (23 points): Lose 139.510583 but Gain 1466.665568 Iteration 26Q (24.089088 sec): 142 clusters Score: Raw -2161368.095360 + Penalty 136912.598222 = -2024455.497138 nChanged 150 Deleting Class 157 (21 points): Lose 111.265809 but Gain 1435.827680 Iteration 27Q (24.234191 sec): 141 clusters Score: Raw -2161374.653638 + Penalty 135555.539895 = -2025819.113743 nChanged 133 Deleting Class 110 (23 points): Lose 83.814433 but Gain 1405.064250 Iteration 28Q (24.376695 sec): 140 clusters Score: Raw -2161414.254426 + Penalty 134660.858443 = -2026753.395982 nChanged 134 Deleting Class 200 (2 points): Lose 5.926663 but Gain 1326.626243 Iteration 29Q (24.518880 sec): 139 clusters Score: Raw -2161565.261870 + Penalty 133338.886080 = -2028226.375790 nChanged 101 Deleting Class 53 (36 points): Lose 170.542647 but Gain 1496.124291 Iteration 30F (26.196551 sec): 138 clusters Score: Raw -2161516.525065 + Penalty 132114.567701 = -2029401.957364 nChanged 121 Deleting Class 140 (7 points): Lose 81.296135 but Gain 1402.407076 Iteration 31Q (26.338497 sec): 137 clusters Score: Raw -2161610.231340 + Penalty 130754.170215 = -2030856.061125 nChanged 96 Deleting Class 138 (31 points): Lose 123.266484 but Gain 1416.347088 Iteration 32Q (26.477746 sec): 136 clusters Score: Raw -2161578.264459 + Penalty 129475.811658 = -2032102.452801 nChanged 117 Deleting Class 79 (2 points): Lose 9.977375 but Gain 1291.613241 Iteration 33Q (26.621807 sec): 135 clusters Score: Raw -2161691.837295 + Penalty 128229.368045 = -2033462.469250 nChanged 88 Deleting Class 26 (6 points): Lose 51.426849 but Gain 1330.195017 Iteration 34Q (26.766412 sec): 134 clusters Score: Raw -2161699.093271 + Penalty 126921.986676 = -2034777.106595 nChanged 64 Deleting Class 139 (15 points): Lose 166.392554 but Gain 1424.440388 Iteration 35Q (26.908105 sec): 133 clusters Score: Raw -2161581.269858 + Penalty 125513.497255 = -2036067.772603 nChanged 86 Deleting Class 56 (11 points): Lose 36.285940 but Gain 1292.962813 Iteration 36Q (27.049747 sec): 132 clusters Score: Raw -2161641.903127 + Penalty 124254.686100 = -2037387.217026 nChanged 85 Deleting Class 84 (39 points): Lose 162.847794 but Gain 1414.425595 Iteration 37Q (27.189531 sec): 131 clusters Score: Raw -2161569.428774 + Penalty 122878.122596 = -2038691.306179 nChanged 105 Deleting Class 146 (2 points): Lose 6.299497 but Gain 1254.964248 Iteration 38Q (27.329830 sec): 130 clusters Score: Raw -2161663.120045 + Penalty 121541.341265 = -2040121.778780 nChanged 78 Deleting Class 76 (17 points): Lose 94.314339 but Gain 1333.886305 Iteration 39Q (27.468831 sec): 129 clusters Score: Raw -2161630.094652 + Penalty 120054.240275 = -2041575.854377 nChanged 72 Deleting Class 66 (49 points): Lose 384.553702 but Gain 1612.128256 Iteration 40F (29.018557 sec): 128 clusters Score: Raw -2161319.952927 + Penalty 118503.977445 = -2042815.975482 nChanged 96 Deleting Class 214 (6 points): Lose 47.855828 but Gain 1246.584635 Iteration 41Q (29.154217 sec): 127 clusters Score: Raw -2161444.389598 + Penalty 117284.117303 = -2044160.272295 nChanged 54 Deleting Class 17 (1 points): Lose 0.765398 but Gain 1195.258432 Iteration 42Q (29.285939 sec): 126 clusters Score: Raw -2161525.333972 + Penalty 116136.389899 = -2045388.944073 nChanged 48 Deleting Class 85 (33 points): Lose 185.258670 but Gain 1377.605621 Iteration 43Q (29.416776 sec): 125 clusters Score: Raw -2161396.685290 + Penalty 115073.604844 = -2046323.080446 nChanged 71 Deleting Class 134 (9 points): Lose 60.831440 but Gain 1252.605964 Iteration 44Q (29.548484 sec): 124 clusters Score: Raw -2161526.692783 + Penalty 113736.185381 = -2047790.507402 nChanged 54 Deleting Class 162 (3 points): Lose 13.526767 but Gain 1202.124961 Iteration 45Q (29.678854 sec): 123 clusters Score: Raw -2161594.294431 + Penalty 112591.912156 = -2049002.382275 nChanged 49 Deleting Class 52 (6 points): Lose 38.660647 but Gain 1226.251235 Iteration 46Q (29.808254 sec): 122 clusters Score: Raw -2161617.533917 + Penalty 111407.235099 = -2050210.298818 nChanged 51 Deleting Class 136 (2 points): Lose 22.277591 but Gain 1203.878711 Iteration 47Q (29.937218 sec): 121 clusters Score: Raw -2161662.674230 + Penalty 110188.761115 = -2051473.913115 nChanged 35 Deleting Class 82 (7 points): Lose 29.033781 but Gain 1204.103479 Iteration 48Q (30.068112 sec): 120 clusters Score: Raw -2161680.133728 + Penalty 109036.361700 = -2052643.772028 nChanged 44 Deleting Class 192 (3 points): Lose 22.207755 but Gain 1193.026726 Iteration 49Q (30.196322 sec): 119 clusters Score: Raw -2161717.775148 + Penalty 107850.755162 = -2053867.019986 nChanged 32 Deleting Class 124 (1 points): Lose 1.437348 but Gain 1168.850045 Iteration 50F (31.647081 sec): 118 clusters Score: Raw -2161742.818296 + Penalty 106689.049590 = -2055053.768706 nChanged 25 Deleting Class 50 (16 points): Lose 89.725248 but Gain 1251.980311 Iteration 51Q (31.776081 sec): 117 clusters Score: Raw -2161671.379210 + Penalty 105516.132930 = -2056155.246281 nChanged 40 Deleting Class 193 (8 points): Lose 44.226470 but Gain 1193.209373 Iteration 52Q (31.906093 sec): 116 clusters Score: Raw -2161678.892715 + Penalty 104345.421281 = -2057333.471434 nChanged 30 Deleting Class 102 (67 points): Lose 259.920975 but Gain 1407.831199 Iteration 53Q (32.032779 sec): 115 clusters Score: Raw -2161446.618577 + Penalty 103036.818829 = -2058409.799748 nChanged 84 Deleting Class 108 (6 points): Lose 100.482850 but Gain 1233.815237 Iteration 54Q (32.161461 sec): 114 clusters Score: Raw -2161477.661467 + Penalty 102298.093811 = -2059179.567655 nChanged 30 Deleting Class 156 (6 points): Lose 41.047183 but Gain 1158.062083 Iteration 55Q (32.287652 sec): 113 clusters Score: Raw -2161508.969208 + Penalty 101217.118269 = -2060291.850938 nChanged 26 Deleting Class 160 (20 points): Lose 131.139757 but Gain 1247.639344 Iteration 56Q (32.413436 sec): 112 clusters Score: Raw -2161408.725095 + Penalty 100084.098945 = -2061324.626150 nChanged 26 Deleting Class 69 (10 points): Lose 95.146409 but Gain 1208.909404 Iteration 57Q (32.539172 sec): 111 clusters Score: Raw -2161360.559926 + Penalty 98926.964997 = -2062433.594929 nChanged 16 Deleting Class 131 (7 points): Lose 202.249193 but Gain 1308.201240 Iteration 58Q (32.663279 sec): 110 clusters Score: Raw -2161201.291660 + Penalty 97631.037778 = -2063570.253882 nChanged 13 Deleting Class 137 (7 points): Lose 59.199947 but Gain 1164.940789 Iteration 59Q (32.786480 sec): 109 clusters Score: Raw -2161160.896157 + Penalty 96479.324894 = -2064681.571263 nChanged 18 Deleting Class 51 (14 points): Lose 62.568452 but Gain 1164.587497 Iteration 60F (34.112795 sec): 108 clusters Score: Raw -2161118.933964 + Penalty 95410.558370 = -2065708.375595 nChanged 26 Deleting Class 61 (102 points): Lose 343.754846 but Gain 1440.615355 Iteration 61Q (34.237147 sec): 107 clusters Score: Raw -2160804.637944 + Penalty 94135.503460 = -2066669.134484 nChanged 111 Deleting Class 121 (37 points): Lose 203.013661 but Gain 1305.364886 Iteration 62Q (34.364831 sec): 106 clusters Score: Raw -2160804.516833 + Penalty 92886.013375 = -2067918.503458 nChanged 57 Deleting Class 27 (56 points): Lose 269.876451 but Gain 1364.723558 Iteration 63Q (34.487942 sec): 105 clusters Score: Raw -2160630.185473 + Penalty 91844.932889 = -2068785.252584 nChanged 76 Deleting Class 179 (3 points): Lose 18.817677 but Gain 1111.160838 Iteration 64Q (34.613058 sec): 104 clusters Score: Raw -2160761.016727 + Penalty 90771.428640 = -2069989.588086 nChanged 35 Deleting Class 105 (20 points): Lose 159.150495 but Gain 1254.635263 Iteration 65Q (34.734742 sec): 103 clusters Score: Raw -2160640.783030 + Penalty 89615.038390 = -2071025.744640 nChanged 44 Deleting Class 92 (9 points): Lose 39.375360 but Gain 1130.773201 Iteration 66Q (34.857168 sec): 102 clusters Score: Raw -2160669.977674 + Penalty 88505.447333 = -2072164.530341 nChanged 28 Deleting Class 181 (2 points): Lose 4.814063 but Gain 1078.647083 Iteration 67Q (34.976636 sec): 101 clusters Score: Raw -2160696.239961 + Penalty 87423.413710 = -2073272.826250 nChanged 17 Deleting Class 77 (37 points): Lose 281.897137 but Gain 1340.501579 Iteration 68Q (35.095757 sec): 100 clusters Score: Raw -2160425.402118 + Penalty 86570.445582 = -2073854.956535 nChanged 49 Deleting Class 165 (2 points): Lose 13.833091 but Gain 1072.022910 Iteration 69Q (35.214912 sec): 99 clusters Score: Raw -2160528.795591 + Penalty 85691.523990 = -2074837.271601 nChanged 17 Deleting Class 100 (3 points): Lose 39.061656 but Gain 1093.712019 Iteration 70F (36.405046 sec): 98 clusters Score: Raw -2160517.585053 + Penalty 84682.432710 = -2075835.152343 nChanged 10 Deleting Class 109 (2 points): Lose 4.645466 but Gain 1039.377509 Iteration 71Q (36.524017 sec): 97 clusters Score: Raw -2160532.868458 + Penalty 83641.377152 = -2076891.491306 nChanged 6 Deleting Class 153 (8 points): Lose 122.673499 but Gain 1153.385814 Iteration 72Q (36.641996 sec): 96 clusters Score: Raw -2160413.519442 + Penalty 82539.716368 = -2077873.803074 nChanged 10 Deleting Class 149 (1 points): Lose 8.264641 but Gain 1033.773547 Iteration 73Q (36.758053 sec): 95 clusters Score: Raw -2160447.077756 + Penalty 81525.859968 = -2078921.217788 nChanged 6 Deleting Class 71 (31 points): Lose 143.034756 but Gain 1168.193879 Iteration 74Q (36.874276 sec): 94 clusters Score: Raw -2160318.235114 + Penalty 80357.967035 = -2079960.268079 nChanged 32 Deleting Class 43 (14 points): Lose 62.188829 but Gain 1086.145471 Iteration 75Q (36.990669 sec): 93 clusters Score: Raw -2160319.295787 + Penalty 78346.908292 = -2081972.387494 nChanged 22 Deleting Class 147 (6 points): Lose 41.242551 but Gain 1055.571274 Iteration 76Q (37.106569 sec): 91 clusters Score: Raw -2160316.714364 + Penalty 77308.374185 = -2083008.340179 nChanged 15 Deleting Class 97 (11 points): Lose 63.649812 but Gain 1074.697611 Iteration 77Q (37.220761 sec): 90 clusters Score: Raw -2160280.588550 + Penalty 76258.820654 = -2084021.767896 nChanged 17 Deleting Class 83 (41 points): Lose 215.667319 but Gain 1215.199667 Iteration 78Q (37.334778 sec): 89 clusters Score: Raw -2160106.242606 + Penalty 75187.051564 = -2084919.191043 nChanged 54 Deleting Class 129 (9 points): Lose 30.496554 but Gain 1026.717838 Iteration 79Q (37.449176 sec): 88 clusters Score: Raw -2160185.525788 + Penalty 74160.535680 = -2086024.990108 nChanged 29 Deleting Class 128 (6 points): Lose 30.418284 but Gain 1024.894386 Iteration 80F (38.517501 sec): 87 clusters Score: Raw -2160188.429831 + Penalty 73227.295543 = -2086961.134287 nChanged 26 Deleting Class 93 (3 points): Lose 33.564550 but Gain 1030.160953 Iteration 81Q (38.632324 sec): 86 clusters Score: Raw -2160180.542908 + Penalty 72230.431179 = -2087950.111729 nChanged 18 Deleting Class 73 (6 points): Lose 37.958349 but Gain 1030.881411 Iteration 82Q (38.745862 sec): 85 clusters Score: Raw -2160154.798180 + Penalty 71200.937597 = -2088953.860583 nChanged 16 Deleting Class 45 (5 points): Lose 40.413861 but Gain 1032.361846 Iteration 83Q (38.857757 sec): 84 clusters Score: Raw -2160132.107150 + Penalty 70221.362712 = -2089910.744439 nChanged 21 Deleting Class 40 (16 points): Lose 69.674307 but Gain 1057.632899 Iteration 84Q (38.969522 sec): 83 clusters Score: Raw -2160086.204060 + Penalty 69185.181093 = -2090901.022968 nChanged 21 Deleting Class 89 (24 points): Lose 148.401383 but Gain 1135.902507 Iteration 85Q (39.081994 sec): 82 clusters Score: Raw -2159961.325023 + Penalty 68080.600133 = -2091880.724889 nChanged 33 Deleting Class 142 (3 points): Lose 61.648357 but Gain 1044.957983 Iteration 86Q (39.194485 sec): 81 clusters Score: Raw -2159964.093556 + Penalty 66984.897150 = -2092979.196406 nChanged 11 Deleting Class 154 (1 points): Lose 24.072751 but Gain 978.993902 Iteration 87Q (39.310747 sec): 80 clusters Score: Raw -2159990.685287 + Penalty 65990.345207 = -2094000.340080 nChanged 7 Deleting Class 41 (15 points): Lose 82.009517 but Gain 1019.865737 Iteration 88Q (39.421747 sec): 79 clusters Score: Raw -2159936.679852 + Penalty 64988.883680 = -2094947.796171 nChanged 21 Deleting Class 141 (4 points): Lose 59.173841 but Gain 995.899942 Iteration 89Q (39.532244 sec): 78 clusters Score: Raw -2159907.691052 + Penalty 64016.589622 = -2095891.101430 nChanged 14 Deleting Class 148 (2 points): Lose 78.303128 but Gain 1005.909093 Iteration 90F (40.479488 sec): 77 clusters Score: Raw -2159858.724724 + Penalty 63003.635296 = -2096855.089428 nChanged 9 Deleting Class 123 (1 points): Lose 47.840002 but Gain 925.290062 Iteration 91Q (40.593078 sec): 76 clusters Score: Raw -2159822.458708 + Penalty 62196.609347 = -2097625.849360 nChanged 7 Deleting Class 37 (63 points): Lose 232.307680 but Gain 1106.116762 Iteration 92Q (40.701677 sec): 75 clusters Score: Raw -2159651.875836 + Penalty 61308.381738 = -2098343.494099 nChanged 67 Deleting Class 112 (103 points): Lose 720.890351 but Gain 1585.156496 Iteration 93Q (40.810998 sec): 74 clusters Score: Raw -2159048.018342 + Penalty 59962.129811 = -2099085.888531 nChanged 116 Deleting Class 49 (90 points): Lose 287.606759 but Gain 1131.960994 Iteration 94Q (40.921960 sec): 73 clusters Score: Raw -2159076.378788 + Penalty 58900.119704 = -2100176.259085 nChanged 118 Deleting Class 57 (9 points): Lose 199.555597 but Gain 991.311725 Iteration 95Q (41.032057 sec): 72 clusters Score: Raw -2159059.626122 + Penalty 57922.144720 = -2101137.481402 nChanged 57 Deleting Class 70 (6 points): Lose 133.980842 but Gain 905.604429 Iteration 96Q (41.139596 sec): 71 clusters Score: Raw -2159010.201481 + Penalty 56884.626721 = -2102125.574760 nChanged 38 Deleting Class 80 (15 points): Lose 72.455482 but Gain 807.476491 Iteration 97Q (41.245281 sec): 70 clusters Score: Raw -2158988.575525 + Penalty 56145.240544 = -2102843.334982 nChanged 42 Deleting Class 55 (2 points): Lose 104.753232 but Gain 836.639960 Iteration 98Q (41.350564 sec): 69 clusters Score: Raw -2158949.600758 + Penalty 55317.861155 = -2103631.739603 nChanged 30 Deleting Class 9 (200 points): Lose 875.384155 but Gain 1558.308279 Iteration 99Q (41.456123 sec): 68 clusters Score: Raw -2158114.679962 + Penalty 53859.998286 = -2104254.681676 nChanged 219 Deleting Class 24 (13 points): Lose 115.379833 but Gain 773.694367 Iteration 100F (42.288139 sec): 67 clusters Score: Raw -2158480.446444 + Penalty 53123.160038 = -2105357.286406 nChanged 68 Deleting Class 195 (4 points): Lose 32.394344 but Gain 686.956320 Iteration 101Q (42.394944 sec): 66 clusters Score: Raw -2158551.757394 + Penalty 52449.516002 = -2106102.241392 nChanged 29 Deleting Class 170 (31 points): Lose 201.888277 but Gain 852.158257 Iteration 102Q (42.499653 sec): 65 clusters Score: Raw -2158382.266054 + Penalty 51590.069631 = -2106792.196423 nChanged 61 Deleting Class 215 (6 points): Lose 48.147130 but Gain 695.953498 Iteration 103Q (42.604856 sec): 64 clusters Score: Raw -2158426.368514 + Penalty 50880.714625 = -2107545.653889 nChanged 35 Deleting Class 78 (2 points): Lose 161.919536 but Gain 807.133492 Iteration 104Q (42.708908 sec): 63 clusters Score: Raw -2158296.319945 + Penalty 50049.335634 = -2108246.984311 nChanged 30 Deleting Class 101 (1 points): Lose 11.625413 but Gain 643.011170 Iteration 105Q (42.812409 sec): 62 clusters Score: Raw -2158304.390545 + Penalty 49407.943004 = -2108896.447541 nChanged 29 Deleting Class 44 (135 points): Lose 632.204782 but Gain 1252.719051 Iteration 106Q (42.916259 sec): 61 clusters Score: Raw -2157700.647973 + Penalty 48192.429398 = -2109508.218575 nChanged 164 Deleting Class 114 (3 points): Lose 32.636312 but Gain 630.084819 Iteration 107Q (43.025499 sec): 60 clusters Score: Raw -2157990.699026 + Penalty 47540.041115 = -2110450.657910 nChanged 57 Deleting Class 58 (11 points): Lose 163.363504 but Gain 747.116605 Iteration 108Q (43.129812 sec): 59 clusters Score: Raw -2157894.171174 + Penalty 46850.527901 = -2111043.643273 nChanged 48 Deleting Class 159 (2 points): Lose 108.342104 but Gain 666.719514 Iteration 109Q (43.233547 sec): 58 clusters Score: Raw -2157895.877587 + Penalty 46174.117985 = -2111721.759603 nChanged 34 Deleting Class 23 (237 points): Lose 890.093920 but Gain 1437.207769 Iteration 110F (43.938512 sec): 57 clusters Score: Raw -2157074.503013 + Penalty 44864.131570 = -2112210.371443 nChanged 263 Deleting Class 48 (75 points): Lose 290.057656 but Gain 805.927485 Iteration 111Q (44.044882 sec): 56 clusters Score: Raw -2157407.872374 + Penalty 44127.149959 = -2113280.722415 nChanged 135 Deleting Class 47 (3 points): Lose 16.373170 but Gain 516.215168 Iteration 112Q (44.146745 sec): 55 clusters Score: Raw -2157614.025912 + Penalty 43705.895546 = -2113908.130365 nChanged 48 Deleting Class 144 (1 points): Lose 7.149621 but Gain 499.436454 Iteration 113Q (44.245616 sec): 54 clusters Score: Raw -2157657.039132 + Penalty 43223.635031 = -2114433.404101 nChanged 30 Deleting Class 161 (2 points): Lose 39.965192 but Gain 510.305409 Iteration 114Q (44.343181 sec): 53 clusters Score: Raw -2157640.996182 + Penalty 42719.663522 = -2114921.332660 nChanged 24 Deleting Class 63 (274 points): Lose 850.705953 but Gain 1298.354746 Iteration 115Q (44.442230 sec): 52 clusters Score: Raw -2156824.993069 + Penalty 41525.274933 = -2115299.718136 nChanged 291 Deleting Class 16 (64 points): Lose 208.323754 but Gain 630.807711 Iteration 116Q (44.544671 sec): 51 clusters Score: Raw -2157182.161542 + Penalty 40901.742636 = -2116280.418906 nChanged 150 Deleting Class 166 (22 points): Lose 151.407618 but Gain 570.536336 Iteration 117Q (44.643591 sec): 50 clusters Score: Raw -2157185.468586 + Penalty 40342.595654 = -2116842.872932 nChanged 90 Deleting Class 81 (1 points): Lose 41.642671 but Gain 448.574746 Iteration 118Q (44.739853 sec): 49 clusters Score: Raw -2157213.961309 + Penalty 39910.691729 = -2117303.269580 nChanged 53 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2157213.961309 + Penalty 39910.691729 = -2117303.269580Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.798364 sec): 2 clusters Score: Raw -107012.332029 + Penalty 330.991681 = -106681.340348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.800930 sec): 3 clusters Score: Raw -106220.601273 + Penalty 662.467365 = -105558.133908 nChanged 556 SP:Iteration 1F (44.803522 sec): 3 clusters Score: Raw -106517.918349 + Penalty 668.468057 = -105849.450291 nChanged 129 SP:Iteration 2F (44.806111 sec): 3 clusters Score: Raw -106610.629387 + Penalty 676.844414 = -105933.784973 nChanged 93 SP:Iteration 3F (44.808956 sec): 3 clusters Score: Raw -106690.551757 + Penalty 690.156662 = -106000.395095 nChanged 111 SP:Iteration 4F (44.811569 sec): 3 clusters Score: Raw -106792.656489 + Penalty 716.412849 = -106076.243640 nChanged 101 SP:Iteration 5F (44.814109 sec): 3 clusters Score: Raw -106897.189374 + Penalty 746.164712 = -106151.024662 nChanged 81 SP:Iteration 6F (44.816838 sec): 3 clusters Score: Raw -106985.031276 + Penalty 759.752314 = -106225.278962 nChanged 34 SP:Iteration 7Q (44.819436 sec): 3 clusters Score: Raw -107015.923806 + Penalty 770.909464 = -106245.014342 nChanged 14 SP:Iteration 8Q (44.821902 sec): 3 clusters Score: Raw -107026.766841 + Penalty 767.364923 = -106259.401918 nChanged 8 SP:Iteration 9Q (44.824142 sec): 3 clusters Score: Raw -107033.040084 + Penalty 771.514407 = -106261.525677 nChanged 3 SP:Iteration 10F (44.826701 sec): 3 clusters Score: Raw -107033.519285 + Penalty 764.399948 = -106269.119338 nChanged 1 SP:Iteration 11Q (44.828868 sec): 3 clusters Score: Raw -107033.504603 + Penalty 764.399948 = -106269.104655 nChanged 0 SP:Iteration 12F (44.831431 sec): 3 clusters Score: Raw -107033.504603 + Penalty 764.399948 = -106269.104655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.832021 sec): 2 clusters Score: Raw -1046.203730 + Penalty 41.635792 = -1004.567938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.832249 sec): 3 clusters Score: Raw -1064.523787 + Penalty 90.745783 = -973.778004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.835760 sec): 2 clusters Score: Raw -52819.950845 + Penalty 558.794537 = -52261.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.837114 sec): 3 clusters Score: Raw -52553.248509 + Penalty 1119.362223 = -51433.886286 nChanged 199 SP:Iteration 1F (44.838415 sec): 3 clusters Score: Raw -52721.189265 + Penalty 1120.163350 = -51601.025915 nChanged 58 SP:Iteration 2F (44.839717 sec): 3 clusters Score: Raw -52773.150431 + Penalty 1121.141089 = -51652.009342 nChanged 35 SP:Iteration 3F (44.841033 sec): 3 clusters Score: Raw -52807.143518 + Penalty 1119.984821 = -51687.158697 nChanged 26 SP:Iteration 4Q (44.842316 sec): 3 clusters Score: Raw -52828.793003 + Penalty 1119.446013 = -51709.346990 nChanged 20 SP:Iteration 5Q (44.843582 sec): 3 clusters Score: Raw -52843.151510 + Penalty 1119.187222 = -51723.964288 nChanged 15 SP:Iteration 6Q (44.844851 sec): 3 clusters Score: Raw -52858.767115 + Penalty 1119.093858 = -51739.673257 nChanged 20 SP:Iteration 7Q (44.846111 sec): 3 clusters Score: Raw -52881.403277 + Penalty 1119.663819 = -51761.739458 nChanged 17 SP:Iteration 8Q (44.847363 sec): 3 clusters Score: Raw -52894.496756 + Penalty 1119.375342 = -51775.121413 nChanged 12 SP:Iteration 9Q (44.848610 sec): 3 clusters Score: Raw -52907.014659 + Penalty 1119.750271 = -51787.264388 nChanged 16 SP:Iteration 10F (44.849905 sec): 3 clusters Score: Raw -52927.225413 + Penalty 1119.754470 = -51807.470943 nChanged 17 SP:Iteration 11Q (44.851255 sec): 3 clusters Score: Raw -52954.332190 + Penalty 1118.969295 = -51835.362895 nChanged 21 SP:Iteration 12Q (44.852518 sec): 3 clusters Score: Raw -52988.821021 + Penalty 1118.685693 = -51870.135328 nChanged 18 SP:Iteration 13Q (44.853830 sec): 3 clusters Score: Raw -53011.626861 + Penalty 1118.680995 = -51892.945866 nChanged 16 SP:Iteration 14Q (44.855081 sec): 3 clusters Score: Raw -53036.235458 + Penalty 1118.358840 = -51917.876618 nChanged 17 SP:Iteration 15Q (44.856319 sec): 3 clusters Score: Raw -53071.179486 + Penalty 1117.164665 = -51954.014820 nChanged 18 SP:Iteration 16Q (44.857542 sec): 3 clusters Score: Raw -53122.841453 + Penalty 1114.285571 = -52008.555882 nChanged 18 SP:Iteration 17Q (44.858697 sec): 3 clusters Score: Raw -53196.617358 + Penalty 1113.160977 = -52083.456381 nChanged 9 SP:Iteration 18Q (44.859788 sec): 3 clusters Score: Raw -53247.353428 + Penalty 1112.902991 = -52134.450438 nChanged 5 SP:Iteration 19Q (44.860857 sec): 3 clusters Score: Raw -53277.199873 + Penalty 1113.079230 = -52164.120643 nChanged 1 SP:Iteration 20F (44.862165 sec): 3 clusters Score: Raw -53277.843954 + Penalty 1113.079230 = -52164.764724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.863448 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.864210 sec): 3 clusters Score: Raw -24639.409965 + Penalty 122.977386 = -24516.432579 nChanged 123 SP:Iteration 1F (44.864953 sec): 3 clusters Score: Raw -24730.673734 + Penalty 124.153555 = -24606.520179 nChanged 32 SP:Iteration 2F (44.865692 sec): 3 clusters Score: Raw -24756.520140 + Penalty 125.957117 = -24630.563023 nChanged 32 SP:Iteration 3F (44.866426 sec): 3 clusters Score: Raw -24784.729386 + Penalty 101.520950 = -24683.208436 nChanged 30 SP:Iteration 4F (44.867119 sec): 3 clusters Score: Raw -24821.672390 + Penalty 58.136081 = -24763.536309 nChanged 9 SP:Iteration 5Q (44.867699 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP:Iteration 6F (44.868278 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.870748 sec): 2 clusters Score: Raw -60443.756936 + Penalty 318.771289 = -60124.985647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.872320 sec): 3 clusters Score: Raw -60001.150190 + Penalty 639.177571 = -59361.972618 nChanged 304 SP:Iteration 1F (44.873804 sec): 3 clusters Score: Raw -60226.142881 + Penalty 638.048548 = -59588.094333 nChanged 86 SP:Iteration 2F (44.875313 sec): 3 clusters Score: Raw -60302.529806 + Penalty 637.644734 = -59664.885072 nChanged 56 SP:Iteration 3F (44.876802 sec): 3 clusters Score: Raw -60358.674051 + Penalty 637.998573 = -59720.675477 nChanged 34 SP:Iteration 4Q (44.878261 sec): 3 clusters Score: Raw -60374.463080 + Penalty 637.916806 = -59736.546274 nChanged 8 SP:Iteration 5Q (44.879685 sec): 3 clusters Score: Raw -60375.079290 + Penalty 637.918528 = -59737.160762 nChanged 2 SP:Iteration 6Q (44.881145 sec): 3 clusters Score: Raw -60375.163557 + Penalty 638.129202 = -59737.034355 nChanged 1 SP:Iteration 7F (44.882628 sec): 3 clusters Score: Raw -60375.164957 + Penalty 638.129202 = -59737.035754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.885440 sec): 2 clusters Score: Raw -69216.101029 + Penalty 753.723331 = -68462.377697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.887139 sec): 3 clusters Score: Raw -68891.687971 + Penalty 1505.783642 = -67385.904329 nChanged 253 SP:Iteration 1F (44.888740 sec): 3 clusters Score: Raw -69097.754062 + Penalty 1501.603170 = -67596.150892 nChanged 90 SP:Iteration 2F (44.890298 sec): 3 clusters Score: Raw -69199.794184 + Penalty 1497.651434 = -67702.142749 nChanged 75 SP:Iteration 3F (44.891844 sec): 3 clusters Score: Raw -69270.825986 + Penalty 1501.352640 = -67769.473346 nChanged 45 SP:Iteration 4F (44.893464 sec): 3 clusters Score: Raw -69323.885736 + Penalty 1509.186595 = -67814.699141 nChanged 37 SP:Iteration 5Q (44.895009 sec): 3 clusters Score: Raw -69382.764748 + Penalty 1517.210469 = -67865.554280 nChanged 31 SP:Iteration 6Q (44.896529 sec): 3 clusters Score: Raw -69405.018533 + Penalty 1522.597277 = -67882.421256 nChanged 19 SP:Iteration 7Q (44.898038 sec): 3 clusters Score: Raw -69416.601630 + Penalty 1524.539680 = -67892.061950 nChanged 9 SP:Iteration 8Q (44.899546 sec): 3 clusters Score: Raw -69422.798407 + Penalty 1528.808690 = -67893.989718 nChanged 7 SP:Iteration 9Q (44.901051 sec): 3 clusters Score: Raw -69429.515718 + Penalty 1532.811104 = -67896.704614 nChanged 8 SP:Iteration 10F (44.902602 sec): 3 clusters Score: Raw -69439.828152 + Penalty 1537.908194 = -67901.919958 nChanged 8 SP:Iteration 11Q (44.904149 sec): 3 clusters Score: Raw -69445.020834 + Penalty 1542.398362 = -67902.622473 nChanged 5 SP:Iteration 12Q (44.905698 sec): 3 clusters Score: Raw -69447.849997 + Penalty 1545.332058 = -67902.517939 nChanged 5 SP:Iteration 13F (44.907340 sec): 3 clusters Score: Raw -69450.288066 + Penalty 1545.704386 = -67904.583680 nChanged 1 SP:Iteration 14Q (44.908952 sec): 3 clusters Score: Raw -69450.704890 + Penalty 1545.704386 = -67905.000505 nChanged 0 SP:Iteration 15F (44.910599 sec): 3 clusters Score: Raw -69450.704890 + Penalty 1545.704386 = -67905.000505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.921445 sec): 2 clusters Score: Raw -184515.561653 + Penalty 569.092490 = -183946.469163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.925642 sec): 3 clusters Score: Raw -183239.315763 + Penalty 1144.150126 = -182095.165637 nChanged 917 SP:Iteration 1F (44.929679 sec): 3 clusters Score: Raw -183928.082723 + Penalty 1140.467480 = -182787.615242 nChanged 293 SP:Iteration 2F (44.933678 sec): 3 clusters Score: Raw -184180.719323 + Penalty 1120.435607 = -183060.283717 nChanged 214 SP:Iteration 3F (44.937664 sec): 3 clusters Score: Raw -184363.414216 + Penalty 1093.734539 = -183269.679677 nChanged 186 SP:Iteration 4F (44.941635 sec): 3 clusters Score: Raw -184566.234436 + Penalty 1070.051466 = -183496.182971 nChanged 149 SP:Iteration 5F (44.945560 sec): 3 clusters Score: Raw -184724.035193 + Penalty 1059.730772 = -183664.304421 nChanged 90 SP:Iteration 6Q (44.949327 sec): 3 clusters Score: Raw -184802.708811 + Penalty 1055.760417 = -183746.948394 nChanged 48 SP:Iteration 7Q (44.953208 sec): 3 clusters Score: Raw -184831.004766 + Penalty 1053.660082 = -183777.344684 nChanged 29 SP:Iteration 8Q (44.957176 sec): 3 clusters Score: Raw -184842.039571 + Penalty 1055.175987 = -183786.863583 nChanged 17 SP:Iteration 9Q (44.960741 sec): 3 clusters Score: Raw -184846.065046 + Penalty 1055.133447 = -183790.931600 nChanged 8 SP:Iteration 10F (44.964684 sec): 3 clusters Score: Raw -184846.889932 + Penalty 1054.950176 = -183791.939756 nChanged 1 SP:Iteration 11Q (44.968249 sec): 3 clusters Score: Raw -184846.914577 + Penalty 1054.950176 = -183791.964401 nChanged 0 SP:Iteration 12F (44.972176 sec): 3 clusters Score: Raw -184846.914577 + Penalty 1054.950176 = -183791.964401 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.016226 sec): 2 clusters Score: Raw -716358.530814 + Penalty 294.078132 = -716064.452681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.034055 sec): 3 clusters Score: Raw -710131.313684 + Penalty 569.029459 = -709562.284225 nChanged 4363 SP:Iteration 1F (45.051303 sec): 3 clusters Score: Raw -712542.054373 + Penalty 575.326795 = -711966.727578 nChanged 1364 SP:Iteration 2F (45.069364 sec): 3 clusters Score: Raw -713088.560635 + Penalty 599.002387 = -712489.558248 nChanged 564 SP:Iteration 3F (45.087098 sec): 3 clusters Score: Raw -713328.597645 + Penalty 629.927556 = -712698.670089 nChanged 544 SP:Iteration 4F (45.104513 sec): 3 clusters Score: Raw -713607.747233 + Penalty 665.436790 = -712942.310443 nChanged 610 SP:Iteration 5F (45.122718 sec): 3 clusters Score: Raw -713976.809073 + Penalty 705.764604 = -713271.044469 nChanged 666 SP:Iteration 6F (45.140027 sec): 3 clusters Score: Raw -714404.729622 + Penalty 751.705726 = -713653.023896 nChanged 660 SP:Iteration 7F (45.157958 sec): 3 clusters Score: Raw -714836.385020 + Penalty 793.485743 = -714042.899277 nChanged 574 SP:Iteration 8F (45.175535 sec): 3 clusters Score: Raw -715237.330316 + Penalty 842.435829 = -714394.894487 nChanged 541 SP:Iteration 9F (45.193469 sec): 3 clusters Score: Raw -715659.936172 + Penalty 879.300209 = -714780.635964 nChanged 408 SP:Iteration 10F (45.211004 sec): 3 clusters Score: Raw -716021.342765 + Penalty 915.278340 = -715106.064425 nChanged 252 SP:Iteration 11Q (45.227106 sec): 3 clusters Score: Raw -716263.780686 + Penalty 927.305705 = -715336.474980 nChanged 93 SP:Iteration 12Q (45.242243 sec): 3 clusters Score: Raw -716358.048515 + Penalty 884.414837 = -715473.633678 nChanged 29 SP:Iteration 13Q (45.257060 sec): 3 clusters Score: Raw -716385.906276 + Penalty 856.469304 = -715529.436973 nChanged 8 SP:Iteration 14Q (45.271009 sec): 3 clusters Score: Raw -716395.236680 + Penalty 857.158698 = -715538.077983 nChanged 1 SP:Iteration 15Q (45.285079 sec): 3 clusters Score: Raw -716395.985147 + Penalty 855.915387 = -715540.069760 nChanged 1 SP:Iteration 16Q (45.299342 sec): 3 clusters Score: Raw -716395.971632 + Penalty 855.915387 = -715540.056246 nChanged 0 SP:Iteration 17F (45.317357 sec): 3 clusters Score: Raw -716395.971632 + Penalty 855.915387 = -715540.056246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.327714 sec): 2 clusters Score: Raw -86963.657084 + Penalty 489.418156 = -86474.238928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.329705 sec): 3 clusters Score: Raw -86444.929573 + Penalty 978.827327 = -85466.102246 nChanged 400 SP:Iteration 1F (45.331663 sec): 3 clusters Score: Raw -86744.796648 + Penalty 981.658294 = -85763.138354 nChanged 104 SP:Iteration 2F (45.333642 sec): 3 clusters Score: Raw -86809.247508 + Penalty 985.333817 = -85823.913691 nChanged 73 SP:Iteration 3F (45.335606 sec): 3 clusters Score: Raw -86856.395742 + Penalty 992.801325 = -85863.594417 nChanged 53 SP:Iteration 4F (45.337615 sec): 3 clusters Score: Raw -86886.306142 + Penalty 1007.313871 = -85878.992271 nChanged 45 SP:Iteration 5Q (45.339633 sec): 3 clusters Score: Raw -86923.724681 + Penalty 1023.569738 = -85900.154943 nChanged 50 SP:Iteration 6F (45.341653 sec): 3 clusters Score: Raw -86964.598938 + Penalty 1036.248950 = -85928.349988 nChanged 35 SP:Iteration 7Q (45.343620 sec): 3 clusters Score: Raw -86990.508986 + Penalty 1045.717245 = -85944.791741 nChanged 32 SP:Iteration 8Q (45.345589 sec): 3 clusters Score: Raw -87011.557741 + Penalty 1054.911039 = -85956.646702 nChanged 22 SP:Iteration 9Q (45.347558 sec): 3 clusters Score: Raw -87031.018286 + Penalty 1067.224210 = -85963.794076 nChanged 30 SP:Iteration 10F (45.349532 sec): 3 clusters Score: Raw -87058.306246 + Penalty 1069.032947 = -85989.273299 nChanged 26 SP:Iteration 11Q (45.351475 sec): 3 clusters Score: Raw -87079.858427 + Penalty 1072.866316 = -86006.992110 nChanged 26 SP:Iteration 12Q (45.353544 sec): 3 clusters Score: Raw -87097.547063 + Penalty 1073.600492 = -86023.946571 nChanged 12 SP:Iteration 13Q (45.355483 sec): 3 clusters Score: Raw -87105.655907 + Penalty 1073.861576 = -86031.794332 nChanged 13 SP:Iteration 14Q (45.357410 sec): 3 clusters Score: Raw -87113.405250 + Penalty 1076.578868 = -86036.826382 nChanged 7 SP:Iteration 15Q (45.359284 sec): 3 clusters Score: Raw -87117.277421 + Penalty 1076.364864 = -86040.912557 nChanged 7 SP:Iteration 16Q (45.361191 sec): 3 clusters Score: Raw -87119.991273 + Penalty 1079.179765 = -86040.811507 nChanged 4 SP:Iteration 17F (45.363168 sec): 3 clusters Score: Raw -87122.549140 + Penalty 1079.389854 = -86043.159285 nChanged 4 SP:Iteration 18Q (45.365036 sec): 3 clusters Score: Raw -87123.695066 + Penalty 1079.678874 = -86044.016192 nChanged 4 SP:Iteration 19Q (45.366918 sec): 3 clusters Score: Raw -87126.006648 + Penalty 1080.036343 = -86045.970305 nChanged 3 SP:Iteration 20F (45.368923 sec): 3 clusters Score: Raw -87127.324291 + Penalty 1080.924222 = -86046.400069 nChanged 1 SP:Iteration 21Q (45.370828 sec): 3 clusters Score: Raw -87127.373270 + Penalty 1081.935467 = -86045.437803 nChanged 1 SP:Iteration 22F (45.372814 sec): 3 clusters Score: Raw -87127.919649 + Penalty 1083.117153 = -86044.802496 nChanged 1 SP:Iteration 23F (45.374787 sec): 3 clusters Score: Raw -87128.817635 + Penalty 1083.117153 = -86045.700482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.377591 sec): 2 clusters Score: Raw -28475.574107 + Penalty 929.458583 = -27546.115524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.378472 sec): 3 clusters Score: Raw -28503.769716 + Penalty 1856.421204 = -26647.348512 nChanged 80 SP:Iteration 1F (45.379329 sec): 3 clusters Score: Raw -28730.115084 + Penalty 1854.155938 = -26875.959146 nChanged 36 SP:Iteration 2F (45.380184 sec): 3 clusters Score: Raw -28869.770398 + Penalty 1851.954607 = -27017.815791 nChanged 21 SP:Iteration 3F (45.381040 sec): 3 clusters Score: Raw -28935.113025 + Penalty 1851.939849 = -27083.173175 nChanged 7 SP:Iteration 4Q (45.381813 sec): 3 clusters Score: Raw -28968.569030 + Penalty 1853.475412 = -27115.093618 nChanged 7 SP:Iteration 5Q (45.382638 sec): 3 clusters Score: Raw -28985.187420 + Penalty 1853.245398 = -27131.942022 nChanged 1 SP:Iteration 6Q (45.383430 sec): 3 clusters Score: Raw -28985.978219 + Penalty 1853.245398 = -27132.732820 nChanged 0 SP:Iteration 7F (45.384319 sec): 3 clusters Score: Raw -28985.978219 + Penalty 1853.245398 = -27132.732820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.386111 sec): 2 clusters Score: Raw -27267.777526 + Penalty 320.258641 = -26947.518886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.386924 sec): 3 clusters Score: Raw -27100.755478 + Penalty 635.523116 = -26465.232362 nChanged 111 SP:Iteration 1F (45.387721 sec): 3 clusters Score: Raw -27190.712013 + Penalty 637.055184 = -26553.656829 nChanged 32 SP:Iteration 2F (45.388511 sec): 3 clusters Score: Raw -27215.852743 + Penalty 637.716667 = -26578.136075 nChanged 21 SP:Iteration 3F (45.389297 sec): 3 clusters Score: Raw -27233.065286 + Penalty 637.782370 = -26595.282915 nChanged 16 SP:Iteration 4F (45.390059 sec): 3 clusters Score: Raw -27246.177405 + Penalty 638.570490 = -26607.606915 nChanged 8 SP:Iteration 5Q (45.390816 sec): 3 clusters Score: Raw -27254.261974 + Penalty 638.112477 = -26616.149497 nChanged 8 SP:Iteration 6Q (45.391574 sec): 3 clusters Score: Raw -27263.438243 + Penalty 638.936495 = -26624.501748 nChanged 6 SP:Iteration 7Q (45.392326 sec): 3 clusters Score: Raw -27269.103331 + Penalty 639.761541 = -26629.341790 nChanged 5 SP:Iteration 8Q (45.393079 sec): 3 clusters Score: Raw -27273.755736 + Penalty 639.185604 = -26634.570132 nChanged 3 SP:Iteration 9Q (45.393827 sec): 3 clusters Score: Raw -27276.718895 + Penalty 639.112832 = -26637.606064 nChanged 4 SP:Iteration 10F (45.394587 sec): 3 clusters Score: Raw -27279.507859 + Penalty 638.997375 = -26640.510484 nChanged 1 SP:Iteration 11Q (45.395334 sec): 3 clusters Score: Raw -27280.039557 + Penalty 638.997375 = -26641.042182 nChanged 0 SP:Iteration 12F (45.396093 sec): 3 clusters Score: Raw -27280.039557 + Penalty 638.997375 = -26641.042182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.397144 sec): 2 clusters Score: Raw -3342.414409 + Penalty 81.379828 = -3261.034581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.397454 sec): 3 clusters Score: Raw -3387.140021 + Penalty 160.426644 = -3226.713377 nChanged 11 SP:Iteration 1F (45.397756 sec): 3 clusters Score: Raw -3422.084194 + Penalty 154.688824 = -3267.395369 nChanged 6 SP:Iteration 2F (45.398049 sec): 3 clusters Score: Raw -3452.601760 + Penalty 155.308250 = -3297.293510 nChanged 3 SP:Iteration 3F (45.398357 sec): 3 clusters Score: Raw -3458.131373 + Penalty 157.056825 = -3301.074548 nChanged 1 SP:Iteration 4Q (45.398634 sec): 3 clusters Score: Raw -3459.647783 + Penalty 159.093817 = -3300.553966 nChanged 1 SP:Iteration 5F (45.398926 sec): 3 clusters Score: Raw -3462.491808 + Penalty 164.153415 = -3298.338393 nChanged 2 SP:Iteration 6F (45.399217 sec): 3 clusters Score: Raw -3470.055115 + Penalty 164.153415 = -3305.901700 nChanged 0 Score: Raw -2169014.270231 + Penalty 40123.120001 = -2128891.150231 Splitting cluster 13 changes total score from -2117303.269580 to -2128891.150231 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.012237 sec): 2 clusters Score: Raw -55331.220593 + Penalty 533.824776 = -54797.395818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.013576 sec): 3 clusters Score: Raw -54956.905880 + Penalty 1067.197088 = -53889.708792 nChanged 230 SP:Iteration 1F (46.014910 sec): 3 clusters Score: Raw -55091.471680 + Penalty 1067.520383 = -54023.951297 nChanged 68 SP:Iteration 2F (46.016217 sec): 3 clusters Score: Raw -55125.932566 + Penalty 1068.602593 = -54057.329973 nChanged 41 SP:Iteration 3F (46.017529 sec): 3 clusters Score: Raw -55157.847392 + Penalty 1069.400715 = -54088.446676 nChanged 23 SP:Iteration 4Q (46.018854 sec): 3 clusters Score: Raw -55171.394747 + Penalty 1069.895148 = -54101.499599 nChanged 12 SP:Iteration 5Q (46.020160 sec): 3 clusters Score: Raw -55176.537670 + Penalty 1069.893653 = -54106.644016 nChanged 9 SP:Iteration 6Q (46.021557 sec): 3 clusters Score: Raw -55180.360122 + Penalty 1069.768260 = -54110.591861 nChanged 4 SP:Iteration 7Q (46.022934 sec): 3 clusters Score: Raw -55181.589609 + Penalty 1069.696342 = -54111.893267 nChanged 1 SP:Iteration 8Q (46.024306 sec): 3 clusters Score: Raw -55182.295033 + Penalty 1069.734653 = -54112.560380 nChanged 3 SP:Iteration 9Q (46.025658 sec): 3 clusters Score: Raw -55182.961766 + Penalty 1069.458070 = -54113.503696 nChanged 3 SP:Iteration 10F (46.026987 sec): 3 clusters Score: Raw -55183.779924 + Penalty 1068.823405 = -54114.956519 nChanged 6 SP:Iteration 11Q (46.028296 sec): 3 clusters Score: Raw -55185.715429 + Penalty 1068.193189 = -54117.522240 nChanged 9 SP:Iteration 12Q (46.029672 sec): 3 clusters Score: Raw -55188.202578 + Penalty 1067.851399 = -54120.351179 nChanged 8 SP:Iteration 13Q (46.031018 sec): 3 clusters Score: Raw -55191.068592 + Penalty 1067.281961 = -54123.786630 nChanged 8 SP:Iteration 14Q (46.032322 sec): 3 clusters Score: Raw -55193.011940 + Penalty 1067.126551 = -54125.885388 nChanged 4 SP:Iteration 15Q (46.033644 sec): 3 clusters Score: Raw -55194.651742 + Penalty 1066.802328 = -54127.849414 nChanged 8 SP:Iteration 16Q (46.034948 sec): 3 clusters Score: Raw -55198.131127 + Penalty 1066.346454 = -54131.784673 nChanged 15 SP:Iteration 17Q (46.036323 sec): 3 clusters Score: Raw -55203.261787 + Penalty 1066.379387 = -54136.882400 nChanged 17 SP:Iteration 18Q (46.037695 sec): 3 clusters Score: Raw -55210.485695 + Penalty 1065.697708 = -54144.787987 nChanged 14 SP:Iteration 19Q (46.039061 sec): 3 clusters Score: Raw -55217.453839 + Penalty 1065.573960 = -54151.879879 nChanged 16 SP:Iteration 20F (46.040433 sec): 3 clusters Score: Raw -55223.806234 + Penalty 1065.279127 = -54158.527107 nChanged 13 SP:Iteration 21Q (46.041823 sec): 3 clusters Score: Raw -55228.344683 + Penalty 1065.927871 = -54162.416812 nChanged 11 SP:Iteration 22Q (46.043112 sec): 3 clusters Score: Raw -55231.993208 + Penalty 1065.915770 = -54166.077438 nChanged 8 SP:Iteration 23Q (46.044402 sec): 3 clusters Score: Raw -55234.930121 + Penalty 1065.570090 = -54169.360032 nChanged 8 SP:Iteration 24Q (46.045685 sec): 3 clusters Score: Raw -55237.681717 + Penalty 1065.263317 = -54172.418400 nChanged 8 SP:Iteration 25Q (46.046987 sec): 3 clusters Score: Raw -55242.018359 + Penalty 1064.965611 = -54177.052749 nChanged 8 SP:Iteration 26Q (46.048263 sec): 3 clusters Score: Raw -55244.453064 + Penalty 1065.834800 = -54178.618264 nChanged 9 SP:Iteration 27Q (46.049542 sec): 3 clusters Score: Raw -55246.652698 + Penalty 1066.736079 = -54179.916619 nChanged 5 SP:Iteration 28Q (46.050833 sec): 3 clusters Score: Raw -55247.586194 + Penalty 1067.769254 = -54179.816940 nChanged 5 SP:Iteration 29F (46.052146 sec): 3 clusters Score: Raw -55248.522675 + Penalty 1068.521737 = -54180.000938 nChanged 5 SP:Iteration 30F (46.053450 sec): 3 clusters Score: Raw -55249.467027 + Penalty 1069.475921 = -54179.991106 nChanged 4 SP:Iteration 31F (46.054841 sec): 3 clusters Score: Raw -55250.718010 + Penalty 1069.323325 = -54181.394685 nChanged 6 SP:Iteration 32Q (46.056178 sec): 3 clusters Score: Raw -55252.260715 + Penalty 1068.718408 = -54183.542306 nChanged 6 SP:Iteration 33Q (46.057511 sec): 3 clusters Score: Raw -55253.861764 + Penalty 1070.644436 = -54183.217328 nChanged 6 SP:Iteration 34F (46.058833 sec): 3 clusters Score: Raw -55255.073268 + Penalty 1070.732982 = -54184.340286 nChanged 4 SP:Iteration 35Q (46.060090 sec): 3 clusters Score: Raw -55256.115939 + Penalty 1071.918877 = -54184.197063 nChanged 6 SP:Iteration 36F (46.061397 sec): 3 clusters Score: Raw -55258.874521 + Penalty 1072.002776 = -54186.871745 nChanged 6 SP:Iteration 37Q (46.062658 sec): 3 clusters Score: Raw -55260.785711 + Penalty 1072.031140 = -54188.754571 nChanged 7 SP:Iteration 38Q (46.063913 sec): 3 clusters Score: Raw -55263.714450 + Penalty 1072.644813 = -54191.069637 nChanged 6 SP:Iteration 39Q (46.065162 sec): 3 clusters Score: Raw -55266.155004 + Penalty 1073.984466 = -54192.170538 nChanged 7 SP:Iteration 40F (46.066481 sec): 3 clusters Score: Raw -55267.992811 + Penalty 1074.351543 = -54193.641268 nChanged 7 SP:Iteration 41Q (46.067728 sec): 3 clusters Score: Raw -55271.314585 + Penalty 1077.156012 = -54194.158572 nChanged 9 SP:Iteration 42Q (46.068968 sec): 3 clusters Score: Raw -55274.974741 + Penalty 1084.597569 = -54190.377172 nChanged 15 SP:Iteration 43F (46.070275 sec): 3 clusters Score: Raw -55284.484550 + Penalty 1095.389639 = -54189.094911 nChanged 15 SP:Iteration 44F (46.071587 sec): 3 clusters Score: Raw -55297.170250 + Penalty 1107.769268 = -54189.400983 nChanged 16 SP:Iteration 45Q (46.072823 sec): 3 clusters Score: Raw -55312.410007 + Penalty 1120.573360 = -54191.836647 nChanged 14 SP:Iteration 46Q (46.074027 sec): 3 clusters Score: Raw -55323.765690 + Penalty 1131.882271 = -54191.883419 nChanged 11 SP:Iteration 47Q (46.075216 sec): 3 clusters Score: Raw -55335.368390 + Penalty 1157.814326 = -54177.554064 nChanged 12 SP:Iteration 48F (46.076528 sec): 3 clusters Score: Raw -55350.488961 + Penalty 1177.543966 = -54172.944995 nChanged 10 SP:Iteration 49F (46.077845 sec): 3 clusters Score: Raw -55362.405146 + Penalty 1198.142033 = -54164.263113 nChanged 6 SP:Iteration 50F (46.079157 sec): 3 clusters Score: Raw -55366.035607 + Penalty 1199.326949 = -54166.708658 nChanged 1 SP:Iteration 51Q (46.080275 sec): 3 clusters Score: Raw -55366.665134 + Penalty 1201.277118 = -54165.388016 nChanged 1 SP:Iteration 52F (46.081565 sec): 3 clusters Score: Raw -55367.450663 + Penalty 1201.277118 = -54166.173546 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.084398 sec): 2 clusters Score: Raw -62150.896648 + Penalty 1054.953526 = -61095.943122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.085812 sec): 3 clusters Score: Raw -61973.718036 + Penalty 2109.932153 = -59863.785883 nChanged 181 SP:Iteration 1F (46.087302 sec): 3 clusters Score: Raw -62138.833292 + Penalty 2109.870863 = -60028.962429 nChanged 40 SP:Iteration 2F (46.088792 sec): 3 clusters Score: Raw -62185.415047 + Penalty 2109.850341 = -60075.564707 nChanged 21 SP:Iteration 3Q (46.090223 sec): 3 clusters Score: Raw -62216.175949 + Penalty 2109.859479 = -60106.316470 nChanged 18 SP:Iteration 4Q (46.091638 sec): 3 clusters Score: Raw -62236.512016 + Penalty 2109.845875 = -60126.666141 nChanged 8 SP:Iteration 5Q (46.093010 sec): 3 clusters Score: Raw -62246.977125 + Penalty 2109.807591 = -60137.169534 nChanged 9 SP:Iteration 6Q (46.094362 sec): 3 clusters Score: Raw -62255.823493 + Penalty 2109.767395 = -60146.056098 nChanged 8 SP:Iteration 7Q (46.095709 sec): 3 clusters Score: Raw -62261.724951 + Penalty 2109.752451 = -60151.972500 nChanged 2 SP:Iteration 8Q (46.097063 sec): 3 clusters Score: Raw -62262.191117 + Penalty 2109.744686 = -60152.446430 nChanged 1 SP:Iteration 9Q (46.098410 sec): 3 clusters Score: Raw -62262.617095 + Penalty 2109.744686 = -60152.872408 nChanged 0 SP:Iteration 10F (46.099786 sec): 3 clusters Score: Raw -62262.617095 + Penalty 2109.744686 = -60152.872408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.102438 sec): 2 clusters Score: Raw -52909.008570 + Penalty 510.652862 = -52398.355708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.103781 sec): 3 clusters Score: Raw -52609.395757 + Penalty 1033.627400 = -51575.768357 nChanged 221 SP:Iteration 1F (46.105096 sec): 3 clusters Score: Raw -52810.181546 + Penalty 1039.997905 = -51770.183642 nChanged 66 SP:Iteration 2F (46.106325 sec): 3 clusters Score: Raw -52915.322420 + Penalty 1041.611616 = -51873.710804 nChanged 48 SP:Iteration 3F (46.107559 sec): 3 clusters Score: Raw -52984.620348 + Penalty 1042.547519 = -51942.072829 nChanged 40 SP:Iteration 4F (46.108828 sec): 3 clusters Score: Raw -53037.782495 + Penalty 1044.659357 = -51993.123138 nChanged 30 SP:Iteration 5Q (46.110024 sec): 3 clusters Score: Raw -53095.954602 + Penalty 1046.951808 = -52049.002794 nChanged 22 SP:Iteration 6Q (46.111194 sec): 3 clusters Score: Raw -53170.778849 + Penalty 1049.395236 = -52121.383613 nChanged 16 SP:Iteration 7Q (46.112319 sec): 3 clusters Score: Raw -53232.058278 + Penalty 1050.968598 = -52181.089680 nChanged 6 SP:Iteration 8Q (46.113418 sec): 3 clusters Score: Raw -53258.424426 + Penalty 1051.105652 = -52207.318774 nChanged 6 SP:Iteration 9Q (46.114516 sec): 3 clusters Score: Raw -53272.529329 + Penalty 1050.727421 = -52221.801908 nChanged 3 SP:Iteration 10F (46.115765 sec): 3 clusters Score: Raw -53276.275722 + Penalty 1050.074372 = -52226.201350 nChanged 1 SP:Iteration 11Q (46.116868 sec): 3 clusters Score: Raw -53276.399976 + Penalty 1050.074372 = -52226.325604 nChanged 0 SP:Iteration 12F (46.118117 sec): 3 clusters Score: Raw -53276.399976 + Penalty 1050.074372 = -52226.325604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.120030 sec): 2 clusters Score: Raw -19694.365933 + Penalty 684.828622 = -19009.537311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.120638 sec): 3 clusters Score: Raw -19656.307600 + Penalty 1349.392980 = -18306.914620 nChanged 51 SP:Iteration 1F (46.121236 sec): 3 clusters Score: Raw -19737.189051 + Penalty 1351.458712 = -18385.730339 nChanged 12 SP:Iteration 2F (46.121831 sec): 3 clusters Score: Raw -19759.766570 + Penalty 1358.545811 = -18401.220759 nChanged 8 SP:Iteration 3Q (46.122410 sec): 3 clusters Score: Raw -19779.812171 + Penalty 1366.748402 = -18413.063769 nChanged 9 SP:Iteration 4Q (46.123013 sec): 3 clusters Score: Raw -19810.965743 + Penalty 1372.890278 = -18438.075465 nChanged 12 SP:Iteration 5F (46.123603 sec): 3 clusters Score: Raw -19854.931444 + Penalty 1381.811620 = -18473.119824 nChanged 11 SP:Iteration 6F (46.124185 sec): 3 clusters Score: Raw -19885.089341 + Penalty 1389.216486 = -18495.872855 nChanged 4 SP:Iteration 7Q (46.124719 sec): 3 clusters Score: Raw -19893.284850 + Penalty 1391.060753 = -18502.224097 nChanged 1 SP:Iteration 8Q (46.125247 sec): 3 clusters Score: Raw -19895.287548 + Penalty 1392.626352 = -18502.661196 nChanged 1 SP:Iteration 9Q (46.125775 sec): 3 clusters Score: Raw -19896.244955 + Penalty 1394.295132 = -18501.949823 nChanged 1 SP:Iteration 10F (46.126353 sec): 3 clusters Score: Raw -19897.747355 + Penalty 1394.524057 = -18503.223298 nChanged 2 SP:Iteration 11Q (46.126880 sec): 3 clusters Score: Raw -19901.960215 + Penalty 1392.862786 = -18509.097429 nChanged 1 SP:Iteration 12Q (46.127426 sec): 3 clusters Score: Raw -19904.938012 + Penalty 1392.862786 = -18512.075226 nChanged 0 SP:Iteration 13F (46.128006 sec): 3 clusters Score: Raw -19904.938012 + Penalty 1392.862786 = -18512.075226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.129377 sec): 2 clusters Score: Raw -12399.804795 + Penalty 579.200786 = -11820.604009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.129840 sec): 3 clusters Score: Raw -12431.538784 + Penalty 1140.858469 = -11290.680315 nChanged 32 SP:Iteration 1F (46.130316 sec): 3 clusters Score: Raw -12520.054851 + Penalty 1127.154668 = -11392.900183 nChanged 12 SP:Iteration 2F (46.130778 sec): 3 clusters Score: Raw -12556.910366 + Penalty 1128.437709 = -11428.472656 nChanged 2 SP:Iteration 3Q (46.131209 sec): 3 clusters Score: Raw -12563.275528 + Penalty 1129.157134 = -11434.118394 nChanged 1 SP:Iteration 4Q (46.131636 sec): 3 clusters Score: Raw -12568.303149 + Penalty 1129.157134 = -11439.146015 nChanged 0 SP:Iteration 5F (46.132096 sec): 3 clusters Score: Raw -12568.303149 + Penalty 1129.157134 = -11439.146015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.134596 sec): 2 clusters Score: Raw -61953.591585 + Penalty 1020.837154 = -60932.754431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.135928 sec): 3 clusters Score: Raw -61757.328241 + Penalty 2041.402522 = -59715.925719 nChanged 151 SP:Iteration 1F (46.137204 sec): 3 clusters Score: Raw -61917.275593 + Penalty 2041.253481 = -59876.022112 nChanged 41 SP:Iteration 2F (46.138517 sec): 3 clusters Score: Raw -61973.453800 + Penalty 2041.343601 = -59932.110199 nChanged 18 SP:Iteration 3Q (46.139851 sec): 3 clusters Score: Raw -61998.686361 + Penalty 2041.438936 = -59957.247425 nChanged 12 SP:Iteration 4Q (46.141171 sec): 3 clusters Score: Raw -62013.515809 + Penalty 2041.435635 = -59972.080174 nChanged 3 SP:Iteration 5Q (46.142469 sec): 3 clusters Score: Raw -62017.017893 + Penalty 2041.487992 = -59975.529901 nChanged 3 SP:Iteration 6Q (46.143783 sec): 3 clusters Score: Raw -62021.048798 + Penalty 2041.457626 = -59979.591173 nChanged 2 SP:Iteration 7Q (46.145093 sec): 3 clusters Score: Raw -62022.678645 + Penalty 2041.422498 = -59981.256148 nChanged 1 SP:Iteration 8Q (46.146338 sec): 3 clusters Score: Raw -62024.819298 + Penalty 2041.369695 = -59983.449603 nChanged 3 SP:Iteration 9Q (46.147585 sec): 3 clusters Score: Raw -62027.655137 + Penalty 2041.452224 = -59986.202913 nChanged 2 SP:Iteration 10F (46.148851 sec): 3 clusters Score: Raw -62031.260522 + Penalty 2041.431585 = -59989.828938 nChanged 3 SP:Iteration 11Q (46.150100 sec): 3 clusters Score: Raw -62035.097694 + Penalty 2041.354266 = -59993.743428 nChanged 4 SP:Iteration 12Q (46.151350 sec): 3 clusters Score: Raw -62037.877363 + Penalty 2041.317238 = -59996.560125 nChanged 2 SP:Iteration 13Q (46.152720 sec): 3 clusters Score: Raw -62039.584607 + Penalty 2041.317238 = -59998.267368 nChanged 0 SP:Iteration 14F (46.154057 sec): 3 clusters Score: Raw -62039.584607 + Penalty 2041.317238 = -59998.267368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.155216 sec): 2 clusters Score: Raw -6248.996215 + Penalty 260.896444 = -5988.099771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.155573 sec): 3 clusters Score: Raw -6244.760892 + Penalty 536.447973 = -5708.312918 nChanged 21 SP:Iteration 1F (46.155934 sec): 3 clusters Score: Raw -6294.573947 + Penalty 530.448646 = -5764.125301 nChanged 6 SP:Iteration 2F (46.156286 sec): 3 clusters Score: Raw -6303.040314 + Penalty 533.503567 = -5769.536748 nChanged 1 SP:Iteration 3Q (46.156625 sec): 3 clusters Score: Raw -6305.719221 + Penalty 533.503567 = -5772.215654 nChanged 0 SP:Iteration 4F (46.156976 sec): 3 clusters Score: Raw -6305.719221 + Penalty 533.503567 = -5772.215654 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.160011 sec): 2 clusters Score: Raw -71081.496890 + Penalty 1050.948353 = -70030.548536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.161610 sec): 3 clusters Score: Raw -70832.150099 + Penalty 2102.180102 = -68729.969997 nChanged 224 SP:Iteration 1F (46.163195 sec): 3 clusters Score: Raw -71050.203088 + Penalty 2102.577609 = -68947.625479 nChanged 55 SP:Iteration 2F (46.164765 sec): 3 clusters Score: Raw -71114.728476 + Penalty 2102.790183 = -69011.938292 nChanged 32 SP:Iteration 3Q (46.166291 sec): 3 clusters Score: Raw -71147.991206 + Penalty 2103.079990 = -69044.911216 nChanged 17 SP:Iteration 4Q (46.167807 sec): 3 clusters Score: Raw -71164.475838 + Penalty 2103.414211 = -69061.061626 nChanged 17 SP:Iteration 5Q (46.169347 sec): 3 clusters Score: Raw -71184.466371 + Penalty 2103.583710 = -69080.882662 nChanged 14 SP:Iteration 6Q (46.170879 sec): 3 clusters Score: Raw -71199.224339 + Penalty 2103.803452 = -69095.420887 nChanged 12 SP:Iteration 7Q (46.172421 sec): 3 clusters Score: Raw -71213.408747 + Penalty 2104.048800 = -69109.359947 nChanged 12 SP:Iteration 8Q (46.173960 sec): 3 clusters Score: Raw -71225.994941 + Penalty 2104.002870 = -69121.992070 nChanged 14 SP:Iteration 9Q (46.175487 sec): 3 clusters Score: Raw -71238.611829 + Penalty 2104.308593 = -69134.303236 nChanged 4 SP:Iteration 10F (46.177069 sec): 3 clusters Score: Raw -71244.843123 + Penalty 2104.364545 = -69140.478577 nChanged 1 SP:Iteration 11Q (46.178585 sec): 3 clusters Score: Raw -71245.458540 + Penalty 2104.364545 = -69141.093994 nChanged 0 SP:Iteration 12F (46.180154 sec): 3 clusters Score: Raw -71245.458540 + Penalty 2104.364545 = -69141.093994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.181849 sec): 2 clusters Score: Raw -14073.588001 + Penalty 179.018919 = -13894.569082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.182388 sec): 3 clusters Score: Raw -13993.697128 + Penalty 372.221243 = -13621.475885 nChanged 57 SP:Iteration 1F (46.182904 sec): 3 clusters Score: Raw -14056.704160 + Penalty 420.377685 = -13636.326474 nChanged 21 SP:Iteration 2F (46.183419 sec): 3 clusters Score: Raw -14078.017437 + Penalty 497.209633 = -13580.807804 nChanged 10 SP:Iteration 3F (46.183934 sec): 3 clusters Score: Raw -14089.448418 + Penalty 561.633650 = -13527.814768 nChanged 4 SP:Iteration 4F (46.184445 sec): 3 clusters Score: Raw -14097.735548 + Penalty 556.996567 = -13540.738981 nChanged 1 SP:Iteration 5Q (46.184918 sec): 3 clusters Score: Raw -14100.841775 + Penalty 543.986768 = -13556.855007 nChanged 2 SP:Iteration 6Q (46.185415 sec): 3 clusters Score: Raw -14105.409216 + Penalty 534.415961 = -13570.993256 nChanged 1 SP:Iteration 7Q (46.185879 sec): 3 clusters Score: Raw -14107.334211 + Penalty 528.312757 = -13579.021453 nChanged 1 SP:Iteration 8Q (46.186349 sec): 3 clusters Score: Raw -14108.995203 + Penalty 517.037656 = -13591.957547 nChanged 1 SP:Iteration 9Q (46.186818 sec): 3 clusters Score: Raw -14110.697629 + Penalty 514.292612 = -13596.405017 nChanged 1 SP:Iteration 10F (46.187330 sec): 3 clusters Score: Raw -14111.912643 + Penalty 510.046579 = -13601.866064 nChanged 1 SP:Iteration 11Q (46.187799 sec): 3 clusters Score: Raw -14113.219981 + Penalty 510.046579 = -13603.173402 nChanged 0 SP:Iteration 12F (46.188313 sec): 3 clusters Score: Raw -14113.219981 + Penalty 510.046579 = -13603.173402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.190840 sec): 2 clusters Score: Raw -55141.632127 + Penalty 687.158140 = -54454.473986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.192122 sec): 3 clusters Score: Raw -54845.930361 + Penalty 1374.409243 = -53471.521118 nChanged 217 SP:Iteration 1F (46.193384 sec): 3 clusters Score: Raw -55035.215978 + Penalty 1373.937077 = -53661.278902 nChanged 74 SP:Iteration 2F (46.194680 sec): 3 clusters Score: Raw -55090.538816 + Penalty 1374.361647 = -53716.177170 nChanged 34 SP:Iteration 3F (46.195956 sec): 3 clusters Score: Raw -55112.657698 + Penalty 1373.754048 = -53738.903649 nChanged 12 SP:Iteration 4Q (46.197222 sec): 3 clusters Score: Raw -55121.341450 + Penalty 1374.715649 = -53746.625801 nChanged 11 SP:Iteration 5Q (46.198460 sec): 3 clusters Score: Raw -55130.077212 + Penalty 1374.812262 = -53755.264950 nChanged 7 SP:Iteration 6Q (46.199704 sec): 3 clusters Score: Raw -55132.468347 + Penalty 1374.958311 = -53757.510036 nChanged 5 SP:Iteration 7Q (46.200986 sec): 3 clusters Score: Raw -55137.167984 + Penalty 1375.010775 = -53762.157209 nChanged 3 SP:Iteration 8Q (46.202257 sec): 3 clusters Score: Raw -55137.621301 + Penalty 1375.107805 = -53762.513496 nChanged 1 SP:Iteration 9Q (46.203528 sec): 3 clusters Score: Raw -55137.916890 + Penalty 1375.003735 = -53762.913155 nChanged 1 SP:Iteration 10F (46.204806 sec): 3 clusters Score: Raw -55139.016732 + Penalty 1375.032982 = -53763.983750 nChanged 1 SP:Iteration 11Q (46.206065 sec): 3 clusters Score: Raw -55139.036955 + Penalty 1375.379999 = -53763.656957 nChanged 2 SP:Iteration 12F (46.207340 sec): 3 clusters Score: Raw -55139.550984 + Penalty 1375.362216 = -53764.188767 nChanged 1 SP:Iteration 13Q (46.208601 sec): 3 clusters Score: Raw -55139.695990 + Penalty 1375.362216 = -53764.333774 nChanged 0 SP:Iteration 14F (46.209875 sec): 3 clusters Score: Raw -55139.695990 + Penalty 1375.362216 = -53764.333774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.211971 sec): 2 clusters Score: Raw -37149.742155 + Penalty 905.268395 = -36244.473761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.212895 sec): 3 clusters Score: Raw -37084.007403 + Penalty 1801.678620 = -35282.328783 nChanged 98 SP:Iteration 1F (46.213806 sec): 3 clusters Score: Raw -37249.859917 + Penalty 1794.177191 = -35455.682726 nChanged 37 SP:Iteration 2F (46.214712 sec): 3 clusters Score: Raw -37332.535840 + Penalty 1787.264316 = -35545.271524 nChanged 18 SP:Iteration 3Q (46.215582 sec): 3 clusters Score: Raw -37370.333436 + Penalty 1786.299816 = -35584.033620 nChanged 8 SP:Iteration 4Q (46.216443 sec): 3 clusters Score: Raw -37385.633535 + Penalty 1785.223437 = -35600.410098 nChanged 6 SP:Iteration 5Q (46.217365 sec): 3 clusters Score: Raw -37398.418192 + Penalty 1785.927144 = -35612.491047 nChanged 2 SP:Iteration 6Q (46.218249 sec): 3 clusters Score: Raw -37401.665743 + Penalty 1785.682428 = -35615.983315 nChanged 1 SP:Iteration 7Q (46.219131 sec): 3 clusters Score: Raw -37403.176894 + Penalty 1785.682428 = -35617.494466 nChanged 0 SP:Iteration 8F (46.220036 sec): 3 clusters Score: Raw -37403.176894 + Penalty 1785.682428 = -35617.494466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.220968 sec): 2 clusters Score: Raw -387.967233 + Penalty 43.075432 = -344.891802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.221182 sec): 3 clusters Score: Raw -385.190911 + Penalty 115.301551 = -269.889360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.222450 sec): 2 clusters Score: Raw -16598.770812 + Penalty 845.978601 = -15752.792210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.223014 sec): 3 clusters Score: Raw -16646.921432 + Penalty 1691.275102 = -14955.646330 nChanged 21 SP:Iteration 1F (46.223569 sec): 3 clusters Score: Raw -16705.037047 + Penalty 1691.224929 = -15013.812118 nChanged 3 SP:Iteration 2Q (46.224107 sec): 3 clusters Score: Raw -16714.540483 + Penalty 1691.224929 = -15023.315554 nChanged 0 SP:Iteration 3F (46.224662 sec): 3 clusters Score: Raw -16714.540483 + Penalty 1691.224929 = -15023.315554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.227685 sec): 2 clusters Score: Raw -75547.009320 + Penalty 841.062498 = -74705.946821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.229339 sec): 3 clusters Score: Raw -75161.113257 + Penalty 1681.040017 = -73480.073240 nChanged 264 SP:Iteration 1F (46.231043 sec): 3 clusters Score: Raw -75346.431400 + Penalty 1677.836437 = -73668.594963 nChanged 78 SP:Iteration 2F (46.232750 sec): 3 clusters Score: Raw -75406.321776 + Penalty 1673.911266 = -73732.410510 nChanged 45 SP:Iteration 3F (46.234369 sec): 3 clusters Score: Raw -75435.559157 + Penalty 1670.995650 = -73764.563507 nChanged 38 SP:Iteration 4Q (46.235991 sec): 3 clusters Score: Raw -75467.020091 + Penalty 1667.981838 = -73799.038253 nChanged 28 SP:Iteration 5Q (46.237608 sec): 3 clusters Score: Raw -75489.741005 + Penalty 1667.785285 = -73821.955720 nChanged 16 SP:Iteration 6Q (46.239215 sec): 3 clusters Score: Raw -75499.221867 + Penalty 1668.025330 = -73831.196537 nChanged 18 SP:Iteration 7Q (46.240913 sec): 3 clusters Score: Raw -75512.623430 + Penalty 1667.229043 = -73845.394387 nChanged 14 SP:Iteration 8Q (46.242601 sec): 3 clusters Score: Raw -75525.505682 + Penalty 1666.793431 = -73858.712251 nChanged 11 SP:Iteration 9Q (46.244286 sec): 3 clusters Score: Raw -75531.196051 + Penalty 1665.897418 = -73865.298632 nChanged 11 SP:Iteration 10F (46.245940 sec): 3 clusters Score: Raw -75538.750451 + Penalty 1667.205069 = -73871.545383 nChanged 12 SP:Iteration 11Q (46.247507 sec): 3 clusters Score: Raw -75545.373069 + Penalty 1668.666990 = -73876.706079 nChanged 16 SP:Iteration 12Q (46.249116 sec): 3 clusters Score: Raw -75553.202623 + Penalty 1671.485128 = -73881.717494 nChanged 12 SP:Iteration 13Q (46.250804 sec): 3 clusters Score: Raw -75558.722119 + Penalty 1670.266028 = -73888.456091 nChanged 7 SP:Iteration 14Q (46.252473 sec): 3 clusters Score: Raw -75562.467420 + Penalty 1669.481087 = -73892.986333 nChanged 10 SP:Iteration 15Q (46.254087 sec): 3 clusters Score: Raw -75570.577357 + Penalty 1672.104704 = -73898.472653 nChanged 10 SP:Iteration 16Q (46.255677 sec): 3 clusters Score: Raw -75578.345470 + Penalty 1671.956184 = -73906.389286 nChanged 7 SP:Iteration 17Q (46.257271 sec): 3 clusters Score: Raw -75584.349853 + Penalty 1673.534336 = -73910.815517 nChanged 6 SP:Iteration 18Q (46.258837 sec): 3 clusters Score: Raw -75592.580583 + Penalty 1673.301681 = -73919.278902 nChanged 8 SP:Iteration 19Q (46.260374 sec): 3 clusters Score: Raw -75600.026357 + Penalty 1672.782603 = -73927.243754 nChanged 8 SP:Iteration 20F (46.262002 sec): 3 clusters Score: Raw -75606.273958 + Penalty 1670.682370 = -73935.591589 nChanged 2 SP:Iteration 21Q (46.263554 sec): 3 clusters Score: Raw -75607.422000 + Penalty 1671.119376 = -73936.302624 nChanged 1 SP:Iteration 22Q (46.265105 sec): 3 clusters Score: Raw -75607.296107 + Penalty 1671.119376 = -73936.176731 nChanged 0 SP:Iteration 23F (46.266713 sec): 3 clusters Score: Raw -75607.296107 + Penalty 1671.119376 = -73936.176731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.268500 sec): 2 clusters Score: Raw -25090.402879 + Penalty 626.077020 = -24464.325859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.269249 sec): 3 clusters Score: Raw -24991.992894 + Penalty 1252.100250 = -23739.892644 nChanged 91 SP:Iteration 1F (46.269984 sec): 3 clusters Score: Raw -25085.395405 + Penalty 1253.174916 = -23832.220489 nChanged 18 SP:Iteration 2F (46.270718 sec): 3 clusters Score: Raw -25105.866363 + Penalty 1252.104262 = -23853.762101 nChanged 10 SP:Iteration 3Q (46.271443 sec): 3 clusters Score: Raw -25114.851882 + Penalty 1250.092329 = -23864.759553 nChanged 6 SP:Iteration 4Q (46.272166 sec): 3 clusters Score: Raw -25120.931142 + Penalty 1250.324847 = -23870.606295 nChanged 3 SP:Iteration 5Q (46.272890 sec): 3 clusters Score: Raw -25127.563917 + Penalty 1255.593478 = -23871.970439 nChanged 4 SP:Iteration 6Q (46.273612 sec): 3 clusters Score: Raw -25133.053066 + Penalty 1259.905226 = -23873.147839 nChanged 3 SP:Iteration 7Q (46.274337 sec): 3 clusters Score: Raw -25135.438673 + Penalty 1263.594564 = -23871.844109 nChanged 2 SP:Iteration 8F (46.275073 sec): 3 clusters Score: Raw -25137.552239 + Penalty 1266.388565 = -23871.163674 nChanged 2 SP:Iteration 9F (46.275807 sec): 3 clusters Score: Raw -25138.675007 + Penalty 1265.206004 = -23873.469003 nChanged 2 SP:Iteration 10F (46.276540 sec): 3 clusters Score: Raw -25140.217554 + Penalty 1265.185173 = -23875.032381 nChanged 1 SP:Iteration 11Q (46.277259 sec): 3 clusters Score: Raw -25141.620692 + Penalty 1264.469406 = -23877.151286 nChanged 1 SP:Iteration 12Q (46.277978 sec): 3 clusters Score: Raw -25142.348063 + Penalty 1261.579349 = -23880.768713 nChanged 2 SP:Iteration 13Q (46.278694 sec): 3 clusters Score: Raw -25144.172640 + Penalty 1261.499109 = -23882.673530 nChanged 1 SP:Iteration 14Q (46.279409 sec): 3 clusters Score: Raw -25144.761068 + Penalty 1259.701305 = -23885.059763 nChanged 1 SP:Iteration 15Q (46.280123 sec): 3 clusters Score: Raw -25149.079289 + Penalty 1258.515363 = -23890.563926 nChanged 2 SP:Iteration 16Q (46.280832 sec): 3 clusters Score: Raw -25151.175393 + Penalty 1258.515363 = -23892.660030 nChanged 0 SP:Iteration 17F (46.281565 sec): 3 clusters Score: Raw -25151.175393 + Penalty 1258.515363 = -23892.660030 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.284506 sec): 2 clusters Score: Raw -72264.346911 + Penalty 1046.877686 = -71217.469225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.286040 sec): 3 clusters Score: Raw -72004.805606 + Penalty 2093.724714 = -69911.080891 nChanged 214 SP:Iteration 1F (46.287555 sec): 3 clusters Score: Raw -72219.396765 + Penalty 2093.788925 = -70125.607840 nChanged 53 SP:Iteration 2F (46.289089 sec): 3 clusters Score: Raw -72264.707487 + Penalty 2093.848232 = -70170.859254 nChanged 12 SP:Iteration 3Q (46.290596 sec): 3 clusters Score: Raw -72274.265155 + Penalty 2093.904594 = -70180.360561 nChanged 10 SP:Iteration 4Q (46.292079 sec): 3 clusters Score: Raw -72283.520610 + Penalty 2093.900550 = -70189.620060 nChanged 12 SP:Iteration 5Q (46.293547 sec): 3 clusters Score: Raw -72300.063597 + Penalty 2093.784423 = -70206.279174 nChanged 17 SP:Iteration 6Q (46.295059 sec): 3 clusters Score: Raw -72316.091300 + Penalty 2093.590785 = -70222.500515 nChanged 10 SP:Iteration 7Q (46.296580 sec): 3 clusters Score: Raw -72325.675472 + Penalty 2093.557764 = -70232.117707 nChanged 10 SP:Iteration 8Q (46.298052 sec): 3 clusters Score: Raw -72335.320316 + Penalty 2093.398477 = -70241.921839 nChanged 11 SP:Iteration 9Q (46.299509 sec): 3 clusters Score: Raw -72345.551380 + Penalty 2093.239405 = -70252.311976 nChanged 12 SP:Iteration 10F (46.301034 sec): 3 clusters Score: Raw -72354.358526 + Penalty 2093.239430 = -70261.119095 nChanged 7 SP:Iteration 11Q (46.302516 sec): 3 clusters Score: Raw -72360.677861 + Penalty 2093.372330 = -70267.305531 nChanged 7 SP:Iteration 12Q (46.304027 sec): 3 clusters Score: Raw -72373.168168 + Penalty 2093.322991 = -70279.845178 nChanged 10 SP:Iteration 13Q (46.305523 sec): 3 clusters Score: Raw -72388.460936 + Penalty 2093.132559 = -70295.328377 nChanged 14 SP:Iteration 14Q (46.307003 sec): 3 clusters Score: Raw -72407.926356 + Penalty 2093.026968 = -70314.899388 nChanged 15 SP:Iteration 15Q (46.308475 sec): 3 clusters Score: Raw -72421.465667 + Penalty 2093.173890 = -70328.291777 nChanged 2 SP:Iteration 16Q (46.309935 sec): 3 clusters Score: Raw -72424.756622 + Penalty 2093.423155 = -70331.333468 nChanged 3 SP:Iteration 17Q (46.311380 sec): 3 clusters Score: Raw -72431.001179 + Penalty 2093.590190 = -70337.410988 nChanged 2 SP:Iteration 18Q (46.312855 sec): 3 clusters Score: Raw -72434.334929 + Penalty 2093.673571 = -70340.661358 nChanged 3 SP:Iteration 19Q (46.314319 sec): 3 clusters Score: Raw -72437.242436 + Penalty 2093.755372 = -70343.487064 nChanged 5 SP:Iteration 20F (46.315915 sec): 3 clusters Score: Raw -72443.068495 + Penalty 2094.166726 = -70348.901769 nChanged 7 SP:Iteration 21Q (46.317463 sec): 3 clusters Score: Raw -72451.534776 + Penalty 2094.267751 = -70357.267025 nChanged 11 SP:Iteration 22Q (46.318994 sec): 3 clusters Score: Raw -72464.986820 + Penalty 2094.279120 = -70370.707700 nChanged 6 SP:Iteration 23Q (46.320458 sec): 3 clusters Score: Raw -72472.587701 + Penalty 2094.193808 = -70378.393893 nChanged 3 SP:Iteration 24Q (46.321912 sec): 3 clusters Score: Raw -72475.456807 + Penalty 2094.283550 = -70381.173257 nChanged 3 SP:Iteration 25Q (46.323370 sec): 3 clusters Score: Raw -72478.866849 + Penalty 2094.641500 = -70384.225350 nChanged 4 SP:Iteration 26Q (46.324822 sec): 3 clusters Score: Raw -72483.720705 + Penalty 2094.649200 = -70389.071505 nChanged 2 SP:Iteration 27Q (46.326250 sec): 3 clusters Score: Raw -72485.592616 + Penalty 2094.649200 = -70390.943417 nChanged 0 SP:Iteration 28F (46.327730 sec): 3 clusters Score: Raw -72485.592616 + Penalty 2094.649200 = -70390.943417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.328753 sec): 2 clusters Score: Raw -682.930639 + Penalty 100.611730 = -582.318909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.328981 sec): 3 clusters Score: Raw -710.340967 + Penalty 193.730033 = -516.610934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.331001 sec): 2 clusters Score: Raw -42806.397530 + Penalty 848.085671 = -41958.311859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.331990 sec): 3 clusters Score: Raw -42639.425039 + Penalty 1696.898506 = -40942.526533 nChanged 106 SP:Iteration 1F (46.332958 sec): 3 clusters Score: Raw -42749.723306 + Penalty 1695.867890 = -41053.855416 nChanged 26 SP:Iteration 2F (46.333930 sec): 3 clusters Score: Raw -42783.590436 + Penalty 1694.834192 = -41088.756245 nChanged 23 SP:Iteration 3F (46.334903 sec): 3 clusters Score: Raw -42806.652919 + Penalty 1693.390468 = -41113.262451 nChanged 16 SP:Iteration 4Q (46.335862 sec): 3 clusters Score: Raw -42825.130054 + Penalty 1693.064459 = -41132.065595 nChanged 8 SP:Iteration 5Q (46.336849 sec): 3 clusters Score: Raw -42832.653539 + Penalty 1693.375041 = -41139.278497 nChanged 11 SP:Iteration 6Q (46.337827 sec): 3 clusters Score: Raw -42846.970793 + Penalty 1693.641847 = -41153.328946 nChanged 12 SP:Iteration 7Q (46.338843 sec): 3 clusters Score: Raw -42862.459349 + Penalty 1692.776099 = -41169.683249 nChanged 13 SP:Iteration 8Q (46.339840 sec): 3 clusters Score: Raw -42878.443164 + Penalty 1692.473386 = -41185.969778 nChanged 4 SP:Iteration 9Q (46.340835 sec): 3 clusters Score: Raw -42881.417787 + Penalty 1692.576545 = -41188.841242 nChanged 2 SP:Iteration 10F (46.341827 sec): 3 clusters Score: Raw -42883.779241 + Penalty 1692.429055 = -41191.350186 nChanged 1 SP:Iteration 11Q (46.342836 sec): 3 clusters Score: Raw -42884.132040 + Penalty 1692.307420 = -41191.824620 nChanged 1 SP:Iteration 12Q (46.343837 sec): 3 clusters Score: Raw -42884.589091 + Penalty 1691.478365 = -41193.110726 nChanged 4 SP:Iteration 13Q (46.344835 sec): 3 clusters Score: Raw -42888.192874 + Penalty 1690.272779 = -41197.920095 nChanged 4 SP:Iteration 14Q (46.345832 sec): 3 clusters Score: Raw -42890.567233 + Penalty 1689.696307 = -41200.870927 nChanged 3 SP:Iteration 15Q (46.346824 sec): 3 clusters Score: Raw -42892.157684 + Penalty 1688.697888 = -41203.459796 nChanged 3 SP:Iteration 16Q (46.347798 sec): 3 clusters Score: Raw -42897.821800 + Penalty 1688.533098 = -41209.288702 nChanged 2 SP:Iteration 17Q (46.348832 sec): 3 clusters Score: Raw -42898.665523 + Penalty 1688.533098 = -41210.132425 nChanged 0 SP:Iteration 18F (46.349830 sec): 3 clusters Score: Raw -42898.665523 + Penalty 1688.533098 = -41210.132425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.351882 sec): 2 clusters Score: Raw -36952.992733 + Penalty 583.399096 = -36369.593636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.352869 sec): 3 clusters Score: Raw -36794.544936 + Penalty 1163.151327 = -35631.393609 nChanged 107 SP:Iteration 1F (46.353824 sec): 3 clusters Score: Raw -36873.832131 + Penalty 1159.609297 = -35714.222834 nChanged 35 SP:Iteration 2F (46.354753 sec): 3 clusters Score: Raw -36900.811418 + Penalty 1159.168574 = -35741.642844 nChanged 21 SP:Iteration 3F (46.355686 sec): 3 clusters Score: Raw -36921.354036 + Penalty 1154.403619 = -35766.950417 nChanged 18 SP:Iteration 4Q (46.356605 sec): 3 clusters Score: Raw -36935.076818 + Penalty 1153.635933 = -35781.440885 nChanged 14 SP:Iteration 5Q (46.357524 sec): 3 clusters Score: Raw -36947.972232 + Penalty 1152.723315 = -35795.248917 nChanged 15 SP:Iteration 6Q (46.358441 sec): 3 clusters Score: Raw -36960.539009 + Penalty 1152.869529 = -35807.669480 nChanged 9 SP:Iteration 7Q (46.359356 sec): 3 clusters Score: Raw -36966.950052 + Penalty 1151.529224 = -35815.420828 nChanged 9 SP:Iteration 8Q (46.360269 sec): 3 clusters Score: Raw -36971.758356 + Penalty 1147.190615 = -35824.567741 nChanged 9 SP:Iteration 9Q (46.361183 sec): 3 clusters Score: Raw -36977.569591 + Penalty 1149.488731 = -35828.080860 nChanged 5 SP:Iteration 10F (46.362110 sec): 3 clusters Score: Raw -36981.441736 + Penalty 1146.860744 = -35834.580993 nChanged 7 SP:Iteration 11Q (46.363028 sec): 3 clusters Score: Raw -36985.199908 + Penalty 1144.432886 = -35840.767022 nChanged 3 SP:Iteration 12Q (46.363943 sec): 3 clusters Score: Raw -36986.818265 + Penalty 1140.742921 = -35846.075343 nChanged 4 SP:Iteration 13Q (46.364861 sec): 3 clusters Score: Raw -36990.916320 + Penalty 1145.229209 = -35845.687111 nChanged 5 SP:Iteration 14F (46.365789 sec): 3 clusters Score: Raw -36995.331044 + Penalty 1145.024370 = -35850.306674 nChanged 1 SP:Iteration 15Q (46.366698 sec): 3 clusters Score: Raw -36995.712121 + Penalty 1148.267019 = -35847.445101 nChanged 1 SP:Iteration 16F (46.367623 sec): 3 clusters Score: Raw -36995.880023 + Penalty 1145.369143 = -35850.510880 nChanged 2 SP:Iteration 17Q (46.368534 sec): 3 clusters Score: Raw -36998.437220 + Penalty 1146.335043 = -35852.102177 nChanged 3 SP:Iteration 18Q (46.369471 sec): 3 clusters Score: Raw -37001.218821 + Penalty 1156.347047 = -35844.871774 nChanged 4 SP:Iteration 19F (46.370394 sec): 3 clusters Score: Raw -37003.161107 + Penalty 1164.467089 = -35838.694018 nChanged 3 SP:Iteration 20F (46.371318 sec): 3 clusters Score: Raw -37004.821567 + Penalty 1175.954315 = -35828.867253 nChanged 3 SP:Iteration 21F (46.372244 sec): 3 clusters Score: Raw -37006.933695 + Penalty 1187.289228 = -35819.644467 nChanged 3 SP:Iteration 22F (46.373167 sec): 3 clusters Score: Raw -37010.604042 + Penalty 1201.201807 = -35809.402235 nChanged 2 SP:Iteration 23F (46.374095 sec): 3 clusters Score: Raw -37012.904965 + Penalty 1205.371197 = -35807.533768 nChanged 1 SP:Iteration 24F (46.375026 sec): 3 clusters Score: Raw -37013.068010 + Penalty 1212.648356 = -35800.419654 nChanged 1 SP:Iteration 25F (46.375957 sec): 3 clusters Score: Raw -37014.249752 + Penalty 1212.648356 = -35801.601396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.376857 sec): 2 clusters Score: Raw -591.093046 + Penalty 24.384873 = -566.708173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.377063 sec): 3 clusters Score: Raw -588.368052 + Penalty 46.534228 = -541.833824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.377889 sec): 2 clusters Score: Raw -2241.626218 + Penalty 213.113520 = -2028.512698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.378157 sec): 3 clusters Score: Raw -2265.695577 + Penalty 448.752867 = -1816.942710 nChanged 3 SP:Iteration 1F (46.378421 sec): 3 clusters Score: Raw -2272.332749 + Penalty 448.752867 = -1823.579883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.379166 sec): 2 clusters Score: Raw -224.799495 + Penalty 24.287228 = -200.512267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.379363 sec): 3 clusters Score: Raw -226.318424 + Penalty 49.990167 = -176.328258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.381390 sec): 2 clusters Score: Raw -40060.505813 + Penalty 792.794373 = -39267.711440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.382445 sec): 3 clusters Score: Raw -39900.687430 + Penalty 1588.120377 = -38312.567052 nChanged 112 SP:Iteration 1F (46.383478 sec): 3 clusters Score: Raw -40042.459356 + Penalty 1587.479605 = -38454.979751 nChanged 43 SP:Iteration 2F (46.384513 sec): 3 clusters Score: Raw -40111.372310 + Penalty 1587.230030 = -38524.142280 nChanged 31 SP:Iteration 3F (46.385545 sec): 3 clusters Score: Raw -40154.372923 + Penalty 1587.535679 = -38566.837244 nChanged 17 SP:Iteration 4Q (46.386500 sec): 3 clusters Score: Raw -40175.081618 + Penalty 1587.055364 = -38588.026254 nChanged 7 SP:Iteration 5Q (46.387452 sec): 3 clusters Score: Raw -40180.521818 + Penalty 1585.533748 = -38594.988070 nChanged 6 SP:Iteration 6Q (46.388440 sec): 3 clusters Score: Raw -40187.018687 + Penalty 1585.113258 = -38601.905429 nChanged 4 SP:Iteration 7Q (46.389389 sec): 3 clusters Score: Raw -40191.260660 + Penalty 1584.297135 = -38606.963525 nChanged 3 SP:Iteration 8Q (46.390404 sec): 3 clusters Score: Raw -40198.146259 + Penalty 1583.488361 = -38614.657898 nChanged 2 SP:Iteration 9Q (46.391400 sec): 3 clusters Score: Raw -40202.301912 + Penalty 1582.716071 = -38619.585841 nChanged 3 SP:Iteration 10F (46.392427 sec): 3 clusters Score: Raw -40204.004566 + Penalty 1581.868041 = -38622.136525 nChanged 3 SP:Iteration 11Q (46.393414 sec): 3 clusters Score: Raw -40206.089372 + Penalty 1580.811251 = -38625.278121 nChanged 3 SP:Iteration 12Q (46.394433 sec): 3 clusters Score: Raw -40208.242753 + Penalty 1581.962619 = -38626.280134 nChanged 3 SP:Iteration 13Q (46.395419 sec): 3 clusters Score: Raw -40211.717141 + Penalty 1582.247199 = -38629.469942 nChanged 1 SP:Iteration 14Q (46.396401 sec): 3 clusters Score: Raw -40212.884145 + Penalty 1582.247199 = -38630.636946 nChanged 0 SP:Iteration 15F (46.397429 sec): 3 clusters Score: Raw -40212.884145 + Penalty 1582.247199 = -38630.636946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.399179 sec): 2 clusters Score: Raw -29406.776902 + Penalty 853.582572 = -28553.194331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.399951 sec): 3 clusters Score: Raw -29346.064731 + Penalty 1707.177496 = -27638.887235 nChanged 63 SP:Iteration 1F (46.400710 sec): 3 clusters Score: Raw -29430.651195 + Penalty 1707.516105 = -27723.135090 nChanged 13 SP:Iteration 2Q (46.401459 sec): 3 clusters Score: Raw -29446.529818 + Penalty 1707.634355 = -27738.895463 nChanged 2 SP:Iteration 3Q (46.402205 sec): 3 clusters Score: Raw -29451.071325 + Penalty 1707.615239 = -27743.456086 nChanged 1 SP:Iteration 4Q (46.402951 sec): 3 clusters Score: Raw -29452.605607 + Penalty 1707.636366 = -27744.969241 nChanged 2 SP:Iteration 5Q (46.403686 sec): 3 clusters Score: Raw -29457.931877 + Penalty 1707.615833 = -27750.316044 nChanged 1 SP:Iteration 6Q (46.404407 sec): 3 clusters Score: Raw -29458.931781 + Penalty 1707.553226 = -27751.378555 nChanged 1 SP:Iteration 7Q (46.405165 sec): 3 clusters Score: Raw -29459.939534 + Penalty 1707.509201 = -27752.430333 nChanged 1 SP:Iteration 8Q (46.405897 sec): 3 clusters Score: Raw -29460.736861 + Penalty 1707.509201 = -27753.227660 nChanged 0 SP:Iteration 9F (46.406665 sec): 3 clusters Score: Raw -29460.736861 + Penalty 1707.509201 = -27753.227660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.408451 sec): 2 clusters Score: Raw -30658.125059 + Penalty 482.902865 = -30175.222194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.409277 sec): 3 clusters Score: Raw -30525.993928 + Penalty 973.606175 = -29552.387753 nChanged 114 SP:Iteration 1F (46.410092 sec): 3 clusters Score: Raw -30705.637024 + Penalty 979.125505 = -29726.511519 nChanged 33 SP:Iteration 2F (46.410904 sec): 3 clusters Score: Raw -30745.137873 + Penalty 985.512850 = -29759.625023 nChanged 16 SP:Iteration 3Q (46.411683 sec): 3 clusters Score: Raw -30759.367142 + Penalty 989.762699 = -29769.604443 nChanged 5 SP:Iteration 4Q (46.412452 sec): 3 clusters Score: Raw -30762.117782 + Penalty 995.169567 = -29766.948215 nChanged 6 SP:Iteration 5F (46.413261 sec): 3 clusters Score: Raw -30764.369480 + Penalty 996.395323 = -29767.974157 nChanged 4 SP:Iteration 6Q (46.414028 sec): 3 clusters Score: Raw -30767.907379 + Penalty 999.710083 = -29768.197296 nChanged 4 SP:Iteration 7Q (46.414795 sec): 3 clusters Score: Raw -30768.745609 + Penalty 1001.505406 = -29767.240203 nChanged 2 SP:Iteration 8F (46.415604 sec): 3 clusters Score: Raw -30769.490872 + Penalty 1003.951722 = -29765.539150 nChanged 2 SP:Iteration 9F (46.416413 sec): 3 clusters Score: Raw -30770.085031 + Penalty 1007.263741 = -29762.821290 nChanged 4 SP:Iteration 10F (46.417221 sec): 3 clusters Score: Raw -30771.516147 + Penalty 1007.860309 = -29763.655838 nChanged 1 SP:Iteration 11Q (46.417982 sec): 3 clusters Score: Raw -30772.777101 + Penalty 1009.057854 = -29763.719247 nChanged 1 SP:Iteration 12Q (46.418742 sec): 3 clusters Score: Raw -30773.166193 + Penalty 1009.057854 = -29764.108339 nChanged 0 SP:Iteration 13F (46.419549 sec): 3 clusters Score: Raw -30773.166193 + Penalty 1009.057854 = -29764.108339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.421127 sec): 2 clusters Score: Raw -21598.830871 + Penalty 340.534452 = -21258.296419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.421823 sec): 3 clusters Score: Raw -21485.938062 + Penalty 672.534082 = -20813.403980 nChanged 88 SP:Iteration 1F (46.422510 sec): 3 clusters Score: Raw -21567.780081 + Penalty 679.005369 = -20888.774713 nChanged 24 SP:Iteration 2F (46.423204 sec): 3 clusters Score: Raw -21597.025704 + Penalty 691.910224 = -20905.115480 nChanged 6 SP:Iteration 3Q (46.423889 sec): 3 clusters Score: Raw -21604.415583 + Penalty 690.662118 = -20913.753465 nChanged 6 SP:Iteration 4Q (46.424566 sec): 3 clusters Score: Raw -21611.577532 + Penalty 692.611854 = -20918.965678 nChanged 2 SP:Iteration 5Q (46.425238 sec): 3 clusters Score: Raw -21612.693300 + Penalty 692.611854 = -20920.081446 nChanged 0 SP:Iteration 6F (46.425901 sec): 3 clusters Score: Raw -21612.693300 + Penalty 692.611854 = -20920.081446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.427119 sec): 2 clusters Score: Raw -10266.377371 + Penalty 499.670986 = -9766.706385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.427567 sec): 3 clusters Score: Raw -10263.464008 + Penalty 1001.618605 = -9261.845403 nChanged 25 SP:Iteration 1F (46.428019 sec): 3 clusters Score: Raw -10311.970640 + Penalty 1008.597506 = -9303.373134 nChanged 10 SP:Iteration 2F (46.428466 sec): 3 clusters Score: Raw -10338.433609 + Penalty 1012.789110 = -9325.644499 nChanged 5 SP:Iteration 3Q (46.428895 sec): 3 clusters Score: Raw -10348.631271 + Penalty 1013.904178 = -9334.727093 nChanged 1 SP:Iteration 4Q (46.429320 sec): 3 clusters Score: Raw -10350.768184 + Penalty 1014.676271 = -9336.091914 nChanged 2 SP:Iteration 5Q (46.429743 sec): 3 clusters Score: Raw -10360.601461 + Penalty 1015.182710 = -9345.418750 nChanged 1 SP:Iteration 6Q (46.430165 sec): 3 clusters Score: Raw -10363.001980 + Penalty 1015.182710 = -9347.819270 nChanged 0 SP:Iteration 7F (46.430609 sec): 3 clusters Score: Raw -10363.001980 + Penalty 1015.182710 = -9347.819270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.431411 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.431606 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.432365 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.432562 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.433284 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.433465 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.434202 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.434398 sec): 3 clusters Score: Raw -155.795426 + Penalty 60.477913 = -95.317512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.435338 sec): 2 clusters Score: Raw -5059.787423 + Penalty 133.952757 = -4925.834666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.435669 sec): 3 clusters Score: Raw -5041.730291 + Penalty 271.644396 = -4770.085895 nChanged 14 SP:Iteration 1F (46.435993 sec): 3 clusters Score: Raw -5062.708875 + Penalty 274.153500 = -4788.555375 nChanged 3 SP:Iteration 2Q (46.436316 sec): 3 clusters Score: Raw -5067.310652 + Penalty 284.699539 = -4782.611113 nChanged 5 SP:Iteration 3F (46.436641 sec): 3 clusters Score: Raw -5077.627867 + Penalty 281.399043 = -4796.228824 nChanged 2 SP:Iteration 4Q (46.436954 sec): 3 clusters Score: Raw -5080.766461 + Penalty 281.399043 = -4799.367418 nChanged 0 SP:Iteration 5F (46.437278 sec): 3 clusters Score: Raw -5080.766461 + Penalty 281.399043 = -4799.367418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.438027 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.438214 sec): 3 clusters Score: Raw -146.239804 + Penalty 6.931472 = -139.308332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 211 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.438975 sec): 2 clusters Score: Raw -543.377418 + Penalty 80.465168 = -462.912250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.439190 sec): 3 clusters Score: Raw -541.864510 + Penalty 155.778523 = -386.085987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.440472 sec): 2 clusters Score: Raw -15832.207679 + Penalty 445.687602 = -15386.520078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.441050 sec): 3 clusters Score: Raw -15783.424565 + Penalty 891.561287 = -14891.863277 nChanged 42 SP:Iteration 1F (46.441618 sec): 3 clusters Score: Raw -15833.600187 + Penalty 894.763878 = -14938.836310 nChanged 13 SP:Iteration 2F (46.442221 sec): 3 clusters Score: Raw -15845.811378 + Penalty 900.500967 = -14945.310411 nChanged 7 SP:Iteration 3Q (46.442790 sec): 3 clusters Score: Raw -15855.539432 + Penalty 913.469130 = -14942.070302 nChanged 10 SP:Iteration 4F (46.443369 sec): 3 clusters Score: Raw -15873.239921 + Penalty 920.166620 = -14953.073301 nChanged 7 SP:Iteration 5Q (46.443937 sec): 3 clusters Score: Raw -15887.848299 + Penalty 927.062060 = -14960.786240 nChanged 5 SP:Iteration 6Q (46.444499 sec): 3 clusters Score: Raw -15893.234451 + Penalty 939.347463 = -14953.886988 nChanged 6 SP:Iteration 7F (46.445077 sec): 3 clusters Score: Raw -15907.495544 + Penalty 954.200737 = -14953.294807 nChanged 7 SP:Iteration 8F (46.445661 sec): 3 clusters Score: Raw -15924.176853 + Penalty 963.918103 = -14960.258750 nChanged 7 SP:Iteration 9Q (46.446210 sec): 3 clusters Score: Raw -15938.804699 + Penalty 970.749768 = -14968.054931 nChanged 6 SP:Iteration 10F (46.446793 sec): 3 clusters Score: Raw -15952.835489 + Penalty 980.159642 = -14972.675847 nChanged 3 SP:Iteration 11Q (46.447331 sec): 3 clusters Score: Raw -15957.637754 + Penalty 977.278997 = -14980.358757 nChanged 1 SP:Iteration 12Q (46.447861 sec): 3 clusters Score: Raw -15958.574441 + Penalty 977.278997 = -14981.295444 nChanged 0 SP:Iteration 13F (46.448437 sec): 3 clusters Score: Raw -15958.574441 + Penalty 977.278997 = -14981.295444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.449481 sec): 2 clusters Score: Raw -5581.965538 + Penalty 226.397383 = -5355.568154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.449825 sec): 3 clusters Score: Raw -5579.882426 + Penalty 459.496068 = -5120.386359 nChanged 15 SP:Iteration 1F (46.450187 sec): 3 clusters Score: Raw -5603.410568 + Penalty 470.896061 = -5132.514508 nChanged 6 SP:Iteration 2F (46.450522 sec): 3 clusters Score: Raw -5611.694659 + Penalty 481.814979 = -5129.879680 nChanged 2 SP:Iteration 3F (46.450856 sec): 3 clusters Score: Raw -5615.778742 + Penalty 468.421271 = -5147.357471 nChanged 1 SP:Iteration 4Q (46.451180 sec): 3 clusters Score: Raw -5616.839284 + Penalty 468.421271 = -5148.418013 nChanged 0 SP:Iteration 5F (46.451515 sec): 3 clusters Score: Raw -5616.839284 + Penalty 468.421271 = -5148.418013 nChanged 0 Deleting Class 95 (3 points): Lose 25.377583 but Gain 421.444125 Iteration 119Q (46.564231 sec): 49 clusters Score: Raw -2157364.614876 + Penalty 39705.521655 = -2117659.093220 nChanged 25 Deleting Class 20 (142 points): Lose 749.221516 but Gain 1190.847030 Iteration 120F (47.184168 sec): 48 clusters Score: Raw -2156640.725199 + Penalty 38646.650609 = -2117994.074591 nChanged 158 Deleting Class 167 (2 points): Lose 61.143557 but Gain 444.512849 Iteration 121Q (47.285656 sec): 47 clusters Score: Raw -2157155.785834 + Penalty 38243.170352 = -2118912.615482 nChanged 45 Deleting Class 35 (188 points): Lose 1305.506750 but Gain 1640.652751 Iteration 122Q (47.383640 sec): 46 clusters Score: Raw -2155931.536332 + Penalty 36679.369899 = -2119252.166433 nChanged 220 Deleting Class 211 (7 points): Lose 90.914443 but Gain 421.335563 Iteration 123Q (47.482553 sec): 45 clusters Score: Raw -2156503.993835 + Penalty 36288.376004 = -2120215.617831 nChanged 60 Deleting Class 74 (307 points): Lose 1228.421584 but Gain 1528.970452 Iteration 124Q (47.575947 sec): 44 clusters Score: Raw -2155357.218800 + Penalty 34912.953689 = -2120444.265110 nChanged 340 Deleting Class 151 (4 points): Lose 29.096338 but Gain 292.469360 Iteration 125Q (47.676167 sec): 43 clusters Score: Raw -2155929.549397 + Penalty 34631.332785 = -2121298.216611 nChanged 92 Deleting Class 34 (5 points): Lose 36.905536 but Gain 272.708320 Iteration 126Q (47.769622 sec): 42 clusters Score: Raw -2155952.137418 + Penalty 34339.799922 = -2121612.337496 nChanged 42 Deleting Class 94 (138 points): Lose 891.212074 but Gain 1119.084924 Iteration 127Q (47.866282 sec): 41 clusters Score: Raw -2155096.955655 + Penalty 33624.582642 = -2121472.373014 nChanged 170 Deleting Class 224 (87 points): Lose 362.917701 but Gain 553.162123 Iteration 128F (48.376671 sec): 40 clusters Score: Raw -2155244.942944 + Penalty 33080.281674 = -2122164.661270 nChanged 155 Deleting Class 67 (3 points): Lose 109.904455 but Gain 225.256056 Iteration 129Q (48.470098 sec): 39 clusters Score: Raw -2155432.015493 + Penalty 32862.952000 = -2122569.063493 nChanged 77 Deleting Class 64 (8 points): Lose 66.722467 but Gain 119.485929 Iteration 130F (48.961799 sec): 38 clusters Score: Raw -2155504.746835 + Penalty 32823.093414 = -2122681.653421 nChanged 40 Deleting Class 38 (330 points): Lose 1067.961717 but Gain 1116.132509 Iteration 131Q (49.053169 sec): 37 clusters Score: Raw -2154617.585333 + Penalty 31817.291773 = -2122800.293560 nChanged 350 Deleting Class 191 (2 points): Lose 14.243442 but Gain 50.946339 Iteration 132Q (49.146113 sec): 36 clusters Score: Raw -2155197.059223 + Penalty 31752.450178 = -2123444.609046 nChanged 89 Deleting Class 155 (1 points): Lose 19.373669 but Gain 50.946339 Iteration 133Q (49.234645 sec): 35 clusters Score: Raw -2155241.900726 + Penalty 31703.438199 = -2123538.462527 nChanged 52 Deleting Class 54 (453 points): Lose 1414.094409 but Gain 1415.387644 Iteration 134Q (49.320708 sec): 34 clusters Score: Raw -2153859.973174 + Penalty 30305.277761 = -2123554.695412 nChanged 486 Iteration 135Q (49.413167 sec): 34 clusters Score: Raw -2154741.263368 + Penalty 30304.048563 = -2124437.214805 nChanged 133 Iteration 136Q (49.499953 sec): 34 clusters Score: Raw -2154808.982819 + Penalty 30325.588593 = -2124483.394226 nChanged 78 Iteration 137Q (49.586223 sec): 34 clusters Score: Raw -2154860.551140 + Penalty 30324.665172 = -2124535.885968 nChanged 61 Iteration 138Q (49.672715 sec): 34 clusters Score: Raw -2154888.899021 + Penalty 30331.316235 = -2124557.582786 nChanged 47 Iteration 139Q (49.758385 sec): 34 clusters Score: Raw -2154905.324427 + Penalty 30331.416388 = -2124573.908038 nChanged 30 Iteration 140F (50.196664 sec): 34 clusters Score: Raw -2154937.979605 + Penalty 30345.872663 = -2124592.106942 nChanged 21 Deleting Class 187 (99 points): Lose 377.203253 but Gain 379.751232 Iteration 141Q (50.282811 sec): 33 clusters Score: Raw -2154619.863056 + Penalty 29921.486893 = -2124698.376163 nChanged 109 Iteration 142Q (50.370041 sec): 33 clusters Score: Raw -2154770.923188 + Penalty 29922.608322 = -2124848.314866 nChanged 19 Iteration 143Q (50.455524 sec): 33 clusters Score: Raw -2154776.909425 + Penalty 29918.265051 = -2124858.644374 nChanged 7 Iteration 144Q (50.540628 sec): 33 clusters Score: Raw -2154779.530944 + Penalty 29910.557273 = -2124868.973670 nChanged 6 Iteration 145Q (50.626853 sec): 33 clusters Score: Raw -2154782.505185 + Penalty 29903.353684 = -2124879.151502 nChanged 7 Iteration 146Q (50.713108 sec): 33 clusters Score: Raw -2154785.992081 + Penalty 29906.584597 = -2124879.407484 nChanged 4 Iteration 147Q (50.799487 sec): 33 clusters Score: Raw -2154787.528118 + Penalty 29905.809072 = -2124881.719046 nChanged 3 Iteration 148Q (50.884690 sec): 33 clusters Score: Raw -2154789.037709 + Penalty 29903.603109 = -2124885.434601 nChanged 8 Iteration 149Q (50.970456 sec): 33 clusters Score: Raw -2154790.432526 + Penalty 29904.294120 = -2124886.138405 nChanged 2 Iteration 150F (51.398667 sec): 33 clusters Score: Raw -2154791.905649 + Penalty 29904.753637 = -2124887.152012 nChanged 2 Iteration 151Q (51.487371 sec): 33 clusters Score: Raw -2154792.767041 + Penalty 29904.337510 = -2124888.429531 nChanged 1 Iteration 152Q (51.576718 sec): 33 clusters Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366 nChanged 0 Iteration 153F (52.016464 sec): 33 clusters Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.075616 sec): 2 clusters Score: Raw -109509.009225 + Penalty 335.011671 = -109173.997554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.078258 sec): 3 clusters Score: Raw -108685.790681 + Penalty 678.353239 = -108007.437442 nChanged 542 SP:Iteration 1F (52.080813 sec): 3 clusters Score: Raw -109015.622862 + Penalty 691.717213 = -108323.905649 nChanged 170 SP:Iteration 2F (52.083322 sec): 3 clusters Score: Raw -109141.554764 + Penalty 708.203237 = -108433.351527 nChanged 132 SP:Iteration 3F (52.085843 sec): 3 clusters Score: Raw -109273.343750 + Penalty 721.744837 = -108551.598912 nChanged 101 SP:Iteration 4F (52.088367 sec): 3 clusters Score: Raw -109373.712291 + Penalty 731.340023 = -108642.372268 nChanged 66 SP:Iteration 5Q (52.090875 sec): 3 clusters Score: Raw -109427.761519 + Penalty 745.848182 = -108681.913337 nChanged 41 SP:Iteration 6Q (52.093428 sec): 3 clusters Score: Raw -109455.879686 + Penalty 752.040410 = -108703.839276 nChanged 40 SP:Iteration 7Q (52.095890 sec): 3 clusters Score: Raw -109491.080213 + Penalty 753.707197 = -108737.373016 nChanged 27 SP:Iteration 8Q (52.098400 sec): 3 clusters Score: Raw -109517.968179 + Penalty 760.436100 = -108757.532079 nChanged 18 SP:Iteration 9Q (52.100761 sec): 3 clusters Score: Raw -109534.425233 + Penalty 766.172250 = -108768.252983 nChanged 10 SP:Iteration 10F (52.103361 sec): 3 clusters Score: Raw -109542.642433 + Penalty 766.653206 = -108775.989227 nChanged 6 SP:Iteration 11Q (52.105541 sec): 3 clusters Score: Raw -109544.797695 + Penalty 765.569660 = -108779.228036 nChanged 6 SP:Iteration 12Q (52.107694 sec): 3 clusters Score: Raw -109546.606290 + Penalty 764.956298 = -108781.649992 nChanged 1 SP:Iteration 13Q (52.109840 sec): 3 clusters Score: Raw -109546.486411 + Penalty 764.956298 = -108781.530113 nChanged 0 SP:Iteration 14F (52.112408 sec): 3 clusters Score: Raw -109546.486411 + Penalty 764.956298 = -108781.530113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.113026 sec): 2 clusters Score: Raw -1838.275793 + Penalty 56.570737 = -1781.705056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.113289 sec): 3 clusters Score: Raw -1851.151308 + Penalty 108.970398 = -1742.180911 nChanged 4 SP:Iteration 1F (52.113545 sec): 3 clusters Score: Raw -1865.364835 + Penalty 109.601718 = -1755.763117 nChanged 1 SP:Iteration 2Q (52.113791 sec): 3 clusters Score: Raw -1869.501593 + Penalty 109.601718 = -1759.899874 nChanged 0 SP:Iteration 3F (52.114044 sec): 3 clusters Score: Raw -1869.501593 + Penalty 109.601718 = -1759.899874 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.117941 sec): 2 clusters Score: Raw -56692.400123 + Penalty 597.977497 = -56094.422626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.119305 sec): 3 clusters Score: Raw -56400.694360 + Penalty 1186.938034 = -55213.756326 nChanged 237 SP:Iteration 1F (52.120706 sec): 3 clusters Score: Raw -56597.894273 + Penalty 1185.123873 = -55412.770400 nChanged 57 SP:Iteration 2F (52.122060 sec): 3 clusters Score: Raw -56661.983647 + Penalty 1186.618377 = -55475.365270 nChanged 40 SP:Iteration 3F (52.123487 sec): 3 clusters Score: Raw -56703.108712 + Penalty 1187.894036 = -55515.214676 nChanged 22 SP:Iteration 4Q (52.124922 sec): 3 clusters Score: Raw -56720.605283 + Penalty 1190.165408 = -55530.439876 nChanged 17 SP:Iteration 5Q (52.126315 sec): 3 clusters Score: Raw -56741.075533 + Penalty 1192.506932 = -55548.568600 nChanged 26 SP:Iteration 6Q (52.127648 sec): 3 clusters Score: Raw -56770.359495 + Penalty 1195.438779 = -55574.920716 nChanged 21 SP:Iteration 7Q (52.128925 sec): 3 clusters Score: Raw -56797.535870 + Penalty 1197.426566 = -55600.109304 nChanged 27 SP:Iteration 8Q (52.130213 sec): 3 clusters Score: Raw -56832.560412 + Penalty 1203.162698 = -55629.397714 nChanged 35 SP:Iteration 9F (52.131672 sec): 3 clusters Score: Raw -56887.120709 + Penalty 1208.231270 = -55678.889439 nChanged 30 SP:Iteration 10F (52.133091 sec): 3 clusters Score: Raw -56936.348544 + Penalty 1210.749876 = -55725.598668 nChanged 25 SP:Iteration 11Q (52.134389 sec): 3 clusters Score: Raw -57002.533756 + Penalty 1210.830602 = -55791.703154 nChanged 26 SP:Iteration 12Q (52.135614 sec): 3 clusters Score: Raw -57099.999398 + Penalty 1207.414058 = -55892.585340 nChanged 16 SP:Iteration 13Q (52.136762 sec): 3 clusters Score: Raw -57169.492009 + Penalty 1203.953264 = -55965.538745 nChanged 17 SP:Iteration 14Q (52.137902 sec): 3 clusters Score: Raw -57233.561033 + Penalty 1200.375621 = -56033.185412 nChanged 15 SP:Iteration 15Q (52.139021 sec): 3 clusters Score: Raw -57282.017592 + Penalty 1200.285029 = -56081.732563 nChanged 2 SP:Iteration 16Q (52.140110 sec): 3 clusters Score: Raw -57284.124456 + Penalty 1200.285029 = -56083.839428 nChanged 0 SP:Iteration 17F (52.141456 sec): 3 clusters Score: Raw -57284.124456 + Penalty 1200.285029 = -56083.839428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.142754 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.143510 sec): 3 clusters Score: Raw -24645.205676 + Penalty 109.838084 = -24535.367591 nChanged 126 SP:Iteration 1F (52.144260 sec): 3 clusters Score: Raw -24753.126483 + Penalty 109.962387 = -24643.164096 nChanged 21 SP:Iteration 2F (52.145006 sec): 3 clusters Score: Raw -24760.974609 + Penalty 109.162637 = -24651.811972 nChanged 17 SP:Iteration 3F (52.145781 sec): 3 clusters Score: Raw -24772.139657 + Penalty 105.489689 = -24666.649967 nChanged 29 SP:Iteration 4F (52.146529 sec): 3 clusters Score: Raw -24805.422259 + Penalty 58.136081 = -24747.286178 nChanged 21 SP:Iteration 5F (52.147133 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.149602 sec): 2 clusters Score: Raw -60700.234165 + Penalty 319.282590 = -60380.951576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.151203 sec): 3 clusters Score: Raw -60251.333756 + Penalty 674.002569 = -59577.331187 nChanged 304 SP:Iteration 1F (52.152685 sec): 3 clusters Score: Raw -60509.240799 + Penalty 689.703798 = -59819.537001 nChanged 86 SP:Iteration 2F (52.154142 sec): 3 clusters Score: Raw -60570.433651 + Penalty 702.479180 = -59867.954470 nChanged 49 SP:Iteration 3F (52.155597 sec): 3 clusters Score: Raw -60612.711594 + Penalty 709.124195 = -59903.587399 nChanged 34 SP:Iteration 4Q (52.157105 sec): 3 clusters Score: Raw -60636.359305 + Penalty 716.041499 = -59920.317805 nChanged 23 SP:Iteration 5Q (52.158562 sec): 3 clusters Score: Raw -60648.608879 + Penalty 730.625359 = -59917.983520 nChanged 23 SP:Iteration 6F (52.160082 sec): 3 clusters Score: Raw -60663.443756 + Penalty 765.542017 = -59897.901739 nChanged 20 SP:Iteration 7F (52.161564 sec): 3 clusters Score: Raw -60681.185373 + Penalty 828.491271 = -59852.694102 nChanged 16 SP:Iteration 8F (52.163001 sec): 3 clusters Score: Raw -60694.060985 + Penalty 900.771959 = -59793.289026 nChanged 7 SP:Iteration 9F (52.164503 sec): 3 clusters Score: Raw -60698.345369 + Penalty 1017.404956 = -59680.940413 nChanged 6 SP:Iteration 10F (52.166018 sec): 3 clusters Score: Raw -60701.713723 + Penalty 1087.738064 = -59613.975659 nChanged 2 SP:Iteration 11F (52.167531 sec): 3 clusters Score: Raw -60703.156993 + Penalty 1087.738064 = -59615.418929 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.170143 sec): 2 clusters Score: Raw -69757.650024 + Penalty 751.748225 = -69005.901799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.171737 sec): 3 clusters Score: Raw -69422.218363 + Penalty 1510.997240 = -67911.221123 nChanged 265 SP:Iteration 1F (52.173304 sec): 3 clusters Score: Raw -69745.760739 + Penalty 1525.119778 = -68220.640961 nChanged 97 SP:Iteration 2F (52.174910 sec): 3 clusters Score: Raw -69868.230736 + Penalty 1540.095516 = -68328.135220 nChanged 42 SP:Iteration 3F (52.176489 sec): 3 clusters Score: Raw -69926.804821 + Penalty 1550.601442 = -68376.203379 nChanged 30 SP:Iteration 4Q (52.178026 sec): 3 clusters Score: Raw -69961.352274 + Penalty 1554.694053 = -68406.658221 nChanged 18 SP:Iteration 5Q (52.179619 sec): 3 clusters Score: Raw -69985.422618 + Penalty 1556.827313 = -68428.595304 nChanged 14 SP:Iteration 6Q (52.181166 sec): 3 clusters Score: Raw -70001.792228 + Penalty 1561.590605 = -68440.201623 nChanged 17 SP:Iteration 7Q (52.182681 sec): 3 clusters Score: Raw -70021.789464 + Penalty 1564.624247 = -68457.165218 nChanged 10 SP:Iteration 8Q (52.184191 sec): 3 clusters Score: Raw -70038.069382 + Penalty 1570.653010 = -68467.416372 nChanged 9 SP:Iteration 9Q (52.185686 sec): 3 clusters Score: Raw -70047.428791 + Penalty 1575.314639 = -68472.114152 nChanged 8 SP:Iteration 10F (52.187239 sec): 3 clusters Score: Raw -70053.731568 + Penalty 1577.661524 = -68476.070045 nChanged 6 SP:Iteration 11Q (52.188747 sec): 3 clusters Score: Raw -70059.170496 + Penalty 1578.905960 = -68480.264536 nChanged 4 SP:Iteration 12Q (52.190231 sec): 3 clusters Score: Raw -70061.775401 + Penalty 1580.643640 = -68481.131762 nChanged 4 SP:Iteration 13Q (52.191701 sec): 3 clusters Score: Raw -70065.907681 + Penalty 1582.114057 = -68483.793623 nChanged 3 SP:Iteration 14Q (52.193183 sec): 3 clusters Score: Raw -70068.195837 + Penalty 1583.284841 = -68484.910997 nChanged 3 SP:Iteration 15Q (52.194676 sec): 3 clusters Score: Raw -70069.582332 + Penalty 1583.077492 = -68486.504840 nChanged 1 SP:Iteration 16Q (52.196148 sec): 3 clusters Score: Raw -70070.288707 + Penalty 1584.121267 = -68486.167440 nChanged 1 SP:Iteration 17F (52.197720 sec): 3 clusters Score: Raw -70072.022725 + Penalty 1584.121267 = -68487.901458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.208665 sec): 2 clusters Score: Raw -189325.300059 + Penalty 578.402015 = -188746.898045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.212863 sec): 3 clusters Score: Raw -188064.684614 + Penalty 1147.802770 = -186916.881844 nChanged 918 SP:Iteration 1F (52.216898 sec): 3 clusters Score: Raw -188903.389313 + Penalty 1132.784176 = -187770.605137 nChanged 277 SP:Iteration 2F (52.221058 sec): 3 clusters Score: Raw -189156.178840 + Penalty 1116.733326 = -188039.445514 nChanged 179 SP:Iteration 3F (52.225095 sec): 3 clusters Score: Raw -189285.362738 + Penalty 1101.889891 = -188183.472847 nChanged 109 SP:Iteration 4Q (52.229078 sec): 3 clusters Score: Raw -189397.345669 + Penalty 1088.022030 = -188309.323639 nChanged 84 SP:Iteration 5Q (52.233284 sec): 3 clusters Score: Raw -189535.525340 + Penalty 1068.592041 = -188466.933299 nChanged 61 SP:Iteration 6Q (52.237324 sec): 3 clusters Score: Raw -189677.613830 + Penalty 1053.700621 = -188623.913208 nChanged 39 SP:Iteration 7Q (52.240951 sec): 3 clusters Score: Raw -189737.517638 + Penalty 1046.200180 = -188691.317459 nChanged 18 SP:Iteration 8Q (52.244374 sec): 3 clusters Score: Raw -189763.056792 + Penalty 1038.341735 = -188724.715057 nChanged 15 SP:Iteration 9Q (52.247733 sec): 3 clusters Score: Raw -189789.885597 + Penalty 1031.034593 = -188758.851004 nChanged 10 SP:Iteration 10F (52.251732 sec): 3 clusters Score: Raw -189805.025435 + Penalty 1028.241471 = -188776.783964 nChanged 9 SP:Iteration 11Q (52.255045 sec): 3 clusters Score: Raw -189812.653313 + Penalty 1024.200180 = -188788.453133 nChanged 4 SP:Iteration 12Q (52.258317 sec): 3 clusters Score: Raw -189814.423594 + Penalty 1023.525792 = -188790.897801 nChanged 2 SP:Iteration 13Q (52.261577 sec): 3 clusters Score: Raw -189814.666250 + Penalty 1023.525792 = -188791.140458 nChanged 0 SP:Iteration 14F (52.265700 sec): 3 clusters Score: Raw -189814.666250 + Penalty 1023.525792 = -188791.140458 nChanged 0 Score: Raw -2166677.396523 + Penalty 30493.930531 = -2136183.465992 Splitting cluster 7 changes total score from -2124889.057366 to -2136183.465992 So it's getting split into cluster 16. Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.738657 sec): 2 clusters Score: Raw -723961.575315 + Penalty 298.188937 = -723663.386378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755830 sec): 3 clusters Score: Raw -717686.446892 + Penalty 735.918982 = -716950.527909 nChanged 4422 SP:Iteration 1F (52.773310 sec): 3 clusters Score: Raw -721730.513977 + Penalty 943.930677 = -720786.583301 nChanged 1446 SP:Iteration 2F (52.790012 sec): 3 clusters Score: Raw -723364.363254 + Penalty 1087.638137 = -722276.725117 nChanged 448 SP:Iteration 3Q (52.806444 sec): 3 clusters Score: Raw -723835.805663 + Penalty 1156.839556 = -722678.966107 nChanged 114 SP:Iteration 4Q (52.821043 sec): 3 clusters Score: Raw -723949.689433 + Penalty 1189.190517 = -722760.498916 nChanged 33 SP:Iteration 5Q (52.834870 sec): 3 clusters Score: Raw -723979.889838 + Penalty 1221.348914 = -722758.540924 nChanged 13 SP:Iteration 6F (52.851778 sec): 3 clusters Score: Raw -723990.672249 + Penalty 1236.931967 = -722753.740281 nChanged 6 SP:Iteration 7F (52.868756 sec): 3 clusters Score: Raw -723994.661722 + Penalty 1246.663474 = -722747.998248 nChanged 5 SP:Iteration 8F (52.885865 sec): 3 clusters Score: Raw -724000.279005 + Penalty 1246.620753 = -722753.658252 nChanged 4 SP:Iteration 9Q (52.899621 sec): 3 clusters Score: Raw -724003.095310 + Penalty 1261.926616 = -722741.168694 nChanged 2 SP:Iteration 10F (52.916491 sec): 3 clusters Score: Raw -724004.494809 + Penalty 1261.926616 = -722742.568193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.921376 sec): 2 clusters Score: Raw -1871.277318 + Penalty 55.094658 = -1816.182660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.921630 sec): 3 clusters Score: Raw -1901.218290 + Penalty 118.143924 = -1783.074366 nChanged 8 SP:Iteration 1F (52.921873 sec): 3 clusters Score: Raw -1909.013311 + Penalty 124.644651 = -1784.368660 nChanged 3 SP:Iteration 2F (52.922106 sec): 3 clusters Score: Raw -1917.945126 + Penalty 141.750613 = -1776.194513 nChanged 2 SP:Iteration 3F (52.922337 sec): 3 clusters Score: Raw -1923.422097 + Penalty 186.086508 = -1737.335589 nChanged 3 SP:Iteration 4F (52.922567 sec): 3 clusters Score: Raw -1933.709849 + Penalty 245.446272 = -1688.263577 nChanged 2 SP:Iteration 5F (52.922795 sec): 3 clusters Score: Raw -1940.279224 + Penalty 297.616970 = -1642.662254 nChanged 1 SP:Iteration 6F (52.923023 sec): 3 clusters Score: Raw -1955.163118 + Penalty 297.616970 = -1657.546148 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.928219 sec): 2 clusters Score: Raw -86763.743591 + Penalty 486.450879 = -86277.292712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.930139 sec): 3 clusters Score: Raw -86235.872604 + Penalty 976.277600 = -85259.595004 nChanged 401 SP:Iteration 1F (52.932211 sec): 3 clusters Score: Raw -86467.514208 + Penalty 979.791923 = -85487.722285 nChanged 99 SP:Iteration 2F (52.934256 sec): 3 clusters Score: Raw -86534.073784 + Penalty 989.292752 = -85544.781032 nChanged 74 SP:Iteration 3F (52.936192 sec): 3 clusters Score: Raw -86619.409133 + Penalty 1002.951389 = -85616.457744 nChanged 84 SP:Iteration 4F (52.938073 sec): 3 clusters Score: Raw -86705.152430 + Penalty 1018.096630 = -85687.055799 nChanged 72 SP:Iteration 5F (52.939955 sec): 3 clusters Score: Raw -86776.295126 + Penalty 1044.274491 = -85732.020635 nChanged 67 SP:Iteration 6F (52.941832 sec): 3 clusters Score: Raw -86835.022312 + Penalty 1061.404978 = -85773.617334 nChanged 46 SP:Iteration 7Q (52.943629 sec): 3 clusters Score: Raw -86871.358708 + Penalty 1076.068191 = -85795.290517 nChanged 38 SP:Iteration 8Q (52.945403 sec): 3 clusters Score: Raw -86901.146837 + Penalty 1093.957990 = -85807.188847 nChanged 33 SP:Iteration 9Q (52.947156 sec): 3 clusters Score: Raw -86922.200508 + Penalty 1106.307823 = -85815.892685 nChanged 17 SP:Iteration 10F (52.949113 sec): 3 clusters Score: Raw -86928.732160 + Penalty 1110.239177 = -85818.492984 nChanged 8 SP:Iteration 11Q (52.950882 sec): 3 clusters Score: Raw -86931.471541 + Penalty 1114.076886 = -85817.394655 nChanged 5 SP:Iteration 12F (52.952754 sec): 3 clusters Score: Raw -86932.758151 + Penalty 1118.177411 = -85814.580740 nChanged 5 SP:Iteration 13F (52.954632 sec): 3 clusters Score: Raw -86935.052060 + Penalty 1119.655662 = -85815.396398 nChanged 3 SP:Iteration 14Q (52.956344 sec): 3 clusters Score: Raw -86935.785902 + Penalty 1119.655662 = -85816.130240 nChanged 0 SP:Iteration 15F (52.958218 sec): 3 clusters Score: Raw -86935.785902 + Penalty 1119.655662 = -85816.130240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.961154 sec): 2 clusters Score: Raw -32456.108367 + Penalty 957.383275 = -31498.725091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.962116 sec): 3 clusters Score: Raw -32394.811331 + Penalty 1914.712316 = -30480.099015 nChanged 90 SP:Iteration 1F (52.963028 sec): 3 clusters Score: Raw -32540.934940 + Penalty 1914.692231 = -30626.242710 nChanged 34 SP:Iteration 2F (52.964013 sec): 3 clusters Score: Raw -32628.312203 + Penalty 1914.660919 = -30713.651284 nChanged 25 SP:Iteration 3F (52.964973 sec): 3 clusters Score: Raw -32704.791345 + Penalty 1914.726625 = -30790.064721 nChanged 13 SP:Iteration 4Q (52.965888 sec): 3 clusters Score: Raw -32740.533116 + Penalty 1914.798225 = -30825.734891 nChanged 14 SP:Iteration 5Q (52.966791 sec): 3 clusters Score: Raw -32780.127471 + Penalty 1914.841330 = -30865.286142 nChanged 7 SP:Iteration 6Q (52.967642 sec): 3 clusters Score: Raw -32804.802879 + Penalty 1914.871725 = -30889.931154 nChanged 4 SP:Iteration 7Q (52.968495 sec): 3 clusters Score: Raw -32811.168335 + Penalty 1914.853815 = -30896.314520 nChanged 3 SP:Iteration 8Q (52.969334 sec): 3 clusters Score: Raw -32816.045116 + Penalty 1914.829639 = -30901.215477 nChanged 4 SP:Iteration 9Q (52.970172 sec): 3 clusters Score: Raw -32823.747647 + Penalty 1914.823817 = -30908.923830 nChanged 5 SP:Iteration 10F (52.971082 sec): 3 clusters Score: Raw -32836.876205 + Penalty 1914.823817 = -30922.052388 nChanged 4 SP:Iteration 11Q (52.971917 sec): 3 clusters Score: Raw -32855.231435 + Penalty 1914.871162 = -30940.360273 nChanged 5 SP:Iteration 12Q (52.972747 sec): 3 clusters Score: Raw -32870.501631 + Penalty 1914.804874 = -30955.696757 nChanged 8 SP:Iteration 13Q (52.973601 sec): 3 clusters Score: Raw -32920.431593 + Penalty 1914.779102 = -31005.652491 nChanged 11 SP:Iteration 14Q (52.974482 sec): 3 clusters Score: Raw -32969.127732 + Penalty 1914.861813 = -31054.265919 nChanged 10 SP:Iteration 15Q (52.975338 sec): 3 clusters Score: Raw -33002.451477 + Penalty 1914.941408 = -31087.510070 nChanged 11 SP:Iteration 16Q (52.976186 sec): 3 clusters Score: Raw -33047.701656 + Penalty 1915.003945 = -31132.697711 nChanged 4 SP:Iteration 17Q (52.977026 sec): 3 clusters Score: Raw -33058.606228 + Penalty 1915.024788 = -31143.581440 nChanged 1 SP:Iteration 18Q (52.977827 sec): 3 clusters Score: Raw -33059.461404 + Penalty 1915.024788 = -31144.436616 nChanged 0 SP:Iteration 19F (52.978737 sec): 3 clusters Score: Raw -33059.461404 + Penalty 1915.024788 = -31144.436616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.980492 sec): 2 clusters Score: Raw -27146.998007 + Penalty 320.085203 = -26826.912804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.981253 sec): 3 clusters Score: Raw -26972.828517 + Penalty 634.120502 = -26338.708016 nChanged 118 SP:Iteration 1F (52.982002 sec): 3 clusters Score: Raw -27088.296356 + Penalty 631.388727 = -26456.907629 nChanged 36 SP:Iteration 2F (52.982751 sec): 3 clusters Score: Raw -27114.577873 + Penalty 632.060074 = -26482.517799 nChanged 13 SP:Iteration 3Q (52.983498 sec): 3 clusters Score: Raw -27122.202483 + Penalty 631.947703 = -26490.254780 nChanged 8 SP:Iteration 4Q (52.984243 sec): 3 clusters Score: Raw -27129.585376 + Penalty 630.449041 = -26499.136335 nChanged 10 SP:Iteration 5Q (52.984989 sec): 3 clusters Score: Raw -27137.168212 + Penalty 632.351693 = -26504.816519 nChanged 10 SP:Iteration 6Q (52.985731 sec): 3 clusters Score: Raw -27144.503631 + Penalty 633.351827 = -26511.151804 nChanged 7 SP:Iteration 7Q (52.986469 sec): 3 clusters Score: Raw -27150.215550 + Penalty 635.357924 = -26514.857625 nChanged 5 SP:Iteration 8Q (52.987206 sec): 3 clusters Score: Raw -27155.510929 + Penalty 636.300344 = -26519.210585 nChanged 3 SP:Iteration 9Q (52.987941 sec): 3 clusters Score: Raw -27160.056013 + Penalty 636.111243 = -26523.944770 nChanged 1 SP:Iteration 10F (52.988686 sec): 3 clusters Score: Raw -27161.772880 + Penalty 635.961586 = -26525.811294 nChanged 1 SP:Iteration 11Q (52.989419 sec): 3 clusters Score: Raw -27162.270236 + Penalty 635.961586 = -26526.308650 nChanged 0 SP:Iteration 12F (52.990195 sec): 3 clusters Score: Raw -27162.270236 + Penalty 635.961586 = -26526.308650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.991800 sec): 2 clusters Score: Raw -10737.696165 + Penalty 274.040345 = -10463.655820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.992295 sec): 3 clusters Score: Raw -10797.321052 + Penalty 531.487098 = -10265.833954 nChanged 43 SP:Iteration 1F (52.992776 sec): 3 clusters Score: Raw -10863.724734 + Penalty 517.121591 = -10346.603144 nChanged 16 SP:Iteration 2F (52.993255 sec): 3 clusters Score: Raw -10904.309871 + Penalty 492.439880 = -10411.869991 nChanged 11 SP:Iteration 3F (52.993733 sec): 3 clusters Score: Raw -10929.245230 + Penalty 499.032842 = -10430.212387 nChanged 8 SP:Iteration 4F (52.994223 sec): 3 clusters Score: Raw -10951.498276 + Penalty 487.972985 = -10463.525290 nChanged 4 SP:Iteration 5Q (52.994660 sec): 3 clusters Score: Raw -10961.306986 + Penalty 493.377358 = -10467.929627 nChanged 1 SP:Iteration 6Q (52.995090 sec): 3 clusters Score: Raw -10962.756162 + Penalty 493.377358 = -10469.378804 nChanged 0 SP:Iteration 7F (52.995574 sec): 3 clusters Score: Raw -10962.756162 + Penalty 493.377358 = -10469.378804 nChanged 0 Score: Raw -2166902.442134 + Penalty 30935.935066 = -2135966.507068 Splitting cluster 13 changes total score from -2124889.057366 to -2135966.507068 So it's getting split into cluster 17. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.447736 sec): 2 clusters Score: Raw -58151.092380 + Penalty 544.539515 = -57606.552865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.449119 sec): 3 clusters Score: Raw -57775.456967 + Penalty 1086.422499 = -56689.034469 nChanged 227 SP:Iteration 1F (53.450490 sec): 3 clusters Score: Raw -57902.141758 + Penalty 1086.158489 = -56815.983269 nChanged 87 SP:Iteration 2F (53.451849 sec): 3 clusters Score: Raw -57965.515355 + Penalty 1077.170125 = -56888.345230 nChanged 65 SP:Iteration 3F (53.453320 sec): 3 clusters Score: Raw -58022.155680 + Penalty 1074.770490 = -56947.385190 nChanged 51 SP:Iteration 4F (53.454774 sec): 3 clusters Score: Raw -58074.112108 + Penalty 1091.471042 = -56982.641066 nChanged 35 SP:Iteration 5F (53.456204 sec): 3 clusters Score: Raw -58112.032539 + Penalty 1134.313430 = -56977.719110 nChanged 24 SP:Iteration 6F (53.457598 sec): 3 clusters Score: Raw -58140.554014 + Penalty 1179.758324 = -56960.795689 nChanged 16 SP:Iteration 7F (53.458938 sec): 3 clusters Score: Raw -58158.373036 + Penalty 1194.328746 = -56964.044290 nChanged 6 SP:Iteration 8Q (53.460212 sec): 3 clusters Score: Raw -58165.986287 + Penalty 1213.439205 = -56952.547082 nChanged 6 SP:Iteration 9F (53.461838 sec): 3 clusters Score: Raw -58175.259827 + Penalty 1208.162254 = -56967.097573 nChanged 2 SP:Iteration 10F (53.463215 sec): 3 clusters Score: Raw -58178.022710 + Penalty 1223.381696 = -56954.641014 nChanged 3 SP:Iteration 11F (53.464644 sec): 3 clusters Score: Raw -58181.469802 + Penalty 1235.431404 = -56946.038398 nChanged 2 SP:Iteration 12F (53.466094 sec): 3 clusters Score: Raw -58183.995785 + Penalty 1267.699312 = -56916.296473 nChanged 3 SP:Iteration 13F (53.467555 sec): 3 clusters Score: Raw -58191.069724 + Penalty 1267.699312 = -56923.370412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.470290 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.471849 sec): 3 clusters Score: Raw -67619.902960 + Penalty 2138.684051 = -65481.218909 nChanged 213 SP:Iteration 1F (53.473346 sec): 3 clusters Score: Raw -67873.826898 + Penalty 2138.848920 = -65734.977978 nChanged 54 SP:Iteration 2F (53.474895 sec): 3 clusters Score: Raw -67942.029125 + Penalty 2138.860728 = -65803.168397 nChanged 23 SP:Iteration 3Q (53.476343 sec): 3 clusters Score: Raw -67969.257677 + Penalty 2138.874297 = -65830.383379 nChanged 14 SP:Iteration 4Q (53.477790 sec): 3 clusters Score: Raw -67983.892325 + Penalty 2138.888329 = -65845.003996 nChanged 12 SP:Iteration 5Q (53.479276 sec): 3 clusters Score: Raw -67996.210134 + Penalty 2138.912211 = -65857.297923 nChanged 7 SP:Iteration 6Q (53.480786 sec): 3 clusters Score: Raw -68003.634002 + Penalty 2138.896459 = -65864.737543 nChanged 4 SP:Iteration 7Q (53.482227 sec): 3 clusters Score: Raw -68007.704353 + Penalty 2138.896459 = -65868.807894 nChanged 0 SP:Iteration 8F (53.483708 sec): 3 clusters Score: Raw -68007.704353 + Penalty 2138.896459 = -65868.807894 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.486086 sec): 2 clusters Score: Raw -52035.093295 + Penalty 507.734601 = -51527.358694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.487335 sec): 3 clusters Score: Raw -51749.756893 + Penalty 1015.378363 = -50734.378530 nChanged 214 SP:Iteration 1F (53.488563 sec): 3 clusters Score: Raw -51896.907502 + Penalty 1015.875439 = -50881.032062 nChanged 54 SP:Iteration 2F (53.489789 sec): 3 clusters Score: Raw -51966.506446 + Penalty 1016.552686 = -50949.953760 nChanged 60 SP:Iteration 3F (53.491020 sec): 3 clusters Score: Raw -52076.768493 + Penalty 1015.887864 = -51060.880629 nChanged 48 SP:Iteration 4F (53.492247 sec): 3 clusters Score: Raw -52174.972264 + Penalty 1014.045496 = -51160.926768 nChanged 32 SP:Iteration 5F (53.493471 sec): 3 clusters Score: Raw -52242.912287 + Penalty 1012.921652 = -51229.990635 nChanged 18 SP:Iteration 6Q (53.494611 sec): 3 clusters Score: Raw -52277.922195 + Penalty 1012.350533 = -51265.571662 nChanged 19 SP:Iteration 7Q (53.495728 sec): 3 clusters Score: Raw -52306.473633 + Penalty 1011.036308 = -51295.437326 nChanged 12 SP:Iteration 8Q (53.496826 sec): 3 clusters Score: Raw -52315.715352 + Penalty 1010.361802 = -51305.353551 nChanged 6 SP:Iteration 9Q (53.497925 sec): 3 clusters Score: Raw -52320.425301 + Penalty 1009.502786 = -51310.922514 nChanged 6 SP:Iteration 10F (53.499234 sec): 3 clusters Score: Raw -52326.648928 + Penalty 1008.785705 = -51317.863223 nChanged 8 SP:Iteration 11Q (53.500373 sec): 3 clusters Score: Raw -52336.135416 + Penalty 1008.332913 = -51327.802503 nChanged 6 SP:Iteration 12Q (53.501519 sec): 3 clusters Score: Raw -52341.905502 + Penalty 1007.541016 = -51334.364486 nChanged 3 SP:Iteration 13Q (53.502660 sec): 3 clusters Score: Raw -52347.730920 + Penalty 1007.238167 = -51340.492753 nChanged 3 SP:Iteration 14Q (53.503769 sec): 3 clusters Score: Raw -52354.476583 + Penalty 1007.225618 = -51347.250966 nChanged 1 SP:Iteration 15Q (53.504860 sec): 3 clusters Score: Raw -52355.389557 + Penalty 1007.182514 = -51348.207043 nChanged 2 SP:Iteration 16Q (53.505969 sec): 3 clusters Score: Raw -52357.215139 + Penalty 1007.231152 = -51349.983987 nChanged 2 SP:Iteration 17Q (53.507059 sec): 3 clusters Score: Raw -52358.428074 + Penalty 1007.125379 = -51351.302695 nChanged 2 SP:Iteration 18Q (53.508145 sec): 3 clusters Score: Raw -52358.917204 + Penalty 1007.251382 = -51351.665822 nChanged 1 SP:Iteration 19Q (53.509228 sec): 3 clusters Score: Raw -52359.462012 + Penalty 1007.342942 = -51352.119070 nChanged 1 SP:Iteration 20F (53.510494 sec): 3 clusters Score: Raw -52360.635490 + Penalty 1007.593019 = -51353.042470 nChanged 2 SP:Iteration 21Q (53.511635 sec): 3 clusters Score: Raw -52363.361508 + Penalty 1007.628268 = -51355.733240 nChanged 1 SP:Iteration 22Q (53.512774 sec): 3 clusters Score: Raw -52364.056487 + Penalty 1007.628268 = -51356.428218 nChanged 0 SP:Iteration 23F (53.514067 sec): 3 clusters Score: Raw -52364.056487 + Penalty 1007.628268 = -51356.428218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.515523 sec): 2 clusters Score: Raw -19924.106391 + Penalty 685.722072 = -19238.384319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.516123 sec): 3 clusters Score: Raw -19860.293604 + Penalty 1380.572995 = -18479.720609 nChanged 41 SP:Iteration 1F (53.516707 sec): 3 clusters Score: Raw -19938.817589 + Penalty 1391.719861 = -18547.097729 nChanged 23 SP:Iteration 2F (53.517292 sec): 3 clusters Score: Raw -19978.670231 + Penalty 1390.879251 = -18587.790980 nChanged 6 SP:Iteration 3Q (53.517862 sec): 3 clusters Score: Raw -19995.430665 + Penalty 1390.708747 = -18604.721918 nChanged 5 SP:Iteration 4Q (53.518427 sec): 3 clusters Score: Raw -20011.616633 + Penalty 1391.095726 = -18620.520907 nChanged 1 SP:Iteration 5Q (53.518991 sec): 3 clusters Score: Raw -20015.446601 + Penalty 1392.762015 = -18622.684587 nChanged 2 SP:Iteration 6Q (53.519554 sec): 3 clusters Score: Raw -20018.323974 + Penalty 1391.727052 = -18626.596922 nChanged 1 SP:Iteration 7Q (53.520116 sec): 3 clusters Score: Raw -20020.339320 + Penalty 1391.727052 = -18628.612269 nChanged 0 SP:Iteration 8F (53.520698 sec): 3 clusters Score: Raw -20020.339320 + Penalty 1391.727052 = -18628.612269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.526645 sec): 2 clusters Score: Raw -85058.733998 + Penalty 1053.077371 = -84005.656627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.528361 sec): 3 clusters Score: Raw -84755.917962 + Penalty 2107.666349 = -82648.251613 nChanged 256 SP:Iteration 1F (53.530028 sec): 3 clusters Score: Raw -84970.328057 + Penalty 2108.503830 = -82861.824227 nChanged 43 SP:Iteration 2F (53.531682 sec): 3 clusters Score: Raw -85008.284091 + Penalty 2108.898064 = -82899.386027 nChanged 23 SP:Iteration 3Q (53.533462 sec): 3 clusters Score: Raw -85025.034224 + Penalty 2109.304114 = -82915.730110 nChanged 13 SP:Iteration 4Q (53.535275 sec): 3 clusters Score: Raw -85036.845083 + Penalty 2109.638211 = -82927.206872 nChanged 10 SP:Iteration 5Q (53.537037 sec): 3 clusters Score: Raw -85047.974041 + Penalty 2109.839401 = -82938.134640 nChanged 12 SP:Iteration 6Q (53.538662 sec): 3 clusters Score: Raw -85058.869177 + Penalty 2110.014136 = -82948.855041 nChanged 6 SP:Iteration 7Q (53.540294 sec): 3 clusters Score: Raw -85062.808487 + Penalty 2110.146988 = -82952.661498 nChanged 4 SP:Iteration 8Q (53.541923 sec): 3 clusters Score: Raw -85065.886001 + Penalty 2110.405839 = -82955.480163 nChanged 4 SP:Iteration 9Q (53.543601 sec): 3 clusters Score: Raw -85069.131340 + Penalty 2110.661530 = -82958.469810 nChanged 4 SP:Iteration 10F (53.545287 sec): 3 clusters Score: Raw -85072.565075 + Penalty 2110.999992 = -82961.565082 nChanged 5 SP:Iteration 11Q (53.546964 sec): 3 clusters Score: Raw -85076.226156 + Penalty 2111.190300 = -82965.035856 nChanged 4 SP:Iteration 12Q (53.548618 sec): 3 clusters Score: Raw -85079.161716 + Penalty 2111.298075 = -82967.863641 nChanged 3 SP:Iteration 13Q (53.550263 sec): 3 clusters Score: Raw -85082.000550 + Penalty 2111.298075 = -82970.702474 nChanged 0 SP:Iteration 14F (53.551914 sec): 3 clusters Score: Raw -85082.000550 + Penalty 2111.298075 = -82970.702474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.552826 sec): 2 clusters Score: Raw -11345.239354 + Penalty 402.203036 = -10943.036318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.553299 sec): 3 clusters Score: Raw -11323.769481 + Penalty 807.324802 = -10516.444679 nChanged 24 SP:Iteration 1F (53.553783 sec): 3 clusters Score: Raw -11357.498653 + Penalty 807.417710 = -10550.080943 nChanged 5 SP:Iteration 2Q (53.554271 sec): 3 clusters Score: Raw -11365.372744 + Penalty 808.473262 = -10556.899482 nChanged 4 SP:Iteration 3Q (53.554729 sec): 3 clusters Score: Raw -11377.864129 + Penalty 807.249951 = -10570.614178 nChanged 3 SP:Iteration 4Q (53.555182 sec): 3 clusters Score: Raw -11386.930993 + Penalty 805.477107 = -10581.453886 nChanged 5 SP:Iteration 5Q (53.555634 sec): 3 clusters Score: Raw -11395.054853 + Penalty 809.114411 = -10585.940442 nChanged 5 SP:Iteration 6Q (53.556083 sec): 3 clusters Score: Raw -11415.344451 + Penalty 816.654817 = -10598.689635 nChanged 8 SP:Iteration 7F (53.556548 sec): 3 clusters Score: Raw -11444.302055 + Penalty 823.518190 = -10620.783865 nChanged 6 SP:Iteration 8Q (53.556986 sec): 3 clusters Score: Raw -11462.618502 + Penalty 827.456114 = -10635.162388 nChanged 3 SP:Iteration 9Q (53.557411 sec): 3 clusters Score: Raw -11479.028228 + Penalty 826.203368 = -10652.824860 nChanged 1 SP:Iteration 10F (53.557866 sec): 3 clusters Score: Raw -11481.087853 + Penalty 828.326683 = -10652.761170 nChanged 1 SP:Iteration 11F (53.558322 sec): 3 clusters Score: Raw -11483.292584 + Penalty 828.326683 = -10654.965900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.561486 sec): 2 clusters Score: Raw -87027.582993 + Penalty 1079.046507 = -85948.536486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.563403 sec): 3 clusters Score: Raw -86644.907202 + Penalty 2158.133592 = -84486.773611 nChanged 269 SP:Iteration 1F (53.565389 sec): 3 clusters Score: Raw -86899.462906 + Penalty 2158.321729 = -84741.141177 nChanged 87 SP:Iteration 2F (53.567395 sec): 3 clusters Score: Raw -86998.800599 + Penalty 2158.668880 = -84840.131719 nChanged 51 SP:Iteration 3F (53.569380 sec): 3 clusters Score: Raw -87042.148471 + Penalty 2158.903354 = -84883.245117 nChanged 33 SP:Iteration 4Q (53.571318 sec): 3 clusters Score: Raw -87068.583732 + Penalty 2159.118421 = -84909.465310 nChanged 17 SP:Iteration 5Q (53.573121 sec): 3 clusters Score: Raw -87080.767671 + Penalty 2159.347670 = -84921.420000 nChanged 18 SP:Iteration 6Q (53.574927 sec): 3 clusters Score: Raw -87096.773840 + Penalty 2159.645588 = -84937.128252 nChanged 15 SP:Iteration 7Q (53.576725 sec): 3 clusters Score: Raw -87111.256854 + Penalty 2159.823122 = -84951.433731 nChanged 12 SP:Iteration 8Q (53.578524 sec): 3 clusters Score: Raw -87118.265532 + Penalty 2159.936931 = -84958.328601 nChanged 8 SP:Iteration 9Q (53.580345 sec): 3 clusters Score: Raw -87121.584920 + Penalty 2159.918488 = -84961.666433 nChanged 2 SP:Iteration 10F (53.582208 sec): 3 clusters Score: Raw -87122.162755 + Penalty 2159.908265 = -84962.254490 nChanged 1 SP:Iteration 11Q (53.584150 sec): 3 clusters Score: Raw -87122.726832 + Penalty 2159.908265 = -84962.818567 nChanged 0 SP:Iteration 12F (53.586130 sec): 3 clusters Score: Raw -87122.726832 + Penalty 2159.908265 = -84962.818567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.587116 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.587625 sec): 3 clusters Score: Raw -13578.230717 + Penalty 423.486930 = -13154.743787 nChanged 50 SP:Iteration 1F (53.588124 sec): 3 clusters Score: Raw -13656.375392 + Penalty 490.538318 = -13165.837074 nChanged 16 SP:Iteration 2F (53.588615 sec): 3 clusters Score: Raw -13684.951324 + Penalty 503.343522 = -13181.607802 nChanged 3 SP:Iteration 3Q (53.589069 sec): 3 clusters Score: Raw -13689.569003 + Penalty 503.722664 = -13185.846340 nChanged 1 SP:Iteration 4Q (53.589511 sec): 3 clusters Score: Raw -13691.195880 + Penalty 503.722664 = -13187.473216 nChanged 0 SP:Iteration 5F (53.590001 sec): 3 clusters Score: Raw -13691.195880 + Penalty 503.722664 = -13187.473216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.592689 sec): 2 clusters Score: Raw -70456.891054 + Penalty 757.667477 = -69699.223577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.594282 sec): 3 clusters Score: Raw -70046.002368 + Penalty 1515.535241 = -68530.467128 nChanged 267 SP:Iteration 1F (53.595841 sec): 3 clusters Score: Raw -70183.378003 + Penalty 1518.179016 = -68665.198987 nChanged 79 SP:Iteration 2F (53.597384 sec): 3 clusters Score: Raw -70253.586473 + Penalty 1522.856156 = -68730.730317 nChanged 71 SP:Iteration 3F (53.598970 sec): 3 clusters Score: Raw -70310.935416 + Penalty 1528.878054 = -68782.057361 nChanged 53 SP:Iteration 4F (53.600640 sec): 3 clusters Score: Raw -70344.508380 + Penalty 1532.648740 = -68811.859640 nChanged 32 SP:Iteration 5Q (53.602299 sec): 3 clusters Score: Raw -70373.582593 + Penalty 1542.497045 = -68831.085548 nChanged 43 SP:Iteration 6F (53.603888 sec): 3 clusters Score: Raw -70413.512533 + Penalty 1551.173661 = -68862.338872 nChanged 37 SP:Iteration 7Q (53.605426 sec): 3 clusters Score: Raw -70447.715084 + Penalty 1553.437694 = -68894.277390 nChanged 20 SP:Iteration 8Q (53.607000 sec): 3 clusters Score: Raw -70457.418706 + Penalty 1556.807346 = -68900.611360 nChanged 11 SP:Iteration 9Q (53.608581 sec): 3 clusters Score: Raw -70465.283068 + Penalty 1558.765671 = -68906.517397 nChanged 11 SP:Iteration 10F (53.610145 sec): 3 clusters Score: Raw -70471.521765 + Penalty 1559.636561 = -68911.885204 nChanged 9 SP:Iteration 11Q (53.611704 sec): 3 clusters Score: Raw -70476.991315 + Penalty 1560.751977 = -68916.239338 nChanged 8 SP:Iteration 12Q (53.613322 sec): 3 clusters Score: Raw -70480.354750 + Penalty 1561.504525 = -68918.850225 nChanged 4 SP:Iteration 13Q (53.614973 sec): 3 clusters Score: Raw -70483.060462 + Penalty 1561.395765 = -68921.664697 nChanged 3 SP:Iteration 14Q (53.616620 sec): 3 clusters Score: Raw -70485.682469 + Penalty 1561.590750 = -68924.091719 nChanged 4 SP:Iteration 15Q (53.618183 sec): 3 clusters Score: Raw -70488.307333 + Penalty 1561.781581 = -68926.525752 nChanged 5 SP:Iteration 16Q (53.619719 sec): 3 clusters Score: Raw -70491.797988 + Penalty 1565.026179 = -68926.771809 nChanged 8 SP:Iteration 17Q (53.621251 sec): 3 clusters Score: Raw -70496.204765 + Penalty 1567.005282 = -68929.199482 nChanged 3 SP:Iteration 18Q (53.622822 sec): 3 clusters Score: Raw -70497.323398 + Penalty 1566.645986 = -68930.677412 nChanged 3 SP:Iteration 19Q (53.624378 sec): 3 clusters Score: Raw -70498.554634 + Penalty 1566.672182 = -68931.882451 nChanged 2 SP:Iteration 20F (53.625928 sec): 3 clusters Score: Raw -70499.656753 + Penalty 1566.672182 = -68932.984571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.627836 sec): 2 clusters Score: Raw -42036.166842 + Penalty 930.438121 = -41105.728721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.628859 sec): 3 clusters Score: Raw -41974.461070 + Penalty 1861.340049 = -40113.121021 nChanged 126 SP:Iteration 1F (53.629868 sec): 3 clusters Score: Raw -42124.352399 + Penalty 1861.382900 = -40262.969499 nChanged 29 SP:Iteration 2F (53.630874 sec): 3 clusters Score: Raw -42157.683520 + Penalty 1861.560347 = -40296.123173 nChanged 12 SP:Iteration 3Q (53.631848 sec): 3 clusters Score: Raw -42173.992334 + Penalty 1861.874002 = -40312.118332 nChanged 11 SP:Iteration 4Q (53.632882 sec): 3 clusters Score: Raw -42183.806432 + Penalty 1862.483373 = -40321.323059 nChanged 10 SP:Iteration 5Q (53.633900 sec): 3 clusters Score: Raw -42194.582589 + Penalty 1864.301132 = -40330.281456 nChanged 14 SP:Iteration 6Q (53.634926 sec): 3 clusters Score: Raw -42218.016655 + Penalty 1867.801062 = -40350.215593 nChanged 15 SP:Iteration 7Q (53.635935 sec): 3 clusters Score: Raw -42243.122630 + Penalty 1869.345034 = -40373.777597 nChanged 9 SP:Iteration 8Q (53.636967 sec): 3 clusters Score: Raw -42261.998779 + Penalty 1870.478728 = -40391.520052 nChanged 7 SP:Iteration 9Q (53.637924 sec): 3 clusters Score: Raw -42276.312201 + Penalty 1869.903796 = -40406.408405 nChanged 12 SP:Iteration 10F (53.638926 sec): 3 clusters Score: Raw -42295.171061 + Penalty 1869.473534 = -40425.697527 nChanged 6 SP:Iteration 11Q (53.639871 sec): 3 clusters Score: Raw -42302.721270 + Penalty 1870.184057 = -40432.537214 nChanged 5 SP:Iteration 12Q (53.640816 sec): 3 clusters Score: Raw -42309.004387 + Penalty 1870.397484 = -40438.606904 nChanged 4 SP:Iteration 13Q (53.641758 sec): 3 clusters Score: Raw -42314.615060 + Penalty 1870.855059 = -40443.760001 nChanged 3 SP:Iteration 14Q (53.642697 sec): 3 clusters Score: Raw -42318.835722 + Penalty 1871.322316 = -40447.513406 nChanged 1 SP:Iteration 15Q (53.643633 sec): 3 clusters Score: Raw -42319.635663 + Penalty 1872.780957 = -40446.854707 nChanged 3 SP:Iteration 16F (53.644637 sec): 3 clusters Score: Raw -42323.188151 + Penalty 1873.368903 = -40449.819247 nChanged 3 SP:Iteration 17Q (53.645580 sec): 3 clusters Score: Raw -42326.473225 + Penalty 1873.004917 = -40453.468308 nChanged 1 SP:Iteration 18Q (53.646516 sec): 3 clusters Score: Raw -42330.028959 + Penalty 1873.084994 = -40456.943964 nChanged 2 SP:Iteration 19Q (53.647451 sec): 3 clusters Score: Raw -42331.754825 + Penalty 1872.786524 = -40458.968301 nChanged 3 SP:Iteration 20F (53.648452 sec): 3 clusters Score: Raw -42340.502206 + Penalty 1873.169299 = -40467.332907 nChanged 1 SP:Iteration 21Q (53.649385 sec): 3 clusters Score: Raw -42341.327752 + Penalty 1873.993536 = -40467.334216 nChanged 2 SP:Iteration 22Q (53.650318 sec): 3 clusters Score: Raw -42344.073725 + Penalty 1874.358872 = -40469.714853 nChanged 1 SP:Iteration 23Q (53.651250 sec): 3 clusters Score: Raw -42345.038015 + Penalty 1875.178264 = -40469.859751 nChanged 2 SP:Iteration 24Q (53.652181 sec): 3 clusters Score: Raw -42347.714281 + Penalty 1875.583133 = -40472.131148 nChanged 1 SP:Iteration 25Q (53.653110 sec): 3 clusters Score: Raw -42349.628384 + Penalty 1875.583133 = -40474.045252 nChanged 0 SP:Iteration 26F (53.654111 sec): 3 clusters Score: Raw -42349.628384 + Penalty 1875.583133 = -40474.045252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.656920 sec): 2 clusters Score: Raw -80097.777427 + Penalty 855.970321 = -79241.807106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.658677 sec): 3 clusters Score: Raw -79708.615311 + Penalty 1711.274420 = -77997.340891 nChanged 271 SP:Iteration 1F (53.660367 sec): 3 clusters Score: Raw -79889.045613 + Penalty 1716.209629 = -78172.835984 nChanged 71 SP:Iteration 2F (53.662026 sec): 3 clusters Score: Raw -79946.173680 + Penalty 1722.085477 = -78224.088203 nChanged 44 SP:Iteration 3F (53.663681 sec): 3 clusters Score: Raw -79976.635726 + Penalty 1727.091863 = -78249.543863 nChanged 36 SP:Iteration 4Q (53.665339 sec): 3 clusters Score: Raw -80003.947034 + Penalty 1732.453116 = -78271.493918 nChanged 33 SP:Iteration 5Q (53.667158 sec): 3 clusters Score: Raw -80028.403195 + Penalty 1736.431971 = -78291.971224 nChanged 31 SP:Iteration 6Q (53.668965 sec): 3 clusters Score: Raw -80049.928181 + Penalty 1740.629760 = -78309.298421 nChanged 22 SP:Iteration 7Q (53.670743 sec): 3 clusters Score: Raw -80066.516156 + Penalty 1742.941927 = -78323.574229 nChanged 18 SP:Iteration 8Q (53.672395 sec): 3 clusters Score: Raw -80079.306982 + Penalty 1744.963810 = -78334.343172 nChanged 18 SP:Iteration 9Q (53.674038 sec): 3 clusters Score: Raw -80088.908625 + Penalty 1745.326035 = -78343.582590 nChanged 11 SP:Iteration 10F (53.675698 sec): 3 clusters Score: Raw -80094.128011 + Penalty 1745.118304 = -78349.009707 nChanged 6 SP:Iteration 11Q (53.677358 sec): 3 clusters Score: Raw -80097.411160 + Penalty 1746.046989 = -78351.364171 nChanged 7 SP:Iteration 12Q (53.679050 sec): 3 clusters Score: Raw -80100.259112 + Penalty 1745.886653 = -78354.372459 nChanged 2 SP:Iteration 13Q (53.680767 sec): 3 clusters Score: Raw -80101.303774 + Penalty 1746.037884 = -78355.265890 nChanged 2 SP:Iteration 14Q (53.682424 sec): 3 clusters Score: Raw -80102.424827 + Penalty 1746.205074 = -78356.219753 nChanged 1 SP:Iteration 15Q (53.684084 sec): 3 clusters Score: Raw -80103.017774 + Penalty 1746.205074 = -78356.812700 nChanged 0 SP:Iteration 16F (53.685740 sec): 3 clusters Score: Raw -80103.017774 + Penalty 1746.205074 = -78356.812700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.688304 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.689867 sec): 3 clusters Score: Raw -74389.029505 + Penalty 2098.891664 = -72290.137841 nChanged 210 SP:Iteration 1F (53.691410 sec): 3 clusters Score: Raw -74668.994440 + Penalty 2098.072162 = -72570.922277 nChanged 68 SP:Iteration 2F (53.692965 sec): 3 clusters Score: Raw -74783.487418 + Penalty 2097.253008 = -72686.234410 nChanged 44 SP:Iteration 3F (53.694504 sec): 3 clusters Score: Raw -74851.631492 + Penalty 2096.387172 = -72755.244320 nChanged 24 SP:Iteration 4Q (53.695971 sec): 3 clusters Score: Raw -74876.122149 + Penalty 2096.126412 = -72779.995736 nChanged 17 SP:Iteration 5Q (53.697426 sec): 3 clusters Score: Raw -74897.226892 + Penalty 2095.805754 = -72801.421138 nChanged 10 SP:Iteration 6Q (53.698912 sec): 3 clusters Score: Raw -74907.798252 + Penalty 2095.513820 = -72812.284432 nChanged 8 SP:Iteration 7Q (53.700482 sec): 3 clusters Score: Raw -74915.636741 + Penalty 2095.824055 = -72819.812687 nChanged 7 SP:Iteration 8Q (53.702027 sec): 3 clusters Score: Raw -74924.098587 + Penalty 2095.950538 = -72828.148049 nChanged 7 SP:Iteration 9Q (53.703546 sec): 3 clusters Score: Raw -74930.453810 + Penalty 2096.194028 = -72834.259782 nChanged 2 SP:Iteration 10F (53.705081 sec): 3 clusters Score: Raw -74932.922407 + Penalty 2096.297000 = -72836.625406 nChanged 1 SP:Iteration 11Q (53.706514 sec): 3 clusters Score: Raw -74933.835982 + Penalty 2096.427463 = -72837.408518 nChanged 3 SP:Iteration 12Q (53.707949 sec): 3 clusters Score: Raw -74936.157493 + Penalty 2096.670858 = -72839.486635 nChanged 4 SP:Iteration 13Q (53.709384 sec): 3 clusters Score: Raw -74940.106233 + Penalty 2097.033725 = -72843.072508 nChanged 3 SP:Iteration 14Q (53.710884 sec): 3 clusters Score: Raw -74941.433622 + Penalty 2097.033725 = -72844.399897 nChanged 0 SP:Iteration 15F (53.712432 sec): 3 clusters Score: Raw -74941.433622 + Penalty 2097.033725 = -72844.399897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.712971 sec): 2 clusters Score: Raw -1088.626347 + Penalty 121.436288 = -967.190058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.713218 sec): 3 clusters Score: Raw -1138.800686 + Penalty 244.127286 = -894.673399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.715160 sec): 2 clusters Score: Raw -47308.687708 + Penalty 667.486019 = -46641.201689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.716346 sec): 3 clusters Score: Raw -47065.564459 + Penalty 1331.436857 = -45734.127602 nChanged 166 SP:Iteration 1F (53.717517 sec): 3 clusters Score: Raw -47178.954224 + Penalty 1329.553954 = -45849.400270 nChanged 48 SP:Iteration 2F (53.718655 sec): 3 clusters Score: Raw -47236.029271 + Penalty 1323.278896 = -45912.750374 nChanged 43 SP:Iteration 3F (53.719751 sec): 3 clusters Score: Raw -47316.669304 + Penalty 1311.709138 = -46004.960166 nChanged 57 SP:Iteration 4F (53.720846 sec): 3 clusters Score: Raw -47427.048424 + Penalty 1311.171576 = -46115.876848 nChanged 41 SP:Iteration 5F (53.722001 sec): 3 clusters Score: Raw -47484.207101 + Penalty 1312.238750 = -46171.968351 nChanged 26 SP:Iteration 6Q (53.723066 sec): 3 clusters Score: Raw -47510.453004 + Penalty 1313.623419 = -46196.829585 nChanged 11 SP:Iteration 7Q (53.724121 sec): 3 clusters Score: Raw -47520.788160 + Penalty 1311.285850 = -46209.502310 nChanged 6 SP:Iteration 8Q (53.725177 sec): 3 clusters Score: Raw -47524.052017 + Penalty 1313.712732 = -46210.339285 nChanged 2 SP:Iteration 9Q (53.726228 sec): 3 clusters Score: Raw -47526.760424 + Penalty 1312.503377 = -46214.257047 nChanged 1 SP:Iteration 10F (53.727336 sec): 3 clusters Score: Raw -47527.810079 + Penalty 1312.503377 = -46215.306702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.727907 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.728188 sec): 3 clusters Score: Raw -2606.125741 + Penalty 391.486225 = -2214.639517 nChanged 3 SP:Iteration 1F (53.728467 sec): 3 clusters Score: Raw -2618.883910 + Penalty 404.017673 = -2214.866237 nChanged 2 SP:Iteration 2F (53.728739 sec): 3 clusters Score: Raw -2623.147117 + Penalty 423.088301 = -2200.058816 nChanged 2 SP:Iteration 3F (53.729017 sec): 3 clusters Score: Raw -2629.475535 + Penalty 434.633613 = -2194.841922 nChanged 1 SP:Iteration 4F (53.729294 sec): 3 clusters Score: Raw -2633.204603 + Penalty 447.916264 = -2185.288340 nChanged 1 SP:Iteration 5F (53.729565 sec): 3 clusters Score: Raw -2634.780284 + Penalty 447.916264 = -2186.864021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.731383 sec): 2 clusters Score: Raw -41448.121369 + Penalty 782.467041 = -40665.654328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.732469 sec): 3 clusters Score: Raw -41263.999333 + Penalty 1562.068730 = -39701.930603 nChanged 133 SP:Iteration 1F (53.733518 sec): 3 clusters Score: Raw -41435.627947 + Penalty 1558.155103 = -39877.472844 nChanged 48 SP:Iteration 2F (53.734596 sec): 3 clusters Score: Raw -41498.215693 + Penalty 1556.934049 = -39941.281644 nChanged 26 SP:Iteration 3F (53.735672 sec): 3 clusters Score: Raw -41529.910263 + Penalty 1558.008198 = -39971.902065 nChanged 15 SP:Iteration 4Q (53.736716 sec): 3 clusters Score: Raw -41549.065824 + Penalty 1558.575533 = -39990.490292 nChanged 12 SP:Iteration 5Q (53.737730 sec): 3 clusters Score: Raw -41565.438694 + Penalty 1559.059215 = -40006.379479 nChanged 7 SP:Iteration 6Q (53.738720 sec): 3 clusters Score: Raw -41579.216872 + Penalty 1559.125988 = -40020.090884 nChanged 5 SP:Iteration 7Q (53.739707 sec): 3 clusters Score: Raw -41589.497306 + Penalty 1558.928451 = -40030.568855 nChanged 1 SP:Iteration 8Q (53.740695 sec): 3 clusters Score: Raw -41590.591197 + Penalty 1558.928451 = -40031.662746 nChanged 0 SP:Iteration 9F (53.741711 sec): 3 clusters Score: Raw -41590.591197 + Penalty 1558.928451 = -40031.662746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.743067 sec): 2 clusters Score: Raw -30564.724182 + Penalty 489.050765 = -30075.673417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.743878 sec): 3 clusters Score: Raw -30407.057692 + Penalty 984.368157 = -29422.689535 nChanged 108 SP:Iteration 1F (53.744660 sec): 3 clusters Score: Raw -30529.949414 + Penalty 992.548037 = -29537.401378 nChanged 41 SP:Iteration 2F (53.745439 sec): 3 clusters Score: Raw -30578.936723 + Penalty 994.666951 = -29584.269772 nChanged 14 SP:Iteration 3Q (53.746210 sec): 3 clusters Score: Raw -30589.255525 + Penalty 994.364355 = -29594.891170 nChanged 5 SP:Iteration 4Q (53.747007 sec): 3 clusters Score: Raw -30593.978774 + Penalty 994.459399 = -29599.519375 nChanged 2 SP:Iteration 5Q (53.747775 sec): 3 clusters Score: Raw -30595.191242 + Penalty 995.341920 = -29599.849322 nChanged 2 SP:Iteration 6Q (53.748543 sec): 3 clusters Score: Raw -30596.168720 + Penalty 994.756927 = -29601.411793 nChanged 1 SP:Iteration 7Q (53.749309 sec): 3 clusters Score: Raw -30597.628799 + Penalty 996.021983 = -29601.606816 nChanged 1 SP:Iteration 8Q (53.750080 sec): 3 clusters Score: Raw -30599.535976 + Penalty 996.404980 = -29603.130996 nChanged 1 SP:Iteration 9Q (53.750867 sec): 3 clusters Score: Raw -30599.565014 + Penalty 996.798868 = -29602.766147 nChanged 1 SP:Iteration 10F (53.751640 sec): 3 clusters Score: Raw -30601.227299 + Penalty 995.341431 = -29605.885868 nChanged 2 SP:Iteration 11Q (53.752409 sec): 3 clusters Score: Raw -30602.431477 + Penalty 995.477795 = -29606.953682 nChanged 1 SP:Iteration 12Q (53.753176 sec): 3 clusters Score: Raw -30602.104450 + Penalty 995.477795 = -29606.626655 nChanged 0 SP:Iteration 13F (53.753949 sec): 3 clusters Score: Raw -30602.104450 + Penalty 995.477795 = -29606.626655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.755130 sec): 2 clusters Score: Raw -23359.823782 + Penalty 358.599754 = -23001.224028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.755832 sec): 3 clusters Score: Raw -23220.797429 + Penalty 710.519589 = -22510.277840 nChanged 88 SP:Iteration 1F (53.756523 sec): 3 clusters Score: Raw -23289.383132 + Penalty 707.259036 = -22582.124095 nChanged 32 SP:Iteration 2F (53.757213 sec): 3 clusters Score: Raw -23317.063206 + Penalty 706.425301 = -22610.637905 nChanged 20 SP:Iteration 3F (53.757902 sec): 3 clusters Score: Raw -23336.596944 + Penalty 709.961743 = -22626.635201 nChanged 14 SP:Iteration 4Q (53.758586 sec): 3 clusters Score: Raw -23346.621696 + Penalty 714.527176 = -22632.094520 nChanged 8 SP:Iteration 5Q (53.759268 sec): 3 clusters Score: Raw -23350.969114 + Penalty 717.585044 = -22633.384070 nChanged 6 SP:Iteration 6Q (53.759952 sec): 3 clusters Score: Raw -23354.095586 + Penalty 721.521333 = -22632.574253 nChanged 5 SP:Iteration 7F (53.760641 sec): 3 clusters Score: Raw -23355.773920 + Penalty 724.657518 = -22631.116402 nChanged 4 SP:Iteration 8F (53.761330 sec): 3 clusters Score: Raw -23357.133636 + Penalty 726.236182 = -22630.897454 nChanged 2 SP:Iteration 9F (53.762018 sec): 3 clusters Score: Raw -23357.801700 + Penalty 727.143243 = -22630.658457 nChanged 1 SP:Iteration 10F (53.762708 sec): 3 clusters Score: Raw -23358.052002 + Penalty 727.143243 = -22630.908759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.764339 sec): 2 clusters Score: Raw -33735.383174 + Penalty 566.403771 = -33168.979404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.765403 sec): 3 clusters Score: Raw -33554.673417 + Penalty 1136.352724 = -32418.320693 nChanged 141 SP:Iteration 1F (53.766409 sec): 3 clusters Score: Raw -33701.826896 + Penalty 1146.046168 = -32555.780727 nChanged 55 SP:Iteration 2F (53.767411 sec): 3 clusters Score: Raw -33792.175449 + Penalty 1161.334233 = -32630.841216 nChanged 31 SP:Iteration 3F (53.768412 sec): 3 clusters Score: Raw -33870.805085 + Penalty 1185.061501 = -32685.743584 nChanged 24 SP:Iteration 4F (53.769407 sec): 3 clusters Score: Raw -33920.454298 + Penalty 1202.237781 = -32718.216517 nChanged 14 SP:Iteration 5Q (53.770313 sec): 3 clusters Score: Raw -33947.978039 + Penalty 1215.483690 = -32732.494349 nChanged 15 SP:Iteration 6Q (53.771207 sec): 3 clusters Score: Raw -33972.373447 + Penalty 1222.922230 = -32749.451216 nChanged 10 SP:Iteration 7Q (53.772091 sec): 3 clusters Score: Raw -33982.770015 + Penalty 1228.914843 = -32753.855173 nChanged 6 SP:Iteration 8Q (53.772969 sec): 3 clusters Score: Raw -33993.209924 + Penalty 1229.840082 = -32763.369842 nChanged 1 SP:Iteration 9Q (53.773863 sec): 3 clusters Score: Raw -33993.680076 + Penalty 1230.260309 = -32763.419768 nChanged 1 SP:Iteration 10F (53.774825 sec): 3 clusters Score: Raw -33994.369301 + Penalty 1230.260309 = -32764.108992 nChanged 0 Deleting Class 17 (14 points): Lose 204.938490 but Gain 509.926621 Iteration 154F (54.241533 sec): 34 clusters Score: Raw -2155350.947019 + Penalty 30485.552879 = -2124865.394140 nChanged 216 Iteration 155F (54.687039 sec): 34 clusters Score: Raw -2155582.639692 + Penalty 30518.921660 = -2125063.718031 nChanged 128 Iteration 156Q (54.776258 sec): 34 clusters Score: Raw -2155673.600047 + Penalty 30529.310478 = -2125144.289570 nChanged 106 Iteration 157Q (54.866095 sec): 34 clusters Score: Raw -2155707.274881 + Penalty 30543.890922 = -2125163.383959 nChanged 78 Iteration 158Q (54.954098 sec): 34 clusters Score: Raw -2155729.021160 + Penalty 30547.194266 = -2125181.826894 nChanged 58 Iteration 159Q (55.041449 sec): 34 clusters Score: Raw -2155747.148285 + Penalty 30561.232549 = -2125185.915735 nChanged 42 Iteration 160F (55.480015 sec): 34 clusters Score: Raw -2155762.616662 + Penalty 30567.602959 = -2125195.013703 nChanged 34 Iteration 161Q (55.567552 sec): 34 clusters Score: Raw -2155770.558973 + Penalty 30566.768862 = -2125203.790112 nChanged 24 Iteration 162Q (55.655751 sec): 34 clusters Score: Raw -2155776.396529 + Penalty 30564.726948 = -2125211.669581 nChanged 17 Iteration 163Q (55.745717 sec): 34 clusters Score: Raw -2155780.728329 + Penalty 30564.849930 = -2125215.878399 nChanged 17 Iteration 164Q (55.833995 sec): 34 clusters Score: Raw -2155785.835530 + Penalty 30566.775389 = -2125219.060141 nChanged 11 Iteration 165Q (55.921189 sec): 34 clusters Score: Raw -2155788.777843 + Penalty 30567.590760 = -2125221.187083 nChanged 5 Iteration 166Q (56.009269 sec): 34 clusters Score: Raw -2155789.886227 + Penalty 30567.661463 = -2125222.224763 nChanged 1 Iteration 167Q (56.097794 sec): 34 clusters Score: Raw -2155790.067924 + Penalty 30567.754481 = -2125222.313443 nChanged 1 Iteration 168Q (56.184487 sec): 34 clusters Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236 nChanged 0 Iteration 169F (56.620288 sec): 34 clusters Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.679071 sec): 2 clusters Score: Raw -101006.115877 + Penalty 311.333747 = -100694.782131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.681560 sec): 3 clusters Score: Raw -100281.370923 + Penalty 636.123176 = -99645.247747 nChanged 522 SP:Iteration 1F (56.683895 sec): 3 clusters Score: Raw -100664.274128 + Penalty 650.144751 = -100014.129377 nChanged 139 SP:Iteration 2F (56.686377 sec): 3 clusters Score: Raw -100797.786693 + Penalty 662.571058 = -100135.215634 nChanged 95 SP:Iteration 3F (56.688745 sec): 3 clusters Score: Raw -100901.583167 + Penalty 668.114057 = -100233.469110 nChanged 54 SP:Iteration 4Q (56.690993 sec): 3 clusters Score: Raw -100957.214903 + Penalty 669.287963 = -100287.926941 nChanged 33 SP:Iteration 5Q (56.693224 sec): 3 clusters Score: Raw -100999.364123 + Penalty 670.777682 = -100328.586442 nChanged 26 SP:Iteration 6Q (56.695389 sec): 3 clusters Score: Raw -101014.230864 + Penalty 667.207857 = -100347.023006 nChanged 19 SP:Iteration 7Q (56.697461 sec): 3 clusters Score: Raw -101022.965373 + Penalty 667.969926 = -100354.995447 nChanged 15 SP:Iteration 8Q (56.699526 sec): 3 clusters Score: Raw -101030.588415 + Penalty 667.111273 = -100363.477142 nChanged 6 SP:Iteration 9Q (56.701573 sec): 3 clusters Score: Raw -101036.752520 + Penalty 667.039019 = -100369.713501 nChanged 3 SP:Iteration 10F (56.703900 sec): 3 clusters Score: Raw -101038.704575 + Penalty 662.616906 = -100376.087668 nChanged 6 SP:Iteration 11Q (56.706120 sec): 3 clusters Score: Raw -101045.312681 + Penalty 654.746068 = -100390.566612 nChanged 5 SP:Iteration 12Q (56.708303 sec): 3 clusters Score: Raw -101053.137386 + Penalty 654.028940 = -100399.108446 nChanged 2 SP:Iteration 13Q (56.710333 sec): 3 clusters Score: Raw -101055.064266 + Penalty 653.788349 = -100401.275917 nChanged 3 SP:Iteration 14Q (56.712329 sec): 3 clusters Score: Raw -101056.697868 + Penalty 653.279047 = -100403.418821 nChanged 1 SP:Iteration 15Q (56.714316 sec): 3 clusters Score: Raw -101056.788779 + Penalty 654.018482 = -100402.770297 nChanged 1 SP:Iteration 16F (56.716601 sec): 3 clusters Score: Raw -101056.903156 + Penalty 654.018482 = -100402.884674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.717241 sec): 2 clusters Score: Raw -1838.275793 + Penalty 56.570737 = -1781.705056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.717505 sec): 3 clusters Score: Raw -1876.153389 + Penalty 110.332953 = -1765.820437 nChanged 6 SP:Iteration 1F (56.717763 sec): 3 clusters Score: Raw -1895.580372 + Penalty 110.486433 = -1785.093939 nChanged 1 SP:Iteration 2Q (56.718013 sec): 3 clusters Score: Raw -1900.472412 + Penalty 110.486433 = -1789.985979 nChanged 0 SP:Iteration 3F (56.718268 sec): 3 clusters Score: Raw -1900.472412 + Penalty 110.486433 = -1789.985979 nChanged 0 Score: Raw -2167295.800225 + Penalty 30732.618752 = -2136563.181473 Splitting cluster 2 changes total score from -2125222.507236 to -2136563.181473 So it's getting split into cluster 17. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.166406 sec): 2 clusters Score: Raw -56692.400123 + Penalty 597.977497 = -56094.422626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.167845 sec): 3 clusters Score: Raw -56375.213030 + Penalty 1190.253310 = -55184.959719 nChanged 216 SP:Iteration 1F (57.169209 sec): 3 clusters Score: Raw -56541.807366 + Penalty 1181.306087 = -55360.501278 nChanged 82 SP:Iteration 2F (57.170567 sec): 3 clusters Score: Raw -56644.726524 + Penalty 1179.720759 = -55465.005765 nChanged 56 SP:Iteration 3F (57.171923 sec): 3 clusters Score: Raw -56705.040446 + Penalty 1175.550062 = -55529.490384 nChanged 38 SP:Iteration 4F (57.173400 sec): 3 clusters Score: Raw -56747.614484 + Penalty 1172.987485 = -55574.626999 nChanged 30 SP:Iteration 5Q (57.174808 sec): 3 clusters Score: Raw -56807.117295 + Penalty 1177.184141 = -55629.933154 nChanged 40 SP:Iteration 6F (57.176241 sec): 3 clusters Score: Raw -56908.170633 + Penalty 1185.219834 = -55722.950799 nChanged 33 SP:Iteration 7F (57.177637 sec): 3 clusters Score: Raw -56967.211802 + Penalty 1190.540297 = -55776.671505 nChanged 23 SP:Iteration 8Q (57.178836 sec): 3 clusters Score: Raw -57029.357637 + Penalty 1194.868921 = -55834.488717 nChanged 22 SP:Iteration 9Q (57.180011 sec): 3 clusters Score: Raw -57098.521979 + Penalty 1197.877198 = -55900.644781 nChanged 21 SP:Iteration 10F (57.181352 sec): 3 clusters Score: Raw -57217.887090 + Penalty 1199.079969 = -56018.807121 nChanged 8 SP:Iteration 11Q (57.182468 sec): 3 clusters Score: Raw -57269.525992 + Penalty 1199.589045 = -56069.936947 nChanged 4 SP:Iteration 12Q (57.183564 sec): 3 clusters Score: Raw -57280.098804 + Penalty 1200.243650 = -56079.855154 nChanged 3 SP:Iteration 13Q (57.184658 sec): 3 clusters Score: Raw -57284.206048 + Penalty 1200.243650 = -56083.962398 nChanged 0 SP:Iteration 14F (57.186025 sec): 3 clusters Score: Raw -57284.206048 + Penalty 1200.243650 = -56083.962398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.187344 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.188140 sec): 3 clusters Score: Raw -24641.500634 + Penalty 113.076432 = -24528.424202 nChanged 129 SP:Iteration 1F (57.188887 sec): 3 clusters Score: Raw -24772.180156 + Penalty 113.151918 = -24659.028237 nChanged 8 SP:Iteration 2Q (57.189632 sec): 3 clusters Score: Raw -24777.993717 + Penalty 113.188488 = -24664.805229 nChanged 2 SP:Iteration 3Q (57.190375 sec): 3 clusters Score: Raw -24777.996322 + Penalty 113.180365 = -24664.815956 nChanged 2 SP:Iteration 4Q (57.191119 sec): 3 clusters Score: Raw -24777.460396 + Penalty 113.142129 = -24664.318267 nChanged 1 SP:Iteration 5F (57.191862 sec): 3 clusters Score: Raw -24777.215946 + Penalty 113.281479 = -24663.934467 nChanged 5 SP:Iteration 6F (57.192610 sec): 3 clusters Score: Raw -24776.728711 + Penalty 112.760915 = -24663.967796 nChanged 6 SP:Iteration 7Q (57.193352 sec): 3 clusters Score: Raw -24778.011632 + Penalty 112.847207 = -24665.164425 nChanged 8 SP:Iteration 8Q (57.194095 sec): 3 clusters Score: Raw -24778.495406 + Penalty 113.439593 = -24665.055813 nChanged 8 SP:Iteration 9F (57.194841 sec): 3 clusters Score: Raw -24779.981217 + Penalty 113.788403 = -24666.192814 nChanged 12 SP:Iteration 10F (57.195571 sec): 3 clusters Score: Raw -24783.949268 + Penalty 112.398215 = -24671.551053 nChanged 12 SP:Iteration 11Q (57.196290 sec): 3 clusters Score: Raw -24784.435827 + Penalty 114.163445 = -24670.272383 nChanged 15 SP:Iteration 12F (57.197112 sec): 3 clusters Score: Raw -24789.956965 + Penalty 110.919197 = -24679.037768 nChanged 18 SP:Iteration 13F (57.197854 sec): 3 clusters Score: Raw -24805.114450 + Penalty 91.655765 = -24713.458685 nChanged 18 SP:Iteration 14F (57.198537 sec): 3 clusters Score: Raw -24828.351730 + Penalty 58.136081 = -24770.215649 nChanged 2 SP:Iteration 15Q (57.199139 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP:Iteration 16F (57.199735 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.203390 sec): 2 clusters Score: Raw -57850.351899 + Penalty 315.329661 = -57535.022238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.204890 sec): 3 clusters Score: Raw -57412.497689 + Penalty 596.206501 = -56816.291187 nChanged 304 SP:Iteration 1F (57.206424 sec): 3 clusters Score: Raw -57674.234842 + Penalty 590.348750 = -57083.886092 nChanged 72 SP:Iteration 2F (57.207928 sec): 3 clusters Score: Raw -57705.880988 + Penalty 597.872466 = -57108.008521 nChanged 32 SP:Iteration 3Q (57.209384 sec): 3 clusters Score: Raw -57726.580189 + Penalty 604.996163 = -57121.584026 nChanged 24 SP:Iteration 4Q (57.210762 sec): 3 clusters Score: Raw -57744.863145 + Penalty 612.821034 = -57132.042111 nChanged 24 SP:Iteration 5Q (57.212121 sec): 3 clusters Score: Raw -57757.839472 + Penalty 622.014177 = -57135.825295 nChanged 17 SP:Iteration 6Q (57.213463 sec): 3 clusters Score: Raw -57766.156198 + Penalty 629.824072 = -57136.332127 nChanged 15 SP:Iteration 7Q (57.214799 sec): 3 clusters Score: Raw -57770.966900 + Penalty 631.113630 = -57139.853270 nChanged 8 SP:Iteration 8Q (57.216130 sec): 3 clusters Score: Raw -57772.351894 + Penalty 635.299004 = -57137.052890 nChanged 7 SP:Iteration 9F (57.217560 sec): 3 clusters Score: Raw -57774.421145 + Penalty 636.492552 = -57137.928593 nChanged 8 SP:Iteration 10F (57.218997 sec): 3 clusters Score: Raw -57776.537874 + Penalty 638.900992 = -57137.636882 nChanged 4 SP:Iteration 11F (57.220419 sec): 3 clusters Score: Raw -57777.663998 + Penalty 639.198935 = -57138.465064 nChanged 3 SP:Iteration 12Q (57.221759 sec): 3 clusters Score: Raw -57777.527758 + Penalty 639.134987 = -57138.392771 nChanged 4 SP:Iteration 13F (57.223204 sec): 3 clusters Score: Raw -57777.498862 + Penalty 639.023468 = -57138.475395 nChanged 3 SP:Iteration 14Q (57.224596 sec): 3 clusters Score: Raw -57777.588937 + Penalty 640.092909 = -57137.496028 nChanged 3 SP:Iteration 15F (57.226023 sec): 3 clusters Score: Raw -57777.646697 + Penalty 640.092909 = -57137.553787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.230251 sec): 2 clusters Score: Raw -69455.423381 + Penalty 752.249852 = -68703.173529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.231912 sec): 3 clusters Score: Raw -69106.567920 + Penalty 1508.025137 = -67598.542783 nChanged 261 SP:Iteration 1F (57.233485 sec): 3 clusters Score: Raw -69368.454267 + Penalty 1523.887149 = -67844.567117 nChanged 100 SP:Iteration 2F (57.235032 sec): 3 clusters Score: Raw -69478.134396 + Penalty 1551.798074 = -67926.336322 nChanged 68 SP:Iteration 3F (57.236580 sec): 3 clusters Score: Raw -69588.458075 + Penalty 1584.062074 = -68004.396000 nChanged 58 SP:Iteration 4F (57.238122 sec): 3 clusters Score: Raw -69667.422549 + Penalty 1606.505522 = -68060.917027 nChanged 35 SP:Iteration 5Q (57.239770 sec): 3 clusters Score: Raw -69716.776156 + Penalty 1618.183157 = -68098.592999 nChanged 24 SP:Iteration 6Q (57.241339 sec): 3 clusters Score: Raw -69749.094567 + Penalty 1625.406945 = -68123.687622 nChanged 13 SP:Iteration 7Q (57.242873 sec): 3 clusters Score: Raw -69759.622402 + Penalty 1628.658399 = -68130.964003 nChanged 5 SP:Iteration 8Q (57.244315 sec): 3 clusters Score: Raw -69762.847314 + Penalty 1630.029993 = -68132.817322 nChanged 2 SP:Iteration 9Q (57.245737 sec): 3 clusters Score: Raw -69763.490637 + Penalty 1630.013086 = -68133.477552 nChanged 1 SP:Iteration 10F (57.247274 sec): 3 clusters Score: Raw -69764.145463 + Penalty 1630.013086 = -68134.132378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.249166 sec): 2 clusters Score: Raw -38470.332562 + Penalty 327.074144 = -38143.258418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.250305 sec): 3 clusters Score: Raw -38251.336428 + Penalty 640.428286 = -37610.908142 nChanged 178 SP:Iteration 1F (57.251385 sec): 3 clusters Score: Raw -38527.486038 + Penalty 629.418719 = -37898.067320 nChanged 59 SP:Iteration 2F (57.252434 sec): 3 clusters Score: Raw -38603.989388 + Penalty 622.923165 = -37981.066223 nChanged 26 SP:Iteration 3F (57.253483 sec): 3 clusters Score: Raw -38629.512106 + Penalty 620.481155 = -38009.030951 nChanged 14 SP:Iteration 4Q (57.254469 sec): 3 clusters Score: Raw -38651.439576 + Penalty 620.250459 = -38031.189117 nChanged 9 SP:Iteration 5Q (57.255412 sec): 3 clusters Score: Raw -38656.419741 + Penalty 623.670967 = -38032.748773 nChanged 6 SP:Iteration 6Q (57.256375 sec): 3 clusters Score: Raw -38659.180066 + Penalty 626.376600 = -38032.803466 nChanged 5 SP:Iteration 7Q (57.257304 sec): 3 clusters Score: Raw -38661.170192 + Penalty 628.028469 = -38033.141722 nChanged 3 SP:Iteration 8Q (57.258283 sec): 3 clusters Score: Raw -38662.647849 + Penalty 631.032327 = -38031.615522 nChanged 5 SP:Iteration 9F (57.259328 sec): 3 clusters Score: Raw -38664.813442 + Penalty 630.991989 = -38033.821452 nChanged 2 SP:Iteration 10F (57.260371 sec): 3 clusters Score: Raw -38667.886372 + Penalty 632.003543 = -38035.882828 nChanged 2 SP:Iteration 11Q (57.261326 sec): 3 clusters Score: Raw -38668.324774 + Penalty 632.556697 = -38035.768077 nChanged 1 SP:Iteration 12F (57.262367 sec): 3 clusters Score: Raw -38668.553650 + Penalty 633.155878 = -38035.397772 nChanged 1 SP:Iteration 13F (57.263409 sec): 3 clusters Score: Raw -38668.891774 + Penalty 633.155878 = -38035.735896 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.303436 sec): 2 clusters Score: Raw -725985.342837 + Penalty 299.254516 = -725686.088321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.321448 sec): 3 clusters Score: Raw -719720.298892 + Penalty 674.996870 = -719045.302022 nChanged 4386 SP:Iteration 1F (57.339213 sec): 3 clusters Score: Raw -724193.564152 + Penalty 793.371654 = -723400.192497 nChanged 1328 SP:Iteration 2F (57.356897 sec): 3 clusters Score: Raw -725751.131421 + Penalty 865.516137 = -724885.615285 nChanged 195 SP:Iteration 3Q (57.371469 sec): 3 clusters Score: Raw -725957.724662 + Penalty 881.623137 = -725076.101525 nChanged 32 SP:Iteration 4Q (57.385989 sec): 3 clusters Score: Raw -725995.543020 + Penalty 838.450720 = -725157.092300 nChanged 8 SP:Iteration 5Q (57.400094 sec): 3 clusters Score: Raw -726001.953804 + Penalty 835.865269 = -725166.088535 nChanged 4 SP:Iteration 6Q (57.414503 sec): 3 clusters Score: Raw -726004.480552 + Penalty 825.578872 = -725178.901680 nChanged 2 SP:Iteration 7Q (57.428243 sec): 3 clusters Score: Raw -726006.863632 + Penalty 825.578872 = -725181.284759 nChanged 0 SP:Iteration 8F (57.446209 sec): 3 clusters Score: Raw -726006.863632 + Penalty 825.578872 = -725181.284759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.451297 sec): 2 clusters Score: Raw -2146.885439 + Penalty 59.686916 = -2087.198523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.451586 sec): 3 clusters Score: Raw -2190.202627 + Penalty 124.301238 = -2065.901389 nChanged 6 SP:Iteration 1F (57.451872 sec): 3 clusters Score: Raw -2205.299856 + Penalty 127.538510 = -2077.761346 nChanged 1 SP:Iteration 2Q (57.452139 sec): 3 clusters Score: Raw -2205.882205 + Penalty 127.538510 = -2078.343694 nChanged 0 SP:Iteration 3F (57.452411 sec): 3 clusters Score: Raw -2205.882205 + Penalty 127.538510 = -2078.343694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.457264 sec): 2 clusters Score: Raw -86609.712741 + Penalty 484.228616 = -86125.484125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.459250 sec): 3 clusters Score: Raw -86084.872996 + Penalty 977.287224 = -85107.585772 nChanged 399 SP:Iteration 1F (57.461298 sec): 3 clusters Score: Raw -86361.920498 + Penalty 996.079789 = -85365.840710 nChanged 111 SP:Iteration 2F (57.463226 sec): 3 clusters Score: Raw -86462.710177 + Penalty 1021.925976 = -85440.784201 nChanged 91 SP:Iteration 3F (57.465149 sec): 3 clusters Score: Raw -86542.116137 + Penalty 1052.529685 = -85489.586452 nChanged 63 SP:Iteration 4F (57.467078 sec): 3 clusters Score: Raw -86596.485775 + Penalty 1077.992079 = -85518.493696 nChanged 40 SP:Iteration 5Q (57.469138 sec): 3 clusters Score: Raw -86631.277445 + Penalty 1098.768262 = -85532.509183 nChanged 28 SP:Iteration 6Q (57.471066 sec): 3 clusters Score: Raw -86657.934901 + Penalty 1106.183614 = -85551.751287 nChanged 22 SP:Iteration 7Q (57.472963 sec): 3 clusters Score: Raw -86685.755406 + Penalty 1121.734602 = -85564.020804 nChanged 25 SP:Iteration 8Q (57.474996 sec): 3 clusters Score: Raw -86709.392178 + Penalty 1123.345160 = -85586.047018 nChanged 23 SP:Iteration 9Q (57.477029 sec): 3 clusters Score: Raw -86729.217458 + Penalty 1127.006544 = -85602.210914 nChanged 13 SP:Iteration 10F (57.479112 sec): 3 clusters Score: Raw -86747.507872 + Penalty 1125.785813 = -85621.722059 nChanged 12 SP:Iteration 11Q (57.480894 sec): 3 clusters Score: Raw -86756.896005 + Penalty 1125.726823 = -85631.169182 nChanged 8 SP:Iteration 12Q (57.482654 sec): 3 clusters Score: Raw -86760.750928 + Penalty 1125.570343 = -85635.180585 nChanged 3 SP:Iteration 13Q (57.484401 sec): 3 clusters Score: Raw -86762.416093 + Penalty 1127.476634 = -85634.939460 nChanged 2 SP:Iteration 14F (57.486333 sec): 3 clusters Score: Raw -86763.678737 + Penalty 1125.908711 = -85637.770025 nChanged 2 SP:Iteration 15Q (57.488104 sec): 3 clusters Score: Raw -86764.440347 + Penalty 1125.184775 = -85639.255571 nChanged 1 SP:Iteration 16Q (57.489854 sec): 3 clusters Score: Raw -86764.693528 + Penalty 1123.842353 = -85640.851175 nChanged 1 SP:Iteration 17Q (57.491621 sec): 3 clusters Score: Raw -86764.927187 + Penalty 1122.960355 = -85641.966832 nChanged 1 SP:Iteration 18Q (57.493385 sec): 3 clusters Score: Raw -86765.134976 + Penalty 1122.960355 = -85642.174621 nChanged 0 SP:Iteration 19F (57.495371 sec): 3 clusters Score: Raw -86765.134976 + Penalty 1122.960355 = -85642.174621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.497692 sec): 2 clusters Score: Raw -32247.937448 + Penalty 956.340356 = -31291.597092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.498641 sec): 3 clusters Score: Raw -32237.505092 + Penalty 1912.017510 = -30325.487582 nChanged 96 SP:Iteration 1F (57.499596 sec): 3 clusters Score: Raw -32467.311402 + Penalty 1912.313714 = -30554.997688 nChanged 33 SP:Iteration 2F (57.500529 sec): 3 clusters Score: Raw -32602.146326 + Penalty 1911.947989 = -30690.198337 nChanged 27 SP:Iteration 3F (57.501482 sec): 3 clusters Score: Raw -32700.042115 + Penalty 1911.920774 = -30788.121341 nChanged 23 SP:Iteration 4F (57.502421 sec): 3 clusters Score: Raw -32766.770777 + Penalty 1911.667474 = -30855.103303 nChanged 9 SP:Iteration 5Q (57.503261 sec): 3 clusters Score: Raw -32787.080875 + Penalty 1911.775905 = -30875.304969 nChanged 8 SP:Iteration 6Q (57.504126 sec): 3 clusters Score: Raw -32811.100395 + Penalty 1912.118158 = -30898.982237 nChanged 8 SP:Iteration 7Q (57.505007 sec): 3 clusters Score: Raw -32828.603449 + Penalty 1912.501799 = -30916.101650 nChanged 6 SP:Iteration 8Q (57.505873 sec): 3 clusters Score: Raw -32845.949429 + Penalty 1912.979629 = -30932.969800 nChanged 7 SP:Iteration 9Q (57.506732 sec): 3 clusters Score: Raw -32860.979930 + Penalty 1913.099709 = -30947.880221 nChanged 2 SP:Iteration 10F (57.507706 sec): 3 clusters Score: Raw -32879.863883 + Penalty 1913.099709 = -30966.764173 nChanged 2 SP:Iteration 11Q (57.508562 sec): 3 clusters Score: Raw -32892.314907 + Penalty 1913.228248 = -30979.086659 nChanged 3 SP:Iteration 12Q (57.509377 sec): 3 clusters Score: Raw -32899.465493 + Penalty 1913.292985 = -30986.172509 nChanged 1 SP:Iteration 13Q (57.510191 sec): 3 clusters Score: Raw -32901.155461 + Penalty 1913.292985 = -30987.862476 nChanged 0 SP:Iteration 14F (57.511123 sec): 3 clusters Score: Raw -32901.155461 + Penalty 1913.292985 = -30987.862476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.512906 sec): 2 clusters Score: Raw -27536.267105 + Penalty 323.480746 = -27212.786359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.513688 sec): 3 clusters Score: Raw -27368.022387 + Penalty 650.875118 = -26717.147269 nChanged 117 SP:Iteration 1F (57.514458 sec): 3 clusters Score: Raw -27466.923434 + Penalty 650.360480 = -26816.562954 nChanged 27 SP:Iteration 2F (57.515228 sec): 3 clusters Score: Raw -27492.991969 + Penalty 649.954991 = -26843.036978 nChanged 12 SP:Iteration 3Q (57.515989 sec): 3 clusters Score: Raw -27497.776348 + Penalty 649.809800 = -26847.966548 nChanged 5 SP:Iteration 4Q (57.516743 sec): 3 clusters Score: Raw -27499.041848 + Penalty 649.910206 = -26849.131643 nChanged 5 SP:Iteration 5Q (57.517495 sec): 3 clusters Score: Raw -27500.282242 + Penalty 650.037043 = -26850.245198 nChanged 2 SP:Iteration 6Q (57.518248 sec): 3 clusters Score: Raw -27500.793251 + Penalty 651.158163 = -26849.635088 nChanged 4 SP:Iteration 7F (57.519016 sec): 3 clusters Score: Raw -27502.382120 + Penalty 652.335759 = -26850.046361 nChanged 5 SP:Iteration 8Q (57.519768 sec): 3 clusters Score: Raw -27504.312818 + Penalty 653.466920 = -26850.845898 nChanged 7 SP:Iteration 9Q (57.520549 sec): 3 clusters Score: Raw -27507.886814 + Penalty 654.879245 = -26853.007569 nChanged 3 SP:Iteration 10F (57.521319 sec): 3 clusters Score: Raw -27509.008961 + Penalty 653.584960 = -26855.424001 nChanged 2 SP:Iteration 11Q (57.522065 sec): 3 clusters Score: Raw -27509.423666 + Penalty 654.451688 = -26854.971978 nChanged 4 SP:Iteration 12F (57.522834 sec): 3 clusters Score: Raw -27511.094619 + Penalty 655.004516 = -26856.090103 nChanged 2 SP:Iteration 13Q (57.523595 sec): 3 clusters Score: Raw -27511.934644 + Penalty 655.024945 = -26856.909699 nChanged 1 SP:Iteration 14Q (57.524333 sec): 3 clusters Score: Raw -27511.786195 + Penalty 655.024945 = -26856.761250 nChanged 0 SP:Iteration 15F (57.525122 sec): 3 clusters Score: Raw -27511.786195 + Penalty 655.024945 = -26856.761250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.526929 sec): 2 clusters Score: Raw -14729.107060 + Penalty 306.987722 = -14422.119338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.527519 sec): 3 clusters Score: Raw -14731.986782 + Penalty 618.698047 = -14113.288735 nChanged 50 SP:Iteration 1F (57.528098 sec): 3 clusters Score: Raw -14802.577705 + Penalty 619.879782 = -14182.697923 nChanged 13 SP:Iteration 2F (57.528678 sec): 3 clusters Score: Raw -14826.363831 + Penalty 615.152280 = -14211.211551 nChanged 11 SP:Iteration 3F (57.529256 sec): 3 clusters Score: Raw -14850.916708 + Penalty 607.615620 = -14243.301088 nChanged 8 SP:Iteration 4Q (57.529807 sec): 3 clusters Score: Raw -14864.755908 + Penalty 606.023133 = -14258.732775 nChanged 5 SP:Iteration 5Q (57.530355 sec): 3 clusters Score: Raw -14871.100061 + Penalty 607.090268 = -14264.009792 nChanged 5 SP:Iteration 6Q (57.530901 sec): 3 clusters Score: Raw -14873.882511 + Penalty 609.771489 = -14264.111023 nChanged 2 SP:Iteration 7Q (57.531446 sec): 3 clusters Score: Raw -14874.841265 + Penalty 609.771489 = -14265.069777 nChanged 0 SP:Iteration 8F (57.532022 sec): 3 clusters Score: Raw -14874.841265 + Penalty 609.771489 = -14265.069777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.534892 sec): 2 clusters Score: Raw -58230.758344 + Penalty 544.492487 = -57686.265856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.536322 sec): 3 clusters Score: Raw -57857.917680 + Penalty 1151.272833 = -56706.644846 nChanged 259 SP:Iteration 1F (57.537735 sec): 3 clusters Score: Raw -58101.335793 + Penalty 1188.215983 = -56913.119810 nChanged 71 SP:Iteration 2F (57.539243 sec): 3 clusters Score: Raw -58174.454459 + Penalty 1215.688275 = -56958.766184 nChanged 37 SP:Iteration 3F (57.540756 sec): 3 clusters Score: Raw -58211.258533 + Penalty 1240.121583 = -56971.136950 nChanged 27 SP:Iteration 4Q (57.542238 sec): 3 clusters Score: Raw -58239.776200 + Penalty 1261.539443 = -56978.236757 nChanged 19 SP:Iteration 5Q (57.543639 sec): 3 clusters Score: Raw -58255.935419 + Penalty 1273.735252 = -56982.200167 nChanged 8 SP:Iteration 6Q (57.544906 sec): 3 clusters Score: Raw -58262.798940 + Penalty 1278.391292 = -56984.407648 nChanged 8 SP:Iteration 7Q (57.546195 sec): 3 clusters Score: Raw -58272.204626 + Penalty 1282.292383 = -56989.912243 nChanged 6 SP:Iteration 8Q (57.547441 sec): 3 clusters Score: Raw -58274.939334 + Penalty 1293.095990 = -56981.843344 nChanged 4 SP:Iteration 9F (57.548800 sec): 3 clusters Score: Raw -58278.074131 + Penalty 1296.551903 = -56981.522228 nChanged 2 SP:Iteration 10F (57.550151 sec): 3 clusters Score: Raw -58279.925935 + Penalty 1305.639031 = -56974.286904 nChanged 1 SP:Iteration 11F (57.551552 sec): 3 clusters Score: Raw -58281.599876 + Penalty 1322.815343 = -56958.784534 nChanged 2 SP:Iteration 12F (57.552888 sec): 3 clusters Score: Raw -58283.843541 + Penalty 1328.596445 = -56955.247096 nChanged 2 SP:Iteration 13F (57.554286 sec): 3 clusters Score: Raw -58284.683659 + Penalty 1328.596445 = -56956.087214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.557495 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.559097 sec): 3 clusters Score: Raw -67597.065979 + Penalty 2138.688311 = -65458.377668 nChanged 216 SP:Iteration 1F (57.560637 sec): 3 clusters Score: Raw -67865.946174 + Penalty 2138.396728 = -65727.549445 nChanged 69 SP:Iteration 2F (57.562200 sec): 3 clusters Score: Raw -67962.345753 + Penalty 2137.934598 = -65824.411155 nChanged 47 SP:Iteration 3F (57.563746 sec): 3 clusters Score: Raw -68024.988257 + Penalty 2137.554187 = -65887.434071 nChanged 34 SP:Iteration 4Q (57.565248 sec): 3 clusters Score: Raw -68076.821136 + Penalty 2137.385392 = -65939.435743 nChanged 27 SP:Iteration 5Q (57.566764 sec): 3 clusters Score: Raw -68109.571628 + Penalty 2137.461836 = -65972.109792 nChanged 11 SP:Iteration 6Q (57.568249 sec): 3 clusters Score: Raw -68124.305566 + Penalty 2137.405061 = -65986.900505 nChanged 4 SP:Iteration 7Q (57.569719 sec): 3 clusters Score: Raw -68129.194356 + Penalty 2137.405061 = -65991.789295 nChanged 0 SP:Iteration 8F (57.571250 sec): 3 clusters Score: Raw -68129.194356 + Penalty 2137.405061 = -65991.789295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.585249 sec): 2 clusters Score: Raw -175649.369319 + Penalty 627.650377 = -175021.718943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.589099 sec): 3 clusters Score: Raw -174448.877577 + Penalty 1258.051585 = -173190.825992 nChanged 837 SP:Iteration 1F (57.593021 sec): 3 clusters Score: Raw -174977.667162 + Penalty 1260.029239 = -173717.637923 nChanged 251 SP:Iteration 2F (57.596878 sec): 3 clusters Score: Raw -175114.659909 + Penalty 1261.808868 = -173852.851041 nChanged 143 SP:Iteration 3F (57.600594 sec): 3 clusters Score: Raw -175191.977560 + Penalty 1262.221115 = -173929.756444 nChanged 113 SP:Iteration 4F (57.604422 sec): 3 clusters Score: Raw -175249.385180 + Penalty 1262.503662 = -173986.881518 nChanged 87 SP:Iteration 5Q (57.608514 sec): 3 clusters Score: Raw -175285.260093 + Penalty 1265.015772 = -174020.244321 nChanged 62 SP:Iteration 6Q (57.612492 sec): 3 clusters Score: Raw -175312.222750 + Penalty 1266.772825 = -174045.449925 nChanged 54 SP:Iteration 7Q (57.616214 sec): 3 clusters Score: Raw -175333.645219 + Penalty 1268.741103 = -174064.904116 nChanged 50 SP:Iteration 8Q (57.620031 sec): 3 clusters Score: Raw -175352.310261 + Penalty 1270.467401 = -174081.842860 nChanged 31 SP:Iteration 9Q (57.623775 sec): 3 clusters Score: Raw -175362.208231 + Penalty 1271.163392 = -174091.044839 nChanged 31 SP:Iteration 10F (57.627485 sec): 3 clusters Score: Raw -175370.420067 + Penalty 1272.974907 = -174097.445159 nChanged 28 SP:Iteration 11Q (57.631264 sec): 3 clusters Score: Raw -175375.495090 + Penalty 1273.952413 = -174101.542678 nChanged 16 SP:Iteration 12Q (57.635037 sec): 3 clusters Score: Raw -175378.537060 + Penalty 1275.789707 = -174102.747353 nChanged 16 SP:Iteration 13Q (57.638860 sec): 3 clusters Score: Raw -175382.216893 + Penalty 1278.725594 = -174103.491299 nChanged 23 SP:Iteration 14Q (57.642898 sec): 3 clusters Score: Raw -175388.474008 + Penalty 1281.481605 = -174106.992403 nChanged 27 SP:Iteration 15Q (57.646609 sec): 3 clusters Score: Raw -175396.275456 + Penalty 1285.857821 = -174110.417635 nChanged 24 SP:Iteration 16Q (57.650297 sec): 3 clusters Score: Raw -175404.410029 + Penalty 1290.273557 = -174114.136472 nChanged 20 SP:Iteration 17Q (57.653979 sec): 3 clusters Score: Raw -175408.841841 + Penalty 1292.845635 = -174115.996207 nChanged 19 SP:Iteration 18Q (57.657679 sec): 3 clusters Score: Raw -175413.039786 + Penalty 1296.173507 = -174116.866279 nChanged 23 SP:Iteration 19Q (57.661389 sec): 3 clusters Score: Raw -175418.306549 + Penalty 1299.016466 = -174119.290083 nChanged 24 SP:Iteration 20F (57.665118 sec): 3 clusters Score: Raw -175423.955459 + Penalty 1301.620092 = -174122.335367 nChanged 23 SP:Iteration 21Q (57.668942 sec): 3 clusters Score: Raw -175429.515243 + Penalty 1301.196897 = -174128.318346 nChanged 18 SP:Iteration 22Q (57.672799 sec): 3 clusters Score: Raw -175436.341870 + Penalty 1301.729240 = -174134.612629 nChanged 24 SP:Iteration 23Q (57.676857 sec): 3 clusters Score: Raw -175443.823081 + Penalty 1303.643164 = -174140.179917 nChanged 25 SP:Iteration 24Q (57.680576 sec): 3 clusters Score: Raw -175452.921072 + Penalty 1308.032784 = -174144.888288 nChanged 26 SP:Iteration 25Q (57.684542 sec): 3 clusters Score: Raw -175464.684184 + Penalty 1314.063885 = -174150.620299 nChanged 29 SP:Iteration 26Q (57.688311 sec): 3 clusters Score: Raw -175476.107198 + Penalty 1317.218089 = -174158.889108 nChanged 29 SP:Iteration 27Q (57.692002 sec): 3 clusters Score: Raw -175486.735694 + Penalty 1321.009814 = -174165.725879 nChanged 32 SP:Iteration 28Q (57.695656 sec): 3 clusters Score: Raw -175503.032344 + Penalty 1327.741406 = -174175.290938 nChanged 41 SP:Iteration 29Q (57.699364 sec): 3 clusters Score: Raw -175530.608652 + Penalty 1345.995717 = -174184.612934 nChanged 42 SP:Iteration 30F (57.703104 sec): 3 clusters Score: Raw -175557.202015 + Penalty 1364.439542 = -174192.762473 nChanged 35 SP:Iteration 31Q (57.707031 sec): 3 clusters Score: Raw -175577.912566 + Penalty 1375.391301 = -174202.521265 nChanged 33 SP:Iteration 32Q (57.710872 sec): 3 clusters Score: Raw -175598.780470 + Penalty 1390.221451 = -174208.559019 nChanged 34 SP:Iteration 33Q (57.714473 sec): 3 clusters Score: Raw -175624.037079 + Penalty 1398.979185 = -174225.057894 nChanged 18 SP:Iteration 34Q (57.717892 sec): 3 clusters Score: Raw -175638.928267 + Penalty 1410.844188 = -174228.084079 nChanged 11 SP:Iteration 35Q (57.721324 sec): 3 clusters Score: Raw -175646.659610 + Penalty 1425.320163 = -174221.339447 nChanged 9 SP:Iteration 36F (57.725036 sec): 3 clusters Score: Raw -175655.895976 + Penalty 1426.965338 = -174228.930637 nChanged 8 SP:Iteration 37Q (57.728275 sec): 3 clusters Score: Raw -175663.904658 + Penalty 1428.632787 = -174235.271871 nChanged 8 SP:Iteration 38Q (57.731529 sec): 3 clusters Score: Raw -175672.728464 + Penalty 1441.993655 = -174230.734808 nChanged 6 SP:Iteration 39F (57.735279 sec): 3 clusters Score: Raw -175677.885987 + Penalty 1452.393790 = -174225.492198 nChanged 4 SP:Iteration 40F (57.739016 sec): 3 clusters Score: Raw -175681.574801 + Penalty 1454.566129 = -174227.008671 nChanged 2 SP:Iteration 41Q (57.742454 sec): 3 clusters Score: Raw -175682.609066 + Penalty 1459.866939 = -174222.742127 nChanged 3 SP:Iteration 42F (57.746154 sec): 3 clusters Score: Raw -175684.904541 + Penalty 1462.082505 = -174222.822036 nChanged 4 SP:Iteration 43Q (57.749363 sec): 3 clusters Score: Raw -175687.330655 + Penalty 1468.389726 = -174218.940929 nChanged 5 SP:Iteration 44F (57.753263 sec): 3 clusters Score: Raw -175689.745612 + Penalty 1471.929540 = -174217.816072 nChanged 4 SP:Iteration 45F (57.757106 sec): 3 clusters Score: Raw -175691.984404 + Penalty 1471.929540 = -174220.054864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.761439 sec): 2 clusters Score: Raw -45411.870533 + Penalty 510.793468 = -44901.077065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.762607 sec): 3 clusters Score: Raw -45175.761431 + Penalty 1020.775981 = -44154.985450 nChanged 176 SP:Iteration 1F (57.763733 sec): 3 clusters Score: Raw -45310.797231 + Penalty 1018.353528 = -44292.443703 nChanged 50 SP:Iteration 2F (57.764857 sec): 3 clusters Score: Raw -45381.598196 + Penalty 1015.905634 = -44365.692562 nChanged 36 SP:Iteration 3F (57.766044 sec): 3 clusters Score: Raw -45441.889680 + Penalty 1016.087842 = -44425.801838 nChanged 34 SP:Iteration 4F (57.767238 sec): 3 clusters Score: Raw -45498.670064 + Penalty 1015.749036 = -44482.921028 nChanged 26 SP:Iteration 5F (57.768360 sec): 3 clusters Score: Raw -45533.251096 + Penalty 1016.477199 = -44516.773898 nChanged 15 SP:Iteration 6Q (57.769411 sec): 3 clusters Score: Raw -45545.172970 + Penalty 1017.025058 = -44528.147912 nChanged 7 SP:Iteration 7Q (57.770455 sec): 3 clusters Score: Raw -45550.426806 + Penalty 1017.496360 = -44532.930446 nChanged 4 SP:Iteration 8Q (57.771491 sec): 3 clusters Score: Raw -45553.141662 + Penalty 1018.025489 = -44535.116172 nChanged 7 SP:Iteration 9Q (57.772641 sec): 3 clusters Score: Raw -45569.761155 + Penalty 1019.160546 = -44550.600609 nChanged 13 SP:Iteration 10F (57.773781 sec): 3 clusters Score: Raw -45593.826471 + Penalty 1020.932723 = -44572.893749 nChanged 10 SP:Iteration 11Q (57.774858 sec): 3 clusters Score: Raw -45612.187811 + Penalty 1022.310065 = -44589.877746 nChanged 7 SP:Iteration 12Q (57.775930 sec): 3 clusters Score: Raw -45622.186402 + Penalty 1024.740747 = -44597.445655 nChanged 11 SP:Iteration 13Q (57.777003 sec): 3 clusters Score: Raw -45633.419342 + Penalty 1025.970003 = -44607.449339 nChanged 6 SP:Iteration 14Q (57.778020 sec): 3 clusters Score: Raw -45637.213141 + Penalty 1026.992279 = -44610.220862 nChanged 4 SP:Iteration 15Q (57.779029 sec): 3 clusters Score: Raw -45639.809337 + Penalty 1027.992981 = -44611.816356 nChanged 4 SP:Iteration 16Q (57.780034 sec): 3 clusters Score: Raw -45643.643383 + Penalty 1028.428020 = -44615.215363 nChanged 1 SP:Iteration 17Q (57.781036 sec): 3 clusters Score: Raw -45644.543433 + Penalty 1028.657828 = -44615.885605 nChanged 1 SP:Iteration 18Q (57.782039 sec): 3 clusters Score: Raw -45644.735216 + Penalty 1028.657828 = -44616.077388 nChanged 0 SP:Iteration 19F (57.783215 sec): 3 clusters Score: Raw -45644.735216 + Penalty 1028.657828 = -44616.077388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.784767 sec): 2 clusters Score: Raw -20099.722560 + Penalty 686.084557 = -19413.638003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.785404 sec): 3 clusters Score: Raw -20069.093582 + Penalty 1370.909712 = -18698.183870 nChanged 42 SP:Iteration 1F (57.786032 sec): 3 clusters Score: Raw -20149.330228 + Penalty 1372.744188 = -18776.586040 nChanged 18 SP:Iteration 2F (57.786658 sec): 3 clusters Score: Raw -20183.793231 + Penalty 1371.560569 = -18812.232662 nChanged 5 SP:Iteration 3Q (57.787265 sec): 3 clusters Score: Raw -20189.185663 + Penalty 1375.346631 = -18813.839031 nChanged 3 SP:Iteration 4Q (57.787874 sec): 3 clusters Score: Raw -20196.843507 + Penalty 1380.270922 = -18816.572585 nChanged 4 SP:Iteration 5Q (57.788473 sec): 3 clusters Score: Raw -20202.604457 + Penalty 1384.058909 = -18818.545548 nChanged 3 SP:Iteration 6Q (57.789071 sec): 3 clusters Score: Raw -20208.338853 + Penalty 1392.562179 = -18815.776673 nChanged 6 SP:Iteration 7F (57.789692 sec): 3 clusters Score: Raw -20217.918854 + Penalty 1401.179861 = -18816.738993 nChanged 5 SP:Iteration 8Q (57.790283 sec): 3 clusters Score: Raw -20229.407081 + Penalty 1408.531212 = -18820.875870 nChanged 4 SP:Iteration 9Q (57.790867 sec): 3 clusters Score: Raw -20237.551961 + Penalty 1414.373255 = -18823.178706 nChanged 3 SP:Iteration 10F (57.791468 sec): 3 clusters Score: Raw -20242.346086 + Penalty 1414.373255 = -18827.972831 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.795874 sec): 2 clusters Score: Raw -85152.736756 + Penalty 1053.191989 = -84099.544767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.797609 sec): 3 clusters Score: Raw -84840.365295 + Penalty 2106.250046 = -82734.115249 nChanged 228 SP:Iteration 1F (57.799348 sec): 3 clusters Score: Raw -85015.351471 + Penalty 2106.217486 = -82909.133985 nChanged 51 SP:Iteration 2F (57.801205 sec): 3 clusters Score: Raw -85050.339671 + Penalty 2106.312366 = -82944.027304 nChanged 29 SP:Iteration 3Q (57.803032 sec): 3 clusters Score: Raw -85079.682825 + Penalty 2106.305325 = -82973.377500 nChanged 24 SP:Iteration 4Q (57.804772 sec): 3 clusters Score: Raw -85098.806539 + Penalty 2106.343215 = -82992.463324 nChanged 12 SP:Iteration 5Q (57.806631 sec): 3 clusters Score: Raw -85110.424041 + Penalty 2106.293336 = -83004.130705 nChanged 10 SP:Iteration 6Q (57.808457 sec): 3 clusters Score: Raw -85120.127860 + Penalty 2106.339977 = -83013.787883 nChanged 9 SP:Iteration 7Q (57.810277 sec): 3 clusters Score: Raw -85128.204599 + Penalty 2106.406539 = -83021.798060 nChanged 9 SP:Iteration 8Q (57.812152 sec): 3 clusters Score: Raw -85137.353373 + Penalty 2106.436839 = -83030.916534 nChanged 10 SP:Iteration 9Q (57.813991 sec): 3 clusters Score: Raw -85145.709270 + Penalty 2106.431275 = -83039.277995 nChanged 8 SP:Iteration 10F (57.815828 sec): 3 clusters Score: Raw -85151.580746 + Penalty 2106.455291 = -83045.125455 nChanged 7 SP:Iteration 11Q (57.817595 sec): 3 clusters Score: Raw -85155.894753 + Penalty 2106.464075 = -83049.430678 nChanged 6 SP:Iteration 12Q (57.819280 sec): 3 clusters Score: Raw -85158.346098 + Penalty 2106.452927 = -83051.893171 nChanged 6 SP:Iteration 13Q (57.821018 sec): 3 clusters Score: Raw -85161.696577 + Penalty 2106.378174 = -83055.318402 nChanged 9 SP:Iteration 14Q (57.822734 sec): 3 clusters Score: Raw -85165.583902 + Penalty 2106.381432 = -83059.202470 nChanged 10 SP:Iteration 15Q (57.824442 sec): 3 clusters Score: Raw -85172.399787 + Penalty 2106.313622 = -83066.086165 nChanged 10 SP:Iteration 16Q (57.826156 sec): 3 clusters Score: Raw -85176.931302 + Penalty 2106.310685 = -83070.620617 nChanged 9 SP:Iteration 17Q (57.827868 sec): 3 clusters Score: Raw -85182.237830 + Penalty 2106.197320 = -83076.040510 nChanged 8 SP:Iteration 18Q (57.829572 sec): 3 clusters Score: Raw -85185.923035 + Penalty 2106.102466 = -83079.820570 nChanged 6 SP:Iteration 19Q (57.831252 sec): 3 clusters Score: Raw -85190.047979 + Penalty 2106.080615 = -83083.967365 nChanged 4 SP:Iteration 20F (57.833002 sec): 3 clusters Score: Raw -85194.351305 + Penalty 2106.070527 = -83088.280778 nChanged 1 SP:Iteration 21Q (57.834790 sec): 3 clusters Score: Raw -85195.129204 + Penalty 2106.070527 = -83089.058677 nChanged 0 SP:Iteration 22F (57.836558 sec): 3 clusters Score: Raw -85195.129204 + Penalty 2106.070527 = -83089.058677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.837811 sec): 2 clusters Score: Raw -11345.239354 + Penalty 402.203036 = -10943.036318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.838305 sec): 3 clusters Score: Raw -11343.665373 + Penalty 817.172857 = -10526.492516 nChanged 27 SP:Iteration 1F (57.838776 sec): 3 clusters Score: Raw -11447.190306 + Penalty 819.665690 = -10627.524616 nChanged 12 SP:Iteration 2F (57.839245 sec): 3 clusters Score: Raw -11486.714856 + Penalty 819.387012 = -10667.327844 nChanged 4 SP:Iteration 3Q (57.839682 sec): 3 clusters Score: Raw -11497.527451 + Penalty 816.447760 = -10681.079691 nChanged 2 SP:Iteration 4Q (57.840122 sec): 3 clusters Score: Raw -11501.243220 + Penalty 818.160792 = -10683.082428 nChanged 1 SP:Iteration 5Q (57.840549 sec): 3 clusters Score: Raw -11501.998039 + Penalty 818.160792 = -10683.837247 nChanged 0 SP:Iteration 6F (57.841025 sec): 3 clusters Score: Raw -11501.998039 + Penalty 818.160792 = -10683.837247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.845698 sec): 2 clusters Score: Raw -86471.610233 + Penalty 1078.360758 = -85393.249476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.847734 sec): 3 clusters Score: Raw -86139.802288 + Penalty 2157.575894 = -83982.226394 nChanged 264 SP:Iteration 1F (57.849635 sec): 3 clusters Score: Raw -86419.176860 + Penalty 2158.265384 = -84260.911476 nChanged 73 SP:Iteration 2F (57.851549 sec): 3 clusters Score: Raw -86495.862613 + Penalty 2158.911823 = -84336.950790 nChanged 43 SP:Iteration 3Q (57.853432 sec): 3 clusters Score: Raw -86553.733258 + Penalty 2159.691201 = -84394.042057 nChanged 43 SP:Iteration 4Q (57.855274 sec): 3 clusters Score: Raw -86609.645645 + Penalty 2160.337819 = -84449.307826 nChanged 32 SP:Iteration 5Q (57.857124 sec): 3 clusters Score: Raw -86645.901888 + Penalty 2160.899162 = -84485.002726 nChanged 27 SP:Iteration 6Q (57.858948 sec): 3 clusters Score: Raw -86669.479896 + Penalty 2161.657772 = -84507.822123 nChanged 18 SP:Iteration 7Q (57.860766 sec): 3 clusters Score: Raw -86687.778826 + Penalty 2161.445351 = -84526.333475 nChanged 17 SP:Iteration 8Q (57.862580 sec): 3 clusters Score: Raw -86709.641609 + Penalty 2161.900472 = -84547.741136 nChanged 15 SP:Iteration 9Q (57.864389 sec): 3 clusters Score: Raw -86723.982709 + Penalty 2161.870999 = -84562.111710 nChanged 9 SP:Iteration 10F (57.866268 sec): 3 clusters Score: Raw -86731.250028 + Penalty 2161.941956 = -84569.308072 nChanged 6 SP:Iteration 11Q (57.868214 sec): 3 clusters Score: Raw -86735.239735 + Penalty 2161.917560 = -84573.322175 nChanged 1 SP:Iteration 12Q (57.870029 sec): 3 clusters Score: Raw -86736.003750 + Penalty 2161.867024 = -84574.136726 nChanged 4 SP:Iteration 13Q (57.872012 sec): 3 clusters Score: Raw -86739.558796 + Penalty 2161.840886 = -84577.717910 nChanged 1 SP:Iteration 14Q (57.873977 sec): 3 clusters Score: Raw -86739.928548 + Penalty 2161.840886 = -84578.087662 nChanged 0 SP:Iteration 15F (57.875940 sec): 3 clusters Score: Raw -86739.928548 + Penalty 2161.840886 = -84578.087662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.876933 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.877447 sec): 3 clusters Score: Raw -13580.629828 + Penalty 373.952464 = -13206.677364 nChanged 57 SP:Iteration 1F (57.877941 sec): 3 clusters Score: Raw -13665.822030 + Penalty 405.311484 = -13260.510546 nChanged 22 SP:Iteration 2F (57.878443 sec): 3 clusters Score: Raw -13687.526836 + Penalty 427.365557 = -13260.161279 nChanged 8 SP:Iteration 3F (57.878935 sec): 3 clusters Score: Raw -13694.710967 + Penalty 448.366788 = -13246.344179 nChanged 6 SP:Iteration 4F (57.879429 sec): 3 clusters Score: Raw -13699.729123 + Penalty 462.922645 = -13236.806477 nChanged 3 SP:Iteration 5F (57.879923 sec): 3 clusters Score: Raw -13700.393492 + Penalty 474.717633 = -13225.675859 nChanged 2 SP:Iteration 6F (57.880417 sec): 3 clusters Score: Raw -13700.754942 + Penalty 475.811161 = -13224.943781 nChanged 1 SP:Iteration 7F (57.880915 sec): 3 clusters Score: Raw -13700.674542 + Penalty 475.811161 = -13224.863381 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.883704 sec): 2 clusters Score: Raw -69500.461831 + Penalty 756.503414 = -68743.958417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.885378 sec): 3 clusters Score: Raw -69094.991567 + Penalty 1512.631385 = -67582.360182 nChanged 285 SP:Iteration 1F (57.886980 sec): 3 clusters Score: Raw -69377.187543 + Penalty 1522.504308 = -67854.683235 nChanged 107 SP:Iteration 2F (57.888560 sec): 3 clusters Score: Raw -69481.592399 + Penalty 1535.952441 = -67945.639958 nChanged 46 SP:Iteration 3F (57.890110 sec): 3 clusters Score: Raw -69512.894165 + Penalty 1543.530576 = -67969.363589 nChanged 19 SP:Iteration 4Q (57.891705 sec): 3 clusters Score: Raw -69526.497239 + Penalty 1549.851109 = -67976.646130 nChanged 16 SP:Iteration 5Q (57.893310 sec): 3 clusters Score: Raw -69535.679353 + Penalty 1554.234835 = -67981.444519 nChanged 8 SP:Iteration 6Q (57.894966 sec): 3 clusters Score: Raw -69539.312133 + Penalty 1558.946259 = -67980.365874 nChanged 7 SP:Iteration 7F (57.896624 sec): 3 clusters Score: Raw -69542.899773 + Penalty 1559.432090 = -67983.467683 nChanged 3 SP:Iteration 8Q (57.898221 sec): 3 clusters Score: Raw -69544.242672 + Penalty 1562.799902 = -67981.442769 nChanged 3 SP:Iteration 9F (57.899810 sec): 3 clusters Score: Raw -69546.347053 + Penalty 1562.489738 = -67983.857315 nChanged 1 SP:Iteration 10F (57.901396 sec): 3 clusters Score: Raw -69546.584769 + Penalty 1562.489738 = -67984.095031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.903397 sec): 2 clusters Score: Raw -41954.471651 + Penalty 930.164301 = -41024.307351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.904505 sec): 3 clusters Score: Raw -41837.321992 + Penalty 1861.587207 = -39975.734785 nChanged 122 SP:Iteration 1F (57.905585 sec): 3 clusters Score: Raw -41965.222695 + Penalty 1865.684103 = -40099.538592 nChanged 27 SP:Iteration 2F (57.906660 sec): 3 clusters Score: Raw -42015.237234 + Penalty 1871.166952 = -40144.070282 nChanged 18 SP:Iteration 3Q (57.907709 sec): 3 clusters Score: Raw -42040.887028 + Penalty 1877.825885 = -40163.061143 nChanged 14 SP:Iteration 4Q (57.908755 sec): 3 clusters Score: Raw -42059.196690 + Penalty 1882.625725 = -40176.570964 nChanged 17 SP:Iteration 5Q (57.909792 sec): 3 clusters Score: Raw -42081.272857 + Penalty 1886.568304 = -40194.704553 nChanged 13 SP:Iteration 6Q (57.910823 sec): 3 clusters Score: Raw -42112.532523 + Penalty 1892.419894 = -40220.112630 nChanged 13 SP:Iteration 7Q (57.911845 sec): 3 clusters Score: Raw -42139.515506 + Penalty 1897.428973 = -40242.086533 nChanged 10 SP:Iteration 8Q (57.912857 sec): 3 clusters Score: Raw -42156.695773 + Penalty 1900.326506 = -40256.369267 nChanged 6 SP:Iteration 9Q (57.913850 sec): 3 clusters Score: Raw -42173.600950 + Penalty 1901.913910 = -40271.687040 nChanged 7 SP:Iteration 10F (57.914920 sec): 3 clusters Score: Raw -42199.343912 + Penalty 1902.746491 = -40296.597421 nChanged 4 SP:Iteration 11Q (57.915902 sec): 3 clusters Score: Raw -42222.457070 + Penalty 1902.298837 = -40320.158234 nChanged 2 SP:Iteration 12Q (57.916870 sec): 3 clusters Score: Raw -42232.655557 + Penalty 1902.500498 = -40330.155058 nChanged 1 SP:Iteration 13Q (57.917834 sec): 3 clusters Score: Raw -42233.624032 + Penalty 1902.500498 = -40331.123534 nChanged 0 SP:Iteration 14F (57.918897 sec): 3 clusters Score: Raw -42233.624032 + Penalty 1902.500498 = -40331.123534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.921495 sec): 2 clusters Score: Raw -71055.672964 + Penalty 852.350049 = -70203.322915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.923090 sec): 3 clusters Score: Raw -70711.464284 + Penalty 1702.826080 = -69008.638204 nChanged 248 SP:Iteration 1F (57.924686 sec): 3 clusters Score: Raw -70872.696567 + Penalty 1702.075238 = -69170.621329 nChanged 54 SP:Iteration 2F (57.926256 sec): 3 clusters Score: Raw -70912.776541 + Penalty 1701.347684 = -69211.428856 nChanged 37 SP:Iteration 3Q (57.927817 sec): 3 clusters Score: Raw -70941.511613 + Penalty 1700.585421 = -69240.926191 nChanged 23 SP:Iteration 4Q (57.929373 sec): 3 clusters Score: Raw -70964.898762 + Penalty 1699.818527 = -69265.080235 nChanged 21 SP:Iteration 5Q (57.930935 sec): 3 clusters Score: Raw -70979.770451 + Penalty 1700.125151 = -69279.645300 nChanged 22 SP:Iteration 6Q (57.932490 sec): 3 clusters Score: Raw -70996.745719 + Penalty 1698.844080 = -69297.901639 nChanged 22 SP:Iteration 7Q (57.934022 sec): 3 clusters Score: Raw -71014.402810 + Penalty 1699.512917 = -69314.889893 nChanged 23 SP:Iteration 8Q (57.935618 sec): 3 clusters Score: Raw -71030.580943 + Penalty 1700.133102 = -69330.447841 nChanged 17 SP:Iteration 9Q (57.937183 sec): 3 clusters Score: Raw -71040.879975 + Penalty 1700.706806 = -69340.173169 nChanged 11 SP:Iteration 10F (57.938854 sec): 3 clusters Score: Raw -71048.697394 + Penalty 1701.642294 = -69347.055100 nChanged 8 SP:Iteration 11Q (57.940480 sec): 3 clusters Score: Raw -71052.309178 + Penalty 1702.644107 = -69349.665071 nChanged 6 SP:Iteration 12Q (57.942118 sec): 3 clusters Score: Raw -71057.082575 + Penalty 1701.389368 = -69355.693207 nChanged 6 SP:Iteration 13Q (57.943714 sec): 3 clusters Score: Raw -71060.243609 + Penalty 1700.295844 = -69359.947765 nChanged 4 SP:Iteration 14Q (57.945264 sec): 3 clusters Score: Raw -71062.879272 + Penalty 1699.649431 = -69363.229840 nChanged 2 SP:Iteration 15Q (57.946926 sec): 3 clusters Score: Raw -71063.347925 + Penalty 1700.127125 = -69363.220800 nChanged 2 SP:Iteration 16F (57.948578 sec): 3 clusters Score: Raw -71064.068565 + Penalty 1700.127125 = -69363.941440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.951200 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.952863 sec): 3 clusters Score: Raw -74347.042591 + Penalty 2100.455170 = -72246.587421 nChanged 208 SP:Iteration 1F (57.954439 sec): 3 clusters Score: Raw -74526.412782 + Penalty 2100.984309 = -72425.428473 nChanged 47 SP:Iteration 2F (57.955997 sec): 3 clusters Score: Raw -74573.294613 + Penalty 2100.916197 = -72472.378417 nChanged 34 SP:Iteration 3Q (57.957596 sec): 3 clusters Score: Raw -74617.310926 + Penalty 2100.970441 = -72516.340485 nChanged 24 SP:Iteration 4Q (57.959170 sec): 3 clusters Score: Raw -74645.454378 + Penalty 2100.505876 = -72544.948502 nChanged 23 SP:Iteration 5Q (57.960736 sec): 3 clusters Score: Raw -74675.846255 + Penalty 2100.263234 = -72575.583021 nChanged 17 SP:Iteration 6Q (57.962295 sec): 3 clusters Score: Raw -74697.540962 + Penalty 2100.080765 = -72597.460197 nChanged 15 SP:Iteration 7Q (57.963835 sec): 3 clusters Score: Raw -74714.914214 + Penalty 2099.566468 = -72615.347746 nChanged 17 SP:Iteration 8Q (57.965362 sec): 3 clusters Score: Raw -74732.417450 + Penalty 2099.060196 = -72633.357254 nChanged 16 SP:Iteration 9Q (57.966923 sec): 3 clusters Score: Raw -74749.406504 + Penalty 2098.491846 = -72650.914658 nChanged 17 SP:Iteration 10F (57.968518 sec): 3 clusters Score: Raw -74765.200118 + Penalty 2097.718503 = -72667.481615 nChanged 15 SP:Iteration 11Q (57.970083 sec): 3 clusters Score: Raw -74782.861037 + Penalty 2097.802608 = -72685.058429 nChanged 15 SP:Iteration 12Q (57.971743 sec): 3 clusters Score: Raw -74803.435797 + Penalty 2098.706066 = -72704.729731 nChanged 16 SP:Iteration 13Q (57.973364 sec): 3 clusters Score: Raw -74831.400440 + Penalty 2098.786931 = -72732.613509 nChanged 22 SP:Iteration 14Q (57.974973 sec): 3 clusters Score: Raw -74854.662979 + Penalty 2098.218773 = -72756.444206 nChanged 14 SP:Iteration 15Q (57.976538 sec): 3 clusters Score: Raw -74867.342864 + Penalty 2097.906663 = -72769.436201 nChanged 10 SP:Iteration 16Q (57.978053 sec): 3 clusters Score: Raw -74882.780119 + Penalty 2098.653270 = -72784.126849 nChanged 14 SP:Iteration 17Q (57.979553 sec): 3 clusters Score: Raw -74899.893528 + Penalty 2098.620493 = -72801.273035 nChanged 8 SP:Iteration 18Q (57.981032 sec): 3 clusters Score: Raw -74911.620983 + Penalty 2098.610104 = -72813.010879 nChanged 4 SP:Iteration 19Q (57.982546 sec): 3 clusters Score: Raw -74914.787679 + Penalty 2098.460283 = -72816.327396 nChanged 3 SP:Iteration 20F (57.984121 sec): 3 clusters Score: Raw -74917.049219 + Penalty 2098.321222 = -72818.727997 nChanged 1 SP:Iteration 21Q (57.985614 sec): 3 clusters Score: Raw -74918.113329 + Penalty 2098.321222 = -72819.792107 nChanged 0 SP:Iteration 22F (57.987224 sec): 3 clusters Score: Raw -74918.113329 + Penalty 2098.321222 = -72819.792107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.987805 sec): 2 clusters Score: Raw -1143.031092 + Penalty 124.072873 = -1018.958219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.988049 sec): 3 clusters Score: Raw -1209.717694 + Penalty 251.927338 = -957.790355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.990019 sec): 2 clusters Score: Raw -47308.687708 + Penalty 667.486019 = -46641.201689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.991225 sec): 3 clusters Score: Raw -47065.574547 + Penalty 1352.177331 = -45713.397216 nChanged 160 SP:Iteration 1F (57.992368 sec): 3 clusters Score: Raw -47194.949379 + Penalty 1380.559136 = -45814.390244 nChanged 59 SP:Iteration 2F (57.993501 sec): 3 clusters Score: Raw -47279.102120 + Penalty 1403.672210 = -45875.429910 nChanged 43 SP:Iteration 3F (57.994633 sec): 3 clusters Score: Raw -47360.053655 + Penalty 1420.657174 = -45939.396481 nChanged 35 SP:Iteration 4F (57.995764 sec): 3 clusters Score: Raw -47427.179342 + Penalty 1426.659582 = -46000.519760 nChanged 28 SP:Iteration 5F (57.996899 sec): 3 clusters Score: Raw -47478.987494 + Penalty 1432.541081 = -46046.446413 nChanged 16 SP:Iteration 6Q (57.997953 sec): 3 clusters Score: Raw -47512.351405 + Penalty 1431.850639 = -46080.500766 nChanged 10 SP:Iteration 7Q (57.999002 sec): 3 clusters Score: Raw -47526.377329 + Penalty 1429.927383 = -46096.449946 nChanged 8 SP:Iteration 8Q (58.000098 sec): 3 clusters Score: Raw -47532.988077 + Penalty 1431.173436 = -46101.814641 nChanged 7 SP:Iteration 9Q (58.001183 sec): 3 clusters Score: Raw -47538.977328 + Penalty 1428.847191 = -46110.130138 nChanged 3 SP:Iteration 10F (58.002369 sec): 3 clusters Score: Raw -47541.180210 + Penalty 1428.847191 = -46112.333019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.002932 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.003213 sec): 3 clusters Score: Raw -2602.612043 + Penalty 418.712110 = -2183.899933 nChanged 6 SP:Iteration 1F (58.003488 sec): 3 clusters Score: Raw -2613.825299 + Penalty 418.046308 = -2195.778991 nChanged 2 SP:Iteration 2F (58.003762 sec): 3 clusters Score: Raw -2617.542287 + Penalty 416.155305 = -2201.386982 nChanged 1 SP:Iteration 3Q (58.004028 sec): 3 clusters Score: Raw -2619.429331 + Penalty 416.155305 = -2203.274026 nChanged 0 SP:Iteration 4F (58.004303 sec): 3 clusters Score: Raw -2619.429331 + Penalty 416.155305 = -2203.274026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.006161 sec): 2 clusters Score: Raw -41374.887496 + Penalty 782.542898 = -40592.344598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.007267 sec): 3 clusters Score: Raw -41214.097748 + Penalty 1565.292556 = -39648.805192 nChanged 134 SP:Iteration 1F (58.008382 sec): 3 clusters Score: Raw -41443.625007 + Penalty 1565.282357 = -39878.342649 nChanged 57 SP:Iteration 2F (58.009477 sec): 3 clusters Score: Raw -41533.542221 + Penalty 1564.838130 = -39968.704091 nChanged 26 SP:Iteration 3F (58.010570 sec): 3 clusters Score: Raw -41561.833344 + Penalty 1565.287848 = -39996.545496 nChanged 9 SP:Iteration 4Q (58.011593 sec): 3 clusters Score: Raw -41569.401796 + Penalty 1565.257627 = -40004.144170 nChanged 4 SP:Iteration 5Q (58.012636 sec): 3 clusters Score: Raw -41572.115515 + Penalty 1565.239676 = -40006.875839 nChanged 2 SP:Iteration 6Q (58.013711 sec): 3 clusters Score: Raw -41573.196964 + Penalty 1565.239676 = -40007.957288 nChanged 0 SP:Iteration 7F (58.014804 sec): 3 clusters Score: Raw -41573.196964 + Penalty 1565.239676 = -40007.957288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.016808 sec): 2 clusters Score: Raw -29934.809323 + Penalty 484.797671 = -29450.011652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.017642 sec): 3 clusters Score: Raw -29768.330668 + Penalty 973.787272 = -28794.543396 nChanged 95 SP:Iteration 1F (58.018465 sec): 3 clusters Score: Raw -29854.915776 + Penalty 981.126302 = -28873.789474 nChanged 37 SP:Iteration 2F (58.019284 sec): 3 clusters Score: Raw -29902.792810 + Penalty 996.842524 = -28905.950285 nChanged 28 SP:Iteration 3F (58.020103 sec): 3 clusters Score: Raw -29948.251090 + Penalty 1016.277963 = -28931.973127 nChanged 29 SP:Iteration 4F (58.020921 sec): 3 clusters Score: Raw -29992.303164 + Penalty 1026.135516 = -28966.167648 nChanged 12 SP:Iteration 5Q (58.021682 sec): 3 clusters Score: Raw -30006.040424 + Penalty 1032.369676 = -28973.670749 nChanged 8 SP:Iteration 6Q (58.022438 sec): 3 clusters Score: Raw -30021.343847 + Penalty 1036.438404 = -28984.905442 nChanged 11 SP:Iteration 7Q (58.023192 sec): 3 clusters Score: Raw -30038.486487 + Penalty 1037.673301 = -29000.813187 nChanged 6 SP:Iteration 8Q (58.023936 sec): 3 clusters Score: Raw -30041.588057 + Penalty 1038.210194 = -29003.377863 nChanged 2 SP:Iteration 9Q (58.024679 sec): 3 clusters Score: Raw -30044.672234 + Penalty 1040.350825 = -29004.321408 nChanged 2 SP:Iteration 10F (58.025468 sec): 3 clusters Score: Raw -30046.547644 + Penalty 1041.092066 = -29005.455579 nChanged 1 SP:Iteration 11Q (58.026210 sec): 3 clusters Score: Raw -30047.209852 + Penalty 1042.236358 = -29004.973495 nChanged 3 SP:Iteration 12F (58.026997 sec): 3 clusters Score: Raw -30050.502742 + Penalty 1042.903892 = -29007.598850 nChanged 1 SP:Iteration 13Q (58.027732 sec): 3 clusters Score: Raw -30052.495039 + Penalty 1043.339638 = -29009.155401 nChanged 1 SP:Iteration 14Q (58.028467 sec): 3 clusters Score: Raw -30052.490399 + Penalty 1043.339638 = -29009.150761 nChanged 0 SP:Iteration 15F (58.029256 sec): 3 clusters Score: Raw -30052.490399 + Penalty 1043.339638 = -29009.150761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.030983 sec): 2 clusters Score: Raw -23359.823782 + Penalty 358.599754 = -23001.224028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.031708 sec): 3 clusters Score: Raw -23223.837662 + Penalty 720.118352 = -22503.719310 nChanged 97 SP:Iteration 1F (58.032421 sec): 3 clusters Score: Raw -23285.821473 + Penalty 721.705012 = -22564.116461 nChanged 18 SP:Iteration 2F (58.033133 sec): 3 clusters Score: Raw -23296.328901 + Penalty 723.285563 = -22573.043338 nChanged 11 SP:Iteration 3Q (58.033842 sec): 3 clusters Score: Raw -23306.910846 + Penalty 725.860201 = -22581.050645 nChanged 11 SP:Iteration 4Q (58.034550 sec): 3 clusters Score: Raw -23315.132183 + Penalty 728.395040 = -22586.737143 nChanged 5 SP:Iteration 5Q (58.035257 sec): 3 clusters Score: Raw -23318.086714 + Penalty 730.880935 = -22587.205779 nChanged 9 SP:Iteration 6Q (58.036041 sec): 3 clusters Score: Raw -23324.191356 + Penalty 736.707959 = -22587.483397 nChanged 13 SP:Iteration 7Q (58.036780 sec): 3 clusters Score: Raw -23332.274872 + Penalty 741.188885 = -22591.085987 nChanged 11 SP:Iteration 8Q (58.037497 sec): 3 clusters Score: Raw -23341.167312 + Penalty 744.929511 = -22596.237801 nChanged 10 SP:Iteration 9Q (58.038241 sec): 3 clusters Score: Raw -23350.817997 + Penalty 753.221279 = -22597.596718 nChanged 9 SP:Iteration 10F (58.038958 sec): 3 clusters Score: Raw -23358.590781 + Penalty 759.426832 = -22599.163949 nChanged 5 SP:Iteration 11Q (58.039703 sec): 3 clusters Score: Raw -23362.599582 + Penalty 764.054522 = -22598.545060 nChanged 2 SP:Iteration 12F (58.040419 sec): 3 clusters Score: Raw -23364.416897 + Penalty 766.240486 = -22598.176411 nChanged 1 SP:Iteration 13F (58.041136 sec): 3 clusters Score: Raw -23365.448607 + Penalty 780.119495 = -22585.329112 nChanged 6 SP:Iteration 14F (58.041852 sec): 3 clusters Score: Raw -23373.487132 + Penalty 782.294816 = -22591.192316 nChanged 4 SP:Iteration 15Q (58.042546 sec): 3 clusters Score: Raw -23378.448351 + Penalty 778.814918 = -22599.633432 nChanged 3 SP:Iteration 16Q (58.043230 sec): 3 clusters Score: Raw -23381.899366 + Penalty 778.166173 = -22603.733192 nChanged 4 SP:Iteration 17Q (58.043897 sec): 3 clusters Score: Raw -23385.804913 + Penalty 780.215245 = -22605.589668 nChanged 2 SP:Iteration 18Q (58.044561 sec): 3 clusters Score: Raw -23388.300083 + Penalty 786.478699 = -22601.821384 nChanged 2 SP:Iteration 19F (58.045252 sec): 3 clusters Score: Raw -23391.020585 + Penalty 781.777534 = -22609.243051 nChanged 2 SP:Iteration 20F (58.045946 sec): 3 clusters Score: Raw -23393.912941 + Penalty 786.942283 = -22606.970658 nChanged 1 SP:Iteration 21F (58.046662 sec): 3 clusters Score: Raw -23394.187768 + Penalty 791.698666 = -22602.489103 nChanged 1 SP:Iteration 22F (58.047378 sec): 3 clusters Score: Raw -23394.017729 + Penalty 791.698666 = -22602.319063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.049506 sec): 2 clusters Score: Raw -33821.147522 + Penalty 560.855201 = -33260.292321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.050508 sec): 3 clusters Score: Raw -33677.203175 + Penalty 1123.989054 = -32553.214121 nChanged 130 SP:Iteration 1F (58.051494 sec): 3 clusters Score: Raw -33806.674475 + Penalty 1129.577213 = -32677.097262 nChanged 42 SP:Iteration 2F (58.052479 sec): 3 clusters Score: Raw -33857.143843 + Penalty 1133.155075 = -32723.988768 nChanged 14 SP:Iteration 3Q (58.053442 sec): 3 clusters Score: Raw -33873.691196 + Penalty 1141.086426 = -32732.604770 nChanged 14 SP:Iteration 4Q (58.054400 sec): 3 clusters Score: Raw -33900.977334 + Penalty 1154.183272 = -32746.794063 nChanged 21 SP:Iteration 5Q (58.055349 sec): 3 clusters Score: Raw -33943.793720 + Penalty 1169.635336 = -32774.158384 nChanged 17 SP:Iteration 6Q (58.056288 sec): 3 clusters Score: Raw -33987.057730 + Penalty 1176.698907 = -32810.358823 nChanged 21 SP:Iteration 7Q (58.057209 sec): 3 clusters Score: Raw -34040.279031 + Penalty 1181.371961 = -32858.907070 nChanged 15 SP:Iteration 8Q (58.058120 sec): 3 clusters Score: Raw -34072.461166 + Penalty 1188.322571 = -32884.138595 nChanged 13 SP:Iteration 9Q (58.059022 sec): 3 clusters Score: Raw -34103.808567 + Penalty 1192.689740 = -32911.118827 nChanged 6 SP:Iteration 10F (58.060002 sec): 3 clusters Score: Raw -34118.433792 + Penalty 1199.874249 = -32918.559543 nChanged 6 SP:Iteration 11Q (58.060894 sec): 3 clusters Score: Raw -34123.632781 + Penalty 1204.621021 = -32919.011760 nChanged 4 SP:Iteration 12Q (58.061784 sec): 3 clusters Score: Raw -34126.482204 + Penalty 1204.621021 = -32921.861183 nChanged 0 SP:Iteration 13F (58.062761 sec): 3 clusters Score: Raw -34126.482204 + Penalty 1204.621021 = -32921.861183 nChanged 0 Iteration 170F (58.531665 sec): 35 clusters Score: Raw -2155855.419026 + Penalty 30784.631638 = -2125070.787388 nChanged 3 Iteration 171F (58.995829 sec): 35 clusters Score: Raw -2155945.737535 + Penalty 30786.027548 = -2125159.709987 nChanged 2 Iteration 172Q (59.084342 sec): 35 clusters Score: Raw -2155952.621237 + Penalty 30785.553614 = -2125167.067622 nChanged 3 Iteration 173Q (59.172191 sec): 35 clusters Score: Raw -2155960.561132 + Penalty 30790.579901 = -2125169.981231 nChanged 5 Iteration 174Q (59.259686 sec): 35 clusters Score: Raw -2155964.129779 + Penalty 30797.625869 = -2125166.503910 nChanged 6 Iteration 175F (59.709519 sec): 35 clusters Score: Raw -2155967.067503 + Penalty 30802.872928 = -2125164.194576 nChanged 3 Iteration 176F (60.162422 sec): 35 clusters Score: Raw -2155968.904034 + Penalty 30802.189275 = -2125166.714759 nChanged 3 Iteration 177Q (60.250090 sec): 35 clusters Score: Raw -2155970.844360 + Penalty 30805.353067 = -2125165.491293 nChanged 3 Iteration 178F (60.704910 sec): 35 clusters Score: Raw -2155972.157997 + Penalty 30806.499570 = -2125165.658427 nChanged 2 Iteration 179Q (60.793869 sec): 35 clusters Score: Raw -2155973.001616 + Penalty 30807.160145 = -2125165.841470 nChanged 1 Iteration 180F (61.246035 sec): 35 clusters Score: Raw -2155973.553657 + Penalty 30807.674288 = -2125165.879369 nChanged 1 Iteration 181Q (61.333255 sec): 35 clusters Score: Raw -2155974.007395 + Penalty 30809.955314 = -2125164.052081 nChanged 3 Iteration 182F (61.783346 sec): 35 clusters Score: Raw -2155974.953678 + Penalty 30809.955314 = -2125164.998364 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2155974.953678 + Penalty 30809.955314 = -2125164.998364Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.842259 sec): 2 clusters Score: Raw -101006.115877 + Penalty 311.333747 = -100694.782131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.844643 sec): 3 clusters Score: Raw -100279.638448 + Penalty 616.986916 = -99662.651532 nChanged 500 SP:Iteration 1F (61.846943 sec): 3 clusters Score: Raw -100567.860408 + Penalty 614.985843 = -99952.874566 nChanged 131 SP:Iteration 2F (61.849332 sec): 3 clusters Score: Raw -100664.672857 + Penalty 614.300580 = -100050.372277 nChanged 103 SP:Iteration 3F (61.851689 sec): 3 clusters Score: Raw -100753.861019 + Penalty 607.800237 = -100146.060782 nChanged 107 SP:Iteration 4F (61.853962 sec): 3 clusters Score: Raw -100876.620965 + Penalty 599.118701 = -100277.502264 nChanged 76 SP:Iteration 5F (61.856236 sec): 3 clusters Score: Raw -100962.993429 + Penalty 595.752433 = -100367.240996 nChanged 33 SP:Iteration 6Q (61.858474 sec): 3 clusters Score: Raw -100995.778212 + Penalty 597.047741 = -100398.730471 nChanged 9 SP:Iteration 7Q (61.860664 sec): 3 clusters Score: Raw -101001.373569 + Penalty 600.889158 = -100400.484411 nChanged 6 SP:Iteration 8Q (61.862814 sec): 3 clusters Score: Raw -101003.608041 + Penalty 614.603780 = -100389.004261 nChanged 7 SP:Iteration 9F (61.865293 sec): 3 clusters Score: Raw -101006.519201 + Penalty 623.883366 = -100382.635835 nChanged 7 SP:Iteration 10F (61.867689 sec): 3 clusters Score: Raw -101007.679380 + Penalty 632.415510 = -100375.263870 nChanged 4 SP:Iteration 11F (61.870007 sec): 3 clusters Score: Raw -101008.763005 + Penalty 635.441345 = -100373.321660 nChanged 4 SP:Iteration 12F (61.872324 sec): 3 clusters Score: Raw -101012.642614 + Penalty 646.339194 = -100366.303420 nChanged 5 SP:Iteration 13F (61.874644 sec): 3 clusters Score: Raw -101016.769238 + Penalty 647.611151 = -100369.158086 nChanged 5 SP:Iteration 14Q (61.876645 sec): 3 clusters Score: Raw -101018.940243 + Penalty 654.389769 = -100364.550473 nChanged 2 SP:Iteration 15F (61.878936 sec): 3 clusters Score: Raw -101020.950778 + Penalty 662.962795 = -100357.987983 nChanged 3 SP:Iteration 16F (61.881254 sec): 3 clusters Score: Raw -101023.846059 + Penalty 668.040782 = -100355.805277 nChanged 1 SP:Iteration 17F (61.883582 sec): 3 clusters Score: Raw -101024.841708 + Penalty 668.040782 = -100356.800925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.884117 sec): 2 clusters Score: Raw -854.155036 + Penalty 37.199881 = -816.955155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.884358 sec): 3 clusters Score: Raw -883.770481 + Penalty 75.233596 = -808.536886 nChanged 1 SP:Iteration 1F (61.884595 sec): 3 clusters Score: Raw -885.492024 + Penalty 75.233596 = -810.258429 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.888046 sec): 2 clusters Score: Raw -55318.712292 + Penalty 596.217301 = -54722.494991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.889407 sec): 3 clusters Score: Raw -55016.174846 + Penalty 1189.273130 = -53826.901716 nChanged 218 SP:Iteration 1F (61.890693 sec): 3 clusters Score: Raw -55168.047727 + Penalty 1183.762002 = -53984.285725 nChanged 57 SP:Iteration 2F (61.891996 sec): 3 clusters Score: Raw -55218.397259 + Penalty 1177.342371 = -54041.054888 nChanged 33 SP:Iteration 3F (61.893353 sec): 3 clusters Score: Raw -55245.319793 + Penalty 1168.914203 = -54076.405590 nChanged 29 SP:Iteration 4Q (61.894629 sec): 3 clusters Score: Raw -55260.455574 + Penalty 1164.034106 = -54096.421468 nChanged 12 SP:Iteration 5Q (61.895904 sec): 3 clusters Score: Raw -55270.909998 + Penalty 1166.750879 = -54104.159119 nChanged 13 SP:Iteration 6Q (61.897311 sec): 3 clusters Score: Raw -55279.006021 + Penalty 1166.596216 = -54112.409805 nChanged 7 SP:Iteration 7Q (61.898686 sec): 3 clusters Score: Raw -55282.403731 + Penalty 1166.267324 = -54116.136407 nChanged 5 SP:Iteration 8Q (61.900039 sec): 3 clusters Score: Raw -55285.178911 + Penalty 1166.931437 = -54118.247473 nChanged 5 SP:Iteration 9Q (61.901367 sec): 3 clusters Score: Raw -55296.274049 + Penalty 1163.843095 = -54132.430954 nChanged 6 SP:Iteration 10F (61.902693 sec): 3 clusters Score: Raw -55305.265789 + Penalty 1159.291132 = -54145.974657 nChanged 5 SP:Iteration 11Q (61.903980 sec): 3 clusters Score: Raw -55313.304867 + Penalty 1152.944302 = -54160.360564 nChanged 5 SP:Iteration 12Q (61.905257 sec): 3 clusters Score: Raw -55318.024375 + Penalty 1151.472550 = -54166.551826 nChanged 2 SP:Iteration 13Q (61.906527 sec): 3 clusters Score: Raw -55320.033728 + Penalty 1150.245032 = -54169.788696 nChanged 3 SP:Iteration 14Q (61.907840 sec): 3 clusters Score: Raw -55322.741273 + Penalty 1149.020347 = -54173.720926 nChanged 4 SP:Iteration 15Q (61.909104 sec): 3 clusters Score: Raw -55326.193809 + Penalty 1146.302817 = -54179.890992 nChanged 3 SP:Iteration 16Q (61.910364 sec): 3 clusters Score: Raw -55328.565066 + Penalty 1141.831045 = -54186.734022 nChanged 3 SP:Iteration 17Q (61.911623 sec): 3 clusters Score: Raw -55330.720409 + Penalty 1142.394451 = -54188.325958 nChanged 1 SP:Iteration 18Q (61.912875 sec): 3 clusters Score: Raw -55331.591288 + Penalty 1142.555086 = -54189.036201 nChanged 1 SP:Iteration 19Q (61.914158 sec): 3 clusters Score: Raw -55331.716198 + Penalty 1143.344048 = -54188.372150 nChanged 2 SP:Iteration 20F (61.915487 sec): 3 clusters Score: Raw -55332.064439 + Penalty 1142.656302 = -54189.408137 nChanged 1 SP:Iteration 21Q (61.916745 sec): 3 clusters Score: Raw -55333.349128 + Penalty 1143.119617 = -54190.229511 nChanged 2 SP:Iteration 22Q (61.917998 sec): 3 clusters Score: Raw -55333.983204 + Penalty 1143.119617 = -54190.863587 nChanged 0 SP:Iteration 23F (61.919296 sec): 3 clusters Score: Raw -55333.983204 + Penalty 1143.119617 = -54190.863587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.920596 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.921364 sec): 3 clusters Score: Raw -24646.118899 + Penalty 119.190909 = -24526.927990 nChanged 114 SP:Iteration 1F (61.922136 sec): 3 clusters Score: Raw -24746.078003 + Penalty 118.106232 = -24627.971771 nChanged 31 SP:Iteration 2F (61.922894 sec): 3 clusters Score: Raw -24773.126409 + Penalty 117.647366 = -24655.479043 nChanged 21 SP:Iteration 3F (61.923649 sec): 3 clusters Score: Raw -24785.197429 + Penalty 117.220621 = -24667.976808 nChanged 8 SP:Iteration 4Q (61.924397 sec): 3 clusters Score: Raw -24786.652171 + Penalty 116.919169 = -24669.733002 nChanged 4 SP:Iteration 5Q (61.925168 sec): 3 clusters Score: Raw -24787.384479 + Penalty 116.838858 = -24670.545621 nChanged 2 SP:Iteration 6Q (61.925892 sec): 3 clusters Score: Raw -24787.690829 + Penalty 116.828942 = -24670.861887 nChanged 1 SP:Iteration 7Q (61.926613 sec): 3 clusters Score: Raw -24788.000445 + Penalty 116.828942 = -24671.171504 nChanged 0 SP:Iteration 8F (61.927339 sec): 3 clusters Score: Raw -24788.000445 + Penalty 116.828942 = -24671.171504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.929728 sec): 2 clusters Score: Raw -57850.351899 + Penalty 315.329661 = -57535.022238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.931208 sec): 3 clusters Score: Raw -57416.041328 + Penalty 629.802672 = -56786.238656 nChanged 277 SP:Iteration 1F (61.932657 sec): 3 clusters Score: Raw -57568.832004 + Penalty 632.527525 = -56936.304479 nChanged 93 SP:Iteration 2F (61.934037 sec): 3 clusters Score: Raw -57621.496917 + Penalty 637.619756 = -56983.877161 nChanged 56 SP:Iteration 3F (61.935402 sec): 3 clusters Score: Raw -57651.588693 + Penalty 645.730411 = -57005.858282 nChanged 43 SP:Iteration 4F (61.936756 sec): 3 clusters Score: Raw -57672.161511 + Penalty 656.313422 = -57015.848089 nChanged 36 SP:Iteration 5F (61.938145 sec): 3 clusters Score: Raw -57691.239632 + Penalty 667.882108 = -57023.357524 nChanged 38 SP:Iteration 6F (61.939519 sec): 3 clusters Score: Raw -57714.775020 + Penalty 678.342624 = -57036.432396 nChanged 38 SP:Iteration 7F (61.940893 sec): 3 clusters Score: Raw -57741.452095 + Penalty 687.765505 = -57053.686590 nChanged 31 SP:Iteration 8Q (61.942241 sec): 3 clusters Score: Raw -57763.878434 + Penalty 696.113572 = -57067.764863 nChanged 32 SP:Iteration 9Q (61.943565 sec): 3 clusters Score: Raw -57787.494946 + Penalty 705.866913 = -57081.628033 nChanged 19 SP:Iteration 10F (61.944945 sec): 3 clusters Score: Raw -57796.570913 + Penalty 715.890131 = -57080.680783 nChanged 20 SP:Iteration 11F (61.946322 sec): 3 clusters Score: Raw -57810.230076 + Penalty 715.427215 = -57094.802860 nChanged 18 SP:Iteration 12Q (61.947568 sec): 3 clusters Score: Raw -57823.224359 + Penalty 740.327969 = -57082.896390 nChanged 12 SP:Iteration 13F (61.948943 sec): 3 clusters Score: Raw -57830.244618 + Penalty 932.384665 = -56897.859953 nChanged 16 SP:Iteration 14F (61.950322 sec): 3 clusters Score: Raw -57846.584116 + Penalty 1096.986927 = -56749.597189 nChanged 4 SP:Iteration 15F (61.951698 sec): 3 clusters Score: Raw -57847.762864 + Penalty 1096.986927 = -56750.775937 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.954227 sec): 2 clusters Score: Raw -69455.423381 + Penalty 752.249852 = -68703.173529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.955790 sec): 3 clusters Score: Raw -69119.828772 + Penalty 1504.447155 = -67615.381617 nChanged 253 SP:Iteration 1F (61.957324 sec): 3 clusters Score: Raw -69316.899673 + Penalty 1505.172195 = -67811.727478 nChanged 75 SP:Iteration 2F (61.958834 sec): 3 clusters Score: Raw -69405.960068 + Penalty 1507.512038 = -67898.448031 nChanged 55 SP:Iteration 3F (61.960381 sec): 3 clusters Score: Raw -69465.714301 + Penalty 1510.246930 = -67955.467371 nChanged 36 SP:Iteration 4Q (61.961965 sec): 3 clusters Score: Raw -69499.602834 + Penalty 1517.156894 = -67982.445940 nChanged 31 SP:Iteration 5Q (61.963503 sec): 3 clusters Score: Raw -69532.736327 + Penalty 1528.734444 = -68004.001882 nChanged 39 SP:Iteration 6F (61.965118 sec): 3 clusters Score: Raw -69576.447444 + Penalty 1545.604885 = -68030.842559 nChanged 41 SP:Iteration 7F (61.966735 sec): 3 clusters Score: Raw -69626.355559 + Penalty 1561.073144 = -68065.282415 nChanged 32 SP:Iteration 8Q (61.968229 sec): 3 clusters Score: Raw -69664.655857 + Penalty 1573.773876 = -68090.881981 nChanged 30 SP:Iteration 9Q (61.969747 sec): 3 clusters Score: Raw -69702.628060 + Penalty 1580.244783 = -68122.383278 nChanged 18 SP:Iteration 10F (61.971323 sec): 3 clusters Score: Raw -69726.424011 + Penalty 1587.166406 = -68139.257605 nChanged 13 SP:Iteration 11Q (61.972788 sec): 3 clusters Score: Raw -69744.935006 + Penalty 1590.334909 = -68154.600097 nChanged 6 SP:Iteration 12Q (61.974241 sec): 3 clusters Score: Raw -69748.979305 + Penalty 1589.993984 = -68158.985321 nChanged 2 SP:Iteration 13Q (61.975727 sec): 3 clusters Score: Raw -69750.766900 + Penalty 1589.993984 = -68160.772916 nChanged 0 SP:Iteration 14F (61.977306 sec): 3 clusters Score: Raw -69750.766900 + Penalty 1589.993984 = -68160.772916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.979107 sec): 2 clusters Score: Raw -38470.332562 + Penalty 327.074144 = -38143.258418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.980168 sec): 3 clusters Score: Raw -38243.572443 + Penalty 672.764436 = -37570.808007 nChanged 165 SP:Iteration 1F (61.981195 sec): 3 clusters Score: Raw -38457.257338 + Penalty 678.102091 = -37779.155247 nChanged 56 SP:Iteration 2F (61.982233 sec): 3 clusters Score: Raw -38546.793820 + Penalty 671.924650 = -37874.869170 nChanged 39 SP:Iteration 3F (61.983234 sec): 3 clusters Score: Raw -38592.349024 + Penalty 663.758240 = -37928.590784 nChanged 24 SP:Iteration 4F (61.984205 sec): 3 clusters Score: Raw -38621.749251 + Penalty 658.112911 = -37963.636340 nChanged 24 SP:Iteration 5F (61.985176 sec): 3 clusters Score: Raw -38643.311243 + Penalty 653.499179 = -37989.812064 nChanged 13 SP:Iteration 6Q (61.986080 sec): 3 clusters Score: Raw -38653.302664 + Penalty 651.702688 = -38001.599976 nChanged 4 SP:Iteration 7Q (61.986980 sec): 3 clusters Score: Raw -38654.481972 + Penalty 650.659113 = -38003.822859 nChanged 2 SP:Iteration 8Q (61.987883 sec): 3 clusters Score: Raw -38655.387607 + Penalty 650.217358 = -38005.170249 nChanged 1 SP:Iteration 9Q (61.988785 sec): 3 clusters Score: Raw -38656.240003 + Penalty 647.949727 = -38008.290275 nChanged 5 SP:Iteration 10F (61.989762 sec): 3 clusters Score: Raw -38658.433785 + Penalty 645.977674 = -38012.456111 nChanged 4 SP:Iteration 11Q (61.990668 sec): 3 clusters Score: Raw -38659.765832 + Penalty 644.666491 = -38015.099341 nChanged 3 SP:Iteration 12Q (61.991568 sec): 3 clusters Score: Raw -38659.692972 + Penalty 644.116504 = -38015.576468 nChanged 1 SP:Iteration 13Q (61.992462 sec): 3 clusters Score: Raw -38659.745151 + Penalty 643.612830 = -38016.132321 nChanged 1 SP:Iteration 14Q (61.993356 sec): 3 clusters Score: Raw -38659.878559 + Penalty 643.612830 = -38016.265729 nChanged 0 SP:Iteration 15F (61.994366 sec): 3 clusters Score: Raw -38659.878559 + Penalty 643.612830 = -38016.265729 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036268 sec): 2 clusters Score: Raw -726049.148504 + Penalty 299.226625 = -725749.921879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053212 sec): 3 clusters Score: Raw -719741.616474 + Penalty 577.679066 = -719163.937408 nChanged 4366 SP:Iteration 1F (62.070336 sec): 3 clusters Score: Raw -721876.384707 + Penalty 545.784375 = -721330.600332 nChanged 1769 SP:Iteration 2F (62.087140 sec): 3 clusters Score: Raw -722471.717084 + Penalty 530.156868 = -721941.560215 nChanged 608 SP:Iteration 3F (62.104251 sec): 3 clusters Score: Raw -722639.851256 + Penalty 517.804317 = -722122.046938 nChanged 399 SP:Iteration 4Q (62.121763 sec): 3 clusters Score: Raw -722821.023397 + Penalty 499.701606 = -722321.321791 nChanged 702 SP:Iteration 5F (62.138893 sec): 3 clusters Score: Raw -723679.404483 + Penalty 522.618915 = -723156.785569 nChanged 1353 SP:Iteration 6F (62.155552 sec): 3 clusters Score: Raw -725561.062986 + Penalty 589.426365 = -724971.636621 nChanged 408 SP:Iteration 7Q (62.172920 sec): 3 clusters Score: Raw -726042.384556 + Penalty 592.946792 = -725449.437763 nChanged 40 SP:Iteration 8Q (62.186157 sec): 3 clusters Score: Raw -726077.304023 + Penalty 604.696625 = -725472.607398 nChanged 6 SP:Iteration 9Q (62.199728 sec): 3 clusters Score: Raw -726080.699261 + Penalty 603.495161 = -725477.204100 nChanged 2 SP:Iteration 10F (62.216676 sec): 3 clusters Score: Raw -726081.547961 + Penalty 603.218130 = -725478.329831 nChanged 1 SP:Iteration 11Q (62.229836 sec): 3 clusters Score: Raw -726081.844329 + Penalty 603.218130 = -725478.626199 nChanged 0 SP:Iteration 12F (62.246792 sec): 3 clusters Score: Raw -726081.844329 + Penalty 603.218130 = -725478.626199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.252388 sec): 2 clusters Score: Raw -2146.885439 + Penalty 59.686916 = -2087.198523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.252664 sec): 3 clusters Score: Raw -2176.306558 + Penalty 124.960756 = -2051.345802 nChanged 4 SP:Iteration 1F (62.252933 sec): 3 clusters Score: Raw -2178.733809 + Penalty 132.884126 = -2045.849684 nChanged 2 SP:Iteration 2F (62.253204 sec): 3 clusters Score: Raw -2182.635463 + Penalty 138.724409 = -2043.911054 nChanged 1 SP:Iteration 3F (62.253468 sec): 3 clusters Score: Raw -2183.852993 + Penalty 138.724409 = -2045.128584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.256968 sec): 2 clusters Score: Raw -86609.712741 + Penalty 484.228616 = -86125.484125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.258881 sec): 3 clusters Score: Raw -86066.650213 + Penalty 969.851203 = -85096.799010 nChanged 365 SP:Iteration 1F (62.260759 sec): 3 clusters Score: Raw -86282.043738 + Penalty 970.186571 = -85311.857166 nChanged 89 SP:Iteration 2F (62.262650 sec): 3 clusters Score: Raw -86326.303443 + Penalty 970.419403 = -85355.884041 nChanged 47 SP:Iteration 3Q (62.264723 sec): 3 clusters Score: Raw -86360.708394 + Penalty 973.217362 = -85387.491032 nChanged 46 SP:Iteration 4Q (62.266755 sec): 3 clusters Score: Raw -86402.304549 + Penalty 978.497357 = -85423.807192 nChanged 59 SP:Iteration 5F (62.268771 sec): 3 clusters Score: Raw -86456.382938 + Penalty 986.876027 = -85469.506911 nChanged 52 SP:Iteration 6F (62.270645 sec): 3 clusters Score: Raw -86502.955517 + Penalty 1000.847831 = -85502.107686 nChanged 46 SP:Iteration 7Q (62.272555 sec): 3 clusters Score: Raw -86547.297030 + Penalty 1015.460301 = -85531.836729 nChanged 50 SP:Iteration 8F (62.274469 sec): 3 clusters Score: Raw -86582.343517 + Penalty 1026.762996 = -85555.580521 nChanged 32 SP:Iteration 9Q (62.276361 sec): 3 clusters Score: Raw -86608.526280 + Penalty 1039.278151 = -85569.248130 nChanged 32 SP:Iteration 10F (62.278272 sec): 3 clusters Score: Raw -86634.724061 + Penalty 1049.482904 = -85585.241157 nChanged 27 SP:Iteration 11Q (62.280105 sec): 3 clusters Score: Raw -86653.159004 + Penalty 1056.714706 = -85596.444298 nChanged 23 SP:Iteration 12Q (62.281942 sec): 3 clusters Score: Raw -86671.820438 + Penalty 1061.322235 = -85610.498203 nChanged 20 SP:Iteration 13Q (62.283867 sec): 3 clusters Score: Raw -86689.464960 + Penalty 1062.104668 = -85627.360292 nChanged 20 SP:Iteration 14Q (62.285747 sec): 3 clusters Score: Raw -86710.664494 + Penalty 1060.875239 = -85649.789255 nChanged 14 SP:Iteration 15Q (62.287583 sec): 3 clusters Score: Raw -86718.683510 + Penalty 1061.589670 = -85657.093840 nChanged 12 SP:Iteration 16Q (62.289391 sec): 3 clusters Score: Raw -86726.114075 + Penalty 1062.158666 = -85663.955409 nChanged 6 SP:Iteration 17Q (62.291167 sec): 3 clusters Score: Raw -86730.466862 + Penalty 1062.407629 = -85668.059234 nChanged 8 SP:Iteration 18Q (62.292976 sec): 3 clusters Score: Raw -86735.065643 + Penalty 1062.269402 = -85672.796240 nChanged 8 SP:Iteration 19Q (62.294749 sec): 3 clusters Score: Raw -86739.151342 + Penalty 1062.414660 = -85676.736682 nChanged 11 SP:Iteration 20F (62.296766 sec): 3 clusters Score: Raw -86743.411828 + Penalty 1062.242979 = -85681.168849 nChanged 3 SP:Iteration 21Q (62.298669 sec): 3 clusters Score: Raw -86744.718315 + Penalty 1062.242979 = -85682.475336 nChanged 0 SP:Iteration 22F (62.300688 sec): 3 clusters Score: Raw -86744.718315 + Penalty 1062.242979 = -85682.475336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.302819 sec): 2 clusters Score: Raw -32247.937448 + Penalty 956.340356 = -31291.597092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.303815 sec): 3 clusters Score: Raw -32212.353425 + Penalty 1912.529292 = -30299.824133 nChanged 97 SP:Iteration 1F (62.304793 sec): 3 clusters Score: Raw -32403.793610 + Penalty 1912.671828 = -30491.121782 nChanged 26 SP:Iteration 2F (62.305749 sec): 3 clusters Score: Raw -32468.893301 + Penalty 1912.734807 = -30556.158493 nChanged 14 SP:Iteration 3Q (62.306650 sec): 3 clusters Score: Raw -32505.205341 + Penalty 1912.854123 = -30592.351218 nChanged 12 SP:Iteration 4Q (62.307547 sec): 3 clusters Score: Raw -32522.681964 + Penalty 1912.850121 = -30609.831842 nChanged 8 SP:Iteration 5Q (62.308430 sec): 3 clusters Score: Raw -32531.628361 + Penalty 1912.864277 = -30618.764084 nChanged 1 SP:Iteration 6Q (62.309313 sec): 3 clusters Score: Raw -32532.835570 + Penalty 1912.937312 = -30619.898258 nChanged 2 SP:Iteration 7Q (62.310195 sec): 3 clusters Score: Raw -32534.880689 + Penalty 1912.937312 = -30621.943378 nChanged 0 SP:Iteration 8F (62.311131 sec): 3 clusters Score: Raw -32534.880689 + Penalty 1912.937312 = -30621.943378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.312919 sec): 2 clusters Score: Raw -27536.267105 + Penalty 323.480746 = -27212.786359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.313684 sec): 3 clusters Score: Raw -27354.593017 + Penalty 651.929977 = -26702.663040 nChanged 110 SP:Iteration 1F (62.314438 sec): 3 clusters Score: Raw -27436.033322 + Penalty 652.682059 = -26783.351264 nChanged 33 SP:Iteration 2F (62.315194 sec): 3 clusters Score: Raw -27472.243978 + Penalty 648.195647 = -26824.048331 nChanged 29 SP:Iteration 3F (62.315992 sec): 3 clusters Score: Raw -27501.210016 + Penalty 646.532769 = -26854.677247 nChanged 21 SP:Iteration 4F (62.316772 sec): 3 clusters Score: Raw -27522.772648 + Penalty 645.815646 = -26876.957003 nChanged 24 SP:Iteration 5F (62.317549 sec): 3 clusters Score: Raw -27545.641333 + Penalty 645.831932 = -26899.809401 nChanged 13 SP:Iteration 6Q (62.318312 sec): 3 clusters Score: Raw -27551.744908 + Penalty 646.561388 = -26905.183520 nChanged 4 SP:Iteration 7Q (62.319071 sec): 3 clusters Score: Raw -27553.132996 + Penalty 646.561388 = -26906.571609 nChanged 0 SP:Iteration 8F (62.319841 sec): 3 clusters Score: Raw -27553.132996 + Penalty 646.561388 = -26906.571609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.321669 sec): 2 clusters Score: Raw -14729.107060 + Penalty 306.987722 = -14422.119338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.322254 sec): 3 clusters Score: Raw -14686.540470 + Penalty 611.897425 = -14074.643046 nChanged 58 SP:Iteration 1F (62.322827 sec): 3 clusters Score: Raw -14774.946226 + Penalty 621.599837 = -14153.346389 nChanged 18 SP:Iteration 2F (62.323397 sec): 3 clusters Score: Raw -14811.227358 + Penalty 635.723789 = -14175.503569 nChanged 9 SP:Iteration 3Q (62.323966 sec): 3 clusters Score: Raw -14831.598455 + Penalty 634.189881 = -14197.408574 nChanged 6 SP:Iteration 4Q (62.324550 sec): 3 clusters Score: Raw -14844.845934 + Penalty 638.973403 = -14205.872531 nChanged 2 SP:Iteration 5Q (62.325092 sec): 3 clusters Score: Raw -14846.559569 + Penalty 645.360037 = -14201.199532 nChanged 1 SP:Iteration 6F (62.325675 sec): 3 clusters Score: Raw -14847.164686 + Penalty 645.360037 = -14201.804648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.328366 sec): 2 clusters Score: Raw -58225.861481 + Penalty 544.113653 = -57681.747828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.329864 sec): 3 clusters Score: Raw -57849.995241 + Penalty 1080.442551 = -56769.552691 nChanged 243 SP:Iteration 1F (62.331307 sec): 3 clusters Score: Raw -57988.867553 + Penalty 1081.759578 = -56907.107974 nChanged 68 SP:Iteration 2F (62.332741 sec): 3 clusters Score: Raw -58053.165724 + Penalty 1097.557264 = -56955.608459 nChanged 58 SP:Iteration 3F (62.334102 sec): 3 clusters Score: Raw -58103.242973 + Penalty 1111.866388 = -56991.376585 nChanged 36 SP:Iteration 4F (62.335474 sec): 3 clusters Score: Raw -58138.089237 + Penalty 1131.885705 = -57006.203532 nChanged 35 SP:Iteration 5F (62.336838 sec): 3 clusters Score: Raw -58169.690373 + Penalty 1143.313989 = -57026.376384 nChanged 23 SP:Iteration 6Q (62.338166 sec): 3 clusters Score: Raw -58185.348943 + Penalty 1151.987069 = -57033.361874 nChanged 14 SP:Iteration 7Q (62.339501 sec): 3 clusters Score: Raw -58197.258152 + Penalty 1169.037879 = -57028.220273 nChanged 15 SP:Iteration 8F (62.340864 sec): 3 clusters Score: Raw -58207.971521 + Penalty 1185.015618 = -57022.955903 nChanged 18 SP:Iteration 9F (62.342236 sec): 3 clusters Score: Raw -58223.397490 + Penalty 1222.831550 = -57000.565940 nChanged 22 SP:Iteration 10F (62.343605 sec): 3 clusters Score: Raw -58247.816671 + Penalty 1249.065813 = -56998.750858 nChanged 13 SP:Iteration 11F (62.344968 sec): 3 clusters Score: Raw -58261.563444 + Penalty 1256.128160 = -57005.435284 nChanged 3 SP:Iteration 12Q (62.346231 sec): 3 clusters Score: Raw -58265.318639 + Penalty 1273.774429 = -56991.544210 nChanged 2 SP:Iteration 13F (62.347595 sec): 3 clusters Score: Raw -58268.335919 + Penalty 1305.480767 = -56962.855152 nChanged 5 SP:Iteration 14F (62.348987 sec): 3 clusters Score: Raw -58275.629263 + Penalty 1313.333635 = -56962.295629 nChanged 2 SP:Iteration 15F (62.350368 sec): 3 clusters Score: Raw -58277.581902 + Penalty 1313.333635 = -56964.248267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.353321 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.354853 sec): 3 clusters Score: Raw -67597.233117 + Penalty 2138.096758 = -65459.136358 nChanged 212 SP:Iteration 1F (62.356328 sec): 3 clusters Score: Raw -67793.313023 + Penalty 2137.996746 = -65655.316277 nChanged 57 SP:Iteration 2F (62.357808 sec): 3 clusters Score: Raw -67862.381620 + Penalty 2137.921563 = -65724.460057 nChanged 32 SP:Iteration 3Q (62.359263 sec): 3 clusters Score: Raw -67905.037732 + Penalty 2137.737082 = -65767.300649 nChanged 23 SP:Iteration 4Q (62.360762 sec): 3 clusters Score: Raw -67930.579113 + Penalty 2137.834074 = -65792.745039 nChanged 18 SP:Iteration 5Q (62.362236 sec): 3 clusters Score: Raw -67952.811567 + Penalty 2137.852758 = -65814.958809 nChanged 14 SP:Iteration 6Q (62.363818 sec): 3 clusters Score: Raw -67975.224034 + Penalty 2137.910577 = -65837.313457 nChanged 11 SP:Iteration 7Q (62.365361 sec): 3 clusters Score: Raw -67993.297881 + Penalty 2137.819683 = -65855.478198 nChanged 13 SP:Iteration 8Q (62.366895 sec): 3 clusters Score: Raw -68005.316234 + Penalty 2137.523286 = -65867.792948 nChanged 11 SP:Iteration 9Q (62.368362 sec): 3 clusters Score: Raw -68018.516241 + Penalty 2137.315297 = -65881.200943 nChanged 13 SP:Iteration 10F (62.369898 sec): 3 clusters Score: Raw -68030.527253 + Penalty 2137.149094 = -65893.378159 nChanged 8 SP:Iteration 11Q (62.371346 sec): 3 clusters Score: Raw -68038.487574 + Penalty 2137.146212 = -65901.341363 nChanged 7 SP:Iteration 12Q (62.372768 sec): 3 clusters Score: Raw -68047.644395 + Penalty 2137.201150 = -65910.443245 nChanged 4 SP:Iteration 13Q (62.374192 sec): 3 clusters Score: Raw -68052.627836 + Penalty 2137.173826 = -65915.454010 nChanged 1 SP:Iteration 14Q (62.375614 sec): 3 clusters Score: Raw -68053.238881 + Penalty 2137.173826 = -65916.065055 nChanged 0 SP:Iteration 15F (62.377090 sec): 3 clusters Score: Raw -68053.238881 + Penalty 2137.173826 = -65916.065055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.387814 sec): 2 clusters Score: Raw -175649.369319 + Penalty 627.650377 = -175021.718943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.391531 sec): 3 clusters Score: Raw -174416.892296 + Penalty 1255.240619 = -173161.651677 nChanged 874 SP:Iteration 1F (62.395170 sec): 3 clusters Score: Raw -174841.526588 + Penalty 1253.799477 = -173587.727111 nChanged 211 SP:Iteration 2F (62.399087 sec): 3 clusters Score: Raw -174938.185246 + Penalty 1251.361101 = -173686.824146 nChanged 145 SP:Iteration 3F (62.402894 sec): 3 clusters Score: Raw -175005.796858 + Penalty 1249.732788 = -173756.064071 nChanged 106 SP:Iteration 4F (62.406532 sec): 3 clusters Score: Raw -175052.951141 + Penalty 1247.569441 = -173805.381700 nChanged 83 SP:Iteration 5Q (62.410179 sec): 3 clusters Score: Raw -175082.891732 + Penalty 1246.892086 = -173835.999646 nChanged 71 SP:Iteration 6Q (62.413847 sec): 3 clusters Score: Raw -175112.487736 + Penalty 1244.829559 = -173867.658177 nChanged 75 SP:Iteration 7Q (62.417621 sec): 3 clusters Score: Raw -175146.821893 + Penalty 1244.811109 = -173902.010784 nChanged 81 SP:Iteration 8Q (62.421390 sec): 3 clusters Score: Raw -175183.096142 + Penalty 1245.769255 = -173937.326887 nChanged 93 SP:Iteration 9Q (62.425057 sec): 3 clusters Score: Raw -175231.248741 + Penalty 1253.252598 = -173977.996143 nChanged 110 SP:Iteration 10F (62.428668 sec): 3 clusters Score: Raw -175308.612398 + Penalty 1274.760285 = -174033.852113 nChanged 120 SP:Iteration 11F (62.432485 sec): 3 clusters Score: Raw -175419.091091 + Penalty 1325.243695 = -174093.847396 nChanged 111 SP:Iteration 12F (62.436093 sec): 3 clusters Score: Raw -175525.748283 + Penalty 1360.207961 = -174165.540322 nChanged 61 SP:Iteration 13Q (62.439817 sec): 3 clusters Score: Raw -175583.313420 + Penalty 1386.527354 = -174196.786066 nChanged 39 SP:Iteration 14Q (62.443462 sec): 3 clusters Score: Raw -175623.699552 + Penalty 1417.744825 = -174205.954726 nChanged 27 SP:Iteration 15Q (62.447013 sec): 3 clusters Score: Raw -175650.837508 + Penalty 1430.053259 = -174220.784250 nChanged 12 SP:Iteration 16Q (62.450471 sec): 3 clusters Score: Raw -175667.798862 + Penalty 1447.746786 = -174220.052075 nChanged 7 SP:Iteration 17F (62.454177 sec): 3 clusters Score: Raw -175673.796963 + Penalty 1456.080004 = -174217.716959 nChanged 6 SP:Iteration 18F (62.457794 sec): 3 clusters Score: Raw -175678.820107 + Penalty 1465.624393 = -174213.195714 nChanged 3 SP:Iteration 19F (62.461574 sec): 3 clusters Score: Raw -175682.098865 + Penalty 1469.481981 = -174212.616885 nChanged 2 SP:Iteration 20F (62.465463 sec): 3 clusters Score: Raw -175685.509742 + Penalty 1477.349214 = -174208.160527 nChanged 3 SP:Iteration 21F (62.469221 sec): 3 clusters Score: Raw -175687.417753 + Penalty 1480.141345 = -174207.276408 nChanged 2 SP:Iteration 22F (62.473190 sec): 3 clusters Score: Raw -175687.913729 + Penalty 1480.141345 = -174207.772384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.478527 sec): 2 clusters Score: Raw -1248.363570 + Penalty 54.167677 = -1194.195894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.478778 sec): 3 clusters Score: Raw -1263.497819 + Penalty 115.914671 = -1147.583148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.481707 sec): 2 clusters Score: Raw -45411.870533 + Penalty 510.793468 = -44901.077065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.482936 sec): 3 clusters Score: Raw -45177.750179 + Penalty 1021.328537 = -44156.421643 nChanged 181 SP:Iteration 1F (62.484038 sec): 3 clusters Score: Raw -45319.236550 + Penalty 1019.978327 = -44299.258223 nChanged 49 SP:Iteration 2F (62.485126 sec): 3 clusters Score: Raw -45360.374975 + Penalty 1017.715515 = -44342.659460 nChanged 27 SP:Iteration 3F (62.486214 sec): 3 clusters Score: Raw -45378.774584 + Penalty 1015.102592 = -44363.671992 nChanged 22 SP:Iteration 4Q (62.487293 sec): 3 clusters Score: Raw -45394.333615 + Penalty 1014.038376 = -44380.295239 nChanged 15 SP:Iteration 5Q (62.488378 sec): 3 clusters Score: Raw -45406.389440 + Penalty 1013.561503 = -44392.827937 nChanged 20 SP:Iteration 6Q (62.489457 sec): 3 clusters Score: Raw -45424.072504 + Penalty 1011.041281 = -44413.031222 nChanged 19 SP:Iteration 7Q (62.490538 sec): 3 clusters Score: Raw -45442.143918 + Penalty 1007.934658 = -44434.209260 nChanged 14 SP:Iteration 8Q (62.491614 sec): 3 clusters Score: Raw -45453.321548 + Penalty 1003.201283 = -44450.120265 nChanged 10 SP:Iteration 9Q (62.492687 sec): 3 clusters Score: Raw -45458.652995 + Penalty 1003.150802 = -44455.502193 nChanged 3 SP:Iteration 10F (62.493772 sec): 3 clusters Score: Raw -45459.280276 + Penalty 1003.992019 = -44455.288256 nChanged 1 SP:Iteration 11F (62.494857 sec): 3 clusters Score: Raw -45459.857290 + Penalty 1003.868626 = -44455.988663 nChanged 3 SP:Iteration 12Q (62.495998 sec): 3 clusters Score: Raw -45462.079148 + Penalty 1004.918167 = -44457.160981 nChanged 4 SP:Iteration 13Q (62.497129 sec): 3 clusters Score: Raw -45466.404353 + Penalty 1004.797898 = -44461.606455 nChanged 2 SP:Iteration 14Q (62.498257 sec): 3 clusters Score: Raw -45466.457879 + Penalty 1003.647299 = -44462.810580 nChanged 2 SP:Iteration 15Q (62.499355 sec): 3 clusters Score: Raw -45468.217877 + Penalty 1002.120624 = -44466.097253 nChanged 3 SP:Iteration 16Q (62.500424 sec): 3 clusters Score: Raw -45471.743401 + Penalty 1001.687772 = -44470.055629 nChanged 1 SP:Iteration 17Q (62.501486 sec): 3 clusters Score: Raw -45472.122172 + Penalty 1001.581275 = -44470.540897 nChanged 1 SP:Iteration 18Q (62.502578 sec): 3 clusters Score: Raw -45472.108223 + Penalty 1001.581275 = -44470.526948 nChanged 0 SP:Iteration 19F (62.503680 sec): 3 clusters Score: Raw -45472.108223 + Penalty 1001.581275 = -44470.526948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.505301 sec): 2 clusters Score: Raw -20099.722560 + Penalty 686.084557 = -19413.638003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.505899 sec): 3 clusters Score: Raw -20046.141535 + Penalty 1372.327126 = -18673.814409 nChanged 43 SP:Iteration 1F (62.506486 sec): 3 clusters Score: Raw -20103.974709 + Penalty 1370.654247 = -18733.320462 nChanged 20 SP:Iteration 2F (62.507071 sec): 3 clusters Score: Raw -20130.763066 + Penalty 1367.396450 = -18763.366616 nChanged 8 SP:Iteration 3Q (62.507645 sec): 3 clusters Score: Raw -20141.217292 + Penalty 1364.407190 = -18776.810102 nChanged 5 SP:Iteration 4Q (62.508218 sec): 3 clusters Score: Raw -20148.873462 + Penalty 1362.345536 = -18786.527925 nChanged 5 SP:Iteration 5Q (62.508818 sec): 3 clusters Score: Raw -20161.212975 + Penalty 1360.791423 = -18800.421552 nChanged 2 SP:Iteration 6Q (62.509389 sec): 3 clusters Score: Raw -20162.968756 + Penalty 1358.431397 = -18804.537359 nChanged 2 SP:Iteration 7Q (62.510015 sec): 3 clusters Score: Raw -20165.184937 + Penalty 1357.348541 = -18807.836396 nChanged 3 SP:Iteration 8Q (62.510603 sec): 3 clusters Score: Raw -20170.188933 + Penalty 1356.147578 = -18814.041355 nChanged 2 SP:Iteration 9Q (62.511190 sec): 3 clusters Score: Raw -20171.128202 + Penalty 1355.902572 = -18815.225630 nChanged 1 SP:Iteration 10F (62.511797 sec): 3 clusters Score: Raw -20172.806874 + Penalty 1355.902572 = -18816.904302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.514742 sec): 2 clusters Score: Raw -85152.736756 + Penalty 1053.191989 = -84099.544767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.516553 sec): 3 clusters Score: Raw -84838.493397 + Penalty 2107.547390 = -82730.946007 nChanged 264 SP:Iteration 1F (62.518259 sec): 3 clusters Score: Raw -85049.228847 + Penalty 2109.156683 = -82940.072164 nChanged 61 SP:Iteration 2F (62.519937 sec): 3 clusters Score: Raw -85109.433985 + Penalty 2110.121647 = -82999.312338 nChanged 28 SP:Iteration 3Q (62.521641 sec): 3 clusters Score: Raw -85138.328336 + Penalty 2111.428965 = -83026.899371 nChanged 19 SP:Iteration 4Q (62.523313 sec): 3 clusters Score: Raw -85160.848854 + Penalty 2113.162662 = -83047.686192 nChanged 25 SP:Iteration 5Q (62.524974 sec): 3 clusters Score: Raw -85185.196643 + Penalty 2114.512650 = -83070.683993 nChanged 19 SP:Iteration 6Q (62.526700 sec): 3 clusters Score: Raw -85203.618372 + Penalty 2115.297769 = -83088.320603 nChanged 8 SP:Iteration 7Q (62.528363 sec): 3 clusters Score: Raw -85210.800040 + Penalty 2116.214019 = -83094.586020 nChanged 9 SP:Iteration 8Q (62.530150 sec): 3 clusters Score: Raw -85221.875889 + Penalty 2117.735400 = -83104.140489 nChanged 10 SP:Iteration 9Q (62.531901 sec): 3 clusters Score: Raw -85234.135389 + Penalty 2118.499145 = -83115.636244 nChanged 8 SP:Iteration 10F (62.533622 sec): 3 clusters Score: Raw -85243.107647 + Penalty 2119.058429 = -83124.049218 nChanged 5 SP:Iteration 11Q (62.535244 sec): 3 clusters Score: Raw -85245.584762 + Penalty 2119.454271 = -83126.130491 nChanged 4 SP:Iteration 12Q (62.536908 sec): 3 clusters Score: Raw -85252.342964 + Penalty 2119.621509 = -83132.721456 nChanged 3 SP:Iteration 13Q (62.538553 sec): 3 clusters Score: Raw -85253.616572 + Penalty 2119.621509 = -83133.995064 nChanged 0 SP:Iteration 14F (62.540264 sec): 3 clusters Score: Raw -85253.616572 + Penalty 2119.621509 = -83133.995064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.541152 sec): 2 clusters Score: Raw -11507.399588 + Penalty 418.990879 = -11088.408708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.541644 sec): 3 clusters Score: Raw -11516.446462 + Penalty 839.931419 = -10676.515043 nChanged 32 SP:Iteration 1F (62.542107 sec): 3 clusters Score: Raw -11588.014703 + Penalty 837.981759 = -10750.032944 nChanged 8 SP:Iteration 2F (62.542567 sec): 3 clusters Score: Raw -11611.930706 + Penalty 834.959415 = -10776.971291 nChanged 6 SP:Iteration 3Q (62.543004 sec): 3 clusters Score: Raw -11623.794842 + Penalty 834.959415 = -10788.835428 nChanged 0 SP:Iteration 4F (62.543465 sec): 3 clusters Score: Raw -11623.794842 + Penalty 834.959415 = -10788.835428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.546512 sec): 2 clusters Score: Raw -86471.610233 + Penalty 1078.360758 = -85393.249476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.548399 sec): 3 clusters Score: Raw -86122.406467 + Penalty 2156.325600 = -83966.080867 nChanged 288 SP:Iteration 1F (62.550225 sec): 3 clusters Score: Raw -86366.905253 + Penalty 2155.078684 = -84211.826570 nChanged 86 SP:Iteration 2F (62.552081 sec): 3 clusters Score: Raw -86464.314880 + Penalty 2153.649562 = -84310.665318 nChanged 70 SP:Iteration 3F (62.553927 sec): 3 clusters Score: Raw -86538.448767 + Penalty 2152.707491 = -84385.741276 nChanged 45 SP:Iteration 4Q (62.555727 sec): 3 clusters Score: Raw -86611.965131 + Penalty 2152.641198 = -84459.323933 nChanged 46 SP:Iteration 5Q (62.557584 sec): 3 clusters Score: Raw -86684.548325 + Penalty 2153.617173 = -84530.931152 nChanged 34 SP:Iteration 6Q (62.559377 sec): 3 clusters Score: Raw -86724.828590 + Penalty 2153.847617 = -84570.980973 nChanged 20 SP:Iteration 7Q (62.561196 sec): 3 clusters Score: Raw -86743.451794 + Penalty 2154.456934 = -84588.994860 nChanged 13 SP:Iteration 8Q (62.563065 sec): 3 clusters Score: Raw -86755.928192 + Penalty 2154.847631 = -84601.080560 nChanged 11 SP:Iteration 9Q (62.564873 sec): 3 clusters Score: Raw -86769.668600 + Penalty 2155.165691 = -84614.502910 nChanged 10 SP:Iteration 10F (62.566729 sec): 3 clusters Score: Raw -86779.126841 + Penalty 2155.171574 = -84623.955267 nChanged 4 SP:Iteration 11Q (62.568511 sec): 3 clusters Score: Raw -86783.213119 + Penalty 2155.363987 = -84627.849132 nChanged 2 SP:Iteration 12Q (62.570295 sec): 3 clusters Score: Raw -86784.711634 + Penalty 2155.635442 = -84629.076191 nChanged 5 SP:Iteration 13Q (62.572054 sec): 3 clusters Score: Raw -86787.245970 + Penalty 2155.710095 = -84631.535874 nChanged 5 SP:Iteration 14Q (62.573794 sec): 3 clusters Score: Raw -86789.873440 + Penalty 2155.710095 = -84634.163345 nChanged 0 SP:Iteration 15F (62.575628 sec): 3 clusters Score: Raw -86789.873440 + Penalty 2155.710095 = -84634.163345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.576531 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.577034 sec): 3 clusters Score: Raw -13573.543856 + Penalty 371.105990 = -13202.437866 nChanged 60 SP:Iteration 1F (62.577530 sec): 3 clusters Score: Raw -13673.955195 + Penalty 414.573173 = -13259.382022 nChanged 23 SP:Iteration 2F (62.578038 sec): 3 clusters Score: Raw -13710.081430 + Penalty 413.684750 = -13296.396680 nChanged 3 SP:Iteration 3Q (62.578518 sec): 3 clusters Score: Raw -13712.837694 + Penalty 407.216390 = -13305.621304 nChanged 2 SP:Iteration 4Q (62.578992 sec): 3 clusters Score: Raw -13714.093227 + Penalty 404.081705 = -13310.011521 nChanged 1 SP:Iteration 5Q (62.579463 sec): 3 clusters Score: Raw -13714.954262 + Penalty 402.928411 = -13312.025850 nChanged 1 SP:Iteration 6Q (62.579933 sec): 3 clusters Score: Raw -13715.520619 + Penalty 402.928411 = -13312.592208 nChanged 0 SP:Iteration 7F (62.580433 sec): 3 clusters Score: Raw -13715.520619 + Penalty 402.928411 = -13312.592208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.583062 sec): 2 clusters Score: Raw -69500.461831 + Penalty 756.503414 = -68743.958417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.584694 sec): 3 clusters Score: Raw -69108.072604 + Penalty 1513.247868 = -67594.824736 nChanged 254 SP:Iteration 1F (62.586241 sec): 3 clusters Score: Raw -69290.654255 + Penalty 1516.110975 = -67774.543280 nChanged 97 SP:Iteration 2F (62.587766 sec): 3 clusters Score: Raw -69389.144109 + Penalty 1522.545228 = -67866.598881 nChanged 70 SP:Iteration 3F (62.589284 sec): 3 clusters Score: Raw -69460.233850 + Penalty 1529.422329 = -67930.811521 nChanged 60 SP:Iteration 4F (62.590854 sec): 3 clusters Score: Raw -69507.738245 + Penalty 1533.771572 = -67973.966673 nChanged 33 SP:Iteration 5Q (62.592379 sec): 3 clusters Score: Raw -69527.107752 + Penalty 1535.318701 = -67991.789051 nChanged 20 SP:Iteration 6Q (62.593876 sec): 3 clusters Score: Raw -69539.020750 + Penalty 1535.273275 = -68003.747475 nChanged 16 SP:Iteration 7Q (62.595531 sec): 3 clusters Score: Raw -69548.356038 + Penalty 1531.923165 = -68016.432873 nChanged 11 SP:Iteration 8Q (62.597254 sec): 3 clusters Score: Raw -69556.336408 + Penalty 1532.281443 = -68024.054965 nChanged 8 SP:Iteration 9Q (62.598976 sec): 3 clusters Score: Raw -69561.314786 + Penalty 1533.619301 = -68027.695486 nChanged 4 SP:Iteration 10F (62.600752 sec): 3 clusters Score: Raw -69563.680589 + Penalty 1533.619301 = -68030.061289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.602752 sec): 2 clusters Score: Raw -41954.471651 + Penalty 930.164301 = -41024.307351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.603820 sec): 3 clusters Score: Raw -41873.806782 + Penalty 1856.962199 = -40016.844583 nChanged 110 SP:Iteration 1F (62.604887 sec): 3 clusters Score: Raw -42034.169262 + Penalty 1855.499877 = -40178.669385 nChanged 21 SP:Iteration 2Q (62.605881 sec): 3 clusters Score: Raw -42075.619454 + Penalty 1855.674777 = -40219.944677 nChanged 14 SP:Iteration 3Q (62.606858 sec): 3 clusters Score: Raw -42116.359880 + Penalty 1854.241690 = -40262.118191 nChanged 19 SP:Iteration 4Q (62.607826 sec): 3 clusters Score: Raw -42158.184155 + Penalty 1855.045576 = -40303.138579 nChanged 14 SP:Iteration 5Q (62.608786 sec): 3 clusters Score: Raw -42201.786923 + Penalty 1855.630802 = -40346.156120 nChanged 10 SP:Iteration 6Q (62.609762 sec): 3 clusters Score: Raw -42217.105576 + Penalty 1857.021765 = -40360.083811 nChanged 10 SP:Iteration 7Q (62.610750 sec): 3 clusters Score: Raw -42227.441796 + Penalty 1858.190942 = -40369.250855 nChanged 7 SP:Iteration 8Q (62.611735 sec): 3 clusters Score: Raw -42235.499151 + Penalty 1859.035720 = -40376.463431 nChanged 4 SP:Iteration 9Q (62.612716 sec): 3 clusters Score: Raw -42240.334810 + Penalty 1859.465015 = -40380.869795 nChanged 1 SP:Iteration 10F (62.613735 sec): 3 clusters Score: Raw -42241.292263 + Penalty 1859.465015 = -40381.827248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.616357 sec): 2 clusters Score: Raw -71055.672964 + Penalty 852.350049 = -70203.322915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.618005 sec): 3 clusters Score: Raw -70714.914293 + Penalty 1718.758885 = -68996.155408 nChanged 239 SP:Iteration 1F (62.619615 sec): 3 clusters Score: Raw -70908.493091 + Penalty 1733.312001 = -69175.181090 nChanged 63 SP:Iteration 2F (62.621147 sec): 3 clusters Score: Raw -70964.842074 + Penalty 1744.670736 = -69220.171338 nChanged 37 SP:Iteration 3Q (62.622674 sec): 3 clusters Score: Raw -71002.746386 + Penalty 1756.213121 = -69246.533265 nChanged 34 SP:Iteration 4Q (62.624235 sec): 3 clusters Score: Raw -71037.047933 + Penalty 1765.549873 = -69271.498060 nChanged 21 SP:Iteration 5Q (62.625824 sec): 3 clusters Score: Raw -71057.335247 + Penalty 1773.519443 = -69283.815804 nChanged 16 SP:Iteration 6Q (62.627399 sec): 3 clusters Score: Raw -71070.742192 + Penalty 1778.144470 = -69292.597722 nChanged 10 SP:Iteration 7Q (62.628966 sec): 3 clusters Score: Raw -71078.752039 + Penalty 1781.146938 = -69297.605101 nChanged 5 SP:Iteration 8Q (62.630523 sec): 3 clusters Score: Raw -71084.482230 + Penalty 1783.346944 = -69301.135286 nChanged 5 SP:Iteration 9Q (62.632008 sec): 3 clusters Score: Raw -71088.793352 + Penalty 1784.465435 = -69304.327917 nChanged 5 SP:Iteration 10F (62.633521 sec): 3 clusters Score: Raw -71093.838279 + Penalty 1784.818373 = -69309.019906 nChanged 2 SP:Iteration 11Q (62.634992 sec): 3 clusters Score: Raw -71096.253752 + Penalty 1786.219813 = -69310.033939 nChanged 2 SP:Iteration 12Q (62.636456 sec): 3 clusters Score: Raw -71097.455961 + Penalty 1787.469241 = -69309.986719 nChanged 1 SP:Iteration 13F (62.637982 sec): 3 clusters Score: Raw -71098.086176 + Penalty 1787.469241 = -69310.616934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.640596 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.642199 sec): 3 clusters Score: Raw -74389.778632 + Penalty 2100.239337 = -72289.539295 nChanged 209 SP:Iteration 1F (62.643739 sec): 3 clusters Score: Raw -74602.539130 + Penalty 2100.446103 = -72502.093027 nChanged 58 SP:Iteration 2F (62.645278 sec): 3 clusters Score: Raw -74661.307400 + Penalty 2100.739145 = -72560.568255 nChanged 26 SP:Iteration 3Q (62.646807 sec): 3 clusters Score: Raw -74690.764209 + Penalty 2100.656620 = -72590.107590 nChanged 19 SP:Iteration 4Q (62.648323 sec): 3 clusters Score: Raw -74710.537567 + Penalty 2100.684530 = -72609.853037 nChanged 11 SP:Iteration 5Q (62.649814 sec): 3 clusters Score: Raw -74719.825702 + Penalty 2100.731070 = -72619.094632 nChanged 2 SP:Iteration 6Q (62.651300 sec): 3 clusters Score: Raw -74721.376723 + Penalty 2100.712319 = -72620.664405 nChanged 1 SP:Iteration 7Q (62.652782 sec): 3 clusters Score: Raw -74723.874656 + Penalty 2100.793653 = -72623.081004 nChanged 2 SP:Iteration 8Q (62.654264 sec): 3 clusters Score: Raw -74727.051313 + Penalty 2100.793653 = -72626.257661 nChanged 2 SP:Iteration 9Q (62.655769 sec): 3 clusters Score: Raw -74728.704223 + Penalty 2100.876415 = -72627.827808 nChanged 4 SP:Iteration 10F (62.657278 sec): 3 clusters Score: Raw -74733.865848 + Penalty 2100.828772 = -72633.037076 nChanged 3 SP:Iteration 11Q (62.658790 sec): 3 clusters Score: Raw -74738.763767 + Penalty 2100.828772 = -72637.934995 nChanged 2 SP:Iteration 12Q (62.660293 sec): 3 clusters Score: Raw -74739.923389 + Penalty 2100.914451 = -72639.008938 nChanged 3 SP:Iteration 13Q (62.661889 sec): 3 clusters Score: Raw -74741.658478 + Penalty 2100.943872 = -72640.714607 nChanged 3 SP:Iteration 14Q (62.663396 sec): 3 clusters Score: Raw -74743.048805 + Penalty 2101.133482 = -72641.915323 nChanged 2 SP:Iteration 15Q (62.664900 sec): 3 clusters Score: Raw -74744.880895 + Penalty 2101.120064 = -72643.760831 nChanged 2 SP:Iteration 16Q (62.666411 sec): 3 clusters Score: Raw -74746.024174 + Penalty 2101.104986 = -72644.919188 nChanged 1 SP:Iteration 17Q (62.667915 sec): 3 clusters Score: Raw -74746.980615 + Penalty 2101.080933 = -72645.899682 nChanged 3 SP:Iteration 18Q (62.669408 sec): 3 clusters Score: Raw -74749.200872 + Penalty 2100.922728 = -72648.278143 nChanged 3 SP:Iteration 19Q (62.670886 sec): 3 clusters Score: Raw -74750.511870 + Penalty 2101.030652 = -72649.481218 nChanged 1 SP:Iteration 20F (62.672433 sec): 3 clusters Score: Raw -74752.211045 + Penalty 2101.157996 = -72651.053050 nChanged 3 SP:Iteration 21Q (62.673942 sec): 3 clusters Score: Raw -74756.567090 + Penalty 2101.054702 = -72655.512388 nChanged 4 SP:Iteration 22Q (62.675435 sec): 3 clusters Score: Raw -74759.596140 + Penalty 2101.077684 = -72658.518456 nChanged 2 SP:Iteration 23Q (62.676911 sec): 3 clusters Score: Raw -74762.998654 + Penalty 2101.155107 = -72661.843547 nChanged 1 SP:Iteration 24Q (62.678422 sec): 3 clusters Score: Raw -74763.918448 + Penalty 2101.269611 = -72662.648837 nChanged 2 SP:Iteration 25Q (62.679919 sec): 3 clusters Score: Raw -74766.893519 + Penalty 2101.316147 = -72665.577372 nChanged 4 SP:Iteration 26Q (62.681408 sec): 3 clusters Score: Raw -74772.021315 + Penalty 2101.337340 = -72670.683975 nChanged 5 SP:Iteration 27Q (62.682892 sec): 3 clusters Score: Raw -74776.505781 + Penalty 2101.376347 = -72675.129433 nChanged 2 SP:Iteration 28Q (62.684394 sec): 3 clusters Score: Raw -74777.163889 + Penalty 2101.376347 = -72675.787542 nChanged 0 SP:Iteration 29F (62.685924 sec): 3 clusters Score: Raw -74777.163889 + Penalty 2101.376347 = -72675.787542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.686503 sec): 2 clusters Score: Raw -1143.031092 + Penalty 124.072873 = -1018.958219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.686758 sec): 3 clusters Score: Raw -1199.655027 + Penalty 254.285207 = -945.369820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.689626 sec): 2 clusters Score: Raw -47401.194602 + Penalty 667.820006 = -46733.374596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.690813 sec): 3 clusters Score: Raw -47169.087900 + Penalty 1325.975142 = -45843.112758 nChanged 160 SP:Iteration 1F (62.691931 sec): 3 clusters Score: Raw -47343.756527 + Penalty 1302.533934 = -46041.222593 nChanged 74 SP:Iteration 2F (62.693063 sec): 3 clusters Score: Raw -47461.133018 + Penalty 1285.384171 = -46175.748847 nChanged 49 SP:Iteration 3F (62.694264 sec): 3 clusters Score: Raw -47539.991297 + Penalty 1277.422858 = -46262.568439 nChanged 25 SP:Iteration 4Q (62.695391 sec): 3 clusters Score: Raw -47574.117615 + Penalty 1279.588779 = -46294.528836 nChanged 14 SP:Iteration 5Q (62.696505 sec): 3 clusters Score: Raw -47592.886286 + Penalty 1281.955162 = -46310.931124 nChanged 7 SP:Iteration 6Q (62.697573 sec): 3 clusters Score: Raw -47600.243600 + Penalty 1278.801190 = -46321.442409 nChanged 8 SP:Iteration 7Q (62.698647 sec): 3 clusters Score: Raw -47606.988032 + Penalty 1273.619177 = -46333.368855 nChanged 5 SP:Iteration 8Q (62.699727 sec): 3 clusters Score: Raw -47612.950775 + Penalty 1272.344252 = -46340.606523 nChanged 1 SP:Iteration 9Q (62.700785 sec): 3 clusters Score: Raw -47613.095361 + Penalty 1272.344252 = -46340.751110 nChanged 0 SP:Iteration 10F (62.701899 sec): 3 clusters Score: Raw -47613.095361 + Penalty 1272.344252 = -46340.751110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.702531 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.702819 sec): 3 clusters Score: Raw -2615.091650 + Penalty 482.934370 = -2132.157279 nChanged 9 SP:Iteration 1F (62.703093 sec): 3 clusters Score: Raw -2649.450957 + Penalty 506.598864 = -2142.852093 nChanged 1 SP:Iteration 2Q (62.703354 sec): 3 clusters Score: Raw -2658.408597 + Penalty 506.598864 = -2151.809733 nChanged 0 SP:Iteration 3F (62.703627 sec): 3 clusters Score: Raw -2658.408597 + Penalty 506.598864 = -2151.809733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.705402 sec): 2 clusters Score: Raw -41374.887496 + Penalty 782.542898 = -40592.344598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.706440 sec): 3 clusters Score: Raw -41187.470318 + Penalty 1562.535939 = -39624.934379 nChanged 122 SP:Iteration 1F (62.707467 sec): 3 clusters Score: Raw -41332.627231 + Penalty 1559.543633 = -39773.083599 nChanged 56 SP:Iteration 2F (62.708485 sec): 3 clusters Score: Raw -41439.145695 + Penalty 1556.425411 = -39882.720285 nChanged 36 SP:Iteration 3F (62.709503 sec): 3 clusters Score: Raw -41487.739463 + Penalty 1555.084592 = -39932.654870 nChanged 28 SP:Iteration 4F (62.710521 sec): 3 clusters Score: Raw -41538.407280 + Penalty 1557.744891 = -39980.662389 nChanged 13 SP:Iteration 5Q (62.711504 sec): 3 clusters Score: Raw -41558.051124 + Penalty 1559.585450 = -39998.465675 nChanged 7 SP:Iteration 6Q (62.712480 sec): 3 clusters Score: Raw -41570.320955 + Penalty 1560.911476 = -40009.409479 nChanged 8 SP:Iteration 7Q (62.713452 sec): 3 clusters Score: Raw -41584.841714 + Penalty 1561.627524 = -40023.214190 nChanged 4 SP:Iteration 8Q (62.714420 sec): 3 clusters Score: Raw -41587.846433 + Penalty 1561.545171 = -40026.301262 nChanged 1 SP:Iteration 9Q (62.715415 sec): 3 clusters Score: Raw -41590.825672 + Penalty 1561.288828 = -40029.536843 nChanged 2 SP:Iteration 10F (62.716431 sec): 3 clusters Score: Raw -41593.144769 + Penalty 1561.688882 = -40031.455887 nChanged 1 SP:Iteration 11Q (62.717394 sec): 3 clusters Score: Raw -41593.558668 + Penalty 1561.688882 = -40031.869786 nChanged 0 SP:Iteration 12F (62.718412 sec): 3 clusters Score: Raw -41593.558668 + Penalty 1561.688882 = -40031.869786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.719732 sec): 2 clusters Score: Raw -29934.809323 + Penalty 484.797671 = -29450.011652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.720513 sec): 3 clusters Score: Raw -29777.114442 + Penalty 968.116833 = -28808.997609 nChanged 101 SP:Iteration 1F (62.721284 sec): 3 clusters Score: Raw -29886.005656 + Penalty 960.967283 = -28925.038373 nChanged 37 SP:Iteration 2F (62.722069 sec): 3 clusters Score: Raw -29921.896213 + Penalty 959.661053 = -28962.235160 nChanged 20 SP:Iteration 3F (62.722840 sec): 3 clusters Score: Raw -29933.631036 + Penalty 963.564918 = -28970.066118 nChanged 7 SP:Iteration 4Q (62.723605 sec): 3 clusters Score: Raw -29940.339273 + Penalty 964.103922 = -28976.235352 nChanged 4 SP:Iteration 5Q (62.724373 sec): 3 clusters Score: Raw -29940.790851 + Penalty 965.883110 = -28974.907741 nChanged 3 SP:Iteration 6F (62.725138 sec): 3 clusters Score: Raw -29942.163992 + Penalty 965.883110 = -28976.280882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.726392 sec): 2 clusters Score: Raw -24383.864872 + Penalty 361.626830 = -24022.238042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.727151 sec): 3 clusters Score: Raw -24258.007032 + Penalty 725.389063 = -23532.617969 nChanged 80 SP:Iteration 1F (62.727896 sec): 3 clusters Score: Raw -24324.254424 + Penalty 727.758875 = -23596.495549 nChanged 24 SP:Iteration 2F (62.728638 sec): 3 clusters Score: Raw -24340.563743 + Penalty 732.828824 = -23607.734919 nChanged 10 SP:Iteration 3Q (62.729373 sec): 3 clusters Score: Raw -24348.945511 + Penalty 734.165798 = -23614.779713 nChanged 5 SP:Iteration 4Q (62.730107 sec): 3 clusters Score: Raw -24352.669687 + Penalty 735.357778 = -23617.311909 nChanged 2 SP:Iteration 5Q (62.730841 sec): 3 clusters Score: Raw -24353.751920 + Penalty 740.658325 = -23613.093595 nChanged 6 SP:Iteration 6F (62.731616 sec): 3 clusters Score: Raw -24358.303060 + Penalty 744.836213 = -23613.466847 nChanged 5 SP:Iteration 7Q (62.732364 sec): 3 clusters Score: Raw -24361.320676 + Penalty 748.763468 = -23612.557208 nChanged 7 SP:Iteration 8F (62.733086 sec): 3 clusters Score: Raw -24366.026907 + Penalty 752.686406 = -23613.340501 nChanged 6 SP:Iteration 9Q (62.733794 sec): 3 clusters Score: Raw -24368.610448 + Penalty 755.264511 = -23613.345938 nChanged 3 SP:Iteration 10F (62.734510 sec): 3 clusters Score: Raw -24369.346189 + Penalty 758.355705 = -23610.990483 nChanged 3 SP:Iteration 11F (62.735225 sec): 3 clusters Score: Raw -24371.899089 + Penalty 768.402596 = -23603.496493 nChanged 8 SP:Iteration 12F (62.735939 sec): 3 clusters Score: Raw -24378.519778 + Penalty 772.062361 = -23606.457417 nChanged 4 SP:Iteration 13Q (62.736638 sec): 3 clusters Score: Raw -24379.940878 + Penalty 773.963354 = -23605.977524 nChanged 1 SP:Iteration 14F (62.737351 sec): 3 clusters Score: Raw -24380.624551 + Penalty 781.575762 = -23599.048789 nChanged 5 SP:Iteration 15F (62.738063 sec): 3 clusters Score: Raw -24382.795973 + Penalty 785.138041 = -23597.657933 nChanged 5 SP:Iteration 16F (62.738777 sec): 3 clusters Score: Raw -24385.524919 + Penalty 793.766052 = -23591.758867 nChanged 6 SP:Iteration 17F (62.739491 sec): 3 clusters Score: Raw -24389.644643 + Penalty 805.787307 = -23583.857337 nChanged 5 SP:Iteration 18F (62.740231 sec): 3 clusters Score: Raw -24394.767520 + Penalty 808.227642 = -23586.539878 nChanged 1 SP:Iteration 19Q (62.740917 sec): 3 clusters Score: Raw -24395.785469 + Penalty 809.424108 = -23586.361361 nChanged 1 SP:Iteration 20F (62.741636 sec): 3 clusters Score: Raw -24396.126199 + Penalty 806.029274 = -23590.096925 nChanged 1 SP:Iteration 21Q (62.742323 sec): 3 clusters Score: Raw -24396.771097 + Penalty 806.409015 = -23590.362083 nChanged 1 SP:Iteration 22Q (62.743014 sec): 3 clusters Score: Raw -24397.859576 + Penalty 806.409015 = -23591.450562 nChanged 0 SP:Iteration 23F (62.743731 sec): 3 clusters Score: Raw -24397.859576 + Penalty 806.409015 = -23591.450562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.745377 sec): 2 clusters Score: Raw -33821.147522 + Penalty 560.855201 = -33260.292321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.746353 sec): 3 clusters Score: Raw -33683.853033 + Penalty 1126.348642 = -32557.504392 nChanged 127 SP:Iteration 1F (62.747312 sec): 3 clusters Score: Raw -33860.863186 + Penalty 1125.963132 = -32734.900055 nChanged 35 SP:Iteration 2F (62.748270 sec): 3 clusters Score: Raw -33910.713179 + Penalty 1123.996097 = -32786.717082 nChanged 18 SP:Iteration 3Q (62.749198 sec): 3 clusters Score: Raw -33928.877775 + Penalty 1121.352484 = -32807.525291 nChanged 10 SP:Iteration 4Q (62.750124 sec): 3 clusters Score: Raw -33941.947030 + Penalty 1113.995507 = -32827.951523 nChanged 13 SP:Iteration 5Q (62.751048 sec): 3 clusters Score: Raw -33955.560095 + Penalty 1112.855131 = -32842.704965 nChanged 5 SP:Iteration 6Q (62.751969 sec): 3 clusters Score: Raw -33957.847400 + Penalty 1112.007547 = -32845.839853 nChanged 1 SP:Iteration 7Q (62.752885 sec): 3 clusters Score: Raw -33958.851326 + Penalty 1111.173578 = -32847.677748 nChanged 1 SP:Iteration 8Q (62.753801 sec): 3 clusters Score: Raw -33959.976997 + Penalty 1110.205577 = -32849.771420 nChanged 1 SP:Iteration 9Q (62.754715 sec): 3 clusters Score: Raw -33960.184926 + Penalty 1110.205577 = -32849.979350 nChanged 0 SP:Iteration 10F (62.755702 sec): 3 clusters Score: Raw -33960.184926 + Penalty 1110.205577 = -32849.979350 nChanged 0 Time taken for this iteration:62.009727 seconds. 300->35 Clusters: Score -2125164.998364, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =343.102055 ms) Total iterations: 2899 (time per iteration =21.658391 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4383013750.000000 (time per metric unit =14.325229ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 109575343750.000000 (time per metric unit=573.009163ps) That took 62.787676 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 11 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.39 and 0.58 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 42572 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 42572 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 216 (3 points): Lose 6.835948 but Gain 1688.614409 Iteration 0F (5.736252 sec): 226 clusters Score: Raw -3336406.537356 + Penalty 226108.075663 = -3110298.461694 nChanged 16351 Deleting Class 194 (3 points): Lose 10.721338 but Gain 1655.295980 Iteration 1F (9.869743 sec): 208 clusters Score: Raw -3378720.845680 + Penalty 218925.509170 = -3159795.336510 nChanged 7275 Deleting Class 197 (3 points): Lose 10.923080 but Gain 1640.234519 Iteration 2F (13.862128 sec): 201 clusters Score: Raw -3390729.020444 + Penalty 214822.000260 = -3175907.020184 nChanged 4319 Deleting Class 210 (3 points): Lose 9.963850 but Gain 1622.735736 Iteration 3F (17.772372 sec): 197 clusters Score: Raw -3396410.807252 + Penalty 212568.498032 = -3183842.309219 nChanged 3193 Deleting Class 110 (3 points): Lose 42.962006 but Gain 1629.683660 Iteration 4F (21.628417 sec): 195 clusters Score: Raw -3399725.693038 + Penalty 208953.436426 = -3190772.256613 nChanged 2448 Deleting Class 212 (3 points): Lose 24.784787 but Gain 1557.849827 Iteration 5F (25.430460 sec): 192 clusters Score: Raw -3401991.327517 + Penalty 206646.726370 = -3195344.601148 nChanged 2048 Deleting Class 176 (6 points): Lose 46.704415 but Gain 1576.356792 Iteration 6Q (25.990907 sec): 190 clusters Score: Raw -3403653.039707 + Penalty 205703.730977 = -3197949.308730 nChanged 1616 Deleting Class 189 (2 points): Lose 9.261130 but Gain 1604.074207 Iteration 7Q (26.485261 sec): 189 clusters Score: Raw -3404842.016894 + Penalty 203155.690054 = -3201686.326840 nChanged 1284 Deleting Class 218 (3 points): Lose 30.971076 but Gain 1553.423069 Iteration 8Q (26.934951 sec): 187 clusters Score: Raw -3405661.082552 + Penalty 200856.255560 = -3204804.826992 nChanged 960 Deleting Class 222 (1 points): Lose 0.493593 but Gain 1513.736877 Iteration 9Q (27.347135 sec): 185 clusters Score: Raw -3406316.526598 + Penalty 199725.501296 = -3206591.025302 nChanged 758 Deleting Class 187 (2 points): Lose 20.904256 but Gain 1526.934474 Iteration 10F (30.982519 sec): 184 clusters Score: Raw -3406767.103140 + Penalty 198314.859348 = -3208452.243792 nChanged 570 Deleting Class 135 (18 points): Lose 155.518223 but Gain 1658.626595 Iteration 11Q (31.362439 sec): 183 clusters Score: Raw -3406880.274977 + Penalty 197025.659437 = -3209854.615541 nChanged 467 Deleting Class 163 (6 points): Lose 56.989929 but Gain 1557.456184 Iteration 12Q (31.711651 sec): 182 clusters Score: Raw -3407098.064369 + Penalty 195516.727547 = -3211581.336823 nChanged 377 Deleting Class 36 (12 points): Lose 62.366158 but Gain 1559.177644 Iteration 13Q (32.060840 sec): 181 clusters Score: Raw -3407213.216818 + Penalty 194116.629824 = -3213096.586993 nChanged 350 Deleting Class 226 (1 points): Lose 1.492982 but Gain 1481.849268 Iteration 14Q (32.401117 sec): 180 clusters Score: Raw -3407377.035625 + Penalty 192686.945459 = -3214690.090166 nChanged 263 Deleting Class 144 (1 points): Lose 1.670737 but Gain 1459.517321 Iteration 15Q (32.727540 sec): 179 clusters Score: Raw -3407497.848919 + Penalty 191279.244876 = -3216218.604043 nChanged 249 Deleting Class 129 (14 points): Lose 86.215824 but Gain 1540.491572 Iteration 16Q (33.057685 sec): 178 clusters Score: Raw -3407541.619236 + Penalty 189814.911171 = -3217726.708065 nChanged 273 Deleting Class 68 (21 points): Lose 186.903663 but Gain 1640.493381 Iteration 17Q (33.388842 sec): 177 clusters Score: Raw -3407522.197580 + Penalty 188263.355355 = -3219258.842225 nChanged 269 Deleting Class 192 (14 points): Lose 126.262244 but Gain 1560.298040 Iteration 18Q (33.716928 sec): 176 clusters Score: Raw -3407581.777134 + Penalty 186628.865336 = -3220952.911798 nChanged 264 Deleting Class 140 (10 points): Lose 85.557518 but Gain 1512.368197 Iteration 19Q (34.048121 sec): 175 clusters Score: Raw -3407702.128336 + Penalty 185227.293012 = -3222474.835324 nChanged 276 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3407702.128336 + Penalty 185227.293012 = -3222474.835324Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.208158 sec): 2 clusters Score: Raw -9698.906046 + Penalty 201.483675 = -9497.422371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.208629 sec): 3 clusters Score: Raw -9697.614076 + Penalty 418.414248 = -9279.199827 nChanged 28 SP:Iteration 1F (34.209094 sec): 3 clusters Score: Raw -9743.775247 + Penalty 427.464614 = -9316.310632 nChanged 8 SP:Iteration 2F (34.209526 sec): 3 clusters Score: Raw -9760.209840 + Penalty 428.445716 = -9331.764125 nChanged 4 SP:Iteration 3Q (34.209939 sec): 3 clusters Score: Raw -9772.554214 + Penalty 426.337798 = -9346.216416 nChanged 3 SP:Iteration 4Q (34.210346 sec): 3 clusters Score: Raw -9779.595241 + Penalty 426.337798 = -9353.257443 nChanged 0 SP:Iteration 5F (34.210778 sec): 3 clusters Score: Raw -9779.595241 + Penalty 426.337798 = -9353.257443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.211307 sec): 2 clusters Score: Raw -516.983042 + Penalty 159.887466 = -357.095576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.211528 sec): 3 clusters Score: Raw -512.594725 + Penalty 319.774932 = -192.819793 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.222180 sec): 2 clusters Score: Raw -192087.461762 + Penalty 486.938356 = -191600.523406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.226531 sec): 3 clusters Score: Raw -190822.473722 + Penalty 970.723565 = -189851.750156 nChanged 946 SP:Iteration 1F (34.230768 sec): 3 clusters Score: Raw -191500.062768 + Penalty 971.956511 = -190528.106257 nChanged 246 SP:Iteration 2F (34.235113 sec): 3 clusters Score: Raw -191894.424394 + Penalty 985.579568 = -190908.844826 nChanged 260 SP:Iteration 3F (34.239675 sec): 3 clusters Score: Raw -192514.797050 + Penalty 1007.639883 = -191507.157167 nChanged 234 SP:Iteration 4F (34.243879 sec): 3 clusters Score: Raw -193101.031107 + Penalty 1019.247141 = -192081.783967 nChanged 109 SP:Iteration 5Q (34.247906 sec): 3 clusters Score: Raw -193452.252348 + Penalty 1021.574762 = -192430.677586 nChanged 27 SP:Iteration 6Q (34.251628 sec): 3 clusters Score: Raw -193555.255273 + Penalty 1021.442452 = -192533.812822 nChanged 2 SP:Iteration 7Q (34.255215 sec): 3 clusters Score: Raw -193557.188188 + Penalty 1021.185255 = -192536.002933 nChanged 1 SP:Iteration 8Q (34.258564 sec): 3 clusters Score: Raw -193558.822217 + Penalty 1021.185255 = -192537.636962 nChanged 0 SP:Iteration 9F (34.262719 sec): 3 clusters Score: Raw -193558.822217 + Penalty 1021.185255 = -192537.636962 nChanged 0 Score: Raw -3431436.178519 + Penalty 185967.642224 = -3245468.536295 Splitting cluster 3 changes total score from -3222474.835324 to -3245468.536295 So it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.705142 sec): 2 clusters Score: Raw -15587.250622 + Penalty 396.358033 = -15190.892589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.705693 sec): 3 clusters Score: Raw -15540.875446 + Penalty 795.006790 = -14745.868656 nChanged 48 SP:Iteration 1F (37.706278 sec): 3 clusters Score: Raw -15591.768704 + Penalty 794.463296 = -14797.305408 nChanged 7 SP:Iteration 2Q (37.706827 sec): 3 clusters Score: Raw -15598.412659 + Penalty 793.811708 = -14804.600951 nChanged 4 SP:Iteration 3Q (37.707368 sec): 3 clusters Score: Raw -15603.468814 + Penalty 793.064902 = -14810.403912 nChanged 6 SP:Iteration 4Q (37.707909 sec): 3 clusters Score: Raw -15611.443727 + Penalty 792.779133 = -14818.664594 nChanged 5 SP:Iteration 5Q (37.708448 sec): 3 clusters Score: Raw -15617.252933 + Penalty 792.511515 = -14824.741419 nChanged 2 SP:Iteration 6Q (37.708987 sec): 3 clusters Score: Raw -15621.246259 + Penalty 792.074844 = -14829.171416 nChanged 2 SP:Iteration 7Q (37.709522 sec): 3 clusters Score: Raw -15624.083207 + Penalty 792.191953 = -14831.891255 nChanged 1 SP:Iteration 8Q (37.710050 sec): 3 clusters Score: Raw -15625.546222 + Penalty 791.820390 = -14833.725832 nChanged 2 SP:Iteration 9Q (37.710570 sec): 3 clusters Score: Raw -15626.679433 + Penalty 791.675848 = -14835.003586 nChanged 1 SP:Iteration 10F (37.711105 sec): 3 clusters Score: Raw -15627.153984 + Penalty 791.834996 = -14835.318988 nChanged 1 SP:Iteration 11Q (37.711627 sec): 3 clusters Score: Raw -15630.184688 + Penalty 792.202660 = -14837.982028 nChanged 2 SP:Iteration 12Q (37.712149 sec): 3 clusters Score: Raw -15634.482936 + Penalty 792.444217 = -14842.038719 nChanged 1 SP:Iteration 13Q (37.712669 sec): 3 clusters Score: Raw -15638.192947 + Penalty 792.618664 = -14845.574283 nChanged 1 SP:Iteration 14Q (37.713189 sec): 3 clusters Score: Raw -15639.743046 + Penalty 792.618664 = -14847.124382 nChanged 0 SP:Iteration 15F (37.713725 sec): 3 clusters Score: Raw -15639.743046 + Penalty 792.618664 = -14847.124382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.714251 sec): 2 clusters Score: Raw -1045.887694 + Penalty 237.506106 = -808.381588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.714485 sec): 3 clusters Score: Raw -1066.387190 + Penalty 467.094651 = -599.292539 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.719651 sec): 2 clusters Score: Raw -137200.916527 + Penalty 164.854983 = -137036.061544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.723084 sec): 3 clusters Score: Raw -136144.109546 + Penalty 315.637003 = -135828.472543 nChanged 770 SP:Iteration 1F (37.726388 sec): 3 clusters Score: Raw -136688.032448 + Penalty 308.390622 = -136379.641826 nChanged 215 SP:Iteration 2F (37.729728 sec): 3 clusters Score: Raw -136893.790374 + Penalty 296.719428 = -136597.070946 nChanged 165 SP:Iteration 3F (37.733032 sec): 3 clusters Score: Raw -137090.352244 + Penalty 250.435266 = -136839.916978 nChanged 81 SP:Iteration 4Q (37.736170 sec): 3 clusters Score: Raw -137211.696709 + Penalty 245.165918 = -136966.530791 nChanged 12 SP:Iteration 5Q (37.738782 sec): 3 clusters Score: Raw -137215.599686 + Penalty 244.190423 = -136971.409263 nChanged 5 SP:Iteration 6Q (37.741522 sec): 3 clusters Score: Raw -137217.810973 + Penalty 242.780444 = -136975.030529 nChanged 6 SP:Iteration 7Q (37.744210 sec): 3 clusters Score: Raw -137219.562789 + Penalty 236.828902 = -136982.733888 nChanged 3 SP:Iteration 8Q (37.746698 sec): 3 clusters Score: Raw -137221.261019 + Penalty 233.100043 = -136988.160976 nChanged 4 SP:Iteration 9Q (37.749173 sec): 3 clusters Score: Raw -137222.441238 + Penalty 232.361472 = -136990.079766 nChanged 2 SP:Iteration 10F (37.752198 sec): 3 clusters Score: Raw -137222.344117 + Penalty 232.361472 = -136989.982645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.752927 sec): 2 clusters Score: Raw -3706.084492 + Penalty 580.064038 = -3126.020454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.753220 sec): 3 clusters Score: Raw -3850.495748 + Penalty 1159.642518 = -2690.853229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.753784 sec): 2 clusters Score: Raw -2493.367509 + Penalty 275.660205 = -2217.707304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.754047 sec): 3 clusters Score: Raw -2494.290048 + Penalty 552.785037 = -1941.505011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.754568 sec): 2 clusters Score: Raw -1730.104634 + Penalty 306.524140 = -1423.580494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.754814 sec): 3 clusters Score: Raw -1755.952789 + Penalty 614.004234 = -1141.948555 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (15554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.824517 sec): 2 clusters Score: Raw -1229388.866425 + Penalty 204.466695 = -1229184.399730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.854353 sec): 3 clusters Score: Raw -1218810.585506 + Penalty 410.598001 = -1218399.987506 nChanged 7544 SP:Iteration 1F (37.883594 sec): 3 clusters Score: Raw -1223283.733457 + Penalty 524.495447 = -1222759.238010 nChanged 3880 SP:Iteration 2F (37.912691 sec): 3 clusters Score: Raw -1228350.547212 + Penalty 587.543515 = -1227763.003697 nChanged 868 SP:Iteration 3F (37.941973 sec): 3 clusters Score: Raw -1229350.750613 + Penalty 477.222848 = -1228873.527764 nChanged 54 SP:Iteration 4Q (37.964867 sec): 3 clusters Score: Raw -1229417.923375 + Penalty 379.467193 = -1229038.456182 nChanged 13 SP:Iteration 5Q (37.987314 sec): 3 clusters Score: Raw -1229439.643195 + Penalty 343.035696 = -1229096.607499 nChanged 6 SP:Iteration 6Q (38.009851 sec): 3 clusters Score: Raw -1229444.099233 + Penalty 338.929926 = -1229105.169307 nChanged 3 SP:Iteration 7Q (38.032735 sec): 3 clusters Score: Raw -1229445.551541 + Penalty 320.535737 = -1229125.015804 nChanged 3 SP:Iteration 8Q (38.055467 sec): 3 clusters Score: Raw -1229451.802480 + Penalty 314.999599 = -1229136.802880 nChanged 2 SP:Iteration 9Q (38.077965 sec): 3 clusters Score: Raw -1229462.090664 + Penalty 311.971624 = -1229150.119040 nChanged 2 SP:Iteration 10F (38.106405 sec): 3 clusters Score: Raw -1229462.970591 + Penalty 314.465454 = -1229148.505137 nChanged 2 SP:Iteration 11F (38.134981 sec): 3 clusters Score: Raw -1229463.914219 + Penalty 314.465454 = -1229149.448765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 11 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.148059 sec): 2 clusters Score: Raw -74779.756027 + Penalty 758.872554 = -74020.883474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.149775 sec): 3 clusters Score: Raw -74453.114590 + Penalty 1512.848021 = -72940.266570 nChanged 292 SP:Iteration 1F (38.151371 sec): 3 clusters Score: Raw -74793.318042 + Penalty 1510.538649 = -73282.779393 nChanged 83 SP:Iteration 2F (38.152947 sec): 3 clusters Score: Raw -74893.016616 + Penalty 1511.809960 = -73381.206656 nChanged 42 SP:Iteration 3F (38.154515 sec): 3 clusters Score: Raw -74939.410981 + Penalty 1512.156667 = -73427.254313 nChanged 22 SP:Iteration 4Q (38.156057 sec): 3 clusters Score: Raw -74956.098869 + Penalty 1511.210240 = -73444.888630 nChanged 7 SP:Iteration 5Q (38.157663 sec): 3 clusters Score: Raw -74961.168332 + Penalty 1512.604394 = -73448.563938 nChanged 8 SP:Iteration 6Q (38.159227 sec): 3 clusters Score: Raw -74972.007276 + Penalty 1512.825263 = -73459.182013 nChanged 5 SP:Iteration 7Q (38.160788 sec): 3 clusters Score: Raw -74977.670477 + Penalty 1512.604056 = -73465.066421 nChanged 5 SP:Iteration 8Q (38.162339 sec): 3 clusters Score: Raw -74981.533710 + Penalty 1513.118948 = -73468.414763 nChanged 4 SP:Iteration 9Q (38.163874 sec): 3 clusters Score: Raw -74986.103385 + Penalty 1513.659519 = -73472.443866 nChanged 4 SP:Iteration 10F (38.165483 sec): 3 clusters Score: Raw -74989.342032 + Penalty 1513.572380 = -73475.769652 nChanged 2 SP:Iteration 11Q (38.167041 sec): 3 clusters Score: Raw -74990.042514 + Penalty 1513.572380 = -73476.470134 nChanged 0 SP:Iteration 12F (38.168661 sec): 3 clusters Score: Raw -74990.042514 + Penalty 1513.572380 = -73476.470134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.181767 sec): 2 clusters Score: Raw -221422.645129 + Penalty 490.389944 = -220932.255185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.186517 sec): 3 clusters Score: Raw -220029.715486 + Penalty 973.921458 = -219055.794028 nChanged 1040 SP:Iteration 1F (38.191289 sec): 3 clusters Score: Raw -220957.221899 + Penalty 968.860534 = -219988.361365 nChanged 290 SP:Iteration 2F (38.195965 sec): 3 clusters Score: Raw -221191.110857 + Penalty 965.405751 = -220225.705106 nChanged 165 SP:Iteration 3F (38.200688 sec): 3 clusters Score: Raw -221323.291152 + Penalty 965.071015 = -220358.220137 nChanged 138 SP:Iteration 4F (38.205435 sec): 3 clusters Score: Raw -221424.389803 + Penalty 967.344224 = -220457.045579 nChanged 88 SP:Iteration 5Q (38.210303 sec): 3 clusters Score: Raw -221478.269112 + Penalty 970.242857 = -220508.026255 nChanged 87 SP:Iteration 6Q (38.214816 sec): 3 clusters Score: Raw -221529.508156 + Penalty 973.453575 = -220556.054581 nChanged 78 SP:Iteration 7Q (38.219266 sec): 3 clusters Score: Raw -221571.508385 + Penalty 976.930149 = -220594.578236 nChanged 72 SP:Iteration 8Q (38.223723 sec): 3 clusters Score: Raw -221614.070991 + Penalty 980.648970 = -220633.422021 nChanged 72 SP:Iteration 9Q (38.228322 sec): 3 clusters Score: Raw -221654.239460 + Penalty 983.029585 = -220671.209875 nChanged 51 SP:Iteration 10F (38.232832 sec): 3 clusters Score: Raw -221678.511909 + Penalty 985.057015 = -220693.454894 nChanged 41 SP:Iteration 11Q (38.237302 sec): 3 clusters Score: Raw -221695.574398 + Penalty 987.144850 = -220708.429547 nChanged 33 SP:Iteration 12Q (38.241920 sec): 3 clusters Score: Raw -221710.194104 + Penalty 989.217129 = -220720.976975 nChanged 34 SP:Iteration 13Q (38.246665 sec): 3 clusters Score: Raw -221724.109290 + Penalty 990.273161 = -220733.836129 nChanged 20 SP:Iteration 14Q (38.251031 sec): 3 clusters Score: Raw -221730.845181 + Penalty 991.083894 = -220739.761287 nChanged 15 SP:Iteration 15Q (38.255363 sec): 3 clusters Score: Raw -221737.731439 + Penalty 991.900127 = -220745.831313 nChanged 19 SP:Iteration 16Q (38.260016 sec): 3 clusters Score: Raw -221743.396890 + Penalty 992.627048 = -220750.769842 nChanged 13 SP:Iteration 17Q (38.264483 sec): 3 clusters Score: Raw -221745.726178 + Penalty 992.885827 = -220752.840351 nChanged 6 SP:Iteration 18Q (38.268989 sec): 3 clusters Score: Raw -221747.830388 + Penalty 993.113355 = -220754.717032 nChanged 10 SP:Iteration 19Q (38.273527 sec): 3 clusters Score: Raw -221751.113164 + Penalty 993.556509 = -220757.556656 nChanged 14 SP:Iteration 20F (38.278618 sec): 3 clusters Score: Raw -221755.390284 + Penalty 993.891221 = -220761.499063 nChanged 6 SP:Iteration 21Q (38.283188 sec): 3 clusters Score: Raw -221756.544196 + Penalty 994.110647 = -220762.433549 nChanged 4 SP:Iteration 22Q (38.287658 sec): 3 clusters Score: Raw -221757.170555 + Penalty 994.158228 = -220763.012327 nChanged 1 SP:Iteration 23Q (38.292120 sec): 3 clusters Score: Raw -221757.630719 + Penalty 994.217848 = -220763.412871 nChanged 2 SP:Iteration 24Q (38.296645 sec): 3 clusters Score: Raw -221758.291476 + Penalty 994.210722 = -220764.080754 nChanged 1 SP:Iteration 25Q (38.301042 sec): 3 clusters Score: Raw -221758.864695 + Penalty 994.226658 = -220764.638037 nChanged 1 SP:Iteration 26Q (38.305465 sec): 3 clusters Score: Raw -221759.166820 + Penalty 994.226658 = -220764.940162 nChanged 0 SP:Iteration 27F (38.310410 sec): 3 clusters Score: Raw -221759.166820 + Penalty 994.226658 = -220764.940162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.317793 sec): 2 clusters Score: Raw -6223.929949 + Penalty 147.238584 = -6076.691364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.318188 sec): 3 clusters Score: Raw -6204.875250 + Penalty 295.027673 = -5909.847577 nChanged 16 SP:Iteration 1F (38.318572 sec): 3 clusters Score: Raw -6227.071051 + Penalty 293.313408 = -5933.757643 nChanged 6 SP:Iteration 2F (38.318956 sec): 3 clusters Score: Raw -6234.167421 + Penalty 290.338220 = -5943.829201 nChanged 4 SP:Iteration 3Q (38.319315 sec): 3 clusters Score: Raw -6240.473773 + Penalty 290.338220 = -5950.135553 nChanged 0 SP:Iteration 4F (38.319679 sec): 3 clusters Score: Raw -6240.473773 + Penalty 290.338220 = -5950.135553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 14 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.320253 sec): 2 clusters Score: Raw -3157.782261 + Penalty 430.251792 = -2727.530470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.320527 sec): 3 clusters Score: Raw -3188.044626 + Penalty 858.039112 = -2330.005514 nChanged 1 SP:Iteration 1Q (38.320796 sec): 3 clusters Score: Raw -3193.294227 + Penalty 858.039112 = -2335.255115 nChanged 0 SP:Iteration 2F (38.321074 sec): 3 clusters Score: Raw -3193.294227 + Penalty 858.039112 = -2335.255115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.322921 sec): 2 clusters Score: Raw -22818.695455 + Penalty 710.988880 = -22107.706574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.323634 sec): 3 clusters Score: Raw -22814.582579 + Penalty 1422.924022 = -21391.658557 nChanged 61 SP:Iteration 1F (38.324334 sec): 3 clusters Score: Raw -22937.286514 + Penalty 1423.901595 = -21513.384919 nChanged 25 SP:Iteration 2F (38.325035 sec): 3 clusters Score: Raw -22974.665035 + Penalty 1424.980069 = -21549.684966 nChanged 7 SP:Iteration 3Q (38.325702 sec): 3 clusters Score: Raw -22988.392344 + Penalty 1425.879569 = -21562.512774 nChanged 4 SP:Iteration 4Q (38.326365 sec): 3 clusters Score: Raw -22994.687883 + Penalty 1426.624990 = -21568.062893 nChanged 3 SP:Iteration 5Q (38.327030 sec): 3 clusters Score: Raw -22997.757879 + Penalty 1426.065624 = -21571.692254 nChanged 2 SP:Iteration 6Q (38.327691 sec): 3 clusters Score: Raw -23005.226193 + Penalty 1426.000363 = -21579.225830 nChanged 3 SP:Iteration 7Q (38.328349 sec): 3 clusters Score: Raw -23007.595068 + Penalty 1426.000363 = -21581.594705 nChanged 0 SP:Iteration 8F (38.329075 sec): 3 clusters Score: Raw -23007.595068 + Penalty 1426.000363 = -21581.594705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.333966 sec): 2 clusters Score: Raw -107155.700556 + Penalty 351.759555 = -106803.941001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.336438 sec): 3 clusters Score: Raw -106396.955714 + Penalty 712.198198 = -105684.757516 nChanged 557 SP:Iteration 1F (38.338893 sec): 3 clusters Score: Raw -106798.289738 + Penalty 712.697944 = -106085.591794 nChanged 183 SP:Iteration 2F (38.341432 sec): 3 clusters Score: Raw -106941.514652 + Penalty 707.390907 = -106234.123746 nChanged 94 SP:Iteration 3F (38.344068 sec): 3 clusters Score: Raw -107005.617572 + Penalty 703.055424 = -106302.562148 nChanged 55 SP:Iteration 4Q (38.346636 sec): 3 clusters Score: Raw -107034.943529 + Penalty 700.425768 = -106334.517761 nChanged 37 SP:Iteration 5Q (38.349084 sec): 3 clusters Score: Raw -107055.299689 + Penalty 697.882330 = -106357.417360 nChanged 34 SP:Iteration 6Q (38.351513 sec): 3 clusters Score: Raw -107075.258428 + Penalty 697.525962 = -106377.732466 nChanged 40 SP:Iteration 7Q (38.353881 sec): 3 clusters Score: Raw -107098.285026 + Penalty 697.991378 = -106400.293648 nChanged 33 SP:Iteration 8Q (38.356241 sec): 3 clusters Score: Raw -107122.817570 + Penalty 700.676077 = -106422.141493 nChanged 45 SP:Iteration 9Q (38.358661 sec): 3 clusters Score: Raw -107177.101066 + Penalty 705.368541 = -106471.732526 nChanged 59 SP:Iteration 10F (38.361163 sec): 3 clusters Score: Raw -107274.176539 + Penalty 710.208577 = -106563.967962 nChanged 41 SP:Iteration 11Q (38.363465 sec): 3 clusters Score: Raw -107330.135874 + Penalty 713.934528 = -106616.201346 nChanged 40 SP:Iteration 12Q (38.365708 sec): 3 clusters Score: Raw -107376.844258 + Penalty 717.268985 = -106659.575273 nChanged 34 SP:Iteration 13Q (38.367904 sec): 3 clusters Score: Raw -107408.403122 + Penalty 720.041676 = -106688.361446 nChanged 26 SP:Iteration 14Q (38.370064 sec): 3 clusters Score: Raw -107425.209169 + Penalty 721.311580 = -106703.897589 nChanged 11 SP:Iteration 15Q (38.372210 sec): 3 clusters Score: Raw -107431.678453 + Penalty 722.109481 = -106709.568972 nChanged 9 SP:Iteration 16Q (38.374632 sec): 3 clusters Score: Raw -107438.468368 + Penalty 722.694371 = -106715.773997 nChanged 6 SP:Iteration 17Q (38.377047 sec): 3 clusters Score: Raw -107439.497638 + Penalty 723.741543 = -106715.756095 nChanged 4 SP:Iteration 18F (38.379606 sec): 3 clusters Score: Raw -107440.204962 + Penalty 724.127231 = -106716.077730 nChanged 2 SP:Iteration 19Q (38.381744 sec): 3 clusters Score: Raw -107440.426995 + Penalty 724.127231 = -106716.299764 nChanged 0 SP:Iteration 20F (38.384180 sec): 3 clusters Score: Raw -107440.426995 + Penalty 724.127231 = -106716.299764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.388039 sec): 2 clusters Score: Raw -66639.068181 + Penalty 662.148841 = -65976.919340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.389562 sec): 3 clusters Score: Raw -66281.041301 + Penalty 1326.963151 = -64954.078149 nChanged 254 SP:Iteration 1F (38.391077 sec): 3 clusters Score: Raw -66462.616824 + Penalty 1328.090397 = -65134.526427 nChanged 76 SP:Iteration 2F (38.392599 sec): 3 clusters Score: Raw -66529.942555 + Penalty 1331.218167 = -65198.724388 nChanged 52 SP:Iteration 3F (38.394097 sec): 3 clusters Score: Raw -66581.909729 + Penalty 1335.473081 = -65246.436649 nChanged 39 SP:Iteration 4F (38.395590 sec): 3 clusters Score: Raw -66616.028154 + Penalty 1344.711985 = -65271.316169 nChanged 34 SP:Iteration 5Q (38.397021 sec): 3 clusters Score: Raw -66657.966056 + Penalty 1349.281613 = -65308.684443 nChanged 16 SP:Iteration 6Q (38.398471 sec): 3 clusters Score: Raw -66668.122130 + Penalty 1352.254381 = -65315.867749 nChanged 8 SP:Iteration 7Q (38.399933 sec): 3 clusters Score: Raw -66672.198788 + Penalty 1353.955708 = -65318.243081 nChanged 4 SP:Iteration 8Q (38.401393 sec): 3 clusters Score: Raw -66673.171554 + Penalty 1357.303337 = -65315.868217 nChanged 7 SP:Iteration 9F (38.402887 sec): 3 clusters Score: Raw -66675.113441 + Penalty 1358.992089 = -65316.121353 nChanged 3 SP:Iteration 10F (38.404366 sec): 3 clusters Score: Raw -66675.842319 + Penalty 1360.894590 = -65314.947728 nChanged 4 SP:Iteration 11F (38.405834 sec): 3 clusters Score: Raw -66676.512759 + Penalty 1361.610025 = -65314.902734 nChanged 2 SP:Iteration 12F (38.407444 sec): 3 clusters Score: Raw -66676.854241 + Penalty 1363.065532 = -65313.788709 nChanged 2 SP:Iteration 13F (38.409016 sec): 3 clusters Score: Raw -66677.817920 + Penalty 1366.447718 = -65311.370202 nChanged 5 SP:Iteration 14F (38.410539 sec): 3 clusters Score: Raw -66679.286884 + Penalty 1369.401588 = -65309.885295 nChanged 6 SP:Iteration 15F (38.412027 sec): 3 clusters Score: Raw -66684.451944 + Penalty 1374.483868 = -65309.968075 nChanged 8 SP:Iteration 16Q (38.413466 sec): 3 clusters Score: Raw -66689.653043 + Penalty 1382.966249 = -65306.686794 nChanged 11 SP:Iteration 17F (38.414959 sec): 3 clusters Score: Raw -66698.020450 + Penalty 1393.061763 = -65304.958687 nChanged 15 SP:Iteration 18F (38.416436 sec): 3 clusters Score: Raw -66706.812948 + Penalty 1402.113169 = -65304.699779 nChanged 12 SP:Iteration 19F (38.417903 sec): 3 clusters Score: Raw -66714.235110 + Penalty 1407.849693 = -65306.385417 nChanged 10 SP:Iteration 20F (38.419468 sec): 3 clusters Score: Raw -66721.061941 + Penalty 1414.230951 = -65306.830990 nChanged 9 SP:Iteration 21Q (38.420958 sec): 3 clusters Score: Raw -66728.645523 + Penalty 1425.028695 = -65303.616828 nChanged 10 SP:Iteration 22F (38.422538 sec): 3 clusters Score: Raw -66736.842834 + Penalty 1434.253721 = -65302.589113 nChanged 7 SP:Iteration 23F (38.424093 sec): 3 clusters Score: Raw -66745.585178 + Penalty 1438.690723 = -65306.894455 nChanged 4 SP:Iteration 24Q (38.425652 sec): 3 clusters Score: Raw -66750.335673 + Penalty 1442.032200 = -65308.303473 nChanged 4 SP:Iteration 25Q (38.427244 sec): 3 clusters Score: Raw -66752.807533 + Penalty 1443.140161 = -65309.667373 nChanged 3 SP:Iteration 26Q (38.428680 sec): 3 clusters Score: Raw -66754.442920 + Penalty 1443.140161 = -65311.302759 nChanged 0 SP:Iteration 27F (38.430175 sec): 3 clusters Score: Raw -66754.442920 + Penalty 1443.140161 = -65311.302759 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.432553 sec): 2 clusters Score: Raw -54173.041918 + Penalty 724.987180 = -53448.054738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.433876 sec): 3 clusters Score: Raw -53916.703300 + Penalty 1449.974361 = -52466.728939 nChanged 182 SP:Iteration 1F (38.435187 sec): 3 clusters Score: Raw -54076.208246 + Penalty 1450.446366 = -52625.761880 nChanged 56 SP:Iteration 2F (38.436476 sec): 3 clusters Score: Raw -54134.717036 + Penalty 1450.231449 = -52684.485586 nChanged 33 SP:Iteration 3F (38.437774 sec): 3 clusters Score: Raw -54173.406561 + Penalty 1451.555395 = -52721.851166 nChanged 31 SP:Iteration 4Q (38.439150 sec): 3 clusters Score: Raw -54213.695041 + Penalty 1450.233486 = -52763.461555 nChanged 23 SP:Iteration 5Q (38.440483 sec): 3 clusters Score: Raw -54240.059332 + Penalty 1449.522721 = -52790.536611 nChanged 15 SP:Iteration 6Q (38.441794 sec): 3 clusters Score: Raw -54261.086450 + Penalty 1450.768380 = -52810.318069 nChanged 12 SP:Iteration 7Q (38.443104 sec): 3 clusters Score: Raw -54283.444534 + Penalty 1450.809705 = -52832.634830 nChanged 17 SP:Iteration 8Q (38.444419 sec): 3 clusters Score: Raw -54313.086567 + Penalty 1450.664633 = -52862.421935 nChanged 15 SP:Iteration 9Q (38.445695 sec): 3 clusters Score: Raw -54333.019766 + Penalty 1450.143753 = -52882.876013 nChanged 11 SP:Iteration 10F (38.447040 sec): 3 clusters Score: Raw -54348.567800 + Penalty 1449.646566 = -52898.921234 nChanged 11 SP:Iteration 11Q (38.448219 sec): 3 clusters Score: Raw -54369.441063 + Penalty 1449.541783 = -52919.899280 nChanged 13 SP:Iteration 12Q (38.449381 sec): 3 clusters Score: Raw -54391.889602 + Penalty 1449.670468 = -52942.219134 nChanged 9 SP:Iteration 13Q (38.450546 sec): 3 clusters Score: Raw -54407.920592 + Penalty 1449.827005 = -52958.093587 nChanged 5 SP:Iteration 14Q (38.451696 sec): 3 clusters Score: Raw -54414.177648 + Penalty 1449.436141 = -52964.741507 nChanged 5 SP:Iteration 15Q (38.452841 sec): 3 clusters Score: Raw -54421.646430 + Penalty 1448.780698 = -52972.865732 nChanged 5 SP:Iteration 16Q (38.453983 sec): 3 clusters Score: Raw -54428.645556 + Penalty 1448.193640 = -52980.451916 nChanged 5 SP:Iteration 17Q (38.455114 sec): 3 clusters Score: Raw -54436.388485 + Penalty 1447.811988 = -52988.576497 nChanged 3 SP:Iteration 18Q (38.456235 sec): 3 clusters Score: Raw -54439.155709 + Penalty 1447.768269 = -52991.387440 nChanged 1 SP:Iteration 19Q (38.457349 sec): 3 clusters Score: Raw -54439.408052 + Penalty 1447.768269 = -52991.639783 nChanged 0 SP:Iteration 20F (38.458635 sec): 3 clusters Score: Raw -54439.408052 + Penalty 1447.768269 = -52991.639783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.459201 sec): 2 clusters Score: Raw -1975.023207 + Penalty 392.767760 = -1582.255447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.459451 sec): 3 clusters Score: Raw -2025.030436 + Penalty 789.701447 = -1235.328988 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.474044 sec): 2 clusters Score: Raw -257958.580103 + Penalty 411.520215 = -257547.059888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.479959 sec): 3 clusters Score: Raw -256095.831453 + Penalty 822.322065 = -255273.509388 nChanged 1353 SP:Iteration 1F (38.485432 sec): 3 clusters Score: Raw -257114.250945 + Penalty 830.465072 = -256283.785873 nChanged 323 SP:Iteration 2F (38.490928 sec): 3 clusters Score: Raw -257337.843001 + Penalty 844.775127 = -256493.067874 nChanged 222 SP:Iteration 3F (38.496536 sec): 3 clusters Score: Raw -257532.177817 + Penalty 868.875993 = -256663.301824 nChanged 183 SP:Iteration 4F (38.502080 sec): 3 clusters Score: Raw -257704.045845 + Penalty 892.102650 = -256811.943195 nChanged 107 SP:Iteration 5Q (38.507569 sec): 3 clusters Score: Raw -257802.610897 + Penalty 912.876407 = -256889.734491 nChanged 86 SP:Iteration 6Q (38.513296 sec): 3 clusters Score: Raw -257884.823853 + Penalty 950.917005 = -256933.906848 nChanged 49 SP:Iteration 7Q (38.518494 sec): 3 clusters Score: Raw -257938.274366 + Penalty 975.561412 = -256962.712955 nChanged 27 SP:Iteration 8Q (38.523301 sec): 3 clusters Score: Raw -257970.506242 + Penalty 995.682848 = -256974.823394 nChanged 13 SP:Iteration 9Q (38.528048 sec): 3 clusters Score: Raw -257988.024265 + Penalty 1009.019302 = -256979.004963 nChanged 5 SP:Iteration 10F (38.533482 sec): 3 clusters Score: Raw -257990.789057 + Penalty 1016.544974 = -256974.244082 nChanged 2 SP:Iteration 11F (38.538962 sec): 3 clusters Score: Raw -257994.178636 + Penalty 1020.522771 = -256973.655865 nChanged 3 SP:Iteration 12F (38.544743 sec): 3 clusters Score: Raw -257998.069051 + Penalty 1022.021160 = -256976.047890 nChanged 2 SP:Iteration 13Q (38.549643 sec): 3 clusters Score: Raw -257999.241551 + Penalty 1028.393828 = -256970.847723 nChanged 2 SP:Iteration 14F (38.555107 sec): 3 clusters Score: Raw -258002.868253 + Penalty 1026.652293 = -256976.215960 nChanged 3 SP:Iteration 15Q (38.559541 sec): 3 clusters Score: Raw -258010.698721 + Penalty 1029.568983 = -256981.129738 nChanged 1 SP:Iteration 16Q (38.563889 sec): 3 clusters Score: Raw -258012.955671 + Penalty 1030.963717 = -256981.991954 nChanged 1 SP:Iteration 17Q (38.568268 sec): 3 clusters Score: Raw -258014.469543 + Penalty 1030.963717 = -256983.505826 nChanged 0 SP:Iteration 18F (38.573698 sec): 3 clusters Score: Raw -258014.469543 + Penalty 1030.963717 = -256983.505826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.576995 sec): 2 clusters Score: Raw -678.215729 + Penalty 199.261332 = -478.954397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.577225 sec): 3 clusters Score: Raw -681.201598 + Penalty 443.296277 = -237.905321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.579393 sec): 2 clusters Score: Raw -50057.653286 + Penalty 274.505629 = -49783.147657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.580685 sec): 3 clusters Score: Raw -49728.491908 + Penalty 549.005744 = -49179.486164 nChanged 237 SP:Iteration 1F (38.581956 sec): 3 clusters Score: Raw -49874.254229 + Penalty 550.713773 = -49323.540457 nChanged 80 SP:Iteration 2F (38.583225 sec): 3 clusters Score: Raw -49986.249878 + Penalty 557.414289 = -49428.835589 nChanged 71 SP:Iteration 3F (38.584500 sec): 3 clusters Score: Raw -50058.391648 + Penalty 566.186675 = -49492.204973 nChanged 47 SP:Iteration 4F (38.585773 sec): 3 clusters Score: Raw -50103.051484 + Penalty 572.744749 = -49530.306735 nChanged 30 SP:Iteration 5Q (38.587041 sec): 3 clusters Score: Raw -50126.493352 + Penalty 577.312666 = -49549.180686 nChanged 19 SP:Iteration 6Q (38.588291 sec): 3 clusters Score: Raw -50135.904176 + Penalty 578.389942 = -49557.514235 nChanged 10 SP:Iteration 7Q (38.589542 sec): 3 clusters Score: Raw -50140.840592 + Penalty 580.095987 = -49560.744605 nChanged 13 SP:Iteration 8Q (38.590771 sec): 3 clusters Score: Raw -50148.102046 + Penalty 585.137100 = -49562.964947 nChanged 12 SP:Iteration 9Q (38.592042 sec): 3 clusters Score: Raw -50156.849920 + Penalty 587.847792 = -49569.002128 nChanged 15 SP:Iteration 10F (38.593341 sec): 3 clusters Score: Raw -50171.019285 + Penalty 588.776182 = -49582.243103 nChanged 7 SP:Iteration 11Q (38.594599 sec): 3 clusters Score: Raw -50177.329544 + Penalty 588.665014 = -49588.664530 nChanged 2 SP:Iteration 12Q (38.595858 sec): 3 clusters Score: Raw -50178.135112 + Penalty 587.968684 = -49590.166427 nChanged 1 SP:Iteration 13Q (38.597128 sec): 3 clusters Score: Raw -50178.598190 + Penalty 587.968684 = -49590.629506 nChanged 0 SP:Iteration 14F (38.598415 sec): 3 clusters Score: Raw -50178.598190 + Penalty 587.968684 = -49590.629506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.600413 sec): 2 clusters Score: Raw -28788.455552 + Penalty 665.254795 = -28123.200757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.601207 sec): 3 clusters Score: Raw -28685.061872 + Penalty 1319.805673 = -27365.256198 nChanged 72 SP:Iteration 1F (38.601986 sec): 3 clusters Score: Raw -28765.891473 + Penalty 1319.645938 = -27446.245534 nChanged 26 SP:Iteration 2F (38.602770 sec): 3 clusters Score: Raw -28807.342209 + Penalty 1320.677758 = -27486.664451 nChanged 13 SP:Iteration 3Q (38.603533 sec): 3 clusters Score: Raw -28830.181610 + Penalty 1320.364389 = -27509.817220 nChanged 13 SP:Iteration 4Q (38.604293 sec): 3 clusters Score: Raw -28845.639526 + Penalty 1320.683964 = -27524.955562 nChanged 6 SP:Iteration 5Q (38.605050 sec): 3 clusters Score: Raw -28851.194314 + Penalty 1321.460709 = -27529.733605 nChanged 6 SP:Iteration 6Q (38.605803 sec): 3 clusters Score: Raw -28860.942937 + Penalty 1320.233965 = -27540.708971 nChanged 5 SP:Iteration 7Q (38.606556 sec): 3 clusters Score: Raw -28868.237526 + Penalty 1320.394637 = -27547.842889 nChanged 5 SP:Iteration 8Q (38.607411 sec): 3 clusters Score: Raw -28871.715495 + Penalty 1320.452080 = -27551.263415 nChanged 1 SP:Iteration 9Q (38.608192 sec): 3 clusters Score: Raw -28872.969946 + Penalty 1319.839805 = -27553.130140 nChanged 2 SP:Iteration 10F (38.609019 sec): 3 clusters Score: Raw -28876.304275 + Penalty 1320.619257 = -27555.685018 nChanged 3 SP:Iteration 11Q (38.609794 sec): 3 clusters Score: Raw -28882.321114 + Penalty 1321.998668 = -27560.322446 nChanged 1 SP:Iteration 12Q (38.610568 sec): 3 clusters Score: Raw -28885.966521 + Penalty 1321.998668 = -27563.967853 nChanged 0 SP:Iteration 13F (38.611375 sec): 3 clusters Score: Raw -28885.966521 + Penalty 1321.998668 = -27563.967853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.617140 sec): 2 clusters Score: Raw -98115.504059 + Penalty 477.908639 = -97637.595420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.619342 sec): 3 clusters Score: Raw -97424.735675 + Penalty 963.542244 = -96461.193431 nChanged 474 SP:Iteration 1F (38.621454 sec): 3 clusters Score: Raw -97774.254525 + Penalty 974.519089 = -96799.735436 nChanged 161 SP:Iteration 2F (38.623572 sec): 3 clusters Score: Raw -97893.957191 + Penalty 976.057316 = -96917.899875 nChanged 92 SP:Iteration 3F (38.625700 sec): 3 clusters Score: Raw -97965.126132 + Penalty 972.575285 = -96992.550847 nChanged 54 SP:Iteration 4Q (38.627897 sec): 3 clusters Score: Raw -98009.557494 + Penalty 973.219232 = -97036.338262 nChanged 37 SP:Iteration 5Q (38.630052 sec): 3 clusters Score: Raw -98033.004105 + Penalty 973.099911 = -97059.904194 nChanged 33 SP:Iteration 6Q (38.632213 sec): 3 clusters Score: Raw -98053.934428 + Penalty 975.802618 = -97078.131810 nChanged 31 SP:Iteration 7Q (38.634323 sec): 3 clusters Score: Raw -98079.678966 + Penalty 987.130708 = -97092.548258 nChanged 36 SP:Iteration 8Q (38.636444 sec): 3 clusters Score: Raw -98126.620950 + Penalty 989.422187 = -97137.198763 nChanged 28 SP:Iteration 9Q (38.638543 sec): 3 clusters Score: Raw -98165.320743 + Penalty 981.058958 = -97184.261785 nChanged 22 SP:Iteration 10F (38.640655 sec): 3 clusters Score: Raw -98195.491210 + Penalty 969.197552 = -97226.293657 nChanged 15 SP:Iteration 11Q (38.642775 sec): 3 clusters Score: Raw -98212.920405 + Penalty 963.162819 = -97249.757586 nChanged 8 SP:Iteration 12Q (38.644835 sec): 3 clusters Score: Raw -98223.631759 + Penalty 954.765607 = -97268.866152 nChanged 8 SP:Iteration 13Q (38.646734 sec): 3 clusters Score: Raw -98230.751820 + Penalty 949.736724 = -97281.015096 nChanged 3 SP:Iteration 14Q (38.648641 sec): 3 clusters Score: Raw -98234.899296 + Penalty 944.172162 = -97290.727134 nChanged 3 SP:Iteration 15Q (38.650573 sec): 3 clusters Score: Raw -98244.421267 + Penalty 939.998096 = -97304.423171 nChanged 2 SP:Iteration 16Q (38.652347 sec): 3 clusters Score: Raw -98247.180933 + Penalty 941.188757 = -97305.992177 nChanged 1 SP:Iteration 17Q (38.654101 sec): 3 clusters Score: Raw -98247.522889 + Penalty 941.188757 = -97306.334133 nChanged 0 SP:Iteration 18F (38.656267 sec): 3 clusters Score: Raw -98247.522889 + Penalty 941.188757 = -97306.334133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.656958 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.657155 sec): 3 clusters Score: Raw -153.646733 + Penalty 30.201807 = -123.444926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.659259 sec): 2 clusters Score: Raw -31365.495534 + Penalty 507.595467 = -30857.900067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.660091 sec): 3 clusters Score: Raw -31202.133739 + Penalty 1013.374543 = -30188.759196 nChanged 104 SP:Iteration 1F (38.660939 sec): 3 clusters Score: Raw -31282.200891 + Penalty 1011.455812 = -30270.745079 nChanged 32 SP:Iteration 2F (38.661753 sec): 3 clusters Score: Raw -31313.734816 + Penalty 1009.625018 = -30304.109798 nChanged 24 SP:Iteration 3F (38.662569 sec): 3 clusters Score: Raw -31332.916190 + Penalty 1008.999682 = -30323.916508 nChanged 10 SP:Iteration 4Q (38.663377 sec): 3 clusters Score: Raw -31341.008982 + Penalty 1008.482746 = -30332.526236 nChanged 6 SP:Iteration 5Q (38.664181 sec): 3 clusters Score: Raw -31346.192082 + Penalty 1008.116853 = -30338.075229 nChanged 4 SP:Iteration 6Q (38.664988 sec): 3 clusters Score: Raw -31350.978911 + Penalty 1008.051234 = -30342.927677 nChanged 2 SP:Iteration 7Q (38.665788 sec): 3 clusters Score: Raw -31352.540043 + Penalty 1007.618856 = -30344.921187 nChanged 1 SP:Iteration 8Q (38.666589 sec): 3 clusters Score: Raw -31355.375515 + Penalty 1007.230630 = -30348.144885 nChanged 1 SP:Iteration 9Q (38.667388 sec): 3 clusters Score: Raw -31355.742354 + Penalty 1007.230630 = -30348.511723 nChanged 0 SP:Iteration 10F (38.668200 sec): 3 clusters Score: Raw -31355.742354 + Penalty 1007.230630 = -30348.511723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 27 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.669251 sec): 2 clusters Score: Raw -1179.215056 + Penalty 308.149170 = -871.065886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.669492 sec): 3 clusters Score: Raw -1194.243305 + Penalty 618.964947 = -575.278358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.672853 sec): 2 clusters Score: Raw -78758.965674 + Penalty 793.042729 = -77965.922945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.674658 sec): 3 clusters Score: Raw -78393.296357 + Penalty 1585.497685 = -76807.798672 nChanged 276 SP:Iteration 1F (38.676400 sec): 3 clusters Score: Raw -78616.891385 + Penalty 1586.589413 = -77030.301971 nChanged 83 SP:Iteration 2F (38.678182 sec): 3 clusters Score: Raw -78698.826879 + Penalty 1587.783161 = -77111.043719 nChanged 61 SP:Iteration 3F (38.679946 sec): 3 clusters Score: Raw -78753.223559 + Penalty 1588.708513 = -77164.515046 nChanged 33 SP:Iteration 4Q (38.681580 sec): 3 clusters Score: Raw -78788.512652 + Penalty 1588.716616 = -77199.796035 nChanged 33 SP:Iteration 5Q (38.683209 sec): 3 clusters Score: Raw -78822.790902 + Penalty 1589.282830 = -77233.508072 nChanged 24 SP:Iteration 6Q (38.684829 sec): 3 clusters Score: Raw -78848.692066 + Penalty 1592.401352 = -77256.290713 nChanged 26 SP:Iteration 7Q (38.686445 sec): 3 clusters Score: Raw -78879.743817 + Penalty 1596.512704 = -77283.231113 nChanged 25 SP:Iteration 8Q (38.688061 sec): 3 clusters Score: Raw -78906.459143 + Penalty 1601.394224 = -77305.064919 nChanged 26 SP:Iteration 9Q (38.689706 sec): 3 clusters Score: Raw -78931.720866 + Penalty 1605.579004 = -77326.141862 nChanged 23 SP:Iteration 10F (38.691398 sec): 3 clusters Score: Raw -78949.588001 + Penalty 1606.298171 = -77343.289830 nChanged 18 SP:Iteration 11Q (38.693023 sec): 3 clusters Score: Raw -78964.874568 + Penalty 1607.288401 = -77357.586168 nChanged 13 SP:Iteration 12Q (38.694627 sec): 3 clusters Score: Raw -78974.157068 + Penalty 1606.346973 = -77367.810095 nChanged 6 SP:Iteration 13Q (38.696223 sec): 3 clusters Score: Raw -78979.048510 + Penalty 1606.652789 = -77372.395721 nChanged 3 SP:Iteration 14Q (38.697817 sec): 3 clusters Score: Raw -78980.679842 + Penalty 1607.082600 = -77373.597242 nChanged 1 SP:Iteration 15Q (38.699460 sec): 3 clusters Score: Raw -78981.301575 + Penalty 1607.200828 = -77374.100746 nChanged 2 SP:Iteration 16Q (38.701080 sec): 3 clusters Score: Raw -78982.768764 + Penalty 1607.459354 = -77375.309410 nChanged 1 SP:Iteration 17Q (38.702722 sec): 3 clusters Score: Raw -78982.966568 + Penalty 1607.872578 = -77375.093990 nChanged 1 SP:Iteration 18F (38.704446 sec): 3 clusters Score: Raw -78983.981300 + Penalty 1607.872578 = -77376.108723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.705585 sec): 2 clusters Score: Raw -2441.161977 + Penalty 69.147740 = -2372.014237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.705876 sec): 3 clusters Score: Raw -2484.219897 + Penalty 146.432154 = -2337.787743 nChanged 9 SP:Iteration 1F (38.706151 sec): 3 clusters Score: Raw -2497.512613 + Penalty 146.432154 = -2351.080459 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.714392 sec): 2 clusters Score: Raw -196516.125872 + Penalty 496.561043 = -196019.564829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.718579 sec): 3 clusters Score: Raw -195182.429708 + Penalty 997.376950 = -194185.052758 nChanged 953 SP:Iteration 1F (38.722716 sec): 3 clusters Score: Raw -195800.253496 + Penalty 1004.562535 = -194795.690962 nChanged 214 SP:Iteration 2F (38.726827 sec): 3 clusters Score: Raw -195965.831230 + Penalty 1011.513804 = -194954.317426 nChanged 150 SP:Iteration 3F (38.731048 sec): 3 clusters Score: Raw -196078.609662 + Penalty 1022.221043 = -195056.388618 nChanged 112 SP:Iteration 4Q (38.735514 sec): 3 clusters Score: Raw -196162.868524 + Penalty 1031.144871 = -195131.723653 nChanged 93 SP:Iteration 5Q (38.739874 sec): 3 clusters Score: Raw -196235.065258 + Penalty 1038.409361 = -195196.655897 nChanged 73 SP:Iteration 6Q (38.744161 sec): 3 clusters Score: Raw -196292.904127 + Penalty 1046.449731 = -195246.454396 nChanged 65 SP:Iteration 7Q (38.748234 sec): 3 clusters Score: Raw -196331.893545 + Penalty 1052.998983 = -195278.894562 nChanged 51 SP:Iteration 8Q (38.752295 sec): 3 clusters Score: Raw -196364.150162 + Penalty 1058.668519 = -195305.481643 nChanged 38 SP:Iteration 9Q (38.756449 sec): 3 clusters Score: Raw -196387.109553 + Penalty 1065.837459 = -195321.272094 nChanged 30 SP:Iteration 10F (38.760906 sec): 3 clusters Score: Raw -196400.853267 + Penalty 1072.342300 = -195328.510967 nChanged 23 SP:Iteration 11Q (38.764615 sec): 3 clusters Score: Raw -196411.314650 + Penalty 1078.329620 = -195332.985030 nChanged 19 SP:Iteration 12Q (38.768328 sec): 3 clusters Score: Raw -196418.165112 + Penalty 1083.881715 = -195334.283397 nChanged 15 SP:Iteration 13Q (38.772067 sec): 3 clusters Score: Raw -196424.454562 + Penalty 1087.848712 = -195336.605850 nChanged 18 SP:Iteration 14Q (38.775868 sec): 3 clusters Score: Raw -196433.312950 + Penalty 1093.939915 = -195339.373035 nChanged 15 SP:Iteration 15Q (38.779805 sec): 3 clusters Score: Raw -196439.629132 + Penalty 1098.448345 = -195341.180787 nChanged 18 SP:Iteration 16Q (38.783422 sec): 3 clusters Score: Raw -196448.858322 + Penalty 1102.480213 = -195346.378109 nChanged 12 SP:Iteration 17Q (38.786989 sec): 3 clusters Score: Raw -196453.526762 + Penalty 1105.659421 = -195347.867341 nChanged 14 SP:Iteration 18Q (38.790590 sec): 3 clusters Score: Raw -196458.956083 + Penalty 1114.456462 = -195344.499621 nChanged 17 SP:Iteration 19F (38.794719 sec): 3 clusters Score: Raw -196468.151619 + Penalty 1118.312318 = -195349.839301 nChanged 12 SP:Iteration 20F (38.798948 sec): 3 clusters Score: Raw -196474.744971 + Penalty 1122.045647 = -195352.699324 nChanged 10 SP:Iteration 21Q (38.802512 sec): 3 clusters Score: Raw -196478.617167 + Penalty 1121.676138 = -195356.941030 nChanged 8 SP:Iteration 22Q (38.806068 sec): 3 clusters Score: Raw -196482.207470 + Penalty 1126.632606 = -195355.574864 nChanged 8 SP:Iteration 23F (38.810341 sec): 3 clusters Score: Raw -196485.389358 + Penalty 1126.394930 = -195358.994429 nChanged 4 SP:Iteration 24Q (38.813935 sec): 3 clusters Score: Raw -196487.477826 + Penalty 1127.305665 = -195360.172160 nChanged 3 SP:Iteration 25Q (38.817478 sec): 3 clusters Score: Raw -196489.169372 + Penalty 1128.249547 = -195360.919825 nChanged 1 SP:Iteration 26Q (38.820962 sec): 3 clusters Score: Raw -196489.205381 + Penalty 1128.249547 = -195360.955834 nChanged 0 SP:Iteration 27F (38.825088 sec): 3 clusters Score: Raw -196489.205381 + Penalty 1128.249547 = -195360.955834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 31 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.828199 sec): 2 clusters Score: Raw -17238.652397 + Penalty 791.344429 = -16447.307968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.828756 sec): 3 clusters Score: Raw -17251.267870 + Penalty 1583.242592 = -15668.025279 nChanged 19 SP:Iteration 1F (38.829304 sec): 3 clusters Score: Raw -17293.791423 + Penalty 1582.341649 = -15711.449775 nChanged 8 SP:Iteration 2Q (38.829836 sec): 3 clusters Score: Raw -17313.812336 + Penalty 1582.309661 = -15731.502675 nChanged 1 SP:Iteration 3Q (38.830368 sec): 3 clusters Score: Raw -17316.485891 + Penalty 1582.138472 = -15734.347419 nChanged 1 SP:Iteration 4Q (38.830913 sec): 3 clusters Score: Raw -17321.279977 + Penalty 1582.138472 = -15739.141505 nChanged 0 SP:Iteration 5F (38.831460 sec): 3 clusters Score: Raw -17321.279977 + Penalty 1582.138472 = -15739.141505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.831982 sec): 2 clusters Score: Raw -900.730539 + Penalty 142.246247 = -758.484292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.832212 sec): 3 clusters Score: Raw -906.969673 + Penalty 286.776651 = -620.193022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.832699 sec): 2 clusters Score: Raw -478.821125 + Penalty 94.106356 = -384.714769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.832916 sec): 3 clusters Score: Raw -486.321572 + Penalty 186.015326 = -300.306246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.833750 sec): 2 clusters Score: Raw -11344.016176 + Penalty 659.248122 = -10684.768054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.834210 sec): 3 clusters Score: Raw -11401.309577 + Penalty 1316.669282 = -10084.640295 nChanged 18 SP:Iteration 1F (38.834661 sec): 3 clusters Score: Raw -11451.630227 + Penalty 1315.992003 = -10135.638224 nChanged 4 SP:Iteration 2Q (38.835088 sec): 3 clusters Score: Raw -11465.957914 + Penalty 1314.202695 = -10151.755219 nChanged 3 SP:Iteration 3Q (38.835513 sec): 3 clusters Score: Raw -11475.990340 + Penalty 1313.334890 = -10162.655450 nChanged 1 SP:Iteration 4Q (38.835935 sec): 3 clusters Score: Raw -11478.979806 + Penalty 1313.334890 = -10165.644916 nChanged 0 SP:Iteration 5F (38.836390 sec): 3 clusters Score: Raw -11478.979806 + Penalty 1313.334890 = -10165.644916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.838435 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.839287 sec): 3 clusters Score: Raw -30826.179085 + Penalty 96.984179 = -30729.194905 nChanged 162 SP:Iteration 1F (38.840146 sec): 3 clusters Score: Raw -30994.590485 + Penalty 95.022582 = -30899.567903 nChanged 17 SP:Iteration 2Q (38.840990 sec): 3 clusters Score: Raw -31003.512961 + Penalty 94.821017 = -30908.691944 nChanged 10 SP:Iteration 3Q (38.841831 sec): 3 clusters Score: Raw -31002.284504 + Penalty 94.633642 = -30907.650862 nChanged 4 SP:Iteration 4F (38.842707 sec): 3 clusters Score: Raw -31001.344198 + Penalty 94.769657 = -30906.574541 nChanged 4 SP:Iteration 5F (38.843631 sec): 3 clusters Score: Raw -30999.613341 + Penalty 94.656853 = -30904.956488 nChanged 3 SP:Iteration 6F (38.844499 sec): 3 clusters Score: Raw -30998.338904 + Penalty 94.542620 = -30903.796284 nChanged 6 SP:Iteration 7F (38.845372 sec): 3 clusters Score: Raw -30997.278201 + Penalty 93.112736 = -30904.165465 nChanged 15 SP:Iteration 8Q (38.846246 sec): 3 clusters Score: Raw -30998.962736 + Penalty 91.030185 = -30907.932552 nChanged 21 SP:Iteration 9F (38.847090 sec): 3 clusters Score: Raw -31019.684805 + Penalty 84.218334 = -30935.466471 nChanged 34 SP:Iteration 10F (38.847863 sec): 3 clusters Score: Raw -31065.952004 + Penalty 49.488638 = -31016.463366 nChanged 2 SP:Iteration 11Q (38.848528 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 SP:Iteration 12F (38.849206 sec): 2 clusters Score: Raw -31068.928861 + Penalty 49.488638 = -31019.440223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.850637 sec): 2 clusters Score: Raw -22640.263757 + Penalty 433.902817 = -22206.360940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.851365 sec): 3 clusters Score: Raw -22522.769016 + Penalty 867.799749 = -21654.969267 nChanged 67 SP:Iteration 1F (38.852084 sec): 3 clusters Score: Raw -22586.402382 + Penalty 876.022750 = -21710.379633 nChanged 36 SP:Iteration 2F (38.852809 sec): 3 clusters Score: Raw -22650.116216 + Penalty 885.205847 = -21764.910369 nChanged 21 SP:Iteration 3F (38.853523 sec): 3 clusters Score: Raw -22706.447052 + Penalty 893.166994 = -21813.280057 nChanged 15 SP:Iteration 4F (38.854213 sec): 3 clusters Score: Raw -22724.361836 + Penalty 897.471640 = -21826.890196 nChanged 4 SP:Iteration 5Q (38.854872 sec): 3 clusters Score: Raw -22730.078697 + Penalty 900.858101 = -21829.220596 nChanged 4 SP:Iteration 6Q (38.855528 sec): 3 clusters Score: Raw -22739.573003 + Penalty 908.026543 = -21831.546460 nChanged 6 SP:Iteration 7Q (38.856176 sec): 3 clusters Score: Raw -22748.752453 + Penalty 910.268341 = -21838.484112 nChanged 2 SP:Iteration 8Q (38.856821 sec): 3 clusters Score: Raw -22751.384885 + Penalty 915.889761 = -21835.495124 nChanged 3 SP:Iteration 9F (38.857537 sec): 3 clusters Score: Raw -22757.624754 + Penalty 920.488234 = -21837.136521 nChanged 3 SP:Iteration 10F (38.858260 sec): 3 clusters Score: Raw -22760.229719 + Penalty 920.488234 = -21839.741485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.858972 sec): 2 clusters Score: Raw -6777.544936 + Penalty 444.223914 = -6333.321022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.859333 sec): 3 clusters Score: Raw -6806.178839 + Penalty 889.381213 = -5916.797626 nChanged 5 SP:Iteration 1F (38.859683 sec): 3 clusters Score: Raw -6829.706023 + Penalty 887.652565 = -5942.053458 nChanged 2 SP:Iteration 2Q (38.860023 sec): 3 clusters Score: Raw -6835.585097 + Penalty 888.849523 = -5946.735574 nChanged 1 SP:Iteration 3Q (38.860360 sec): 3 clusters Score: Raw -6838.178437 + Penalty 888.849523 = -5949.328915 nChanged 0 SP:Iteration 4F (38.860710 sec): 3 clusters Score: Raw -6838.178437 + Penalty 888.849523 = -5949.328915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.863133 sec): 2 clusters Score: Raw -35353.424062 + Penalty 251.856725 = -35101.567337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.864132 sec): 3 clusters Score: Raw -35119.032765 + Penalty 503.970649 = -34615.062117 nChanged 155 SP:Iteration 1F (38.865091 sec): 3 clusters Score: Raw -35227.352188 + Penalty 504.059491 = -34723.292696 nChanged 52 SP:Iteration 2F (38.866042 sec): 3 clusters Score: Raw -35279.678820 + Penalty 505.203027 = -34774.475793 nChanged 39 SP:Iteration 3F (38.867023 sec): 3 clusters Score: Raw -35328.942548 + Penalty 507.225217 = -34821.717332 nChanged 25 SP:Iteration 4F (38.867972 sec): 3 clusters Score: Raw -35349.183197 + Penalty 509.963621 = -34839.219577 nChanged 16 SP:Iteration 5Q (38.868896 sec): 3 clusters Score: Raw -35361.228497 + Penalty 511.399376 = -34849.829121 nChanged 8 SP:Iteration 6Q (38.869840 sec): 3 clusters Score: Raw -35368.841778 + Penalty 513.148406 = -34855.693372 nChanged 9 SP:Iteration 7Q (38.870756 sec): 3 clusters Score: Raw -35374.531862 + Penalty 513.870972 = -34860.660890 nChanged 2 SP:Iteration 8Q (38.871667 sec): 3 clusters Score: Raw -35375.184531 + Penalty 513.870972 = -34861.313559 nChanged 0 SP:Iteration 9F (38.872721 sec): 3 clusters Score: Raw -35375.184531 + Penalty 513.870972 = -34861.313559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.873802 sec): 2 clusters Score: Raw -19054.544774 + Penalty 828.435045 = -18226.109729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.874381 sec): 3 clusters Score: Raw -19074.272436 + Penalty 1657.003614 = -17417.268822 nChanged 24 SP:Iteration 1F (38.874962 sec): 3 clusters Score: Raw -19130.609852 + Penalty 1656.945924 = -17473.663928 nChanged 1 SP:Iteration 2Q (38.875514 sec): 3 clusters Score: Raw -19132.836706 + Penalty 1656.945924 = -17475.890782 nChanged 0 SP:Iteration 3F (38.876067 sec): 3 clusters Score: Raw -19132.836706 + Penalty 1656.945924 = -17475.890782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.876577 sec): 2 clusters Score: Raw -591.727181 + Penalty 245.585757 = -346.141424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.876798 sec): 3 clusters Score: Raw -625.542833 + Penalty 489.675894 = -135.866939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 42 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.877790 sec): 2 clusters Score: Raw -17079.441689 + Penalty 604.637618 = -16474.804071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.878341 sec): 3 clusters Score: Raw -17037.957187 + Penalty 1190.542880 = -15847.414307 nChanged 28 SP:Iteration 1F (38.878866 sec): 3 clusters Score: Raw -17084.451825 + Penalty 1185.088923 = -15899.362902 nChanged 11 SP:Iteration 2F (38.879400 sec): 3 clusters Score: Raw -17100.713609 + Penalty 1185.128037 = -15915.585573 nChanged 3 SP:Iteration 3Q (38.879920 sec): 3 clusters Score: Raw -17106.566500 + Penalty 1188.273842 = -15918.292659 nChanged 2 SP:Iteration 4Q (38.880445 sec): 3 clusters Score: Raw -17108.811757 + Penalty 1188.737890 = -15920.073867 nChanged 3 SP:Iteration 5Q (38.880961 sec): 3 clusters Score: Raw -17114.207289 + Penalty 1188.737890 = -15925.469400 nChanged 0 SP:Iteration 6F (38.881499 sec): 3 clusters Score: Raw -17114.207289 + Penalty 1188.737890 = -15925.469400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.883121 sec): 2 clusters Score: Raw -36517.425156 + Penalty 244.035246 = -36273.389910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.884089 sec): 3 clusters Score: Raw -36274.356112 + Penalty 489.120622 = -35785.235491 nChanged 163 SP:Iteration 1F (38.885042 sec): 3 clusters Score: Raw -36375.823962 + Penalty 495.430584 = -35880.393378 nChanged 52 SP:Iteration 2F (38.885993 sec): 3 clusters Score: Raw -36428.348431 + Penalty 499.264833 = -35929.083598 nChanged 34 SP:Iteration 3F (38.886942 sec): 3 clusters Score: Raw -36449.697826 + Penalty 503.257040 = -35946.440787 nChanged 17 SP:Iteration 4Q (38.887886 sec): 3 clusters Score: Raw -36459.786636 + Penalty 508.175227 = -35951.611409 nChanged 16 SP:Iteration 5Q (38.888857 sec): 3 clusters Score: Raw -36469.811536 + Penalty 512.499135 = -35957.312402 nChanged 9 SP:Iteration 6Q (38.889799 sec): 3 clusters Score: Raw -36479.044297 + Penalty 515.060801 = -35963.983496 nChanged 13 SP:Iteration 7Q (38.890722 sec): 3 clusters Score: Raw -36490.464871 + Penalty 527.009937 = -35963.454934 nChanged 12 SP:Iteration 8F (38.891681 sec): 3 clusters Score: Raw -36499.413820 + Penalty 537.875648 = -35961.538173 nChanged 9 SP:Iteration 9F (38.892640 sec): 3 clusters Score: Raw -36508.873426 + Penalty 548.770720 = -35960.102707 nChanged 10 SP:Iteration 10F (38.893588 sec): 3 clusters Score: Raw -36515.066032 + Penalty 552.158849 = -35962.907184 nChanged 3 SP:Iteration 11Q (38.894464 sec): 3 clusters Score: Raw -36517.443033 + Penalty 553.623008 = -35963.820024 nChanged 4 SP:Iteration 12Q (38.895338 sec): 3 clusters Score: Raw -36520.347764 + Penalty 557.140183 = -35963.207581 nChanged 2 SP:Iteration 13F (38.896311 sec): 3 clusters Score: Raw -36520.636563 + Penalty 557.994225 = -35962.642338 nChanged 1 SP:Iteration 14F (38.897259 sec): 3 clusters Score: Raw -36520.973497 + Penalty 559.072250 = -35961.901248 nChanged 1 SP:Iteration 15F (38.898225 sec): 3 clusters Score: Raw -36521.565999 + Penalty 565.315329 = -35956.250670 nChanged 2 SP:Iteration 16F (38.899182 sec): 3 clusters Score: Raw -36522.657235 + Penalty 567.340154 = -35955.317081 nChanged 1 SP:Iteration 17F (38.900149 sec): 3 clusters Score: Raw -36523.273167 + Penalty 567.340154 = -35955.933014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.900903 sec): 2 clusters Score: Raw -5761.531331 + Penalty 84.188845 = -5677.342485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.901299 sec): 3 clusters Score: Raw -5955.003053 + Penalty 262.262333 = -5692.740719 nChanged 25 SP:Iteration 1F (38.901685 sec): 3 clusters Score: Raw -6051.350788 + Penalty 278.118129 = -5773.232659 nChanged 2 SP:Iteration 2Q (38.902037 sec): 3 clusters Score: Raw -6057.276913 + Penalty 278.118129 = -5779.158784 nChanged 0 SP:Iteration 3F (38.902423 sec): 3 clusters Score: Raw -6057.276913 + Penalty 278.118129 = -5779.158784 nChanged 0 Score: Raw -3431731.904316 + Penalty 186414.581702 = -3245317.322614 Splitting cluster 44 changes total score from -3222474.835324 to -3245317.322614 So it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.345241 sec): 2 clusters Score: Raw -19080.574327 + Penalty 291.645181 = -18788.929146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.345865 sec): 3 clusters Score: Raw -18974.864781 + Penalty 584.796424 = -18390.068357 nChanged 59 SP:Iteration 1F (42.346467 sec): 3 clusters Score: Raw -19023.615702 + Penalty 584.568687 = -18439.047015 nChanged 18 SP:Iteration 2F (42.347065 sec): 3 clusters Score: Raw -19038.525594 + Penalty 585.687149 = -18452.838445 nChanged 10 SP:Iteration 3Q (42.347656 sec): 3 clusters Score: Raw -19046.927079 + Penalty 585.772098 = -18461.154982 nChanged 4 SP:Iteration 4Q (42.348246 sec): 3 clusters Score: Raw -19049.947381 + Penalty 585.761078 = -18464.186303 nChanged 7 SP:Iteration 5Q (42.348835 sec): 3 clusters Score: Raw -19056.250728 + Penalty 585.267571 = -18470.983157 nChanged 6 SP:Iteration 6Q (42.349423 sec): 3 clusters Score: Raw -19059.569125 + Penalty 585.153990 = -18474.415135 nChanged 4 SP:Iteration 7Q (42.350015 sec): 3 clusters Score: Raw -19063.079333 + Penalty 585.340163 = -18477.739170 nChanged 5 SP:Iteration 8Q (42.350604 sec): 3 clusters Score: Raw -19065.091242 + Penalty 585.340163 = -18479.751079 nChanged 0 SP:Iteration 9F (42.351181 sec): 3 clusters Score: Raw -19065.091242 + Penalty 585.340163 = -18479.751079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.351719 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.351923 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353012 sec): 2 clusters Score: Raw -17650.111387 + Penalty 406.914890 = -17243.196497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.353602 sec): 3 clusters Score: Raw -17584.929227 + Penalty 813.309159 = -16771.620068 nChanged 42 SP:Iteration 1F (42.354176 sec): 3 clusters Score: Raw -17629.433037 + Penalty 814.138976 = -16815.294061 nChanged 13 SP:Iteration 2F (42.354752 sec): 3 clusters Score: Raw -17643.259714 + Penalty 815.295899 = -16827.963815 nChanged 11 SP:Iteration 3F (42.355350 sec): 3 clusters Score: Raw -17658.048447 + Penalty 817.028966 = -16841.019481 nChanged 6 SP:Iteration 4Q (42.355918 sec): 3 clusters Score: Raw -17665.614093 + Penalty 817.428359 = -16848.185733 nChanged 2 SP:Iteration 5Q (42.356481 sec): 3 clusters Score: Raw -17667.683108 + Penalty 818.010402 = -16849.672706 nChanged 1 SP:Iteration 6Q (42.357045 sec): 3 clusters Score: Raw -17667.826405 + Penalty 818.010402 = -16849.816003 nChanged 0 SP:Iteration 7F (42.357618 sec): 3 clusters Score: Raw -17667.826405 + Penalty 818.010402 = -16849.816003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.358127 sec): 2 clusters Score: Raw -771.245896 + Penalty 244.283935 = -526.961961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.358353 sec): 3 clusters Score: Raw -785.471484 + Penalty 496.090529 = -289.380955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 49 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.360852 sec): 2 clusters Score: Raw -55154.614985 + Penalty 296.168957 = -54858.446028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.362325 sec): 3 clusters Score: Raw -54822.634761 + Penalty 601.479770 = -54221.154992 nChanged 257 SP:Iteration 1F (42.363775 sec): 3 clusters Score: Raw -55041.229513 + Penalty 608.236334 = -54432.993178 nChanged 75 SP:Iteration 2F (42.365212 sec): 3 clusters Score: Raw -55127.982596 + Penalty 616.261379 = -54511.721217 nChanged 53 SP:Iteration 3F (42.366587 sec): 3 clusters Score: Raw -55190.125591 + Penalty 621.083074 = -54569.042517 nChanged 27 SP:Iteration 4Q (42.367925 sec): 3 clusters Score: Raw -55206.775895 + Penalty 625.238226 = -54581.537669 nChanged 14 SP:Iteration 5Q (42.369253 sec): 3 clusters Score: Raw -55214.149268 + Penalty 627.049247 = -54587.100021 nChanged 9 SP:Iteration 6Q (42.370576 sec): 3 clusters Score: Raw -55219.197649 + Penalty 629.318408 = -54589.879240 nChanged 6 SP:Iteration 7Q (42.371893 sec): 3 clusters Score: Raw -55221.784024 + Penalty 631.056280 = -54590.727744 nChanged 3 SP:Iteration 8Q (42.373203 sec): 3 clusters Score: Raw -55222.641984 + Penalty 632.239074 = -54590.402911 nChanged 2 SP:Iteration 9F (42.374556 sec): 3 clusters Score: Raw -55223.104533 + Penalty 632.331050 = -54590.773483 nChanged 2 SP:Iteration 10F (42.375908 sec): 3 clusters Score: Raw -55223.869400 + Penalty 632.612550 = -54591.256851 nChanged 1 SP:Iteration 11Q (42.377257 sec): 3 clusters Score: Raw -55224.250404 + Penalty 633.814004 = -54590.436401 nChanged 2 SP:Iteration 12F (42.378703 sec): 3 clusters Score: Raw -55225.302525 + Penalty 633.767520 = -54591.535005 nChanged 1 SP:Iteration 13Q (42.380140 sec): 3 clusters Score: Raw -55226.005863 + Penalty 634.351319 = -54591.654545 nChanged 1 SP:Iteration 14Q (42.381576 sec): 3 clusters Score: Raw -55226.886065 + Penalty 634.394435 = -54592.491630 nChanged 1 SP:Iteration 15Q (42.383010 sec): 3 clusters Score: Raw -55227.363568 + Penalty 634.394435 = -54592.969133 nChanged 0 SP:Iteration 16F (42.384455 sec): 3 clusters Score: Raw -55227.363568 + Penalty 634.394435 = -54592.969133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.385339 sec): 2 clusters Score: Raw -9293.166907 + Penalty 356.126151 = -8937.040756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.385749 sec): 3 clusters Score: Raw -9274.372758 + Penalty 711.708450 = -8562.664308 nChanged 19 SP:Iteration 1F (42.386154 sec): 3 clusters Score: Raw -9303.276904 + Penalty 711.356624 = -8591.920280 nChanged 3 SP:Iteration 2Q (42.386551 sec): 3 clusters Score: Raw -9307.670699 + Penalty 712.039107 = -8595.631592 nChanged 2 SP:Iteration 3Q (42.386947 sec): 3 clusters Score: Raw -9309.091878 + Penalty 712.596124 = -8596.495755 nChanged 2 SP:Iteration 4Q (42.387342 sec): 3 clusters Score: Raw -9309.690668 + Penalty 714.400378 = -8595.290289 nChanged 3 SP:Iteration 5F (42.387747 sec): 3 clusters Score: Raw -9311.939785 + Penalty 721.722354 = -8590.217430 nChanged 5 SP:Iteration 6F (42.388150 sec): 3 clusters Score: Raw -9316.218171 + Penalty 728.383155 = -8587.835016 nChanged 4 SP:Iteration 7F (42.388553 sec): 3 clusters Score: Raw -9321.194930 + Penalty 727.583609 = -8593.611321 nChanged 3 SP:Iteration 8Q (42.388946 sec): 3 clusters Score: Raw -9325.626272 + Penalty 727.583609 = -8598.042663 nChanged 0 SP:Iteration 9F (42.389361 sec): 3 clusters Score: Raw -9325.626272 + Penalty 727.583609 = -8598.042663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.390418 sec): 2 clusters Score: Raw -18218.544030 + Penalty 839.462899 = -17379.081131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.391019 sec): 3 clusters Score: Raw -18289.074346 + Penalty 1679.353322 = -16609.721024 nChanged 32 SP:Iteration 1F (42.391612 sec): 3 clusters Score: Raw -18373.538418 + Penalty 1679.763541 = -16693.774877 nChanged 8 SP:Iteration 2Q (42.392172 sec): 3 clusters Score: Raw -18394.547599 + Penalty 1680.288218 = -16714.259381 nChanged 3 SP:Iteration 3Q (42.392733 sec): 3 clusters Score: Raw -18401.921909 + Penalty 1680.138013 = -16721.783896 nChanged 1 SP:Iteration 4Q (42.393275 sec): 3 clusters Score: Raw -18403.800765 + Penalty 1680.138013 = -16723.662752 nChanged 0 SP:Iteration 5F (42.393880 sec): 3 clusters Score: Raw -18403.800765 + Penalty 1680.138013 = -16723.662752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 52 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.394506 sec): 2 clusters Score: Raw -4955.991020 + Penalty 575.676900 = -4380.314120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.394817 sec): 3 clusters Score: Raw -5024.072034 + Penalty 1148.662845 = -3875.409189 nChanged 1 SP:Iteration 1Q (42.395106 sec): 3 clusters Score: Raw -5028.854897 + Penalty 1148.662845 = -3880.192052 nChanged 0 SP:Iteration 2F (42.395410 sec): 3 clusters Score: Raw -5028.854897 + Penalty 1148.662845 = -3880.192052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 53 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.396590 sec): 2 clusters Score: Raw -13558.858791 + Penalty 796.493614 = -12762.365176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.397080 sec): 3 clusters Score: Raw -13617.989014 + Penalty 1592.290732 = -12025.698283 nChanged 12 SP:Iteration 1F (42.397562 sec): 3 clusters Score: Raw -13648.474636 + Penalty 1592.668562 = -12055.806074 nChanged 3 SP:Iteration 2Q (42.398026 sec): 3 clusters Score: Raw -13658.113801 + Penalty 1593.148862 = -12064.964940 nChanged 4 SP:Iteration 3Q (42.398517 sec): 3 clusters Score: Raw -13669.854419 + Penalty 1593.276816 = -12076.577603 nChanged 1 SP:Iteration 4Q (42.398975 sec): 3 clusters Score: Raw -13672.882708 + Penalty 1593.173115 = -12079.709593 nChanged 1 SP:Iteration 5Q (42.399432 sec): 3 clusters Score: Raw -13676.595607 + Penalty 1593.173115 = -12083.422492 nChanged 0 SP:Iteration 6F (42.399913 sec): 3 clusters Score: Raw -13676.595607 + Penalty 1593.173115 = -12083.422492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 54 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.401725 sec): 2 clusters Score: Raw -8495.627504 + Penalty 473.126220 = -8022.501285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.402105 sec): 3 clusters Score: Raw -8492.025596 + Penalty 947.414880 = -7544.610716 nChanged 10 SP:Iteration 1F (42.402497 sec): 3 clusters Score: Raw -8509.716797 + Penalty 948.201672 = -7561.515124 nChanged 3 SP:Iteration 2Q (42.402865 sec): 3 clusters Score: Raw -8514.245834 + Penalty 946.752590 = -7567.493244 nChanged 2 SP:Iteration 3Q (42.403232 sec): 3 clusters Score: Raw -8516.739810 + Penalty 944.838234 = -7571.901577 nChanged 2 SP:Iteration 4Q (42.403609 sec): 3 clusters Score: Raw -8521.331358 + Penalty 944.838234 = -7576.493124 nChanged 0 SP:Iteration 5F (42.403984 sec): 3 clusters Score: Raw -8521.331358 + Penalty 944.838234 = -7576.493124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 55 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.404541 sec): 2 clusters Score: Raw -2480.776626 + Penalty 282.550701 = -2198.225925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.404807 sec): 3 clusters Score: Raw -2506.302701 + Penalty 565.101402 = -1941.201299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 56 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.405559 sec): 2 clusters Score: Raw -7888.142167 + Penalty 293.464891 = -7594.677277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.405951 sec): 3 clusters Score: Raw -7898.760212 + Penalty 600.484061 = -7298.276151 nChanged 20 SP:Iteration 1F (42.406337 sec): 3 clusters Score: Raw -7927.396613 + Penalty 616.512653 = -7310.883960 nChanged 9 SP:Iteration 2F (42.406721 sec): 3 clusters Score: Raw -7944.949441 + Penalty 635.343504 = -7309.605937 nChanged 5 SP:Iteration 3F (42.407108 sec): 3 clusters Score: Raw -7952.236246 + Penalty 642.409879 = -7309.826366 nChanged 1 SP:Iteration 4Q (42.407482 sec): 3 clusters Score: Raw -7953.568160 + Penalty 648.136455 = -7305.431704 nChanged 1 SP:Iteration 5F (42.407867 sec): 3 clusters Score: Raw -7955.583152 + Penalty 648.136455 = -7307.446697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.408360 sec): 2 clusters Score: Raw -675.589711 + Penalty 207.709705 = -467.880005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.408582 sec): 3 clusters Score: Raw -695.203197 + Penalty 415.419411 = -279.783787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 58 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.409787 sec): 2 clusters Score: Raw -22515.022862 + Penalty 421.108459 = -22093.914403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.410459 sec): 3 clusters Score: Raw -22394.138400 + Penalty 841.153348 = -21552.985051 nChanged 66 SP:Iteration 1F (42.411121 sec): 3 clusters Score: Raw -22462.851729 + Penalty 837.139550 = -21625.712180 nChanged 28 SP:Iteration 2F (42.411838 sec): 3 clusters Score: Raw -22488.720238 + Penalty 834.847978 = -21653.872260 nChanged 13 SP:Iteration 3Q (42.412521 sec): 3 clusters Score: Raw -22503.912860 + Penalty 831.323230 = -21672.589630 nChanged 6 SP:Iteration 4Q (42.413229 sec): 3 clusters Score: Raw -22514.410480 + Penalty 825.565855 = -21688.844624 nChanged 6 SP:Iteration 5Q (42.413905 sec): 3 clusters Score: Raw -22530.542668 + Penalty 823.106158 = -21707.436509 nChanged 5 SP:Iteration 6Q (42.414572 sec): 3 clusters Score: Raw -22537.541835 + Penalty 823.639537 = -21713.902299 nChanged 3 SP:Iteration 7Q (42.415228 sec): 3 clusters Score: Raw -22542.658813 + Penalty 821.186222 = -21721.472592 nChanged 2 SP:Iteration 8Q (42.415879 sec): 3 clusters Score: Raw -22549.653300 + Penalty 821.186222 = -21728.467079 nChanged 0 SP:Iteration 9F (42.416562 sec): 3 clusters Score: Raw -22549.653300 + Penalty 821.186222 = -21728.467079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.422514 sec): 2 clusters Score: Raw -108819.009888 + Penalty 507.000689 = -108312.009199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.424843 sec): 3 clusters Score: Raw -108171.297659 + Penalty 1010.136286 = -107161.161372 nChanged 455 SP:Iteration 1F (42.427057 sec): 3 clusters Score: Raw -108440.922683 + Penalty 1005.649946 = -107435.272738 nChanged 112 SP:Iteration 2F (42.429390 sec): 3 clusters Score: Raw -108504.639665 + Penalty 1003.709326 = -107500.930339 nChanged 72 SP:Iteration 3F (42.431824 sec): 3 clusters Score: Raw -108557.046721 + Penalty 999.752684 = -107557.294036 nChanged 71 SP:Iteration 4F (42.434199 sec): 3 clusters Score: Raw -108624.599201 + Penalty 1000.184352 = -107624.414850 nChanged 65 SP:Iteration 5F (42.436586 sec): 3 clusters Score: Raw -108693.091493 + Penalty 1001.529268 = -107691.562225 nChanged 44 SP:Iteration 6Q (42.438852 sec): 3 clusters Score: Raw -108736.229005 + Penalty 1008.046157 = -107728.182848 nChanged 37 SP:Iteration 7Q (42.440987 sec): 3 clusters Score: Raw -108766.318258 + Penalty 1020.159799 = -107746.158459 nChanged 24 SP:Iteration 8Q (42.443035 sec): 3 clusters Score: Raw -108785.681965 + Penalty 1035.909677 = -107749.772287 nChanged 25 SP:Iteration 9Q (42.445039 sec): 3 clusters Score: Raw -108811.069022 + Penalty 1040.549718 = -107770.519304 nChanged 18 SP:Iteration 10F (42.447414 sec): 3 clusters Score: Raw -108829.242467 + Penalty 1058.376857 = -107770.865610 nChanged 12 SP:Iteration 11Q (42.449521 sec): 3 clusters Score: Raw -108838.015336 + Penalty 1064.232902 = -107773.782434 nChanged 5 SP:Iteration 12Q (42.451514 sec): 3 clusters Score: Raw -108840.991939 + Penalty 1067.166466 = -107773.825473 nChanged 3 SP:Iteration 13Q (42.453494 sec): 3 clusters Score: Raw -108841.469920 + Penalty 1075.338885 = -107766.131035 nChanged 2 SP:Iteration 14F (42.455713 sec): 3 clusters Score: Raw -108841.367462 + Penalty 1075.338885 = -107766.028577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.457137 sec): 2 clusters Score: Raw -366.803795 + Penalty 153.092481 = -213.711314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.457359 sec): 3 clusters Score: Raw -357.011398 + Penalty 332.435513 = -24.575885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 61 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.458184 sec): 2 clusters Score: Raw -882.045383 + Penalty 355.497205 = -526.548178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.458410 sec): 3 clusters Score: Raw -934.208465 + Penalty 708.124601 = -226.083864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.459182 sec): 2 clusters Score: Raw -702.855282 + Penalty 186.920654 = -515.934628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.459406 sec): 3 clusters Score: Raw -704.852647 + Penalty 398.640363 = -306.212284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.460548 sec): 2 clusters Score: Raw -11886.510299 + Penalty 560.823225 = -11325.687073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.461002 sec): 3 clusters Score: Raw -11895.092878 + Penalty 1114.103950 = -10780.988927 nChanged 18 SP:Iteration 1F (42.461449 sec): 3 clusters Score: Raw -11939.109969 + Penalty 1112.106642 = -10827.003327 nChanged 12 SP:Iteration 2F (42.461896 sec): 3 clusters Score: Raw -11975.818249 + Penalty 1112.581191 = -10863.237058 nChanged 5 SP:Iteration 3Q (42.462325 sec): 3 clusters Score: Raw -11988.721009 + Penalty 1112.581191 = -10876.139818 nChanged 0 SP:Iteration 4F (42.462772 sec): 3 clusters Score: Raw -11988.721009 + Penalty 1112.581191 = -10876.139818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.463607 sec): 2 clusters Score: Raw -703.156338 + Penalty 217.166641 = -485.989697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.463832 sec): 3 clusters Score: Raw -703.425537 + Penalty 431.232387 = -272.193150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.464589 sec): 2 clusters Score: Raw -262.877202 + Penalty 93.678777 = -169.198425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.464786 sec): 2 clusters Score: Raw -262.877202 + Penalty 93.678777 = -169.198425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.465542 sec): 2 clusters Score: Raw -349.865775 + Penalty 92.229997 = -257.635778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.465755 sec): 3 clusters Score: Raw -344.515187 + Penalty 190.389082 = -154.126105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.466543 sec): 2 clusters Score: Raw -1344.587085 + Penalty 139.283607 = -1205.303478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.466783 sec): 3 clusters Score: Raw -1354.675468 + Penalty 281.010392 = -1073.665076 nChanged 1 SP:Iteration 1F (42.467019 sec): 3 clusters Score: Raw -1357.025973 + Penalty 277.176260 = -1079.849713 nChanged 1 SP:Iteration 2F (42.467255 sec): 3 clusters Score: Raw -1358.788423 + Penalty 277.176260 = -1081.612163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.468026 sec): 2 clusters Score: Raw -836.806778 + Penalty 263.075372 = -573.731405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.468251 sec): 3 clusters Score: Raw -829.044393 + Penalty 531.020031 = -298.024362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 71 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.469019 sec): 2 clusters Score: Raw -879.220668 + Penalty 197.003622 = -682.217046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.469245 sec): 3 clusters Score: Raw -877.041038 + Penalty 393.970501 = -483.070537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 72 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.470009 sec): 2 clusters Score: Raw -562.747481 + Penalty 215.890768 = -346.856713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.470210 sec): 2 clusters Score: Raw -562.747481 + Penalty 215.890768 = -346.856713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.470999 sec): 2 clusters Score: Raw -793.439329 + Penalty 213.007640 = -580.431690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.471224 sec): 3 clusters Score: Raw -792.797271 + Penalty 430.309667 = -362.487603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 74 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.472070 sec): 2 clusters Score: Raw -3321.836171 + Penalty 524.309058 = -2797.527113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.472349 sec): 3 clusters Score: Raw -3393.756632 + Penalty 1049.295230 = -2344.461402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.473133 sec): 2 clusters Score: Raw -936.115082 + Penalty 305.053931 = -631.061151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.473366 sec): 3 clusters Score: Raw -927.184846 + Penalty 622.605999 = -304.578848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 76 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.474162 sec): 2 clusters Score: Raw -177.421236 + Penalty 62.126594 = -115.294642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.474363 sec): 3 clusters Score: Raw -167.775918 + Penalty 124.253188 = -43.522730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.475129 sec): 2 clusters Score: Raw -516.606007 + Penalty 138.585977 = -378.020030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.475347 sec): 3 clusters Score: Raw -515.939654 + Penalty 295.856690 = -220.082964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.476178 sec): 2 clusters Score: Raw -2863.899277 + Penalty 364.400530 = -2499.498747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.476447 sec): 3 clusters Score: Raw -2895.737543 + Penalty 728.555267 = -2167.182277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.477344 sec): 2 clusters Score: Raw -4592.394008 + Penalty 410.813404 = -4181.580604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.477652 sec): 3 clusters Score: Raw -4641.331805 + Penalty 814.237522 = -3827.094283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 80 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.478459 sec): 2 clusters Score: Raw -1743.520789 + Penalty 342.678132 = -1400.842657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.478703 sec): 3 clusters Score: Raw -1754.269574 + Penalty 682.213680 = -1072.055894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.479472 sec): 2 clusters Score: Raw -253.595944 + Penalty 93.963287 = -159.632657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.479674 sec): 3 clusters Score: Raw -253.786179 + Penalty 190.808825 = -62.977354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.480426 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.480612 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.481397 sec): 2 clusters Score: Raw -452.189578 + Penalty 149.094577 = -303.095001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.481615 sec): 3 clusters Score: Raw -441.904173 + Penalty 297.063552 = -144.840621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 84 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.482507 sec): 2 clusters Score: Raw -5197.649507 + Penalty 460.073804 = -4737.575703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.482820 sec): 3 clusters Score: Raw -5202.653513 + Penalty 920.310380 = -4282.343133 nChanged 4 SP:Iteration 1F (42.483128 sec): 3 clusters Score: Raw -5212.345294 + Penalty 920.310380 = -4292.034914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 85 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.483960 sec): 2 clusters Score: Raw -1743.509762 + Penalty 448.044141 = -1295.465621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.484205 sec): 3 clusters Score: Raw -1825.687146 + Penalty 896.195327 = -929.491819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.485006 sec): 2 clusters Score: Raw -1224.935029 + Penalty 186.799240 = -1038.135789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.485243 sec): 3 clusters Score: Raw -1225.555600 + Penalty 373.598481 = -851.957120 nChanged 2 SP:Iteration 1F (42.485473 sec): 3 clusters Score: Raw -1235.053933 + Penalty 373.598481 = -861.455453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.486284 sec): 2 clusters Score: Raw -817.027619 + Penalty 230.481362 = -586.546257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.486508 sec): 3 clusters Score: Raw -814.391718 + Penalty 462.821598 = -351.570120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 88 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.487273 sec): 2 clusters Score: Raw -582.113274 + Penalty 108.062664 = -474.050610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.487489 sec): 3 clusters Score: Raw -581.843742 + Penalty 212.242938 = -369.600804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 89 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.488255 sec): 2 clusters Score: Raw -916.897893 + Penalty 272.566670 = -644.331223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.488480 sec): 3 clusters Score: Raw -916.172148 + Penalty 556.089822 = -360.082327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 90 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.489267 sec): 2 clusters Score: Raw -1507.453909 + Penalty 373.863722 = -1133.590187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.489508 sec): 3 clusters Score: Raw -1526.073543 + Penalty 749.885804 = -776.187739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 91 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.490382 sec): 2 clusters Score: Raw -3757.201143 + Penalty 452.061706 = -3305.139437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.490673 sec): 3 clusters Score: Raw -3827.681819 + Penalty 909.507230 = -2918.174588 nChanged 1 SP:Iteration 1Q (42.490948 sec): 3 clusters Score: Raw -3829.095374 + Penalty 909.507230 = -2919.588143 nChanged 0 SP:Iteration 2F (42.491257 sec): 3 clusters Score: Raw -3829.095374 + Penalty 909.507230 = -2919.588143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.492047 sec): 2 clusters Score: Raw -877.599135 + Penalty 302.797048 = -574.802087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.492275 sec): 3 clusters Score: Raw -911.902107 + Penalty 605.594095 = -306.308012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.493063 sec): 2 clusters Score: Raw -1419.631175 + Penalty 297.610857 = -1122.020319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.493301 sec): 3 clusters Score: Raw -1437.031686 + Penalty 601.189005 = -835.842681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.494073 sec): 2 clusters Score: Raw -264.803055 + Penalty 104.802690 = -160.000365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.494284 sec): 3 clusters Score: Raw -258.430518 + Penalty 209.190438 = -49.240080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 95 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.495051 sec): 2 clusters Score: Raw -734.770594 + Penalty 209.927383 = -524.843211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.495273 sec): 3 clusters Score: Raw -727.014970 + Penalty 419.854766 = -307.160204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.496126 sec): 2 clusters Score: Raw -3529.918142 + Penalty 365.676532 = -3164.241610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.496412 sec): 3 clusters Score: Raw -3573.396725 + Penalty 728.727517 = -2844.669207 nChanged 2 SP:Iteration 1Q (42.496698 sec): 3 clusters Score: Raw -3577.457742 + Penalty 731.353064 = -2846.104678 nChanged 1 SP:Iteration 2Q (42.496969 sec): 3 clusters Score: Raw -3580.044926 + Penalty 731.353064 = -2848.691862 nChanged 0 SP:Iteration 3F (42.497257 sec): 3 clusters Score: Raw -3580.044926 + Penalty 731.353064 = -2848.691862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.498032 sec): 2 clusters Score: Raw -700.182555 + Penalty 126.519590 = -573.662965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.498253 sec): 3 clusters Score: Raw -693.419059 + Penalty 253.039179 = -440.379879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 98 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.499393 sec): 2 clusters Score: Raw -14459.093275 + Penalty 701.482675 = -13757.610600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.499879 sec): 3 clusters Score: Raw -14447.069089 + Penalty 1402.651986 = -13044.417103 nChanged 17 SP:Iteration 1F (42.500356 sec): 3 clusters Score: Raw -14484.156128 + Penalty 1404.366618 = -13079.789510 nChanged 5 SP:Iteration 2Q (42.500826 sec): 3 clusters Score: Raw -14497.093199 + Penalty 1405.942576 = -13091.150623 nChanged 3 SP:Iteration 3Q (42.501311 sec): 3 clusters Score: Raw -14502.466202 + Penalty 1405.942576 = -13096.523626 nChanged 0 SP:Iteration 4F (42.501786 sec): 3 clusters Score: Raw -14502.466202 + Penalty 1405.942576 = -13096.523626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.502670 sec): 2 clusters Score: Raw -1086.114646 + Penalty 284.853687 = -801.260960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.502910 sec): 3 clusters Score: Raw -1088.848909 + Penalty 555.981234 = -532.867674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.503679 sec): 2 clusters Score: Raw -457.739202 + Penalty 164.539336 = -293.199866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.503897 sec): 3 clusters Score: Raw -445.630543 + Penalty 334.253852 = -111.376692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 102 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.504668 sec): 2 clusters Score: Raw -792.962282 + Penalty 229.500847 = -563.461435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.504892 sec): 3 clusters Score: Raw -799.231505 + Penalty 432.309790 = -366.921715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 103 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.505851 sec): 2 clusters Score: Raw -5462.630221 + Penalty 575.388933 = -4887.241288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.506184 sec): 3 clusters Score: Raw -5551.142966 + Penalty 1149.892818 = -4401.250148 nChanged 2 SP:Iteration 1Q (42.506497 sec): 3 clusters Score: Raw -5566.176678 + Penalty 1149.892818 = -4416.283860 nChanged 0 SP:Iteration 2F (42.506824 sec): 3 clusters Score: Raw -5566.176678 + Penalty 1149.892818 = -4416.283860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 104 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.507635 sec): 2 clusters Score: Raw -1533.639366 + Penalty 288.796251 = -1244.843115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.507875 sec): 3 clusters Score: Raw -1543.055087 + Penalty 585.236847 = -957.818240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 105 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.508864 sec): 2 clusters Score: Raw -7487.429428 + Penalty 521.591116 = -6965.838312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.509232 sec): 3 clusters Score: Raw -7495.094620 + Penalty 1055.167969 = -6439.926651 nChanged 8 SP:Iteration 1F (42.509600 sec): 3 clusters Score: Raw -7518.490980 + Penalty 1059.571424 = -6458.919556 nChanged 2 SP:Iteration 2Q (42.509957 sec): 3 clusters Score: Raw -7522.419492 + Penalty 1059.571424 = -6462.848068 nChanged 0 SP:Iteration 3F (42.510321 sec): 3 clusters Score: Raw -7522.419492 + Penalty 1059.571424 = -6462.848068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 106 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.511378 sec): 2 clusters Score: Raw -9531.801985 + Penalty 483.826817 = -9047.975168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.511781 sec): 3 clusters Score: Raw -9532.998943 + Penalty 967.983315 = -8565.015628 nChanged 12 SP:Iteration 1F (42.512176 sec): 3 clusters Score: Raw -9548.263533 + Penalty 966.835822 = -8581.427712 nChanged 2 SP:Iteration 2Q (42.512566 sec): 3 clusters Score: Raw -9550.041028 + Penalty 965.049393 = -8584.991635 nChanged 4 SP:Iteration 3Q (42.512953 sec): 3 clusters Score: Raw -9554.950479 + Penalty 964.559325 = -8590.391154 nChanged 5 SP:Iteration 4Q (42.513341 sec): 3 clusters Score: Raw -9562.328948 + Penalty 960.532861 = -8601.796087 nChanged 3 SP:Iteration 5Q (42.513727 sec): 3 clusters Score: Raw -9564.702923 + Penalty 963.778574 = -8600.924349 nChanged 1 SP:Iteration 6F (42.514120 sec): 3 clusters Score: Raw -9564.575229 + Penalty 963.778574 = -8600.796656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.515072 sec): 2 clusters Score: Raw -4048.337738 + Penalty 185.147395 = -3863.190343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.515369 sec): 3 clusters Score: Raw -4032.919726 + Penalty 367.089147 = -3665.830579 nChanged 7 SP:Iteration 1F (42.515669 sec): 3 clusters Score: Raw -4037.531298 + Penalty 367.089147 = -3670.442152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 108 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.516596 sec): 2 clusters Score: Raw -4850.474947 + Penalty 593.166888 = -4257.308059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.516910 sec): 3 clusters Score: Raw -4973.531647 + Penalty 1187.904708 = -3785.626939 nChanged 1 SP:Iteration 1Q (42.517203 sec): 3 clusters Score: Raw -4983.968819 + Penalty 1187.904708 = -3796.064111 nChanged 0 SP:Iteration 2F (42.517510 sec): 3 clusters Score: Raw -4983.968819 + Penalty 1187.904708 = -3796.064111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.518315 sec): 2 clusters Score: Raw -605.175626 + Penalty 117.529331 = -487.646295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.518537 sec): 3 clusters Score: Raw -602.008796 + Penalty 230.501066 = -371.507730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.519299 sec): 2 clusters Score: Raw -647.228480 + Penalty 253.812234 = -393.416246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.519524 sec): 3 clusters Score: Raw -641.277764 + Penalty 502.924951 = -138.352813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.520279 sec): 2 clusters Score: Raw -462.326850 + Penalty 190.843277 = -271.483573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.520494 sec): 3 clusters Score: Raw -451.207968 + Penalty 381.328125 = -69.879843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 114 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.521309 sec): 2 clusters Score: Raw -2484.076697 + Penalty 397.260881 = -2086.815816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.521569 sec): 3 clusters Score: Raw -2534.452690 + Penalty 792.070134 = -1742.382555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.522322 sec): 2 clusters Score: Raw -168.683186 + Penalty 54.860754 = -113.822432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.522528 sec): 3 clusters Score: Raw -163.390371 + Penalty 109.721507 = -53.668863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 117 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.523331 sec): 2 clusters Score: Raw -2249.882400 + Penalty 409.686391 = -1840.196009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.523584 sec): 3 clusters Score: Raw -2259.783417 + Penalty 817.742396 = -1442.041021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 118 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.524364 sec): 2 clusters Score: Raw -1110.432973 + Penalty 308.274542 = -802.158431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.524596 sec): 3 clusters Score: Raw -1119.874709 + Penalty 616.549084 = -503.325625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.525398 sec): 2 clusters Score: Raw -1075.982997 + Penalty 232.032268 = -843.950728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.525629 sec): 3 clusters Score: Raw -1084.722244 + Penalty 467.364573 = -617.357671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 121 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.526504 sec): 2 clusters Score: Raw -4315.250164 + Penalty 533.512868 = -3781.737296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.526807 sec): 3 clusters Score: Raw -4385.173146 + Penalty 1064.984634 = -3320.188511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.527597 sec): 2 clusters Score: Raw -1351.407332 + Penalty 310.661002 = -1040.746331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.527838 sec): 3 clusters Score: Raw -1368.025136 + Penalty 614.904150 = -753.120986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.528616 sec): 2 clusters Score: Raw -1240.129501 + Penalty 342.853365 = -897.276136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.528849 sec): 3 clusters Score: Raw -1239.385262 + Penalty 680.416559 = -558.968703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.529613 sec): 2 clusters Score: Raw -730.239810 + Penalty 234.449120 = -495.790690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.529838 sec): 3 clusters Score: Raw -726.836793 + Penalty 460.854093 = -265.982700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 125 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.530603 sec): 2 clusters Score: Raw -796.724932 + Penalty 235.491965 = -561.232967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.530828 sec): 3 clusters Score: Raw -803.491832 + Penalty 438.519041 = -364.972791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.531565 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.531750 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.532508 sec): 2 clusters Score: Raw -528.476472 + Penalty 171.253642 = -357.222829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.532729 sec): 3 clusters Score: Raw -527.495508 + Penalty 342.507285 = -184.988223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.533497 sec): 2 clusters Score: Raw -884.537928 + Penalty 211.103682 = -673.434246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.533725 sec): 3 clusters Score: Raw -883.288736 + Penalty 433.375188 = -449.913548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 130 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.534554 sec): 2 clusters Score: Raw -2201.587720 + Penalty 436.239525 = -1765.348195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.534807 sec): 3 clusters Score: Raw -2241.945870 + Penalty 870.109531 = -1371.836339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.535613 sec): 2 clusters Score: Raw -1040.192132 + Penalty 279.710904 = -760.481229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.535842 sec): 3 clusters Score: Raw -1034.994747 + Penalty 560.945344 = -474.049403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.536603 sec): 2 clusters Score: Raw -635.479897 + Penalty 204.910523 = -430.569374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.536821 sec): 3 clusters Score: Raw -628.574123 + Penalty 384.680057 = -243.894066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.537573 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.537772 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 137 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.538558 sec): 2 clusters Score: Raw -1528.396419 + Penalty 278.082037 = -1250.314382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.538796 sec): 3 clusters Score: Raw -1533.398816 + Penalty 555.561516 = -977.837300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 138 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.539573 sec): 2 clusters Score: Raw -817.161445 + Penalty 262.776241 = -554.385204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.539797 sec): 3 clusters Score: Raw -829.646863 + Penalty 521.126949 = -308.519914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.540576 sec): 2 clusters Score: Raw -1149.740854 + Penalty 282.964872 = -866.775982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.540810 sec): 3 clusters Score: Raw -1162.385190 + Penalty 564.974679 = -597.410511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.541554 sec): 2 clusters Score: Raw -85.864798 + Penalty 0.000000 = -85.864798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.541744 sec): 2 clusters Score: Raw -85.864798 + Penalty 0.000000 = -85.864798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 142 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.542582 sec): 2 clusters Score: Raw -3456.755142 + Penalty 510.778287 = -2945.976855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.542859 sec): 3 clusters Score: Raw -3496.217389 + Penalty 1022.392152 = -2473.825236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 143 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.543648 sec): 2 clusters Score: Raw -1333.316063 + Penalty 317.536217 = -1015.779846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.543885 sec): 3 clusters Score: Raw -1343.973876 + Penalty 640.425653 = -703.548223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.544651 sec): 2 clusters Score: Raw -356.902736 + Penalty 140.624048 = -216.278689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.544884 sec): 3 clusters Score: Raw -350.375045 + Penalty 281.248095 = -69.126950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.545646 sec): 2 clusters Score: Raw -212.520611 + Penalty 37.114429 = -175.406182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.545845 sec): 3 clusters Score: Raw -220.863707 + Penalty 63.361930 = -157.501777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.546622 sec): 2 clusters Score: Raw -1118.893282 + Penalty 317.382323 = -801.510958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.546855 sec): 3 clusters Score: Raw -1127.072622 + Penalty 634.764646 = -492.307976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 149 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.547645 sec): 2 clusters Score: Raw -1573.192343 + Penalty 387.715548 = -1185.476794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.547886 sec): 3 clusters Score: Raw -1597.763335 + Penalty 772.157672 = -825.605663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 150 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.548663 sec): 2 clusters Score: Raw -1106.085926 + Penalty 330.847900 = -775.238026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.548894 sec): 3 clusters Score: Raw -1112.396170 + Penalty 666.464380 = -445.931791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.549670 sec): 2 clusters Score: Raw -967.269243 + Penalty 48.021822 = -919.247422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.549883 sec): 3 clusters Score: Raw -1032.992297 + Penalty 96.043643 = -936.948654 nChanged 0 Score: Raw -3431797.496599 + Penalty 186599.197000 = -3245198.299599 Splitting cluster 151 changes total score from -3222474.835324 to -3245198.299599 So it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.042438 sec): 2 clusters Score: Raw -83.939255 + Penalty 0.000000 = -83.939255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.042647 sec): 2 clusters Score: Raw -83.939255 + Penalty 0.000000 = -83.939255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 154 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.043464 sec): 2 clusters Score: Raw -1453.676932 + Penalty 332.434532 = -1121.242400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.043704 sec): 3 clusters Score: Raw -1479.426046 + Penalty 670.649065 = -808.776981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.044450 sec): 2 clusters Score: Raw -182.888417 + Penalty 82.121377 = -100.767040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.044644 sec): 2 clusters Score: Raw -182.888417 + Penalty 82.121377 = -100.767040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.045410 sec): 2 clusters Score: Raw -797.330903 + Penalty 283.982875 = -513.348028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.045635 sec): 3 clusters Score: Raw -828.304649 + Penalty 565.867554 = -262.437095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.046425 sec): 2 clusters Score: Raw -662.247138 + Penalty 262.129729 = -400.117408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.046646 sec): 3 clusters Score: Raw -652.825203 + Penalty 542.597735 = -110.227468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.047396 sec): 2 clusters Score: Raw -347.657951 + Penalty 124.737217 = -222.920735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.047610 sec): 3 clusters Score: Raw -344.760163 + Penalty 244.252371 = -100.507791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.048366 sec): 2 clusters Score: Raw -563.489654 + Penalty 205.222965 = -358.266689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.048583 sec): 3 clusters Score: Raw -553.865391 + Penalty 392.324256 = -161.541136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 162 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.049339 sec): 2 clusters Score: Raw -550.945827 + Penalty 179.044729 = -371.901098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.049557 sec): 3 clusters Score: Raw -540.447413 + Penalty 343.136757 = -197.310657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 164 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.050318 sec): 2 clusters Score: Raw -816.373221 + Penalty 257.837432 = -558.535789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.050543 sec): 3 clusters Score: Raw -813.433384 + Penalty 509.761826 = -303.671558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.051285 sec): 2 clusters Score: Raw -178.730160 + Penalty 73.605899 = -105.124260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.051478 sec): 2 clusters Score: Raw -178.730160 + Penalty 73.605899 = -105.124260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.052227 sec): 2 clusters Score: Raw -178.854667 + Penalty 72.808152 = -106.046515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.052430 sec): 3 clusters Score: Raw -169.339105 + Penalty 145.616304 = -23.722801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 167 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.053211 sec): 2 clusters Score: Raw -979.465959 + Penalty 317.626137 = -661.839821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.053437 sec): 3 clusters Score: Raw -962.926866 + Penalty 624.915631 = -338.011235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.054184 sec): 2 clusters Score: Raw -263.883554 + Penalty 91.752685 = -172.130869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.054394 sec): 3 clusters Score: Raw -255.960576 + Penalty 185.913856 = -70.046720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.055140 sec): 2 clusters Score: Raw -280.347623 + Penalty 141.631598 = -138.716025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.055354 sec): 3 clusters Score: Raw -269.153888 + Penalty 266.176535 = -2.977353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 171 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.056133 sec): 2 clusters Score: Raw -729.318544 + Penalty 203.745849 = -525.572695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.056353 sec): 3 clusters Score: Raw -726.460792 + Penalty 407.491698 = -318.969095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 172 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.057106 sec): 2 clusters Score: Raw -483.912538 + Penalty 218.789807 = -265.122731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.057321 sec): 3 clusters Score: Raw -469.472573 + Penalty 430.813081 = -38.659491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 173 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.058075 sec): 2 clusters Score: Raw -568.700389 + Penalty 237.593322 = -331.107067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.058292 sec): 3 clusters Score: Raw -556.073879 + Penalty 470.573033 = -85.500846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.059038 sec): 2 clusters Score: Raw -175.372044 + Penalty 63.297138 = -112.074906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.059234 sec): 2 clusters Score: Raw -175.372044 + Penalty 63.297138 = -112.074906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 175 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.060005 sec): 2 clusters Score: Raw -549.897495 + Penalty 179.386623 = -370.510872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.060223 sec): 3 clusters Score: Raw -540.497477 + Penalty 368.370406 = -172.127072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.060979 sec): 2 clusters Score: Raw -652.056921 + Penalty 219.124722 = -432.932199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.061201 sec): 3 clusters Score: Raw -640.713218 + Penalty 438.033672 = -202.679546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.061947 sec): 2 clusters Score: Raw -277.775789 + Penalty 125.635427 = -152.140362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.062155 sec): 3 clusters Score: Raw -265.874053 + Penalty 238.466104 = -27.407949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 182 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.062915 sec): 2 clusters Score: Raw -886.835239 + Penalty 313.095652 = -573.739587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.063139 sec): 3 clusters Score: Raw -870.757214 + Penalty 613.103648 = -257.653566 nChanged 1 SP:Iteration 1F (46.063357 sec): 3 clusters Score: Raw -874.649293 + Penalty 613.103648 = -261.545645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.064104 sec): 2 clusters Score: Raw -347.538924 + Penalty 140.880983 = -206.657941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.064315 sec): 3 clusters Score: Raw -344.857814 + Penalty 312.654514 = -32.203300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 186 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.065069 sec): 2 clusters Score: Raw -647.210834 + Penalty 231.344645 = -415.866189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.065310 sec): 3 clusters Score: Raw -641.700939 + Penalty 459.501075 = -182.199864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.066068 sec): 2 clusters Score: Raw -565.985715 + Penalty 223.864994 = -342.120720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.066286 sec): 3 clusters Score: Raw -555.117190 + Penalty 451.575445 = -103.541745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.067040 sec): 2 clusters Score: Raw -177.372450 + Penalty 70.430914 = -106.941536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.067234 sec): 2 clusters Score: Raw -177.372450 + Penalty 70.430914 = -106.941536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.067981 sec): 2 clusters Score: Raw -269.413658 + Penalty 120.326984 = -149.086674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.068191 sec): 3 clusters Score: Raw -259.268361 + Penalty 250.772060 = -8.496300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 198 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.068940 sec): 2 clusters Score: Raw -273.694068 + Penalty 128.691805 = -145.002263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.069136 sec): 2 clusters Score: Raw -273.694068 + Penalty 128.691805 = -145.002263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.069872 sec): 2 clusters Score: Raw -85.236939 + Penalty 0.000000 = -85.236939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.070061 sec): 2 clusters Score: Raw -85.236939 + Penalty 0.000000 = -85.236939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.070796 sec): 2 clusters Score: Raw -84.709497 + Penalty 0.000000 = -84.709497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.070986 sec): 2 clusters Score: Raw -84.709497 + Penalty 0.000000 = -84.709497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.071724 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.071918 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.072649 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.072837 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.073581 sec): 2 clusters Score: Raw -269.580903 + Penalty 102.274688 = -167.306215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.073793 sec): 3 clusters Score: Raw -261.174702 + Penalty 203.508665 = -57.666037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.074540 sec): 2 clusters Score: Raw -377.675563 + Penalty 183.037336 = -194.638227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.074770 sec): 3 clusters Score: Raw -364.429954 + Penalty 366.074673 = 1.644719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.075513 sec): 2 clusters Score: Raw -86.107004 + Penalty 0.000000 = -86.107004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.075702 sec): 2 clusters Score: Raw -86.107004 + Penalty 0.000000 = -86.107004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.076445 sec): 2 clusters Score: Raw -172.302669 + Penalty 65.262243 = -107.040427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.076637 sec): 2 clusters Score: Raw -172.302669 + Penalty 65.262243 = -107.040427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.077378 sec): 2 clusters Score: Raw -179.668114 + Penalty 87.750198 = -91.917915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.077585 sec): 3 clusters Score: Raw -170.957297 + Penalty 175.500397 = 4.543099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.078325 sec): 2 clusters Score: Raw -84.521319 + Penalty 0.000000 = -84.521319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.078514 sec): 2 clusters Score: Raw -84.521319 + Penalty 0.000000 = -84.521319 nChanged 0 Deleting Class 182 (9 points): Lose 96.999737 but Gain 1518.857733 Iteration 20F (49.587174 sec): 177 clusters Score: Raw -3409798.645128 + Penalty 185290.054492 = -3224508.590636 nChanged 480 Deleting Class 85 (19 points): Lose 200.871108 but Gain 1621.932411 Iteration 21Q (49.925831 sec): 176 clusters Score: Raw -3409914.997455 + Penalty 183926.799605 = -3225988.197850 nChanged 306 Deleting Class 167 (10 points): Lose 54.010295 but Gain 1470.330792 Iteration 22Q (50.244374 sec): 175 clusters Score: Raw -3410093.827898 + Penalty 182497.957571 = -3227595.870327 nChanged 243 Deleting Class 172 (5 points): Lose 36.557173 but Gain 1448.996595 Iteration 23Q (50.557192 sec): 174 clusters Score: Raw -3410203.199826 + Penalty 181091.854158 = -3229111.345668 nChanged 193 Deleting Class 215 (4 points): Lose 29.150935 but Gain 1407.339050 Iteration 24Q (50.860079 sec): 173 clusters Score: Raw -3410256.760609 + Penalty 179714.343076 = -3230542.417534 nChanged 162 Deleting Class 108 (52 points): Lose 224.067885 but Gain 1592.576721 Iteration 25Q (51.155878 sec): 172 clusters Score: Raw -3410097.946680 + Penalty 178342.460230 = -3231755.486450 nChanged 192 Deleting Class 123 (13 points): Lose 59.555436 but Gain 1424.767924 Iteration 26Q (51.459328 sec): 171 clusters Score: Raw -3410266.173730 + Penalty 176901.849422 = -3233364.324308 nChanged 157 Deleting Class 170 (3 points): Lose 21.614296 but Gain 1374.137560 Iteration 27Q (51.753874 sec): 170 clusters Score: Raw -3410329.810456 + Penalty 175583.942121 = -3234745.868335 nChanged 127 Deleting Class 173 (6 points): Lose 65.507453 but Gain 1413.412829 Iteration 28Q (52.042380 sec): 169 clusters Score: Raw -3410328.953935 + Penalty 174231.309140 = -3236097.644796 nChanged 117 Deleting Class 90 (18 points): Lose 100.919157 but Gain 1436.889360 Iteration 29Q (52.330368 sec): 168 clusters Score: Raw -3410295.618408 + Penalty 172812.942100 = -3237482.676308 nChanged 127 Deleting Class 149 (18 points): Lose 126.094418 but Gain 1463.574534 Iteration 30F (55.622595 sec): 167 clusters Score: Raw -3410255.461154 + Penalty 171567.887156 = -3238687.573998 nChanged 120 Deleting Class 61 (10 points): Lose 311.840634 but Gain 1645.640662 Iteration 31Q (55.909334 sec): 166 clusters Score: Raw -3410073.377756 + Penalty 170009.232855 = -3240064.144900 nChanged 122 Deleting Class 111 (7 points): Lose 57.831967 but Gain 1390.286406 Iteration 32Q (56.195156 sec): 165 clusters Score: Raw -3410107.008234 + Penalty 168686.397944 = -3241420.610290 nChanged 121 Deleting Class 130 (24 points): Lose 139.098161 but Gain 1463.114353 Iteration 33Q (56.481857 sec): 164 clusters Score: Raw -3410070.692106 + Penalty 167358.854467 = -3242711.837639 nChanged 140 Deleting Class 224 (2 points): Lose 40.121519 but Gain 1349.388964 Iteration 34Q (56.767548 sec): 163 clusters Score: Raw -3410176.258777 + Penalty 166099.990849 = -3244076.267928 nChanged 133 Deleting Class 158 (7 points): Lose 127.355421 but Gain 1435.846466 Iteration 35Q (57.053585 sec): 162 clusters Score: Raw -3410146.416107 + Penalty 164836.234204 = -3245310.181903 nChanged 129 Deleting Class 217 (1 points): Lose 1.353397 but Gain 1301.472408 Iteration 36Q (57.336104 sec): 161 clusters Score: Raw -3410247.508984 + Penalty 163491.792292 = -3246755.716692 nChanged 106 Deleting Class 142 (38 points): Lose 214.923672 but Gain 1513.653355 Iteration 37Q (57.614387 sec): 160 clusters Score: Raw -3410090.872681 + Penalty 162031.967339 = -3248058.905342 nChanged 131 Deleting Class 75 (10 points): Lose 117.149484 but Gain 1412.132491 Iteration 38Q (57.895000 sec): 159 clusters Score: Raw -3410104.876201 + Penalty 160661.011882 = -3249443.864319 nChanged 91 Deleting Class 150 (12 points): Lose 132.008125 but Gain 1419.164742 Iteration 39Q (58.168197 sec): 158 clusters Score: Raw -3410050.107552 + Penalty 159302.424843 = -3250747.682709 nChanged 66 Deleting Class 141 (1 points): Lose 0.945415 but Gain 1286.534513 Iteration 40F (61.291723 sec): 157 clusters Score: Raw -3410117.623958 + Penalty 158097.164845 = -3252020.459113 nChanged 45 Deleting Class 147 (12 points): Lose 82.811149 but Gain 1361.404446 Iteration 41Q (61.561380 sec): 156 clusters Score: Raw -3410107.182800 + Penalty 156717.126743 = -3253390.056057 nChanged 42 Deleting Class 188 (6 points): Lose 53.245684 but Gain 1331.744734 Iteration 42Q (61.830255 sec): 155 clusters Score: Raw -3410089.337190 + Penalty 155380.273242 = -3254709.063948 nChanged 31 Deleting Class 117 (27 points): Lose 124.239434 but Gain 1395.021725 Iteration 43Q (62.093993 sec): 154 clusters Score: Raw -3409989.868310 + Penalty 154055.238620 = -3255934.629690 nChanged 49 Deleting Class 138 (10 points): Lose 69.438669 but Gain 1338.073198 Iteration 44Q (62.360949 sec): 153 clusters Score: Raw -3409984.912866 + Penalty 152738.969036 = -3257245.943830 nChanged 36 Deleting Class 118 (12 points): Lose 65.096221 but Gain 1322.336819 Iteration 45Q (62.624141 sec): 152 clusters Score: Raw -3409950.628844 + Penalty 151508.610911 = -3258442.017934 nChanged 39 Deleting Class 143 (15 points): Lose 95.793775 but Gain 1351.666690 Iteration 46Q (62.885982 sec): 151 clusters Score: Raw -3409893.847211 + Penalty 150406.263816 = -3259487.583395 nChanged 42 Deleting Class 204 (2 points): Lose 17.098349 but Gain 1399.145404 Iteration 47Q (63.148893 sec): 150 clusters Score: Raw -3409953.864612 + Penalty 149005.001748 = -3260948.862865 nChanged 25 Deleting Class 156 (2 points): Lose 8.965305 but Gain 1262.831101 Iteration 48Q (63.408766 sec): 149 clusters Score: Raw -3409965.077113 + Penalty 147794.848167 = -3262170.228947 nChanged 20 Deleting Class 191 (4 points): Lose 28.541955 but Gain 1276.703484 Iteration 49Q (63.665148 sec): 148 clusters Score: Raw -3409964.076335 + Penalty 146555.301043 = -3263408.775293 nChanged 26 Deleting Class 112 (4 points): Lose 19.635668 but Gain 1264.704168 Iteration 50F (66.566470 sec): 147 clusters Score: Raw -3409981.600888 + Penalty 145326.591400 = -3264655.009489 nChanged 39 Deleting Class 52 (60 points): Lose 295.695191 but Gain 1538.494521 Iteration 51Q (66.828899 sec): 146 clusters Score: Raw -3409755.687197 + Penalty 143917.612918 = -3265838.074279 nChanged 91 Deleting Class 72 (6 points): Lose 44.555843 but Gain 1284.307065 Iteration 52Q (67.090832 sec): 145 clusters Score: Raw -3409884.539001 + Penalty 142670.408389 = -3267214.130612 nChanged 41 Deleting Class 186 (7 points): Lose 33.563026 but Gain 1267.217542 Iteration 53Q (67.347248 sec): 144 clusters Score: Raw -3409901.805424 + Penalty 141395.339304 = -3268506.466120 nChanged 24 Deleting Class 80 (19 points): Lose 67.660708 but Gain 1292.998582 Iteration 54Q (67.601724 sec): 143 clusters Score: Raw -3409853.919528 + Penalty 140121.673471 = -3269732.246057 nChanged 30 Deleting Class 19 (28 points): Lose 182.757249 but Gain 1406.994985 Iteration 55Q (67.858260 sec): 142 clusters Score: Raw -3409704.685410 + Penalty 138772.654819 = -3270932.030591 nChanged 40 Deleting Class 69 (9 points): Lose 56.526176 but Gain 1276.204447 Iteration 56Q (68.117178 sec): 141 clusters Score: Raw -3409731.143736 + Penalty 137505.760522 = -3272225.383213 nChanged 22 Deleting Class 89 (10 points): Lose 48.039551 but Gain 1261.744927 Iteration 57Q (68.377846 sec): 140 clusters Score: Raw -3409709.874854 + Penalty 136253.306303 = -3273456.568551 nChanged 15 Deleting Class 121 (54 points): Lose 273.339875 but Gain 1486.688680 Iteration 58Q (68.625774 sec): 139 clusters Score: Raw -3409453.928418 + Penalty 134892.796343 = -3274561.132075 nChanged 61 Deleting Class 198 (2 points): Lose 7.781323 but Gain 1219.378427 Iteration 59Q (68.878586 sec): 138 clusters Score: Raw -3409581.295421 + Penalty 133723.383106 = -3275857.912315 nChanged 22 Deleting Class 179 (9 points): Lose 56.855057 but Gain 1269.350700 Iteration 60F (71.585247 sec): 137 clusters Score: Raw -3409561.840351 + Penalty 132459.242760 = -3277102.597591 nChanged 22 Deleting Class 74 (46 points): Lose 324.237432 but Gain 1535.330232 Iteration 61Q (71.845396 sec): 136 clusters Score: Raw -3409258.385017 + Penalty 131196.513319 = -3278061.871698 nChanged 55 Deleting Class 153 (3 points): Lose 26.615160 but Gain 1416.399373 Iteration 62Q (72.094268 sec): 135 clusters Score: Raw -3409388.213442 + Penalty 129920.947268 = -3279467.266174 nChanged 27 Deleting Class 27 (15 points): Lose 119.268591 but Gain 1328.879666 Iteration 63Q (72.340069 sec): 134 clusters Score: Raw -3409344.417179 + Penalty 128672.450151 = -3280671.967028 nChanged 36 Deleting Class 164 (11 points): Lose 85.637288 but Gain 1294.428199 Iteration 64Q (72.586698 sec): 133 clusters Score: Raw -3409317.759676 + Penalty 127424.383353 = -3281893.376323 nChanged 29 Deleting Class 100 (12 points): Lose 63.177502 but Gain 1255.604149 Iteration 65Q (72.832762 sec): 132 clusters Score: Raw -3409302.589939 + Penalty 126201.537339 = -3283101.052600 nChanged 31 Deleting Class 133 (11 points): Lose 56.746948 but Gain 1243.350843 Iteration 66Q (73.077106 sec): 131 clusters Score: Raw -3409303.308616 + Penalty 124986.401562 = -3284316.907055 nChanged 21 Deleting Class 124 (9 points): Lose 39.481528 but Gain 1219.776336 Iteration 67Q (73.318857 sec): 130 clusters Score: Raw -3409289.159045 + Penalty 123807.912643 = -3285481.246402 nChanged 16 Deleting Class 180 (3 points): Lose 39.982237 but Gain 1218.939569 Iteration 68Q (73.563336 sec): 129 clusters Score: Raw -3409272.745569 + Penalty 122587.539463 = -3286685.206106 nChanged 6 Deleting Class 92 (9 points): Lose 232.137945 but Gain 1409.656118 Iteration 69Q (73.803240 sec): 128 clusters Score: Raw -3409051.648973 + Penalty 121193.332083 = -3287858.316890 nChanged 9 Deleting Class 122 (29 points): Lose 183.578235 but Gain 1363.854030 Iteration 70F (76.363297 sec): 127 clusters Score: Raw -3408884.776258 + Penalty 119900.399939 = -3288984.376319 nChanged 30 Deleting Class 190 (3 points): Lose 30.854669 but Gain 1207.692202 Iteration 71Q (76.602442 sec): 126 clusters Score: Raw -3408934.636718 + Penalty 118730.695694 = -3290203.941024 nChanged 14 Deleting Class 64 (10 points): Lose 39.511497 but Gain 1209.932165 Iteration 72Q (76.840883 sec): 125 clusters Score: Raw -3408921.687153 + Penalty 117542.851320 = -3291378.835833 nChanged 18 Deleting Class 161 (6 points): Lose 50.462567 but Gain 1220.845641 Iteration 73Q (77.076987 sec): 124 clusters Score: Raw -3408889.638591 + Penalty 116350.781255 = -3292538.857336 nChanged 16 Deleting Class 103 (73 points): Lose 316.739630 but Gain 1466.703178 Iteration 74Q (77.311543 sec): 123 clusters Score: Raw -3408589.823930 + Penalty 115015.541440 = -3293574.282490 nChanged 85 Deleting Class 102 (11 points): Lose 58.464337 but Gain 1207.907382 Iteration 75Q (77.548562 sec): 122 clusters Score: Raw -3408732.339149 + Penalty 113842.415696 = -3294889.923454 nChanged 39 Deleting Class 60 (4 points): Lose 30.603923 but Gain 1177.098790 Iteration 76Q (77.783324 sec): 121 clusters Score: Raw -3408740.926693 + Penalty 112688.325109 = -3296052.601583 nChanged 28 Deleting Class 14 (51 points): Lose 233.687159 but Gain 1376.306218 Iteration 77Q (78.017413 sec): 120 clusters Score: Raw -3408542.859872 + Penalty 111659.286618 = -3296883.573254 nChanged 70 Deleting Class 48 (12 points): Lose 84.786591 but Gain 1225.258749 Iteration 78Q (78.251102 sec): 119 clusters Score: Raw -3408620.613916 + Penalty 110501.659480 = -3298118.954436 nChanged 59 Deleting Class 157 (8 points): Lose 205.489390 but Gain 1344.798831 Iteration 79Q (78.491745 sec): 118 clusters Score: Raw -3408476.200515 + Penalty 109177.710287 = -3299298.490228 nChanged 42 Deleting Class 199 (1 points): Lose 3.763976 but Gain 1136.011371 Iteration 80F (80.810700 sec): 117 clusters Score: Raw -3408515.799681 + Penalty 108065.929162 = -3300449.870519 nChanged 39 Deleting Class 165 (2 points): Lose 3.172494 but Gain 1131.883349 Iteration 81Q (81.041487 sec): 116 clusters Score: Raw -3408563.099604 + Penalty 106962.864903 = -3301600.234700 nChanged 35 Deleting Class 225 (1 points): Lose 4.188672 but Gain 1131.628406 Iteration 82Q (81.278245 sec): 115 clusters Score: Raw -3408582.027705 + Penalty 105875.614783 = -3302706.412922 nChanged 26 Deleting Class 114 (28 points): Lose 145.490342 but Gain 1270.745736 Iteration 83Q (81.506231 sec): 114 clusters Score: Raw -3408447.729218 + Penalty 104690.918099 = -3303756.811119 nChanged 50 Deleting Class 154 (16 points): Lose 155.244730 but Gain 1278.012747 Iteration 84Q (81.733830 sec): 113 clusters Score: Raw -3408362.178160 + Penalty 103424.462250 = -3304937.715909 nChanged 44 Deleting Class 134 (6 points): Lose 40.274282 but Gain 1159.484967 Iteration 85Q (81.960530 sec): 112 clusters Score: Raw -3408366.169040 + Penalty 102271.404771 = -3306094.764269 nChanged 29 Deleting Class 91 (42 points): Lose 186.403941 but Gain 1289.253994 Iteration 86Q (82.184696 sec): 111 clusters Score: Raw -3408199.147104 + Penalty 101006.837431 = -3307192.309673 nChanged 62 Deleting Class 101 (6 points): Lose 63.652195 but Gain 1165.553716 Iteration 87Q (82.412291 sec): 110 clusters Score: Raw -3408225.829000 + Penalty 99859.655765 = -3308366.173235 nChanged 39 Deleting Class 166 (2 points): Lose 19.409259 but Gain 1119.615892 Iteration 88Q (82.634522 sec): 109 clusters Score: Raw -3408234.544822 + Penalty 98780.268172 = -3309454.276651 nChanged 40 Deleting Class 84 (54 points): Lose 134.302950 but Gain 1233.397071 Iteration 89Q (82.855062 sec): 108 clusters Score: Raw -3408119.777881 + Penalty 97617.285689 = -3310502.492193 nChanged 79 Deleting Class 125 (11 points): Lose 69.114637 but Gain 1167.846787 Iteration 90F (84.977315 sec): 107 clusters Score: Raw -3408138.007195 + Penalty 96469.349120 = -3311668.658075 nChanged 40 Deleting Class 139 (14 points): Lose 76.226548 but Gain 1170.701179 Iteration 91Q (85.197046 sec): 106 clusters Score: Raw -3408089.794383 + Penalty 95311.496703 = -3312778.297679 nChanged 37 Deleting Class 87 (9 points): Lose 44.735427 but Gain 1118.087704 Iteration 92Q (85.415859 sec): 105 clusters Score: Raw -3408073.167522 + Penalty 94219.773618 = -3313853.393904 nChanged 27 Deleting Class 93 (18 points): Lose 101.851734 but Gain 1167.495849 Iteration 93Q (85.635615 sec): 104 clusters Score: Raw -3407996.077197 + Penalty 93111.357559 = -3314884.719639 nChanged 35 Deleting Class 95 (8 points): Lose 32.230557 but Gain 1076.060982 Iteration 94Q (85.850970 sec): 103 clusters Score: Raw -3408021.127384 + Penalty 92050.090861 = -3315971.036523 nChanged 27 Deleting Class 104 (49 points): Lose 344.689721 but Gain 1385.518998 Iteration 95Q (86.066583 sec): 102 clusters Score: Raw -3407698.060043 + Penalty 90826.627475 = -3316871.432568 nChanged 63 Deleting Class 127 (9 points): Lose 47.638076 but Gain 1143.580756 Iteration 96Q (86.287415 sec): 101 clusters Score: Raw -3407778.647556 + Penalty 89766.720426 = -3318011.927131 nChanged 25 Deleting Class 175 (6 points): Lose 28.385120 but Gain 1067.148488 Iteration 97Q (86.504652 sec): 100 clusters Score: Raw -3407773.263102 + Penalty 88708.481749 = -3319064.781353 nChanged 21 Deleting Class 162 (6 points): Lose 26.795000 but Gain 1065.114605 Iteration 98Q (86.717988 sec): 99 clusters Score: Raw -3407760.531134 + Penalty 87657.602019 = -3320102.929115 nChanged 15 Deleting Class 73 (15 points): Lose 93.628726 but Gain 1124.904154 Iteration 99Q (86.929874 sec): 98 clusters Score: Raw -3407679.155449 + Penalty 86542.405138 = -3321136.750311 nChanged 25 Deleting Class 171 (10 points): Lose 72.817670 but Gain 1104.175878 Iteration 100F (88.852096 sec): 97 clusters Score: Raw -3407628.721306 + Penalty 85444.922558 = -3322183.798748 nChanged 21 Deleting Class 115 (3 points): Lose 19.632086 but Gain 1049.221432 Iteration 101Q (89.062950 sec): 96 clusters Score: Raw -3407624.673524 + Penalty 84402.569446 = -3323222.104077 nChanged 12 Deleting Class 105 (91 points): Lose 279.114185 but Gain 1303.331164 Iteration 102Q (89.269889 sec): 95 clusters Score: Raw -3407356.072886 + Penalty 83148.777802 = -3324207.295084 nChanged 95 Deleting Class 9 (24 points): Lose 114.758215 but Gain 1129.422496 Iteration 103Q (89.482802 sec): 94 clusters Score: Raw -3407367.016519 + Penalty 82043.425311 = -3325323.591208 nChanged 40 Deleting Class 83 (7 points): Lose 30.636510 but Gain 1041.384643 Iteration 104Q (89.690005 sec): 93 clusters Score: Raw -3407379.235554 + Penalty 81003.269879 = -3326375.965675 nChanged 18 Deleting Class 94 (3 points): Lose 10.921116 but Gain 1016.816264 Iteration 105Q (89.894609 sec): 92 clusters Score: Raw -3407385.595181 + Penalty 79991.834572 = -3327393.760610 nChanged 9 Deleting Class 220 (2 points): Lose 11.999334 but Gain 1003.577788 Iteration 106Q (90.098471 sec): 91 clusters Score: Raw -3407381.499336 + Penalty 78996.738369 = -3328384.760967 nChanged 7 Deleting Class 145 (3 points): Lose 21.348271 but Gain 1009.961819 Iteration 107Q (90.300800 sec): 90 clusters Score: Raw -3407367.649181 + Penalty 77985.693503 = -3329381.955678 nChanged 5 Deleting Class 21 (6 points): Lose 54.095163 but Gain 1041.827382 Iteration 108Q (90.504135 sec): 89 clusters Score: Raw -3407321.385584 + Penalty 76933.043372 = -3330388.342212 nChanged 6 Deleting Class 214 (5 points): Lose 65.058474 but Gain 1051.054380 Iteration 109Q (90.704404 sec): 88 clusters Score: Raw -3407272.371423 + Penalty 75883.375665 = -3331388.995758 nChanged 5 Deleting Class 57 (11 points): Lose 127.655376 but Gain 1111.122889 Iteration 110F (92.445628 sec): 87 clusters Score: Raw -3407157.965887 + Penalty 74792.604013 = -3332365.361874 nChanged 12 Deleting Class 2 (7 points): Lose 16.499275 but Gain 996.887740 Iteration 111Q (92.651006 sec): 86 clusters Score: Raw -3407174.808409 + Penalty 73794.626047 = -3333380.182362 nChanged 14 Deleting Class 119 (13 points): Lose 62.361060 but Gain 1034.969199 Iteration 112Q (92.854961 sec): 85 clusters Score: Raw -3407126.182274 + Penalty 72763.604628 = -3334362.577646 nChanged 18 Deleting Class 7 (63 points): Lose 669.170783 but Gain 1641.184168 Iteration 113Q (93.058817 sec): 84 clusters Score: Raw -3406473.983563 + Penalty 71187.320873 = -3335286.662690 nChanged 70 Deleting Class 41 (7 points): Lose 377.551179 but Gain 1345.224909 Iteration 114Q (93.265075 sec): 83 clusters Score: Raw -3406347.882569 + Penalty 69899.728141 = -3336448.154429 nChanged 35 Deleting Class 174 (2 points): Lose 6.234839 but Gain 973.359159 Iteration 115Q (93.468093 sec): 82 clusters Score: Raw -3406421.653758 + Penalty 68910.946861 = -3337510.706898 nChanged 18 Deleting Class 137 (17 points): Lose 93.324385 but Gain 1046.184221 Iteration 116Q (93.668115 sec): 81 clusters Score: Raw -3406399.193413 + Penalty 67875.218751 = -3338523.974662 nChanged 28 Deleting Class 65 (5 points): Lose 27.946370 but Gain 979.927005 Iteration 117Q (93.867595 sec): 80 clusters Score: Raw -3406397.511577 + Penalty 66904.096708 = -3339493.414869 nChanged 14 Deleting Class 76 (2 points): Lose 5.903935 but Gain 955.358985 Iteration 118Q (94.060385 sec): 79 clusters Score: Raw -3406403.532438 + Penalty 65950.455929 = -3340453.076509 nChanged 8 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3406403.532438 + Penalty 65950.455929 = -3340453.076509Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.197641 sec): 2 clusters Score: Raw -8479.766468 + Penalty 324.274383 = -8155.492084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.198061 sec): 3 clusters Score: Raw -8482.328376 + Penalty 635.635616 = -7846.692760 nChanged 13 SP:Iteration 1F (94.198469 sec): 3 clusters Score: Raw -8503.489960 + Penalty 639.947818 = -7863.542142 nChanged 3 SP:Iteration 2Q (94.198869 sec): 3 clusters Score: Raw -8509.512948 + Penalty 639.947818 = -7869.565130 nChanged 0 SP:Iteration 3F (94.199274 sec): 3 clusters Score: Raw -8509.512948 + Penalty 639.947818 = -7869.565130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.204829 sec): 2 clusters Score: Raw -131656.026209 + Penalty 413.341958 = -131242.684251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.207713 sec): 3 clusters Score: Raw -130827.961401 + Penalty 828.814142 = -129999.147258 nChanged 605 SP:Iteration 1F (94.210533 sec): 3 clusters Score: Raw -131197.167226 + Penalty 834.339991 = -130362.827235 nChanged 151 SP:Iteration 2F (94.213458 sec): 3 clusters Score: Raw -131291.219474 + Penalty 842.061309 = -130449.158165 nChanged 107 SP:Iteration 3F (94.216358 sec): 3 clusters Score: Raw -131357.171314 + Penalty 853.516231 = -130503.655083 nChanged 96 SP:Iteration 4F (94.219215 sec): 3 clusters Score: Raw -131413.971228 + Penalty 864.178141 = -130549.793086 nChanged 79 SP:Iteration 5F (94.222015 sec): 3 clusters Score: Raw -131458.574413 + Penalty 877.049828 = -130581.524585 nChanged 59 SP:Iteration 6Q (94.224817 sec): 3 clusters Score: Raw -131500.847386 + Penalty 895.483580 = -130605.363806 nChanged 54 SP:Iteration 7Q (94.227599 sec): 3 clusters Score: Raw -131563.373046 + Penalty 911.848739 = -130651.524308 nChanged 50 SP:Iteration 8Q (94.230514 sec): 3 clusters Score: Raw -131615.153182 + Penalty 923.360817 = -130691.792366 nChanged 34 SP:Iteration 9Q (94.233385 sec): 3 clusters Score: Raw -131648.150624 + Penalty 935.054333 = -130713.096290 nChanged 26 SP:Iteration 10F (94.236176 sec): 3 clusters Score: Raw -131679.618853 + Penalty 951.164456 = -130728.454397 nChanged 35 SP:Iteration 11Q (94.238815 sec): 3 clusters Score: Raw -131714.293804 + Penalty 961.896649 = -130752.397155 nChanged 24 SP:Iteration 12Q (94.241358 sec): 3 clusters Score: Raw -131734.254639 + Penalty 965.981238 = -130768.273401 nChanged 16 SP:Iteration 13Q (94.243911 sec): 3 clusters Score: Raw -131743.840699 + Penalty 971.743007 = -130772.097692 nChanged 10 SP:Iteration 14Q (94.246470 sec): 3 clusters Score: Raw -131750.180315 + Penalty 976.911665 = -130773.268650 nChanged 6 SP:Iteration 15Q (94.249106 sec): 3 clusters Score: Raw -131754.638336 + Penalty 977.165707 = -130777.472629 nChanged 5 SP:Iteration 16Q (94.251682 sec): 3 clusters Score: Raw -131758.071862 + Penalty 978.912362 = -130779.159500 nChanged 6 SP:Iteration 17Q (94.254200 sec): 3 clusters Score: Raw -131760.778589 + Penalty 981.131880 = -130779.646709 nChanged 5 SP:Iteration 18Q (94.256680 sec): 3 clusters Score: Raw -131762.254183 + Penalty 982.810871 = -130779.443312 nChanged 3 SP:Iteration 19F (94.259442 sec): 3 clusters Score: Raw -131762.813666 + Penalty 982.810871 = -130780.002795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.260522 sec): 2 clusters Score: Raw -15143.280989 + Penalty 452.497324 = -14690.783665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.261100 sec): 3 clusters Score: Raw -15125.132147 + Penalty 904.032745 = -14221.099402 nChanged 36 SP:Iteration 1F (94.261645 sec): 3 clusters Score: Raw -15187.414523 + Penalty 899.510793 = -14287.903730 nChanged 14 SP:Iteration 2F (94.262190 sec): 3 clusters Score: Raw -15212.867896 + Penalty 898.577392 = -14314.290504 nChanged 8 SP:Iteration 3Q (94.262715 sec): 3 clusters Score: Raw -15220.354640 + Penalty 896.794941 = -14323.559699 nChanged 6 SP:Iteration 4Q (94.263239 sec): 3 clusters Score: Raw -15229.233274 + Penalty 895.683188 = -14333.550087 nChanged 1 SP:Iteration 5Q (94.263763 sec): 3 clusters Score: Raw -15231.742903 + Penalty 895.683188 = -14336.059715 nChanged 0 SP:Iteration 6F (94.264305 sec): 3 clusters Score: Raw -15231.742903 + Penalty 895.683188 = -14336.059715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.264815 sec): 2 clusters Score: Raw -1045.887694 + Penalty 237.506106 = -808.381588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.265045 sec): 3 clusters Score: Raw -1065.058703 + Penalty 474.184602 = -590.874101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.270523 sec): 2 clusters Score: Raw -137211.216224 + Penalty 165.066900 = -137046.149324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.273700 sec): 3 clusters Score: Raw -136146.639053 + Penalty 316.689714 = -135829.949339 nChanged 788 SP:Iteration 1F (94.276960 sec): 3 clusters Score: Raw -136801.620491 + Penalty 316.031648 = -136485.588842 nChanged 158 SP:Iteration 2F (94.280304 sec): 3 clusters Score: Raw -136918.215677 + Penalty 312.703934 = -136605.511744 nChanged 115 SP:Iteration 3F (94.283766 sec): 3 clusters Score: Raw -137024.881274 + Penalty 303.810948 = -136721.070325 nChanged 82 SP:Iteration 4Q (94.286967 sec): 3 clusters Score: Raw -137115.358820 + Penalty 280.332532 = -136835.026288 nChanged 66 SP:Iteration 5Q (94.290171 sec): 3 clusters Score: Raw -137187.616067 + Penalty 264.580495 = -136923.035571 nChanged 36 SP:Iteration 6Q (94.293238 sec): 3 clusters Score: Raw -137220.320001 + Penalty 256.741661 = -136963.578340 nChanged 15 SP:Iteration 7Q (94.296079 sec): 3 clusters Score: Raw -137228.646180 + Penalty 255.070478 = -136973.575703 nChanged 5 SP:Iteration 8Q (94.298709 sec): 3 clusters Score: Raw -137229.715183 + Penalty 256.490994 = -136973.224190 nChanged 4 SP:Iteration 9F (94.302162 sec): 3 clusters Score: Raw -137230.316021 + Penalty 256.991446 = -136973.324575 nChanged 2 SP:Iteration 10F (94.305217 sec): 3 clusters Score: Raw -137230.605185 + Penalty 257.652192 = -136972.952993 nChanged 1 SP:Iteration 11F (94.308698 sec): 3 clusters Score: Raw -137230.706220 + Penalty 258.237795 = -136972.468426 nChanged 2 SP:Iteration 12F (94.311761 sec): 3 clusters Score: Raw -137231.005903 + Penalty 254.266047 = -136976.739855 nChanged 4 SP:Iteration 13Q (94.314933 sec): 3 clusters Score: Raw -137231.951448 + Penalty 254.238645 = -136977.712802 nChanged 5 SP:Iteration 14Q (94.317584 sec): 3 clusters Score: Raw -137232.831960 + Penalty 254.246801 = -136978.585159 nChanged 3 SP:Iteration 15Q (94.320555 sec): 3 clusters Score: Raw -137233.036872 + Penalty 250.444113 = -136982.592759 nChanged 3 SP:Iteration 16Q (94.323053 sec): 3 clusters Score: Raw -137233.686159 + Penalty 252.500680 = -136981.185478 nChanged 2 SP:Iteration 17F (94.326393 sec): 3 clusters Score: Raw -137234.118573 + Penalty 254.300373 = -136979.818200 nChanged 2 SP:Iteration 18F (94.329355 sec): 3 clusters Score: Raw -137234.137949 + Penalty 254.300373 = -136979.837576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 8 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.330129 sec): 2 clusters Score: Raw -3777.735406 + Penalty 375.509268 = -3402.226138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.330429 sec): 3 clusters Score: Raw -3797.963730 + Penalty 757.749714 = -3040.214016 nChanged 3 SP:Iteration 1F (94.330715 sec): 3 clusters Score: Raw -3808.449914 + Penalty 757.749714 = -3050.700200 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (15791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.402463 sec): 2 clusters Score: Raw -1248044.321105 + Penalty 213.335005 = -1247830.986100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.432475 sec): 3 clusters Score: Raw -1237425.309909 + Penalty 620.712469 = -1236804.597441 nChanged 7586 SP:Iteration 1F (94.461792 sec): 3 clusters Score: Raw -1246583.605785 + Penalty 885.232449 = -1245698.373337 nChanged 1154 SP:Iteration 2F (94.490901 sec): 3 clusters Score: Raw -1247881.922922 + Penalty 1041.131919 = -1246840.791003 nChanged 160 SP:Iteration 3Q (94.514870 sec): 3 clusters Score: Raw -1248053.020748 + Penalty 1107.342376 = -1246945.678372 nChanged 32 SP:Iteration 4Q (94.537501 sec): 3 clusters Score: Raw -1248086.427863 + Penalty 1145.405693 = -1246941.022170 nChanged 12 SP:Iteration 5F (94.566702 sec): 3 clusters Score: Raw -1248099.553707 + Penalty 1156.372059 = -1246943.181648 nChanged 6 SP:Iteration 6Q (94.589209 sec): 3 clusters Score: Raw -1248104.892593 + Penalty 1160.961290 = -1246943.931303 nChanged 1 SP:Iteration 7Q (94.611782 sec): 3 clusters Score: Raw -1248105.316602 + Penalty 1164.028881 = -1246941.287720 nChanged 1 SP:Iteration 8F (94.640964 sec): 3 clusters Score: Raw -1248105.968797 + Penalty 1161.829755 = -1246944.139042 nChanged 1 SP:Iteration 9Q (94.664603 sec): 3 clusters Score: Raw -1248106.986163 + Penalty 1161.829755 = -1246945.156408 nChanged 0 SP:Iteration 10F (94.693476 sec): 3 clusters Score: Raw -1248106.986163 + Penalty 1161.829755 = -1246945.156408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.704908 sec): 2 clusters Score: Raw -72628.300340 + Penalty 759.018903 = -71869.281437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.706480 sec): 3 clusters Score: Raw -72311.108786 + Penalty 1517.461030 = -70793.647756 nChanged 245 SP:Iteration 1F (94.708025 sec): 3 clusters Score: Raw -72514.969521 + Penalty 1515.959489 = -70999.010032 nChanged 76 SP:Iteration 2F (94.709569 sec): 3 clusters Score: Raw -72612.069742 + Penalty 1513.085016 = -71098.984726 nChanged 62 SP:Iteration 3F (94.711091 sec): 3 clusters Score: Raw -72700.331387 + Penalty 1509.365976 = -71190.965411 nChanged 48 SP:Iteration 4F (94.712604 sec): 3 clusters Score: Raw -72735.240104 + Penalty 1508.702949 = -71226.537155 nChanged 24 SP:Iteration 5Q (94.714184 sec): 3 clusters Score: Raw -72747.269383 + Penalty 1507.222723 = -71240.046660 nChanged 9 SP:Iteration 6Q (94.715689 sec): 3 clusters Score: Raw -72753.050664 + Penalty 1505.955101 = -71247.095564 nChanged 9 SP:Iteration 7Q (94.717192 sec): 3 clusters Score: Raw -72759.207838 + Penalty 1505.033573 = -71254.174265 nChanged 3 SP:Iteration 8Q (94.718687 sec): 3 clusters Score: Raw -72760.978715 + Penalty 1504.868847 = -71256.109867 nChanged 1 SP:Iteration 9Q (94.720318 sec): 3 clusters Score: Raw -72760.947191 + Penalty 1504.868847 = -71256.078343 nChanged 0 SP:Iteration 10F (94.721955 sec): 3 clusters Score: Raw -72760.947191 + Penalty 1504.868847 = -71256.078343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.734461 sec): 2 clusters Score: Raw -213061.090780 + Penalty 489.578859 = -212571.511920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.738946 sec): 3 clusters Score: Raw -211759.172726 + Penalty 976.850822 = -210782.321903 nChanged 1038 SP:Iteration 1F (94.743318 sec): 3 clusters Score: Raw -212713.270377 + Penalty 975.042921 = -211738.227456 nChanged 258 SP:Iteration 2F (94.747902 sec): 3 clusters Score: Raw -213004.622546 + Penalty 975.227768 = -212029.394777 nChanged 172 SP:Iteration 3F (94.752444 sec): 3 clusters Score: Raw -213177.793575 + Penalty 976.893935 = -212200.899640 nChanged 122 SP:Iteration 4F (94.756822 sec): 3 clusters Score: Raw -213265.529353 + Penalty 978.248417 = -212287.280936 nChanged 69 SP:Iteration 5Q (94.761057 sec): 3 clusters Score: Raw -213303.862767 + Penalty 980.086022 = -212323.776745 nChanged 54 SP:Iteration 6Q (94.765485 sec): 3 clusters Score: Raw -213322.899535 + Penalty 981.198142 = -212341.701393 nChanged 29 SP:Iteration 7Q (94.769656 sec): 3 clusters Score: Raw -213331.445762 + Penalty 982.369726 = -212349.076036 nChanged 26 SP:Iteration 8Q (94.773780 sec): 3 clusters Score: Raw -213337.628590 + Penalty 982.821038 = -212354.807552 nChanged 11 SP:Iteration 9Q (94.777888 sec): 3 clusters Score: Raw -213339.941901 + Penalty 983.127833 = -212356.814068 nChanged 6 SP:Iteration 10F (94.782483 sec): 3 clusters Score: Raw -213341.087422 + Penalty 983.338234 = -212357.749188 nChanged 3 SP:Iteration 11Q (94.786770 sec): 3 clusters Score: Raw -213341.414145 + Penalty 983.415060 = -212357.999085 nChanged 1 SP:Iteration 12Q (94.790876 sec): 3 clusters Score: Raw -213341.486140 + Penalty 983.415060 = -212358.071080 nChanged 0 SP:Iteration 13F (94.795272 sec): 3 clusters Score: Raw -213341.486140 + Penalty 983.415060 = -212358.071080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.802312 sec): 2 clusters Score: Raw -10796.414528 + Penalty 179.150143 = -10617.264386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.802797 sec): 3 clusters Score: Raw -10741.648322 + Penalty 360.756817 = -10380.891504 nChanged 44 SP:Iteration 1F (94.803255 sec): 3 clusters Score: Raw -10791.089395 + Penalty 364.094695 = -10426.994700 nChanged 17 SP:Iteration 2F (94.803712 sec): 3 clusters Score: Raw -10809.973526 + Penalty 363.147466 = -10446.826060 nChanged 4 SP:Iteration 3Q (94.804156 sec): 3 clusters Score: Raw -10815.535553 + Penalty 361.455128 = -10454.080425 nChanged 5 SP:Iteration 4Q (94.804598 sec): 3 clusters Score: Raw -10819.317007 + Penalty 361.899095 = -10457.417911 nChanged 6 SP:Iteration 5Q (94.805040 sec): 3 clusters Score: Raw -10824.426430 + Penalty 362.126033 = -10462.300397 nChanged 4 SP:Iteration 6Q (94.805481 sec): 3 clusters Score: Raw -10828.319096 + Penalty 362.034220 = -10466.284876 nChanged 2 SP:Iteration 7Q (94.805922 sec): 3 clusters Score: Raw -10830.052014 + Penalty 361.176417 = -10468.875597 nChanged 3 SP:Iteration 8Q (94.806363 sec): 3 clusters Score: Raw -10832.574522 + Penalty 359.433114 = -10473.141408 nChanged 2 SP:Iteration 9Q (94.806802 sec): 3 clusters Score: Raw -10833.981414 + Penalty 359.433114 = -10474.548300 nChanged 0 SP:Iteration 10F (94.807260 sec): 3 clusters Score: Raw -10833.981414 + Penalty 359.433114 = -10474.548300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.809885 sec): 2 clusters Score: Raw -25929.049583 + Penalty 753.187343 = -25175.862240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.810668 sec): 3 clusters Score: Raw -25878.120453 + Penalty 1507.033905 = -24371.086548 nChanged 70 SP:Iteration 1F (94.811438 sec): 3 clusters Score: Raw -25980.507920 + Penalty 1506.258240 = -24474.249680 nChanged 18 SP:Iteration 2F (94.812206 sec): 3 clusters Score: Raw -26016.529725 + Penalty 1506.285085 = -24510.244640 nChanged 10 SP:Iteration 3Q (94.812978 sec): 3 clusters Score: Raw -26038.227568 + Penalty 1506.109132 = -24532.118435 nChanged 9 SP:Iteration 4Q (94.813782 sec): 3 clusters Score: Raw -26054.350902 + Penalty 1506.489516 = -24547.861386 nChanged 7 SP:Iteration 5Q (94.814541 sec): 3 clusters Score: Raw -26067.531582 + Penalty 1506.645358 = -24560.886224 nChanged 2 SP:Iteration 6Q (94.815315 sec): 3 clusters Score: Raw -26069.343213 + Penalty 1506.645358 = -24562.697856 nChanged 0 SP:Iteration 7F (94.816114 sec): 3 clusters Score: Raw -26069.343213 + Penalty 1506.645358 = -24562.697856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.822232 sec): 2 clusters Score: Raw -84935.116902 + Penalty 456.840326 = -84478.276575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.824187 sec): 3 clusters Score: Raw -84377.510201 + Penalty 910.881070 = -83466.629131 nChanged 364 SP:Iteration 1F (94.826168 sec): 3 clusters Score: Raw -84615.949984 + Penalty 908.799880 = -83707.150104 nChanged 121 SP:Iteration 2F (94.828133 sec): 3 clusters Score: Raw -84702.330117 + Penalty 910.255875 = -83792.074241 nChanged 81 SP:Iteration 3F (94.830108 sec): 3 clusters Score: Raw -84768.574913 + Penalty 910.463956 = -83858.110957 nChanged 62 SP:Iteration 4F (94.832066 sec): 3 clusters Score: Raw -84820.963586 + Penalty 913.680653 = -83907.282933 nChanged 47 SP:Iteration 5Q (94.833951 sec): 3 clusters Score: Raw -84855.510483 + Penalty 916.270100 = -83939.240383 nChanged 30 SP:Iteration 6Q (94.835834 sec): 3 clusters Score: Raw -84874.926128 + Penalty 918.466662 = -83956.459466 nChanged 19 SP:Iteration 7Q (94.837714 sec): 3 clusters Score: Raw -84884.860161 + Penalty 921.127368 = -83963.732793 nChanged 21 SP:Iteration 8Q (94.839586 sec): 3 clusters Score: Raw -84893.028872 + Penalty 922.861764 = -83970.167109 nChanged 7 SP:Iteration 9Q (94.841531 sec): 3 clusters Score: Raw -84895.277734 + Penalty 924.946000 = -83970.331734 nChanged 11 SP:Iteration 10F (94.843549 sec): 3 clusters Score: Raw -84899.257356 + Penalty 926.149607 = -83973.107749 nChanged 8 SP:Iteration 11Q (94.845517 sec): 3 clusters Score: Raw -84902.916371 + Penalty 928.037948 = -83974.878424 nChanged 9 SP:Iteration 12Q (94.847517 sec): 3 clusters Score: Raw -84905.619602 + Penalty 929.436343 = -83976.183259 nChanged 5 SP:Iteration 13Q (94.849444 sec): 3 clusters Score: Raw -84906.833199 + Penalty 930.738723 = -83976.094476 nChanged 4 SP:Iteration 14F (94.851396 sec): 3 clusters Score: Raw -84907.564529 + Penalty 932.349945 = -83975.214584 nChanged 6 SP:Iteration 15F (94.853319 sec): 3 clusters Score: Raw -84909.018210 + Penalty 933.348142 = -83975.670068 nChanged 4 SP:Iteration 16Q (94.855182 sec): 3 clusters Score: Raw -84909.749880 + Penalty 933.348142 = -83976.401738 nChanged 0 SP:Iteration 17F (94.857089 sec): 3 clusters Score: Raw -84909.749880 + Penalty 933.348142 = -83976.401738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.861079 sec): 2 clusters Score: Raw -61069.024026 + Penalty 682.324245 = -60386.699781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.862514 sec): 3 clusters Score: Raw -60769.394139 + Penalty 1361.252750 = -59408.141389 nChanged 224 SP:Iteration 1F (94.863952 sec): 3 clusters Score: Raw -60914.600138 + Penalty 1359.875689 = -59554.724449 nChanged 71 SP:Iteration 2F (94.865430 sec): 3 clusters Score: Raw -60975.831640 + Penalty 1360.398917 = -59615.432722 nChanged 46 SP:Iteration 3F (94.866909 sec): 3 clusters Score: Raw -61010.461837 + Penalty 1361.813549 = -59648.648288 nChanged 29 SP:Iteration 4Q (94.868388 sec): 3 clusters Score: Raw -61035.489150 + Penalty 1364.329292 = -59671.159858 nChanged 29 SP:Iteration 5Q (94.869864 sec): 3 clusters Score: Raw -61057.503325 + Penalty 1373.173742 = -59684.329584 nChanged 26 SP:Iteration 6Q (94.871357 sec): 3 clusters Score: Raw -61077.328757 + Penalty 1381.328841 = -59695.999915 nChanged 16 SP:Iteration 7Q (94.872780 sec): 3 clusters Score: Raw -61088.607592 + Penalty 1390.736991 = -59697.870601 nChanged 16 SP:Iteration 8Q (94.874162 sec): 3 clusters Score: Raw -61100.854687 + Penalty 1399.369771 = -59701.484915 nChanged 13 SP:Iteration 9Q (94.875539 sec): 3 clusters Score: Raw -61109.252385 + Penalty 1403.618506 = -59705.633880 nChanged 5 SP:Iteration 10F (94.876927 sec): 3 clusters Score: Raw -61114.820485 + Penalty 1408.960213 = -59705.860272 nChanged 8 SP:Iteration 11Q (94.878313 sec): 3 clusters Score: Raw -61122.466854 + Penalty 1420.832090 = -59701.634764 nChanged 8 SP:Iteration 12F (94.879822 sec): 3 clusters Score: Raw -61126.332654 + Penalty 1421.872712 = -59704.459942 nChanged 2 SP:Iteration 13Q (94.881271 sec): 3 clusters Score: Raw -61127.227985 + Penalty 1421.872712 = -59705.355273 nChanged 0 SP:Iteration 14F (94.882708 sec): 3 clusters Score: Raw -61127.227985 + Penalty 1421.872712 = -59705.355273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 18 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.885973 sec): 2 clusters Score: Raw -65238.091845 + Penalty 759.639163 = -64478.452683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.887536 sec): 3 clusters Score: Raw -64918.901550 + Penalty 1517.946516 = -63400.955033 nChanged 253 SP:Iteration 1F (94.889058 sec): 3 clusters Score: Raw -65105.904929 + Penalty 1518.520988 = -63587.383941 nChanged 61 SP:Iteration 2F (94.890565 sec): 3 clusters Score: Raw -65168.975690 + Penalty 1519.156565 = -63649.819125 nChanged 46 SP:Iteration 3F (94.892103 sec): 3 clusters Score: Raw -65215.881048 + Penalty 1519.448503 = -63696.432545 nChanged 49 SP:Iteration 4F (94.893635 sec): 3 clusters Score: Raw -65278.723681 + Penalty 1519.038857 = -63759.684824 nChanged 40 SP:Iteration 5F (94.895166 sec): 3 clusters Score: Raw -65327.166464 + Penalty 1518.061613 = -63809.104851 nChanged 34 SP:Iteration 6Q (94.896640 sec): 3 clusters Score: Raw -65370.169300 + Penalty 1517.945776 = -63852.223523 nChanged 24 SP:Iteration 7Q (94.898123 sec): 3 clusters Score: Raw -65388.954239 + Penalty 1517.220264 = -63871.733974 nChanged 8 SP:Iteration 8Q (94.899643 sec): 3 clusters Score: Raw -65398.799873 + Penalty 1516.436841 = -63882.363032 nChanged 7 SP:Iteration 9Q (94.901129 sec): 3 clusters Score: Raw -65406.835936 + Penalty 1515.496882 = -63891.339054 nChanged 8 SP:Iteration 10F (94.902658 sec): 3 clusters Score: Raw -65413.692793 + Penalty 1514.641013 = -63899.051780 nChanged 7 SP:Iteration 11Q (94.904110 sec): 3 clusters Score: Raw -65419.597255 + Penalty 1514.258185 = -63905.339070 nChanged 6 SP:Iteration 12Q (94.905637 sec): 3 clusters Score: Raw -65427.581007 + Penalty 1513.221930 = -63914.359077 nChanged 7 SP:Iteration 13Q (94.907110 sec): 3 clusters Score: Raw -65433.920140 + Penalty 1512.884966 = -63921.035174 nChanged 8 SP:Iteration 14Q (94.908578 sec): 3 clusters Score: Raw -65440.766754 + Penalty 1512.099422 = -63928.667331 nChanged 6 SP:Iteration 15Q (94.910046 sec): 3 clusters Score: Raw -65445.871826 + Penalty 1510.976816 = -63934.895010 nChanged 8 SP:Iteration 16Q (94.911507 sec): 3 clusters Score: Raw -65453.024486 + Penalty 1509.781893 = -63943.242593 nChanged 6 SP:Iteration 17Q (94.913093 sec): 3 clusters Score: Raw -65457.107691 + Penalty 1508.844034 = -63948.263657 nChanged 7 SP:Iteration 18Q (94.914630 sec): 3 clusters Score: Raw -65461.604610 + Penalty 1508.351148 = -63953.253462 nChanged 3 SP:Iteration 19Q (94.916169 sec): 3 clusters Score: Raw -65465.419970 + Penalty 1509.631127 = -63955.788843 nChanged 6 SP:Iteration 20F (94.917700 sec): 3 clusters Score: Raw -65479.312088 + Penalty 1509.319998 = -63969.992089 nChanged 7 SP:Iteration 21Q (94.919143 sec): 3 clusters Score: Raw -65483.148583 + Penalty 1508.690620 = -63974.457963 nChanged 6 SP:Iteration 22Q (94.920605 sec): 3 clusters Score: Raw -65486.857216 + Penalty 1509.075686 = -63977.781530 nChanged 5 SP:Iteration 23Q (94.922074 sec): 3 clusters Score: Raw -65489.331947 + Penalty 1509.192891 = -63980.139055 nChanged 3 SP:Iteration 24Q (94.923529 sec): 3 clusters Score: Raw -65490.306318 + Penalty 1509.216879 = -63981.089439 nChanged 2 SP:Iteration 25Q (94.924975 sec): 3 clusters Score: Raw -65491.787573 + Penalty 1508.008308 = -63983.779265 nChanged 2 SP:Iteration 26Q (94.926407 sec): 3 clusters Score: Raw -65493.158048 + Penalty 1508.008308 = -63985.149740 nChanged 0 SP:Iteration 27F (94.927971 sec): 3 clusters Score: Raw -65493.158048 + Penalty 1508.008308 = -63985.149740 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 20 (2852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.941812 sec): 2 clusters Score: Raw -239337.745952 + Penalty 399.999164 = -238937.746788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.947232 sec): 3 clusters Score: Raw -237550.697065 + Penalty 810.174499 = -236740.522566 nChanged 1272 SP:Iteration 1F (94.952709 sec): 3 clusters Score: Raw -238277.281311 + Penalty 823.778252 = -237453.503059 nChanged 345 SP:Iteration 2F (94.958040 sec): 3 clusters Score: Raw -238518.956359 + Penalty 839.441875 = -237679.514484 nChanged 238 SP:Iteration 3F (94.963343 sec): 3 clusters Score: Raw -238702.576022 + Penalty 855.681126 = -237846.894896 nChanged 196 SP:Iteration 4F (94.968755 sec): 3 clusters Score: Raw -238871.079588 + Penalty 869.377730 = -238001.701858 nChanged 190 SP:Iteration 5F (94.974013 sec): 3 clusters Score: Raw -239034.093413 + Penalty 878.262911 = -238155.830501 nChanged 161 SP:Iteration 6F (94.979165 sec): 3 clusters Score: Raw -239144.806161 + Penalty 883.973016 = -238260.833145 nChanged 100 SP:Iteration 7Q (94.984517 sec): 3 clusters Score: Raw -239202.627435 + Penalty 899.537159 = -238303.090276 nChanged 74 SP:Iteration 8Q (94.989395 sec): 3 clusters Score: Raw -239250.291374 + Penalty 913.236129 = -238337.055245 nChanged 70 SP:Iteration 9Q (94.994193 sec): 3 clusters Score: Raw -239295.077210 + Penalty 919.084137 = -238375.993073 nChanged 52 SP:Iteration 10F (94.999477 sec): 3 clusters Score: Raw -239325.689200 + Penalty 933.589077 = -238392.100123 nChanged 38 SP:Iteration 11Q (95.004337 sec): 3 clusters Score: Raw -239346.927666 + Penalty 943.609462 = -238403.318203 nChanged 27 SP:Iteration 12Q (95.009018 sec): 3 clusters Score: Raw -239359.741019 + Penalty 951.265773 = -238408.475246 nChanged 17 SP:Iteration 13Q (95.013686 sec): 3 clusters Score: Raw -239366.522808 + Penalty 959.227670 = -238407.295139 nChanged 16 SP:Iteration 14F (95.019244 sec): 3 clusters Score: Raw -239371.410884 + Penalty 961.619837 = -238409.791047 nChanged 8 SP:Iteration 15Q (95.023763 sec): 3 clusters Score: Raw -239375.847599 + Penalty 966.729632 = -238409.117968 nChanged 8 SP:Iteration 16F (95.029043 sec): 3 clusters Score: Raw -239379.692924 + Penalty 971.099247 = -238408.593678 nChanged 7 SP:Iteration 17F (95.034201 sec): 3 clusters Score: Raw -239382.777966 + Penalty 972.431238 = -238410.346729 nChanged 5 SP:Iteration 18Q (95.038697 sec): 3 clusters Score: Raw -239383.976224 + Penalty 979.024866 = -238404.951358 nChanged 7 SP:Iteration 19F (95.043937 sec): 3 clusters Score: Raw -239386.056541 + Penalty 979.524551 = -238406.531991 nChanged 4 SP:Iteration 20F (95.049409 sec): 3 clusters Score: Raw -239387.702274 + Penalty 983.835844 = -238403.866430 nChanged 4 SP:Iteration 21F (95.054636 sec): 3 clusters Score: Raw -239389.968729 + Penalty 985.315707 = -238404.653022 nChanged 2 SP:Iteration 22Q (95.059100 sec): 3 clusters Score: Raw -239390.527594 + Penalty 984.956976 = -238405.570618 nChanged 1 SP:Iteration 23Q (95.063749 sec): 3 clusters Score: Raw -239390.862285 + Penalty 984.956976 = -238405.905309 nChanged 0 SP:Iteration 24F (95.069173 sec): 3 clusters Score: Raw -239390.862285 + Penalty 984.956976 = -238405.905309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.074200 sec): 2 clusters Score: Raw -47062.416261 + Penalty 296.588498 = -46765.827764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.075466 sec): 3 clusters Score: Raw -46763.965349 + Penalty 615.749675 = -46148.215674 nChanged 214 SP:Iteration 1F (95.076691 sec): 3 clusters Score: Raw -46935.849213 + Penalty 647.858723 = -46287.990490 nChanged 64 SP:Iteration 2F (95.077921 sec): 3 clusters Score: Raw -47011.965892 + Penalty 683.631438 = -46328.334454 nChanged 44 SP:Iteration 3F (95.079146 sec): 3 clusters Score: Raw -47066.987015 + Penalty 716.112179 = -46350.874836 nChanged 18 SP:Iteration 4Q (95.080464 sec): 3 clusters Score: Raw -47095.915555 + Penalty 744.675944 = -46351.239611 nChanged 9 SP:Iteration 5Q (95.081752 sec): 3 clusters Score: Raw -47122.124606 + Penalty 749.792542 = -46372.332063 nChanged 5 SP:Iteration 6Q (95.082903 sec): 3 clusters Score: Raw -47128.317093 + Penalty 751.262712 = -46377.054380 nChanged 2 SP:Iteration 7Q (95.084043 sec): 3 clusters Score: Raw -47131.220241 + Penalty 754.288974 = -46376.931267 nChanged 1 SP:Iteration 8F (95.085259 sec): 3 clusters Score: Raw -47133.230361 + Penalty 754.228111 = -46379.002251 nChanged 1 SP:Iteration 9Q (95.086342 sec): 3 clusters Score: Raw -47133.991404 + Penalty 754.228111 = -46379.763293 nChanged 0 SP:Iteration 10F (95.087581 sec): 3 clusters Score: Raw -47133.991404 + Penalty 754.228111 = -46379.763293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.089106 sec): 2 clusters Score: Raw -27290.933611 + Penalty 678.873183 = -26612.060428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.089869 sec): 3 clusters Score: Raw -27209.428797 + Penalty 1359.419976 = -25850.008822 nChanged 60 SP:Iteration 1F (95.090642 sec): 3 clusters Score: Raw -27274.476668 + Penalty 1360.943147 = -25913.533521 nChanged 20 SP:Iteration 2F (95.091453 sec): 3 clusters Score: Raw -27301.604260 + Penalty 1362.504398 = -25939.099861 nChanged 14 SP:Iteration 3Q (95.092224 sec): 3 clusters Score: Raw -27328.975564 + Penalty 1366.570879 = -25962.404685 nChanged 13 SP:Iteration 4Q (95.092989 sec): 3 clusters Score: Raw -27348.339548 + Penalty 1369.192542 = -25979.147006 nChanged 7 SP:Iteration 5Q (95.093751 sec): 3 clusters Score: Raw -27356.629642 + Penalty 1368.987311 = -25987.642330 nChanged 6 SP:Iteration 6Q (95.094503 sec): 3 clusters Score: Raw -27368.703143 + Penalty 1371.313873 = -25997.389270 nChanged 3 SP:Iteration 7Q (95.095233 sec): 3 clusters Score: Raw -27373.704283 + Penalty 1372.402076 = -26001.302207 nChanged 4 SP:Iteration 8Q (95.095963 sec): 3 clusters Score: Raw -27380.320318 + Penalty 1373.222502 = -26007.097816 nChanged 3 SP:Iteration 9Q (95.096689 sec): 3 clusters Score: Raw -27386.686797 + Penalty 1372.786564 = -26013.900233 nChanged 3 SP:Iteration 10F (95.097457 sec): 3 clusters Score: Raw -27391.956752 + Penalty 1371.869173 = -26020.087579 nChanged 4 SP:Iteration 11Q (95.098180 sec): 3 clusters Score: Raw -27397.693906 + Penalty 1371.869173 = -26025.824733 nChanged 0 SP:Iteration 12F (95.098927 sec): 3 clusters Score: Raw -27397.693906 + Penalty 1371.869173 = -26025.824733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.102007 sec): 2 clusters Score: Raw -77909.306605 + Penalty 494.549532 = -77414.757073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.103875 sec): 3 clusters Score: Raw -77404.304829 + Penalty 1020.506413 = -76383.798416 nChanged 330 SP:Iteration 1F (95.105659 sec): 3 clusters Score: Raw -77673.945685 + Penalty 1056.210385 = -76617.735301 nChanged 125 SP:Iteration 2F (95.107427 sec): 3 clusters Score: Raw -77763.733500 + Penalty 1074.262028 = -76689.471472 nChanged 45 SP:Iteration 3F (95.109227 sec): 3 clusters Score: Raw -77787.755188 + Penalty 1090.560495 = -76697.194693 nChanged 30 SP:Iteration 4Q (95.111030 sec): 3 clusters Score: Raw -77807.602532 + Penalty 1105.977245 = -76701.625287 nChanged 25 SP:Iteration 5Q (95.113110 sec): 3 clusters Score: Raw -77829.835951 + Penalty 1135.805312 = -76694.030639 nChanged 25 SP:Iteration 6F (95.115008 sec): 3 clusters Score: Raw -77855.230545 + Penalty 1175.484651 = -76679.745894 nChanged 32 SP:Iteration 7F (95.116801 sec): 3 clusters Score: Raw -77887.258913 + Penalty 1208.177933 = -76679.080979 nChanged 19 SP:Iteration 8F (95.118512 sec): 3 clusters Score: Raw -77907.084760 + Penalty 1238.112832 = -76668.971928 nChanged 16 SP:Iteration 9F (95.120276 sec): 3 clusters Score: Raw -77924.305069 + Penalty 1251.360043 = -76672.945026 nChanged 8 SP:Iteration 10F (95.122016 sec): 3 clusters Score: Raw -77937.093443 + Penalty 1259.525919 = -76677.567525 nChanged 3 SP:Iteration 11Q (95.123522 sec): 3 clusters Score: Raw -77940.763638 + Penalty 1269.466645 = -76671.296994 nChanged 3 SP:Iteration 12F (95.125229 sec): 3 clusters Score: Raw -77944.299221 + Penalty 1271.942923 = -76672.356297 nChanged 2 SP:Iteration 13Q (95.126720 sec): 3 clusters Score: Raw -77949.127517 + Penalty 1275.692037 = -76673.435480 nChanged 3 SP:Iteration 14Q (95.128206 sec): 3 clusters Score: Raw -77951.589281 + Penalty 1279.906367 = -76671.682913 nChanged 1 SP:Iteration 15F (95.129986 sec): 3 clusters Score: Raw -77953.390419 + Penalty 1286.105837 = -76667.284582 nChanged 1 SP:Iteration 16F (95.131734 sec): 3 clusters Score: Raw -77954.407660 + Penalty 1292.716390 = -76661.691270 nChanged 2 SP:Iteration 17F (95.133449 sec): 3 clusters Score: Raw -77956.804029 + Penalty 1292.716390 = -76664.087639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.133988 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.134183 sec): 2 clusters Score: Raw -156.910929 + Penalty 15.100904 = -141.810025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.136598 sec): 2 clusters Score: Raw -33761.083116 + Penalty 516.065189 = -33245.017927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.137522 sec): 3 clusters Score: Raw -33589.979097 + Penalty 1034.791378 = -32555.187719 nChanged 112 SP:Iteration 1F (95.138426 sec): 3 clusters Score: Raw -33689.948967 + Penalty 1039.051060 = -32650.897907 nChanged 29 SP:Iteration 2F (95.139354 sec): 3 clusters Score: Raw -33721.678195 + Penalty 1045.432696 = -32676.245498 nChanged 16 SP:Iteration 3Q (95.140259 sec): 3 clusters Score: Raw -33736.941135 + Penalty 1050.335773 = -32686.605362 nChanged 10 SP:Iteration 4Q (95.141142 sec): 3 clusters Score: Raw -33747.368049 + Penalty 1061.737040 = -32685.631009 nChanged 9 SP:Iteration 5F (95.142046 sec): 3 clusters Score: Raw -33758.372593 + Penalty 1065.790570 = -32692.582023 nChanged 5 SP:Iteration 6Q (95.142918 sec): 3 clusters Score: Raw -33762.062131 + Penalty 1071.363481 = -32690.698650 nChanged 4 SP:Iteration 7F (95.143820 sec): 3 clusters Score: Raw -33767.547195 + Penalty 1077.601563 = -32689.945632 nChanged 6 SP:Iteration 8F (95.144704 sec): 3 clusters Score: Raw -33773.643178 + Penalty 1082.579039 = -32691.064139 nChanged 6 SP:Iteration 9Q (95.145595 sec): 3 clusters Score: Raw -33776.511753 + Penalty 1084.245393 = -32692.266360 nChanged 3 SP:Iteration 10F (95.146490 sec): 3 clusters Score: Raw -33777.646321 + Penalty 1084.245393 = -32693.400928 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.149473 sec): 2 clusters Score: Raw -76748.978698 + Penalty 793.614976 = -75955.363722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.151276 sec): 3 clusters Score: Raw -76386.994288 + Penalty 1586.913630 = -74800.080658 nChanged 287 SP:Iteration 1F (95.152908 sec): 3 clusters Score: Raw -76617.957587 + Penalty 1587.035936 = -75030.921651 nChanged 51 SP:Iteration 2F (95.154536 sec): 3 clusters Score: Raw -76680.289361 + Penalty 1588.292891 = -75091.996470 nChanged 40 SP:Iteration 3Q (95.156221 sec): 3 clusters Score: Raw -76717.270359 + Penalty 1588.735237 = -75128.535122 nChanged 19 SP:Iteration 4Q (95.157877 sec): 3 clusters Score: Raw -76727.170311 + Penalty 1588.062621 = -75139.107691 nChanged 8 SP:Iteration 5Q (95.159512 sec): 3 clusters Score: Raw -76730.141787 + Penalty 1587.841735 = -75142.300051 nChanged 6 SP:Iteration 6Q (95.161128 sec): 3 clusters Score: Raw -76732.039431 + Penalty 1588.088401 = -75143.951029 nChanged 4 SP:Iteration 7Q (95.162734 sec): 3 clusters Score: Raw -76736.411119 + Penalty 1588.731518 = -75147.679602 nChanged 9 SP:Iteration 8Q (95.164375 sec): 3 clusters Score: Raw -76742.766274 + Penalty 1589.107178 = -75153.659096 nChanged 8 SP:Iteration 9Q (95.166108 sec): 3 clusters Score: Raw -76748.044804 + Penalty 1590.319798 = -75157.725007 nChanged 15 SP:Iteration 10F (95.167860 sec): 3 clusters Score: Raw -76755.926864 + Penalty 1591.555595 = -75164.371269 nChanged 12 SP:Iteration 11Q (95.169507 sec): 3 clusters Score: Raw -76766.520552 + Penalty 1593.422287 = -75173.098265 nChanged 22 SP:Iteration 12Q (95.171126 sec): 3 clusters Score: Raw -76789.436411 + Penalty 1595.953996 = -75193.482416 nChanged 21 SP:Iteration 13Q (95.172750 sec): 3 clusters Score: Raw -76802.884470 + Penalty 1599.925727 = -75202.958743 nChanged 19 SP:Iteration 14Q (95.174369 sec): 3 clusters Score: Raw -76818.696332 + Penalty 1603.453121 = -75215.243211 nChanged 24 SP:Iteration 15Q (95.175986 sec): 3 clusters Score: Raw -76839.555620 + Penalty 1608.435904 = -75231.119715 nChanged 19 SP:Iteration 16Q (95.177623 sec): 3 clusters Score: Raw -76856.768006 + Penalty 1613.791795 = -75242.976211 nChanged 23 SP:Iteration 17Q (95.179371 sec): 3 clusters Score: Raw -76879.808177 + Penalty 1621.748149 = -75258.060028 nChanged 26 SP:Iteration 18Q (95.181068 sec): 3 clusters Score: Raw -76910.691751 + Penalty 1632.532260 = -75278.159492 nChanged 34 SP:Iteration 19Q (95.182702 sec): 3 clusters Score: Raw -76948.062360 + Penalty 1638.233779 = -75309.828581 nChanged 21 SP:Iteration 20F (95.184365 sec): 3 clusters Score: Raw -76961.197016 + Penalty 1639.689304 = -75321.507712 nChanged 10 SP:Iteration 21Q (95.185920 sec): 3 clusters Score: Raw -76971.071549 + Penalty 1639.960422 = -75331.111127 nChanged 8 SP:Iteration 22Q (95.187467 sec): 3 clusters Score: Raw -76986.839918 + Penalty 1642.510807 = -75344.329111 nChanged 9 SP:Iteration 23Q (95.189005 sec): 3 clusters Score: Raw -76995.453491 + Penalty 1643.719369 = -75351.734122 nChanged 4 SP:Iteration 24Q (95.190517 sec): 3 clusters Score: Raw -76999.689309 + Penalty 1644.691035 = -75354.998274 nChanged 3 SP:Iteration 25Q (95.192068 sec): 3 clusters Score: Raw -77003.105719 + Penalty 1644.691035 = -75358.414684 nChanged 0 SP:Iteration 26F (95.193765 sec): 3 clusters Score: Raw -77003.105719 + Penalty 1644.691035 = -75358.414684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.194392 sec): 2 clusters Score: Raw -2620.452755 + Penalty 97.349137 = -2523.103618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.194684 sec): 3 clusters Score: Raw -2660.324669 + Penalty 194.010826 = -2466.313844 nChanged 10 SP:Iteration 1F (95.194968 sec): 3 clusters Score: Raw -2671.083466 + Penalty 194.698275 = -2476.385191 nChanged 3 SP:Iteration 2F (95.195245 sec): 3 clusters Score: Raw -2678.594850 + Penalty 194.385770 = -2484.209081 nChanged 2 SP:Iteration 3Q (95.195514 sec): 3 clusters Score: Raw -2682.586985 + Penalty 196.165419 = -2486.421566 nChanged 3 SP:Iteration 4F (95.195814 sec): 3 clusters Score: Raw -2685.956917 + Penalty 198.281254 = -2487.675663 nChanged 1 SP:Iteration 5Q (95.196081 sec): 3 clusters Score: Raw -2687.005161 + Penalty 201.074279 = -2485.930882 nChanged 1 SP:Iteration 6F (95.196357 sec): 3 clusters Score: Raw -2689.133724 + Penalty 216.709603 = -2472.424121 nChanged 3 SP:Iteration 7F (95.196638 sec): 3 clusters Score: Raw -2696.435392 + Penalty 216.709603 = -2479.725789 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.210686 sec): 2 clusters Score: Raw -244546.296181 + Penalty 494.562363 = -244051.733818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.216577 sec): 3 clusters Score: Raw -242783.171225 + Penalty 987.187201 = -241795.984024 nChanged 1272 SP:Iteration 1F (95.221886 sec): 3 clusters Score: Raw -243387.407861 + Penalty 980.173202 = -242407.234659 nChanged 360 SP:Iteration 2F (95.227286 sec): 3 clusters Score: Raw -243695.661447 + Penalty 960.851051 = -242734.810396 nChanged 349 SP:Iteration 3F (95.232650 sec): 3 clusters Score: Raw -244014.034086 + Penalty 938.165820 = -243075.868266 nChanged 229 SP:Iteration 4F (95.238123 sec): 3 clusters Score: Raw -244206.948606 + Penalty 909.763365 = -243297.185241 nChanged 148 SP:Iteration 5F (95.243475 sec): 3 clusters Score: Raw -244325.301338 + Penalty 893.690828 = -243431.610509 nChanged 81 SP:Iteration 6Q (95.249119 sec): 3 clusters Score: Raw -244398.500529 + Penalty 881.464332 = -243517.036197 nChanged 61 SP:Iteration 7Q (95.254249 sec): 3 clusters Score: Raw -244456.101111 + Penalty 874.693878 = -243581.407233 nChanged 41 SP:Iteration 8Q (95.259333 sec): 3 clusters Score: Raw -244489.241676 + Penalty 871.205711 = -243618.035965 nChanged 34 SP:Iteration 9Q (95.264476 sec): 3 clusters Score: Raw -244508.539277 + Penalty 865.934771 = -243642.604506 nChanged 28 SP:Iteration 10F (95.270208 sec): 3 clusters Score: Raw -244519.406593 + Penalty 862.758394 = -243656.648199 nChanged 21 SP:Iteration 11Q (95.275494 sec): 3 clusters Score: Raw -244524.457480 + Penalty 859.838041 = -243664.619439 nChanged 17 SP:Iteration 12Q (95.280736 sec): 3 clusters Score: Raw -244529.147866 + Penalty 858.945994 = -243670.201871 nChanged 14 SP:Iteration 13Q (95.285619 sec): 3 clusters Score: Raw -244531.286523 + Penalty 858.355114 = -243672.931408 nChanged 6 SP:Iteration 14Q (95.290607 sec): 3 clusters Score: Raw -244532.055057 + Penalty 857.036242 = -243675.018814 nChanged 3 SP:Iteration 15Q (95.295592 sec): 3 clusters Score: Raw -244532.768980 + Penalty 856.847023 = -243675.921958 nChanged 2 SP:Iteration 16Q (95.300557 sec): 3 clusters Score: Raw -244532.862359 + Penalty 856.533508 = -243676.328851 nChanged 2 SP:Iteration 17Q (95.305371 sec): 3 clusters Score: Raw -244532.946786 + Penalty 856.486723 = -243676.460063 nChanged 1 SP:Iteration 18Q (95.310225 sec): 3 clusters Score: Raw -244533.041671 + Penalty 856.354712 = -243676.686959 nChanged 1 SP:Iteration 19Q (95.315489 sec): 3 clusters Score: Raw -244533.068393 + Penalty 856.354712 = -243676.713681 nChanged 0 SP:Iteration 20F (95.320759 sec): 3 clusters Score: Raw -244533.068393 + Penalty 856.354712 = -243676.713681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 31 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.324380 sec): 2 clusters Score: Raw -18206.675524 + Penalty 804.063190 = -17402.612334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.324978 sec): 3 clusters Score: Raw -18232.469071 + Penalty 1608.153403 = -16624.315668 nChanged 25 SP:Iteration 1F (95.325548 sec): 3 clusters Score: Raw -18284.229604 + Penalty 1608.196474 = -16676.033130 nChanged 11 SP:Iteration 2F (95.326117 sec): 3 clusters Score: Raw -18316.452515 + Penalty 1608.202124 = -16708.250391 nChanged 4 SP:Iteration 3Q (95.326692 sec): 3 clusters Score: Raw -18326.308368 + Penalty 1608.178591 = -16718.129777 nChanged 2 SP:Iteration 4Q (95.327234 sec): 3 clusters Score: Raw -18330.682753 + Penalty 1608.178591 = -16722.504163 nChanged 0 SP:Iteration 5F (95.327802 sec): 3 clusters Score: Raw -18330.682753 + Penalty 1608.178591 = -16722.504163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.328324 sec): 2 clusters Score: Raw -900.730539 + Penalty 142.246247 = -758.484292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.328555 sec): 3 clusters Score: Raw -905.497799 + Penalty 276.947715 = -628.550084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.329042 sec): 2 clusters Score: Raw -480.546356 + Penalty 100.708018 = -379.838338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.329262 sec): 3 clusters Score: Raw -497.350723 + Penalty 201.416036 = -295.934687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 34 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.330120 sec): 2 clusters Score: Raw -11784.232824 + Penalty 654.226678 = -11130.006145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.330609 sec): 3 clusters Score: Raw -11822.480411 + Penalty 1310.311697 = -10512.168714 nChanged 12 SP:Iteration 1F (95.331076 sec): 3 clusters Score: Raw -11853.951086 + Penalty 1309.114569 = -10544.836517 nChanged 4 SP:Iteration 2Q (95.331522 sec): 3 clusters Score: Raw -11866.154345 + Penalty 1309.083709 = -10557.070636 nChanged 1 SP:Iteration 3Q (95.331965 sec): 3 clusters Score: Raw -11870.768235 + Penalty 1309.083709 = -10561.684526 nChanged 0 SP:Iteration 4F (95.332429 sec): 3 clusters Score: Raw -11870.768235 + Penalty 1309.083709 = -10561.684526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.333780 sec): 2 clusters Score: Raw -29172.343096 + Penalty 49.702102 = -29122.640993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.334590 sec): 3 clusters Score: Raw -28939.713543 + Penalty 99.820702 = -28839.892841 nChanged 154 SP:Iteration 1F (95.335398 sec): 3 clusters Score: Raw -29119.163145 + Penalty 49.702102 = -29069.461042 nChanged 41 SP:Iteration 2F (95.336033 sec): 2 clusters Score: Raw -29172.343096 + Penalty 49.702102 = -29122.640993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.341817 sec): 2 clusters Score: Raw -102869.835466 + Penalty 554.750931 = -102315.084535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.344085 sec): 3 clusters Score: Raw -102268.648526 + Penalty 1113.405424 = -101155.243102 nChanged 432 SP:Iteration 1F (95.346382 sec): 3 clusters Score: Raw -102640.487085 + Penalty 1120.475461 = -101520.011625 nChanged 142 SP:Iteration 2F (95.348574 sec): 3 clusters Score: Raw -102759.003900 + Penalty 1131.970793 = -101627.033107 nChanged 66 SP:Iteration 3F (95.350712 sec): 3 clusters Score: Raw -102814.778748 + Penalty 1137.809109 = -101676.969640 nChanged 50 SP:Iteration 4Q (95.352846 sec): 3 clusters Score: Raw -102852.180682 + Penalty 1139.332010 = -101712.848672 nChanged 30 SP:Iteration 5Q (95.354974 sec): 3 clusters Score: Raw -102872.582254 + Penalty 1143.611684 = -101728.970570 nChanged 31 SP:Iteration 6Q (95.357098 sec): 3 clusters Score: Raw -102894.697243 + Penalty 1146.970070 = -101747.727173 nChanged 15 SP:Iteration 7Q (95.359311 sec): 3 clusters Score: Raw -102902.983374 + Penalty 1148.597769 = -101754.385605 nChanged 10 SP:Iteration 8Q (95.361656 sec): 3 clusters Score: Raw -102906.193671 + Penalty 1150.880098 = -101755.313572 nChanged 4 SP:Iteration 9Q (95.363963 sec): 3 clusters Score: Raw -102907.230216 + Penalty 1151.405409 = -101755.824807 nChanged 3 SP:Iteration 10F (95.366347 sec): 3 clusters Score: Raw -102908.319739 + Penalty 1151.942626 = -101756.377113 nChanged 8 SP:Iteration 11Q (95.368604 sec): 3 clusters Score: Raw -102911.937254 + Penalty 1154.035373 = -101757.901881 nChanged 7 SP:Iteration 12Q (95.370916 sec): 3 clusters Score: Raw -102914.678317 + Penalty 1155.028584 = -101759.649733 nChanged 5 SP:Iteration 13Q (95.373168 sec): 3 clusters Score: Raw -102917.722502 + Penalty 1155.818054 = -101761.904448 nChanged 5 SP:Iteration 14Q (95.375401 sec): 3 clusters Score: Raw -102919.527652 + Penalty 1156.260211 = -101763.267441 nChanged 4 SP:Iteration 15Q (95.377540 sec): 3 clusters Score: Raw -102921.232252 + Penalty 1157.599738 = -101763.632514 nChanged 3 SP:Iteration 16Q (95.379784 sec): 3 clusters Score: Raw -102922.074990 + Penalty 1157.599738 = -101764.475252 nChanged 0 SP:Iteration 17F (95.382088 sec): 3 clusters Score: Raw -102922.074990 + Penalty 1157.599738 = -101764.475252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 37 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.384224 sec): 2 clusters Score: Raw -21189.273698 + Penalty 582.119555 = -20607.154143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.384905 sec): 3 clusters Score: Raw -21132.639765 + Penalty 1168.671458 = -19963.968307 nChanged 56 SP:Iteration 1F (95.385570 sec): 3 clusters Score: Raw -21203.008380 + Penalty 1173.648638 = -20029.359742 nChanged 19 SP:Iteration 2F (95.386233 sec): 3 clusters Score: Raw -21243.844365 + Penalty 1178.513970 = -20065.330394 nChanged 11 SP:Iteration 3Q (95.386878 sec): 3 clusters Score: Raw -21263.170518 + Penalty 1180.497703 = -20082.672815 nChanged 7 SP:Iteration 4Q (95.387523 sec): 3 clusters Score: Raw -21275.999819 + Penalty 1182.460401 = -20093.539418 nChanged 3 SP:Iteration 5Q (95.388158 sec): 3 clusters Score: Raw -21286.188099 + Penalty 1184.165811 = -20102.022288 nChanged 2 SP:Iteration 6Q (95.388784 sec): 3 clusters Score: Raw -21288.832426 + Penalty 1186.456533 = -20102.375893 nChanged 1 SP:Iteration 7Q (95.389411 sec): 3 clusters Score: Raw -21291.415134 + Penalty 1186.456533 = -20104.958601 nChanged 0 SP:Iteration 8F (95.390093 sec): 3 clusters Score: Raw -21291.415134 + Penalty 1186.456533 = -20104.958601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.390960 sec): 2 clusters Score: Raw -9927.279100 + Penalty 535.114577 = -9392.164523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.391404 sec): 3 clusters Score: Raw -9939.635116 + Penalty 1067.750411 = -8871.884705 nChanged 11 SP:Iteration 1F (95.391840 sec): 3 clusters Score: Raw -9965.562765 + Penalty 1067.593364 = -8897.969401 nChanged 5 SP:Iteration 2Q (95.392263 sec): 3 clusters Score: Raw -9976.432508 + Penalty 1068.242951 = -8908.189558 nChanged 3 SP:Iteration 3Q (95.392682 sec): 3 clusters Score: Raw -9984.958434 + Penalty 1068.422104 = -8916.536331 nChanged 1 SP:Iteration 4Q (95.393099 sec): 3 clusters Score: Raw -9987.516849 + Penalty 1068.922114 = -8918.594735 nChanged 1 SP:Iteration 5Q (95.393515 sec): 3 clusters Score: Raw -9990.977636 + Penalty 1069.387310 = -8921.590326 nChanged 1 SP:Iteration 6Q (95.393931 sec): 3 clusters Score: Raw -9992.502397 + Penalty 1069.387310 = -8923.115087 nChanged 0 SP:Iteration 7F (95.394363 sec): 3 clusters Score: Raw -9992.502397 + Penalty 1069.387310 = -8923.115087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.397158 sec): 2 clusters Score: Raw -39904.241025 + Penalty 215.093295 = -39689.147730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.398332 sec): 3 clusters Score: Raw -39640.370475 + Penalty 442.337619 = -39198.032856 nChanged 195 SP:Iteration 1F (95.399414 sec): 3 clusters Score: Raw -39800.543906 + Penalty 458.881728 = -39341.662178 nChanged 76 SP:Iteration 2F (95.400481 sec): 3 clusters Score: Raw -39873.445233 + Penalty 466.515585 = -39406.929648 nChanged 35 SP:Iteration 3F (95.401544 sec): 3 clusters Score: Raw -39909.447456 + Penalty 473.795608 = -39435.651848 nChanged 24 SP:Iteration 4Q (95.402586 sec): 3 clusters Score: Raw -39936.071181 + Penalty 480.215379 = -39455.855802 nChanged 14 SP:Iteration 5Q (95.403617 sec): 3 clusters Score: Raw -39945.953281 + Penalty 481.369062 = -39464.584219 nChanged 8 SP:Iteration 6Q (95.404633 sec): 3 clusters Score: Raw -39960.078865 + Penalty 485.445846 = -39474.633019 nChanged 10 SP:Iteration 7Q (95.405637 sec): 3 clusters Score: Raw -39968.387680 + Penalty 487.850517 = -39480.537162 nChanged 4 SP:Iteration 8Q (95.406623 sec): 3 clusters Score: Raw -39970.218291 + Penalty 490.231093 = -39479.987198 nChanged 4 SP:Iteration 9F (95.407696 sec): 3 clusters Score: Raw -39972.376232 + Penalty 490.695253 = -39481.680979 nChanged 1 SP:Iteration 10F (95.408835 sec): 3 clusters Score: Raw -39972.618448 + Penalty 490.695253 = -39481.923195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.410140 sec): 2 clusters Score: Raw -25103.935759 + Penalty 878.123019 = -24225.812739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.410851 sec): 3 clusters Score: Raw -25085.930679 + Penalty 1756.425973 = -23329.504706 nChanged 44 SP:Iteration 1F (95.411548 sec): 3 clusters Score: Raw -25173.593315 + Penalty 1756.548632 = -23417.044683 nChanged 9 SP:Iteration 2Q (95.412228 sec): 3 clusters Score: Raw -25191.763989 + Penalty 1756.589590 = -23435.174399 nChanged 1 SP:Iteration 3Q (95.412898 sec): 3 clusters Score: Raw -25194.253761 + Penalty 1756.457119 = -23437.796642 nChanged 2 SP:Iteration 4Q (95.413575 sec): 3 clusters Score: Raw -25199.137379 + Penalty 1756.359533 = -23442.777846 nChanged 2 SP:Iteration 5Q (95.414247 sec): 3 clusters Score: Raw -25204.781729 + Penalty 1756.248866 = -23448.532863 nChanged 3 SP:Iteration 6Q (95.414919 sec): 3 clusters Score: Raw -25208.582815 + Penalty 1756.248866 = -23452.333949 nChanged 0 SP:Iteration 7F (95.415615 sec): 3 clusters Score: Raw -25208.582815 + Penalty 1756.248866 = -23452.333949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 42 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.416614 sec): 2 clusters Score: Raw -17976.769951 + Penalty 630.844759 = -17345.925191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.417186 sec): 3 clusters Score: Raw -17936.370503 + Penalty 1259.060502 = -16677.310000 nChanged 27 SP:Iteration 1F (95.417750 sec): 3 clusters Score: Raw -17973.143566 + Penalty 1259.765216 = -16713.378350 nChanged 8 SP:Iteration 2Q (95.418307 sec): 3 clusters Score: Raw -17991.940905 + Penalty 1260.372530 = -16731.568375 nChanged 8 SP:Iteration 3Q (95.418858 sec): 3 clusters Score: Raw -18004.815445 + Penalty 1259.477048 = -16745.338397 nChanged 3 SP:Iteration 4Q (95.419408 sec): 3 clusters Score: Raw -18013.044076 + Penalty 1260.114058 = -16752.930019 nChanged 4 SP:Iteration 5Q (95.419957 sec): 3 clusters Score: Raw -18023.223758 + Penalty 1259.595490 = -16763.628267 nChanged 3 SP:Iteration 6Q (95.420496 sec): 3 clusters Score: Raw -18027.405110 + Penalty 1259.595490 = -16767.809620 nChanged 0 SP:Iteration 7F (95.421041 sec): 3 clusters Score: Raw -18027.405110 + Penalty 1259.595490 = -16767.809620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.422655 sec): 2 clusters Score: Raw -36035.608122 + Penalty 245.727898 = -35789.880224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.423702 sec): 3 clusters Score: Raw -35808.206601 + Penalty 530.323421 = -35277.883179 nChanged 161 SP:Iteration 1F (95.424697 sec): 3 clusters Score: Raw -35960.246153 + Penalty 560.555747 = -35399.690406 nChanged 50 SP:Iteration 2F (95.425690 sec): 3 clusters Score: Raw -36021.302194 + Penalty 575.089855 = -35446.212340 nChanged 31 SP:Iteration 3F (95.426665 sec): 3 clusters Score: Raw -36048.507263 + Penalty 578.739294 = -35469.767969 nChanged 11 SP:Iteration 4Q (95.427605 sec): 3 clusters Score: Raw -36055.191906 + Penalty 581.394316 = -35473.797591 nChanged 4 SP:Iteration 5Q (95.428527 sec): 3 clusters Score: Raw -36057.021933 + Penalty 581.995178 = -35475.026756 nChanged 2 SP:Iteration 6Q (95.429438 sec): 3 clusters Score: Raw -36057.577351 + Penalty 583.492659 = -35474.084693 nChanged 1 SP:Iteration 7F (95.430386 sec): 3 clusters Score: Raw -36057.585390 + Penalty 583.492659 = -35474.092731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 44 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.430935 sec): 2 clusters Score: Raw -1152.791976 + Penalty 140.921778 = -1011.870198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.431185 sec): 3 clusters Score: Raw -1296.727754 + Penalty 282.975250 = -1013.752504 nChanged 0 Score: Raw -3428104.350280 + Penalty 66447.788822 = -3361656.561458 Splitting cluster 44 changes total score from -3340453.076509 to -3361656.561458 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 45 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.990978 sec): 2 clusters Score: Raw -18537.250726 + Penalty 286.964830 = -18250.285896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.991583 sec): 3 clusters Score: Raw -18430.163345 + Penalty 576.423315 = -17853.740029 nChanged 57 SP:Iteration 1F (96.992173 sec): 3 clusters Score: Raw -18479.318773 + Penalty 582.583299 = -17896.735475 nChanged 25 SP:Iteration 2F (96.992759 sec): 3 clusters Score: Raw -18513.423654 + Penalty 590.551821 = -17922.871834 nChanged 16 SP:Iteration 3F (96.993345 sec): 3 clusters Score: Raw -18531.311419 + Penalty 597.446009 = -17933.865410 nChanged 10 SP:Iteration 4Q (96.993927 sec): 3 clusters Score: Raw -18538.149803 + Penalty 604.060441 = -17934.089362 nChanged 7 SP:Iteration 5Q (96.994502 sec): 3 clusters Score: Raw -18545.581822 + Penalty 609.329366 = -17936.252455 nChanged 4 SP:Iteration 6Q (96.995068 sec): 3 clusters Score: Raw -18549.814197 + Penalty 613.479169 = -17936.335029 nChanged 5 SP:Iteration 7Q (96.995634 sec): 3 clusters Score: Raw -18555.557174 + Penalty 617.453111 = -17938.104062 nChanged 2 SP:Iteration 8Q (96.996202 sec): 3 clusters Score: Raw -18557.766431 + Penalty 621.798003 = -17935.968427 nChanged 3 SP:Iteration 9F (96.996770 sec): 3 clusters Score: Raw -18562.817311 + Penalty 624.661905 = -17938.155406 nChanged 2 SP:Iteration 10F (96.997340 sec): 3 clusters Score: Raw -18565.688134 + Penalty 626.410282 = -17939.277852 nChanged 1 SP:Iteration 11Q (96.997894 sec): 3 clusters Score: Raw -18568.016673 + Penalty 627.273925 = -17940.742748 nChanged 4 SP:Iteration 12Q (96.998443 sec): 3 clusters Score: Raw -18576.018485 + Penalty 630.063092 = -17945.955393 nChanged 4 SP:Iteration 13Q (96.998982 sec): 3 clusters Score: Raw -18578.514689 + Penalty 627.746112 = -17950.768576 nChanged 2 SP:Iteration 14Q (96.999519 sec): 3 clusters Score: Raw -18582.663335 + Penalty 629.078821 = -17953.584514 nChanged 1 SP:Iteration 15Q (97.000052 sec): 3 clusters Score: Raw -18583.305953 + Penalty 630.879869 = -17952.426084 nChanged 1 SP:Iteration 16F (97.000621 sec): 3 clusters Score: Raw -18582.972052 + Penalty 630.879869 = -17952.092182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.001152 sec): 2 clusters Score: Raw -332.234777 + Penalty 124.330408 = -207.904370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.001363 sec): 3 clusters Score: Raw -336.313222 + Penalty 248.660815 = -87.652407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 47 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.002602 sec): 2 clusters Score: Raw -14006.460316 + Penalty 402.609558 = -13603.850758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.003103 sec): 3 clusters Score: Raw -13961.183076 + Penalty 808.171591 = -13153.011485 nChanged 39 SP:Iteration 1F (97.003596 sec): 3 clusters Score: Raw -14009.435363 + Penalty 816.139261 = -13193.296102 nChanged 12 SP:Iteration 2F (97.004088 sec): 3 clusters Score: Raw -14028.367570 + Penalty 823.230665 = -13205.136905 nChanged 8 SP:Iteration 3F (97.004585 sec): 3 clusters Score: Raw -14041.202312 + Penalty 832.183518 = -13209.018794 nChanged 7 SP:Iteration 4Q (97.005066 sec): 3 clusters Score: Raw -14054.477217 + Penalty 835.567240 = -13218.909977 nChanged 2 SP:Iteration 5Q (97.005537 sec): 3 clusters Score: Raw -14055.054352 + Penalty 835.567240 = -13219.487112 nChanged 0 SP:Iteration 6F (97.006030 sec): 3 clusters Score: Raw -14055.054352 + Penalty 835.567240 = -13219.487112 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 49 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.008695 sec): 2 clusters Score: Raw -61671.992552 + Penalty 314.415818 = -61357.576734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.010247 sec): 3 clusters Score: Raw -61281.198472 + Penalty 630.462623 = -60650.735849 nChanged 286 SP:Iteration 1F (97.011799 sec): 3 clusters Score: Raw -61499.141162 + Penalty 646.467375 = -60852.673787 nChanged 94 SP:Iteration 2F (97.013390 sec): 3 clusters Score: Raw -61593.962083 + Penalty 664.935385 = -60929.026699 nChanged 63 SP:Iteration 3F (97.014915 sec): 3 clusters Score: Raw -61669.088851 + Penalty 687.910216 = -60981.178635 nChanged 39 SP:Iteration 4F (97.016437 sec): 3 clusters Score: Raw -61726.261505 + Penalty 705.729671 = -61020.531835 nChanged 32 SP:Iteration 5Q (97.018015 sec): 3 clusters Score: Raw -61777.546703 + Penalty 721.622472 = -61055.924231 nChanged 19 SP:Iteration 6Q (97.019536 sec): 3 clusters Score: Raw -61800.086343 + Penalty 732.793541 = -61067.292802 nChanged 10 SP:Iteration 7Q (97.020999 sec): 3 clusters Score: Raw -61808.165228 + Penalty 733.364377 = -61074.800851 nChanged 1 SP:Iteration 8Q (97.022408 sec): 3 clusters Score: Raw -61809.212690 + Penalty 731.154000 = -61078.058690 nChanged 2 SP:Iteration 9Q (97.023834 sec): 3 clusters Score: Raw -61811.419613 + Penalty 731.975862 = -61079.443750 nChanged 1 SP:Iteration 10F (97.025355 sec): 3 clusters Score: Raw -61814.463682 + Penalty 731.975862 = -61082.487820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 50 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.026268 sec): 2 clusters Score: Raw -10363.257694 + Penalty 402.734226 = -9960.523468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.026719 sec): 3 clusters Score: Raw -10341.584517 + Penalty 808.279234 = -9533.305283 nChanged 25 SP:Iteration 1F (97.027155 sec): 3 clusters Score: Raw -10370.058808 + Penalty 810.313501 = -9559.745307 nChanged 8 SP:Iteration 2F (97.027592 sec): 3 clusters Score: Raw -10380.330270 + Penalty 812.301348 = -9568.028922 nChanged 1 SP:Iteration 3Q (97.028019 sec): 3 clusters Score: Raw -10380.756378 + Penalty 812.301348 = -9568.455030 nChanged 0 SP:Iteration 4F (97.028454 sec): 3 clusters Score: Raw -10380.756378 + Penalty 812.301348 = -9568.455030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.029497 sec): 2 clusters Score: Raw -16376.491819 + Penalty 815.661823 = -15560.829996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.030065 sec): 3 clusters Score: Raw -16461.891636 + Penalty 1631.274076 = -14830.617560 nChanged 21 SP:Iteration 1F (97.030591 sec): 3 clusters Score: Raw -16515.375525 + Penalty 1631.377125 = -14883.998400 nChanged 5 SP:Iteration 2Q (97.031174 sec): 3 clusters Score: Raw -16531.035215 + Penalty 1631.434790 = -14899.600425 nChanged 2 SP:Iteration 3Q (97.031712 sec): 3 clusters Score: Raw -16539.970498 + Penalty 1631.434790 = -14908.535709 nChanged 0 SP:Iteration 4F (97.032271 sec): 3 clusters Score: Raw -16539.970498 + Penalty 1631.434790 = -14908.535709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 53 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.033295 sec): 2 clusters Score: Raw -17820.191719 + Penalty 832.108204 = -16988.083515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.033886 sec): 3 clusters Score: Raw -17839.050750 + Penalty 1664.933607 = -16174.117143 nChanged 27 SP:Iteration 1F (97.034467 sec): 3 clusters Score: Raw -17903.484845 + Penalty 1665.117594 = -16238.367251 nChanged 4 SP:Iteration 2Q (97.035028 sec): 3 clusters Score: Raw -17913.760172 + Penalty 1665.228642 = -16248.531529 nChanged 1 SP:Iteration 3Q (97.035586 sec): 3 clusters Score: Raw -17914.918972 + Penalty 1665.266396 = -16249.652576 nChanged 1 SP:Iteration 4Q (97.036160 sec): 3 clusters Score: Raw -17916.217772 + Penalty 1665.266396 = -16250.951376 nChanged 0 SP:Iteration 5F (97.036738 sec): 3 clusters Score: Raw -17916.217772 + Penalty 1665.266396 = -16250.951376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.037489 sec): 2 clusters Score: Raw -9036.137662 + Penalty 504.226634 = -8531.911028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.037881 sec): 3 clusters Score: Raw -9035.379359 + Penalty 1008.453268 = -8026.926091 nChanged 11 SP:Iteration 1F (97.038265 sec): 3 clusters Score: Raw -9059.549622 + Penalty 1011.381395 = -8048.168227 nChanged 4 SP:Iteration 2Q (97.038647 sec): 3 clusters Score: Raw -9065.199392 + Penalty 1012.774700 = -8052.424691 nChanged 2 SP:Iteration 3Q (97.039024 sec): 3 clusters Score: Raw -9069.912724 + Penalty 1013.461972 = -8056.450752 nChanged 1 SP:Iteration 4Q (97.039401 sec): 3 clusters Score: Raw -9072.235041 + Penalty 1014.457405 = -8057.777636 nChanged 2 SP:Iteration 5Q (97.039777 sec): 3 clusters Score: Raw -9076.991603 + Penalty 1014.457405 = -8062.534198 nChanged 0 SP:Iteration 6F (97.040160 sec): 3 clusters Score: Raw -9076.991603 + Penalty 1014.457405 = -8062.534198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 55 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.040715 sec): 2 clusters Score: Raw -2672.045857 + Penalty 336.626759 = -2335.419097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.040982 sec): 3 clusters Score: Raw -2708.005122 + Penalty 669.878732 = -2038.126390 nChanged 1 SP:Iteration 1Q (97.041236 sec): 3 clusters Score: Raw -2712.670274 + Penalty 669.878732 = -2042.791542 nChanged 0 SP:Iteration 2F (97.041497 sec): 3 clusters Score: Raw -2712.670274 + Penalty 669.878732 = -2042.791542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 56 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.042237 sec): 2 clusters Score: Raw -7779.433222 + Penalty 311.407087 = -7468.026135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.042625 sec): 3 clusters Score: Raw -7775.761086 + Penalty 620.281374 = -7155.479712 nChanged 23 SP:Iteration 1F (97.043005 sec): 3 clusters Score: Raw -7807.733639 + Penalty 621.189816 = -7186.543824 nChanged 7 SP:Iteration 2F (97.043411 sec): 3 clusters Score: Raw -7817.660995 + Penalty 629.007693 = -7188.653302 nChanged 3 SP:Iteration 3Q (97.043786 sec): 3 clusters Score: Raw -7825.461293 + Penalty 632.631646 = -7192.829647 nChanged 1 SP:Iteration 4Q (97.044158 sec): 3 clusters Score: Raw -7826.501240 + Penalty 632.631646 = -7193.869594 nChanged 0 SP:Iteration 5F (97.044538 sec): 3 clusters Score: Raw -7826.501240 + Penalty 632.631646 = -7193.869594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 58 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.045737 sec): 2 clusters Score: Raw -22649.067964 + Penalty 430.242889 = -22218.825075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.046430 sec): 3 clusters Score: Raw -22524.122016 + Penalty 860.655061 = -21663.466956 nChanged 68 SP:Iteration 1F (97.047126 sec): 3 clusters Score: Raw -22567.522504 + Penalty 862.900813 = -21704.621692 nChanged 17 SP:Iteration 2F (97.047799 sec): 3 clusters Score: Raw -22582.324316 + Penalty 863.567772 = -21718.756544 nChanged 10 SP:Iteration 3Q (97.048471 sec): 3 clusters Score: Raw -22595.087172 + Penalty 863.994912 = -21731.092261 nChanged 8 SP:Iteration 4Q (97.049141 sec): 3 clusters Score: Raw -22600.038003 + Penalty 862.704279 = -21737.333725 nChanged 7 SP:Iteration 5Q (97.049852 sec): 3 clusters Score: Raw -22609.160009 + Penalty 862.827175 = -21746.332834 nChanged 8 SP:Iteration 6Q (97.050551 sec): 3 clusters Score: Raw -22613.869433 + Penalty 862.752351 = -21751.117083 nChanged 6 SP:Iteration 7Q (97.051265 sec): 3 clusters Score: Raw -22617.059485 + Penalty 862.349810 = -21754.709675 nChanged 3 SP:Iteration 8Q (97.051956 sec): 3 clusters Score: Raw -22618.431342 + Penalty 861.656468 = -21756.774874 nChanged 2 SP:Iteration 9Q (97.052647 sec): 3 clusters Score: Raw -22619.234207 + Penalty 860.945143 = -21758.289065 nChanged 3 SP:Iteration 10F (97.053342 sec): 3 clusters Score: Raw -22619.939057 + Penalty 860.817485 = -21759.121573 nChanged 1 SP:Iteration 11Q (97.054034 sec): 3 clusters Score: Raw -22620.002600 + Penalty 860.695774 = -21759.306827 nChanged 1 SP:Iteration 12Q (97.054707 sec): 3 clusters Score: Raw -22620.217826 + Penalty 860.653221 = -21759.564605 nChanged 2 SP:Iteration 13Q (97.055375 sec): 3 clusters Score: Raw -22621.713250 + Penalty 860.583323 = -21761.129927 nChanged 1 SP:Iteration 14Q (97.056048 sec): 3 clusters Score: Raw -22622.336251 + Penalty 860.567778 = -21761.768473 nChanged 2 SP:Iteration 15Q (97.056716 sec): 3 clusters Score: Raw -22623.489311 + Penalty 860.567778 = -21762.921532 nChanged 0 SP:Iteration 16F (97.057389 sec): 3 clusters Score: Raw -22623.489311 + Penalty 860.567778 = -21762.921532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.063900 sec): 2 clusters Score: Raw -118554.287496 + Penalty 508.266967 = -118046.020529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.066503 sec): 3 clusters Score: Raw -117822.218531 + Penalty 1016.449126 = -116805.769405 nChanged 514 SP:Iteration 1F (97.069034 sec): 3 clusters Score: Raw -118071.418688 + Penalty 1016.268617 = -117055.150071 nChanged 112 SP:Iteration 2F (97.071500 sec): 3 clusters Score: Raw -118136.788503 + Penalty 1015.977745 = -117120.810758 nChanged 68 SP:Iteration 3F (97.073989 sec): 3 clusters Score: Raw -118163.790676 + Penalty 1015.820490 = -117147.970186 nChanged 40 SP:Iteration 4Q (97.076539 sec): 3 clusters Score: Raw -118174.833494 + Penalty 1015.854522 = -117158.978973 nChanged 23 SP:Iteration 5Q (97.079058 sec): 3 clusters Score: Raw -118182.997937 + Penalty 1015.986794 = -117167.011142 nChanged 23 SP:Iteration 6Q (97.081541 sec): 3 clusters Score: Raw -118192.781066 + Penalty 1016.137925 = -117176.643141 nChanged 33 SP:Iteration 7Q (97.084255 sec): 3 clusters Score: Raw -118207.037781 + Penalty 1016.104979 = -117190.932802 nChanged 36 SP:Iteration 8Q (97.086923 sec): 3 clusters Score: Raw -118223.589372 + Penalty 1016.283221 = -117207.306151 nChanged 45 SP:Iteration 9Q (97.089418 sec): 3 clusters Score: Raw -118243.369054 + Penalty 1016.973624 = -117226.395431 nChanged 37 SP:Iteration 10F (97.091874 sec): 3 clusters Score: Raw -118261.619351 + Penalty 1017.794900 = -117243.824451 nChanged 37 SP:Iteration 11Q (97.094332 sec): 3 clusters Score: Raw -118275.727644 + Penalty 1018.503587 = -117257.224057 nChanged 29 SP:Iteration 12Q (97.096864 sec): 3 clusters Score: Raw -118287.742728 + Penalty 1019.619605 = -117268.123123 nChanged 34 SP:Iteration 13Q (97.099340 sec): 3 clusters Score: Raw -118304.601287 + Penalty 1021.237537 = -117283.363751 nChanged 41 SP:Iteration 14Q (97.101797 sec): 3 clusters Score: Raw -118326.236508 + Penalty 1022.780969 = -117303.455539 nChanged 32 SP:Iteration 15Q (97.104225 sec): 3 clusters Score: Raw -118348.098520 + Penalty 1025.006230 = -117323.092290 nChanged 39 SP:Iteration 16Q (97.106677 sec): 3 clusters Score: Raw -118375.113654 + Penalty 1026.680680 = -117348.432974 nChanged 42 SP:Iteration 17Q (97.109141 sec): 3 clusters Score: Raw -118405.932128 + Penalty 1029.043741 = -117376.888388 nChanged 45 SP:Iteration 18Q (97.111586 sec): 3 clusters Score: Raw -118433.524717 + Penalty 1030.342441 = -117403.182276 nChanged 26 SP:Iteration 19Q (97.113960 sec): 3 clusters Score: Raw -118447.290046 + Penalty 1030.606525 = -117416.683522 nChanged 27 SP:Iteration 20F (97.116628 sec): 3 clusters Score: Raw -118458.440424 + Penalty 1030.635926 = -117427.804498 nChanged 15 SP:Iteration 21Q (97.119086 sec): 3 clusters Score: Raw -118463.344533 + Penalty 1031.283889 = -117432.060644 nChanged 9 SP:Iteration 22Q (97.121457 sec): 3 clusters Score: Raw -118468.665011 + Penalty 1032.067715 = -117436.597296 nChanged 8 SP:Iteration 23Q (97.123777 sec): 3 clusters Score: Raw -118474.030753 + Penalty 1032.543511 = -117441.487241 nChanged 9 SP:Iteration 24Q (97.126077 sec): 3 clusters Score: Raw -118476.986161 + Penalty 1034.203347 = -117442.782814 nChanged 8 SP:Iteration 25Q (97.128310 sec): 3 clusters Score: Raw -118481.935350 + Penalty 1035.461612 = -117446.473739 nChanged 7 SP:Iteration 26Q (97.130540 sec): 3 clusters Score: Raw -118486.455557 + Penalty 1035.655083 = -117450.800474 nChanged 4 SP:Iteration 27Q (97.132808 sec): 3 clusters Score: Raw -118487.916514 + Penalty 1035.812341 = -117452.104173 nChanged 7 SP:Iteration 28Q (97.135148 sec): 3 clusters Score: Raw -118491.382290 + Penalty 1035.334841 = -117456.047449 nChanged 11 SP:Iteration 29Q (97.137462 sec): 3 clusters Score: Raw -118498.395774 + Penalty 1036.253620 = -117462.142153 nChanged 16 SP:Iteration 30F (97.139952 sec): 3 clusters Score: Raw -118508.854252 + Penalty 1036.913302 = -117471.940950 nChanged 12 SP:Iteration 31Q (97.142296 sec): 3 clusters Score: Raw -118513.261091 + Penalty 1037.922687 = -117475.338404 nChanged 6 SP:Iteration 32Q (97.144636 sec): 3 clusters Score: Raw -118515.682200 + Penalty 1038.685483 = -117476.996717 nChanged 4 SP:Iteration 33Q (97.146855 sec): 3 clusters Score: Raw -118517.222689 + Penalty 1039.656321 = -117477.566368 nChanged 3 SP:Iteration 34Q (97.149161 sec): 3 clusters Score: Raw -118518.119984 + Penalty 1040.697755 = -117477.422230 nChanged 4 SP:Iteration 35F (97.151628 sec): 3 clusters Score: Raw -118518.920754 + Penalty 1041.366768 = -117477.553986 nChanged 5 SP:Iteration 36Q (97.153804 sec): 3 clusters Score: Raw -118520.215007 + Penalty 1042.271094 = -117477.943913 nChanged 2 SP:Iteration 37Q (97.155976 sec): 3 clusters Score: Raw -118521.408044 + Penalty 1042.381477 = -117479.026568 nChanged 1 SP:Iteration 38Q (97.158141 sec): 3 clusters Score: Raw -118522.232904 + Penalty 1044.522169 = -117477.710735 nChanged 5 SP:Iteration 39F (97.160548 sec): 3 clusters Score: Raw -118525.095208 + Penalty 1046.102178 = -117478.993030 nChanged 5 SP:Iteration 40F (97.162957 sec): 3 clusters Score: Raw -118528.097700 + Penalty 1047.965471 = -117480.132230 nChanged 4 SP:Iteration 41Q (97.165142 sec): 3 clusters Score: Raw -118530.482994 + Penalty 1049.206958 = -117481.276036 nChanged 4 SP:Iteration 42Q (97.167324 sec): 3 clusters Score: Raw -118532.023246 + Penalty 1049.206958 = -117482.816288 nChanged 0 SP:Iteration 43F (97.169793 sec): 3 clusters Score: Raw -118532.023246 + Penalty 1049.206958 = -117482.816288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.171475 sec): 2 clusters Score: Raw -702.855282 + Penalty 186.920654 = -515.934628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.171704 sec): 3 clusters Score: Raw -703.962053 + Penalty 373.841308 = -330.120745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.172985 sec): 2 clusters Score: Raw -14351.222752 + Penalty 611.626959 = -13739.595793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.173500 sec): 3 clusters Score: Raw -14350.564614 + Penalty 1220.178732 = -13130.385882 nChanged 29 SP:Iteration 1F (97.174005 sec): 3 clusters Score: Raw -14419.080981 + Penalty 1215.188207 = -13203.892774 nChanged 9 SP:Iteration 2F (97.174510 sec): 3 clusters Score: Raw -14450.342711 + Penalty 1214.616540 = -13235.726170 nChanged 4 SP:Iteration 3Q (97.174996 sec): 3 clusters Score: Raw -14461.006164 + Penalty 1214.358627 = -13246.647537 nChanged 2 SP:Iteration 4Q (97.175476 sec): 3 clusters Score: Raw -14468.203519 + Penalty 1214.358627 = -13253.844892 nChanged 0 SP:Iteration 5F (97.175983 sec): 3 clusters Score: Raw -14468.203519 + Penalty 1214.358627 = -13253.844892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 66 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.176533 sec): 2 clusters Score: Raw -82.827352 + Penalty 0.000000 = -82.827352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.176726 sec): 2 clusters Score: Raw -82.827352 + Penalty 0.000000 = -82.827352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.177479 sec): 2 clusters Score: Raw -7602.630504 + Penalty 228.401093 = -7374.229411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.177875 sec): 3 clusters Score: Raw -7576.543290 + Penalty 457.005585 = -7119.537705 nChanged 19 SP:Iteration 1F (97.178264 sec): 3 clusters Score: Raw -7592.277424 + Penalty 457.315194 = -7134.962230 nChanged 5 SP:Iteration 2F (97.178651 sec): 3 clusters Score: Raw -7597.968412 + Penalty 456.941296 = -7141.027116 nChanged 1 SP:Iteration 3Q (97.179036 sec): 3 clusters Score: Raw -7598.145648 + Penalty 456.941296 = -7141.204352 nChanged 0 SP:Iteration 4F (97.179423 sec): 3 clusters Score: Raw -7598.145648 + Penalty 456.941296 = -7141.204352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.180099 sec): 2 clusters Score: Raw -5301.348612 + Penalty 56.489956 = -5244.858656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.180473 sec): 3 clusters Score: Raw -5342.604384 + Penalty 112.925740 = -5229.678644 nChanged 26 SP:Iteration 1F (97.180841 sec): 3 clusters Score: Raw -5360.969702 + Penalty 113.310987 = -5247.658715 nChanged 7 SP:Iteration 2F (97.181206 sec): 3 clusters Score: Raw -5374.216265 + Penalty 113.959323 = -5260.256943 nChanged 6 SP:Iteration 3F (97.181571 sec): 3 clusters Score: Raw -5384.981382 + Penalty 115.523729 = -5269.457653 nChanged 5 SP:Iteration 4F (97.181935 sec): 3 clusters Score: Raw -5402.378401 + Penalty 119.992042 = -5282.386359 nChanged 7 SP:Iteration 5F (97.182297 sec): 3 clusters Score: Raw -5427.496143 + Penalty 125.736246 = -5301.759897 nChanged 4 SP:Iteration 6Q (97.182665 sec): 3 clusters Score: Raw -5438.473297 + Penalty 125.736246 = -5312.737051 nChanged 2 SP:Iteration 7Q (97.183001 sec): 3 clusters Score: Raw -5525.406525 + Penalty 117.893770 = -5407.512755 nChanged 6 SP:Iteration 8F (97.183366 sec): 3 clusters Score: Raw -5637.683162 + Penalty 115.523729 = -5522.159433 nChanged 3 SP:Iteration 9Q (97.183694 sec): 3 clusters Score: Raw -5665.441807 + Penalty 115.523729 = -5549.918078 nChanged 0 SP:Iteration 10F (97.184057 sec): 3 clusters Score: Raw -5665.441807 + Penalty 115.523729 = -5549.918078 nChanged 0 Score: Raw -3428468.417130 + Penalty 66589.052653 = -3361879.364477 Splitting cluster 68 changes total score from -3340453.076509 to -3361879.364477 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.767852 sec): 2 clusters Score: Raw -512.577409 + Penalty 37.146867 = -475.430542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.768064 sec): 3 clusters Score: Raw -562.251550 + Penalty 74.293734 = -487.957816 nChanged 0 Score: Raw -3428517.855637 + Penalty 66779.462753 = -3361738.392884 Splitting cluster 70 changes total score from -3340453.076509 to -3361738.392884 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.356839 sec): 2 clusters Score: Raw -790.099995 + Penalty 178.920870 = -611.179125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.357067 sec): 3 clusters Score: Raw -791.014598 + Penalty 360.363124 = -430.651474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.357558 sec): 2 clusters Score: Raw -516.606007 + Penalty 138.585977 = -378.020030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.357778 sec): 3 clusters Score: Raw -513.960389 + Penalty 281.085162 = -232.875227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 78 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.358347 sec): 2 clusters Score: Raw -3185.470787 + Penalty 392.228579 = -2793.242208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.358627 sec): 3 clusters Score: Raw -3245.903070 + Penalty 789.364548 = -2456.538522 nChanged 1 SP:Iteration 1Q (100.358888 sec): 3 clusters Score: Raw -3251.790057 + Penalty 789.364548 = -2462.425509 nChanged 0 SP:Iteration 2F (100.359163 sec): 3 clusters Score: Raw -3251.790057 + Penalty 789.364548 = -2462.425509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 79 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.359794 sec): 2 clusters Score: Raw -5005.762549 + Penalty 433.332722 = -4572.429827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.360111 sec): 3 clusters Score: Raw -5052.567676 + Penalty 868.605761 = -4183.961914 nChanged 2 SP:Iteration 1Q (100.360409 sec): 3 clusters Score: Raw -5057.057582 + Penalty 867.670753 = -4189.386829 nChanged 1 SP:Iteration 2Q (100.360705 sec): 3 clusters Score: Raw -5060.605148 + Penalty 867.024830 = -4193.580318 nChanged 1 SP:Iteration 3Q (100.361003 sec): 3 clusters Score: Raw -5062.767205 + Penalty 867.024830 = -4195.742375 nChanged 0 SP:Iteration 4F (100.361314 sec): 3 clusters Score: Raw -5062.767205 + Penalty 867.024830 = -4195.742375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.361786 sec): 2 clusters Score: Raw -253.595944 + Penalty 93.963287 = -159.632657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.361987 sec): 3 clusters Score: Raw -253.786179 + Penalty 190.808825 = -62.977354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.362486 sec): 2 clusters Score: Raw -157.406146 + Penalty 17.681981 = -139.724164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.362678 sec): 3 clusters Score: Raw -156.474330 + Penalty 35.363963 = -121.110368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 86 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.363184 sec): 2 clusters Score: Raw -1224.935029 + Penalty 186.799240 = -1038.135789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.363418 sec): 3 clusters Score: Raw -1230.913417 + Penalty 373.598481 = -857.314936 nChanged 1 SP:Iteration 1F (100.363648 sec): 3 clusters Score: Raw -1233.879161 + Penalty 373.598481 = -860.280681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.364146 sec): 2 clusters Score: Raw -748.606940 + Penalty 125.707933 = -622.899007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.364366 sec): 3 clusters Score: Raw -754.569706 + Penalty 249.204003 = -505.365703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 96 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.364962 sec): 2 clusters Score: Raw -3591.334473 + Penalty 378.119380 = -3213.215093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.365255 sec): 3 clusters Score: Raw -3634.012733 + Penalty 758.686183 = -2875.326550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.365747 sec): 2 clusters Score: Raw -700.182555 + Penalty 126.519590 = -573.662965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.365971 sec): 3 clusters Score: Raw -694.153802 + Penalty 289.487345 = -404.666457 nChanged 1 SP:Iteration 1F (100.366190 sec): 3 clusters Score: Raw -695.680369 + Penalty 289.487345 = -406.193024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 98 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.367185 sec): 2 clusters Score: Raw -18135.426302 + Penalty 743.074283 = -17392.352019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.367746 sec): 3 clusters Score: Raw -18106.263963 + Penalty 1488.115201 = -16618.148762 nChanged 26 SP:Iteration 1F (100.368294 sec): 3 clusters Score: Raw -18146.288816 + Penalty 1490.672889 = -16655.615927 nChanged 6 SP:Iteration 2Q (100.368828 sec): 3 clusters Score: Raw -18154.641259 + Penalty 1492.164858 = -16662.476401 nChanged 2 SP:Iteration 3Q (100.369360 sec): 3 clusters Score: Raw -18156.524339 + Penalty 1492.598703 = -16663.925636 nChanged 1 SP:Iteration 4Q (100.369889 sec): 3 clusters Score: Raw -18156.893597 + Penalty 1493.065171 = -16663.828426 nChanged 1 SP:Iteration 5F (100.370427 sec): 3 clusters Score: Raw -18157.948198 + Penalty 1493.065171 = -16664.883027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 106 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.371285 sec): 2 clusters Score: Raw -11356.595419 + Penalty 519.838664 = -10836.756755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.371732 sec): 3 clusters Score: Raw -11340.143676 + Penalty 1036.363989 = -10303.779687 nChanged 11 SP:Iteration 1F (100.372172 sec): 3 clusters Score: Raw -11355.654946 + Penalty 1033.667647 = -10321.987299 nChanged 3 SP:Iteration 2Q (100.372613 sec): 3 clusters Score: Raw -11361.854274 + Penalty 1033.182396 = -10328.671879 nChanged 2 SP:Iteration 3Q (100.373096 sec): 3 clusters Score: Raw -11364.484203 + Penalty 1032.567978 = -10331.916225 nChanged 2 SP:Iteration 4Q (100.373538 sec): 3 clusters Score: Raw -11372.745610 + Penalty 1032.567978 = -10340.177632 nChanged 0 SP:Iteration 5F (100.373983 sec): 3 clusters Score: Raw -11372.745610 + Penalty 1032.567978 = -10340.177632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.375254 sec): 2 clusters Score: Raw -24922.650249 + Penalty 358.277537 = -24564.372713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.375996 sec): 3 clusters Score: Raw -24780.986126 + Penalty 716.528540 = -24064.457586 nChanged 90 SP:Iteration 1F (100.376734 sec): 3 clusters Score: Raw -24840.641757 + Penalty 716.434541 = -24124.207216 nChanged 24 SP:Iteration 2F (100.377465 sec): 3 clusters Score: Raw -24857.891442 + Penalty 716.576183 = -24141.315258 nChanged 12 SP:Iteration 3Q (100.378193 sec): 3 clusters Score: Raw -24868.953521 + Penalty 716.786568 = -24152.166953 nChanged 6 SP:Iteration 4Q (100.378923 sec): 3 clusters Score: Raw -24872.235167 + Penalty 716.629525 = -24155.605642 nChanged 4 SP:Iteration 5Q (100.379648 sec): 3 clusters Score: Raw -24873.311685 + Penalty 716.569257 = -24156.742428 nChanged 1 SP:Iteration 6Q (100.380373 sec): 3 clusters Score: Raw -24873.652617 + Penalty 716.491715 = -24157.160902 nChanged 1 SP:Iteration 7Q (100.381098 sec): 3 clusters Score: Raw -24873.719981 + Penalty 716.491715 = -24157.228266 nChanged 0 SP:Iteration 8F (100.381826 sec): 3 clusters Score: Raw -24873.719981 + Penalty 716.491715 = -24157.228266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.382321 sec): 2 clusters Score: Raw -605.175626 + Penalty 117.529331 = -487.646295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.382542 sec): 3 clusters Score: Raw -598.390458 + Penalty 270.395590 = -327.994868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.383006 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.383191 sec): 2 clusters Score: Raw -79.869577 + Penalty 0.000000 = -79.869577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.383694 sec): 2 clusters Score: Raw -884.537928 + Penalty 211.103682 = -673.434246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.383926 sec): 3 clusters Score: Raw -882.729408 + Penalty 417.239132 = -465.490277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 136 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.384410 sec): 2 clusters Score: Raw -435.097317 + Penalty 117.686233 = -317.411084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.384629 sec): 3 clusters Score: Raw -428.187787 + Penalty 238.665005 = -189.522782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.385104 sec): 2 clusters Score: Raw -212.520611 + Penalty 37.114429 = -175.406182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.385302 sec): 3 clusters Score: Raw -228.138922 + Penalty 100.906470 = -127.232452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.385778 sec): 2 clusters Score: Raw -530.684551 + Penalty 34.885866 = -495.798685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.386006 sec): 3 clusters Score: Raw -550.746976 + Penalty 88.884968 = -461.862008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.386486 sec): 2 clusters Score: Raw -439.441315 + Penalty 150.535490 = -288.905825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.386701 sec): 3 clusters Score: Raw -436.994662 + Penalty 289.960476 = -147.034186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.387172 sec): 2 clusters Score: Raw -174.180586 + Penalty 58.518289 = -115.662297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.387375 sec): 3 clusters Score: Raw -166.527071 + Penalty 117.036577 = -49.490494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.387852 sec): 2 clusters Score: Raw -347.538924 + Penalty 140.880983 = -206.657941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.388061 sec): 3 clusters Score: Raw -344.747289 + Penalty 265.869115 = -78.878174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.388532 sec): 2 clusters Score: Raw -166.945694 + Penalty 41.527176 = -125.418517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.388732 sec): 3 clusters Score: Raw -162.825724 + Penalty 83.054352 = -79.771371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.389198 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.389387 sec): 2 clusters Score: Raw -85.406021 + Penalty 0.000000 = -85.406021 nChanged 0 Deleting Class 211 (1 points): Lose 75.901840 but Gain 1014.859883 Iteration 119Q (100.605292 sec): 81 clusters Score: Raw -3406886.651866 + Penalty 65846.481112 = -3341040.170754 nChanged 6 Deleting Class 159 (5 points): Lose 71.214791 but Gain 996.963320 Iteration 120F (102.200937 sec): 80 clusters Score: Raw -3406869.477687 + Penalty 64968.398124 = -3341901.079563 nChanged 14 Deleting Class 78 (37 points): Lose 233.515209 but Gain 1157.806881 Iteration 121Q (102.395156 sec): 79 clusters Score: Raw -3406675.080031 + Penalty 63855.537882 = -3342819.542149 nChanged 40 Deleting Class 185 (4 points): Lose 172.947864 but Gain 1083.206919 Iteration 122Q (102.587870 sec): 78 clusters Score: Raw -3406593.498751 + Penalty 62859.580868 = -3343733.917883 nChanged 20 Deleting Class 98 (191 points): Lose 601.294486 but Gain 1507.993302 Iteration 123Q (102.778715 sec): 77 clusters Score: Raw -3406042.885012 + Penalty 61485.563712 = -3344557.321300 nChanged 200 Deleting Class 54 (113 points): Lose 306.747586 but Gain 1214.176027 Iteration 124Q (102.979326 sec): 76 clusters Score: Raw -3406063.274559 + Penalty 60352.538719 = -3345710.735840 nChanged 151 Deleting Class 62 (8 points): Lose 57.946531 but Gain 958.131423 Iteration 125Q (103.172099 sec): 75 clusters Score: Raw -3406204.624998 + Penalty 59420.748376 = -3346783.876622 nChanged 57 Deleting Class 168 (2 points): Lose 3.024814 but Gain 899.871845 Iteration 126Q (103.360666 sec): 74 clusters Score: Raw -3406238.643677 + Penalty 58532.443034 = -3347706.200643 nChanged 28 Deleting Class 128 (10 points): Lose 82.737191 but Gain 977.225132 Iteration 127Q (103.546496 sec): 73 clusters Score: Raw -3406170.674952 + Penalty 57561.002253 = -3348609.672699 nChanged 28 Deleting Class 5 (12 points): Lose 138.251730 but Gain 1018.777183 Iteration 128Q (103.732647 sec): 72 clusters Score: Raw -3406059.481133 + Penalty 56536.569671 = -3349522.911463 nChanged 25 Deleting Class 96 (43 points): Lose 192.602456 but Gain 1071.561261 Iteration 129Q (103.916346 sec): 71 clusters Score: Raw -3405887.312784 + Penalty 55476.620759 = -3350410.692025 nChanged 53 Deleting Class 55 (32 points): Lose 199.869192 but Gain 1035.303491 Iteration 130F (105.310878 sec): 70 clusters Score: Raw -3405761.714265 + Penalty 54879.127730 = -3350882.586535 nChanged 48 Deleting Class 79 (62 points): Lose 308.326923 but Gain 1141.375814 Iteration 131Q (105.494904 sec): 69 clusters Score: Raw -3405543.019424 + Penalty 53823.695900 = -3351719.323524 nChanged 75 Deleting Class 8 (52 points): Lose 235.973647 but Gain 1059.510010 Iteration 132Q (105.678879 sec): 68 clusters Score: Raw -3405444.004535 + Penalty 52817.436260 = -3352626.568276 nChanged 73 Deleting Class 71 (9 points): Lose 49.356721 but Gain 867.962698 Iteration 133Q (105.862840 sec): 67 clusters Score: Raw -3405491.155476 + Penalty 51954.524202 = -3353536.631274 nChanged 27 Deleting Class 53 (205 points): Lose 861.596429 but Gain 1663.441469 Iteration 134Q (106.044957 sec): 66 clusters Score: Raw -3404656.357932 + Penalty 50449.128169 = -3354207.229763 nChanged 223 Deleting Class 77 (6 points): Lose 30.592401 but Gain 824.430571 Iteration 135Q (106.230331 sec): 65 clusters Score: Raw -3405098.503369 + Penalty 49635.423098 = -3355463.080271 nChanged 51 Deleting Class 46 (4 points): Lose 162.511768 but Gain 955.952710 Iteration 136Q (106.417283 sec): 64 clusters Score: Raw -3404992.426129 + Penalty 48675.892904 = -3356316.533224 nChanged 39 Deleting Class 106 (144 points): Lose 399.306379 but Gain 1180.724143 Iteration 137Q (106.597420 sec): 63 clusters Score: Raw -3404625.652926 + Penalty 47536.719135 = -3357088.933791 nChanged 164 Deleting Class 66 (1 points): Lose 4.904080 but Gain 777.520225 Iteration 138Q (106.782520 sec): 62 clusters Score: Raw -3404837.924323 + Penalty 46761.263713 = -3358076.660610 nChanged 38 Deleting Class 136 (5 points): Lose 14.216187 but Gain 779.409946 Iteration 139Q (106.965729 sec): 61 clusters Score: Raw -3404840.809081 + Penalty 45986.369794 = -3358854.439287 nChanged 25 Deleting Class 42 (233 points): Lose 552.572530 but Gain 1312.057041 Iteration 140F (108.168645 sec): 60 clusters Score: Raw -3404300.458038 + Penalty 44747.134141 = -3359553.323896 nChanged 247 Deleting Class 97 (13 points): Lose 55.487335 but Gain 791.659464 Iteration 141Q (108.348306 sec): 59 clusters Score: Raw -3404581.533760 + Penalty 43955.274967 = -3360626.258793 nChanged 66 Deleting Class 31 (219 points): Lose 890.003869 but Gain 1614.106287 Iteration 142Q (108.526386 sec): 58 clusters Score: Raw -3403728.905287 + Penalty 42467.472747 = -3361261.432540 nChanged 244 Deleting Class 86 (14 points): Lose 68.855165 but Gain 754.467938 Iteration 143Q (108.707600 sec): 57 clusters Score: Raw -3404157.271822 + Penalty 41719.576466 = -3362437.695356 nChanged 83 Deleting Class 81 (3 points): Lose 244.007596 but Gain 911.650249 Iteration 144Q (108.886377 sec): 56 clusters Score: Raw -3403983.992570 + Penalty 40789.102299 = -3363194.890271 nChanged 45 Deleting Class 109 (7 points): Lose 41.216596 but Gain 643.780754 Iteration 145Q (109.059236 sec): 55 clusters Score: Raw -3403966.995565 + Penalty 40147.833325 = -3363819.162240 nChanged 33 Deleting Class 205 (2 points): Lose 41.850218 but Gain 638.589022 Iteration 146Q (109.230758 sec): 54 clusters Score: Raw -3403946.595895 + Penalty 39518.057592 = -3364428.538303 nChanged 22 Deleting Class 25 (4 points): Lose 21.236538 but Gain 610.500143 Iteration 147Q (109.400939 sec): 53 clusters Score: Raw -3403950.628111 + Penalty 38909.992438 = -3365040.635673 nChanged 19 Deleting Class 32 (11 points): Lose 65.998603 but Gain 632.302813 Iteration 148Q (109.570963 sec): 52 clusters Score: Raw -3403898.841922 + Penalty 38280.317991 = -3365618.523931 nChanged 23 Deleting Class 88 (9 points): Lose 65.027980 but Gain 609.821517 Iteration 149Q (109.738273 sec): 51 clusters Score: Raw -3403854.969480 + Penalty 37668.568736 = -3366186.400743 nChanged 18 Deleting Class 33 (6 points): Lose 99.827205 but Gain 599.099350 Iteration 150F (110.737040 sec): 50 clusters Score: Raw -3403775.243210 + Penalty 37063.735673 = -3366711.507537 nChanged 17 Deleting Class 34 (157 points): Lose 941.506466 but Gain 1427.724232 Iteration 151Q (110.897916 sec): 49 clusters Score: Raw -3402847.184610 + Penalty 35856.324186 = -3366990.860424 nChanged 162 Deleting Class 47 (201 points): Lose 496.490437 but Gain 924.422922 Iteration 152Q (111.061677 sec): 48 clusters Score: Raw -3402916.127154 + Penalty 34964.868218 = -3367951.258936 nChanged 255 Deleting Class 50 (151 points): Lose 561.209251 but Gain 938.958750 Iteration 153Q (111.225102 sec): 47 clusters Score: Raw -3402716.240227 + Penalty 34042.700905 = -3368673.539322 nChanged 218 Deleting Class 126 (1 points): Lose 15.018113 but Gain 332.671374 Iteration 154Q (111.387966 sec): 46 clusters Score: Raw -3403066.582188 + Penalty 33740.148398 = -3369326.433790 nChanged 84 Deleting Class 44 (9 points): Lose 410.302225 but Gain 695.927944 Iteration 155Q (111.545911 sec): 45 clusters Score: Raw -3402727.714271 + Penalty 32981.114204 = -3369746.600067 nChanged 72 Deleting Class 58 (314 points): Lose 682.371837 but Gain 877.932914 Iteration 156Q (111.701368 sec): 44 clusters Score: Raw -3402184.038516 + Penalty 32145.131183 = -3370038.907333 nChanged 359 Deleting Class 56 (99 points): Lose 526.707148 but Gain 720.776425 Iteration 157Q (111.862589 sec): 43 clusters Score: Raw -3402160.080505 + Penalty 31493.470001 = -3370666.610504 nChanged 191 Deleting Class 82 (2 points): Lose 86.061089 but Gain 271.906740 Iteration 158Q (112.023455 sec): 42 clusters Score: Raw -3402430.699088 + Penalty 31231.800758 = -3371198.898330 nChanged 101 Deleting Class 1 (173 points): Lose 826.532074 but Gain 876.186939 Iteration 159Q (112.179124 sec): 41 clusters Score: Raw -3401727.595004 + Penalty 30466.582927 = -3371261.012077 nChanged 233 Deleting Class 2 (10 points): Lose 387.045035 but Gain 493.795379 Iteration 160F (113.007195 sec): 40 clusters Score: Raw -3401857.468504 + Penalty 29989.159953 = -3371868.308551 nChanged 125 Deleting Class 37 (347 points): Lose 1175.484432 but Gain 1208.246830 Iteration 161Q (113.157478 sec): 39 clusters Score: Raw -3400882.073098 + Penalty 28912.215181 = -3371969.857917 nChanged 410 Deleting Class 45 (213 points): Lose 544.981077 but Gain 573.180246 Iteration 162Q (113.311840 sec): 38 clusters Score: Raw -3401226.023584 + Penalty 28374.721095 = -3372851.302489 nChanged 334 Iteration 163Q (113.463344 sec): 38 clusters Score: Raw -3401607.722177 + Penalty 28382.256856 = -3373225.465321 nChanged 155 Iteration 164Q (113.612079 sec): 38 clusters Score: Raw -3401669.412127 + Penalty 28399.426167 = -3373269.985960 nChanged 103 Iteration 165Q (113.762899 sec): 38 clusters Score: Raw -3401704.113751 + Penalty 28411.418388 = -3373292.695363 nChanged 70 Iteration 166Q (113.911426 sec): 38 clusters Score: Raw -3401722.148629 + Penalty 28422.200127 = -3373299.948502 nChanged 57 Iteration 167Q (114.057864 sec): 38 clusters Score: Raw -3401735.149795 + Penalty 28429.759302 = -3373305.390493 nChanged 42 Iteration 168Q (114.202561 sec): 38 clusters Score: Raw -3401748.626494 + Penalty 28434.653672 = -3373313.972821 nChanged 32 Iteration 169Q (114.348251 sec): 38 clusters Score: Raw -3401756.923888 + Penalty 28440.154742 = -3373316.769145 nChanged 25 Iteration 170F (115.119248 sec): 38 clusters Score: Raw -3401804.863402 + Penalty 28473.615131 = -3373331.248271 nChanged 16 Iteration 171Q (115.268213 sec): 38 clusters Score: Raw -3401846.246048 + Penalty 28474.281658 = -3373371.964390 nChanged 9 Iteration 172Q (115.417368 sec): 38 clusters Score: Raw -3401848.447011 + Penalty 28474.945555 = -3373373.501457 nChanged 7 Iteration 173Q (115.569820 sec): 38 clusters Score: Raw -3401849.136339 + Penalty 28474.805638 = -3373374.330702 nChanged 4 Iteration 174Q (115.720891 sec): 38 clusters Score: Raw -3401849.635396 + Penalty 28474.653037 = -3373374.982360 nChanged 7 Iteration 175Q (115.872883 sec): 38 clusters Score: Raw -3401850.533221 + Penalty 28474.980296 = -3373375.552925 nChanged 8 Iteration 176Q (116.024900 sec): 38 clusters Score: Raw -3401851.118466 + Penalty 28474.567086 = -3373376.551381 nChanged 6 Iteration 177Q (116.175687 sec): 38 clusters Score: Raw -3401851.335712 + Penalty 28474.952974 = -3373376.382738 nChanged 3 Iteration 178F (116.947672 sec): 38 clusters Score: Raw -3401851.504377 + Penalty 28475.270372 = -3373376.234005 nChanged 3 Iteration 179F (117.721671 sec): 38 clusters Score: Raw -3401851.890708 + Penalty 28475.308540 = -3373376.582168 nChanged 3 Iteration 180F (118.488039 sec): 38 clusters Score: Raw -3401852.344918 + Penalty 28475.820171 = -3373376.524747 nChanged 4 Iteration 181F (119.253527 sec): 38 clusters Score: Raw -3401852.880421 + Penalty 28474.821735 = -3373378.058687 nChanged 5 Iteration 182Q (119.399928 sec): 38 clusters Score: Raw -3401853.504198 + Penalty 28474.938097 = -3373378.566100 nChanged 3 Iteration 183Q (119.546967 sec): 38 clusters Score: Raw -3401853.885984 + Penalty 28474.888031 = -3373378.997953 nChanged 2 Iteration 184Q (119.691609 sec): 38 clusters Score: Raw -3401854.152660 + Penalty 28474.893191 = -3373379.259469 nChanged 3 Iteration 185Q (119.837425 sec): 38 clusters Score: Raw -3401854.482166 + Penalty 28474.677230 = -3373379.804937 nChanged 5 Iteration 186Q (119.983384 sec): 38 clusters Score: Raw -3401854.735370 + Penalty 28475.248895 = -3373379.486475 nChanged 5 Iteration 187F (120.748930 sec): 38 clusters Score: Raw -3401855.230546 + Penalty 28475.581876 = -3373379.648669 nChanged 7 Iteration 188Q (120.897313 sec): 38 clusters Score: Raw -3401856.227466 + Penalty 28475.943912 = -3373380.283555 nChanged 10 Iteration 189Q (121.042004 sec): 38 clusters Score: Raw -3401858.019615 + Penalty 28476.707544 = -3373381.312071 nChanged 12 Iteration 190F (121.807029 sec): 38 clusters Score: Raw -3401861.347774 + Penalty 28476.685477 = -3373384.662297 nChanged 15 Iteration 191Q (121.953566 sec): 38 clusters Score: Raw -3401862.936003 + Penalty 28475.841477 = -3373387.094526 nChanged 10 Iteration 192Q (122.098691 sec): 38 clusters Score: Raw -3401864.082600 + Penalty 28475.678166 = -3373388.404435 nChanged 2 Iteration 193Q (122.244287 sec): 38 clusters Score: Raw -3401864.204006 + Penalty 28476.019447 = -3373388.184559 nChanged 2 Iteration 194F (123.021121 sec): 38 clusters Score: Raw -3401864.423744 + Penalty 28476.227407 = -3373388.196337 nChanged 3 Iteration 195Q (123.167739 sec): 38 clusters Score: Raw -3401864.664300 + Penalty 28476.131455 = -3373388.532845 nChanged 1 Iteration 196Q (123.312714 sec): 38 clusters Score: Raw -3401864.678944 + Penalty 28476.058625 = -3373388.620319 nChanged 1 Iteration 197Q (123.458222 sec): 38 clusters Score: Raw -3401864.742602 + Penalty 28476.012655 = -3373388.729947 nChanged 2 Iteration 198Q (123.603069 sec): 38 clusters Score: Raw -3401864.822209 + Penalty 28475.885177 = -3373388.937032 nChanged 1 Iteration 199Q (123.748299 sec): 38 clusters Score: Raw -3401864.863305 + Penalty 28475.755242 = -3373389.108063 nChanged 1 Iteration 200F (124.513296 sec): 38 clusters Score: Raw -3401864.891772 + Penalty 28475.716589 = -3373389.175183 nChanged 1 Iteration 201Q (124.659118 sec): 38 clusters Score: Raw -3401864.999703 + Penalty 28475.789898 = -3373389.209805 nChanged 3 Iteration 202Q (124.805917 sec): 38 clusters Score: Raw -3401865.304218 + Penalty 28476.556450 = -3373388.747768 nChanged 10 Iteration 203F (125.571555 sec): 38 clusters Score: Raw -3401866.196820 + Penalty 28476.949036 = -3373389.247784 nChanged 7 Iteration 204Q (125.718924 sec): 38 clusters Score: Raw -3401867.273817 + Penalty 28476.922925 = -3373390.350892 nChanged 8 Iteration 205Q (125.864256 sec): 38 clusters Score: Raw -3401867.948231 + Penalty 28474.412841 = -3373393.535389 nChanged 11 Iteration 206Q (126.009629 sec): 38 clusters Score: Raw -3401869.298501 + Penalty 28473.955190 = -3373395.343311 nChanged 11 Iteration 207Q (126.154781 sec): 38 clusters Score: Raw -3401870.252461 + Penalty 28473.169049 = -3373397.083412 nChanged 6 Iteration 208Q (126.300467 sec): 38 clusters Score: Raw -3401870.694050 + Penalty 28472.003241 = -3373398.690809 nChanged 5 Iteration 209Q (126.446778 sec): 38 clusters Score: Raw -3401871.127770 + Penalty 28471.340330 = -3373399.787440 nChanged 4 Iteration 210F (127.223065 sec): 38 clusters Score: Raw -3401871.425676 + Penalty 28471.122260 = -3373400.303416 nChanged 5 Iteration 211Q (127.367969 sec): 38 clusters Score: Raw -3401871.668784 + Penalty 28471.436982 = -3373400.231802 nChanged 6 Iteration 212F (128.130912 sec): 38 clusters Score: Raw -3401872.230514 + Penalty 28471.494810 = -3373400.735704 nChanged 10 Iteration 213Q (128.280855 sec): 38 clusters Score: Raw -3401873.251242 + Penalty 28470.536247 = -3373402.714995 nChanged 7 Iteration 214Q (128.430869 sec): 38 clusters Score: Raw -3401873.840989 + Penalty 28470.661034 = -3373403.179955 nChanged 9 Iteration 215Q (128.580838 sec): 38 clusters Score: Raw -3401874.535393 + Penalty 28470.659290 = -3373403.876103 nChanged 9 Iteration 216Q (128.732409 sec): 38 clusters Score: Raw -3401875.408325 + Penalty 28469.926250 = -3373405.482075 nChanged 8 Iteration 217Q (128.882578 sec): 38 clusters Score: Raw -3401876.390456 + Penalty 28470.518588 = -3373405.871868 nChanged 14 Iteration 218Q (129.032938 sec): 38 clusters Score: Raw -3401877.993308 + Penalty 28470.461052 = -3373407.532256 nChanged 13 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3401877.993308 + Penalty 28470.461052 = -3373407.532256Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.180275 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.183335 sec): 3 clusters Score: Raw -131127.906524 + Penalty 829.914334 = -130297.992190 nChanged 641 SP:Iteration 1F (129.186389 sec): 3 clusters Score: Raw -131446.049390 + Penalty 831.534976 = -130614.514415 nChanged 119 SP:Iteration 2F (129.189254 sec): 3 clusters Score: Raw -131485.287657 + Penalty 832.764673 = -130652.522984 nChanged 90 SP:Iteration 3F (129.192055 sec): 3 clusters Score: Raw -131527.672354 + Penalty 836.817093 = -130690.855261 nChanged 103 SP:Iteration 4F (129.194842 sec): 3 clusters Score: Raw -131595.345152 + Penalty 844.939912 = -130750.405240 nChanged 128 SP:Iteration 5F (129.197594 sec): 3 clusters Score: Raw -131678.059414 + Penalty 857.453407 = -130820.606006 nChanged 100 SP:Iteration 6F (129.200349 sec): 3 clusters Score: Raw -131751.056150 + Penalty 875.350021 = -130875.706129 nChanged 76 SP:Iteration 7F (129.203105 sec): 3 clusters Score: Raw -131816.327858 + Penalty 910.926364 = -130905.401494 nChanged 80 SP:Iteration 8F (129.205887 sec): 3 clusters Score: Raw -131898.533033 + Penalty 936.228935 = -130962.304097 nChanged 51 SP:Iteration 9Q (129.208626 sec): 3 clusters Score: Raw -131961.637933 + Penalty 957.648649 = -131003.989285 nChanged 30 SP:Iteration 10F (129.211365 sec): 3 clusters Score: Raw -132004.137203 + Penalty 969.836827 = -131034.300376 nChanged 22 SP:Iteration 11Q (129.213866 sec): 3 clusters Score: Raw -132031.553482 + Penalty 977.899493 = -131053.653989 nChanged 18 SP:Iteration 12Q (129.216547 sec): 3 clusters Score: Raw -132054.699199 + Penalty 981.955000 = -131072.744199 nChanged 10 SP:Iteration 13Q (129.219114 sec): 3 clusters Score: Raw -132065.761188 + Penalty 981.336774 = -131084.424414 nChanged 7 SP:Iteration 14Q (129.221469 sec): 3 clusters Score: Raw -132070.724292 + Penalty 984.754408 = -131085.969884 nChanged 4 SP:Iteration 15Q (129.223810 sec): 3 clusters Score: Raw -132072.262655 + Penalty 987.436030 = -131084.826624 nChanged 2 SP:Iteration 16F (129.226568 sec): 3 clusters Score: Raw -132073.138940 + Penalty 988.888031 = -131084.250909 nChanged 2 SP:Iteration 17F (129.229309 sec): 3 clusters Score: Raw -132074.260564 + Penalty 990.835687 = -131083.424876 nChanged 2 SP:Iteration 18F (129.232129 sec): 3 clusters Score: Raw -132076.039916 + Penalty 991.174608 = -131084.865308 nChanged 2 SP:Iteration 19Q (129.234761 sec): 3 clusters Score: Raw -132077.218582 + Penalty 992.146777 = -131085.071805 nChanged 2 SP:Iteration 20F (129.237718 sec): 3 clusters Score: Raw -132077.655423 + Penalty 992.146777 = -131085.508645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.239222 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.239782 sec): 3 clusters Score: Raw -15735.146578 + Penalty 918.010422 = -14817.136156 nChanged 41 SP:Iteration 1F (129.240323 sec): 3 clusters Score: Raw -15817.598756 + Penalty 915.518277 = -14902.080479 nChanged 19 SP:Iteration 2F (129.240864 sec): 3 clusters Score: Raw -15858.349882 + Penalty 912.890305 = -14945.459577 nChanged 7 SP:Iteration 3Q (129.241383 sec): 3 clusters Score: Raw -15866.850182 + Penalty 910.927125 = -14955.923057 nChanged 2 SP:Iteration 4Q (129.241900 sec): 3 clusters Score: Raw -15869.475911 + Penalty 910.927125 = -14958.548786 nChanged 0 SP:Iteration 5F (129.242440 sec): 3 clusters Score: Raw -15869.475911 + Penalty 910.927125 = -14958.548786 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.248609 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.252062 sec): 3 clusters Score: Raw -136497.184032 + Penalty 328.275426 = -136168.908606 nChanged 748 SP:Iteration 1F (129.255253 sec): 3 clusters Score: Raw -136986.927805 + Penalty 320.742571 = -136666.185234 nChanged 253 SP:Iteration 2F (129.258444 sec): 3 clusters Score: Raw -137221.447926 + Penalty 316.300746 = -136905.147180 nChanged 134 SP:Iteration 3F (129.261581 sec): 3 clusters Score: Raw -137334.793607 + Penalty 314.779751 = -137020.013856 nChanged 83 SP:Iteration 4Q (129.264615 sec): 3 clusters Score: Raw -137372.401606 + Penalty 313.188021 = -137059.213586 nChanged 44 SP:Iteration 5Q (129.267843 sec): 3 clusters Score: Raw -137383.903692 + Penalty 311.911950 = -137071.991742 nChanged 24 SP:Iteration 6Q (129.270954 sec): 3 clusters Score: Raw -137387.390232 + Penalty 310.398871 = -137076.991361 nChanged 21 SP:Iteration 7Q (129.274005 sec): 3 clusters Score: Raw -137391.555460 + Penalty 308.703130 = -137082.852330 nChanged 16 SP:Iteration 8Q (129.277074 sec): 3 clusters Score: Raw -137395.066212 + Penalty 307.037461 = -137088.028751 nChanged 17 SP:Iteration 9Q (129.280147 sec): 3 clusters Score: Raw -137398.564606 + Penalty 305.536608 = -137093.027998 nChanged 17 SP:Iteration 10F (129.283570 sec): 3 clusters Score: Raw -137401.914014 + Penalty 302.721655 = -137099.192360 nChanged 26 SP:Iteration 11Q (129.286705 sec): 3 clusters Score: Raw -137408.050314 + Penalty 299.620272 = -137108.430042 nChanged 30 SP:Iteration 12Q (129.289729 sec): 3 clusters Score: Raw -137414.318546 + Penalty 297.732491 = -137116.586055 nChanged 21 SP:Iteration 13Q (129.292764 sec): 3 clusters Score: Raw -137417.813126 + Penalty 296.265120 = -137121.548006 nChanged 20 SP:Iteration 14Q (129.295753 sec): 3 clusters Score: Raw -137420.410647 + Penalty 294.985438 = -137125.425208 nChanged 15 SP:Iteration 15Q (129.298713 sec): 3 clusters Score: Raw -137422.591663 + Penalty 293.000819 = -137129.590845 nChanged 21 SP:Iteration 16Q (129.301688 sec): 3 clusters Score: Raw -137426.744892 + Penalty 290.841734 = -137135.903159 nChanged 21 SP:Iteration 17Q (129.304730 sec): 3 clusters Score: Raw -137431.838052 + Penalty 287.786974 = -137144.051079 nChanged 29 SP:Iteration 18Q (129.307751 sec): 3 clusters Score: Raw -137440.373623 + Penalty 286.232923 = -137154.140700 nChanged 25 SP:Iteration 19Q (129.310748 sec): 3 clusters Score: Raw -137448.265235 + Penalty 282.291226 = -137165.974009 nChanged 29 SP:Iteration 20F (129.313951 sec): 3 clusters Score: Raw -137458.828374 + Penalty 277.798223 = -137181.030151 nChanged 33 SP:Iteration 21Q (129.316983 sec): 3 clusters Score: Raw -137474.049215 + Penalty 274.020643 = -137200.028572 nChanged 33 SP:Iteration 22Q (129.320117 sec): 3 clusters Score: Raw -137490.972765 + Penalty 268.204569 = -137222.768195 nChanged 32 SP:Iteration 23Q (129.322987 sec): 3 clusters Score: Raw -137507.725920 + Penalty 263.884336 = -137243.841584 nChanged 30 SP:Iteration 24Q (129.325782 sec): 3 clusters Score: Raw -137522.989339 + Penalty 257.558557 = -137265.430782 nChanged 39 SP:Iteration 25Q (129.328504 sec): 3 clusters Score: Raw -137545.646912 + Penalty 252.019333 = -137293.627579 nChanged 29 SP:Iteration 26Q (129.331208 sec): 3 clusters Score: Raw -137563.952584 + Penalty 246.802073 = -137317.150512 nChanged 27 SP:Iteration 27Q (129.333888 sec): 3 clusters Score: Raw -137579.468813 + Penalty 241.613697 = -137337.855116 nChanged 20 SP:Iteration 28Q (129.336558 sec): 3 clusters Score: Raw -137590.327028 + Penalty 239.008696 = -137351.318332 nChanged 12 SP:Iteration 29Q (129.339437 sec): 3 clusters Score: Raw -137595.197289 + Penalty 239.489392 = -137355.707897 nChanged 10 SP:Iteration 30F (129.342583 sec): 3 clusters Score: Raw -137599.362460 + Penalty 240.837059 = -137358.525400 nChanged 9 SP:Iteration 31Q (129.345196 sec): 3 clusters Score: Raw -137603.269499 + Penalty 240.353469 = -137362.916031 nChanged 6 SP:Iteration 32Q (129.347760 sec): 3 clusters Score: Raw -137605.317174 + Penalty 241.032874 = -137364.284301 nChanged 1 SP:Iteration 33Q (129.350599 sec): 3 clusters Score: Raw -137605.551747 + Penalty 241.032874 = -137364.518873 nChanged 0 SP:Iteration 34F (129.353877 sec): 3 clusters Score: Raw -137605.551747 + Penalty 241.032874 = -137364.518873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.355175 sec): 2 clusters Score: Raw -3674.466092 + Penalty 97.733290 = -3576.732802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.355511 sec): 3 clusters Score: Raw -3766.713863 + Penalty 195.466580 = -3571.247284 nChanged 13 SP:Iteration 1F (129.355832 sec): 3 clusters Score: Raw -3777.180650 + Penalty 200.416435 = -3576.764216 nChanged 4 SP:Iteration 2F (129.356151 sec): 3 clusters Score: Raw -3786.516697 + Penalty 220.062414 = -3566.454283 nChanged 5 SP:Iteration 3F (129.356469 sec): 3 clusters Score: Raw -3793.694425 + Penalty 229.696816 = -3563.997609 nChanged 2 SP:Iteration 4F (129.356791 sec): 3 clusters Score: Raw -3796.432573 + Penalty 249.609151 = -3546.823422 nChanged 3 SP:Iteration 5F (129.357103 sec): 3 clusters Score: Raw -3801.213591 + Penalty 258.875015 = -3542.338575 nChanged 1 SP:Iteration 6F (129.357414 sec): 3 clusters Score: Raw -3803.727809 + Penalty 258.875015 = -3544.852794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.358297 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.358491 sec): 3 clusters Score: Raw -308.878556 + Penalty 54.003745 = -254.874811 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.431194 sec): 2 clusters Score: Raw -1267839.569795 + Penalty 219.167392 = -1267620.402403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.461663 sec): 3 clusters Score: Raw -1256917.054388 + Penalty 465.724582 = -1256451.329806 nChanged 7633 SP:Iteration 1F (129.491682 sec): 3 clusters Score: Raw -1261393.461345 + Penalty 526.335329 = -1260867.126017 nChanged 3392 SP:Iteration 2F (129.521160 sec): 3 clusters Score: Raw -1265310.258754 + Penalty 523.402777 = -1264786.855977 nChanged 1706 SP:Iteration 3F (129.550785 sec): 3 clusters Score: Raw -1267354.484982 + Penalty 586.700483 = -1266767.784499 nChanged 440 SP:Iteration 4Q (129.577187 sec): 3 clusters Score: Raw -1267836.253713 + Penalty 1176.032919 = -1266660.220794 nChanged 9 SP:Iteration 5F (129.607393 sec): 3 clusters Score: Raw -1267853.465330 + Penalty 1102.136226 = -1266751.329104 nChanged 2 SP:Iteration 6Q (129.631482 sec): 3 clusters Score: Raw -1267876.285131 + Penalty 1018.961441 = -1266857.323690 nChanged 2 SP:Iteration 7Q (129.655939 sec): 3 clusters Score: Raw -1267891.120383 + Penalty 1031.263980 = -1266859.856403 nChanged 1 SP:Iteration 8Q (129.679153 sec): 3 clusters Score: Raw -1267895.527393 + Penalty 1031.263980 = -1266864.263413 nChanged 0 SP:Iteration 9F (129.709403 sec): 3 clusters Score: Raw -1267895.527393 + Penalty 1031.263980 = -1266864.263413 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.721223 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.722779 sec): 3 clusters Score: Raw -72111.771498 + Penalty 1517.486154 = -70594.285344 nChanged 280 SP:Iteration 1F (129.724310 sec): 3 clusters Score: Raw -72352.695748 + Penalty 1515.281300 = -70837.414448 nChanged 107 SP:Iteration 2F (129.725839 sec): 3 clusters Score: Raw -72496.874764 + Penalty 1512.240310 = -70984.634454 nChanged 69 SP:Iteration 3F (129.727366 sec): 3 clusters Score: Raw -72563.485347 + Penalty 1511.494950 = -71051.990397 nChanged 32 SP:Iteration 4Q (129.728877 sec): 3 clusters Score: Raw -72589.875736 + Penalty 1510.207993 = -71079.667743 nChanged 19 SP:Iteration 5Q (129.730420 sec): 3 clusters Score: Raw -72603.292702 + Penalty 1509.085745 = -71094.206956 nChanged 10 SP:Iteration 6Q (129.731943 sec): 3 clusters Score: Raw -72610.915449 + Penalty 1508.483184 = -71102.432265 nChanged 5 SP:Iteration 7Q (129.733446 sec): 3 clusters Score: Raw -72613.425822 + Penalty 1508.386983 = -71105.038839 nChanged 2 SP:Iteration 8Q (129.734939 sec): 3 clusters Score: Raw -72614.380887 + Penalty 1508.348278 = -71106.032609 nChanged 2 SP:Iteration 9Q (129.736495 sec): 3 clusters Score: Raw -72616.295481 + Penalty 1508.348278 = -71107.947203 nChanged 0 SP:Iteration 10F (129.738047 sec): 3 clusters Score: Raw -72616.295481 + Penalty 1508.348278 = -71107.947203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.750209 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.754904 sec): 3 clusters Score: Raw -204201.705524 + Penalty 980.717994 = -203220.987530 nChanged 929 SP:Iteration 1F (129.759100 sec): 3 clusters Score: Raw -204727.072495 + Penalty 979.534958 = -203747.537537 nChanged 250 SP:Iteration 2F (129.763296 sec): 3 clusters Score: Raw -204921.267491 + Penalty 978.033062 = -203943.234429 nChanged 211 SP:Iteration 3F (129.767439 sec): 3 clusters Score: Raw -205097.434509 + Penalty 978.228986 = -204119.205523 nChanged 172 SP:Iteration 4F (129.771599 sec): 3 clusters Score: Raw -205212.915429 + Penalty 976.630212 = -204236.285217 nChanged 101 SP:Iteration 5Q (129.775803 sec): 3 clusters Score: Raw -205278.008259 + Penalty 974.712786 = -204303.295474 nChanged 68 SP:Iteration 6Q (129.780259 sec): 3 clusters Score: Raw -205327.581717 + Penalty 970.423196 = -204357.158521 nChanged 53 SP:Iteration 7Q (129.784732 sec): 3 clusters Score: Raw -205372.839650 + Penalty 968.558588 = -204404.281062 nChanged 41 SP:Iteration 8Q (129.789225 sec): 3 clusters Score: Raw -205413.269198 + Penalty 968.277912 = -204444.991286 nChanged 39 SP:Iteration 9Q (129.793265 sec): 3 clusters Score: Raw -205444.282147 + Penalty 966.420672 = -204477.861475 nChanged 28 SP:Iteration 10F (129.797430 sec): 3 clusters Score: Raw -205462.606917 + Penalty 963.511148 = -204499.095769 nChanged 23 SP:Iteration 11Q (129.801344 sec): 3 clusters Score: Raw -205478.245023 + Penalty 962.052801 = -204516.192222 nChanged 12 SP:Iteration 12Q (129.805308 sec): 3 clusters Score: Raw -205483.113529 + Penalty 960.162976 = -204522.950553 nChanged 8 SP:Iteration 13Q (129.809268 sec): 3 clusters Score: Raw -205487.228776 + Penalty 958.869165 = -204528.359611 nChanged 7 SP:Iteration 14Q (129.813077 sec): 3 clusters Score: Raw -205489.272852 + Penalty 957.391936 = -204531.880916 nChanged 5 SP:Iteration 15Q (129.816844 sec): 3 clusters Score: Raw -205491.508589 + Penalty 953.278336 = -204538.230253 nChanged 9 SP:Iteration 16Q (129.820962 sec): 3 clusters Score: Raw -205496.497001 + Penalty 950.129335 = -204546.367667 nChanged 8 SP:Iteration 17Q (129.824724 sec): 3 clusters Score: Raw -205500.998388 + Penalty 949.028514 = -204551.969873 nChanged 6 SP:Iteration 18Q (129.828449 sec): 3 clusters Score: Raw -205502.995816 + Penalty 949.980108 = -204553.015709 nChanged 7 SP:Iteration 19Q (129.832159 sec): 3 clusters Score: Raw -205504.079163 + Penalty 950.063973 = -204554.015190 nChanged 4 SP:Iteration 20F (129.836320 sec): 3 clusters Score: Raw -205505.583722 + Penalty 949.611169 = -204555.972553 nChanged 2 SP:Iteration 21Q (129.840106 sec): 3 clusters Score: Raw -205506.958270 + Penalty 947.415768 = -204559.542501 nChanged 3 SP:Iteration 22Q (129.843801 sec): 3 clusters Score: Raw -205508.245402 + Penalty 947.903803 = -204560.341599 nChanged 1 SP:Iteration 23Q (129.847477 sec): 3 clusters Score: Raw -205508.411937 + Penalty 947.903803 = -204560.508134 nChanged 0 SP:Iteration 24F (129.851715 sec): 3 clusters Score: Raw -205508.411937 + Penalty 947.903803 = -204560.508134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.859548 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.860264 sec): 3 clusters Score: Raw -20914.654681 + Penalty 588.923144 = -20325.731537 nChanged 83 SP:Iteration 1F (129.860964 sec): 3 clusters Score: Raw -20999.360826 + Penalty 588.548416 = -20410.812410 nChanged 33 SP:Iteration 2F (129.861663 sec): 3 clusters Score: Raw -21040.511295 + Penalty 589.496157 = -20451.015138 nChanged 17 SP:Iteration 3F (129.862362 sec): 3 clusters Score: Raw -21065.769885 + Penalty 591.409630 = -20474.360255 nChanged 15 SP:Iteration 4F (129.863059 sec): 3 clusters Score: Raw -21096.846587 + Penalty 591.472685 = -20505.373901 nChanged 5 SP:Iteration 5Q (129.863731 sec): 3 clusters Score: Raw -21102.202399 + Penalty 593.174755 = -20509.027644 nChanged 5 SP:Iteration 6Q (129.864396 sec): 3 clusters Score: Raw -21104.925819 + Penalty 593.741977 = -20511.183842 nChanged 4 SP:Iteration 7Q (129.865063 sec): 3 clusters Score: Raw -21109.319639 + Penalty 593.884799 = -20515.434839 nChanged 2 SP:Iteration 8Q (129.865724 sec): 3 clusters Score: Raw -21110.304096 + Penalty 593.884799 = -20516.419297 nChanged 0 SP:Iteration 9F (129.866449 sec): 3 clusters Score: Raw -21110.304096 + Penalty 593.884799 = -20516.419297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.868867 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.869802 sec): 3 clusters Score: Raw -32419.411771 + Penalty 1669.995400 = -30749.416370 nChanged 91 SP:Iteration 1F (129.870716 sec): 3 clusters Score: Raw -32575.641374 + Penalty 1671.199800 = -30904.441574 nChanged 26 SP:Iteration 2F (129.871628 sec): 3 clusters Score: Raw -32658.784676 + Penalty 1672.211657 = -30986.573018 nChanged 19 SP:Iteration 3Q (129.872503 sec): 3 clusters Score: Raw -32714.880200 + Penalty 1673.939442 = -31040.940758 nChanged 14 SP:Iteration 4Q (129.873416 sec): 3 clusters Score: Raw -32745.022988 + Penalty 1675.661497 = -31069.361491 nChanged 14 SP:Iteration 5Q (129.874271 sec): 3 clusters Score: Raw -32774.274648 + Penalty 1676.200734 = -31098.073914 nChanged 12 SP:Iteration 6Q (129.875120 sec): 3 clusters Score: Raw -32792.174349 + Penalty 1676.719620 = -31115.454729 nChanged 7 SP:Iteration 7Q (129.875982 sec): 3 clusters Score: Raw -32803.365469 + Penalty 1679.800240 = -31123.565229 nChanged 6 SP:Iteration 8Q (129.876818 sec): 3 clusters Score: Raw -32810.796320 + Penalty 1681.490936 = -31129.305384 nChanged 3 SP:Iteration 9Q (129.877652 sec): 3 clusters Score: Raw -32818.325108 + Penalty 1682.669711 = -31135.655397 nChanged 3 SP:Iteration 10F (129.878564 sec): 3 clusters Score: Raw -32820.726070 + Penalty 1682.669711 = -31138.056359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.884697 sec): 2 clusters Score: Raw -90760.898858 + Penalty 500.038986 = -90260.859873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.886961 sec): 3 clusters Score: Raw -90197.109319 + Penalty 1015.384706 = -89181.724613 nChanged 437 SP:Iteration 1F (129.889077 sec): 3 clusters Score: Raw -90603.187703 + Penalty 1038.134121 = -89565.053582 nChanged 125 SP:Iteration 2F (129.891153 sec): 3 clusters Score: Raw -90692.075683 + Penalty 1056.751723 = -89635.323960 nChanged 62 SP:Iteration 3F (129.893186 sec): 3 clusters Score: Raw -90738.432930 + Penalty 1077.718232 = -89660.714698 nChanged 48 SP:Iteration 4Q (129.895206 sec): 3 clusters Score: Raw -90774.646353 + Penalty 1095.944110 = -89678.702243 nChanged 38 SP:Iteration 5Q (129.897219 sec): 3 clusters Score: Raw -90804.234131 + Penalty 1105.551417 = -89698.682714 nChanged 24 SP:Iteration 6Q (129.899220 sec): 3 clusters Score: Raw -90819.208761 + Penalty 1109.338373 = -89709.870387 nChanged 13 SP:Iteration 7Q (129.901242 sec): 3 clusters Score: Raw -90826.900634 + Penalty 1114.398487 = -89712.502147 nChanged 11 SP:Iteration 8Q (129.903248 sec): 3 clusters Score: Raw -90831.981189 + Penalty 1119.491699 = -89712.489490 nChanged 9 SP:Iteration 9F (129.905307 sec): 3 clusters Score: Raw -90836.685588 + Penalty 1122.525788 = -89714.159800 nChanged 8 SP:Iteration 10F (129.907387 sec): 3 clusters Score: Raw -90839.760932 + Penalty 1125.382922 = -89714.378010 nChanged 5 SP:Iteration 11Q (129.909370 sec): 3 clusters Score: Raw -90841.746378 + Penalty 1128.322223 = -89713.424155 nChanged 3 SP:Iteration 12F (129.911403 sec): 3 clusters Score: Raw -90843.186175 + Penalty 1134.067001 = -89709.119174 nChanged 7 SP:Iteration 13F (129.913432 sec): 3 clusters Score: Raw -90845.813677 + Penalty 1135.861981 = -89709.951696 nChanged 4 SP:Iteration 14Q (129.915360 sec): 3 clusters Score: Raw -90846.709907 + Penalty 1136.374771 = -89710.335136 nChanged 1 SP:Iteration 15Q (129.917281 sec): 3 clusters Score: Raw -90846.791304 + Penalty 1136.374771 = -89710.416534 nChanged 0 SP:Iteration 16F (129.919534 sec): 3 clusters Score: Raw -90846.791304 + Penalty 1136.374771 = -89710.416534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.923492 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.924981 sec): 3 clusters Score: Raw -63212.363304 + Penalty 1408.519938 = -61803.843366 nChanged 248 SP:Iteration 1F (129.926422 sec): 3 clusters Score: Raw -63394.302050 + Penalty 1408.298242 = -61986.003808 nChanged 84 SP:Iteration 2F (129.927861 sec): 3 clusters Score: Raw -63467.168771 + Penalty 1411.003631 = -62056.165140 nChanged 49 SP:Iteration 3F (129.929298 sec): 3 clusters Score: Raw -63515.571151 + Penalty 1409.700850 = -62105.870301 nChanged 38 SP:Iteration 4F (129.930716 sec): 3 clusters Score: Raw -63554.829727 + Penalty 1411.687037 = -62143.142690 nChanged 38 SP:Iteration 5F (129.932203 sec): 3 clusters Score: Raw -63592.091928 + Penalty 1414.784329 = -62177.307599 nChanged 26 SP:Iteration 6Q (129.933628 sec): 3 clusters Score: Raw -63618.160910 + Penalty 1418.896453 = -62199.264457 nChanged 16 SP:Iteration 7Q (129.935083 sec): 3 clusters Score: Raw -63632.121086 + Penalty 1422.374484 = -62209.746601 nChanged 7 SP:Iteration 8Q (129.936554 sec): 3 clusters Score: Raw -63643.953785 + Penalty 1427.731938 = -62216.221847 nChanged 6 SP:Iteration 9Q (129.937974 sec): 3 clusters Score: Raw -63651.275530 + Penalty 1426.417646 = -62224.857885 nChanged 3 SP:Iteration 10F (129.939415 sec): 3 clusters Score: Raw -63654.426129 + Penalty 1428.829097 = -62225.597032 nChanged 4 SP:Iteration 11Q (129.940835 sec): 3 clusters Score: Raw -63659.652195 + Penalty 1430.103531 = -62229.548664 nChanged 3 SP:Iteration 12Q (129.942259 sec): 3 clusters Score: Raw -63662.140374 + Penalty 1433.705115 = -62228.435259 nChanged 2 SP:Iteration 13F (129.943699 sec): 3 clusters Score: Raw -63663.277952 + Penalty 1433.705115 = -62229.572837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.947261 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.948912 sec): 3 clusters Score: Raw -68609.888055 + Penalty 1599.829131 = -67010.058924 nChanged 280 SP:Iteration 1F (129.950547 sec): 3 clusters Score: Raw -68838.280411 + Penalty 1598.091103 = -67240.189307 nChanged 65 SP:Iteration 2F (129.952283 sec): 3 clusters Score: Raw -68908.412148 + Penalty 1595.922475 = -67312.489673 nChanged 56 SP:Iteration 3F (129.953987 sec): 3 clusters Score: Raw -68984.792960 + Penalty 1595.502553 = -67389.290408 nChanged 44 SP:Iteration 4F (129.955632 sec): 3 clusters Score: Raw -69031.892710 + Penalty 1598.827901 = -67433.064809 nChanged 39 SP:Iteration 5Q (129.957207 sec): 3 clusters Score: Raw -69082.733966 + Penalty 1601.181231 = -67481.552736 nChanged 35 SP:Iteration 6Q (129.958776 sec): 3 clusters Score: Raw -69129.518620 + Penalty 1606.942714 = -67522.575906 nChanged 37 SP:Iteration 7Q (129.960310 sec): 3 clusters Score: Raw -69171.174263 + Penalty 1613.641812 = -67557.532451 nChanged 33 SP:Iteration 8Q (129.961826 sec): 3 clusters Score: Raw -69204.161917 + Penalty 1619.587073 = -67584.574844 nChanged 24 SP:Iteration 9Q (129.963326 sec): 3 clusters Score: Raw -69227.306158 + Penalty 1629.237854 = -67598.068304 nChanged 24 SP:Iteration 10F (129.964910 sec): 3 clusters Score: Raw -69259.450101 + Penalty 1637.781060 = -67621.669041 nChanged 15 SP:Iteration 11Q (129.966445 sec): 3 clusters Score: Raw -69272.504382 + Penalty 1642.746857 = -67629.757525 nChanged 10 SP:Iteration 12Q (129.967954 sec): 3 clusters Score: Raw -69278.907713 + Penalty 1645.585873 = -67633.321839 nChanged 6 SP:Iteration 13Q (129.969466 sec): 3 clusters Score: Raw -69283.608827 + Penalty 1649.932345 = -67633.676482 nChanged 9 SP:Iteration 14Q (129.970950 sec): 3 clusters Score: Raw -69291.685778 + Penalty 1651.943515 = -67639.742262 nChanged 4 SP:Iteration 15Q (129.972472 sec): 3 clusters Score: Raw -69294.718913 + Penalty 1654.249369 = -67640.469543 nChanged 4 SP:Iteration 16Q (129.973973 sec): 3 clusters Score: Raw -69296.912747 + Penalty 1654.555386 = -67642.357361 nChanged 5 SP:Iteration 17Q (129.975460 sec): 3 clusters Score: Raw -69304.231436 + Penalty 1655.127785 = -67649.103650 nChanged 4 SP:Iteration 18Q (129.976931 sec): 3 clusters Score: Raw -69310.816015 + Penalty 1657.063540 = -67653.752475 nChanged 7 SP:Iteration 19Q (129.978448 sec): 3 clusters Score: Raw -69319.081794 + Penalty 1656.835545 = -67662.246249 nChanged 3 SP:Iteration 20F (129.980060 sec): 3 clusters Score: Raw -69320.491637 + Penalty 1657.326772 = -67663.164865 nChanged 1 SP:Iteration 21Q (129.981563 sec): 3 clusters Score: Raw -69321.328303 + Penalty 1657.544229 = -67663.784074 nChanged 1 SP:Iteration 22Q (129.983102 sec): 3 clusters Score: Raw -69321.701493 + Penalty 1657.544229 = -67664.157264 nChanged 0 SP:Iteration 23F (129.984840 sec): 3 clusters Score: Raw -69321.701493 + Penalty 1657.544229 = -67664.157264 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.001038 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.006889 sec): 3 clusters Score: Raw -258518.724599 + Penalty 815.888541 = -257702.836059 nChanged 1390 SP:Iteration 1F (130.012728 sec): 3 clusters Score: Raw -259123.130757 + Penalty 813.780828 = -258309.349929 nChanged 354 SP:Iteration 2F (130.018660 sec): 3 clusters Score: Raw -259332.755696 + Penalty 807.174948 = -258525.580749 nChanged 285 SP:Iteration 3F (130.024617 sec): 3 clusters Score: Raw -259523.071941 + Penalty 800.306524 = -258722.765417 nChanged 251 SP:Iteration 4F (130.030389 sec): 3 clusters Score: Raw -259683.619909 + Penalty 795.247454 = -258888.372455 nChanged 200 SP:Iteration 5F (130.036151 sec): 3 clusters Score: Raw -259820.315046 + Penalty 787.828118 = -259032.486929 nChanged 199 SP:Iteration 6F (130.041932 sec): 3 clusters Score: Raw -259983.728235 + Penalty 796.737754 = -259186.990481 nChanged 198 SP:Iteration 7F (130.047565 sec): 3 clusters Score: Raw -260175.350362 + Penalty 806.031693 = -259369.318668 nChanged 158 SP:Iteration 8F (130.053658 sec): 3 clusters Score: Raw -260349.549895 + Penalty 828.432005 = -259521.117891 nChanged 96 SP:Iteration 9Q (130.059154 sec): 3 clusters Score: Raw -260475.688928 + Penalty 848.924124 = -259626.764804 nChanged 37 SP:Iteration 10F (130.064937 sec): 3 clusters Score: Raw -260543.321787 + Penalty 872.342190 = -259670.979598 nChanged 28 SP:Iteration 11Q (130.069574 sec): 3 clusters Score: Raw -260566.574150 + Penalty 866.236287 = -259700.337863 nChanged 22 SP:Iteration 12Q (130.074151 sec): 3 clusters Score: Raw -260587.469298 + Penalty 865.703775 = -259721.765523 nChanged 16 SP:Iteration 13Q (130.078712 sec): 3 clusters Score: Raw -260596.807633 + Penalty 865.073142 = -259731.734490 nChanged 9 SP:Iteration 14Q (130.083419 sec): 3 clusters Score: Raw -260599.887151 + Penalty 862.907440 = -259736.979712 nChanged 5 SP:Iteration 15Q (130.088500 sec): 3 clusters Score: Raw -260602.195268 + Penalty 855.910123 = -259746.285145 nChanged 12 SP:Iteration 16Q (130.093564 sec): 3 clusters Score: Raw -260606.669588 + Penalty 852.771596 = -259753.897992 nChanged 7 SP:Iteration 17Q (130.098331 sec): 3 clusters Score: Raw -260609.247976 + Penalty 848.483811 = -259760.764165 nChanged 10 SP:Iteration 18Q (130.103024 sec): 3 clusters Score: Raw -260613.681520 + Penalty 846.520484 = -259767.161036 nChanged 11 SP:Iteration 19Q (130.107693 sec): 3 clusters Score: Raw -260617.549135 + Penalty 846.622648 = -259770.926487 nChanged 9 SP:Iteration 20F (130.113828 sec): 3 clusters Score: Raw -260620.412792 + Penalty 843.277692 = -259777.135100 nChanged 12 SP:Iteration 21Q (130.118589 sec): 3 clusters Score: Raw -260624.773649 + Penalty 844.141820 = -259780.631828 nChanged 7 SP:Iteration 22Q (130.123595 sec): 3 clusters Score: Raw -260627.746248 + Penalty 846.512646 = -259781.233602 nChanged 8 SP:Iteration 23Q (130.128279 sec): 3 clusters Score: Raw -260632.420960 + Penalty 848.277395 = -259784.143565 nChanged 4 SP:Iteration 24Q (130.132916 sec): 3 clusters Score: Raw -260637.850030 + Penalty 850.419784 = -259787.430246 nChanged 6 SP:Iteration 25Q (130.137570 sec): 3 clusters Score: Raw -260651.505398 + Penalty 851.830999 = -259799.674399 nChanged 7 SP:Iteration 26Q (130.142213 sec): 3 clusters Score: Raw -260667.650549 + Penalty 847.624157 = -259820.026392 nChanged 5 SP:Iteration 27Q (130.146805 sec): 3 clusters Score: Raw -260672.719695 + Penalty 846.793791 = -259825.925903 nChanged 1 SP:Iteration 28Q (130.151386 sec): 3 clusters Score: Raw -260672.787187 + Penalty 846.793791 = -259825.993396 nChanged 0 SP:Iteration 29F (130.157513 sec): 3 clusters Score: Raw -260672.787187 + Penalty 846.793791 = -259825.993396 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.162459 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.163721 sec): 3 clusters Score: Raw -47740.043137 + Penalty 605.346193 = -47134.696944 nChanged 209 SP:Iteration 1F (130.164948 sec): 3 clusters Score: Raw -47854.454372 + Penalty 606.443889 = -47248.010483 nChanged 42 SP:Iteration 2F (130.166177 sec): 3 clusters Score: Raw -47877.309479 + Penalty 607.141248 = -47270.168231 nChanged 26 SP:Iteration 3Q (130.167400 sec): 3 clusters Score: Raw -47895.735351 + Penalty 610.615210 = -47285.120141 nChanged 31 SP:Iteration 4F (130.168624 sec): 3 clusters Score: Raw -47927.966538 + Penalty 620.163761 = -47307.802777 nChanged 35 SP:Iteration 5F (130.169926 sec): 3 clusters Score: Raw -47952.063133 + Penalty 634.182018 = -47317.881115 nChanged 34 SP:Iteration 6F (130.171147 sec): 3 clusters Score: Raw -47995.093963 + Penalty 656.910216 = -47338.183748 nChanged 39 SP:Iteration 7F (130.172366 sec): 3 clusters Score: Raw -48029.090272 + Penalty 671.398109 = -47357.692163 nChanged 22 SP:Iteration 8Q (130.173571 sec): 3 clusters Score: Raw -48041.642078 + Penalty 684.002133 = -47357.639945 nChanged 16 SP:Iteration 9F (130.174798 sec): 3 clusters Score: Raw -48057.251875 + Penalty 692.261632 = -47364.990243 nChanged 13 SP:Iteration 10F (130.176032 sec): 3 clusters Score: Raw -48066.758390 + Penalty 696.440483 = -47370.317907 nChanged 7 SP:Iteration 11Q (130.177227 sec): 3 clusters Score: Raw -48075.260964 + Penalty 702.126468 = -47373.134495 nChanged 9 SP:Iteration 12Q (130.178414 sec): 3 clusters Score: Raw -48087.267685 + Penalty 709.231137 = -47378.036548 nChanged 7 SP:Iteration 13Q (130.179574 sec): 3 clusters Score: Raw -48092.441684 + Penalty 711.828814 = -47380.612870 nChanged 5 SP:Iteration 14Q (130.180731 sec): 3 clusters Score: Raw -48094.273103 + Penalty 717.427218 = -47376.845886 nChanged 4 SP:Iteration 15F (130.182025 sec): 3 clusters Score: Raw -48097.088428 + Penalty 719.897242 = -47377.191186 nChanged 2 SP:Iteration 16Q (130.183198 sec): 3 clusters Score: Raw -48097.451587 + Penalty 721.554220 = -47375.897368 nChanged 2 SP:Iteration 17F (130.184423 sec): 3 clusters Score: Raw -48099.166248 + Penalty 727.807776 = -47371.358472 nChanged 3 SP:Iteration 18F (130.185721 sec): 3 clusters Score: Raw -48101.158404 + Penalty 731.243944 = -47369.914460 nChanged 2 SP:Iteration 19F (130.187004 sec): 3 clusters Score: Raw -48103.509174 + Penalty 731.691922 = -47371.817252 nChanged 2 SP:Iteration 20F (130.188285 sec): 3 clusters Score: Raw -48105.940029 + Penalty 737.876509 = -47368.063520 nChanged 3 SP:Iteration 21F (130.189570 sec): 3 clusters Score: Raw -48107.561072 + Penalty 739.671336 = -47367.889735 nChanged 1 SP:Iteration 22F (130.190854 sec): 3 clusters Score: Raw -48108.389675 + Penalty 741.964365 = -47366.425310 nChanged 1 SP:Iteration 23F (130.192130 sec): 3 clusters Score: Raw -48109.306019 + Penalty 743.711712 = -47365.594308 nChanged 2 SP:Iteration 24F (130.193353 sec): 3 clusters Score: Raw -48112.382421 + Penalty 746.855167 = -47365.527254 nChanged 3 SP:Iteration 25F (130.194574 sec): 3 clusters Score: Raw -48116.225071 + Penalty 747.234201 = -47368.990869 nChanged 3 SP:Iteration 26Q (130.195690 sec): 3 clusters Score: Raw -48119.437814 + Penalty 748.432710 = -47371.005103 nChanged 2 SP:Iteration 27Q (130.196842 sec): 3 clusters Score: Raw -48122.435222 + Penalty 755.049609 = -47367.385614 nChanged 3 SP:Iteration 28F (130.198064 sec): 3 clusters Score: Raw -48128.334170 + Penalty 755.049609 = -47373.284562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.200474 sec): 2 clusters Score: Raw -34244.452895 + Penalty 700.465586 = -33543.987309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.201443 sec): 3 clusters Score: Raw -34118.143749 + Penalty 1404.430282 = -32713.713467 nChanged 96 SP:Iteration 1F (130.202344 sec): 3 clusters Score: Raw -34210.065727 + Penalty 1408.214390 = -32801.851337 nChanged 32 SP:Iteration 2F (130.203236 sec): 3 clusters Score: Raw -34260.321722 + Penalty 1414.983048 = -32845.338674 nChanged 24 SP:Iteration 3F (130.204128 sec): 3 clusters Score: Raw -34298.132333 + Penalty 1418.651135 = -32879.481198 nChanged 16 SP:Iteration 4Q (130.205007 sec): 3 clusters Score: Raw -34314.772684 + Penalty 1418.881501 = -32895.891183 nChanged 17 SP:Iteration 5Q (130.205882 sec): 3 clusters Score: Raw -34339.219696 + Penalty 1420.798557 = -32918.421139 nChanged 9 SP:Iteration 6Q (130.206798 sec): 3 clusters Score: Raw -34348.996597 + Penalty 1419.816976 = -32929.179621 nChanged 6 SP:Iteration 7Q (130.207670 sec): 3 clusters Score: Raw -34359.936709 + Penalty 1420.436041 = -32939.500669 nChanged 7 SP:Iteration 8Q (130.208540 sec): 3 clusters Score: Raw -34368.718686 + Penalty 1420.956254 = -32947.762432 nChanged 4 SP:Iteration 9Q (130.209402 sec): 3 clusters Score: Raw -34373.349496 + Penalty 1420.770517 = -32952.578979 nChanged 2 SP:Iteration 10F (130.210292 sec): 3 clusters Score: Raw -34376.715977 + Penalty 1420.770517 = -32955.945460 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.216266 sec): 2 clusters Score: Raw -103553.045345 + Penalty 591.485819 = -102961.559526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.218591 sec): 3 clusters Score: Raw -102882.566308 + Penalty 1176.420693 = -101706.145615 nChanged 441 SP:Iteration 1F (130.221012 sec): 3 clusters Score: Raw -103177.571209 + Penalty 1181.793393 = -101995.777817 nChanged 164 SP:Iteration 2F (130.223363 sec): 3 clusters Score: Raw -103310.259105 + Penalty 1220.090480 = -102090.168626 nChanged 110 SP:Iteration 3F (130.225583 sec): 3 clusters Score: Raw -103427.946856 + Penalty 1273.423185 = -102154.523671 nChanged 76 SP:Iteration 4F (130.227856 sec): 3 clusters Score: Raw -103526.344014 + Penalty 1335.099037 = -102191.244977 nChanged 56 SP:Iteration 5Q (130.230084 sec): 3 clusters Score: Raw -103616.767176 + Penalty 1363.122305 = -102253.644871 nChanged 27 SP:Iteration 6Q (130.232127 sec): 3 clusters Score: Raw -103660.146323 + Penalty 1380.030529 = -102280.115794 nChanged 18 SP:Iteration 7Q (130.234075 sec): 3 clusters Score: Raw -103678.766737 + Penalty 1380.169958 = -102298.596779 nChanged 4 SP:Iteration 8Q (130.235984 sec): 3 clusters Score: Raw -103684.936086 + Penalty 1379.283210 = -102305.652875 nChanged 3 SP:Iteration 9Q (130.238006 sec): 3 clusters Score: Raw -103688.095184 + Penalty 1381.146070 = -102306.949114 nChanged 1 SP:Iteration 10F (130.240412 sec): 3 clusters Score: Raw -103688.900606 + Penalty 1379.877522 = -102309.023085 nChanged 1 SP:Iteration 11Q (130.242310 sec): 3 clusters Score: Raw -103690.877972 + Penalty 1380.130075 = -102310.747897 nChanged 2 SP:Iteration 12Q (130.244203 sec): 3 clusters Score: Raw -103694.715217 + Penalty 1378.478061 = -102316.237156 nChanged 2 SP:Iteration 13Q (130.246087 sec): 3 clusters Score: Raw -103696.818850 + Penalty 1378.294266 = -102318.524584 nChanged 4 SP:Iteration 14Q (130.247968 sec): 3 clusters Score: Raw -103704.019695 + Penalty 1381.513995 = -102322.505700 nChanged 2 SP:Iteration 15Q (130.249838 sec): 3 clusters Score: Raw -103709.609596 + Penalty 1380.530952 = -102329.078643 nChanged 1 SP:Iteration 16Q (130.251698 sec): 3 clusters Score: Raw -103710.580981 + Penalty 1380.530952 = -102330.050029 nChanged 0 SP:Iteration 17F (130.254078 sec): 3 clusters Score: Raw -103710.580981 + Penalty 1380.530952 = -102330.050029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.257183 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.258335 sec): 3 clusters Score: Raw -44425.081113 + Penalty 1073.440024 = -43351.641089 nChanged 166 SP:Iteration 1F (130.259429 sec): 3 clusters Score: Raw -44531.364735 + Penalty 1074.562153 = -43456.802582 nChanged 53 SP:Iteration 2F (130.260517 sec): 3 clusters Score: Raw -44579.260111 + Penalty 1075.820008 = -43503.440103 nChanged 39 SP:Iteration 3F (130.261604 sec): 3 clusters Score: Raw -44612.982869 + Penalty 1078.512382 = -43534.470487 nChanged 21 SP:Iteration 4Q (130.262683 sec): 3 clusters Score: Raw -44635.446331 + Penalty 1081.389643 = -43554.056688 nChanged 14 SP:Iteration 5Q (130.263759 sec): 3 clusters Score: Raw -44646.026950 + Penalty 1084.213508 = -43561.813442 nChanged 12 SP:Iteration 6Q (130.264864 sec): 3 clusters Score: Raw -44658.773898 + Penalty 1085.295463 = -43573.478435 nChanged 11 SP:Iteration 7Q (130.265994 sec): 3 clusters Score: Raw -44666.216052 + Penalty 1085.676102 = -43580.539950 nChanged 9 SP:Iteration 8Q (130.267061 sec): 3 clusters Score: Raw -44672.568307 + Penalty 1086.628836 = -43585.939472 nChanged 4 SP:Iteration 9Q (130.268140 sec): 3 clusters Score: Raw -44674.032557 + Penalty 1087.047628 = -43586.984929 nChanged 1 SP:Iteration 10F (130.269229 sec): 3 clusters Score: Raw -44674.148762 + Penalty 1087.047628 = -43587.101133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.272659 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.274405 sec): 3 clusters Score: Raw -79122.394534 + Penalty 1617.756594 = -77504.637940 nChanged 289 SP:Iteration 1F (130.276234 sec): 3 clusters Score: Raw -79348.490633 + Penalty 1617.362543 = -77731.128090 nChanged 69 SP:Iteration 2F (130.277955 sec): 3 clusters Score: Raw -79413.398879 + Penalty 1617.752476 = -77795.646403 nChanged 48 SP:Iteration 3F (130.279657 sec): 3 clusters Score: Raw -79456.424934 + Penalty 1620.744727 = -77835.680206 nChanged 51 SP:Iteration 4F (130.281344 sec): 3 clusters Score: Raw -79511.526759 + Penalty 1627.707204 = -77883.819555 nChanged 51 SP:Iteration 5F (130.283030 sec): 3 clusters Score: Raw -79556.338167 + Penalty 1636.782392 = -77919.555775 nChanged 35 SP:Iteration 6Q (130.284751 sec): 3 clusters Score: Raw -79586.725221 + Penalty 1646.289475 = -77940.435746 nChanged 28 SP:Iteration 7Q (130.286570 sec): 3 clusters Score: Raw -79609.303022 + Penalty 1651.935678 = -77957.367344 nChanged 20 SP:Iteration 8Q (130.288365 sec): 3 clusters Score: Raw -79631.340754 + Penalty 1657.967303 = -77973.373451 nChanged 16 SP:Iteration 9Q (130.290115 sec): 3 clusters Score: Raw -79644.359200 + Penalty 1661.754913 = -77982.604287 nChanged 8 SP:Iteration 10F (130.291940 sec): 3 clusters Score: Raw -79651.069391 + Penalty 1667.868561 = -77983.200829 nChanged 12 SP:Iteration 11Q (130.293751 sec): 3 clusters Score: Raw -79663.492074 + Penalty 1671.314605 = -77992.177469 nChanged 6 SP:Iteration 12Q (130.295500 sec): 3 clusters Score: Raw -79669.214151 + Penalty 1673.452378 = -77995.761773 nChanged 3 SP:Iteration 13Q (130.297198 sec): 3 clusters Score: Raw -79674.347511 + Penalty 1673.728061 = -78000.619450 nChanged 1 SP:Iteration 14Q (130.298894 sec): 3 clusters Score: Raw -79675.099537 + Penalty 1675.189101 = -77999.910436 nChanged 3 SP:Iteration 15F (130.300750 sec): 3 clusters Score: Raw -79677.136280 + Penalty 1675.793443 = -78001.342837 nChanged 3 SP:Iteration 16Q (130.302532 sec): 3 clusters Score: Raw -79681.422108 + Penalty 1677.307647 = -78004.114461 nChanged 3 SP:Iteration 17Q (130.304251 sec): 3 clusters Score: Raw -79684.544184 + Penalty 1677.891480 = -78006.652704 nChanged 2 SP:Iteration 18Q (130.306010 sec): 3 clusters Score: Raw -79687.194247 + Penalty 1678.030415 = -78009.163832 nChanged 1 SP:Iteration 19Q (130.307672 sec): 3 clusters Score: Raw -79687.778407 + Penalty 1678.030415 = -78009.747992 nChanged 0 SP:Iteration 20F (130.309365 sec): 3 clusters Score: Raw -79687.778407 + Penalty 1678.030415 = -78009.747992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.310106 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.310399 sec): 3 clusters Score: Raw -2740.983444 + Penalty 243.399100 = -2497.584345 nChanged 4 SP:Iteration 1F (130.310688 sec): 3 clusters Score: Raw -2750.467509 + Penalty 251.113957 = -2499.353552 nChanged 1 SP:Iteration 2Q (130.310959 sec): 3 clusters Score: Raw -2753.626291 + Penalty 260.040102 = -2493.586189 nChanged 1 SP:Iteration 3F (130.311239 sec): 3 clusters Score: Raw -2760.684845 + Penalty 260.040102 = -2500.644744 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.320879 sec): 2 clusters Score: Raw -239870.123829 + Penalty 485.308160 = -239384.815669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.326481 sec): 3 clusters Score: Raw -238148.041493 + Penalty 981.267354 = -237166.774140 nChanged 1205 SP:Iteration 1F (130.331913 sec): 3 clusters Score: Raw -239055.649810 + Penalty 993.728021 = -238061.921789 nChanged 363 SP:Iteration 2F (130.337123 sec): 3 clusters Score: Raw -239348.106900 + Penalty 1002.626944 = -238345.479956 nChanged 204 SP:Iteration 3F (130.342277 sec): 3 clusters Score: Raw -239484.680911 + Penalty 1007.573045 = -238477.107866 nChanged 128 SP:Iteration 4Q (130.347434 sec): 3 clusters Score: Raw -239551.101518 + Penalty 1012.814559 = -238538.286959 nChanged 95 SP:Iteration 5Q (130.352613 sec): 3 clusters Score: Raw -239591.862765 + Penalty 1020.158536 = -238571.704229 nChanged 74 SP:Iteration 6Q (130.357910 sec): 3 clusters Score: Raw -239625.977033 + Penalty 1025.940838 = -238600.036195 nChanged 54 SP:Iteration 7Q (130.362990 sec): 3 clusters Score: Raw -239648.466645 + Penalty 1033.293543 = -238615.173102 nChanged 54 SP:Iteration 8Q (130.368038 sec): 3 clusters Score: Raw -239668.204270 + Penalty 1040.065597 = -238628.138673 nChanged 58 SP:Iteration 9Q (130.373404 sec): 3 clusters Score: Raw -239692.835492 + Penalty 1047.002182 = -238645.833310 nChanged 49 SP:Iteration 10F (130.378654 sec): 3 clusters Score: Raw -239709.768208 + Penalty 1056.060571 = -238653.707636 nChanged 48 SP:Iteration 11Q (130.383518 sec): 3 clusters Score: Raw -239728.147824 + Penalty 1063.832123 = -238664.315701 nChanged 51 SP:Iteration 12Q (130.388618 sec): 3 clusters Score: Raw -239744.792439 + Penalty 1071.050146 = -238673.742293 nChanged 51 SP:Iteration 13Q (130.393736 sec): 3 clusters Score: Raw -239760.623302 + Penalty 1078.672639 = -238681.950663 nChanged 40 SP:Iteration 14Q (130.398622 sec): 3 clusters Score: Raw -239772.451912 + Penalty 1083.587858 = -238688.864054 nChanged 31 SP:Iteration 15Q (130.403556 sec): 3 clusters Score: Raw -239783.810228 + Penalty 1094.591552 = -238689.218676 nChanged 44 SP:Iteration 16Q (130.408481 sec): 3 clusters Score: Raw -239800.250958 + Penalty 1106.653281 = -238693.597677 nChanged 45 SP:Iteration 17Q (130.413299 sec): 3 clusters Score: Raw -239819.695952 + Penalty 1116.638929 = -238703.057023 nChanged 44 SP:Iteration 18Q (130.418009 sec): 3 clusters Score: Raw -239842.056564 + Penalty 1127.889343 = -238714.167221 nChanged 48 SP:Iteration 19Q (130.422881 sec): 3 clusters Score: Raw -239863.318927 + Penalty 1136.097511 = -238727.221417 nChanged 30 SP:Iteration 20F (130.428225 sec): 3 clusters Score: Raw -239875.937605 + Penalty 1141.156667 = -238734.780937 nChanged 19 SP:Iteration 21Q (130.433078 sec): 3 clusters Score: Raw -239879.770801 + Penalty 1143.834064 = -238735.936738 nChanged 9 SP:Iteration 22Q (130.437727 sec): 3 clusters Score: Raw -239882.120194 + Penalty 1146.807818 = -238735.312377 nChanged 10 SP:Iteration 23F (130.442925 sec): 3 clusters Score: Raw -239884.499536 + Penalty 1148.013013 = -238736.486523 nChanged 3 SP:Iteration 24Q (130.447614 sec): 3 clusters Score: Raw -239885.333851 + Penalty 1149.202729 = -238736.131122 nChanged 5 SP:Iteration 25F (130.452777 sec): 3 clusters Score: Raw -239886.954195 + Penalty 1149.979076 = -238736.975119 nChanged 3 SP:Iteration 26Q (130.457687 sec): 3 clusters Score: Raw -239888.305857 + Penalty 1150.344444 = -238737.961412 nChanged 2 SP:Iteration 27Q (130.462254 sec): 3 clusters Score: Raw -239888.786085 + Penalty 1150.344444 = -238738.441641 nChanged 0 SP:Iteration 28F (130.467386 sec): 3 clusters Score: Raw -239888.786085 + Penalty 1150.344444 = -238738.441641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.470363 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.471190 sec): 3 clusters Score: Raw -29023.974887 + Penalty 97.729871 = -28926.245016 nChanged 157 SP:Iteration 1F (130.472001 sec): 3 clusters Score: Raw -29181.335466 + Penalty 98.398848 = -29082.936618 nChanged 32 SP:Iteration 2F (130.472803 sec): 3 clusters Score: Raw -29221.751071 + Penalty 49.819095 = -29171.931976 nChanged 29 SP:Iteration 3F (130.473475 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.477258 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.479470 sec): 3 clusters Score: Raw -101422.122455 + Penalty 1123.775009 = -100298.347446 nChanged 441 SP:Iteration 1F (130.481648 sec): 3 clusters Score: Raw -101683.403629 + Penalty 1123.333173 = -100560.070457 nChanged 135 SP:Iteration 2F (130.483794 sec): 3 clusters Score: Raw -101781.744496 + Penalty 1122.335397 = -100659.409098 nChanged 94 SP:Iteration 3F (130.485917 sec): 3 clusters Score: Raw -101844.937892 + Penalty 1121.794390 = -100723.143502 nChanged 66 SP:Iteration 4F (130.488267 sec): 3 clusters Score: Raw -101885.056902 + Penalty 1123.449962 = -100761.606940 nChanged 60 SP:Iteration 5F (130.490608 sec): 3 clusters Score: Raw -101924.287032 + Penalty 1126.973072 = -100797.313960 nChanged 55 SP:Iteration 6Q (130.492774 sec): 3 clusters Score: Raw -101965.247513 + Penalty 1136.396479 = -100828.851034 nChanged 48 SP:Iteration 7Q (130.494960 sec): 3 clusters Score: Raw -102000.215987 + Penalty 1147.702412 = -100852.513575 nChanged 41 SP:Iteration 8Q (130.497282 sec): 3 clusters Score: Raw -102029.049018 + Penalty 1156.269889 = -100872.779129 nChanged 26 SP:Iteration 9Q (130.499554 sec): 3 clusters Score: Raw -102045.209835 + Penalty 1164.335392 = -100880.874443 nChanged 26 SP:Iteration 10F (130.501701 sec): 3 clusters Score: Raw -102056.653268 + Penalty 1173.071194 = -100883.582074 nChanged 25 SP:Iteration 11Q (130.503826 sec): 3 clusters Score: Raw -102065.818427 + Penalty 1178.228934 = -100887.589493 nChanged 15 SP:Iteration 12Q (130.505950 sec): 3 clusters Score: Raw -102073.088840 + Penalty 1183.916081 = -100889.172759 nChanged 16 SP:Iteration 13Q (130.508065 sec): 3 clusters Score: Raw -102081.913320 + Penalty 1191.352264 = -100890.561055 nChanged 20 SP:Iteration 14Q (130.510213 sec): 3 clusters Score: Raw -102094.011247 + Penalty 1197.655304 = -100896.355943 nChanged 16 SP:Iteration 15Q (130.512306 sec): 3 clusters Score: Raw -102101.769093 + Penalty 1201.581493 = -100900.187600 nChanged 10 SP:Iteration 16Q (130.514370 sec): 3 clusters Score: Raw -102106.401582 + Penalty 1206.932844 = -100899.468738 nChanged 13 SP:Iteration 17F (130.516488 sec): 3 clusters Score: Raw -102113.574489 + Penalty 1212.353984 = -100901.220505 nChanged 12 SP:Iteration 18Q (130.518512 sec): 3 clusters Score: Raw -102118.780227 + Penalty 1214.524515 = -100904.255712 nChanged 7 SP:Iteration 19Q (130.520670 sec): 3 clusters Score: Raw -102122.647280 + Penalty 1215.952962 = -100906.694318 nChanged 7 SP:Iteration 20F (130.522846 sec): 3 clusters Score: Raw -102125.904155 + Penalty 1218.151741 = -100907.752414 nChanged 4 SP:Iteration 21Q (130.524929 sec): 3 clusters Score: Raw -102127.037109 + Penalty 1218.151741 = -100908.885369 nChanged 0 SP:Iteration 22F (130.527133 sec): 3 clusters Score: Raw -102127.037109 + Penalty 1218.151741 = -100908.885369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.528841 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.529787 sec): 3 clusters Score: Raw -33570.603564 + Penalty 1365.113485 = -32205.490079 nChanged 98 SP:Iteration 1F (130.530723 sec): 3 clusters Score: Raw -33691.799461 + Penalty 1371.045871 = -32320.753591 nChanged 43 SP:Iteration 2F (130.531655 sec): 3 clusters Score: Raw -33756.463356 + Penalty 1377.285560 = -32379.177796 nChanged 23 SP:Iteration 3F (130.532583 sec): 3 clusters Score: Raw -33787.194197 + Penalty 1379.103162 = -32408.091035 nChanged 8 SP:Iteration 4Q (130.533485 sec): 3 clusters Score: Raw -33794.369925 + Penalty 1382.367147 = -32412.002778 nChanged 6 SP:Iteration 5Q (130.534391 sec): 3 clusters Score: Raw -33803.832512 + Penalty 1381.757283 = -32422.075229 nChanged 5 SP:Iteration 6Q (130.535307 sec): 3 clusters Score: Raw -33807.090411 + Penalty 1381.592450 = -32425.497962 nChanged 2 SP:Iteration 7Q (130.536205 sec): 3 clusters Score: Raw -33809.575850 + Penalty 1381.592450 = -32427.983400 nChanged 0 SP:Iteration 8F (130.537176 sec): 3 clusters Score: Raw -33809.575850 + Penalty 1381.592450 = -32427.983400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.538941 sec): 2 clusters Score: Raw -36694.699389 + Penalty 239.981124 = -36454.718265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.540006 sec): 3 clusters Score: Raw -36449.792863 + Penalty 479.096514 = -35970.696348 nChanged 164 SP:Iteration 1F (130.541055 sec): 3 clusters Score: Raw -36567.509854 + Penalty 486.753499 = -36080.756355 nChanged 78 SP:Iteration 2F (130.542101 sec): 3 clusters Score: Raw -36656.667605 + Penalty 497.502137 = -36159.165468 nChanged 46 SP:Iteration 3F (130.543129 sec): 3 clusters Score: Raw -36713.975291 + Penalty 515.887914 = -36198.087377 nChanged 30 SP:Iteration 4F (130.544135 sec): 3 clusters Score: Raw -36747.624829 + Penalty 532.596307 = -36215.028523 nChanged 15 SP:Iteration 5Q (130.545114 sec): 3 clusters Score: Raw -36764.687049 + Penalty 551.541556 = -36213.145493 nChanged 7 SP:Iteration 6F (130.546117 sec): 3 clusters Score: Raw -36770.640657 + Penalty 563.633616 = -36207.007041 nChanged 3 SP:Iteration 7F (130.547119 sec): 3 clusters Score: Raw -36773.558699 + Penalty 562.265673 = -36211.293025 nChanged 2 SP:Iteration 8Q (130.548076 sec): 3 clusters Score: Raw -36775.306123 + Penalty 568.477549 = -36206.828574 nChanged 1 SP:Iteration 9F (130.549080 sec): 3 clusters Score: Raw -36776.250431 + Penalty 573.584440 = -36202.665991 nChanged 1 SP:Iteration 10F (130.550090 sec): 3 clusters Score: Raw -36777.294399 + Penalty 582.651138 = -36194.643262 nChanged 2 SP:Iteration 11F (130.551092 sec): 3 clusters Score: Raw -36779.274932 + Penalty 588.920698 = -36190.354234 nChanged 1 SP:Iteration 12F (130.552162 sec): 3 clusters Score: Raw -36779.714979 + Penalty 588.920698 = -36190.794281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.554124 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.555258 sec): 3 clusters Score: Raw -45338.494910 + Penalty 1909.282761 = -43429.212149 nChanged 112 SP:Iteration 1F (130.556376 sec): 3 clusters Score: Raw -45464.523144 + Penalty 1908.892354 = -43555.630790 nChanged 36 SP:Iteration 2F (130.557453 sec): 3 clusters Score: Raw -45508.258783 + Penalty 1908.451747 = -43599.807036 nChanged 22 SP:Iteration 3Q (130.558511 sec): 3 clusters Score: Raw -45541.726487 + Penalty 1908.012763 = -43633.713724 nChanged 17 SP:Iteration 4Q (130.559558 sec): 3 clusters Score: Raw -45567.519568 + Penalty 1908.021691 = -43659.497878 nChanged 8 SP:Iteration 5Q (130.560598 sec): 3 clusters Score: Raw -45579.665293 + Penalty 1908.272734 = -43671.392559 nChanged 7 SP:Iteration 6Q (130.561635 sec): 3 clusters Score: Raw -45594.860732 + Penalty 1908.445957 = -43686.414776 nChanged 5 SP:Iteration 7Q (130.562668 sec): 3 clusters Score: Raw -45603.142256 + Penalty 1908.446391 = -43694.695865 nChanged 5 SP:Iteration 8Q (130.563698 sec): 3 clusters Score: Raw -45606.693218 + Penalty 1908.509657 = -43698.183561 nChanged 3 SP:Iteration 9Q (130.564727 sec): 3 clusters Score: Raw -45608.913875 + Penalty 1908.559609 = -43700.354266 nChanged 3 SP:Iteration 10F (130.565787 sec): 3 clusters Score: Raw -45611.126899 + Penalty 1908.781279 = -43702.345620 nChanged 2 SP:Iteration 11Q (130.566818 sec): 3 clusters Score: Raw -45613.219588 + Penalty 1908.781279 = -43704.438310 nChanged 0 SP:Iteration 12F (130.567877 sec): 3 clusters Score: Raw -45613.219588 + Penalty 1908.781279 = -43704.438310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.569531 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.570525 sec): 3 clusters Score: Raw -36347.356034 + Penalty 507.411093 = -35839.944941 nChanged 161 SP:Iteration 1F (130.571505 sec): 3 clusters Score: Raw -36434.005724 + Penalty 507.827553 = -35926.178171 nChanged 39 SP:Iteration 2F (130.572484 sec): 3 clusters Score: Raw -36458.238487 + Penalty 510.260726 = -35947.977760 nChanged 33 SP:Iteration 3F (130.573463 sec): 3 clusters Score: Raw -36486.635200 + Penalty 512.221932 = -35974.413269 nChanged 26 SP:Iteration 4F (130.574437 sec): 3 clusters Score: Raw -36507.595128 + Penalty 513.873266 = -35993.721862 nChanged 16 SP:Iteration 5Q (130.575425 sec): 3 clusters Score: Raw -36520.273634 + Penalty 516.403960 = -36003.869674 nChanged 12 SP:Iteration 6Q (130.576392 sec): 3 clusters Score: Raw -36525.549649 + Penalty 519.681757 = -36005.867892 nChanged 9 SP:Iteration 7Q (130.577357 sec): 3 clusters Score: Raw -36530.654404 + Penalty 524.387126 = -36006.267277 nChanged 12 SP:Iteration 8Q (130.578322 sec): 3 clusters Score: Raw -36537.384147 + Penalty 530.357185 = -36007.026961 nChanged 11 SP:Iteration 9Q (130.579288 sec): 3 clusters Score: Raw -36544.148325 + Penalty 536.844456 = -36007.303868 nChanged 10 SP:Iteration 10F (130.580262 sec): 3 clusters Score: Raw -36554.416760 + Penalty 547.425112 = -36006.991649 nChanged 12 SP:Iteration 11F (130.581237 sec): 3 clusters Score: Raw -36565.397066 + Penalty 561.537341 = -36003.859725 nChanged 15 SP:Iteration 12F (130.582211 sec): 3 clusters Score: Raw -36576.748089 + Penalty 574.600014 = -36002.148075 nChanged 15 SP:Iteration 13F (130.583184 sec): 3 clusters Score: Raw -36587.701405 + Penalty 587.870285 = -35999.831120 nChanged 13 SP:Iteration 14F (130.584156 sec): 3 clusters Score: Raw -36597.566595 + Penalty 597.897378 = -35999.669217 nChanged 9 SP:Iteration 15F (130.585229 sec): 3 clusters Score: Raw -36603.526324 + Penalty 604.047443 = -35999.478881 nChanged 6 SP:Iteration 16F (130.586263 sec): 3 clusters Score: Raw -36605.746502 + Penalty 607.817319 = -35997.929183 nChanged 2 SP:Iteration 17F (130.587278 sec): 3 clusters Score: Raw -36606.323643 + Penalty 611.759300 = -35994.564344 nChanged 3 SP:Iteration 18F (130.588294 sec): 3 clusters Score: Raw -36607.508371 + Penalty 621.224986 = -35986.283385 nChanged 6 SP:Iteration 19F (130.589295 sec): 3 clusters Score: Raw -36614.126184 + Penalty 625.063992 = -35989.062192 nChanged 5 SP:Iteration 20F (130.590312 sec): 3 clusters Score: Raw -36617.402079 + Penalty 625.123288 = -35992.278792 nChanged 3 SP:Iteration 21Q (130.591251 sec): 3 clusters Score: Raw -36620.271219 + Penalty 625.125900 = -35995.145319 nChanged 4 SP:Iteration 22Q (130.592185 sec): 3 clusters Score: Raw -36623.648232 + Penalty 625.542967 = -35998.105265 nChanged 4 SP:Iteration 23Q (130.593097 sec): 3 clusters Score: Raw -36627.264279 + Penalty 622.666191 = -36004.598088 nChanged 4 SP:Iteration 24Q (130.593987 sec): 3 clusters Score: Raw -36630.917635 + Penalty 626.815865 = -36004.101771 nChanged 3 SP:Iteration 25F (130.594959 sec): 3 clusters Score: Raw -36637.013496 + Penalty 629.769914 = -36007.243582 nChanged 2 SP:Iteration 26Q (130.595840 sec): 3 clusters Score: Raw -36637.651895 + Penalty 629.769914 = -36007.881981 nChanged 0 SP:Iteration 27F (130.596822 sec): 3 clusters Score: Raw -36637.651895 + Penalty 629.769914 = -36007.881981 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.599961 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.601939 sec): 3 clusters Score: Raw -72706.429374 + Penalty 669.818732 = -72036.610642 nChanged 341 SP:Iteration 1F (130.603832 sec): 3 clusters Score: Raw -72992.138502 + Penalty 669.325912 = -72322.812589 nChanged 115 SP:Iteration 2F (130.605639 sec): 3 clusters Score: Raw -73099.264262 + Penalty 669.105853 = -72430.158409 nChanged 53 SP:Iteration 3F (130.607486 sec): 3 clusters Score: Raw -73126.216396 + Penalty 669.406234 = -72456.810162 nChanged 19 SP:Iteration 4Q (130.609217 sec): 3 clusters Score: Raw -73132.580104 + Penalty 669.867630 = -72462.712474 nChanged 17 SP:Iteration 5Q (130.610952 sec): 3 clusters Score: Raw -73139.591106 + Penalty 670.215014 = -72469.376092 nChanged 15 SP:Iteration 6Q (130.612715 sec): 3 clusters Score: Raw -73145.677375 + Penalty 670.544416 = -72475.132959 nChanged 12 SP:Iteration 7Q (130.614440 sec): 3 clusters Score: Raw -73149.071124 + Penalty 671.034070 = -72478.037054 nChanged 8 SP:Iteration 8Q (130.616124 sec): 3 clusters Score: Raw -73151.039035 + Penalty 671.080297 = -72479.958738 nChanged 4 SP:Iteration 9Q (130.617813 sec): 3 clusters Score: Raw -73152.565902 + Penalty 671.347844 = -72481.218058 nChanged 4 SP:Iteration 10F (130.619702 sec): 3 clusters Score: Raw -73154.485183 + Penalty 671.559229 = -72482.925955 nChanged 2 SP:Iteration 11Q (130.621516 sec): 3 clusters Score: Raw -73154.628783 + Penalty 671.559229 = -72483.069554 nChanged 0 SP:Iteration 12F (130.623359 sec): 3 clusters Score: Raw -73154.628783 + Penalty 671.559229 = -72483.069554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.624879 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.625748 sec): 3 clusters Score: Raw -29727.568176 + Penalty 1733.455343 = -27994.112833 nChanged 74 SP:Iteration 1F (130.626581 sec): 3 clusters Score: Raw -29841.140179 + Penalty 1734.904506 = -28106.235673 nChanged 32 SP:Iteration 2F (130.627408 sec): 3 clusters Score: Raw -29884.002589 + Penalty 1735.612982 = -28148.389607 nChanged 15 SP:Iteration 3Q (130.628239 sec): 3 clusters Score: Raw -29912.023787 + Penalty 1736.121381 = -28175.902406 nChanged 12 SP:Iteration 4Q (130.629038 sec): 3 clusters Score: Raw -29930.711167 + Penalty 1735.991033 = -28194.720134 nChanged 7 SP:Iteration 5Q (130.629830 sec): 3 clusters Score: Raw -29943.102350 + Penalty 1736.502118 = -28206.600232 nChanged 8 SP:Iteration 6Q (130.630622 sec): 3 clusters Score: Raw -29963.646503 + Penalty 1736.495938 = -28227.150565 nChanged 8 SP:Iteration 7Q (130.631427 sec): 3 clusters Score: Raw -29974.405007 + Penalty 1736.599829 = -28237.805178 nChanged 1 SP:Iteration 8Q (130.632212 sec): 3 clusters Score: Raw -29975.340621 + Penalty 1736.708576 = -28238.632045 nChanged 1 SP:Iteration 9Q (130.632998 sec): 3 clusters Score: Raw -29977.572543 + Penalty 1736.708576 = -28240.863967 nChanged 0 SP:Iteration 10F (130.633824 sec): 3 clusters Score: Raw -29977.572543 + Penalty 1736.708576 = -28240.863967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.641407 sec): 2 clusters Score: Raw -141719.274448 + Penalty 529.759539 = -141189.514909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.644350 sec): 3 clusters Score: Raw -140858.458695 + Penalty 1063.719726 = -139794.738969 nChanged 596 SP:Iteration 1F (130.647240 sec): 3 clusters Score: Raw -141176.103162 + Penalty 1071.097703 = -140105.005458 nChanged 154 SP:Iteration 2F (130.650111 sec): 3 clusters Score: Raw -141272.527410 + Penalty 1082.710279 = -140189.817132 nChanged 109 SP:Iteration 3F (130.653099 sec): 3 clusters Score: Raw -141356.527788 + Penalty 1099.180785 = -140257.347003 nChanged 107 SP:Iteration 4F (130.656228 sec): 3 clusters Score: Raw -141450.982115 + Penalty 1120.521046 = -140330.461069 nChanged 93 SP:Iteration 5F (130.659171 sec): 3 clusters Score: Raw -141545.741719 + Penalty 1145.729633 = -140400.012086 nChanged 83 SP:Iteration 6F (130.662068 sec): 3 clusters Score: Raw -141633.502083 + Penalty 1182.112701 = -140451.389381 nChanged 58 SP:Iteration 7Q (130.664826 sec): 3 clusters Score: Raw -141698.724219 + Penalty 1203.676233 = -140495.047985 nChanged 38 SP:Iteration 8Q (130.667480 sec): 3 clusters Score: Raw -141736.163920 + Penalty 1226.186962 = -140509.976958 nChanged 29 SP:Iteration 9Q (130.670146 sec): 3 clusters Score: Raw -141760.457993 + Penalty 1240.907070 = -140519.550924 nChanged 14 SP:Iteration 10F (130.673119 sec): 3 clusters Score: Raw -141771.250077 + Penalty 1254.930125 = -140516.319953 nChanged 11 SP:Iteration 11F (130.676100 sec): 3 clusters Score: Raw -141782.513124 + Penalty 1272.547898 = -140509.965226 nChanged 14 SP:Iteration 12F (130.679097 sec): 3 clusters Score: Raw -141798.922715 + Penalty 1285.821417 = -140513.101299 nChanged 9 SP:Iteration 13Q (130.681644 sec): 3 clusters Score: Raw -141808.230108 + Penalty 1298.136628 = -140510.093480 nChanged 8 SP:Iteration 14F (130.684578 sec): 3 clusters Score: Raw -141814.360151 + Penalty 1302.247083 = -140512.113068 nChanged 3 SP:Iteration 15Q (130.687223 sec): 3 clusters Score: Raw -141816.910805 + Penalty 1310.786037 = -140506.124769 nChanged 4 SP:Iteration 16F (130.690256 sec): 3 clusters Score: Raw -141820.746768 + Penalty 1316.383326 = -140504.363442 nChanged 4 SP:Iteration 17F (130.693195 sec): 3 clusters Score: Raw -141825.349316 + Penalty 1322.816857 = -140502.532460 nChanged 3 SP:Iteration 18F (130.696166 sec): 3 clusters Score: Raw -141827.832972 + Penalty 1322.816857 = -140505.016115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.699377 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.699971 sec): 3 clusters Score: Raw -18823.198895 + Penalty 1321.437744 = -17501.761151 nChanged 58 SP:Iteration 1F (130.700581 sec): 3 clusters Score: Raw -18916.077391 + Penalty 1318.800988 = -17597.276403 nChanged 18 SP:Iteration 2F (130.701181 sec): 3 clusters Score: Raw -18967.407987 + Penalty 1317.723652 = -17649.684335 nChanged 10 SP:Iteration 3Q (130.701757 sec): 3 clusters Score: Raw -18989.179019 + Penalty 1319.358970 = -17669.820049 nChanged 3 SP:Iteration 4Q (130.702326 sec): 3 clusters Score: Raw -18993.938304 + Penalty 1322.365280 = -17671.573024 nChanged 4 SP:Iteration 5Q (130.702891 sec): 3 clusters Score: Raw -19002.750712 + Penalty 1322.155472 = -17680.595240 nChanged 2 SP:Iteration 6Q (130.703455 sec): 3 clusters Score: Raw -19007.739620 + Penalty 1323.832496 = -17683.907124 nChanged 2 SP:Iteration 7Q (130.704017 sec): 3 clusters Score: Raw -19010.719758 + Penalty 1323.832496 = -17686.887262 nChanged 0 SP:Iteration 8F (130.704611 sec): 3 clusters Score: Raw -19010.719758 + Penalty 1323.832496 = -17686.887262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.705852 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.706561 sec): 3 clusters Score: Raw -22149.711454 + Penalty 812.234788 = -21337.476666 nChanged 84 SP:Iteration 1F (130.707259 sec): 3 clusters Score: Raw -22237.496866 + Penalty 817.275059 = -21420.221806 nChanged 40 SP:Iteration 2F (130.707955 sec): 3 clusters Score: Raw -22294.368752 + Penalty 820.063074 = -21474.305678 nChanged 15 SP:Iteration 3F (130.708654 sec): 3 clusters Score: Raw -22313.156823 + Penalty 825.493886 = -21487.662937 nChanged 11 SP:Iteration 4Q (130.709325 sec): 3 clusters Score: Raw -22320.902696 + Penalty 825.493886 = -21495.408810 nChanged 0 SP:Iteration 5F (130.710020 sec): 3 clusters Score: Raw -22320.902696 + Penalty 825.493886 = -21495.408810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.710641 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.710954 sec): 3 clusters Score: Raw -3749.321989 + Penalty 93.862979 = -3655.459010 nChanged 9 SP:Iteration 1F (130.711261 sec): 3 clusters Score: Raw -3757.773778 + Penalty 94.672041 = -3663.101737 nChanged 1 SP:Iteration 2Q (130.711561 sec): 3 clusters Score: Raw -3758.346159 + Penalty 96.932533 = -3661.413626 nChanged 2 SP:Iteration 3F (130.711865 sec): 3 clusters Score: Raw -3760.071727 + Penalty 100.267618 = -3659.804110 nChanged 2 SP:Iteration 4F (130.712168 sec): 3 clusters Score: Raw -3762.576120 + Penalty 105.095491 = -3657.480629 nChanged 2 SP:Iteration 5F (130.712473 sec): 3 clusters Score: Raw -3764.720241 + Penalty 108.280429 = -3656.439811 nChanged 1 SP:Iteration 6F (130.712777 sec): 3 clusters Score: Raw -3765.431017 + Penalty 112.155204 = -3653.275814 nChanged 1 SP:Iteration 7F (130.713081 sec): 3 clusters Score: Raw -3766.320787 + Penalty 116.918642 = -3649.402145 nChanged 1 SP:Iteration 8F (130.713384 sec): 3 clusters Score: Raw -3768.182407 + Penalty 130.408217 = -3637.774190 nChanged 2 SP:Iteration 9F (130.713688 sec): 3 clusters Score: Raw -3775.950577 + Penalty 140.247976 = -3635.702601 nChanged 1 SP:Iteration 10F (130.713991 sec): 3 clusters Score: Raw -3779.286133 + Penalty 140.247976 = -3639.038157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.714461 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.714654 sec): 3 clusters Score: Raw -303.478096 + Penalty 45.054567 = -258.423529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.716302 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.717230 sec): 3 clusters Score: Raw -34319.752973 + Penalty 851.354187 = -33468.398787 nChanged 117 SP:Iteration 1F (130.718205 sec): 3 clusters Score: Raw -34441.101620 + Penalty 876.558002 = -33564.543618 nChanged 46 SP:Iteration 2F (130.719144 sec): 3 clusters Score: Raw -34499.704933 + Penalty 915.712660 = -33583.992273 nChanged 26 SP:Iteration 3F (130.720093 sec): 3 clusters Score: Raw -34528.335537 + Penalty 940.070651 = -33588.264886 nChanged 9 SP:Iteration 4Q (130.721033 sec): 3 clusters Score: Raw -34541.009620 + Penalty 945.915290 = -33595.094330 nChanged 7 SP:Iteration 5Q (130.721954 sec): 3 clusters Score: Raw -34553.681500 + Penalty 956.777452 = -33596.904048 nChanged 5 SP:Iteration 6Q (130.722850 sec): 3 clusters Score: Raw -34564.960861 + Penalty 957.137322 = -33607.823539 nChanged 1 SP:Iteration 7Q (130.723683 sec): 3 clusters Score: Raw -34566.584103 + Penalty 957.137322 = -33609.446781 nChanged 0 SP:Iteration 8F (130.724593 sec): 3 clusters Score: Raw -34566.584103 + Penalty 957.137322 = -33609.446781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.725106 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.725315 sec): 3 clusters Score: Raw -436.171612 + Penalty 96.714075 = -339.457537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.725816 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.726030 sec): 3 clusters Score: Raw -780.758895 + Penalty 162.997739 = -617.761156 nChanged 0 Iteration 219Q (130.889220 sec): 38 clusters Score: Raw -3401879.396526 + Penalty 28470.524368 = -3373408.872158 nChanged 11 Iteration 220F (131.658417 sec): 38 clusters Score: Raw -3401880.602918 + Penalty 28472.347595 = -3373408.255324 nChanged 18 Iteration 221F (132.436354 sec): 38 clusters Score: Raw -3401883.050839 + Penalty 28474.298429 = -3373408.752411 nChanged 16 Iteration 222Q (132.583651 sec): 38 clusters Score: Raw -3401885.313030 + Penalty 28472.972160 = -3373412.340870 nChanged 15 Iteration 223Q (132.733196 sec): 38 clusters Score: Raw -3401886.532107 + Penalty 28472.581970 = -3373413.950137 nChanged 13 Iteration 224Q (132.880114 sec): 38 clusters Score: Raw -3401887.886432 + Penalty 28473.008786 = -3373414.877646 nChanged 16 Iteration 225Q (133.026063 sec): 38 clusters Score: Raw -3401889.769085 + Penalty 28473.023724 = -3373416.745361 nChanged 15 Iteration 226Q (133.172208 sec): 38 clusters Score: Raw -3401891.686384 + Penalty 28472.074661 = -3373419.611723 nChanged 17 Iteration 227Q (133.318267 sec): 38 clusters Score: Raw -3401893.491888 + Penalty 28471.805281 = -3373421.686607 nChanged 13 Iteration 228Q (133.466200 sec): 38 clusters Score: Raw -3401894.692603 + Penalty 28471.769443 = -3373422.923160 nChanged 11 Iteration 229Q (133.611528 sec): 38 clusters Score: Raw -3401896.139288 + Penalty 28471.186574 = -3373424.952714 nChanged 8 Iteration 230F (134.378054 sec): 38 clusters Score: Raw -3401897.383264 + Penalty 28469.623475 = -3373427.759790 nChanged 3 Iteration 231Q (134.525193 sec): 38 clusters Score: Raw -3401897.998118 + Penalty 28470.297281 = -3373427.700837 nChanged 3 Iteration 232F (135.292228 sec): 38 clusters Score: Raw -3401898.063142 + Penalty 28470.999281 = -3373427.063860 nChanged 2 Iteration 233F (136.072024 sec): 38 clusters Score: Raw -3401898.286476 + Penalty 28470.999281 = -3373427.287195 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3401898.286476 + Penalty 28470.999281 = -3373427.287195Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.213026 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.215959 sec): 3 clusters Score: Raw -131161.954233 + Penalty 829.998724 = -130331.955508 nChanged 590 SP:Iteration 1F (136.218930 sec): 3 clusters Score: Raw -131511.605747 + Penalty 831.018991 = -130680.586756 nChanged 125 SP:Iteration 2F (136.221833 sec): 3 clusters Score: Raw -131588.825736 + Penalty 832.889628 = -130755.936109 nChanged 112 SP:Iteration 3F (136.224601 sec): 3 clusters Score: Raw -131660.687153 + Penalty 838.318487 = -130822.368666 nChanged 86 SP:Iteration 4F (136.227457 sec): 3 clusters Score: Raw -131711.081352 + Penalty 845.130421 = -130865.950932 nChanged 85 SP:Iteration 5F (136.230379 sec): 3 clusters Score: Raw -131771.053715 + Penalty 858.773404 = -130912.280311 nChanged 70 SP:Iteration 6Q (136.233388 sec): 3 clusters Score: Raw -131823.484197 + Penalty 869.676819 = -130953.807379 nChanged 67 SP:Iteration 7Q (136.236250 sec): 3 clusters Score: Raw -131877.488417 + Penalty 889.557449 = -130987.930969 nChanged 55 SP:Iteration 8Q (136.239090 sec): 3 clusters Score: Raw -131927.378141 + Penalty 905.373465 = -131022.004676 nChanged 39 SP:Iteration 9Q (136.241844 sec): 3 clusters Score: Raw -131961.201511 + Penalty 928.121774 = -131033.079737 nChanged 28 SP:Iteration 10F (136.244600 sec): 3 clusters Score: Raw -131990.156184 + Penalty 944.913192 = -131045.242992 nChanged 17 SP:Iteration 11Q (136.247204 sec): 3 clusters Score: Raw -132009.199973 + Penalty 968.490678 = -131040.709295 nChanged 14 SP:Iteration 12F (136.249972 sec): 3 clusters Score: Raw -132029.269156 + Penalty 984.373454 = -131044.895701 nChanged 7 SP:Iteration 13Q (136.252363 sec): 3 clusters Score: Raw -132039.032542 + Penalty 985.610452 = -131053.422090 nChanged 1 SP:Iteration 14Q (136.254692 sec): 3 clusters Score: Raw -132040.449360 + Penalty 988.522155 = -131051.927205 nChanged 1 SP:Iteration 15F (136.257457 sec): 3 clusters Score: Raw -132041.962280 + Penalty 988.908373 = -131053.053908 nChanged 3 SP:Iteration 16Q (136.259766 sec): 3 clusters Score: Raw -132045.221999 + Penalty 997.551733 = -131047.670266 nChanged 2 SP:Iteration 17F (136.262523 sec): 3 clusters Score: Raw -132047.741675 + Penalty 1000.058732 = -131047.682943 nChanged 1 SP:Iteration 18Q (136.264977 sec): 3 clusters Score: Raw -132049.355613 + Penalty 1003.606121 = -131045.749492 nChanged 3 SP:Iteration 19F (136.267774 sec): 3 clusters Score: Raw -132051.617564 + Penalty 1008.070909 = -131043.546655 nChanged 3 SP:Iteration 20F (136.270608 sec): 3 clusters Score: Raw -132054.981137 + Penalty 1007.837631 = -131047.143506 nChanged 1 SP:Iteration 21Q (136.272944 sec): 3 clusters Score: Raw -132055.935323 + Penalty 1010.562532 = -131045.372791 nChanged 1 SP:Iteration 22F (136.275703 sec): 3 clusters Score: Raw -132057.059790 + Penalty 1010.825211 = -131046.234579 nChanged 1 SP:Iteration 23Q (136.277974 sec): 3 clusters Score: Raw -132058.459316 + Penalty 1010.825211 = -131047.634105 nChanged 0 SP:Iteration 24F (136.280762 sec): 3 clusters Score: Raw -132058.459316 + Penalty 1010.825211 = -131047.634105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.281820 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.282366 sec): 3 clusters Score: Raw -15711.552319 + Penalty 933.068755 = -14778.483564 nChanged 50 SP:Iteration 1F (136.282901 sec): 3 clusters Score: Raw -15781.136798 + Penalty 949.973603 = -14831.163194 nChanged 14 SP:Iteration 2F (136.283457 sec): 3 clusters Score: Raw -15807.595812 + Penalty 965.725840 = -14841.869973 nChanged 8 SP:Iteration 3Q (136.284026 sec): 3 clusters Score: Raw -15817.035249 + Penalty 968.058396 = -14848.976854 nChanged 1 SP:Iteration 4Q (136.284554 sec): 3 clusters Score: Raw -15818.179794 + Penalty 969.791488 = -14848.388306 nChanged 1 SP:Iteration 5F (136.285104 sec): 3 clusters Score: Raw -15819.063345 + Penalty 969.791488 = -14849.271857 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.293561 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.296780 sec): 3 clusters Score: Raw -136526.332066 + Penalty 356.526063 = -136169.806004 nChanged 763 SP:Iteration 1F (136.300160 sec): 3 clusters Score: Raw -137236.396339 + Penalty 371.683805 = -136864.712535 nChanged 147 SP:Iteration 2F (136.303316 sec): 3 clusters Score: Raw -137341.618207 + Penalty 393.720251 = -136947.897956 nChanged 98 SP:Iteration 3F (136.306466 sec): 3 clusters Score: Raw -137421.321899 + Penalty 420.795516 = -137000.526383 nChanged 87 SP:Iteration 4F (136.309522 sec): 3 clusters Score: Raw -137488.045309 + Penalty 452.560549 = -137035.484760 nChanged 65 SP:Iteration 5Q (136.312361 sec): 3 clusters Score: Raw -137543.082917 + Penalty 484.934193 = -137058.148724 nChanged 48 SP:Iteration 6Q (136.315401 sec): 3 clusters Score: Raw -137588.095731 + Penalty 516.891699 = -137071.204032 nChanged 34 SP:Iteration 7Q (136.318212 sec): 3 clusters Score: Raw -137615.570533 + Penalty 535.538469 = -137080.032064 nChanged 18 SP:Iteration 8Q (136.320944 sec): 3 clusters Score: Raw -137625.611751 + Penalty 547.773107 = -137077.838644 nChanged 9 SP:Iteration 9F (136.324055 sec): 3 clusters Score: Raw -137630.352002 + Penalty 567.491012 = -137062.860991 nChanged 12 SP:Iteration 10F (136.327141 sec): 3 clusters Score: Raw -137636.365632 + Penalty 582.418193 = -137053.947439 nChanged 8 SP:Iteration 11F (136.330327 sec): 3 clusters Score: Raw -137638.678606 + Penalty 585.261987 = -137053.416619 nChanged 2 SP:Iteration 12F (136.333640 sec): 3 clusters Score: Raw -137639.249948 + Penalty 585.261987 = -137053.987960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.334785 sec): 2 clusters Score: Raw -3674.466092 + Penalty 97.733290 = -3576.732802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.335111 sec): 3 clusters Score: Raw -3780.414893 + Penalty 217.349981 = -3563.064912 nChanged 13 SP:Iteration 1F (136.335424 sec): 3 clusters Score: Raw -3805.681402 + Penalty 223.771578 = -3581.909824 nChanged 1 SP:Iteration 2Q (136.335724 sec): 3 clusters Score: Raw -3807.135779 + Penalty 223.771578 = -3583.364202 nChanged 0 SP:Iteration 3F (136.336035 sec): 3 clusters Score: Raw -3807.135779 + Penalty 223.771578 = -3583.364202 nChanged 0 Score: Raw -3423219.994742 + Penalty 28799.119215 = -3394420.875527 Splitting cluster 7 changes total score from -3373427.287195 to -3394420.875527 So it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.119900 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.120106 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.192096 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.222456 sec): 3 clusters Score: Raw -1256759.312699 + Penalty 455.311814 = -1256304.000884 nChanged 7662 SP:Iteration 1F (137.252418 sec): 3 clusters Score: Raw -1260103.543402 + Penalty 513.973398 = -1259589.570004 nChanged 2769 SP:Iteration 2F (137.282239 sec): 3 clusters Score: Raw -1263114.537732 + Penalty 703.928333 = -1262410.609399 nChanged 2625 SP:Iteration 3F (137.312049 sec): 3 clusters Score: Raw -1266300.363330 + Penalty 849.546314 = -1265450.817016 nChanged 896 SP:Iteration 4F (137.341791 sec): 3 clusters Score: Raw -1267188.578876 + Penalty 938.761500 = -1266249.817376 nChanged 326 SP:Iteration 5Q (137.367097 sec): 3 clusters Score: Raw -1267500.353891 + Penalty 999.476155 = -1266500.877735 nChanged 127 SP:Iteration 6Q (137.390632 sec): 3 clusters Score: Raw -1267637.718891 + Penalty 1024.147334 = -1266613.571556 nChanged 42 SP:Iteration 7Q (137.414289 sec): 3 clusters Score: Raw -1267683.587068 + Penalty 1044.204098 = -1266639.382970 nChanged 21 SP:Iteration 8Q (137.437820 sec): 3 clusters Score: Raw -1267700.266015 + Penalty 1065.956192 = -1266634.309823 nChanged 9 SP:Iteration 9F (137.467654 sec): 3 clusters Score: Raw -1267707.859674 + Penalty 1068.026503 = -1266639.833171 nChanged 3 SP:Iteration 10F (137.496660 sec): 3 clusters Score: Raw -1267714.025036 + Penalty 1064.209961 = -1266649.815076 nChanged 3 SP:Iteration 11Q (137.519625 sec): 3 clusters Score: Raw -1267717.931027 + Penalty 1064.209961 = -1266653.721066 nChanged 0 SP:Iteration 12F (137.549620 sec): 3 clusters Score: Raw -1267717.931027 + Penalty 1064.209961 = -1266653.721066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.562216 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.563870 sec): 3 clusters Score: Raw -72139.639338 + Penalty 1511.886074 = -70627.753264 nChanged 250 SP:Iteration 1F (137.565536 sec): 3 clusters Score: Raw -72375.175426 + Penalty 1513.159977 = -70862.015448 nChanged 79 SP:Iteration 2F (137.567148 sec): 3 clusters Score: Raw -72467.948054 + Penalty 1518.091271 = -70949.856783 nChanged 55 SP:Iteration 3F (137.568803 sec): 3 clusters Score: Raw -72537.720497 + Penalty 1522.736078 = -71014.984419 nChanged 38 SP:Iteration 4Q (137.570420 sec): 3 clusters Score: Raw -72576.906379 + Penalty 1528.555805 = -71048.350574 nChanged 30 SP:Iteration 5Q (137.571950 sec): 3 clusters Score: Raw -72602.442730 + Penalty 1534.792391 = -71067.650338 nChanged 29 SP:Iteration 6Q (137.573474 sec): 3 clusters Score: Raw -72620.878809 + Penalty 1537.829330 = -71083.049478 nChanged 13 SP:Iteration 7Q (137.574990 sec): 3 clusters Score: Raw -72630.099777 + Penalty 1540.923749 = -71089.176028 nChanged 12 SP:Iteration 8Q (137.576480 sec): 3 clusters Score: Raw -72636.358384 + Penalty 1545.265045 = -71091.093338 nChanged 11 SP:Iteration 9Q (137.577970 sec): 3 clusters Score: Raw -72646.914531 + Penalty 1551.134361 = -71095.780169 nChanged 14 SP:Iteration 10F (137.579521 sec): 3 clusters Score: Raw -72657.191512 + Penalty 1552.225796 = -71104.965716 nChanged 5 SP:Iteration 11Q (137.580999 sec): 3 clusters Score: Raw -72663.138511 + Penalty 1554.434029 = -71108.704482 nChanged 7 SP:Iteration 12Q (137.582553 sec): 3 clusters Score: Raw -72669.221860 + Penalty 1555.461918 = -71113.759942 nChanged 2 SP:Iteration 13Q (137.584050 sec): 3 clusters Score: Raw -72669.774810 + Penalty 1555.461918 = -71114.312891 nChanged 0 SP:Iteration 14F (137.585625 sec): 3 clusters Score: Raw -72669.774810 + Penalty 1555.461918 = -71114.312891 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.597904 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.602679 sec): 3 clusters Score: Raw -204201.750428 + Penalty 982.312902 = -203219.437526 nChanged 959 SP:Iteration 1F (137.607015 sec): 3 clusters Score: Raw -204796.202407 + Penalty 983.177126 = -203813.025282 nChanged 225 SP:Iteration 2F (137.611405 sec): 3 clusters Score: Raw -204981.970488 + Penalty 985.235916 = -203996.734572 nChanged 213 SP:Iteration 3F (137.615674 sec): 3 clusters Score: Raw -205203.711081 + Penalty 987.099262 = -204216.611819 nChanged 165 SP:Iteration 4F (137.619914 sec): 3 clusters Score: Raw -205405.098274 + Penalty 989.431632 = -204415.666642 nChanged 156 SP:Iteration 5F (137.624127 sec): 3 clusters Score: Raw -205575.373296 + Penalty 991.308738 = -204584.064558 nChanged 117 SP:Iteration 6F (137.628378 sec): 3 clusters Score: Raw -205680.833998 + Penalty 993.468218 = -204687.365780 nChanged 93 SP:Iteration 7Q (137.632597 sec): 3 clusters Score: Raw -205734.969209 + Penalty 995.187162 = -204739.782047 nChanged 49 SP:Iteration 8Q (137.636876 sec): 3 clusters Score: Raw -205756.734141 + Penalty 996.126203 = -204760.607938 nChanged 23 SP:Iteration 9Q (137.640820 sec): 3 clusters Score: Raw -205763.847066 + Penalty 996.369655 = -204767.477411 nChanged 14 SP:Iteration 10F (137.645027 sec): 3 clusters Score: Raw -205769.282862 + Penalty 996.941028 = -204772.341834 nChanged 14 SP:Iteration 11Q (137.648961 sec): 3 clusters Score: Raw -205773.582368 + Penalty 997.145367 = -204776.437001 nChanged 6 SP:Iteration 12Q (137.652956 sec): 3 clusters Score: Raw -205775.803407 + Penalty 997.491010 = -204778.312397 nChanged 5 SP:Iteration 13Q (137.656864 sec): 3 clusters Score: Raw -205777.751957 + Penalty 997.718706 = -204780.033251 nChanged 11 SP:Iteration 14Q (137.660963 sec): 3 clusters Score: Raw -205781.264018 + Penalty 997.761210 = -204783.502808 nChanged 8 SP:Iteration 15Q (137.665365 sec): 3 clusters Score: Raw -205782.936121 + Penalty 998.009587 = -204784.926534 nChanged 5 SP:Iteration 16Q (137.669411 sec): 3 clusters Score: Raw -205783.991962 + Penalty 998.236794 = -204785.755168 nChanged 6 SP:Iteration 17Q (137.673298 sec): 3 clusters Score: Raw -205785.522072 + Penalty 998.450530 = -204787.071541 nChanged 4 SP:Iteration 18Q (137.677186 sec): 3 clusters Score: Raw -205786.047106 + Penalty 998.450530 = -204787.596576 nChanged 0 SP:Iteration 19F (137.681385 sec): 3 clusters Score: Raw -205786.047106 + Penalty 998.450530 = -204787.596576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.690029 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.690751 sec): 3 clusters Score: Raw -20944.988398 + Penalty 589.646710 = -20355.341687 nChanged 79 SP:Iteration 1F (137.691480 sec): 3 clusters Score: Raw -21047.433025 + Penalty 588.902027 = -20458.530998 nChanged 27 SP:Iteration 2F (137.692188 sec): 3 clusters Score: Raw -21107.244685 + Penalty 588.770204 = -20518.474481 nChanged 7 SP:Iteration 3Q (137.692869 sec): 3 clusters Score: Raw -21137.325446 + Penalty 588.907696 = -20548.417750 nChanged 4 SP:Iteration 4Q (137.693544 sec): 3 clusters Score: Raw -21143.051451 + Penalty 588.600529 = -20554.450922 nChanged 3 SP:Iteration 5Q (137.694217 sec): 3 clusters Score: Raw -21145.423577 + Penalty 588.792380 = -20556.631198 nChanged 1 SP:Iteration 6Q (137.694889 sec): 3 clusters Score: Raw -21146.509021 + Penalty 588.792380 = -20557.716641 nChanged 0 SP:Iteration 7F (137.695595 sec): 3 clusters Score: Raw -21146.509021 + Penalty 588.792380 = -20557.716641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.697524 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.698463 sec): 3 clusters Score: Raw -32397.227240 + Penalty 1665.815823 = -30731.411417 nChanged 86 SP:Iteration 1F (137.699509 sec): 3 clusters Score: Raw -32527.431780 + Penalty 1664.859659 = -30862.572122 nChanged 28 SP:Iteration 2F (137.700512 sec): 3 clusters Score: Raw -32604.637514 + Penalty 1664.232240 = -30940.405274 nChanged 21 SP:Iteration 3F (137.701474 sec): 3 clusters Score: Raw -32635.482104 + Penalty 1664.064763 = -30971.417341 nChanged 11 SP:Iteration 4Q (137.702397 sec): 3 clusters Score: Raw -32650.629033 + Penalty 1664.635157 = -30985.993876 nChanged 9 SP:Iteration 5Q (137.703275 sec): 3 clusters Score: Raw -32664.971063 + Penalty 1664.980130 = -30999.990934 nChanged 7 SP:Iteration 6Q (137.704151 sec): 3 clusters Score: Raw -32689.087883 + Penalty 1665.289706 = -31023.798177 nChanged 5 SP:Iteration 7Q (137.705022 sec): 3 clusters Score: Raw -32702.502110 + Penalty 1666.288946 = -31036.213164 nChanged 5 SP:Iteration 8Q (137.705889 sec): 3 clusters Score: Raw -32715.216279 + Penalty 1666.378478 = -31048.837801 nChanged 3 SP:Iteration 9Q (137.706753 sec): 3 clusters Score: Raw -32720.816019 + Penalty 1666.286833 = -31054.529186 nChanged 5 SP:Iteration 10F (137.707674 sec): 3 clusters Score: Raw -32737.494300 + Penalty 1666.037389 = -31071.456911 nChanged 7 SP:Iteration 11Q (137.708540 sec): 3 clusters Score: Raw -32754.154681 + Penalty 1666.197642 = -31087.957040 nChanged 3 SP:Iteration 12Q (137.709396 sec): 3 clusters Score: Raw -32756.552046 + Penalty 1666.539658 = -31090.012388 nChanged 2 SP:Iteration 13Q (137.710250 sec): 3 clusters Score: Raw -32759.445803 + Penalty 1666.539658 = -31092.906145 nChanged 0 SP:Iteration 14F (137.711198 sec): 3 clusters Score: Raw -32759.445803 + Penalty 1666.539658 = -31092.906145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.715752 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.717902 sec): 3 clusters Score: Raw -90065.826671 + Penalty 999.536227 = -89066.290444 nChanged 396 SP:Iteration 1F (137.720024 sec): 3 clusters Score: Raw -90260.801151 + Penalty 1004.823481 = -89255.977670 nChanged 134 SP:Iteration 2F (137.722108 sec): 3 clusters Score: Raw -90361.601426 + Penalty 1024.885878 = -89336.715548 nChanged 105 SP:Iteration 3F (137.724209 sec): 3 clusters Score: Raw -90469.765580 + Penalty 1065.236398 = -89404.529182 nChanged 104 SP:Iteration 4F (137.726295 sec): 3 clusters Score: Raw -90590.297363 + Penalty 1096.292369 = -89494.004994 nChanged 57 SP:Iteration 5F (137.728380 sec): 3 clusters Score: Raw -90650.190975 + Penalty 1120.070858 = -89530.120117 nChanged 38 SP:Iteration 6Q (137.730482 sec): 3 clusters Score: Raw -90688.931173 + Penalty 1144.091891 = -89544.839281 nChanged 22 SP:Iteration 7Q (137.732601 sec): 3 clusters Score: Raw -90708.074495 + Penalty 1155.163675 = -89552.910820 nChanged 10 SP:Iteration 8Q (137.734701 sec): 3 clusters Score: Raw -90713.719137 + Penalty 1163.174186 = -89550.544951 nChanged 6 SP:Iteration 9F (137.736948 sec): 3 clusters Score: Raw -90715.351502 + Penalty 1163.343499 = -89552.008003 nChanged 1 SP:Iteration 10F (137.739085 sec): 3 clusters Score: Raw -90715.806133 + Penalty 1164.675101 = -89551.131032 nChanged 1 SP:Iteration 11F (137.741174 sec): 3 clusters Score: Raw -90716.012296 + Penalty 1165.528966 = -89550.483330 nChanged 1 SP:Iteration 12F (137.743265 sec): 3 clusters Score: Raw -90716.726511 + Penalty 1165.911777 = -89550.814734 nChanged 1 SP:Iteration 13Q (137.745173 sec): 3 clusters Score: Raw -90716.892307 + Penalty 1165.911777 = -89550.980530 nChanged 0 SP:Iteration 14F (137.747286 sec): 3 clusters Score: Raw -90716.892307 + Penalty 1165.911777 = -89550.980530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.750054 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.751586 sec): 3 clusters Score: Raw -63209.730560 + Penalty 1408.575236 = -61801.155324 nChanged 240 SP:Iteration 1F (137.753054 sec): 3 clusters Score: Raw -63395.153423 + Penalty 1406.809251 = -61988.344172 nChanged 71 SP:Iteration 2F (137.754503 sec): 3 clusters Score: Raw -63471.948800 + Penalty 1409.082631 = -62062.866169 nChanged 50 SP:Iteration 3F (137.755947 sec): 3 clusters Score: Raw -63531.109642 + Penalty 1414.856521 = -62116.253121 nChanged 43 SP:Iteration 4F (137.757391 sec): 3 clusters Score: Raw -63593.739270 + Penalty 1424.823145 = -62168.916125 nChanged 43 SP:Iteration 5F (137.758853 sec): 3 clusters Score: Raw -63639.330173 + Penalty 1434.158131 = -62205.172041 nChanged 26 SP:Iteration 6Q (137.760306 sec): 3 clusters Score: Raw -63662.503715 + Penalty 1440.016336 = -62222.487380 nChanged 20 SP:Iteration 7Q (137.761757 sec): 3 clusters Score: Raw -63679.238404 + Penalty 1448.927368 = -62230.311036 nChanged 16 SP:Iteration 8Q (137.763193 sec): 3 clusters Score: Raw -63692.054518 + Penalty 1457.359541 = -62234.694977 nChanged 14 SP:Iteration 9Q (137.764613 sec): 3 clusters Score: Raw -63705.560407 + Penalty 1463.771076 = -62241.789331 nChanged 15 SP:Iteration 10F (137.766199 sec): 3 clusters Score: Raw -63716.142935 + Penalty 1470.660661 = -62245.482273 nChanged 11 SP:Iteration 11Q (137.767681 sec): 3 clusters Score: Raw -63724.827740 + Penalty 1473.910522 = -62250.917218 nChanged 7 SP:Iteration 12Q (137.769150 sec): 3 clusters Score: Raw -63733.505301 + Penalty 1477.676290 = -62255.829011 nChanged 5 SP:Iteration 13Q (137.770613 sec): 3 clusters Score: Raw -63739.123680 + Penalty 1485.110463 = -62254.013217 nChanged 10 SP:Iteration 14F (137.772095 sec): 3 clusters Score: Raw -63752.491532 + Penalty 1490.866403 = -62261.625129 nChanged 8 SP:Iteration 15Q (137.773465 sec): 3 clusters Score: Raw -63760.298042 + Penalty 1494.646543 = -62265.651499 nChanged 5 SP:Iteration 16Q (137.774833 sec): 3 clusters Score: Raw -63763.651407 + Penalty 1497.909474 = -62265.741933 nChanged 3 SP:Iteration 17Q (137.776213 sec): 3 clusters Score: Raw -63765.154205 + Penalty 1501.879187 = -62263.275018 nChanged 4 SP:Iteration 18F (137.777667 sec): 3 clusters Score: Raw -63767.465682 + Penalty 1504.573905 = -62262.891777 nChanged 3 SP:Iteration 19F (137.779126 sec): 3 clusters Score: Raw -63770.959217 + Penalty 1505.478224 = -62265.480993 nChanged 2 SP:Iteration 20F (137.780605 sec): 3 clusters Score: Raw -63773.727108 + Penalty 1508.522862 = -62265.204247 nChanged 3 SP:Iteration 21F (137.782123 sec): 3 clusters Score: Raw -63775.934556 + Penalty 1511.259338 = -62264.675218 nChanged 3 SP:Iteration 22F (137.783646 sec): 3 clusters Score: Raw -63778.340578 + Penalty 1512.302057 = -62266.038521 nChanged 1 SP:Iteration 23Q (137.785003 sec): 3 clusters Score: Raw -63779.393138 + Penalty 1514.659686 = -62264.733453 nChanged 2 SP:Iteration 24F (137.786477 sec): 3 clusters Score: Raw -63781.350695 + Penalty 1517.174576 = -62264.176119 nChanged 3 SP:Iteration 25F (137.787953 sec): 3 clusters Score: Raw -63784.665450 + Penalty 1517.172215 = -62267.493235 nChanged 1 SP:Iteration 26Q (137.789284 sec): 3 clusters Score: Raw -63785.728082 + Penalty 1517.172215 = -62268.555867 nChanged 0 SP:Iteration 27F (137.790767 sec): 3 clusters Score: Raw -63785.728082 + Penalty 1517.172215 = -62268.555867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.793630 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.795315 sec): 3 clusters Score: Raw -68610.958952 + Penalty 1600.867517 = -67010.091435 nChanged 256 SP:Iteration 1F (137.796965 sec): 3 clusters Score: Raw -68822.277577 + Penalty 1600.640987 = -67221.636590 nChanged 66 SP:Iteration 2F (137.798668 sec): 3 clusters Score: Raw -68883.098927 + Penalty 1600.644808 = -67282.454119 nChanged 38 SP:Iteration 3Q (137.800470 sec): 3 clusters Score: Raw -68925.566286 + Penalty 1600.371259 = -67325.195027 nChanged 27 SP:Iteration 4Q (137.802192 sec): 3 clusters Score: Raw -68952.689317 + Penalty 1600.303138 = -67352.386179 nChanged 26 SP:Iteration 5Q (137.803801 sec): 3 clusters Score: Raw -68988.418281 + Penalty 1600.659131 = -67387.759150 nChanged 22 SP:Iteration 6Q (137.805405 sec): 3 clusters Score: Raw -69013.099971 + Penalty 1601.416296 = -67411.683675 nChanged 18 SP:Iteration 7Q (137.807013 sec): 3 clusters Score: Raw -69030.937611 + Penalty 1602.242836 = -67428.694775 nChanged 13 SP:Iteration 8Q (137.808629 sec): 3 clusters Score: Raw -69041.480734 + Penalty 1603.647799 = -67437.832936 nChanged 17 SP:Iteration 9Q (137.810234 sec): 3 clusters Score: Raw -69051.189994 + Penalty 1605.090622 = -67446.099372 nChanged 13 SP:Iteration 10F (137.811842 sec): 3 clusters Score: Raw -69064.873931 + Penalty 1606.525745 = -67458.348185 nChanged 14 SP:Iteration 11Q (137.813413 sec): 3 clusters Score: Raw -69079.794559 + Penalty 1607.313216 = -67472.481343 nChanged 10 SP:Iteration 12Q (137.815023 sec): 3 clusters Score: Raw -69093.649532 + Penalty 1607.474194 = -67486.175338 nChanged 9 SP:Iteration 13Q (137.816682 sec): 3 clusters Score: Raw -69100.573179 + Penalty 1608.431185 = -67492.141994 nChanged 8 SP:Iteration 14Q (137.818305 sec): 3 clusters Score: Raw -69107.920553 + Penalty 1608.788233 = -67499.132320 nChanged 1 SP:Iteration 15Q (137.819912 sec): 3 clusters Score: Raw -69109.478177 + Penalty 1609.071762 = -67500.406414 nChanged 2 SP:Iteration 16Q (137.821495 sec): 3 clusters Score: Raw -69111.283430 + Penalty 1610.054311 = -67501.229119 nChanged 5 SP:Iteration 17Q (137.823071 sec): 3 clusters Score: Raw -69113.523412 + Penalty 1610.779398 = -67502.744014 nChanged 2 SP:Iteration 18Q (137.824622 sec): 3 clusters Score: Raw -69114.613802 + Penalty 1612.768144 = -67501.845657 nChanged 5 SP:Iteration 19F (137.826277 sec): 3 clusters Score: Raw -69119.299154 + Penalty 1617.639437 = -67501.659717 nChanged 12 SP:Iteration 20F (137.827916 sec): 3 clusters Score: Raw -69134.206517 + Penalty 1622.667058 = -67511.539459 nChanged 12 SP:Iteration 21Q (137.829471 sec): 3 clusters Score: Raw -69142.895203 + Penalty 1627.606794 = -67515.288409 nChanged 13 SP:Iteration 22Q (137.831028 sec): 3 clusters Score: Raw -69152.600343 + Penalty 1632.617329 = -67519.983014 nChanged 12 SP:Iteration 23Q (137.832680 sec): 3 clusters Score: Raw -69166.255552 + Penalty 1640.279398 = -67525.976155 nChanged 14 SP:Iteration 24Q (137.834344 sec): 3 clusters Score: Raw -69184.150939 + Penalty 1647.935244 = -67536.215696 nChanged 18 SP:Iteration 25Q (137.835988 sec): 3 clusters Score: Raw -69203.943454 + Penalty 1653.987807 = -67549.955647 nChanged 15 SP:Iteration 26Q (137.837561 sec): 3 clusters Score: Raw -69222.203678 + Penalty 1663.355251 = -67558.848427 nChanged 18 SP:Iteration 27Q (137.839103 sec): 3 clusters Score: Raw -69243.381212 + Penalty 1675.919045 = -67567.462167 nChanged 18 SP:Iteration 28Q (137.840631 sec): 3 clusters Score: Raw -69268.124320 + Penalty 1686.585522 = -67581.538798 nChanged 13 SP:Iteration 29Q (137.842140 sec): 3 clusters Score: Raw -69289.775330 + Penalty 1694.858614 = -67594.916716 nChanged 17 SP:Iteration 30F (137.843748 sec): 3 clusters Score: Raw -69312.468421 + Penalty 1699.982287 = -67612.486134 nChanged 10 SP:Iteration 31Q (137.845214 sec): 3 clusters Score: Raw -69322.767583 + Penalty 1704.842777 = -67617.924806 nChanged 6 SP:Iteration 32Q (137.846668 sec): 3 clusters Score: Raw -69329.294836 + Penalty 1706.555807 = -67622.739029 nChanged 6 SP:Iteration 33Q (137.848158 sec): 3 clusters Score: Raw -69337.561997 + Penalty 1707.176703 = -67630.385294 nChanged 3 SP:Iteration 34Q (137.849642 sec): 3 clusters Score: Raw -69341.090005 + Penalty 1712.202067 = -67628.887938 nChanged 6 SP:Iteration 35F (137.851262 sec): 3 clusters Score: Raw -69352.292572 + Penalty 1713.193119 = -67639.099453 nChanged 2 SP:Iteration 36Q (137.852729 sec): 3 clusters Score: Raw -69353.965479 + Penalty 1715.283317 = -67638.682163 nChanged 3 SP:Iteration 37F (137.854401 sec): 3 clusters Score: Raw -69356.560476 + Penalty 1716.552612 = -67640.007864 nChanged 2 SP:Iteration 38Q (137.855858 sec): 3 clusters Score: Raw -69360.134775 + Penalty 1717.778201 = -67642.356574 nChanged 2 SP:Iteration 39Q (137.857303 sec): 3 clusters Score: Raw -69362.922731 + Penalty 1718.557533 = -67644.365198 nChanged 1 SP:Iteration 40F (137.858907 sec): 3 clusters Score: Raw -69363.729508 + Penalty 1719.208796 = -67644.520712 nChanged 1 SP:Iteration 41Q (137.860366 sec): 3 clusters Score: Raw -69364.483412 + Penalty 1719.208796 = -67645.274616 nChanged 0 SP:Iteration 42F (137.861995 sec): 3 clusters Score: Raw -69364.483412 + Penalty 1719.208796 = -67645.274616 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.876893 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.882931 sec): 3 clusters Score: Raw -258586.890387 + Penalty 789.376287 = -257797.514100 nChanged 1350 SP:Iteration 1F (137.888966 sec): 3 clusters Score: Raw -259400.024213 + Penalty 779.077651 = -258620.946562 nChanged 346 SP:Iteration 2F (137.894614 sec): 3 clusters Score: Raw -259624.976792 + Penalty 778.349906 = -258846.626885 nChanged 261 SP:Iteration 3F (137.900467 sec): 3 clusters Score: Raw -259843.241661 + Penalty 782.243898 = -259060.997763 nChanged 193 SP:Iteration 4F (137.906205 sec): 3 clusters Score: Raw -260019.464276 + Penalty 791.034589 = -259228.429687 nChanged 133 SP:Iteration 5Q (137.911761 sec): 3 clusters Score: Raw -260145.238644 + Penalty 812.438273 = -259332.800371 nChanged 124 SP:Iteration 6Q (137.917429 sec): 3 clusters Score: Raw -260292.209257 + Penalty 833.368839 = -259458.840418 nChanged 106 SP:Iteration 7Q (137.922776 sec): 3 clusters Score: Raw -260447.892755 + Penalty 843.936920 = -259603.955834 nChanged 62 SP:Iteration 8Q (137.927890 sec): 3 clusters Score: Raw -260555.691095 + Penalty 850.571332 = -259705.119763 nChanged 35 SP:Iteration 9Q (137.932690 sec): 3 clusters Score: Raw -260591.469552 + Penalty 850.096608 = -259741.372943 nChanged 25 SP:Iteration 10F (137.938653 sec): 3 clusters Score: Raw -260604.425956 + Penalty 853.205777 = -259751.220179 nChanged 19 SP:Iteration 11Q (137.943317 sec): 3 clusters Score: Raw -260610.274804 + Penalty 852.694731 = -259757.580072 nChanged 6 SP:Iteration 12Q (137.948076 sec): 3 clusters Score: Raw -260612.092905 + Penalty 853.520886 = -259758.572020 nChanged 6 SP:Iteration 13Q (137.952734 sec): 3 clusters Score: Raw -260613.435690 + Penalty 853.365590 = -259760.070100 nChanged 5 SP:Iteration 14Q (137.957384 sec): 3 clusters Score: Raw -260614.745357 + Penalty 853.365590 = -259761.379767 nChanged 0 SP:Iteration 15F (137.962980 sec): 3 clusters Score: Raw -260614.745357 + Penalty 853.365590 = -259761.379767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.968066 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.969417 sec): 3 clusters Score: Raw -47725.857179 + Penalty 606.376456 = -47119.480723 nChanged 229 SP:Iteration 1F (137.970730 sec): 3 clusters Score: Raw -47868.574727 + Penalty 607.393600 = -47261.181127 nChanged 59 SP:Iteration 2F (137.972033 sec): 3 clusters Score: Raw -47911.647310 + Penalty 610.883809 = -47300.763501 nChanged 43 SP:Iteration 3F (137.973301 sec): 3 clusters Score: Raw -47950.033174 + Penalty 617.197385 = -47332.835789 nChanged 28 SP:Iteration 4Q (137.974532 sec): 3 clusters Score: Raw -47980.370362 + Penalty 629.656141 = -47350.714220 nChanged 27 SP:Iteration 5Q (137.975765 sec): 3 clusters Score: Raw -48006.533357 + Penalty 637.104447 = -47369.428910 nChanged 16 SP:Iteration 6Q (137.977019 sec): 3 clusters Score: Raw -48020.393104 + Penalty 642.485857 = -47377.907247 nChanged 13 SP:Iteration 7Q (137.978231 sec): 3 clusters Score: Raw -48029.840259 + Penalty 645.691544 = -47384.148714 nChanged 7 SP:Iteration 8Q (137.979427 sec): 3 clusters Score: Raw -48034.647985 + Penalty 657.483690 = -47377.164295 nChanged 14 SP:Iteration 9F (137.980662 sec): 3 clusters Score: Raw -48045.705995 + Penalty 672.133249 = -47373.572746 nChanged 11 SP:Iteration 10F (137.981910 sec): 3 clusters Score: Raw -48057.354022 + Penalty 676.918049 = -47380.435973 nChanged 6 SP:Iteration 11Q (137.983077 sec): 3 clusters Score: Raw -48065.219297 + Penalty 683.653653 = -47381.565643 nChanged 5 SP:Iteration 12Q (137.984216 sec): 3 clusters Score: Raw -48070.134996 + Penalty 689.310104 = -47380.824891 nChanged 6 SP:Iteration 13F (137.985427 sec): 3 clusters Score: Raw -48075.135205 + Penalty 694.853410 = -47380.281795 nChanged 2 SP:Iteration 14F (137.986637 sec): 3 clusters Score: Raw -48076.739504 + Penalty 695.002974 = -47381.736531 nChanged 2 SP:Iteration 15Q (137.987825 sec): 3 clusters Score: Raw -48078.329881 + Penalty 697.931293 = -47380.398589 nChanged 3 SP:Iteration 16F (137.989119 sec): 3 clusters Score: Raw -48080.073907 + Penalty 699.631258 = -47380.442650 nChanged 1 SP:Iteration 17Q (137.990258 sec): 3 clusters Score: Raw -48080.703515 + Penalty 699.631258 = -47381.072257 nChanged 0 SP:Iteration 18F (137.991499 sec): 3 clusters Score: Raw -48080.703515 + Penalty 699.631258 = -47381.072257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.993939 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.994859 sec): 3 clusters Score: Raw -33968.116085 + Penalty 1401.095161 = -32567.020924 nChanged 100 SP:Iteration 1F (137.995789 sec): 3 clusters Score: Raw -34085.980566 + Penalty 1401.084440 = -32684.896125 nChanged 28 SP:Iteration 2F (137.996691 sec): 3 clusters Score: Raw -34138.686631 + Penalty 1400.542569 = -32738.144062 nChanged 22 SP:Iteration 3F (137.997591 sec): 3 clusters Score: Raw -34172.189682 + Penalty 1400.559992 = -32771.629690 nChanged 13 SP:Iteration 4Q (137.998454 sec): 3 clusters Score: Raw -34195.583402 + Penalty 1400.558140 = -32795.025262 nChanged 9 SP:Iteration 5Q (137.999424 sec): 3 clusters Score: Raw -34204.370398 + Penalty 1400.623384 = -32803.747014 nChanged 9 SP:Iteration 6Q (138.000320 sec): 3 clusters Score: Raw -34211.872963 + Penalty 1400.662597 = -32811.210366 nChanged 7 SP:Iteration 7Q (138.001208 sec): 3 clusters Score: Raw -34219.557247 + Penalty 1400.427201 = -32819.130046 nChanged 7 SP:Iteration 8Q (138.002095 sec): 3 clusters Score: Raw -34232.574102 + Penalty 1400.740556 = -32831.833547 nChanged 2 SP:Iteration 9Q (138.002949 sec): 3 clusters Score: Raw -34235.614269 + Penalty 1400.869311 = -32834.744959 nChanged 3 SP:Iteration 10F (138.003857 sec): 3 clusters Score: Raw -34237.166515 + Penalty 1400.808258 = -32836.358257 nChanged 3 SP:Iteration 11Q (138.004705 sec): 3 clusters Score: Raw -34239.388742 + Penalty 1401.024339 = -32838.364403 nChanged 2 SP:Iteration 12Q (138.005550 sec): 3 clusters Score: Raw -34240.929556 + Penalty 1400.809552 = -32840.120004 nChanged 1 SP:Iteration 13Q (138.006393 sec): 3 clusters Score: Raw -34242.618186 + Penalty 1400.746880 = -32841.871306 nChanged 1 SP:Iteration 14Q (138.007236 sec): 3 clusters Score: Raw -34242.984193 + Penalty 1400.746880 = -32842.237313 nChanged 0 SP:Iteration 15F (138.008132 sec): 3 clusters Score: Raw -34242.984193 + Penalty 1400.746880 = -32842.237313 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.012971 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.015376 sec): 3 clusters Score: Raw -103045.621478 + Penalty 1201.258128 = -101844.363350 nChanged 445 SP:Iteration 1F (138.017696 sec): 3 clusters Score: Raw -103465.587959 + Penalty 1233.076373 = -102232.511585 nChanged 178 SP:Iteration 2F (138.020023 sec): 3 clusters Score: Raw -103679.291163 + Penalty 1248.130474 = -102431.160689 nChanged 90 SP:Iteration 3F (138.022325 sec): 3 clusters Score: Raw -103766.547191 + Penalty 1256.402270 = -102510.144920 nChanged 68 SP:Iteration 4F (138.024550 sec): 3 clusters Score: Raw -103830.586757 + Penalty 1261.333531 = -102569.253226 nChanged 42 SP:Iteration 5Q (138.026695 sec): 3 clusters Score: Raw -103860.969838 + Penalty 1261.385436 = -102599.584402 nChanged 26 SP:Iteration 6Q (138.028955 sec): 3 clusters Score: Raw -103878.004183 + Penalty 1264.544195 = -102613.459988 nChanged 25 SP:Iteration 7Q (138.031180 sec): 3 clusters Score: Raw -103888.110752 + Penalty 1267.179535 = -102620.931218 nChanged 10 SP:Iteration 8Q (138.033464 sec): 3 clusters Score: Raw -103891.627794 + Penalty 1271.255100 = -102620.372693 nChanged 8 SP:Iteration 9F (138.035929 sec): 3 clusters Score: Raw -103894.750489 + Penalty 1273.528549 = -102621.221940 nChanged 6 SP:Iteration 10F (138.038195 sec): 3 clusters Score: Raw -103898.305389 + Penalty 1277.145553 = -102621.159836 nChanged 7 SP:Iteration 11F (138.040444 sec): 3 clusters Score: Raw -103901.518580 + Penalty 1279.821931 = -102621.696650 nChanged 6 SP:Iteration 12Q (138.042522 sec): 3 clusters Score: Raw -103906.136461 + Penalty 1281.712234 = -102624.424228 nChanged 4 SP:Iteration 13Q (138.044656 sec): 3 clusters Score: Raw -103908.190380 + Penalty 1282.507733 = -102625.682647 nChanged 1 SP:Iteration 14Q (138.046773 sec): 3 clusters Score: Raw -103908.725003 + Penalty 1284.424113 = -102624.300890 nChanged 3 SP:Iteration 15F (138.049041 sec): 3 clusters Score: Raw -103910.496967 + Penalty 1285.471833 = -102625.025134 nChanged 2 SP:Iteration 16Q (138.051148 sec): 3 clusters Score: Raw -103910.926026 + Penalty 1285.471833 = -102625.454193 nChanged 0 SP:Iteration 17F (138.053577 sec): 3 clusters Score: Raw -103910.926026 + Penalty 1285.471833 = -102625.454193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.056219 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.057349 sec): 3 clusters Score: Raw -44423.204441 + Penalty 1093.400167 = -43329.804274 nChanged 162 SP:Iteration 1F (138.058464 sec): 3 clusters Score: Raw -44595.193538 + Penalty 1111.402435 = -43483.791103 nChanged 50 SP:Iteration 2F (138.059591 sec): 3 clusters Score: Raw -44666.192440 + Penalty 1122.937827 = -43543.254613 nChanged 26 SP:Iteration 3F (138.060706 sec): 3 clusters Score: Raw -44705.549446 + Penalty 1126.721260 = -43578.828185 nChanged 13 SP:Iteration 4Q (138.061770 sec): 3 clusters Score: Raw -44715.620496 + Penalty 1128.091595 = -43587.528901 nChanged 7 SP:Iteration 5Q (138.062820 sec): 3 clusters Score: Raw -44720.469970 + Penalty 1129.716055 = -43590.753915 nChanged 3 SP:Iteration 6Q (138.063867 sec): 3 clusters Score: Raw -44723.438127 + Penalty 1131.951917 = -43591.486209 nChanged 3 SP:Iteration 7Q (138.064936 sec): 3 clusters Score: Raw -44727.699457 + Penalty 1132.613553 = -43595.085904 nChanged 1 SP:Iteration 8Q (138.066020 sec): 3 clusters Score: Raw -44729.018612 + Penalty 1132.813690 = -43596.204922 nChanged 1 SP:Iteration 9Q (138.067146 sec): 3 clusters Score: Raw -44730.290659 + Penalty 1134.978107 = -43595.312552 nChanged 4 SP:Iteration 10F (138.068333 sec): 3 clusters Score: Raw -44732.032456 + Penalty 1136.019468 = -43596.012988 nChanged 3 SP:Iteration 11Q (138.069421 sec): 3 clusters Score: Raw -44734.387667 + Penalty 1139.055412 = -43595.332255 nChanged 2 SP:Iteration 12F (138.070594 sec): 3 clusters Score: Raw -44734.970796 + Penalty 1139.055412 = -43595.915384 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.074201 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.076082 sec): 3 clusters Score: Raw -79131.655719 + Penalty 1617.759264 = -77513.896455 nChanged 278 SP:Iteration 1F (138.077931 sec): 3 clusters Score: Raw -79340.049621 + Penalty 1617.806863 = -77722.242758 nChanged 64 SP:Iteration 2F (138.079679 sec): 3 clusters Score: Raw -79395.815402 + Penalty 1618.674318 = -77777.141084 nChanged 45 SP:Iteration 3F (138.081392 sec): 3 clusters Score: Raw -79441.235186 + Penalty 1622.491352 = -77818.743834 nChanged 51 SP:Iteration 4F (138.083169 sec): 3 clusters Score: Raw -79491.832010 + Penalty 1627.577159 = -77864.254851 nChanged 44 SP:Iteration 5F (138.084915 sec): 3 clusters Score: Raw -79538.755870 + Penalty 1635.103431 = -77903.652440 nChanged 48 SP:Iteration 6F (138.086655 sec): 3 clusters Score: Raw -79601.583133 + Penalty 1644.127502 = -77957.455632 nChanged 46 SP:Iteration 7F (138.088391 sec): 3 clusters Score: Raw -79651.181803 + Penalty 1651.793568 = -77999.388236 nChanged 26 SP:Iteration 8Q (138.090058 sec): 3 clusters Score: Raw -79673.800786 + Penalty 1655.402131 = -78018.398654 nChanged 17 SP:Iteration 9Q (138.091723 sec): 3 clusters Score: Raw -79693.454647 + Penalty 1659.064075 = -78034.390572 nChanged 19 SP:Iteration 10F (138.093425 sec): 3 clusters Score: Raw -79708.050091 + Penalty 1662.260863 = -78045.789228 nChanged 14 SP:Iteration 11Q (138.095114 sec): 3 clusters Score: Raw -79723.317541 + Penalty 1666.002601 = -78057.314940 nChanged 12 SP:Iteration 12Q (138.096802 sec): 3 clusters Score: Raw -79738.879541 + Penalty 1669.047716 = -78069.831825 nChanged 9 SP:Iteration 13Q (138.098462 sec): 3 clusters Score: Raw -79746.054505 + Penalty 1671.274972 = -78074.779533 nChanged 8 SP:Iteration 14Q (138.100269 sec): 3 clusters Score: Raw -79754.432151 + Penalty 1671.975034 = -78082.457117 nChanged 6 SP:Iteration 15Q (138.102003 sec): 3 clusters Score: Raw -79763.543640 + Penalty 1672.238288 = -78091.305352 nChanged 3 SP:Iteration 16Q (138.103631 sec): 3 clusters Score: Raw -79767.084956 + Penalty 1671.836403 = -78095.248552 nChanged 1 SP:Iteration 17Q (138.105225 sec): 3 clusters Score: Raw -79767.893150 + Penalty 1671.836403 = -78096.056746 nChanged 0 SP:Iteration 18F (138.106945 sec): 3 clusters Score: Raw -79767.893150 + Penalty 1671.836403 = -78096.056746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.107665 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.107954 sec): 3 clusters Score: Raw -2727.208366 + Penalty 217.518248 = -2509.690118 nChanged 5 SP:Iteration 1F (138.108234 sec): 3 clusters Score: Raw -2735.855112 + Penalty 217.622790 = -2518.232322 nChanged 1 SP:Iteration 2Q (138.108503 sec): 3 clusters Score: Raw -2737.459714 + Penalty 217.622790 = -2519.836925 nChanged 0 SP:Iteration 3F (138.108784 sec): 3 clusters Score: Raw -2737.459714 + Penalty 217.622790 = -2519.836925 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.118427 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.124100 sec): 3 clusters Score: Raw -235318.523081 + Penalty 956.803591 = -234361.719490 nChanged 1248 SP:Iteration 1F (138.129599 sec): 3 clusters Score: Raw -236187.253698 + Penalty 965.014321 = -235222.239378 nChanged 346 SP:Iteration 2F (138.135439 sec): 3 clusters Score: Raw -236443.525718 + Penalty 975.297300 = -235468.228419 nChanged 207 SP:Iteration 3F (138.141108 sec): 3 clusters Score: Raw -236625.507981 + Penalty 977.895232 = -235647.612749 nChanged 131 SP:Iteration 4Q (138.146586 sec): 3 clusters Score: Raw -236733.276782 + Penalty 980.957403 = -235752.319380 nChanged 91 SP:Iteration 5Q (138.152079 sec): 3 clusters Score: Raw -236806.043431 + Penalty 984.679568 = -235821.363863 nChanged 69 SP:Iteration 6Q (138.157355 sec): 3 clusters Score: Raw -236847.166645 + Penalty 990.560433 = -235856.606212 nChanged 59 SP:Iteration 7Q (138.162533 sec): 3 clusters Score: Raw -236881.629478 + Penalty 1002.017905 = -235879.611574 nChanged 60 SP:Iteration 8Q (138.167922 sec): 3 clusters Score: Raw -236916.710044 + Penalty 1008.985574 = -235907.724469 nChanged 46 SP:Iteration 9Q (138.173311 sec): 3 clusters Score: Raw -236943.038411 + Penalty 1017.654279 = -235925.384132 nChanged 48 SP:Iteration 10F (138.179282 sec): 3 clusters Score: Raw -236981.754615 + Penalty 1028.746972 = -235953.007643 nChanged 42 SP:Iteration 11Q (138.184360 sec): 3 clusters Score: Raw -237012.403258 + Penalty 1035.513031 = -235976.890227 nChanged 38 SP:Iteration 12Q (138.189394 sec): 3 clusters Score: Raw -237037.717038 + Penalty 1041.934066 = -235995.782971 nChanged 34 SP:Iteration 13Q (138.194375 sec): 3 clusters Score: Raw -237060.650647 + Penalty 1042.200059 = -236018.450587 nChanged 33 SP:Iteration 14Q (138.199481 sec): 3 clusters Score: Raw -237090.407936 + Penalty 1039.184856 = -236051.223080 nChanged 28 SP:Iteration 15Q (138.204660 sec): 3 clusters Score: Raw -237107.521828 + Penalty 1041.267876 = -236066.253952 nChanged 20 SP:Iteration 16Q (138.209573 sec): 3 clusters Score: Raw -237117.933992 + Penalty 1042.894823 = -236075.039169 nChanged 6 SP:Iteration 17Q (138.214482 sec): 3 clusters Score: Raw -237121.329263 + Penalty 1037.949515 = -236083.379748 nChanged 6 SP:Iteration 18Q (138.219378 sec): 3 clusters Score: Raw -237124.637885 + Penalty 1038.003332 = -236086.634553 nChanged 2 SP:Iteration 19Q (138.224262 sec): 3 clusters Score: Raw -237125.558644 + Penalty 1040.188239 = -236085.370405 nChanged 4 SP:Iteration 20F (138.230055 sec): 3 clusters Score: Raw -237126.391198 + Penalty 1039.840487 = -236086.550712 nChanged 1 SP:Iteration 21Q (138.235118 sec): 3 clusters Score: Raw -237126.659167 + Penalty 1040.005474 = -236086.653693 nChanged 4 SP:Iteration 22Q (138.240085 sec): 3 clusters Score: Raw -237127.379976 + Penalty 1037.784766 = -236089.595210 nChanged 2 SP:Iteration 23Q (138.244975 sec): 3 clusters Score: Raw -237129.085924 + Penalty 1034.049420 = -236095.036504 nChanged 4 SP:Iteration 24Q (138.249889 sec): 3 clusters Score: Raw -237130.244970 + Penalty 1032.927297 = -236097.317673 nChanged 2 SP:Iteration 25Q (138.254849 sec): 3 clusters Score: Raw -237130.355507 + Penalty 1032.927297 = -236097.428211 nChanged 0 SP:Iteration 26F (138.260515 sec): 3 clusters Score: Raw -237130.355507 + Penalty 1032.927297 = -236097.428211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.263665 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.264524 sec): 3 clusters Score: Raw -29016.995105 + Penalty 102.585884 = -28914.409221 nChanged 156 SP:Iteration 1F (138.265358 sec): 3 clusters Score: Raw -29121.148689 + Penalty 102.277455 = -29018.871234 nChanged 67 SP:Iteration 2F (138.266180 sec): 3 clusters Score: Raw -29175.415807 + Penalty 104.878919 = -29070.536888 nChanged 21 SP:Iteration 3F (138.267099 sec): 3 clusters Score: Raw -29184.241382 + Penalty 106.983525 = -29077.257857 nChanged 17 SP:Iteration 4Q (138.267951 sec): 3 clusters Score: Raw -29187.208963 + Penalty 108.698759 = -29078.510204 nChanged 20 SP:Iteration 5F (138.268798 sec): 3 clusters Score: Raw -29196.752606 + Penalty 99.131601 = -29097.621005 nChanged 33 SP:Iteration 6F (138.269643 sec): 3 clusters Score: Raw -29244.447250 + Penalty 49.819095 = -29194.628155 nChanged 10 SP:Iteration 7Q (138.270302 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP:Iteration 8F (138.270954 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.274659 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.277051 sec): 3 clusters Score: Raw -101461.320149 + Penalty 1128.540061 = -100332.780089 nChanged 423 SP:Iteration 1F (138.279529 sec): 3 clusters Score: Raw -101778.072942 + Penalty 1136.171940 = -100641.901002 nChanged 120 SP:Iteration 2F (138.281903 sec): 3 clusters Score: Raw -101878.490775 + Penalty 1149.948243 = -100728.542531 nChanged 83 SP:Iteration 3F (138.284206 sec): 3 clusters Score: Raw -101952.484807 + Penalty 1166.811625 = -100785.673181 nChanged 64 SP:Iteration 4F (138.286448 sec): 3 clusters Score: Raw -102009.521219 + Penalty 1183.291932 = -100826.229287 nChanged 52 SP:Iteration 5Q (138.288653 sec): 3 clusters Score: Raw -102045.662958 + Penalty 1195.688066 = -100849.974892 nChanged 38 SP:Iteration 6Q (138.290828 sec): 3 clusters Score: Raw -102070.396221 + Penalty 1205.346337 = -100865.049883 nChanged 30 SP:Iteration 7Q (138.292995 sec): 3 clusters Score: Raw -102085.307195 + Penalty 1211.671301 = -100873.635894 nChanged 15 SP:Iteration 8Q (138.295126 sec): 3 clusters Score: Raw -102094.960638 + Penalty 1215.454362 = -100879.506276 nChanged 16 SP:Iteration 9Q (138.297237 sec): 3 clusters Score: Raw -102108.442756 + Penalty 1221.039758 = -100887.402998 nChanged 15 SP:Iteration 10F (138.299452 sec): 3 clusters Score: Raw -102116.288322 + Penalty 1227.805578 = -100888.482744 nChanged 13 SP:Iteration 11Q (138.301713 sec): 3 clusters Score: Raw -102122.452595 + Penalty 1233.259448 = -100889.193147 nChanged 12 SP:Iteration 12Q (138.303926 sec): 3 clusters Score: Raw -102128.162650 + Penalty 1237.701695 = -100890.460954 nChanged 6 SP:Iteration 13Q (138.305997 sec): 3 clusters Score: Raw -102130.866472 + Penalty 1241.797357 = -100889.069115 nChanged 8 SP:Iteration 14F (138.308179 sec): 3 clusters Score: Raw -102136.781258 + Penalty 1243.370269 = -100893.410989 nChanged 3 SP:Iteration 15Q (138.310214 sec): 3 clusters Score: Raw -102137.789567 + Penalty 1244.966900 = -100892.822668 nChanged 2 SP:Iteration 16F (138.312392 sec): 3 clusters Score: Raw -102138.083385 + Penalty 1244.966900 = -100893.116485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.314114 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.315096 sec): 3 clusters Score: Raw -33569.815305 + Penalty 1364.235656 = -32205.579650 nChanged 111 SP:Iteration 1F (138.316090 sec): 3 clusters Score: Raw -33717.617066 + Penalty 1363.474606 = -32354.142460 nChanged 39 SP:Iteration 2F (138.317100 sec): 3 clusters Score: Raw -33766.220671 + Penalty 1362.444835 = -32403.775836 nChanged 16 SP:Iteration 3Q (138.318073 sec): 3 clusters Score: Raw -33796.454892 + Penalty 1360.557117 = -32435.897774 nChanged 12 SP:Iteration 4Q (138.319016 sec): 3 clusters Score: Raw -33817.430505 + Penalty 1360.496178 = -32456.934327 nChanged 12 SP:Iteration 5Q (138.319951 sec): 3 clusters Score: Raw -33829.351765 + Penalty 1359.962591 = -32469.389174 nChanged 6 SP:Iteration 6Q (138.320881 sec): 3 clusters Score: Raw -33836.142807 + Penalty 1359.571455 = -32476.571352 nChanged 4 SP:Iteration 7Q (138.321806 sec): 3 clusters Score: Raw -33843.213761 + Penalty 1359.929387 = -32483.284374 nChanged 4 SP:Iteration 8Q (138.322729 sec): 3 clusters Score: Raw -33847.446034 + Penalty 1358.958788 = -32488.487246 nChanged 2 SP:Iteration 9Q (138.323682 sec): 3 clusters Score: Raw -33850.427059 + Penalty 1358.616334 = -32491.810725 nChanged 1 SP:Iteration 10F (138.324646 sec): 3 clusters Score: Raw -33851.245883 + Penalty 1358.447535 = -32492.798348 nChanged 1 SP:Iteration 11Q (138.325571 sec): 3 clusters Score: Raw -33852.114182 + Penalty 1358.447535 = -32493.666648 nChanged 0 SP:Iteration 12F (138.326535 sec): 3 clusters Score: Raw -33852.114182 + Penalty 1358.447535 = -32493.666648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.328072 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.329051 sec): 3 clusters Score: Raw -31689.780455 + Penalty 478.517466 = -31211.262989 nChanged 140 SP:Iteration 1F (138.329990 sec): 3 clusters Score: Raw -31791.107040 + Penalty 481.209177 = -31309.897863 nChanged 45 SP:Iteration 2F (138.330919 sec): 3 clusters Score: Raw -31826.938593 + Penalty 488.849180 = -31338.089413 nChanged 29 SP:Iteration 3F (138.331839 sec): 3 clusters Score: Raw -31849.459822 + Penalty 501.306902 = -31348.152920 nChanged 22 SP:Iteration 4F (138.332757 sec): 3 clusters Score: Raw -31868.325587 + Penalty 511.173035 = -31357.152553 nChanged 20 SP:Iteration 5Q (138.333750 sec): 3 clusters Score: Raw -31890.405486 + Penalty 522.070783 = -31368.334703 nChanged 16 SP:Iteration 6Q (138.334670 sec): 3 clusters Score: Raw -31907.734468 + Penalty 531.161773 = -31376.572695 nChanged 8 SP:Iteration 7Q (138.335545 sec): 3 clusters Score: Raw -31914.465326 + Penalty 539.283664 = -31375.181662 nChanged 7 SP:Iteration 8F (138.336447 sec): 3 clusters Score: Raw -31923.212724 + Penalty 552.168390 = -31371.044333 nChanged 6 SP:Iteration 9F (138.337347 sec): 3 clusters Score: Raw -31929.031049 + Penalty 572.072524 = -31356.958525 nChanged 8 SP:Iteration 10F (138.338245 sec): 3 clusters Score: Raw -31937.015416 + Penalty 587.096704 = -31349.918712 nChanged 4 SP:Iteration 11F (138.339167 sec): 3 clusters Score: Raw -31939.397562 + Penalty 587.201692 = -31352.195870 nChanged 1 SP:Iteration 12Q (138.340038 sec): 3 clusters Score: Raw -31940.921416 + Penalty 587.201692 = -31353.719724 nChanged 0 SP:Iteration 13F (138.340937 sec): 3 clusters Score: Raw -31940.921416 + Penalty 587.201692 = -31353.719724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.342859 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.344057 sec): 3 clusters Score: Raw -45363.354905 + Penalty 1910.396662 = -43452.958243 nChanged 110 SP:Iteration 1F (138.345212 sec): 3 clusters Score: Raw -45489.908177 + Penalty 1911.005613 = -43578.902564 nChanged 37 SP:Iteration 2F (138.346342 sec): 3 clusters Score: Raw -45536.488693 + Penalty 1911.423372 = -43625.065322 nChanged 24 SP:Iteration 3Q (138.347467 sec): 3 clusters Score: Raw -45571.149246 + Penalty 1911.747720 = -43659.401525 nChanged 13 SP:Iteration 4Q (138.348586 sec): 3 clusters Score: Raw -45585.026713 + Penalty 1911.840117 = -43673.186596 nChanged 5 SP:Iteration 5Q (138.349798 sec): 3 clusters Score: Raw -45591.832400 + Penalty 1911.683156 = -43680.149244 nChanged 4 SP:Iteration 6Q (138.350993 sec): 3 clusters Score: Raw -45597.625562 + Penalty 1911.638727 = -43685.986835 nChanged 3 SP:Iteration 7Q (138.352165 sec): 3 clusters Score: Raw -45600.885181 + Penalty 1911.638727 = -43689.246454 nChanged 2 SP:Iteration 8Q (138.353329 sec): 3 clusters Score: Raw -45602.587774 + Penalty 1911.612241 = -43690.975533 nChanged 1 SP:Iteration 9Q (138.354493 sec): 3 clusters Score: Raw -45603.231629 + Penalty 1911.612241 = -43691.619388 nChanged 0 SP:Iteration 10F (138.355660 sec): 3 clusters Score: Raw -45603.231629 + Penalty 1911.612241 = -43691.619388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.357307 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.358335 sec): 3 clusters Score: Raw -36332.734006 + Penalty 508.287070 = -35824.446936 nChanged 171 SP:Iteration 1F (138.359344 sec): 3 clusters Score: Raw -36425.536647 + Penalty 508.240736 = -35917.295911 nChanged 53 SP:Iteration 2F (138.360342 sec): 3 clusters Score: Raw -36462.091942 + Penalty 509.279570 = -35952.812372 nChanged 40 SP:Iteration 3F (138.361330 sec): 3 clusters Score: Raw -36488.695530 + Penalty 517.845917 = -35970.849612 nChanged 31 SP:Iteration 4F (138.362315 sec): 3 clusters Score: Raw -36513.206082 + Penalty 537.956838 = -35975.249244 nChanged 31 SP:Iteration 5F (138.363289 sec): 3 clusters Score: Raw -36542.687989 + Penalty 580.417146 = -35962.270843 nChanged 28 SP:Iteration 6F (138.364255 sec): 3 clusters Score: Raw -36575.811217 + Penalty 620.254791 = -35955.556426 nChanged 16 SP:Iteration 7F (138.365217 sec): 3 clusters Score: Raw -36593.622539 + Penalty 652.618569 = -35941.003970 nChanged 11 SP:Iteration 8F (138.366175 sec): 3 clusters Score: Raw -36606.701417 + Penalty 691.794274 = -35914.907143 nChanged 7 SP:Iteration 9F (138.367232 sec): 3 clusters Score: Raw -36616.936995 + Penalty 703.909153 = -35913.027842 nChanged 2 SP:Iteration 10F (138.368234 sec): 3 clusters Score: Raw -36619.656360 + Penalty 703.909153 = -35915.747206 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.371290 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.373195 sec): 3 clusters Score: Raw -72696.551120 + Penalty 679.822545 = -72016.728575 nChanged 349 SP:Iteration 1F (138.375032 sec): 3 clusters Score: Raw -72996.142218 + Penalty 699.505214 = -72296.637004 nChanged 115 SP:Iteration 2F (138.376852 sec): 3 clusters Score: Raw -73089.661559 + Penalty 717.844243 = -72371.817316 nChanged 54 SP:Iteration 3F (138.378622 sec): 3 clusters Score: Raw -73141.208556 + Penalty 731.502553 = -72409.706002 nChanged 35 SP:Iteration 4Q (138.380485 sec): 3 clusters Score: Raw -73182.187998 + Penalty 739.596545 = -72442.591453 nChanged 18 SP:Iteration 5Q (138.382335 sec): 3 clusters Score: Raw -73211.021369 + Penalty 744.331240 = -72466.690129 nChanged 11 SP:Iteration 6Q (138.384134 sec): 3 clusters Score: Raw -73221.775258 + Penalty 746.387673 = -72475.387586 nChanged 6 SP:Iteration 7Q (138.385837 sec): 3 clusters Score: Raw -73229.308128 + Penalty 750.503130 = -72478.804997 nChanged 5 SP:Iteration 8Q (138.387452 sec): 3 clusters Score: Raw -73234.536689 + Penalty 752.369404 = -72482.167285 nChanged 2 SP:Iteration 9Q (138.389037 sec): 3 clusters Score: Raw -73236.440589 + Penalty 754.582167 = -72481.858421 nChanged 3 SP:Iteration 10F (138.390773 sec): 3 clusters Score: Raw -73238.465566 + Penalty 758.028886 = -72480.436680 nChanged 3 SP:Iteration 11F (138.392510 sec): 3 clusters Score: Raw -73241.555850 + Penalty 758.028886 = -72483.526964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.394033 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.394912 sec): 3 clusters Score: Raw -29740.113989 + Penalty 1734.288130 = -28005.825860 nChanged 69 SP:Iteration 1F (138.395803 sec): 3 clusters Score: Raw -29838.484924 + Penalty 1733.854417 = -28104.630507 nChanged 19 SP:Iteration 2F (138.396671 sec): 3 clusters Score: Raw -29872.982735 + Penalty 1734.491514 = -28138.491222 nChanged 14 SP:Iteration 3Q (138.397550 sec): 3 clusters Score: Raw -29894.677192 + Penalty 1734.725801 = -28159.951390 nChanged 3 SP:Iteration 4Q (138.398394 sec): 3 clusters Score: Raw -29898.736911 + Penalty 1734.904297 = -28163.832613 nChanged 1 SP:Iteration 5Q (138.399239 sec): 3 clusters Score: Raw -29899.921913 + Penalty 1734.904297 = -28165.017615 nChanged 0 SP:Iteration 6F (138.400189 sec): 3 clusters Score: Raw -29899.921913 + Penalty 1734.904297 = -28165.017615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.405825 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.409077 sec): 3 clusters Score: Raw -148639.550689 + Penalty 1078.991528 = -147560.559161 nChanged 650 SP:Iteration 1F (138.412296 sec): 3 clusters Score: Raw -149056.625913 + Penalty 1091.931123 = -147964.694791 nChanged 164 SP:Iteration 2F (138.415532 sec): 3 clusters Score: Raw -149165.509826 + Penalty 1108.506544 = -148057.003282 nChanged 113 SP:Iteration 3F (138.418925 sec): 3 clusters Score: Raw -149249.957737 + Penalty 1132.975940 = -148116.981797 nChanged 95 SP:Iteration 4F (138.422280 sec): 3 clusters Score: Raw -149340.064144 + Penalty 1163.615283 = -148176.448861 nChanged 83 SP:Iteration 5F (138.425570 sec): 3 clusters Score: Raw -149443.269194 + Penalty 1185.216164 = -148258.053030 nChanged 60 SP:Iteration 6Q (138.428880 sec): 3 clusters Score: Raw -149520.649127 + Penalty 1199.110649 = -148321.538478 nChanged 31 SP:Iteration 7Q (138.432062 sec): 3 clusters Score: Raw -149552.905652 + Penalty 1211.340316 = -148341.565335 nChanged 23 SP:Iteration 8Q (138.435360 sec): 3 clusters Score: Raw -149569.850435 + Penalty 1219.112841 = -148350.737594 nChanged 15 SP:Iteration 9Q (138.438677 sec): 3 clusters Score: Raw -149576.741425 + Penalty 1225.342066 = -148351.399359 nChanged 9 SP:Iteration 10F (138.442050 sec): 3 clusters Score: Raw -149580.349729 + Penalty 1231.989479 = -148348.360251 nChanged 12 SP:Iteration 11F (138.445459 sec): 3 clusters Score: Raw -149586.574011 + Penalty 1242.436304 = -148344.137707 nChanged 12 SP:Iteration 12F (138.448842 sec): 3 clusters Score: Raw -149593.677755 + Penalty 1249.378230 = -148344.299525 nChanged 8 SP:Iteration 13Q (138.451970 sec): 3 clusters Score: Raw -149601.145849 + Penalty 1255.866549 = -148345.279299 nChanged 8 SP:Iteration 14Q (138.455117 sec): 3 clusters Score: Raw -149606.979890 + Penalty 1260.166421 = -148346.813469 nChanged 6 SP:Iteration 15Q (138.458123 sec): 3 clusters Score: Raw -149610.839534 + Penalty 1265.094889 = -148345.744645 nChanged 5 SP:Iteration 16F (138.461456 sec): 3 clusters Score: Raw -149613.029273 + Penalty 1266.798197 = -148346.231076 nChanged 2 SP:Iteration 17Q (138.464388 sec): 3 clusters Score: Raw -149613.922896 + Penalty 1268.417339 = -148345.505557 nChanged 2 SP:Iteration 18F (138.467933 sec): 3 clusters Score: Raw -149614.597435 + Penalty 1269.434898 = -148345.162536 nChanged 1 SP:Iteration 19F (138.471473 sec): 3 clusters Score: Raw -149614.553199 + Penalty 1269.434898 = -148345.118301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.474253 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.474869 sec): 3 clusters Score: Raw -18817.334188 + Penalty 1326.827130 = -17490.507058 nChanged 37 SP:Iteration 1F (138.475469 sec): 3 clusters Score: Raw -18884.554005 + Penalty 1324.193776 = -17560.360229 nChanged 8 SP:Iteration 2Q (138.476053 sec): 3 clusters Score: Raw -18910.454860 + Penalty 1324.262386 = -17586.192475 nChanged 7 SP:Iteration 3Q (138.476636 sec): 3 clusters Score: Raw -18930.315366 + Penalty 1324.603877 = -17605.711488 nChanged 5 SP:Iteration 4Q (138.477276 sec): 3 clusters Score: Raw -18948.202155 + Penalty 1323.517445 = -17624.684710 nChanged 4 SP:Iteration 5Q (138.477857 sec): 3 clusters Score: Raw -18955.925882 + Penalty 1325.343396 = -17630.582487 nChanged 4 SP:Iteration 6Q (138.478428 sec): 3 clusters Score: Raw -18959.627728 + Penalty 1325.186498 = -17634.441229 nChanged 1 SP:Iteration 7Q (138.478999 sec): 3 clusters Score: Raw -18960.270136 + Penalty 1325.186498 = -17635.083638 nChanged 0 SP:Iteration 8F (138.479592 sec): 3 clusters Score: Raw -18960.270136 + Penalty 1325.186498 = -17635.083638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.480830 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.481576 sec): 3 clusters Score: Raw -22140.193865 + Penalty 795.068532 = -21345.125333 nChanged 76 SP:Iteration 1F (138.482320 sec): 3 clusters Score: Raw -22193.611337 + Penalty 785.716907 = -21407.894430 nChanged 25 SP:Iteration 2F (138.483096 sec): 3 clusters Score: Raw -22230.263712 + Penalty 783.022799 = -21447.240913 nChanged 16 SP:Iteration 3F (138.483880 sec): 3 clusters Score: Raw -22256.566845 + Penalty 782.198281 = -21474.368564 nChanged 9 SP:Iteration 4Q (138.484639 sec): 3 clusters Score: Raw -22274.070616 + Penalty 787.821624 = -21486.248992 nChanged 15 SP:Iteration 5F (138.485409 sec): 3 clusters Score: Raw -22298.174524 + Penalty 795.446091 = -21502.728433 nChanged 12 SP:Iteration 6Q (138.486151 sec): 3 clusters Score: Raw -22313.966356 + Penalty 803.395837 = -21510.570519 nChanged 7 SP:Iteration 7Q (138.486878 sec): 3 clusters Score: Raw -22324.445075 + Penalty 805.882383 = -21518.562692 nChanged 5 SP:Iteration 8Q (138.487601 sec): 3 clusters Score: Raw -22333.083493 + Penalty 805.939602 = -21527.143891 nChanged 2 SP:Iteration 9Q (138.488319 sec): 3 clusters Score: Raw -22336.150671 + Penalty 804.885476 = -21531.265195 nChanged 2 SP:Iteration 10F (138.489070 sec): 3 clusters Score: Raw -22347.399154 + Penalty 807.392823 = -21540.006331 nChanged 1 SP:Iteration 11Q (138.489759 sec): 3 clusters Score: Raw -22348.228252 + Penalty 807.392823 = -21540.835429 nChanged 0 SP:Iteration 12F (138.490500 sec): 3 clusters Score: Raw -22348.228252 + Penalty 807.392823 = -21540.835429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.491126 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.491436 sec): 3 clusters Score: Raw -3737.167204 + Penalty 115.005336 = -3622.161868 nChanged 15 SP:Iteration 1F (138.491742 sec): 3 clusters Score: Raw -3761.904801 + Penalty 163.014992 = -3598.889810 nChanged 6 SP:Iteration 2F (138.492045 sec): 3 clusters Score: Raw -3777.579807 + Penalty 205.834287 = -3571.745519 nChanged 2 SP:Iteration 3F (138.492351 sec): 3 clusters Score: Raw -3787.904392 + Penalty 205.834287 = -3582.070104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.492822 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.493015 sec): 3 clusters Score: Raw -303.478096 + Penalty 45.054567 = -258.423529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.494631 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.495616 sec): 3 clusters Score: Raw -34310.566237 + Penalty 825.618697 = -33484.947540 nChanged 129 SP:Iteration 1F (138.496597 sec): 3 clusters Score: Raw -34416.974557 + Penalty 827.013472 = -33589.961085 nChanged 41 SP:Iteration 2F (138.497541 sec): 3 clusters Score: Raw -34453.519219 + Penalty 827.066782 = -33626.452436 nChanged 17 SP:Iteration 3Q (138.498479 sec): 3 clusters Score: Raw -34463.287927 + Penalty 827.424044 = -33635.863882 nChanged 10 SP:Iteration 4Q (138.499417 sec): 3 clusters Score: Raw -34468.143215 + Penalty 828.160322 = -33639.982893 nChanged 4 SP:Iteration 5Q (138.500452 sec): 3 clusters Score: Raw -34469.628670 + Penalty 829.757393 = -33639.871277 nChanged 3 SP:Iteration 6F (138.501454 sec): 3 clusters Score: Raw -34470.087219 + Penalty 830.397950 = -33639.689269 nChanged 4 SP:Iteration 7F (138.502434 sec): 3 clusters Score: Raw -34472.339152 + Penalty 831.166267 = -33641.172885 nChanged 4 SP:Iteration 8Q (138.503406 sec): 3 clusters Score: Raw -34473.571185 + Penalty 831.518799 = -33642.052386 nChanged 1 SP:Iteration 9Q (138.504379 sec): 3 clusters Score: Raw -34474.472915 + Penalty 831.518799 = -33642.954117 nChanged 0 SP:Iteration 10F (138.505319 sec): 3 clusters Score: Raw -34474.472915 + Penalty 831.518799 = -33642.954117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.505834 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.506045 sec): 3 clusters Score: Raw -432.924469 + Penalty 96.714075 = -336.210394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.506542 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.506760 sec): 3 clusters Score: Raw -785.308911 + Penalty 220.285143 = -565.023768 nChanged 0 Iteration 234F (139.320223 sec): 39 clusters Score: Raw -3402031.162015 + Penalty 28801.015097 = -3373230.146917 nChanged 1 Iteration 235F (140.110723 sec): 39 clusters Score: Raw -3402077.294771 + Penalty 28803.890881 = -3373273.403890 nChanged 1 Iteration 236Q (140.258297 sec): 39 clusters Score: Raw -3402123.484787 + Penalty 28804.431503 = -3373319.053284 nChanged 1 Iteration 237Q (140.405343 sec): 39 clusters Score: Raw -3402136.936577 + Penalty 28804.431503 = -3373332.505075 nChanged 0 Iteration 238F (141.198106 sec): 39 clusters Score: Raw -3402154.221201 + Penalty 28809.508802 = -3373344.712398 nChanged 1 Iteration 239Q (141.344636 sec): 39 clusters Score: Raw -3402183.743950 + Penalty 28822.180990 = -3373361.562959 nChanged 1 Iteration 240F (142.129463 sec): 39 clusters Score: Raw -3402185.261791 + Penalty 28822.180990 = -3373363.080801 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402185.261791 + Penalty 28822.180990 = -3373363.080801Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.264702 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.264960 sec): 3 clusters Score: Raw -1066.718962 + Penalty 178.389513 = -888.329448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.270759 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.273801 sec): 3 clusters Score: Raw -131134.504406 + Penalty 826.854229 = -130307.650176 nChanged 632 SP:Iteration 1F (142.276722 sec): 3 clusters Score: Raw -131463.516611 + Penalty 825.353181 = -130638.163430 nChanged 130 SP:Iteration 2F (142.279526 sec): 3 clusters Score: Raw -131536.922639 + Penalty 825.201886 = -130711.720753 nChanged 108 SP:Iteration 3F (142.282319 sec): 3 clusters Score: Raw -131609.463031 + Penalty 826.512059 = -130782.950972 nChanged 80 SP:Iteration 4F (142.285045 sec): 3 clusters Score: Raw -131666.496142 + Penalty 827.495538 = -130839.000604 nChanged 74 SP:Iteration 5Q (142.287758 sec): 3 clusters Score: Raw -131729.279636 + Penalty 832.615782 = -130896.663854 nChanged 77 SP:Iteration 6F (142.290500 sec): 3 clusters Score: Raw -131783.637499 + Penalty 840.304793 = -130943.332706 nChanged 63 SP:Iteration 7Q (142.293170 sec): 3 clusters Score: Raw -131832.049821 + Penalty 847.675504 = -130984.374317 nChanged 64 SP:Iteration 8Q (142.295808 sec): 3 clusters Score: Raw -131875.876914 + Penalty 853.819233 = -131022.057680 nChanged 39 SP:Iteration 9Q (142.298399 sec): 3 clusters Score: Raw -131903.736981 + Penalty 861.568391 = -131042.168589 nChanged 43 SP:Iteration 10F (142.301135 sec): 3 clusters Score: Raw -131939.755469 + Penalty 877.904651 = -131061.850818 nChanged 30 SP:Iteration 11Q (142.303592 sec): 3 clusters Score: Raw -131964.417014 + Penalty 887.887556 = -131076.529458 nChanged 13 SP:Iteration 12Q (142.306201 sec): 3 clusters Score: Raw -131973.896256 + Penalty 894.468867 = -131079.427389 nChanged 8 SP:Iteration 13Q (142.308675 sec): 3 clusters Score: Raw -131977.930796 + Penalty 903.122287 = -131074.808509 nChanged 5 SP:Iteration 14F (142.311406 sec): 3 clusters Score: Raw -131982.079626 + Penalty 907.549543 = -131074.530083 nChanged 3 SP:Iteration 15F (142.314132 sec): 3 clusters Score: Raw -131983.150794 + Penalty 915.887281 = -131067.263513 nChanged 4 SP:Iteration 16F (142.316884 sec): 3 clusters Score: Raw -131983.337315 + Penalty 914.831526 = -131068.505789 nChanged 2 SP:Iteration 17Q (142.319184 sec): 3 clusters Score: Raw -131984.047073 + Penalty 914.831526 = -131069.215548 nChanged 0 SP:Iteration 18F (142.321938 sec): 3 clusters Score: Raw -131984.047073 + Penalty 914.831526 = -131069.215548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.323102 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.323726 sec): 3 clusters Score: Raw -15721.319261 + Penalty 910.980976 = -14810.338286 nChanged 46 SP:Iteration 1F (142.324303 sec): 3 clusters Score: Raw -15809.394121 + Penalty 908.515868 = -14900.878253 nChanged 16 SP:Iteration 2F (142.324875 sec): 3 clusters Score: Raw -15836.025485 + Penalty 905.471417 = -14930.554068 nChanged 5 SP:Iteration 3Q (142.325427 sec): 3 clusters Score: Raw -15844.320500 + Penalty 902.184564 = -14942.135936 nChanged 2 SP:Iteration 4Q (142.325974 sec): 3 clusters Score: Raw -15847.029889 + Penalty 902.184564 = -14944.845325 nChanged 0 SP:Iteration 5F (142.326542 sec): 3 clusters Score: Raw -15847.029889 + Penalty 902.184564 = -14944.845325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.332180 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.335453 sec): 3 clusters Score: Raw -136516.717645 + Penalty 333.815755 = -136182.901890 nChanged 754 SP:Iteration 1F (142.338692 sec): 3 clusters Score: Raw -137037.636298 + Penalty 333.334419 = -136704.301879 nChanged 165 SP:Iteration 2F (142.342093 sec): 3 clusters Score: Raw -137105.727832 + Penalty 333.067349 = -136772.660483 nChanged 98 SP:Iteration 3F (142.345197 sec): 3 clusters Score: Raw -137153.735284 + Penalty 332.765421 = -136820.969863 nChanged 69 SP:Iteration 4Q (142.348307 sec): 3 clusters Score: Raw -137206.524588 + Penalty 331.170132 = -136875.354457 nChanged 77 SP:Iteration 5Q (142.351439 sec): 3 clusters Score: Raw -137276.603692 + Penalty 330.150966 = -136946.452726 nChanged 64 SP:Iteration 6Q (142.354609 sec): 3 clusters Score: Raw -137334.580916 + Penalty 329.392589 = -137005.188327 nChanged 57 SP:Iteration 7Q (142.357778 sec): 3 clusters Score: Raw -137377.769254 + Penalty 327.820085 = -137049.949169 nChanged 49 SP:Iteration 8Q (142.360852 sec): 3 clusters Score: Raw -137406.046593 + Penalty 326.404921 = -137079.641671 nChanged 49 SP:Iteration 9Q (142.363881 sec): 3 clusters Score: Raw -137430.334639 + Penalty 322.805130 = -137107.529508 nChanged 48 SP:Iteration 10F (142.367302 sec): 3 clusters Score: Raw -137454.463023 + Penalty 320.512867 = -137133.950156 nChanged 46 SP:Iteration 11Q (142.370407 sec): 3 clusters Score: Raw -137478.814199 + Penalty 320.599073 = -137158.215126 nChanged 38 SP:Iteration 12Q (142.373461 sec): 3 clusters Score: Raw -137496.875932 + Penalty 317.737706 = -137179.138226 nChanged 38 SP:Iteration 13Q (142.376528 sec): 3 clusters Score: Raw -137517.450792 + Penalty 318.208974 = -137199.241818 nChanged 45 SP:Iteration 14Q (142.379417 sec): 3 clusters Score: Raw -137548.280670 + Penalty 310.485738 = -137237.794932 nChanged 37 SP:Iteration 15Q (142.382146 sec): 3 clusters Score: Raw -137573.465713 + Penalty 310.514525 = -137262.951188 nChanged 25 SP:Iteration 16Q (142.384836 sec): 3 clusters Score: Raw -137587.670201 + Penalty 311.448448 = -137276.221752 nChanged 19 SP:Iteration 17Q (142.387544 sec): 3 clusters Score: Raw -137596.354007 + Penalty 319.176015 = -137277.177992 nChanged 8 SP:Iteration 18Q (142.390239 sec): 3 clusters Score: Raw -137599.928517 + Penalty 323.746587 = -137276.181930 nChanged 10 SP:Iteration 19F (142.393302 sec): 3 clusters Score: Raw -137603.124531 + Penalty 332.426857 = -137270.697675 nChanged 7 SP:Iteration 20F (142.396357 sec): 3 clusters Score: Raw -137605.854283 + Penalty 341.750315 = -137264.103968 nChanged 8 SP:Iteration 21F (142.399414 sec): 3 clusters Score: Raw -137608.094649 + Penalty 339.378958 = -137268.715691 nChanged 1 SP:Iteration 22Q (142.401997 sec): 3 clusters Score: Raw -137608.254680 + Penalty 339.378958 = -137268.875722 nChanged 0 SP:Iteration 23F (142.405054 sec): 3 clusters Score: Raw -137608.254680 + Penalty 339.378958 = -137268.875722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.405862 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.406168 sec): 3 clusters Score: Raw -3077.807229 + Penalty 309.936838 = -2767.870391 nChanged 13 SP:Iteration 1F (142.406471 sec): 3 clusters Score: Raw -3129.995767 + Penalty 309.936838 = -2820.058929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.406951 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.407138 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.480362 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.510984 sec): 3 clusters Score: Raw -1256861.142109 + Penalty 436.534437 = -1256424.607672 nChanged 7635 SP:Iteration 1F (142.540691 sec): 3 clusters Score: Raw -1260443.847734 + Penalty 427.693755 = -1260016.153979 nChanged 2447 SP:Iteration 2F (142.570844 sec): 3 clusters Score: Raw -1263057.394626 + Penalty 399.944284 = -1262657.450342 nChanged 1546 SP:Iteration 3F (142.600519 sec): 3 clusters Score: Raw -1264988.894843 + Penalty 352.249756 = -1264636.645087 nChanged 1090 SP:Iteration 4F (142.630201 sec): 3 clusters Score: Raw -1266352.172720 + Penalty 310.235897 = -1266041.936822 nChanged 653 SP:Iteration 5Q (142.655126 sec): 3 clusters Score: Raw -1267127.735050 + Penalty 297.537972 = -1266830.197078 nChanged 283 SP:Iteration 6Q (142.679253 sec): 3 clusters Score: Raw -1267354.950016 + Penalty 291.812097 = -1267063.137918 nChanged 173 SP:Iteration 7Q (142.703162 sec): 3 clusters Score: Raw -1267476.904513 + Penalty 285.539621 = -1267191.364892 nChanged 117 SP:Iteration 8Q (142.726863 sec): 3 clusters Score: Raw -1267548.990377 + Penalty 284.606965 = -1267264.383412 nChanged 60 SP:Iteration 9Q (142.750044 sec): 3 clusters Score: Raw -1267580.061531 + Penalty 282.701705 = -1267297.359826 nChanged 29 SP:Iteration 10F (142.779615 sec): 3 clusters Score: Raw -1267592.004379 + Penalty 282.793256 = -1267309.211123 nChanged 18 SP:Iteration 11Q (142.803084 sec): 3 clusters Score: Raw -1267599.865673 + Penalty 279.686338 = -1267320.179334 nChanged 21 SP:Iteration 12Q (142.826573 sec): 3 clusters Score: Raw -1267607.926209 + Penalty 278.989381 = -1267328.936828 nChanged 13 SP:Iteration 13Q (142.849613 sec): 3 clusters Score: Raw -1267611.036859 + Penalty 279.414265 = -1267331.622594 nChanged 10 SP:Iteration 14Q (142.872729 sec): 3 clusters Score: Raw -1267613.615589 + Penalty 279.941587 = -1267333.674002 nChanged 8 SP:Iteration 15Q (142.896812 sec): 3 clusters Score: Raw -1267615.445768 + Penalty 280.876934 = -1267334.568834 nChanged 9 SP:Iteration 16Q (142.919848 sec): 3 clusters Score: Raw -1267617.244557 + Penalty 280.732830 = -1267336.511727 nChanged 4 SP:Iteration 17Q (142.943081 sec): 3 clusters Score: Raw -1267617.516598 + Penalty 281.179983 = -1267336.336615 nChanged 5 SP:Iteration 18F (142.972390 sec): 3 clusters Score: Raw -1267617.225002 + Penalty 274.296086 = -1267342.928916 nChanged 4 SP:Iteration 19Q (142.996028 sec): 3 clusters Score: Raw -1267616.324623 + Penalty 274.325322 = -1267341.999301 nChanged 9 SP:Iteration 20F (143.024468 sec): 3 clusters Score: Raw -1267615.896004 + Penalty 275.083856 = -1267340.812148 nChanged 14 SP:Iteration 21F (143.053276 sec): 3 clusters Score: Raw -1267615.821401 + Penalty 273.170951 = -1267342.650450 nChanged 34 SP:Iteration 22Q (143.076287 sec): 3 clusters Score: Raw -1267647.889922 + Penalty 219.144558 = -1267428.745364 nChanged 22 SP:Iteration 23Q (143.099232 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP:Iteration 24F (143.121438 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.132983 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.134571 sec): 3 clusters Score: Raw -72121.461847 + Penalty 1514.261037 = -70607.200810 nChanged 271 SP:Iteration 1F (143.136114 sec): 3 clusters Score: Raw -72363.249465 + Penalty 1510.208410 = -70853.041055 nChanged 86 SP:Iteration 2F (143.137692 sec): 3 clusters Score: Raw -72459.751863 + Penalty 1506.976574 = -70952.775290 nChanged 54 SP:Iteration 3F (143.139250 sec): 3 clusters Score: Raw -72517.198351 + Penalty 1505.997757 = -71011.200594 nChanged 33 SP:Iteration 4Q (143.140880 sec): 3 clusters Score: Raw -72544.053738 + Penalty 1506.141110 = -71037.912628 nChanged 26 SP:Iteration 5Q (143.142628 sec): 3 clusters Score: Raw -72564.239886 + Penalty 1506.566115 = -71057.673771 nChanged 16 SP:Iteration 6Q (143.144275 sec): 3 clusters Score: Raw -72579.027544 + Penalty 1507.112555 = -71071.914989 nChanged 13 SP:Iteration 7Q (143.145834 sec): 3 clusters Score: Raw -72587.659663 + Penalty 1507.394784 = -71080.264879 nChanged 1 SP:Iteration 8Q (143.147368 sec): 3 clusters Score: Raw -72588.046708 + Penalty 1507.394784 = -71080.651924 nChanged 0 SP:Iteration 9F (143.148905 sec): 3 clusters Score: Raw -72588.046708 + Penalty 1507.394784 = -71080.651924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.160455 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.164760 sec): 3 clusters Score: Raw -204209.862085 + Penalty 986.706596 = -203223.155489 nChanged 985 SP:Iteration 1F (143.169094 sec): 3 clusters Score: Raw -204879.902126 + Penalty 994.598911 = -203885.303215 nChanged 272 SP:Iteration 2F (143.173313 sec): 3 clusters Score: Raw -205149.782607 + Penalty 1001.862462 = -204147.920145 nChanged 177 SP:Iteration 3F (143.177916 sec): 3 clusters Score: Raw -205319.144495 + Penalty 1005.647907 = -204313.496588 nChanged 137 SP:Iteration 4F (143.182223 sec): 3 clusters Score: Raw -205439.349492 + Penalty 1007.684920 = -204431.664573 nChanged 119 SP:Iteration 5F (143.186422 sec): 3 clusters Score: Raw -205520.607381 + Penalty 1008.616554 = -204511.990827 nChanged 88 SP:Iteration 6Q (143.190488 sec): 3 clusters Score: Raw -205570.996862 + Penalty 1008.514720 = -204562.482141 nChanged 49 SP:Iteration 7Q (143.194738 sec): 3 clusters Score: Raw -205592.823464 + Penalty 1006.717319 = -204586.106145 nChanged 51 SP:Iteration 8Q (143.198723 sec): 3 clusters Score: Raw -205617.055924 + Penalty 1004.637741 = -204612.418184 nChanged 47 SP:Iteration 9Q (143.202785 sec): 3 clusters Score: Raw -205638.828901 + Penalty 1002.554822 = -204636.274078 nChanged 50 SP:Iteration 10F (143.207017 sec): 3 clusters Score: Raw -205659.343239 + Penalty 1001.022678 = -204658.320561 nChanged 42 SP:Iteration 11Q (143.211363 sec): 3 clusters Score: Raw -205680.849817 + Penalty 998.645890 = -204682.203927 nChanged 35 SP:Iteration 12Q (143.215445 sec): 3 clusters Score: Raw -205696.794657 + Penalty 995.977985 = -204700.816672 nChanged 46 SP:Iteration 13Q (143.219398 sec): 3 clusters Score: Raw -205713.244163 + Penalty 993.641915 = -204719.602248 nChanged 39 SP:Iteration 14Q (143.223378 sec): 3 clusters Score: Raw -205725.264465 + Penalty 991.825433 = -204733.439032 nChanged 31 SP:Iteration 15Q (143.227453 sec): 3 clusters Score: Raw -205735.592971 + Penalty 989.566999 = -204746.025972 nChanged 38 SP:Iteration 16Q (143.231438 sec): 3 clusters Score: Raw -205746.552111 + Penalty 988.885696 = -204757.666415 nChanged 16 SP:Iteration 17Q (143.235469 sec): 3 clusters Score: Raw -205750.203463 + Penalty 988.655154 = -204761.548309 nChanged 5 SP:Iteration 18Q (143.239456 sec): 3 clusters Score: Raw -205750.664806 + Penalty 988.405409 = -204762.259396 nChanged 7 SP:Iteration 19Q (143.243620 sec): 3 clusters Score: Raw -205751.978227 + Penalty 988.239660 = -204763.738567 nChanged 6 SP:Iteration 20F (143.247849 sec): 3 clusters Score: Raw -205752.956999 + Penalty 988.237160 = -204764.719839 nChanged 2 SP:Iteration 21Q (143.251820 sec): 3 clusters Score: Raw -205753.429901 + Penalty 988.170596 = -204765.259305 nChanged 1 SP:Iteration 22Q (143.255788 sec): 3 clusters Score: Raw -205753.505564 + Penalty 987.957849 = -204765.547715 nChanged 3 SP:Iteration 23Q (143.259785 sec): 3 clusters Score: Raw -205753.668485 + Penalty 987.685420 = -204765.983065 nChanged 4 SP:Iteration 24Q (143.263779 sec): 3 clusters Score: Raw -205754.017625 + Penalty 987.484225 = -204766.533400 nChanged 3 SP:Iteration 25Q (143.267780 sec): 3 clusters Score: Raw -205754.228120 + Penalty 987.409252 = -204766.818868 nChanged 1 SP:Iteration 26Q (143.272108 sec): 3 clusters Score: Raw -205754.363201 + Penalty 987.203490 = -204767.159711 nChanged 3 SP:Iteration 27Q (143.276302 sec): 3 clusters Score: Raw -205754.711449 + Penalty 987.139093 = -204767.572355 nChanged 1 SP:Iteration 28Q (143.280414 sec): 3 clusters Score: Raw -205754.750027 + Penalty 987.139093 = -204767.610934 nChanged 0 SP:Iteration 29F (143.284729 sec): 3 clusters Score: Raw -205754.750027 + Penalty 987.139093 = -204767.610934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.292345 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.293091 sec): 3 clusters Score: Raw -20933.414788 + Penalty 594.929252 = -20338.485536 nChanged 73 SP:Iteration 1F (143.293800 sec): 3 clusters Score: Raw -21017.452600 + Penalty 601.238205 = -20416.214395 nChanged 26 SP:Iteration 2F (143.294555 sec): 3 clusters Score: Raw -21066.480925 + Penalty 607.843538 = -20458.637387 nChanged 16 SP:Iteration 3F (143.295269 sec): 3 clusters Score: Raw -21091.176759 + Penalty 614.190528 = -20476.986232 nChanged 12 SP:Iteration 4Q (143.295978 sec): 3 clusters Score: Raw -21113.096499 + Penalty 621.924484 = -20491.172015 nChanged 6 SP:Iteration 5Q (143.296660 sec): 3 clusters Score: Raw -21135.027575 + Penalty 618.930556 = -20516.097019 nChanged 5 SP:Iteration 6Q (143.297332 sec): 3 clusters Score: Raw -21150.552690 + Penalty 623.101387 = -20527.451303 nChanged 4 SP:Iteration 7Q (143.297991 sec): 3 clusters Score: Raw -21160.915420 + Penalty 623.101387 = -20537.814033 nChanged 0 SP:Iteration 8F (143.298698 sec): 3 clusters Score: Raw -21160.915420 + Penalty 623.101387 = -20537.814033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.301099 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.302036 sec): 3 clusters Score: Raw -32385.559839 + Penalty 1670.062119 = -30715.497721 nChanged 95 SP:Iteration 1F (143.302960 sec): 3 clusters Score: Raw -32502.112134 + Penalty 1670.881499 = -30831.230634 nChanged 29 SP:Iteration 2F (143.303878 sec): 3 clusters Score: Raw -32558.298264 + Penalty 1672.493912 = -30885.804352 nChanged 22 SP:Iteration 3F (143.304800 sec): 3 clusters Score: Raw -32606.253324 + Penalty 1672.451838 = -30933.801487 nChanged 15 SP:Iteration 4Q (143.305751 sec): 3 clusters Score: Raw -32633.744249 + Penalty 1670.998973 = -30962.745276 nChanged 8 SP:Iteration 5Q (143.306673 sec): 3 clusters Score: Raw -32651.326530 + Penalty 1670.968851 = -30980.357679 nChanged 7 SP:Iteration 6Q (143.307586 sec): 3 clusters Score: Raw -32664.797342 + Penalty 1670.973953 = -30993.823390 nChanged 4 SP:Iteration 7Q (143.308495 sec): 3 clusters Score: Raw -32669.562858 + Penalty 1670.931989 = -30998.630869 nChanged 2 SP:Iteration 8Q (143.309401 sec): 3 clusters Score: Raw -32673.669365 + Penalty 1671.661154 = -31002.008211 nChanged 2 SP:Iteration 9Q (143.310301 sec): 3 clusters Score: Raw -32679.004455 + Penalty 1671.232798 = -31007.771657 nChanged 1 SP:Iteration 10F (143.311217 sec): 3 clusters Score: Raw -32679.559414 + Penalty 1671.232798 = -31008.326616 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.317216 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.319350 sec): 3 clusters Score: Raw -90085.824423 + Penalty 1026.620553 = -89059.203870 nChanged 394 SP:Iteration 1F (143.321415 sec): 3 clusters Score: Raw -90422.839014 + Penalty 1084.555639 = -89338.283375 nChanged 170 SP:Iteration 2F (143.323475 sec): 3 clusters Score: Raw -90575.847827 + Penalty 1119.449589 = -89456.398238 nChanged 77 SP:Iteration 3F (143.325725 sec): 3 clusters Score: Raw -90641.221141 + Penalty 1149.969560 = -89491.251581 nChanged 47 SP:Iteration 4Q (143.327976 sec): 3 clusters Score: Raw -90680.637815 + Penalty 1167.083827 = -89513.553988 nChanged 40 SP:Iteration 5Q (143.330030 sec): 3 clusters Score: Raw -90719.392483 + Penalty 1183.379631 = -89536.012852 nChanged 32 SP:Iteration 6Q (143.332084 sec): 3 clusters Score: Raw -90749.083383 + Penalty 1198.033234 = -89551.050149 nChanged 19 SP:Iteration 7Q (143.334161 sec): 3 clusters Score: Raw -90759.764774 + Penalty 1198.088348 = -89561.676426 nChanged 11 SP:Iteration 8Q (143.336141 sec): 3 clusters Score: Raw -90767.462692 + Penalty 1202.385590 = -89565.077103 nChanged 7 SP:Iteration 9Q (143.338087 sec): 3 clusters Score: Raw -90770.233223 + Penalty 1202.385590 = -89567.847633 nChanged 0 SP:Iteration 10F (143.340277 sec): 3 clusters Score: Raw -90770.233223 + Penalty 1202.385590 = -89567.847633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.344163 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.345687 sec): 3 clusters Score: Raw -63232.521752 + Penalty 1410.245628 = -61822.276124 nChanged 233 SP:Iteration 1F (143.347145 sec): 3 clusters Score: Raw -63372.073068 + Penalty 1412.031468 = -61960.041600 nChanged 49 SP:Iteration 2F (143.348599 sec): 3 clusters Score: Raw -63400.156763 + Penalty 1414.726867 = -61985.429896 nChanged 26 SP:Iteration 3Q (143.350029 sec): 3 clusters Score: Raw -63415.253964 + Penalty 1421.514426 = -61993.739538 nChanged 28 SP:Iteration 4Q (143.351456 sec): 3 clusters Score: Raw -63437.714415 + Penalty 1434.237422 = -62003.476992 nChanged 33 SP:Iteration 5Q (143.352883 sec): 3 clusters Score: Raw -63468.357631 + Penalty 1454.120899 = -62014.236732 nChanged 47 SP:Iteration 6F (143.354307 sec): 3 clusters Score: Raw -63524.472142 + Penalty 1477.729049 = -62046.743093 nChanged 41 SP:Iteration 7F (143.355770 sec): 3 clusters Score: Raw -63564.105394 + Penalty 1499.477763 = -62064.627630 nChanged 32 SP:Iteration 8Q (143.357309 sec): 3 clusters Score: Raw -63606.856832 + Penalty 1521.528379 = -62085.328452 nChanged 27 SP:Iteration 9Q (143.358856 sec): 3 clusters Score: Raw -63660.844729 + Penalty 1540.913024 = -62119.931705 nChanged 22 SP:Iteration 10F (143.360381 sec): 3 clusters Score: Raw -63700.884538 + Penalty 1554.201420 = -62146.683119 nChanged 17 SP:Iteration 11Q (143.361850 sec): 3 clusters Score: Raw -63734.783076 + Penalty 1552.255396 = -62182.527681 nChanged 16 SP:Iteration 12Q (143.363276 sec): 3 clusters Score: Raw -63760.504985 + Penalty 1552.278435 = -62208.226550 nChanged 8 SP:Iteration 13Q (143.364642 sec): 3 clusters Score: Raw -63767.465915 + Penalty 1556.302490 = -62211.163425 nChanged 4 SP:Iteration 14Q (143.365961 sec): 3 clusters Score: Raw -63772.344180 + Penalty 1557.359191 = -62214.984989 nChanged 2 SP:Iteration 15Q (143.367325 sec): 3 clusters Score: Raw -63774.448252 + Penalty 1557.359191 = -62217.089061 nChanged 0 SP:Iteration 16F (143.368842 sec): 3 clusters Score: Raw -63774.448252 + Penalty 1557.359191 = -62217.089061 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.372515 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.374283 sec): 3 clusters Score: Raw -68611.565112 + Penalty 1600.656390 = -67010.908722 nChanged 242 SP:Iteration 1F (143.376009 sec): 3 clusters Score: Raw -68815.234176 + Penalty 1600.557726 = -67214.676451 nChanged 81 SP:Iteration 2F (143.377649 sec): 3 clusters Score: Raw -68899.279670 + Penalty 1600.257802 = -67299.021868 nChanged 39 SP:Iteration 3Q (143.379259 sec): 3 clusters Score: Raw -68946.087461 + Penalty 1599.907507 = -67346.179953 nChanged 31 SP:Iteration 4Q (143.380843 sec): 3 clusters Score: Raw -68982.687043 + Penalty 1601.041076 = -67381.645967 nChanged 26 SP:Iteration 5Q (143.382416 sec): 3 clusters Score: Raw -69005.724730 + Penalty 1602.327439 = -67403.397291 nChanged 18 SP:Iteration 6Q (143.384070 sec): 3 clusters Score: Raw -69015.707295 + Penalty 1602.965534 = -67412.741761 nChanged 8 SP:Iteration 7Q (143.385831 sec): 3 clusters Score: Raw -69024.168733 + Penalty 1603.622195 = -67420.546539 nChanged 8 SP:Iteration 8Q (143.387519 sec): 3 clusters Score: Raw -69027.531946 + Penalty 1604.362562 = -67423.169384 nChanged 5 SP:Iteration 9Q (143.389149 sec): 3 clusters Score: Raw -69030.010152 + Penalty 1605.456138 = -67424.554014 nChanged 7 SP:Iteration 10F (143.390789 sec): 3 clusters Score: Raw -69033.604000 + Penalty 1607.372536 = -67426.231464 nChanged 11 SP:Iteration 11Q (143.392413 sec): 3 clusters Score: Raw -69038.559351 + Penalty 1607.842349 = -67430.717002 nChanged 9 SP:Iteration 12Q (143.394023 sec): 3 clusters Score: Raw -69044.742022 + Penalty 1609.470316 = -67435.271706 nChanged 13 SP:Iteration 13Q (143.395623 sec): 3 clusters Score: Raw -69054.441569 + Penalty 1610.459450 = -67443.982119 nChanged 8 SP:Iteration 14Q (143.397276 sec): 3 clusters Score: Raw -69061.570863 + Penalty 1613.014411 = -67448.556452 nChanged 12 SP:Iteration 15Q (143.398963 sec): 3 clusters Score: Raw -69078.431894 + Penalty 1615.824202 = -67462.607692 nChanged 16 SP:Iteration 16Q (143.400646 sec): 3 clusters Score: Raw -69097.413608 + Penalty 1620.223156 = -67477.190452 nChanged 17 SP:Iteration 17Q (143.402307 sec): 3 clusters Score: Raw -69121.061731 + Penalty 1624.825619 = -67496.236111 nChanged 21 SP:Iteration 18Q (143.403919 sec): 3 clusters Score: Raw -69153.001900 + Penalty 1630.547273 = -67522.454628 nChanged 26 SP:Iteration 19Q (143.405590 sec): 3 clusters Score: Raw -69191.126353 + Penalty 1636.843701 = -67554.282652 nChanged 22 SP:Iteration 20F (143.407234 sec): 3 clusters Score: Raw -69230.801640 + Penalty 1642.965503 = -67587.836137 nChanged 20 SP:Iteration 21Q (143.408919 sec): 3 clusters Score: Raw -69256.934066 + Penalty 1648.493061 = -67608.441005 nChanged 17 SP:Iteration 22Q (143.410602 sec): 3 clusters Score: Raw -69274.340389 + Penalty 1652.856189 = -67621.484200 nChanged 11 SP:Iteration 23Q (143.412255 sec): 3 clusters Score: Raw -69287.458049 + Penalty 1655.993286 = -67631.464763 nChanged 10 SP:Iteration 24Q (143.413888 sec): 3 clusters Score: Raw -69296.633019 + Penalty 1659.702630 = -67636.930388 nChanged 10 SP:Iteration 25Q (143.415427 sec): 3 clusters Score: Raw -69308.225806 + Penalty 1661.054378 = -67647.171427 nChanged 8 SP:Iteration 26Q (143.416942 sec): 3 clusters Score: Raw -69315.301865 + Penalty 1661.774281 = -67653.527584 nChanged 5 SP:Iteration 27Q (143.418441 sec): 3 clusters Score: Raw -69318.879535 + Penalty 1661.774281 = -67657.105254 nChanged 0 SP:Iteration 28F (143.420059 sec): 3 clusters Score: Raw -69318.879535 + Penalty 1661.774281 = -67657.105254 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.435943 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.442254 sec): 3 clusters Score: Raw -258609.125298 + Penalty 812.055821 = -257797.069478 nChanged 1346 SP:Iteration 1F (143.448067 sec): 3 clusters Score: Raw -259451.562421 + Penalty 812.666480 = -258638.895942 nChanged 301 SP:Iteration 2F (143.453844 sec): 3 clusters Score: Raw -259592.789309 + Penalty 816.390712 = -258776.398597 nChanged 202 SP:Iteration 3F (143.459643 sec): 3 clusters Score: Raw -259718.269955 + Penalty 822.116857 = -258896.153098 nChanged 186 SP:Iteration 4F (143.465396 sec): 3 clusters Score: Raw -259822.231068 + Penalty 828.440511 = -258993.790557 nChanged 160 SP:Iteration 5F (143.471430 sec): 3 clusters Score: Raw -259903.902269 + Penalty 836.655537 = -259067.246732 nChanged 161 SP:Iteration 6F (143.477481 sec): 3 clusters Score: Raw -260000.953725 + Penalty 845.494417 = -259155.459309 nChanged 142 SP:Iteration 7Q (143.483119 sec): 3 clusters Score: Raw -260079.656582 + Penalty 854.126472 = -259225.530110 nChanged 109 SP:Iteration 8Q (143.488729 sec): 3 clusters Score: Raw -260139.869873 + Penalty 862.797249 = -259277.072624 nChanged 84 SP:Iteration 9Q (143.494540 sec): 3 clusters Score: Raw -260179.074219 + Penalty 870.722115 = -259308.352104 nChanged 76 SP:Iteration 10F (143.500340 sec): 3 clusters Score: Raw -260216.333387 + Penalty 879.818247 = -259336.515140 nChanged 70 SP:Iteration 11Q (143.506007 sec): 3 clusters Score: Raw -260253.148133 + Penalty 889.178742 = -259363.969390 nChanged 73 SP:Iteration 12Q (143.511825 sec): 3 clusters Score: Raw -260286.595210 + Penalty 896.305273 = -259390.289936 nChanged 62 SP:Iteration 13Q (143.517242 sec): 3 clusters Score: Raw -260314.522478 + Penalty 905.440993 = -259409.081485 nChanged 69 SP:Iteration 14Q (143.522779 sec): 3 clusters Score: Raw -260345.505121 + Penalty 917.119540 = -259428.385581 nChanged 59 SP:Iteration 15Q (143.528278 sec): 3 clusters Score: Raw -260373.645990 + Penalty 931.331793 = -259442.314198 nChanged 58 SP:Iteration 16Q (143.533576 sec): 3 clusters Score: Raw -260400.749307 + Penalty 946.063394 = -259454.685913 nChanged 54 SP:Iteration 17Q (143.538963 sec): 3 clusters Score: Raw -260430.199156 + Penalty 959.469518 = -259470.729638 nChanged 46 SP:Iteration 18Q (143.544556 sec): 3 clusters Score: Raw -260448.872429 + Penalty 969.857616 = -259479.014812 nChanged 37 SP:Iteration 19Q (143.549742 sec): 3 clusters Score: Raw -260461.098824 + Penalty 978.263873 = -259482.834950 nChanged 33 SP:Iteration 20F (143.555664 sec): 3 clusters Score: Raw -260473.805853 + Penalty 990.190020 = -259483.615833 nChanged 27 SP:Iteration 21Q (143.561037 sec): 3 clusters Score: Raw -260482.306132 + Penalty 994.864830 = -259487.441302 nChanged 16 SP:Iteration 22Q (143.566191 sec): 3 clusters Score: Raw -260489.829434 + Penalty 996.667483 = -259493.161951 nChanged 14 SP:Iteration 23Q (143.571474 sec): 3 clusters Score: Raw -260496.990338 + Penalty 998.780820 = -259498.209518 nChanged 16 SP:Iteration 24Q (143.576854 sec): 3 clusters Score: Raw -260506.835847 + Penalty 1001.562504 = -259505.273343 nChanged 18 SP:Iteration 25Q (143.581867 sec): 3 clusters Score: Raw -260514.778005 + Penalty 1005.442382 = -259509.335623 nChanged 10 SP:Iteration 26Q (143.586847 sec): 3 clusters Score: Raw -260518.614573 + Penalty 1009.525483 = -259509.089089 nChanged 12 SP:Iteration 27F (143.592481 sec): 3 clusters Score: Raw -260521.785054 + Penalty 1011.163418 = -259510.621635 nChanged 10 SP:Iteration 28Q (143.597376 sec): 3 clusters Score: Raw -260524.037746 + Penalty 1011.722642 = -259512.315103 nChanged 6 SP:Iteration 29Q (143.602327 sec): 3 clusters Score: Raw -260526.052501 + Penalty 1013.283243 = -259512.769258 nChanged 4 SP:Iteration 30F (143.608351 sec): 3 clusters Score: Raw -260526.966203 + Penalty 1013.794223 = -259513.171980 nChanged 5 SP:Iteration 31Q (143.613191 sec): 3 clusters Score: Raw -260528.723880 + Penalty 1014.813240 = -259513.910640 nChanged 5 SP:Iteration 32Q (143.617973 sec): 3 clusters Score: Raw -260530.742929 + Penalty 1018.374882 = -259512.368047 nChanged 7 SP:Iteration 33F (143.623503 sec): 3 clusters Score: Raw -260533.450502 + Penalty 1024.544763 = -259508.905738 nChanged 7 SP:Iteration 34F (143.629025 sec): 3 clusters Score: Raw -260537.749190 + Penalty 1027.428964 = -259510.320227 nChanged 7 SP:Iteration 35Q (143.633731 sec): 3 clusters Score: Raw -260540.640725 + Penalty 1030.677943 = -259509.962782 nChanged 6 SP:Iteration 36F (143.639536 sec): 3 clusters Score: Raw -260542.597311 + Penalty 1032.510476 = -259510.086835 nChanged 6 SP:Iteration 37Q (143.644643 sec): 3 clusters Score: Raw -260544.827203 + Penalty 1031.907055 = -259512.920147 nChanged 4 SP:Iteration 38Q (143.649428 sec): 3 clusters Score: Raw -260546.925838 + Penalty 1031.591049 = -259515.334789 nChanged 1 SP:Iteration 39Q (143.654121 sec): 3 clusters Score: Raw -260547.937995 + Penalty 1030.979443 = -259516.958551 nChanged 3 SP:Iteration 40F (143.659629 sec): 3 clusters Score: Raw -260549.035302 + Penalty 1031.694830 = -259517.340472 nChanged 1 SP:Iteration 41Q (143.664400 sec): 3 clusters Score: Raw -260549.124091 + Penalty 1031.694830 = -259517.429261 nChanged 0 SP:Iteration 42F (143.670039 sec): 3 clusters Score: Raw -260549.124091 + Penalty 1031.694830 = -259517.429261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.675142 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.676477 sec): 3 clusters Score: Raw -47718.848648 + Penalty 605.782146 = -47113.066502 nChanged 205 SP:Iteration 1F (143.677787 sec): 3 clusters Score: Raw -47855.237126 + Penalty 610.987984 = -47244.249142 nChanged 78 SP:Iteration 2F (143.679034 sec): 3 clusters Score: Raw -47922.984917 + Penalty 619.181732 = -47303.803185 nChanged 56 SP:Iteration 3F (143.680274 sec): 3 clusters Score: Raw -47958.686702 + Penalty 623.988211 = -47334.698492 nChanged 24 SP:Iteration 4Q (143.681524 sec): 3 clusters Score: Raw -47975.650453 + Penalty 629.386452 = -47346.264001 nChanged 20 SP:Iteration 5Q (143.682770 sec): 3 clusters Score: Raw -47985.820334 + Penalty 632.808595 = -47353.011739 nChanged 11 SP:Iteration 6Q (143.683998 sec): 3 clusters Score: Raw -47993.305660 + Penalty 638.416888 = -47354.888772 nChanged 14 SP:Iteration 7Q (143.685229 sec): 3 clusters Score: Raw -48001.932846 + Penalty 639.527356 = -47362.405490 nChanged 9 SP:Iteration 8Q (143.686452 sec): 3 clusters Score: Raw -48005.635245 + Penalty 643.385862 = -47362.249382 nChanged 6 SP:Iteration 9F (143.687690 sec): 3 clusters Score: Raw -48007.976251 + Penalty 645.644187 = -47362.332063 nChanged 8 SP:Iteration 10F (143.688906 sec): 3 clusters Score: Raw -48012.773234 + Penalty 655.211235 = -47357.562000 nChanged 11 SP:Iteration 11F (143.690220 sec): 3 clusters Score: Raw -48020.598445 + Penalty 664.860860 = -47355.737585 nChanged 9 SP:Iteration 12F (143.691485 sec): 3 clusters Score: Raw -48033.852242 + Penalty 677.210716 = -47356.641527 nChanged 10 SP:Iteration 13Q (143.692817 sec): 3 clusters Score: Raw -48045.100425 + Penalty 689.186305 = -47355.914120 nChanged 8 SP:Iteration 14F (143.694130 sec): 3 clusters Score: Raw -48051.547516 + Penalty 696.264587 = -47355.282929 nChanged 4 SP:Iteration 15F (143.695422 sec): 3 clusters Score: Raw -48054.299543 + Penalty 698.803349 = -47355.496193 nChanged 1 SP:Iteration 16Q (143.696666 sec): 3 clusters Score: Raw -48055.386433 + Penalty 698.803349 = -47356.583084 nChanged 0 SP:Iteration 17F (143.697896 sec): 3 clusters Score: Raw -48055.386433 + Penalty 698.803349 = -47356.583084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.700347 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.701312 sec): 3 clusters Score: Raw -33969.483693 + Penalty 1401.623019 = -32567.860675 nChanged 108 SP:Iteration 1F (143.702213 sec): 3 clusters Score: Raw -34104.743498 + Penalty 1401.657880 = -32703.085619 nChanged 22 SP:Iteration 2F (143.703114 sec): 3 clusters Score: Raw -34125.651708 + Penalty 1401.386385 = -32724.265324 nChanged 7 SP:Iteration 3Q (143.704017 sec): 3 clusters Score: Raw -34132.186583 + Penalty 1401.596048 = -32730.590536 nChanged 5 SP:Iteration 4Q (143.704925 sec): 3 clusters Score: Raw -34136.281640 + Penalty 1401.819232 = -32734.462407 nChanged 2 SP:Iteration 5Q (143.705841 sec): 3 clusters Score: Raw -34138.519277 + Penalty 1401.876334 = -32736.642942 nChanged 1 SP:Iteration 6Q (143.706772 sec): 3 clusters Score: Raw -34143.473022 + Penalty 1401.876334 = -32741.596687 nChanged 0 SP:Iteration 7F (143.707712 sec): 3 clusters Score: Raw -34143.473022 + Penalty 1401.876334 = -32741.596687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.713878 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.716442 sec): 3 clusters Score: Raw -103043.341832 + Penalty 1207.738481 = -101835.603351 nChanged 468 SP:Iteration 1F (143.718810 sec): 3 clusters Score: Raw -103439.947482 + Penalty 1251.610268 = -102188.337214 nChanged 169 SP:Iteration 2F (143.721291 sec): 3 clusters Score: Raw -103655.988253 + Penalty 1278.080958 = -102377.907295 nChanged 114 SP:Iteration 3F (143.723730 sec): 3 clusters Score: Raw -103798.668662 + Penalty 1288.052385 = -102510.616278 nChanged 69 SP:Iteration 4F (143.726016 sec): 3 clusters Score: Raw -103869.235316 + Penalty 1292.732644 = -102576.502672 nChanged 35 SP:Iteration 5Q (143.728191 sec): 3 clusters Score: Raw -103894.611115 + Penalty 1296.580591 = -102598.030524 nChanged 19 SP:Iteration 6Q (143.730326 sec): 3 clusters Score: Raw -103904.623744 + Penalty 1297.935952 = -102606.687792 nChanged 8 SP:Iteration 7Q (143.732406 sec): 3 clusters Score: Raw -103908.705800 + Penalty 1298.299949 = -102610.405852 nChanged 6 SP:Iteration 8Q (143.734481 sec): 3 clusters Score: Raw -103911.431903 + Penalty 1298.419625 = -102613.012278 nChanged 4 SP:Iteration 9Q (143.736575 sec): 3 clusters Score: Raw -103912.373715 + Penalty 1297.843582 = -102614.530133 nChanged 5 SP:Iteration 10F (143.738819 sec): 3 clusters Score: Raw -103913.545244 + Penalty 1296.934255 = -102616.610989 nChanged 1 SP:Iteration 11Q (143.741017 sec): 3 clusters Score: Raw -103913.648529 + Penalty 1296.934255 = -102616.714274 nChanged 0 SP:Iteration 12F (143.743450 sec): 3 clusters Score: Raw -103913.648529 + Penalty 1296.934255 = -102616.714274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.746418 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.747627 sec): 3 clusters Score: Raw -44431.432026 + Penalty 1072.139949 = -43359.292077 nChanged 167 SP:Iteration 1F (143.748787 sec): 3 clusters Score: Raw -44557.310265 + Penalty 1081.792983 = -43475.517282 nChanged 54 SP:Iteration 2F (143.749938 sec): 3 clusters Score: Raw -44610.710292 + Penalty 1081.413390 = -43529.296902 nChanged 31 SP:Iteration 3F (143.751072 sec): 3 clusters Score: Raw -44637.599256 + Penalty 1087.083301 = -43550.515956 nChanged 18 SP:Iteration 4Q (143.752217 sec): 3 clusters Score: Raw -44654.118984 + Penalty 1087.092655 = -43567.026329 nChanged 4 SP:Iteration 5Q (143.753362 sec): 3 clusters Score: Raw -44660.365106 + Penalty 1092.112167 = -43568.252939 nChanged 8 SP:Iteration 6Q (143.754493 sec): 3 clusters Score: Raw -44668.843014 + Penalty 1093.353814 = -43575.489200 nChanged 4 SP:Iteration 7Q (143.755607 sec): 3 clusters Score: Raw -44673.012044 + Penalty 1091.493858 = -43581.518186 nChanged 2 SP:Iteration 8Q (143.756660 sec): 3 clusters Score: Raw -44673.773820 + Penalty 1091.493858 = -43582.279962 nChanged 0 SP:Iteration 9F (143.757746 sec): 3 clusters Score: Raw -44673.773820 + Penalty 1091.493858 = -43582.279962 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.761146 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.762906 sec): 3 clusters Score: Raw -79114.149219 + Penalty 1616.948349 = -77497.200870 nChanged 276 SP:Iteration 1F (143.764629 sec): 3 clusters Score: Raw -79295.966712 + Penalty 1617.044338 = -77678.922375 nChanged 72 SP:Iteration 2F (143.766347 sec): 3 clusters Score: Raw -79366.261710 + Penalty 1618.370163 = -77747.891547 nChanged 45 SP:Iteration 3F (143.768119 sec): 3 clusters Score: Raw -79413.498532 + Penalty 1622.770052 = -77790.728480 nChanged 49 SP:Iteration 4F (143.769870 sec): 3 clusters Score: Raw -79470.560131 + Penalty 1631.471437 = -77839.088694 nChanged 54 SP:Iteration 5F (143.771610 sec): 3 clusters Score: Raw -79547.049104 + Penalty 1644.816862 = -77902.232242 nChanged 63 SP:Iteration 6F (143.773320 sec): 3 clusters Score: Raw -79645.186685 + Penalty 1660.902959 = -77984.283726 nChanged 56 SP:Iteration 7F (143.775211 sec): 3 clusters Score: Raw -79736.256592 + Penalty 1672.944731 = -78063.311861 nChanged 42 SP:Iteration 8Q (143.776989 sec): 3 clusters Score: Raw -79794.172575 + Penalty 1677.429186 = -78116.743389 nChanged 19 SP:Iteration 9Q (143.778666 sec): 3 clusters Score: Raw -79817.195243 + Penalty 1680.956081 = -78136.239162 nChanged 10 SP:Iteration 10F (143.780493 sec): 3 clusters Score: Raw -79833.706335 + Penalty 1681.809903 = -78151.896432 nChanged 5 SP:Iteration 11Q (143.782200 sec): 3 clusters Score: Raw -79839.310388 + Penalty 1681.490708 = -78157.819680 nChanged 4 SP:Iteration 12Q (143.783878 sec): 3 clusters Score: Raw -79843.301674 + Penalty 1682.474834 = -78160.826840 nChanged 3 SP:Iteration 13Q (143.785467 sec): 3 clusters Score: Raw -79847.872900 + Penalty 1683.491234 = -78164.381667 nChanged 4 SP:Iteration 14Q (143.787031 sec): 3 clusters Score: Raw -79852.640240 + Penalty 1684.920900 = -78167.719341 nChanged 4 SP:Iteration 15Q (143.788619 sec): 3 clusters Score: Raw -79859.006474 + Penalty 1685.769814 = -78173.236661 nChanged 2 SP:Iteration 16Q (143.790167 sec): 3 clusters Score: Raw -79861.705077 + Penalty 1685.997990 = -78175.707087 nChanged 2 SP:Iteration 17Q (143.791775 sec): 3 clusters Score: Raw -79863.491559 + Penalty 1685.997990 = -78177.493569 nChanged 0 SP:Iteration 18F (143.793513 sec): 3 clusters Score: Raw -79863.491559 + Penalty 1685.997990 = -78177.493569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.794257 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.794554 sec): 3 clusters Score: Raw -2710.058879 + Penalty 228.241769 = -2481.817111 nChanged 9 SP:Iteration 1F (143.794835 sec): 3 clusters Score: Raw -2739.312206 + Penalty 232.189585 = -2507.122621 nChanged 3 SP:Iteration 2F (143.795114 sec): 3 clusters Score: Raw -2752.603231 + Penalty 229.992831 = -2522.610400 nChanged 2 SP:Iteration 3Q (143.795380 sec): 3 clusters Score: Raw -2761.747776 + Penalty 229.992831 = -2531.754945 nChanged 0 SP:Iteration 4F (143.795661 sec): 3 clusters Score: Raw -2761.747776 + Penalty 229.992831 = -2531.754945 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.805430 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.811173 sec): 3 clusters Score: Raw -235335.238482 + Penalty 951.910367 = -234383.328115 nChanged 1233 SP:Iteration 1F (143.816391 sec): 3 clusters Score: Raw -236134.324835 + Penalty 945.626363 = -235188.698472 nChanged 369 SP:Iteration 2F (143.821569 sec): 3 clusters Score: Raw -236380.593659 + Penalty 941.886180 = -235438.707479 nChanged 251 SP:Iteration 3F (143.826961 sec): 3 clusters Score: Raw -236543.619392 + Penalty 938.801590 = -235604.817801 nChanged 186 SP:Iteration 4F (143.832214 sec): 3 clusters Score: Raw -236644.691634 + Penalty 936.691142 = -235708.000492 nChanged 118 SP:Iteration 5Q (143.837772 sec): 3 clusters Score: Raw -236697.053899 + Penalty 933.432984 = -235763.620915 nChanged 73 SP:Iteration 6Q (143.843097 sec): 3 clusters Score: Raw -236734.850697 + Penalty 930.793226 = -235804.057471 nChanged 42 SP:Iteration 7Q (143.848524 sec): 3 clusters Score: Raw -236763.032925 + Penalty 927.390113 = -235835.642812 nChanged 49 SP:Iteration 8Q (143.853678 sec): 3 clusters Score: Raw -236792.470324 + Penalty 924.045290 = -235868.425034 nChanged 49 SP:Iteration 9Q (143.858810 sec): 3 clusters Score: Raw -236811.721995 + Penalty 920.898000 = -235890.823995 nChanged 29 SP:Iteration 10F (143.864115 sec): 3 clusters Score: Raw -236819.773047 + Penalty 919.701293 = -235900.071753 nChanged 13 SP:Iteration 11Q (143.869234 sec): 3 clusters Score: Raw -236822.752088 + Penalty 918.246438 = -235904.505650 nChanged 14 SP:Iteration 12Q (143.874303 sec): 3 clusters Score: Raw -236826.805159 + Penalty 915.748404 = -235911.056755 nChanged 19 SP:Iteration 13Q (143.879815 sec): 3 clusters Score: Raw -236832.172652 + Penalty 913.539509 = -235918.633143 nChanged 17 SP:Iteration 14Q (143.885139 sec): 3 clusters Score: Raw -236836.588318 + Penalty 911.494124 = -235925.094194 nChanged 18 SP:Iteration 15Q (143.890605 sec): 3 clusters Score: Raw -236841.535396 + Penalty 908.782057 = -235932.753339 nChanged 18 SP:Iteration 16Q (143.895873 sec): 3 clusters Score: Raw -236852.700934 + Penalty 904.981073 = -235947.719861 nChanged 33 SP:Iteration 17Q (143.901080 sec): 3 clusters Score: Raw -236871.267374 + Penalty 900.343898 = -235970.923476 nChanged 32 SP:Iteration 18Q (143.906229 sec): 3 clusters Score: Raw -236884.782025 + Penalty 895.844765 = -235988.937260 nChanged 25 SP:Iteration 19Q (143.911423 sec): 3 clusters Score: Raw -236893.604344 + Penalty 891.874859 = -236001.729485 nChanged 25 SP:Iteration 20F (143.916746 sec): 3 clusters Score: Raw -236899.314445 + Penalty 889.148097 = -236010.166349 nChanged 15 SP:Iteration 21Q (143.921858 sec): 3 clusters Score: Raw -236902.838682 + Penalty 886.332164 = -236016.506518 nChanged 13 SP:Iteration 22Q (143.926919 sec): 3 clusters Score: Raw -236905.120977 + Penalty 884.178087 = -236020.942890 nChanged 12 SP:Iteration 23Q (143.931925 sec): 3 clusters Score: Raw -236906.648238 + Penalty 882.874930 = -236023.773308 nChanged 7 SP:Iteration 24Q (143.936924 sec): 3 clusters Score: Raw -236907.737686 + Penalty 881.820603 = -236025.917083 nChanged 7 SP:Iteration 25Q (143.942462 sec): 3 clusters Score: Raw -236908.461281 + Penalty 881.644166 = -236026.817116 nChanged 3 SP:Iteration 26Q (143.947983 sec): 3 clusters Score: Raw -236908.833081 + Penalty 881.431340 = -236027.401741 nChanged 2 SP:Iteration 27Q (143.953196 sec): 3 clusters Score: Raw -236908.925313 + Penalty 881.400106 = -236027.525207 nChanged 1 SP:Iteration 28Q (143.958364 sec): 3 clusters Score: Raw -236909.027818 + Penalty 880.916644 = -236028.111174 nChanged 3 SP:Iteration 29Q (143.963404 sec): 3 clusters Score: Raw -236909.208216 + Penalty 880.916644 = -236028.291572 nChanged 0 SP:Iteration 30F (143.968496 sec): 3 clusters Score: Raw -236909.208216 + Penalty 880.916644 = -236028.291572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.971665 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.972543 sec): 3 clusters Score: Raw -29016.958938 + Penalty 101.952912 = -28915.006026 nChanged 156 SP:Iteration 1F (143.973365 sec): 3 clusters Score: Raw -29171.471960 + Penalty 102.035207 = -29069.436753 nChanged 30 SP:Iteration 2F (143.974180 sec): 3 clusters Score: Raw -29191.433455 + Penalty 101.616117 = -29089.817337 nChanged 8 SP:Iteration 3Q (143.975053 sec): 3 clusters Score: Raw -29194.335222 + Penalty 101.412325 = -29092.922897 nChanged 6 SP:Iteration 4Q (143.975896 sec): 3 clusters Score: Raw -29195.252118 + Penalty 101.707397 = -29093.544720 nChanged 3 SP:Iteration 5Q (143.976741 sec): 3 clusters Score: Raw -29195.338293 + Penalty 101.852205 = -29093.486088 nChanged 2 SP:Iteration 6F (143.977585 sec): 3 clusters Score: Raw -29195.857465 + Penalty 101.973525 = -29093.883940 nChanged 1 SP:Iteration 7Q (143.978408 sec): 3 clusters Score: Raw -29196.210155 + Penalty 102.237510 = -29093.972645 nChanged 4 SP:Iteration 8Q (143.979215 sec): 3 clusters Score: Raw -29197.702144 + Penalty 102.326343 = -29095.375801 nChanged 3 SP:Iteration 9Q (143.980049 sec): 3 clusters Score: Raw -29197.789418 + Penalty 102.575304 = -29095.214114 nChanged 2 SP:Iteration 10F (143.980862 sec): 3 clusters Score: Raw -29197.613442 + Penalty 102.716266 = -29094.897176 nChanged 1 SP:Iteration 11F (143.981673 sec): 3 clusters Score: Raw -29197.681193 + Penalty 102.776979 = -29094.904214 nChanged 1 SP:Iteration 12Q (143.982477 sec): 3 clusters Score: Raw -29197.525377 + Penalty 102.776979 = -29094.748398 nChanged 0 SP:Iteration 13F (143.983293 sec): 3 clusters Score: Raw -29197.525377 + Penalty 102.776979 = -29094.748398 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.987082 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.989346 sec): 3 clusters Score: Raw -101449.591510 + Penalty 1126.464426 = -100323.127084 nChanged 428 SP:Iteration 1F (143.991541 sec): 3 clusters Score: Raw -101814.495527 + Penalty 1137.033076 = -100677.462451 nChanged 144 SP:Iteration 2F (143.993744 sec): 3 clusters Score: Raw -101938.732230 + Penalty 1150.000329 = -100788.731901 nChanged 78 SP:Iteration 3F (143.995935 sec): 3 clusters Score: Raw -101993.212143 + Penalty 1160.087387 = -100833.124757 nChanged 41 SP:Iteration 4Q (143.998169 sec): 3 clusters Score: Raw -102025.340498 + Penalty 1166.264622 = -100859.075875 nChanged 30 SP:Iteration 5Q (144.000455 sec): 3 clusters Score: Raw -102050.685205 + Penalty 1171.013554 = -100879.671651 nChanged 34 SP:Iteration 6Q (144.002648 sec): 3 clusters Score: Raw -102079.641447 + Penalty 1175.175710 = -100904.465738 nChanged 23 SP:Iteration 7Q (144.004794 sec): 3 clusters Score: Raw -102095.632081 + Penalty 1180.222571 = -100915.409510 nChanged 14 SP:Iteration 8Q (144.006882 sec): 3 clusters Score: Raw -102105.761252 + Penalty 1184.399150 = -100921.362102 nChanged 11 SP:Iteration 9Q (144.009049 sec): 3 clusters Score: Raw -102111.352537 + Penalty 1187.915695 = -100923.436842 nChanged 9 SP:Iteration 10F (144.011357 sec): 3 clusters Score: Raw -102119.060517 + Penalty 1194.890419 = -100924.170099 nChanged 10 SP:Iteration 11Q (144.013422 sec): 3 clusters Score: Raw -102124.683527 + Penalty 1199.166196 = -100925.517331 nChanged 4 SP:Iteration 12Q (144.015443 sec): 3 clusters Score: Raw -102126.331878 + Penalty 1199.961460 = -100926.370417 nChanged 1 SP:Iteration 13Q (144.017427 sec): 3 clusters Score: Raw -102126.631911 + Penalty 1199.961460 = -100926.670451 nChanged 0 SP:Iteration 14F (144.019560 sec): 3 clusters Score: Raw -102126.631911 + Penalty 1199.961460 = -100926.670451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.021276 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.022234 sec): 3 clusters Score: Raw -33570.153616 + Penalty 1365.485976 = -32204.667640 nChanged 113 SP:Iteration 1F (144.023184 sec): 3 clusters Score: Raw -33710.334392 + Penalty 1370.252859 = -32340.081533 nChanged 39 SP:Iteration 2F (144.024124 sec): 3 clusters Score: Raw -33764.670466 + Penalty 1374.162379 = -32390.508086 nChanged 16 SP:Iteration 3Q (144.025059 sec): 3 clusters Score: Raw -33786.047729 + Penalty 1381.091484 = -32404.956244 nChanged 16 SP:Iteration 4Q (144.025988 sec): 3 clusters Score: Raw -33801.413648 + Penalty 1386.233363 = -32415.180285 nChanged 10 SP:Iteration 5Q (144.026890 sec): 3 clusters Score: Raw -33809.820512 + Penalty 1387.819273 = -32422.001239 nChanged 5 SP:Iteration 6Q (144.027842 sec): 3 clusters Score: Raw -33815.159020 + Penalty 1389.791175 = -32425.367844 nChanged 5 SP:Iteration 7Q (144.028744 sec): 3 clusters Score: Raw -33822.471166 + Penalty 1392.482788 = -32429.988378 nChanged 7 SP:Iteration 8Q (144.029670 sec): 3 clusters Score: Raw -33839.000049 + Penalty 1396.767715 = -32442.232334 nChanged 8 SP:Iteration 9Q (144.030562 sec): 3 clusters Score: Raw -33853.925188 + Penalty 1404.641255 = -32449.283934 nChanged 7 SP:Iteration 10F (144.031494 sec): 3 clusters Score: Raw -33864.875275 + Penalty 1409.239827 = -32455.635448 nChanged 4 SP:Iteration 11Q (144.032377 sec): 3 clusters Score: Raw -33870.340590 + Penalty 1411.201586 = -32459.139004 nChanged 2 SP:Iteration 12Q (144.033255 sec): 3 clusters Score: Raw -33872.530560 + Penalty 1412.694776 = -32459.835784 nChanged 1 SP:Iteration 13Q (144.034124 sec): 3 clusters Score: Raw -33873.257607 + Penalty 1412.694776 = -32460.562831 nChanged 0 SP:Iteration 14F (144.035056 sec): 3 clusters Score: Raw -33873.257607 + Penalty 1412.694776 = -32460.562831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.036602 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.037527 sec): 3 clusters Score: Raw -31701.972398 + Penalty 487.523402 = -31214.448996 nChanged 132 SP:Iteration 1F (144.038434 sec): 3 clusters Score: Raw -31821.328035 + Penalty 503.394771 = -31317.933264 nChanged 48 SP:Iteration 2F (144.039343 sec): 3 clusters Score: Raw -31874.280613 + Penalty 514.052515 = -31360.228097 nChanged 32 SP:Iteration 3F (144.040323 sec): 3 clusters Score: Raw -31924.273435 + Penalty 528.473608 = -31395.799827 nChanged 22 SP:Iteration 4F (144.041265 sec): 3 clusters Score: Raw -31942.115378 + Penalty 539.168574 = -31402.946804 nChanged 14 SP:Iteration 5Q (144.042190 sec): 3 clusters Score: Raw -31953.371070 + Penalty 558.544165 = -31394.826906 nChanged 12 SP:Iteration 6F (144.043130 sec): 3 clusters Score: Raw -31963.579846 + Penalty 567.586930 = -31395.992916 nChanged 6 SP:Iteration 7Q (144.044058 sec): 3 clusters Score: Raw -31966.562571 + Penalty 580.510157 = -31386.052413 nChanged 6 SP:Iteration 8F (144.044956 sec): 3 clusters Score: Raw -31972.600505 + Penalty 589.007987 = -31383.592517 nChanged 4 SP:Iteration 9F (144.045853 sec): 3 clusters Score: Raw -31975.207653 + Penalty 602.066991 = -31373.140662 nChanged 6 SP:Iteration 10F (144.046748 sec): 3 clusters Score: Raw -31978.902469 + Penalty 615.044840 = -31363.857629 nChanged 5 SP:Iteration 11F (144.047644 sec): 3 clusters Score: Raw -31985.156683 + Penalty 630.572943 = -31354.583740 nChanged 5 SP:Iteration 12F (144.048539 sec): 3 clusters Score: Raw -31996.822333 + Penalty 646.647446 = -31350.174887 nChanged 5 SP:Iteration 13F (144.049433 sec): 3 clusters Score: Raw -32007.654172 + Penalty 654.624092 = -31353.030080 nChanged 2 SP:Iteration 14Q (144.050269 sec): 3 clusters Score: Raw -32018.057168 + Penalty 657.729706 = -31360.327463 nChanged 1 SP:Iteration 15Q (144.051083 sec): 3 clusters Score: Raw -32018.642950 + Penalty 657.729706 = -31360.913244 nChanged 0 SP:Iteration 16F (144.051976 sec): 3 clusters Score: Raw -32018.642950 + Penalty 657.729706 = -31360.913244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.053926 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.055116 sec): 3 clusters Score: Raw -45353.736166 + Penalty 1909.209558 = -43444.526607 nChanged 118 SP:Iteration 1F (144.056246 sec): 3 clusters Score: Raw -45464.749017 + Penalty 1908.659039 = -43556.089978 nChanged 24 SP:Iteration 2Q (144.057368 sec): 3 clusters Score: Raw -45486.156813 + Penalty 1908.420823 = -43577.735990 nChanged 12 SP:Iteration 3Q (144.058481 sec): 3 clusters Score: Raw -45501.647689 + Penalty 1908.599088 = -43593.048602 nChanged 9 SP:Iteration 4Q (144.059592 sec): 3 clusters Score: Raw -45511.779017 + Penalty 1908.325077 = -43603.453940 nChanged 7 SP:Iteration 5Q (144.060675 sec): 3 clusters Score: Raw -45520.991793 + Penalty 1908.205519 = -43612.786275 nChanged 5 SP:Iteration 6Q (144.061742 sec): 3 clusters Score: Raw -45528.054820 + Penalty 1908.103532 = -43619.951288 nChanged 1 SP:Iteration 7Q (144.062796 sec): 3 clusters Score: Raw -45529.083816 + Penalty 1908.026032 = -43621.057784 nChanged 1 SP:Iteration 8Q (144.063854 sec): 3 clusters Score: Raw -45530.916869 + Penalty 1907.893192 = -43623.023677 nChanged 1 SP:Iteration 9Q (144.064909 sec): 3 clusters Score: Raw -45531.705067 + Penalty 1907.893192 = -43623.811874 nChanged 0 SP:Iteration 10F (144.065982 sec): 3 clusters Score: Raw -45531.705067 + Penalty 1907.893192 = -43623.811874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.067720 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.068752 sec): 3 clusters Score: Raw -36347.316092 + Penalty 511.016004 = -35836.300088 nChanged 161 SP:Iteration 1F (144.069764 sec): 3 clusters Score: Raw -36445.204050 + Penalty 518.574144 = -35926.629906 nChanged 39 SP:Iteration 2F (144.070742 sec): 3 clusters Score: Raw -36472.832229 + Penalty 527.152305 = -35945.679924 nChanged 24 SP:Iteration 3F (144.071715 sec): 3 clusters Score: Raw -36491.471462 + Penalty 553.012473 = -35938.458989 nChanged 34 SP:Iteration 4F (144.072689 sec): 3 clusters Score: Raw -36521.510065 + Penalty 585.810393 = -35935.699672 nChanged 32 SP:Iteration 5F (144.073727 sec): 3 clusters Score: Raw -36557.954883 + Penalty 615.411214 = -35942.543669 nChanged 20 SP:Iteration 6Q (144.074719 sec): 3 clusters Score: Raw -36577.422438 + Penalty 631.223027 = -35946.199411 nChanged 14 SP:Iteration 7Q (144.075739 sec): 3 clusters Score: Raw -36591.595144 + Penalty 635.889468 = -35955.705676 nChanged 8 SP:Iteration 8Q (144.076761 sec): 3 clusters Score: Raw -36597.300381 + Penalty 646.565264 = -35950.735116 nChanged 8 SP:Iteration 9F (144.077781 sec): 3 clusters Score: Raw -36604.068719 + Penalty 651.414584 = -35952.654135 nChanged 9 SP:Iteration 10F (144.078765 sec): 3 clusters Score: Raw -36612.369568 + Penalty 657.683548 = -35954.686020 nChanged 8 SP:Iteration 11Q (144.079701 sec): 3 clusters Score: Raw -36628.370937 + Penalty 661.615725 = -35966.755212 nChanged 3 SP:Iteration 12Q (144.080598 sec): 3 clusters Score: Raw -36635.574313 + Penalty 661.103917 = -35974.470395 nChanged 3 SP:Iteration 13Q (144.081544 sec): 3 clusters Score: Raw -36637.726668 + Penalty 662.962796 = -35974.763872 nChanged 1 SP:Iteration 14Q (144.082468 sec): 3 clusters Score: Raw -36639.019196 + Penalty 662.962796 = -35976.056400 nChanged 0 SP:Iteration 15F (144.083451 sec): 3 clusters Score: Raw -36639.019196 + Penalty 662.962796 = -35976.056400 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.086557 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.088445 sec): 3 clusters Score: Raw -72684.312936 + Penalty 670.109619 = -72014.203318 nChanged 346 SP:Iteration 1F (144.090202 sec): 3 clusters Score: Raw -72871.999775 + Penalty 670.435566 = -72201.564209 nChanged 97 SP:Iteration 2F (144.092012 sec): 3 clusters Score: Raw -72923.921226 + Penalty 671.828699 = -72252.092527 nChanged 64 SP:Iteration 3F (144.093802 sec): 3 clusters Score: Raw -72979.363075 + Penalty 675.149976 = -72304.213099 nChanged 64 SP:Iteration 4F (144.095541 sec): 3 clusters Score: Raw -73034.007225 + Penalty 678.961338 = -72355.045887 nChanged 50 SP:Iteration 5F (144.097293 sec): 3 clusters Score: Raw -73076.007748 + Penalty 683.210255 = -72392.797493 nChanged 48 SP:Iteration 6F (144.099035 sec): 3 clusters Score: Raw -73114.919481 + Penalty 689.049949 = -72425.869531 nChanged 41 SP:Iteration 7Q (144.100788 sec): 3 clusters Score: Raw -73147.389720 + Penalty 693.220393 = -72454.169327 nChanged 31 SP:Iteration 8Q (144.102508 sec): 3 clusters Score: Raw -73174.232396 + Penalty 698.016459 = -72476.215937 nChanged 27 SP:Iteration 9Q (144.104215 sec): 3 clusters Score: Raw -73201.204399 + Penalty 701.600671 = -72499.603727 nChanged 22 SP:Iteration 10F (144.105985 sec): 3 clusters Score: Raw -73223.648434 + Penalty 704.333441 = -72519.314993 nChanged 14 SP:Iteration 11Q (144.107790 sec): 3 clusters Score: Raw -73237.680736 + Penalty 703.537035 = -72534.143701 nChanged 12 SP:Iteration 12Q (144.109526 sec): 3 clusters Score: Raw -73249.253070 + Penalty 706.234205 = -72543.018865 nChanged 6 SP:Iteration 13Q (144.111159 sec): 3 clusters Score: Raw -73254.476112 + Penalty 710.392570 = -72544.083542 nChanged 12 SP:Iteration 14Q (144.112769 sec): 3 clusters Score: Raw -73262.997789 + Penalty 715.406258 = -72547.591531 nChanged 11 SP:Iteration 15Q (144.114480 sec): 3 clusters Score: Raw -73268.648041 + Penalty 717.422509 = -72551.225532 nChanged 6 SP:Iteration 16Q (144.116106 sec): 3 clusters Score: Raw -73272.759727 + Penalty 716.969982 = -72555.789745 nChanged 2 SP:Iteration 17Q (144.117688 sec): 3 clusters Score: Raw -73273.229133 + Penalty 716.969982 = -72556.259150 nChanged 0 SP:Iteration 18F (144.119409 sec): 3 clusters Score: Raw -73273.229133 + Penalty 716.969982 = -72556.259150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.120949 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.121799 sec): 3 clusters Score: Raw -29733.982305 + Penalty 1737.605474 = -27996.376831 nChanged 75 SP:Iteration 1F (144.122633 sec): 3 clusters Score: Raw -29849.607606 + Penalty 1741.060886 = -28108.546720 nChanged 28 SP:Iteration 2F (144.123470 sec): 3 clusters Score: Raw -29890.479639 + Penalty 1743.426678 = -28147.052961 nChanged 12 SP:Iteration 3Q (144.124278 sec): 3 clusters Score: Raw -29938.865153 + Penalty 1743.772917 = -28195.092237 nChanged 10 SP:Iteration 4Q (144.125073 sec): 3 clusters Score: Raw -29957.602341 + Penalty 1745.291928 = -28212.310413 nChanged 6 SP:Iteration 5Q (144.125887 sec): 3 clusters Score: Raw -29967.816544 + Penalty 1745.147144 = -28222.669400 nChanged 1 SP:Iteration 6Q (144.126673 sec): 3 clusters Score: Raw -29969.816665 + Penalty 1745.303655 = -28224.513010 nChanged 2 SP:Iteration 7Q (144.127459 sec): 3 clusters Score: Raw -29977.587880 + Penalty 1745.368910 = -28232.218970 nChanged 2 SP:Iteration 8Q (144.128242 sec): 3 clusters Score: Raw -29978.912488 + Penalty 1745.368910 = -28233.543578 nChanged 0 SP:Iteration 9F (144.129072 sec): 3 clusters Score: Raw -29978.912488 + Penalty 1745.368910 = -28233.543578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.134517 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.137640 sec): 3 clusters Score: Raw -148626.255824 + Penalty 1070.531016 = -147555.724808 nChanged 658 SP:Iteration 1F (144.140780 sec): 3 clusters Score: Raw -148995.811771 + Penalty 1072.471140 = -147923.340632 nChanged 125 SP:Iteration 2F (144.144143 sec): 3 clusters Score: Raw -149064.497187 + Penalty 1076.743122 = -147987.754065 nChanged 114 SP:Iteration 3F (144.147368 sec): 3 clusters Score: Raw -149125.276520 + Penalty 1088.596714 = -148036.679807 nChanged 107 SP:Iteration 4F (144.150596 sec): 3 clusters Score: Raw -149198.248715 + Penalty 1111.012706 = -148087.236009 nChanged 118 SP:Iteration 5F (144.153694 sec): 3 clusters Score: Raw -149303.456615 + Penalty 1145.717844 = -148157.738771 nChanged 98 SP:Iteration 6F (144.156762 sec): 3 clusters Score: Raw -149393.420015 + Penalty 1176.213411 = -148217.206604 nChanged 70 SP:Iteration 7Q (144.159844 sec): 3 clusters Score: Raw -149474.224331 + Penalty 1220.324499 = -148253.899832 nChanged 54 SP:Iteration 8Q (144.162844 sec): 3 clusters Score: Raw -149547.686177 + Penalty 1252.467144 = -148295.219034 nChanged 28 SP:Iteration 9Q (144.165603 sec): 3 clusters Score: Raw -149579.545051 + Penalty 1265.615118 = -148313.929933 nChanged 14 SP:Iteration 10F (144.168586 sec): 3 clusters Score: Raw -149596.053955 + Penalty 1284.487573 = -148311.566383 nChanged 11 SP:Iteration 11F (144.171578 sec): 3 clusters Score: Raw -149611.788432 + Penalty 1300.265634 = -148311.522798 nChanged 13 SP:Iteration 12F (144.174673 sec): 3 clusters Score: Raw -149629.248840 + Penalty 1313.362214 = -148315.886626 nChanged 16 SP:Iteration 13Q (144.177373 sec): 3 clusters Score: Raw -149647.171343 + Penalty 1319.372887 = -148327.798456 nChanged 5 SP:Iteration 14Q (144.180056 sec): 3 clusters Score: Raw -149651.353404 + Penalty 1319.372887 = -148331.980517 nChanged 0 SP:Iteration 15F (144.183107 sec): 3 clusters Score: Raw -149651.353404 + Penalty 1319.372887 = -148331.980517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.185690 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.186291 sec): 3 clusters Score: Raw -18842.678464 + Penalty 1331.480731 = -17511.197733 nChanged 38 SP:Iteration 1F (144.186880 sec): 3 clusters Score: Raw -18923.289763 + Penalty 1336.520363 = -17586.769400 nChanged 9 SP:Iteration 2Q (144.187449 sec): 3 clusters Score: Raw -18947.648744 + Penalty 1339.992891 = -17607.655854 nChanged 4 SP:Iteration 3Q (144.188012 sec): 3 clusters Score: Raw -18967.335754 + Penalty 1339.992891 = -17627.342863 nChanged 0 SP:Iteration 4F (144.188600 sec): 3 clusters Score: Raw -18967.335754 + Penalty 1339.992891 = -17627.342863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.189842 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.190555 sec): 3 clusters Score: Raw -22153.680632 + Penalty 811.625015 = -21342.055617 nChanged 84 SP:Iteration 1F (144.191274 sec): 3 clusters Score: Raw -22266.971998 + Penalty 839.543535 = -21427.428462 nChanged 31 SP:Iteration 2F (144.191969 sec): 3 clusters Score: Raw -22319.228185 + Penalty 859.627305 = -21459.600879 nChanged 14 SP:Iteration 3Q (144.192634 sec): 3 clusters Score: Raw -22338.795093 + Penalty 868.474335 = -21470.320758 nChanged 3 SP:Iteration 4Q (144.193288 sec): 3 clusters Score: Raw -22341.973579 + Penalty 869.930064 = -21472.043515 nChanged 1 SP:Iteration 5Q (144.193932 sec): 3 clusters Score: Raw -22343.406584 + Penalty 869.930064 = -21473.476520 nChanged 0 SP:Iteration 6F (144.194625 sec): 3 clusters Score: Raw -22343.406584 + Penalty 869.930064 = -21473.476520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.195233 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.195551 sec): 3 clusters Score: Raw -3747.031778 + Penalty 134.641312 = -3612.390466 nChanged 16 SP:Iteration 1F (144.195856 sec): 3 clusters Score: Raw -3783.454758 + Penalty 175.979116 = -3607.475642 nChanged 4 SP:Iteration 2F (144.196160 sec): 3 clusters Score: Raw -3798.244617 + Penalty 175.979116 = -3622.265501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.196672 sec): 2 clusters Score: Raw -281.762499 + Penalty 22.527283 = -259.235216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.196864 sec): 3 clusters Score: Raw -306.716550 + Penalty 45.054567 = -261.661983 nChanged 0 Score: Raw -3423402.961579 + Penalty 28995.388961 = -3394407.572618 Splitting cluster 70 changes total score from -3373363.080801 to -3394407.572618 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.988482 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.989660 sec): 3 clusters Score: Raw -34296.497728 + Penalty 829.650093 = -33466.847635 nChanged 140 SP:Iteration 1F (144.990875 sec): 3 clusters Score: Raw -34375.062497 + Penalty 829.262635 = -33545.799862 nChanged 28 SP:Iteration 2F (144.992100 sec): 3 clusters Score: Raw -34395.686842 + Penalty 829.300949 = -33566.385892 nChanged 14 SP:Iteration 3Q (144.993246 sec): 3 clusters Score: Raw -34401.393668 + Penalty 829.097596 = -33572.296072 nChanged 9 SP:Iteration 4Q (144.994384 sec): 3 clusters Score: Raw -34406.205789 + Penalty 829.774837 = -33576.430952 nChanged 5 SP:Iteration 5Q (144.995392 sec): 3 clusters Score: Raw -34409.377714 + Penalty 831.049489 = -33578.328224 nChanged 9 SP:Iteration 6Q (144.996332 sec): 3 clusters Score: Raw -34413.045840 + Penalty 831.622787 = -33581.423053 nChanged 4 SP:Iteration 7Q (144.997276 sec): 3 clusters Score: Raw -34417.527955 + Penalty 832.374116 = -33585.153839 nChanged 6 SP:Iteration 8Q (144.998214 sec): 3 clusters Score: Raw -34423.851652 + Penalty 834.380596 = -33589.471056 nChanged 10 SP:Iteration 9Q (144.999112 sec): 3 clusters Score: Raw -34429.311018 + Penalty 836.470724 = -33592.840294 nChanged 7 SP:Iteration 10F (145.000015 sec): 3 clusters Score: Raw -34433.153380 + Penalty 842.776229 = -33590.377151 nChanged 15 SP:Iteration 11F (145.000919 sec): 3 clusters Score: Raw -34449.207237 + Penalty 853.456478 = -33595.750759 nChanged 22 SP:Iteration 12F (145.001823 sec): 3 clusters Score: Raw -34466.767039 + Penalty 864.247682 = -33602.519357 nChanged 18 SP:Iteration 13Q (145.002764 sec): 3 clusters Score: Raw -34490.929256 + Penalty 876.035296 = -33614.893960 nChanged 20 SP:Iteration 14Q (145.003667 sec): 3 clusters Score: Raw -34507.243951 + Penalty 882.520857 = -33624.723095 nChanged 10 SP:Iteration 15Q (145.004562 sec): 3 clusters Score: Raw -34514.602176 + Penalty 892.449507 = -33622.152669 nChanged 9 SP:Iteration 16F (145.005524 sec): 3 clusters Score: Raw -34523.338424 + Penalty 907.015491 = -33616.322933 nChanged 14 SP:Iteration 17F (145.006468 sec): 3 clusters Score: Raw -34536.171872 + Penalty 909.383851 = -33626.788021 nChanged 9 SP:Iteration 18Q (145.007384 sec): 3 clusters Score: Raw -34547.383388 + Penalty 908.463533 = -33638.919855 nChanged 4 SP:Iteration 19Q (145.008290 sec): 3 clusters Score: Raw -34553.336881 + Penalty 908.368971 = -33644.967910 nChanged 3 SP:Iteration 20F (145.009228 sec): 3 clusters Score: Raw -34556.600276 + Penalty 912.947121 = -33643.653155 nChanged 2 SP:Iteration 21F (145.010168 sec): 3 clusters Score: Raw -34557.673847 + Penalty 910.673574 = -33647.000273 nChanged 1 SP:Iteration 22Q (145.011056 sec): 3 clusters Score: Raw -34559.593927 + Penalty 911.620735 = -33647.973191 nChanged 2 SP:Iteration 23Q (145.011942 sec): 3 clusters Score: Raw -34561.535686 + Penalty 914.332599 = -33647.203088 nChanged 1 SP:Iteration 24F (145.012880 sec): 3 clusters Score: Raw -34561.980990 + Penalty 914.258863 = -33647.722127 nChanged 1 SP:Iteration 25Q (145.013762 sec): 3 clusters Score: Raw -34564.651002 + Penalty 914.046423 = -33650.604578 nChanged 1 SP:Iteration 26Q (145.014609 sec): 3 clusters Score: Raw -34564.949964 + Penalty 914.046423 = -33650.903540 nChanged 0 SP:Iteration 27F (145.015509 sec): 3 clusters Score: Raw -34564.949964 + Penalty 914.046423 = -33650.903540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.016419 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.016631 sec): 3 clusters Score: Raw -434.052472 + Penalty 96.714075 = -337.338397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.017130 sec): 2 clusters Score: Raw -733.989728 + Penalty 77.366341 = -656.623387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.017345 sec): 3 clusters Score: Raw -786.956683 + Penalty 147.956395 = -639.000289 nChanged 0 Deleting Class 70 (2 points): Lose 121.571795 but Gain 293.121181 Iteration 241F (145.834373 sec): 39 clusters Score: Raw -3402088.261584 + Penalty 28684.245955 = -3373404.015629 nChanged 2 Iteration 242Q (145.982500 sec): 39 clusters Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193 nChanged 0 Iteration 243F (146.762897 sec): 39 clusters Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402115.090149 + Penalty 28684.245955 = -3373430.844193Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.900028 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.900262 sec): 3 clusters Score: Raw -1079.262852 + Penalty 177.959176 = -901.303676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.900732 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.900912 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.908648 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.911527 sec): 3 clusters Score: Raw -131120.273726 + Penalty 833.797664 = -130286.476062 nChanged 649 SP:Iteration 1F (146.914443 sec): 3 clusters Score: Raw -131543.373878 + Penalty 840.894349 = -130702.479529 nChanged 151 SP:Iteration 2F (146.917231 sec): 3 clusters Score: Raw -131638.548170 + Penalty 850.440540 = -130788.107630 nChanged 105 SP:Iteration 3F (146.919972 sec): 3 clusters Score: Raw -131707.636024 + Penalty 862.413348 = -130845.222676 nChanged 88 SP:Iteration 4F (146.922708 sec): 3 clusters Score: Raw -131771.555865 + Penalty 879.991833 = -130891.564032 nChanged 89 SP:Iteration 5F (146.925465 sec): 3 clusters Score: Raw -131846.822010 + Penalty 894.279570 = -130952.542441 nChanged 75 SP:Iteration 6F (146.928279 sec): 3 clusters Score: Raw -131906.147213 + Penalty 910.439942 = -130995.707271 nChanged 59 SP:Iteration 7Q (146.931093 sec): 3 clusters Score: Raw -131958.919635 + Penalty 930.620161 = -131028.299475 nChanged 55 SP:Iteration 8Q (146.933856 sec): 3 clusters Score: Raw -132011.681736 + Penalty 951.182280 = -131060.499456 nChanged 43 SP:Iteration 9Q (146.936672 sec): 3 clusters Score: Raw -132052.448683 + Penalty 965.669712 = -131086.778971 nChanged 22 SP:Iteration 10F (146.939568 sec): 3 clusters Score: Raw -132071.742436 + Penalty 976.232484 = -131095.509952 nChanged 22 SP:Iteration 11Q (146.942100 sec): 3 clusters Score: Raw -132087.529841 + Penalty 982.317605 = -131105.212236 nChanged 12 SP:Iteration 12Q (146.944609 sec): 3 clusters Score: Raw -132096.624650 + Penalty 984.794407 = -131111.830243 nChanged 5 SP:Iteration 13Q (146.947189 sec): 3 clusters Score: Raw -132097.853742 + Penalty 986.078927 = -131111.774815 nChanged 2 SP:Iteration 14F (146.950019 sec): 3 clusters Score: Raw -132098.766047 + Penalty 987.731208 = -131111.034839 nChanged 2 SP:Iteration 15F (146.952799 sec): 3 clusters Score: Raw -132099.689962 + Penalty 987.731208 = -131111.958754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.953850 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.954401 sec): 3 clusters Score: Raw -15745.458870 + Penalty 918.026130 = -14827.432740 nChanged 49 SP:Iteration 1F (146.954976 sec): 3 clusters Score: Raw -15812.514270 + Penalty 917.739204 = -14894.775066 nChanged 6 SP:Iteration 2Q (146.955508 sec): 3 clusters Score: Raw -15818.186796 + Penalty 917.062294 = -14901.124502 nChanged 3 SP:Iteration 3Q (146.956035 sec): 3 clusters Score: Raw -15825.367406 + Penalty 917.785775 = -14907.581631 nChanged 3 SP:Iteration 4Q (146.956559 sec): 3 clusters Score: Raw -15831.694682 + Penalty 917.785775 = -14913.908907 nChanged 0 SP:Iteration 5F (146.957104 sec): 3 clusters Score: Raw -15831.694682 + Penalty 917.785775 = -14913.908907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.963198 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.966398 sec): 3 clusters Score: Raw -136518.438160 + Penalty 336.467502 = -136181.970658 nChanged 773 SP:Iteration 1F (146.969482 sec): 3 clusters Score: Raw -136916.164601 + Penalty 338.653514 = -136577.511087 nChanged 161 SP:Iteration 2F (146.972520 sec): 3 clusters Score: Raw -136998.739788 + Penalty 342.026732 = -136656.713056 nChanged 127 SP:Iteration 3F (146.975586 sec): 3 clusters Score: Raw -137108.927802 + Penalty 349.794206 = -136759.133595 nChanged 157 SP:Iteration 4F (146.978744 sec): 3 clusters Score: Raw -137260.020995 + Penalty 356.153091 = -136903.867905 nChanged 111 SP:Iteration 5F (146.982033 sec): 3 clusters Score: Raw -137373.702331 + Penalty 363.068396 = -137010.633934 nChanged 69 SP:Iteration 6Q (146.985305 sec): 3 clusters Score: Raw -137423.394222 + Penalty 372.091605 = -137051.302618 nChanged 56 SP:Iteration 7Q (146.988250 sec): 3 clusters Score: Raw -137456.615230 + Penalty 383.665434 = -137072.949796 nChanged 44 SP:Iteration 8Q (146.991174 sec): 3 clusters Score: Raw -137482.030474 + Penalty 402.674141 = -137079.356333 nChanged 41 SP:Iteration 9Q (146.993990 sec): 3 clusters Score: Raw -137507.517226 + Penalty 431.558086 = -137075.959140 nChanged 48 SP:Iteration 10F (146.997132 sec): 3 clusters Score: Raw -137544.513010 + Penalty 458.110308 = -137086.402702 nChanged 39 SP:Iteration 11Q (146.999964 sec): 3 clusters Score: Raw -137573.007148 + Penalty 480.353520 = -137092.653628 nChanged 22 SP:Iteration 12Q (147.002691 sec): 3 clusters Score: Raw -137585.688072 + Penalty 510.836075 = -137074.851996 nChanged 18 SP:Iteration 13F (147.005779 sec): 3 clusters Score: Raw -137599.390120 + Penalty 528.279280 = -137071.110840 nChanged 12 SP:Iteration 14F (147.008882 sec): 3 clusters Score: Raw -137606.852177 + Penalty 549.141230 = -137057.710947 nChanged 9 SP:Iteration 15F (147.011954 sec): 3 clusters Score: Raw -137614.388868 + Penalty 569.246508 = -137045.142361 nChanged 5 SP:Iteration 16F (147.015279 sec): 3 clusters Score: Raw -137620.259119 + Penalty 575.587329 = -137044.671789 nChanged 2 SP:Iteration 17F (147.018352 sec): 3 clusters Score: Raw -137620.875997 + Penalty 575.587329 = -137045.288668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.020503 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.020810 sec): 3 clusters Score: Raw -3060.029246 + Penalty 221.177052 = -2838.852194 nChanged 13 SP:Iteration 1F (147.021099 sec): 3 clusters Score: Raw -3104.868486 + Penalty 233.529103 = -2871.339383 nChanged 1 SP:Iteration 2Q (147.021375 sec): 3 clusters Score: Raw -3110.049046 + Penalty 251.466074 = -2858.582972 nChanged 1 SP:Iteration 3F (147.021669 sec): 3 clusters Score: Raw -3114.182213 + Penalty 274.109721 = -2840.072492 nChanged 1 SP:Iteration 4F (147.021955 sec): 3 clusters Score: Raw -3130.052115 + Penalty 274.109721 = -2855.942394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.022430 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.022617 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.093652 sec): 2 clusters Score: Raw -1267670.934096 + Penalty 219.144558 = -1267451.789538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.123524 sec): 3 clusters Score: Raw -1256844.805916 + Penalty 455.032932 = -1256389.772984 nChanged 7704 SP:Iteration 1F (147.152951 sec): 3 clusters Score: Raw -1264585.117187 + Penalty 657.149674 = -1263927.967513 nChanged 2381 SP:Iteration 2F (147.182046 sec): 3 clusters Score: Raw -1267459.903561 + Penalty 721.538581 = -1266738.364980 nChanged 222 SP:Iteration 3Q (147.212520 sec): 3 clusters Score: Raw -1267692.497460 + Penalty 699.481718 = -1266993.015742 nChanged 34 SP:Iteration 4Q (147.236665 sec): 3 clusters Score: Raw -1267723.983785 + Penalty 691.272234 = -1267032.711551 nChanged 6 SP:Iteration 5Q (147.260141 sec): 3 clusters Score: Raw -1267727.698454 + Penalty 693.534389 = -1267034.164065 nChanged 3 SP:Iteration 6Q (147.283309 sec): 3 clusters Score: Raw -1267728.526884 + Penalty 693.534389 = -1267034.992495 nChanged 0 SP:Iteration 7F (147.313194 sec): 3 clusters Score: Raw -1267728.526884 + Penalty 693.534389 = -1267034.992495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.324601 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.326172 sec): 3 clusters Score: Raw -72122.048568 + Penalty 1517.083615 = -70604.964953 nChanged 240 SP:Iteration 1F (147.327793 sec): 3 clusters Score: Raw -72327.949770 + Penalty 1517.423817 = -70810.525953 nChanged 110 SP:Iteration 2F (147.329415 sec): 3 clusters Score: Raw -72455.730743 + Penalty 1517.140904 = -70938.589839 nChanged 68 SP:Iteration 3F (147.330986 sec): 3 clusters Score: Raw -72523.794621 + Penalty 1518.477413 = -71005.317208 nChanged 34 SP:Iteration 4Q (147.332478 sec): 3 clusters Score: Raw -72558.511065 + Penalty 1519.351185 = -71039.159880 nChanged 14 SP:Iteration 5Q (147.334048 sec): 3 clusters Score: Raw -72572.103318 + Penalty 1519.983080 = -71052.120238 nChanged 18 SP:Iteration 6Q (147.335594 sec): 3 clusters Score: Raw -72595.364568 + Penalty 1519.503129 = -71075.861439 nChanged 17 SP:Iteration 7Q (147.337106 sec): 3 clusters Score: Raw -72609.718772 + Penalty 1518.947179 = -71090.771593 nChanged 9 SP:Iteration 8Q (147.338607 sec): 3 clusters Score: Raw -72617.497403 + Penalty 1518.632507 = -71098.864896 nChanged 8 SP:Iteration 9Q (147.340086 sec): 3 clusters Score: Raw -72623.518053 + Penalty 1518.757328 = -71104.760726 nChanged 5 SP:Iteration 10F (147.341665 sec): 3 clusters Score: Raw -72626.652925 + Penalty 1518.757328 = -71107.895597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.354316 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.358695 sec): 3 clusters Score: Raw -204184.474477 + Penalty 984.172237 = -203200.302240 nChanged 1004 SP:Iteration 1F (147.362850 sec): 3 clusters Score: Raw -204814.895717 + Penalty 989.493046 = -203825.402671 nChanged 275 SP:Iteration 2F (147.367132 sec): 3 clusters Score: Raw -205036.786968 + Penalty 997.021570 = -204039.765398 nChanged 208 SP:Iteration 3F (147.371277 sec): 3 clusters Score: Raw -205170.855932 + Penalty 1002.031459 = -204168.824472 nChanged 119 SP:Iteration 4F (147.375411 sec): 3 clusters Score: Raw -205235.222076 + Penalty 1007.473203 = -204227.748872 nChanged 96 SP:Iteration 5Q (147.379568 sec): 3 clusters Score: Raw -205286.433556 + Penalty 1012.879875 = -204273.553681 nChanged 74 SP:Iteration 6Q (147.383958 sec): 3 clusters Score: Raw -205329.419124 + Penalty 1017.679912 = -204311.739212 nChanged 65 SP:Iteration 7Q (147.388243 sec): 3 clusters Score: Raw -205371.783577 + Penalty 1019.386029 = -204352.397548 nChanged 66 SP:Iteration 8Q (147.392575 sec): 3 clusters Score: Raw -205412.947218 + Penalty 1021.771450 = -204391.175768 nChanged 61 SP:Iteration 9Q (147.396692 sec): 3 clusters Score: Raw -205455.761928 + Penalty 1023.201207 = -204432.560721 nChanged 64 SP:Iteration 10F (147.400982 sec): 3 clusters Score: Raw -205509.934575 + Penalty 1025.508496 = -204484.426080 nChanged 66 SP:Iteration 11Q (147.405121 sec): 3 clusters Score: Raw -205558.583378 + Penalty 1025.439541 = -204533.143837 nChanged 56 SP:Iteration 12Q (147.409100 sec): 3 clusters Score: Raw -205581.706731 + Penalty 1025.294253 = -204556.412478 nChanged 40 SP:Iteration 13Q (147.413041 sec): 3 clusters Score: Raw -205601.926933 + Penalty 1024.952538 = -204576.974395 nChanged 29 SP:Iteration 14Q (147.417364 sec): 3 clusters Score: Raw -205614.832175 + Penalty 1023.816484 = -204591.015691 nChanged 25 SP:Iteration 15Q (147.421510 sec): 3 clusters Score: Raw -205621.870154 + Penalty 1023.186103 = -204598.684050 nChanged 20 SP:Iteration 16Q (147.425625 sec): 3 clusters Score: Raw -205624.579811 + Penalty 1022.294329 = -204602.285482 nChanged 12 SP:Iteration 17Q (147.429783 sec): 3 clusters Score: Raw -205628.363302 + Penalty 1021.988979 = -204606.374323 nChanged 16 SP:Iteration 18Q (147.433701 sec): 3 clusters Score: Raw -205632.189255 + Penalty 1021.444666 = -204610.744588 nChanged 16 SP:Iteration 19Q (147.437584 sec): 3 clusters Score: Raw -205637.061241 + Penalty 1020.257668 = -204616.803573 nChanged 16 SP:Iteration 20F (147.441712 sec): 3 clusters Score: Raw -205641.469260 + Penalty 1018.175606 = -204623.293654 nChanged 18 SP:Iteration 21Q (147.445632 sec): 3 clusters Score: Raw -205645.725758 + Penalty 1017.164045 = -204628.561713 nChanged 15 SP:Iteration 22Q (147.449734 sec): 3 clusters Score: Raw -205649.926893 + Penalty 1016.241799 = -204633.685093 nChanged 17 SP:Iteration 23Q (147.453858 sec): 3 clusters Score: Raw -205654.410996 + Penalty 1013.986376 = -204640.424620 nChanged 21 SP:Iteration 24Q (147.457824 sec): 3 clusters Score: Raw -205662.581775 + Penalty 1010.697856 = -204651.883918 nChanged 28 SP:Iteration 25Q (147.461693 sec): 3 clusters Score: Raw -205672.504350 + Penalty 1007.673348 = -204664.831002 nChanged 33 SP:Iteration 26Q (147.465577 sec): 3 clusters Score: Raw -205683.291008 + Penalty 1005.128712 = -204678.162296 nChanged 28 SP:Iteration 27Q (147.469470 sec): 3 clusters Score: Raw -205693.083848 + Penalty 1002.890743 = -204690.193105 nChanged 31 SP:Iteration 28Q (147.473334 sec): 3 clusters Score: Raw -205703.936454 + Penalty 1001.051463 = -204702.884991 nChanged 29 SP:Iteration 29Q (147.477251 sec): 3 clusters Score: Raw -205712.052151 + Penalty 998.667911 = -204713.384240 nChanged 27 SP:Iteration 30F (147.481553 sec): 3 clusters Score: Raw -205719.093534 + Penalty 996.925215 = -204722.168319 nChanged 22 SP:Iteration 31Q (147.485735 sec): 3 clusters Score: Raw -205725.017834 + Penalty 995.258592 = -204729.759242 nChanged 26 SP:Iteration 32Q (147.489704 sec): 3 clusters Score: Raw -205730.743551 + Penalty 993.722586 = -204737.020965 nChanged 19 SP:Iteration 33Q (147.493752 sec): 3 clusters Score: Raw -205735.169599 + Penalty 992.424334 = -204742.745265 nChanged 19 SP:Iteration 34Q (147.498011 sec): 3 clusters Score: Raw -205738.231774 + Penalty 991.367350 = -204746.864424 nChanged 16 SP:Iteration 35Q (147.502034 sec): 3 clusters Score: Raw -205741.515658 + Penalty 989.780137 = -204751.735521 nChanged 21 SP:Iteration 36Q (147.506126 sec): 3 clusters Score: Raw -205745.376938 + Penalty 988.974281 = -204756.402657 nChanged 11 SP:Iteration 37Q (147.510060 sec): 3 clusters Score: Raw -205746.994388 + Penalty 988.296786 = -204758.697602 nChanged 10 SP:Iteration 38Q (147.514096 sec): 3 clusters Score: Raw -205748.427838 + Penalty 987.848899 = -204760.578940 nChanged 6 SP:Iteration 39Q (147.518199 sec): 3 clusters Score: Raw -205748.843995 + Penalty 987.613709 = -204761.230286 nChanged 3 SP:Iteration 40F (147.522392 sec): 3 clusters Score: Raw -205749.001726 + Penalty 987.321508 = -204761.680218 nChanged 4 SP:Iteration 41Q (147.526341 sec): 3 clusters Score: Raw -205749.227505 + Penalty 987.246242 = -204761.981262 nChanged 1 SP:Iteration 42Q (147.530358 sec): 3 clusters Score: Raw -205749.249387 + Penalty 987.308991 = -204761.940396 nChanged 1 SP:Iteration 43F (147.534571 sec): 3 clusters Score: Raw -205749.811788 + Penalty 987.291081 = -204762.520707 nChanged 2 SP:Iteration 44Q (147.538605 sec): 3 clusters Score: Raw -205750.240401 + Penalty 987.218502 = -204763.021899 nChanged 1 SP:Iteration 45Q (147.542522 sec): 3 clusters Score: Raw -205750.280368 + Penalty 987.143011 = -204763.137356 nChanged 1 SP:Iteration 46Q (147.546439 sec): 3 clusters Score: Raw -205750.288290 + Penalty 987.074739 = -204763.213551 nChanged 1 SP:Iteration 47Q (147.550723 sec): 3 clusters Score: Raw -205750.339882 + Penalty 986.864852 = -204763.475029 nChanged 3 SP:Iteration 48Q (147.554752 sec): 3 clusters Score: Raw -205750.589945 + Penalty 986.805477 = -204763.784468 nChanged 1 SP:Iteration 49Q (147.558784 sec): 3 clusters Score: Raw -205750.679542 + Penalty 986.805477 = -204763.874065 nChanged 0 SP:Iteration 50F (147.563056 sec): 3 clusters Score: Raw -205750.679542 + Penalty 986.805477 = -204763.874065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.571698 sec): 2 clusters Score: Raw -21025.467517 + Penalty 294.297502 = -20731.170015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.572424 sec): 3 clusters Score: Raw -20935.266492 + Penalty 588.263513 = -20347.002979 nChanged 85 SP:Iteration 1F (147.573126 sec): 3 clusters Score: Raw -21029.805542 + Penalty 596.811343 = -20432.994199 nChanged 27 SP:Iteration 2F (147.573822 sec): 3 clusters Score: Raw -21068.191485 + Penalty 603.107599 = -20465.083885 nChanged 15 SP:Iteration 3F (147.574518 sec): 3 clusters Score: Raw -21091.906153 + Penalty 606.496924 = -20485.409229 nChanged 8 SP:Iteration 4Q (147.575186 sec): 3 clusters Score: Raw -21098.815799 + Penalty 608.866414 = -20489.949385 nChanged 5 SP:Iteration 5Q (147.575898 sec): 3 clusters Score: Raw -21111.093962 + Penalty 608.798776 = -20502.295185 nChanged 2 SP:Iteration 6Q (147.576575 sec): 3 clusters Score: Raw -21114.820843 + Penalty 610.163526 = -20504.657317 nChanged 1 SP:Iteration 7Q (147.577260 sec): 3 clusters Score: Raw -21115.068711 + Penalty 610.163526 = -20504.905185 nChanged 0 SP:Iteration 8F (147.577976 sec): 3 clusters Score: Raw -21115.068711 + Penalty 610.163526 = -20504.905185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.579926 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.580843 sec): 3 clusters Score: Raw -32390.187187 + Penalty 1668.204449 = -30721.982738 nChanged 101 SP:Iteration 1F (147.581807 sec): 3 clusters Score: Raw -32540.796923 + Penalty 1668.348488 = -30872.448435 nChanged 36 SP:Iteration 2F (147.582763 sec): 3 clusters Score: Raw -32599.442468 + Penalty 1668.387982 = -30931.054486 nChanged 18 SP:Iteration 3Q (147.583677 sec): 3 clusters Score: Raw -32628.571457 + Penalty 1668.618368 = -30959.953089 nChanged 8 SP:Iteration 4Q (147.584587 sec): 3 clusters Score: Raw -32640.104133 + Penalty 1668.392271 = -30971.711862 nChanged 4 SP:Iteration 5Q (147.585489 sec): 3 clusters Score: Raw -32644.409481 + Penalty 1668.344030 = -30976.065451 nChanged 3 SP:Iteration 6Q (147.586375 sec): 3 clusters Score: Raw -32648.880542 + Penalty 1668.344030 = -30980.536512 nChanged 0 SP:Iteration 7F (147.587277 sec): 3 clusters Score: Raw -32648.880542 + Penalty 1668.344030 = -30980.536512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.591630 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.593727 sec): 3 clusters Score: Raw -90076.023930 + Penalty 997.694727 = -89078.329202 nChanged 413 SP:Iteration 1F (147.595819 sec): 3 clusters Score: Raw -90345.372378 + Penalty 1005.873254 = -89339.499124 nChanged 149 SP:Iteration 2F (147.598013 sec): 3 clusters Score: Raw -90487.040969 + Penalty 1021.212549 = -89465.828420 nChanged 86 SP:Iteration 3F (147.600079 sec): 3 clusters Score: Raw -90573.728937 + Penalty 1041.677866 = -89532.051071 nChanged 64 SP:Iteration 4F (147.602091 sec): 3 clusters Score: Raw -90638.512728 + Penalty 1053.813857 = -89584.698871 nChanged 41 SP:Iteration 5Q (147.604081 sec): 3 clusters Score: Raw -90671.395287 + Penalty 1055.095004 = -89616.300283 nChanged 16 SP:Iteration 6Q (147.606175 sec): 3 clusters Score: Raw -90681.960954 + Penalty 1054.353501 = -89627.607453 nChanged 16 SP:Iteration 7Q (147.608218 sec): 3 clusters Score: Raw -90691.929217 + Penalty 1054.028247 = -89637.900970 nChanged 10 SP:Iteration 8Q (147.610203 sec): 3 clusters Score: Raw -90697.611764 + Penalty 1056.885689 = -89640.726075 nChanged 8 SP:Iteration 9Q (147.612134 sec): 3 clusters Score: Raw -90700.067201 + Penalty 1056.885689 = -89643.181512 nChanged 0 SP:Iteration 10F (147.614149 sec): 3 clusters Score: Raw -90700.067201 + Penalty 1056.885689 = -89643.181512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.616909 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.618423 sec): 3 clusters Score: Raw -63239.070662 + Penalty 1409.893162 = -61829.177500 nChanged 240 SP:Iteration 1F (147.619853 sec): 3 clusters Score: Raw -63398.226839 + Penalty 1410.144139 = -61988.082700 nChanged 63 SP:Iteration 2F (147.621249 sec): 3 clusters Score: Raw -63444.815673 + Penalty 1414.893168 = -62029.922505 nChanged 44 SP:Iteration 3F (147.622653 sec): 3 clusters Score: Raw -63487.411080 + Penalty 1428.326257 = -62059.084823 nChanged 49 SP:Iteration 4F (147.624058 sec): 3 clusters Score: Raw -63552.284795 + Penalty 1444.881561 = -62107.403234 nChanged 49 SP:Iteration 5F (147.625504 sec): 3 clusters Score: Raw -63608.778165 + Penalty 1455.447983 = -62153.330182 nChanged 32 SP:Iteration 6Q (147.626917 sec): 3 clusters Score: Raw -63646.205236 + Penalty 1465.046824 = -62181.158413 nChanged 29 SP:Iteration 7Q (147.628360 sec): 3 clusters Score: Raw -63687.796544 + Penalty 1468.587421 = -62219.209124 nChanged 18 SP:Iteration 8Q (147.629789 sec): 3 clusters Score: Raw -63720.524409 + Penalty 1469.561446 = -62250.962964 nChanged 12 SP:Iteration 9Q (147.631190 sec): 3 clusters Score: Raw -63731.541141 + Penalty 1473.445320 = -62258.095821 nChanged 12 SP:Iteration 10F (147.632606 sec): 3 clusters Score: Raw -63740.423542 + Penalty 1477.662126 = -62262.761416 nChanged 7 SP:Iteration 11Q (147.633973 sec): 3 clusters Score: Raw -63745.973513 + Penalty 1480.589837 = -62265.383676 nChanged 3 SP:Iteration 12Q (147.635373 sec): 3 clusters Score: Raw -63750.860659 + Penalty 1479.774505 = -62271.086154 nChanged 3 SP:Iteration 13Q (147.636752 sec): 3 clusters Score: Raw -63753.864732 + Penalty 1480.405888 = -62273.458844 nChanged 5 SP:Iteration 14Q (147.638133 sec): 3 clusters Score: Raw -63758.943615 + Penalty 1480.311984 = -62278.631632 nChanged 3 SP:Iteration 15Q (147.639523 sec): 3 clusters Score: Raw -63761.806524 + Penalty 1480.878595 = -62280.927929 nChanged 6 SP:Iteration 16Q (147.640892 sec): 3 clusters Score: Raw -63764.426820 + Penalty 1479.714459 = -62284.712360 nChanged 2 SP:Iteration 17Q (147.642258 sec): 3 clusters Score: Raw -63765.017337 + Penalty 1479.714459 = -62285.302878 nChanged 0 SP:Iteration 18F (147.643701 sec): 3 clusters Score: Raw -63765.017337 + Penalty 1479.714459 = -62285.302878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.646497 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.648161 sec): 3 clusters Score: Raw -68633.496289 + Penalty 1601.302447 = -67032.193842 nChanged 254 SP:Iteration 1F (147.649875 sec): 3 clusters Score: Raw -68852.618139 + Penalty 1603.429706 = -67249.188433 nChanged 61 SP:Iteration 2F (147.651585 sec): 3 clusters Score: Raw -68936.736803 + Penalty 1612.755572 = -67323.981231 nChanged 60 SP:Iteration 3F (147.653180 sec): 3 clusters Score: Raw -69017.908243 + Penalty 1629.990690 = -67387.917552 nChanged 57 SP:Iteration 4F (147.654767 sec): 3 clusters Score: Raw -69114.810936 + Penalty 1650.166832 = -67464.644104 nChanged 49 SP:Iteration 5F (147.656351 sec): 3 clusters Score: Raw -69181.777677 + Penalty 1663.350745 = -67518.426932 nChanged 33 SP:Iteration 6Q (147.657902 sec): 3 clusters Score: Raw -69233.742059 + Penalty 1672.674226 = -67561.067833 nChanged 32 SP:Iteration 7Q (147.659448 sec): 3 clusters Score: Raw -69282.875567 + Penalty 1679.096950 = -67603.778617 nChanged 24 SP:Iteration 8Q (147.660962 sec): 3 clusters Score: Raw -69315.528433 + Penalty 1684.974422 = -67630.554011 nChanged 20 SP:Iteration 9Q (147.662443 sec): 3 clusters Score: Raw -69343.550949 + Penalty 1690.147556 = -67653.403393 nChanged 12 SP:Iteration 10F (147.664062 sec): 3 clusters Score: Raw -69359.315017 + Penalty 1693.404149 = -67665.910868 nChanged 6 SP:Iteration 11Q (147.665516 sec): 3 clusters Score: Raw -69366.720317 + Penalty 1694.310653 = -67672.409664 nChanged 1 SP:Iteration 12Q (147.666946 sec): 3 clusters Score: Raw -69367.318053 + Penalty 1694.310653 = -67673.007400 nChanged 0 SP:Iteration 13F (147.668527 sec): 3 clusters Score: Raw -69367.318053 + Penalty 1694.310653 = -67673.007400 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.683156 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.689037 sec): 3 clusters Score: Raw -258577.970828 + Penalty 816.108646 = -257761.862181 nChanged 1418 SP:Iteration 1F (147.694641 sec): 3 clusters Score: Raw -259377.700167 + Penalty 817.480825 = -258560.219342 nChanged 304 SP:Iteration 2F (147.700510 sec): 3 clusters Score: Raw -259519.201591 + Penalty 819.204110 = -258699.997481 nChanged 188 SP:Iteration 3F (147.706265 sec): 3 clusters Score: Raw -259608.212899 + Penalty 821.914347 = -258786.298552 nChanged 144 SP:Iteration 4Q (147.712054 sec): 3 clusters Score: Raw -259690.576092 + Penalty 825.697974 = -258864.878118 nChanged 143 SP:Iteration 5Q (147.717908 sec): 3 clusters Score: Raw -259772.412127 + Penalty 832.090812 = -258940.321315 nChanged 146 SP:Iteration 6Q (147.723477 sec): 3 clusters Score: Raw -259860.638803 + Penalty 841.178088 = -259019.460715 nChanged 145 SP:Iteration 7Q (147.728975 sec): 3 clusters Score: Raw -259948.817433 + Penalty 856.190061 = -259092.627372 nChanged 161 SP:Iteration 8F (147.734576 sec): 3 clusters Score: Raw -260067.550807 + Penalty 890.440030 = -259177.110777 nChanged 183 SP:Iteration 9F (147.740137 sec): 3 clusters Score: Raw -260220.366335 + Penalty 935.521957 = -259284.844378 nChanged 144 SP:Iteration 10F (147.745833 sec): 3 clusters Score: Raw -260345.206591 + Penalty 988.977560 = -259356.229031 nChanged 106 SP:Iteration 11Q (147.751413 sec): 3 clusters Score: Raw -260432.779513 + Penalty 1039.307349 = -259393.472164 nChanged 53 SP:Iteration 12Q (147.756812 sec): 3 clusters Score: Raw -260474.096695 + Penalty 1099.682245 = -259374.414450 nChanged 37 SP:Iteration 13F (147.762376 sec): 3 clusters Score: Raw -260506.013423 + Penalty 1133.494833 = -259372.518590 nChanged 19 SP:Iteration 14F (147.768023 sec): 3 clusters Score: Raw -260521.531912 + Penalty 1158.190694 = -259363.341218 nChanged 11 SP:Iteration 15F (147.773557 sec): 3 clusters Score: Raw -260533.924145 + Penalty 1173.748874 = -259360.175271 nChanged 7 SP:Iteration 16F (147.779202 sec): 3 clusters Score: Raw -260538.884365 + Penalty 1176.444862 = -259362.439502 nChanged 4 SP:Iteration 17Q (147.784210 sec): 3 clusters Score: Raw -260541.893587 + Penalty 1184.569680 = -259357.323907 nChanged 3 SP:Iteration 18F (147.789841 sec): 3 clusters Score: Raw -260545.672346 + Penalty 1184.569680 = -259361.102666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.794552 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.795813 sec): 3 clusters Score: Raw -47715.893634 + Penalty 605.372966 = -47110.520669 nChanged 214 SP:Iteration 1F (147.797036 sec): 3 clusters Score: Raw -47848.119846 + Penalty 604.402443 = -47243.717403 nChanged 48 SP:Iteration 2F (147.798251 sec): 3 clusters Score: Raw -47877.075670 + Penalty 602.314042 = -47274.761627 nChanged 28 SP:Iteration 3Q (147.799469 sec): 3 clusters Score: Raw -47894.739385 + Penalty 601.956101 = -47292.783284 nChanged 31 SP:Iteration 4F (147.800760 sec): 3 clusters Score: Raw -47915.157403 + Penalty 602.132168 = -47313.025235 nChanged 34 SP:Iteration 5F (147.802044 sec): 3 clusters Score: Raw -47937.635489 + Penalty 602.420630 = -47335.214859 nChanged 22 SP:Iteration 6Q (147.803301 sec): 3 clusters Score: Raw -47947.787039 + Penalty 603.635141 = -47344.151898 nChanged 19 SP:Iteration 7Q (147.804569 sec): 3 clusters Score: Raw -47957.036572 + Penalty 604.142325 = -47352.894248 nChanged 10 SP:Iteration 8Q (147.805857 sec): 3 clusters Score: Raw -47960.906553 + Penalty 605.103221 = -47355.803332 nChanged 12 SP:Iteration 9Q (147.807166 sec): 3 clusters Score: Raw -47966.694087 + Penalty 606.681836 = -47360.012251 nChanged 14 SP:Iteration 10F (147.808454 sec): 3 clusters Score: Raw -47975.153498 + Penalty 608.289979 = -47366.863519 nChanged 10 SP:Iteration 11Q (147.809708 sec): 3 clusters Score: Raw -47978.726116 + Penalty 610.040108 = -47368.686008 nChanged 8 SP:Iteration 12Q (147.810909 sec): 3 clusters Score: Raw -47982.865485 + Penalty 611.943581 = -47370.921904 nChanged 8 SP:Iteration 13Q (147.812108 sec): 3 clusters Score: Raw -47986.861810 + Penalty 612.331131 = -47374.530679 nChanged 3 SP:Iteration 14Q (147.813326 sec): 3 clusters Score: Raw -47987.968641 + Penalty 613.296838 = -47374.671803 nChanged 6 SP:Iteration 15Q (147.814581 sec): 3 clusters Score: Raw -47992.358551 + Penalty 613.942821 = -47378.415730 nChanged 10 SP:Iteration 16Q (147.815830 sec): 3 clusters Score: Raw -47998.835673 + Penalty 615.736967 = -47383.098706 nChanged 6 SP:Iteration 17Q (147.817068 sec): 3 clusters Score: Raw -48001.145068 + Penalty 618.061911 = -47383.083157 nChanged 6 SP:Iteration 18F (147.818341 sec): 3 clusters Score: Raw -48003.095258 + Penalty 619.511788 = -47383.583469 nChanged 3 SP:Iteration 19Q (147.819594 sec): 3 clusters Score: Raw -48005.431375 + Penalty 621.349148 = -47384.082226 nChanged 4 SP:Iteration 20F (147.820864 sec): 3 clusters Score: Raw -48007.335696 + Penalty 622.719853 = -47384.615843 nChanged 3 SP:Iteration 21Q (147.822122 sec): 3 clusters Score: Raw -48009.928725 + Penalty 626.402514 = -47383.526211 nChanged 7 SP:Iteration 22F (147.823402 sec): 3 clusters Score: Raw -48016.858083 + Penalty 628.397432 = -47388.460651 nChanged 8 SP:Iteration 23Q (147.824665 sec): 3 clusters Score: Raw -48023.954264 + Penalty 631.991599 = -47391.962665 nChanged 8 SP:Iteration 24Q (147.825922 sec): 3 clusters Score: Raw -48027.977410 + Penalty 635.075072 = -47392.902338 nChanged 6 SP:Iteration 25Q (147.827170 sec): 3 clusters Score: Raw -48032.287886 + Penalty 638.226809 = -47394.061077 nChanged 6 SP:Iteration 26Q (147.828430 sec): 3 clusters Score: Raw -48035.426584 + Penalty 640.341711 = -47395.084872 nChanged 4 SP:Iteration 27Q (147.829684 sec): 3 clusters Score: Raw -48036.993922 + Penalty 642.243406 = -47394.750515 nChanged 4 SP:Iteration 28F (147.830905 sec): 3 clusters Score: Raw -48038.690139 + Penalty 642.217711 = -47396.472428 nChanged 1 SP:Iteration 29Q (147.832110 sec): 3 clusters Score: Raw -48040.259313 + Penalty 642.706867 = -47397.552446 nChanged 1 SP:Iteration 30F (147.833322 sec): 3 clusters Score: Raw -48040.719471 + Penalty 643.882517 = -47396.836954 nChanged 3 SP:Iteration 31F (147.834581 sec): 3 clusters Score: Raw -48041.980769 + Penalty 644.241252 = -47397.739517 nChanged 1 SP:Iteration 32Q (147.835807 sec): 3 clusters Score: Raw -48042.639115 + Penalty 646.920678 = -47395.718437 nChanged 3 SP:Iteration 33F (147.837020 sec): 3 clusters Score: Raw -48043.955845 + Penalty 648.687669 = -47395.268177 nChanged 2 SP:Iteration 34F (147.838238 sec): 3 clusters Score: Raw -48044.939102 + Penalty 648.762129 = -47396.176973 nChanged 3 SP:Iteration 35Q (147.839436 sec): 3 clusters Score: Raw -48046.109885 + Penalty 649.153498 = -47396.956387 nChanged 1 SP:Iteration 36Q (147.840634 sec): 3 clusters Score: Raw -48046.247573 + Penalty 650.029464 = -47396.218109 nChanged 1 SP:Iteration 37F (147.841845 sec): 3 clusters Score: Raw -48046.338977 + Penalty 650.029464 = -47396.309513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.844220 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.845117 sec): 3 clusters Score: Raw -33959.559463 + Penalty 1399.081538 = -32560.477925 nChanged 103 SP:Iteration 1F (147.846004 sec): 3 clusters Score: Raw -34078.363927 + Penalty 1410.198502 = -32668.165425 nChanged 36 SP:Iteration 2F (147.846884 sec): 3 clusters Score: Raw -34137.474606 + Penalty 1413.429674 = -32724.044932 nChanged 21 SP:Iteration 3F (147.847764 sec): 3 clusters Score: Raw -34167.540041 + Penalty 1409.583741 = -32757.956301 nChanged 9 SP:Iteration 4Q (147.848700 sec): 3 clusters Score: Raw -34182.231355 + Penalty 1409.618646 = -32772.612709 nChanged 6 SP:Iteration 5Q (147.849599 sec): 3 clusters Score: Raw -34190.628389 + Penalty 1407.771578 = -32782.856811 nChanged 6 SP:Iteration 6Q (147.850485 sec): 3 clusters Score: Raw -34199.960931 + Penalty 1407.058665 = -32792.902266 nChanged 1 SP:Iteration 7Q (147.851373 sec): 3 clusters Score: Raw -34200.993338 + Penalty 1406.360037 = -32794.633300 nChanged 1 SP:Iteration 8Q (147.852276 sec): 3 clusters Score: Raw -34202.449927 + Penalty 1405.123114 = -32797.326813 nChanged 1 SP:Iteration 9Q (147.853124 sec): 3 clusters Score: Raw -34203.495169 + Penalty 1405.123114 = -32798.372056 nChanged 0 SP:Iteration 10F (147.854003 sec): 3 clusters Score: Raw -34203.495169 + Penalty 1405.123114 = -32798.372056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.858714 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.860973 sec): 3 clusters Score: Raw -103047.825098 + Penalty 1180.909197 = -101866.915901 nChanged 419 SP:Iteration 1F (147.863262 sec): 3 clusters Score: Raw -103235.082987 + Penalty 1179.943487 = -102055.139500 nChanged 132 SP:Iteration 2F (147.865514 sec): 3 clusters Score: Raw -103310.837047 + Penalty 1179.173811 = -102131.663236 nChanged 82 SP:Iteration 3F (147.867760 sec): 3 clusters Score: Raw -103370.728034 + Penalty 1182.165719 = -102188.562315 nChanged 80 SP:Iteration 4F (147.870000 sec): 3 clusters Score: Raw -103437.851763 + Penalty 1196.691579 = -102241.160184 nChanged 85 SP:Iteration 5F (147.872198 sec): 3 clusters Score: Raw -103528.724954 + Penalty 1235.610916 = -102293.114038 nChanged 84 SP:Iteration 6F (147.874390 sec): 3 clusters Score: Raw -103637.564258 + Penalty 1270.811000 = -102366.753258 nChanged 56 SP:Iteration 7Q (147.876548 sec): 3 clusters Score: Raw -103710.646171 + Penalty 1288.047995 = -102422.598176 nChanged 39 SP:Iteration 8Q (147.878634 sec): 3 clusters Score: Raw -103750.677814 + Penalty 1301.466823 = -102449.210990 nChanged 30 SP:Iteration 9Q (147.880678 sec): 3 clusters Score: Raw -103777.322174 + Penalty 1313.569219 = -102463.752955 nChanged 22 SP:Iteration 10F (147.883043 sec): 3 clusters Score: Raw -103789.741948 + Penalty 1318.966051 = -102470.775897 nChanged 15 SP:Iteration 11Q (147.885177 sec): 3 clusters Score: Raw -103798.881709 + Penalty 1321.091128 = -102477.790581 nChanged 12 SP:Iteration 12Q (147.887190 sec): 3 clusters Score: Raw -103807.586730 + Penalty 1325.781775 = -102481.804954 nChanged 9 SP:Iteration 13Q (147.889151 sec): 3 clusters Score: Raw -103816.813200 + Penalty 1330.458017 = -102486.355184 nChanged 16 SP:Iteration 14Q (147.891107 sec): 3 clusters Score: Raw -103827.713278 + Penalty 1330.184743 = -102497.528535 nChanged 13 SP:Iteration 15Q (147.893058 sec): 3 clusters Score: Raw -103838.041924 + Penalty 1329.073169 = -102508.968755 nChanged 14 SP:Iteration 16Q (147.895089 sec): 3 clusters Score: Raw -103848.401913 + Penalty 1330.603067 = -102517.798846 nChanged 11 SP:Iteration 17Q (147.897079 sec): 3 clusters Score: Raw -103856.390803 + Penalty 1333.567301 = -102522.823502 nChanged 9 SP:Iteration 18Q (147.899106 sec): 3 clusters Score: Raw -103862.780303 + Penalty 1335.983929 = -102526.796374 nChanged 9 SP:Iteration 19Q (147.901091 sec): 3 clusters Score: Raw -103868.332350 + Penalty 1336.822881 = -102531.509468 nChanged 6 SP:Iteration 20F (147.903369 sec): 3 clusters Score: Raw -103871.584117 + Penalty 1336.947268 = -102534.636849 nChanged 5 SP:Iteration 21Q (147.905377 sec): 3 clusters Score: Raw -103876.489644 + Penalty 1335.466961 = -102541.022683 nChanged 10 SP:Iteration 22Q (147.907382 sec): 3 clusters Score: Raw -103882.843387 + Penalty 1333.879818 = -102548.963568 nChanged 6 SP:Iteration 23Q (147.909394 sec): 3 clusters Score: Raw -103886.467231 + Penalty 1334.365320 = -102552.101910 nChanged 4 SP:Iteration 24Q (147.911412 sec): 3 clusters Score: Raw -103888.041496 + Penalty 1334.000196 = -102554.041300 nChanged 2 SP:Iteration 25Q (147.913377 sec): 3 clusters Score: Raw -103888.434244 + Penalty 1334.835310 = -102553.598934 nChanged 2 SP:Iteration 26F (147.915784 sec): 3 clusters Score: Raw -103889.552460 + Penalty 1334.645359 = -102554.907101 nChanged 3 SP:Iteration 27Q (147.917920 sec): 3 clusters Score: Raw -103890.376830 + Penalty 1334.959656 = -102555.417173 nChanged 1 SP:Iteration 28Q (147.920103 sec): 3 clusters Score: Raw -103890.773703 + Penalty 1334.959656 = -102555.814047 nChanged 0 SP:Iteration 29F (147.922294 sec): 3 clusters Score: Raw -103890.773703 + Penalty 1334.959656 = -102555.814047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.924942 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.926043 sec): 3 clusters Score: Raw -44418.907823 + Penalty 1071.761500 = -43347.146323 nChanged 161 SP:Iteration 1F (147.927124 sec): 3 clusters Score: Raw -44555.778477 + Penalty 1071.667643 = -43484.110834 nChanged 58 SP:Iteration 2F (147.928204 sec): 3 clusters Score: Raw -44603.031393 + Penalty 1070.109718 = -43532.921675 nChanged 30 SP:Iteration 3F (147.929282 sec): 3 clusters Score: Raw -44627.721733 + Penalty 1070.420900 = -43557.300834 nChanged 15 SP:Iteration 4Q (147.930340 sec): 3 clusters Score: Raw -44637.216390 + Penalty 1071.133297 = -43566.083093 nChanged 8 SP:Iteration 5Q (147.931401 sec): 3 clusters Score: Raw -44647.266561 + Penalty 1071.799644 = -43575.466916 nChanged 8 SP:Iteration 6Q (147.932456 sec): 3 clusters Score: Raw -44651.987435 + Penalty 1071.772684 = -43580.214750 nChanged 6 SP:Iteration 7Q (147.933511 sec): 3 clusters Score: Raw -44656.052847 + Penalty 1072.015821 = -43584.037026 nChanged 5 SP:Iteration 8Q (147.934568 sec): 3 clusters Score: Raw -44658.606844 + Penalty 1072.332523 = -43586.274321 nChanged 3 SP:Iteration 9Q (147.935622 sec): 3 clusters Score: Raw -44659.488392 + Penalty 1072.552729 = -43586.935663 nChanged 3 SP:Iteration 10F (147.936700 sec): 3 clusters Score: Raw -44660.428490 + Penalty 1072.588198 = -43587.840292 nChanged 1 SP:Iteration 11Q (147.937754 sec): 3 clusters Score: Raw -44660.788880 + Penalty 1072.664915 = -43588.123965 nChanged 2 SP:Iteration 12Q (147.938807 sec): 3 clusters Score: Raw -44661.502945 + Penalty 1072.669743 = -43588.833202 nChanged 2 SP:Iteration 13Q (147.939881 sec): 3 clusters Score: Raw -44661.832701 + Penalty 1072.705835 = -43589.126867 nChanged 1 SP:Iteration 14Q (147.940940 sec): 3 clusters Score: Raw -44661.954435 + Penalty 1072.705835 = -43589.248600 nChanged 0 SP:Iteration 15F (147.942037 sec): 3 clusters Score: Raw -44661.954435 + Penalty 1072.705835 = -43589.248600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.945528 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.947300 sec): 3 clusters Score: Raw -79105.929577 + Penalty 1620.352021 = -77485.577556 nChanged 288 SP:Iteration 1F (147.949135 sec): 3 clusters Score: Raw -79318.360372 + Penalty 1626.584702 = -77691.775671 nChanged 85 SP:Iteration 2F (147.950948 sec): 3 clusters Score: Raw -79418.780154 + Penalty 1639.177183 = -77779.602971 nChanged 70 SP:Iteration 3F (147.952719 sec): 3 clusters Score: Raw -79517.850550 + Penalty 1651.666750 = -77866.183800 nChanged 59 SP:Iteration 4F (147.954450 sec): 3 clusters Score: Raw -79580.896168 + Penalty 1658.943259 = -77921.952909 nChanged 28 SP:Iteration 5Q (147.956157 sec): 3 clusters Score: Raw -79612.414621 + Penalty 1663.626238 = -77948.788383 nChanged 21 SP:Iteration 6Q (147.957845 sec): 3 clusters Score: Raw -79635.688117 + Penalty 1668.089904 = -77967.598213 nChanged 19 SP:Iteration 7Q (147.959523 sec): 3 clusters Score: Raw -79655.534624 + Penalty 1674.148447 = -77981.386176 nChanged 13 SP:Iteration 8Q (147.961170 sec): 3 clusters Score: Raw -79674.918145 + Penalty 1679.631588 = -77995.286557 nChanged 19 SP:Iteration 9Q (147.962805 sec): 3 clusters Score: Raw -79701.681966 + Penalty 1682.504176 = -78019.177791 nChanged 22 SP:Iteration 10F (147.964509 sec): 3 clusters Score: Raw -79726.279649 + Penalty 1682.551933 = -78043.727716 nChanged 17 SP:Iteration 11Q (147.966168 sec): 3 clusters Score: Raw -79744.799917 + Penalty 1684.330046 = -78060.469871 nChanged 16 SP:Iteration 12Q (147.967792 sec): 3 clusters Score: Raw -79770.096981 + Penalty 1684.186398 = -78085.910584 nChanged 16 SP:Iteration 13Q (147.969388 sec): 3 clusters Score: Raw -79791.645424 + Penalty 1685.171376 = -78106.474048 nChanged 12 SP:Iteration 14Q (147.970954 sec): 3 clusters Score: Raw -79806.520431 + Penalty 1687.273140 = -78119.247290 nChanged 12 SP:Iteration 15Q (147.972511 sec): 3 clusters Score: Raw -79819.308611 + Penalty 1688.714691 = -78130.593919 nChanged 10 SP:Iteration 16Q (147.974081 sec): 3 clusters Score: Raw -79830.540786 + Penalty 1687.819946 = -78142.720841 nChanged 4 SP:Iteration 17Q (147.975666 sec): 3 clusters Score: Raw -79833.462467 + Penalty 1687.399200 = -78146.063267 nChanged 4 SP:Iteration 18Q (147.977227 sec): 3 clusters Score: Raw -79836.554655 + Penalty 1686.319063 = -78150.235592 nChanged 2 SP:Iteration 19Q (147.978773 sec): 3 clusters Score: Raw -79837.935485 + Penalty 1685.630901 = -78152.304584 nChanged 2 SP:Iteration 20F (147.980442 sec): 3 clusters Score: Raw -79838.697770 + Penalty 1685.630901 = -78153.066869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.981203 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.981493 sec): 3 clusters Score: Raw -2716.498690 + Penalty 229.509323 = -2486.989367 nChanged 7 SP:Iteration 1F (147.981773 sec): 3 clusters Score: Raw -2734.217818 + Penalty 241.551912 = -2492.665906 nChanged 2 SP:Iteration 2Q (147.982043 sec): 3 clusters Score: Raw -2743.666160 + Penalty 241.551912 = -2502.114248 nChanged 0 SP:Iteration 3F (147.982344 sec): 3 clusters Score: Raw -2743.666160 + Penalty 241.551912 = -2502.114248 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.991988 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.997296 sec): 3 clusters Score: Raw -235317.809109 + Penalty 951.746984 = -234366.062125 nChanged 1191 SP:Iteration 1F (148.002434 sec): 3 clusters Score: Raw -235932.709325 + Penalty 951.655572 = -234981.053754 nChanged 359 SP:Iteration 2F (148.008030 sec): 3 clusters Score: Raw -236215.872977 + Penalty 959.138640 = -235256.734337 nChanged 318 SP:Iteration 3F (148.013342 sec): 3 clusters Score: Raw -236524.279143 + Penalty 967.873100 = -235556.406044 nChanged 224 SP:Iteration 4F (148.018804 sec): 3 clusters Score: Raw -236786.312394 + Penalty 981.646230 = -235804.666164 nChanged 128 SP:Iteration 5Q (148.023936 sec): 3 clusters Score: Raw -236951.347425 + Penalty 992.149735 = -235959.197690 nChanged 78 SP:Iteration 6Q (148.028594 sec): 3 clusters Score: Raw -237046.446590 + Penalty 997.778707 = -236048.667883 nChanged 39 SP:Iteration 7Q (148.033061 sec): 3 clusters Score: Raw -237084.469387 + Penalty 1001.672166 = -236082.797221 nChanged 19 SP:Iteration 8Q (148.037397 sec): 3 clusters Score: Raw -237095.638074 + Penalty 1011.743909 = -236083.894165 nChanged 11 SP:Iteration 9Q (148.041620 sec): 3 clusters Score: Raw -237102.581340 + Penalty 1017.151234 = -236085.430106 nChanged 7 SP:Iteration 10F (148.046655 sec): 3 clusters Score: Raw -237107.523533 + Penalty 1023.081607 = -236084.441927 nChanged 6 SP:Iteration 11F (148.052134 sec): 3 clusters Score: Raw -237111.461493 + Penalty 1026.764408 = -236084.697085 nChanged 9 SP:Iteration 12Q (148.056676 sec): 3 clusters Score: Raw -237115.100400 + Penalty 1029.056331 = -236086.044070 nChanged 9 SP:Iteration 13Q (148.060846 sec): 3 clusters Score: Raw -237120.751626 + Penalty 1033.676559 = -236087.075066 nChanged 8 SP:Iteration 14Q (148.065055 sec): 3 clusters Score: Raw -237128.105943 + Penalty 1041.665249 = -236086.440694 nChanged 5 SP:Iteration 15F (148.070217 sec): 3 clusters Score: Raw -237131.153427 + Penalty 1045.498936 = -236085.654491 nChanged 5 SP:Iteration 16F (148.075384 sec): 3 clusters Score: Raw -237134.217208 + Penalty 1047.560459 = -236086.656749 nChanged 6 SP:Iteration 17Q (148.079610 sec): 3 clusters Score: Raw -237137.565681 + Penalty 1044.326016 = -236093.239664 nChanged 4 SP:Iteration 18Q (148.084141 sec): 3 clusters Score: Raw -237141.560608 + Penalty 1048.180292 = -236093.380316 nChanged 5 SP:Iteration 19Q (148.088284 sec): 3 clusters Score: Raw -237145.129616 + Penalty 1048.359276 = -236096.770340 nChanged 5 SP:Iteration 20F (148.093419 sec): 3 clusters Score: Raw -237151.085851 + Penalty 1052.067968 = -236099.017883 nChanged 6 SP:Iteration 21Q (148.097486 sec): 3 clusters Score: Raw -237155.841352 + Penalty 1055.747854 = -236100.093498 nChanged 4 SP:Iteration 22Q (148.101563 sec): 3 clusters Score: Raw -237157.582740 + Penalty 1052.741773 = -236104.840967 nChanged 1 SP:Iteration 23Q (148.105643 sec): 3 clusters Score: Raw -237159.964440 + Penalty 1052.051253 = -236107.913187 nChanged 2 SP:Iteration 24Q (148.109847 sec): 3 clusters Score: Raw -237163.501396 + Penalty 1052.758128 = -236110.743268 nChanged 1 SP:Iteration 25Q (148.114264 sec): 3 clusters Score: Raw -237164.991376 + Penalty 1052.758128 = -236112.233248 nChanged 0 SP:Iteration 26F (148.119488 sec): 3 clusters Score: Raw -237164.991376 + Penalty 1052.758128 = -236112.233248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.122726 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.123537 sec): 3 clusters Score: Raw -29043.455827 + Penalty 119.622008 = -28923.833819 nChanged 148 SP:Iteration 1F (148.124338 sec): 3 clusters Score: Raw -29234.150300 + Penalty 49.819095 = -29184.331205 nChanged 18 SP:Iteration 2F (148.124971 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.128635 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.130805 sec): 3 clusters Score: Raw -101445.990355 + Penalty 1125.350134 = -100320.640222 nChanged 430 SP:Iteration 1F (148.133063 sec): 3 clusters Score: Raw -101701.136587 + Penalty 1126.605878 = -100574.530709 nChanged 90 SP:Iteration 2F (148.135370 sec): 3 clusters Score: Raw -101764.941671 + Penalty 1127.238827 = -100637.702845 nChanged 64 SP:Iteration 3F (148.137538 sec): 3 clusters Score: Raw -101805.244373 + Penalty 1129.524287 = -100675.720087 nChanged 49 SP:Iteration 4Q (148.139684 sec): 3 clusters Score: Raw -101835.232602 + Penalty 1136.109589 = -100699.123014 nChanged 47 SP:Iteration 5Q (148.141828 sec): 3 clusters Score: Raw -101870.986962 + Penalty 1147.426653 = -100723.560309 nChanged 56 SP:Iteration 6Q (148.143940 sec): 3 clusters Score: Raw -101910.560451 + Penalty 1159.474223 = -100751.086228 nChanged 49 SP:Iteration 7Q (148.146032 sec): 3 clusters Score: Raw -101943.166458 + Penalty 1170.071034 = -100773.095424 nChanged 40 SP:Iteration 8Q (148.148123 sec): 3 clusters Score: Raw -101966.538050 + Penalty 1180.028932 = -100786.509118 nChanged 35 SP:Iteration 9Q (148.150373 sec): 3 clusters Score: Raw -101986.989569 + Penalty 1190.118126 = -100796.871442 nChanged 33 SP:Iteration 10F (148.152525 sec): 3 clusters Score: Raw -102008.648151 + Penalty 1197.427007 = -100811.221143 nChanged 26 SP:Iteration 11Q (148.154655 sec): 3 clusters Score: Raw -102023.786754 + Penalty 1206.362142 = -100817.424612 nChanged 26 SP:Iteration 12Q (148.156802 sec): 3 clusters Score: Raw -102037.674690 + Penalty 1216.534434 = -100821.140256 nChanged 25 SP:Iteration 13Q (148.158885 sec): 3 clusters Score: Raw -102053.910684 + Penalty 1226.631224 = -100827.279460 nChanged 20 SP:Iteration 14Q (148.160918 sec): 3 clusters Score: Raw -102067.523061 + Penalty 1236.041747 = -100831.481314 nChanged 16 SP:Iteration 15Q (148.162912 sec): 3 clusters Score: Raw -102079.500531 + Penalty 1241.608358 = -100837.892173 nChanged 13 SP:Iteration 16Q (148.164920 sec): 3 clusters Score: Raw -102087.357789 + Penalty 1245.957813 = -100841.399976 nChanged 16 SP:Iteration 17Q (148.166917 sec): 3 clusters Score: Raw -102097.918550 + Penalty 1252.316046 = -100845.602503 nChanged 13 SP:Iteration 18Q (148.168909 sec): 3 clusters Score: Raw -102107.800783 + Penalty 1253.739721 = -100854.061062 nChanged 6 SP:Iteration 19Q (148.170865 sec): 3 clusters Score: Raw -102116.397288 + Penalty 1255.669815 = -100860.727474 nChanged 6 SP:Iteration 20F (148.172972 sec): 3 clusters Score: Raw -102123.407421 + Penalty 1257.658472 = -100865.748949 nChanged 6 SP:Iteration 21Q (148.174924 sec): 3 clusters Score: Raw -102127.249426 + Penalty 1257.952782 = -100869.296644 nChanged 4 SP:Iteration 22Q (148.176846 sec): 3 clusters Score: Raw -102127.856089 + Penalty 1257.952782 = -100869.903306 nChanged 0 SP:Iteration 23F (148.178947 sec): 3 clusters Score: Raw -102127.856089 + Penalty 1257.952782 = -100869.903306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.180669 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.181676 sec): 3 clusters Score: Raw -33595.230491 + Penalty 1363.721977 = -32231.508514 nChanged 122 SP:Iteration 1F (148.182648 sec): 3 clusters Score: Raw -33712.425046 + Penalty 1364.862184 = -32347.562862 nChanged 21 SP:Iteration 2F (148.183610 sec): 3 clusters Score: Raw -33738.119669 + Penalty 1366.431511 = -32371.688158 nChanged 17 SP:Iteration 3Q (148.184558 sec): 3 clusters Score: Raw -33761.809550 + Penalty 1367.410903 = -32394.398647 nChanged 8 SP:Iteration 4Q (148.185492 sec): 3 clusters Score: Raw -33771.397264 + Penalty 1368.549488 = -32402.847775 nChanged 5 SP:Iteration 5Q (148.186410 sec): 3 clusters Score: Raw -33780.733454 + Penalty 1369.297007 = -32411.436447 nChanged 5 SP:Iteration 6Q (148.187304 sec): 3 clusters Score: Raw -33789.163463 + Penalty 1370.277454 = -32418.886009 nChanged 7 SP:Iteration 7Q (148.188196 sec): 3 clusters Score: Raw -33797.195719 + Penalty 1370.423080 = -32426.772639 nChanged 4 SP:Iteration 8Q (148.189086 sec): 3 clusters Score: Raw -33805.806257 + Penalty 1371.025410 = -32434.780847 nChanged 3 SP:Iteration 9Q (148.189973 sec): 3 clusters Score: Raw -33812.263037 + Penalty 1371.930353 = -32440.332684 nChanged 5 SP:Iteration 10F (148.190892 sec): 3 clusters Score: Raw -33816.805605 + Penalty 1372.741951 = -32444.063654 nChanged 2 SP:Iteration 11Q (148.191781 sec): 3 clusters Score: Raw -33818.320502 + Penalty 1372.977452 = -32445.343050 nChanged 1 SP:Iteration 12Q (148.192670 sec): 3 clusters Score: Raw -33818.997024 + Penalty 1372.977452 = -32446.019572 nChanged 0 SP:Iteration 13F (148.193586 sec): 3 clusters Score: Raw -33818.997024 + Penalty 1372.977452 = -32446.019572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.195136 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.196043 sec): 3 clusters Score: Raw -31702.318105 + Penalty 480.422670 = -31221.895435 nChanged 151 SP:Iteration 1F (148.196935 sec): 3 clusters Score: Raw -31825.127900 + Penalty 481.760574 = -31343.367326 nChanged 32 SP:Iteration 2F (148.197857 sec): 3 clusters Score: Raw -31859.390374 + Penalty 484.171531 = -31375.218843 nChanged 26 SP:Iteration 3F (148.198748 sec): 3 clusters Score: Raw -31890.780693 + Penalty 485.987815 = -31404.792878 nChanged 17 SP:Iteration 4Q (148.199622 sec): 3 clusters Score: Raw -31902.827053 + Penalty 489.036247 = -31413.790806 nChanged 12 SP:Iteration 5Q (148.200493 sec): 3 clusters Score: Raw -31918.004475 + Penalty 491.520174 = -31426.484301 nChanged 9 SP:Iteration 6Q (148.201361 sec): 3 clusters Score: Raw -31922.126650 + Penalty 497.111423 = -31425.015226 nChanged 11 SP:Iteration 7F (148.202252 sec): 3 clusters Score: Raw -31936.129621 + Penalty 505.765838 = -31430.363783 nChanged 15 SP:Iteration 8Q (148.203109 sec): 3 clusters Score: Raw -31953.532955 + Penalty 517.805717 = -31435.727238 nChanged 15 SP:Iteration 9Q (148.203958 sec): 3 clusters Score: Raw -31973.171734 + Penalty 523.196409 = -31449.975325 nChanged 10 SP:Iteration 10F (148.204858 sec): 3 clusters Score: Raw -31979.468071 + Penalty 526.495006 = -31452.973065 nChanged 4 SP:Iteration 11Q (148.205716 sec): 3 clusters Score: Raw -31980.542790 + Penalty 527.811860 = -31452.730930 nChanged 3 SP:Iteration 12F (148.206607 sec): 3 clusters Score: Raw -31987.791221 + Penalty 530.259102 = -31457.532119 nChanged 3 SP:Iteration 13Q (148.207464 sec): 3 clusters Score: Raw -31988.863669 + Penalty 530.259102 = -31458.604567 nChanged 0 SP:Iteration 14F (148.208352 sec): 3 clusters Score: Raw -31988.863669 + Penalty 530.259102 = -31458.604567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.210213 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.211286 sec): 3 clusters Score: Raw -45346.553872 + Penalty 1910.272642 = -43436.281230 nChanged 110 SP:Iteration 1F (148.212348 sec): 3 clusters Score: Raw -45476.339851 + Penalty 1910.407969 = -43565.931882 nChanged 30 SP:Iteration 2F (148.213406 sec): 3 clusters Score: Raw -45515.248056 + Penalty 1910.948305 = -43604.299750 nChanged 16 SP:Iteration 3Q (148.214537 sec): 3 clusters Score: Raw -45532.337200 + Penalty 1911.188281 = -43621.148919 nChanged 6 SP:Iteration 4Q (148.215620 sec): 3 clusters Score: Raw -45539.560650 + Penalty 1911.485274 = -43628.075376 nChanged 4 SP:Iteration 5Q (148.216698 sec): 3 clusters Score: Raw -45548.083673 + Penalty 1911.579489 = -43636.504184 nChanged 4 SP:Iteration 6Q (148.217774 sec): 3 clusters Score: Raw -45552.520783 + Penalty 1911.640899 = -43640.879884 nChanged 6 SP:Iteration 7Q (148.218809 sec): 3 clusters Score: Raw -45562.157629 + Penalty 1912.164545 = -43649.993084 nChanged 4 SP:Iteration 8Q (148.219836 sec): 3 clusters Score: Raw -45568.207396 + Penalty 1912.595544 = -43655.611852 nChanged 4 SP:Iteration 9Q (148.220863 sec): 3 clusters Score: Raw -45572.457791 + Penalty 1913.296147 = -43659.161644 nChanged 6 SP:Iteration 10F (148.221913 sec): 3 clusters Score: Raw -45581.993191 + Penalty 1913.457267 = -43668.535924 nChanged 5 SP:Iteration 11Q (148.222938 sec): 3 clusters Score: Raw -45587.678169 + Penalty 1913.486326 = -43674.191843 nChanged 2 SP:Iteration 12Q (148.223961 sec): 3 clusters Score: Raw -45589.498759 + Penalty 1913.523314 = -43675.975445 nChanged 1 SP:Iteration 13Q (148.225008 sec): 3 clusters Score: Raw -45590.590639 + Penalty 1913.531511 = -43677.059129 nChanged 1 SP:Iteration 14Q (148.226034 sec): 3 clusters Score: Raw -45591.431471 + Penalty 1913.545860 = -43677.885610 nChanged 1 SP:Iteration 15Q (148.227062 sec): 3 clusters Score: Raw -45592.259133 + Penalty 1913.545860 = -43678.713272 nChanged 0 SP:Iteration 16F (148.228112 sec): 3 clusters Score: Raw -45592.259133 + Penalty 1913.545860 = -43678.713272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.229820 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.230787 sec): 3 clusters Score: Raw -36338.415593 + Penalty 508.570067 = -35829.845526 nChanged 167 SP:Iteration 1F (148.231741 sec): 3 clusters Score: Raw -36422.004332 + Penalty 508.169471 = -35913.834861 nChanged 46 SP:Iteration 2F (148.232715 sec): 3 clusters Score: Raw -36447.750850 + Penalty 508.051477 = -35939.699373 nChanged 31 SP:Iteration 3F (148.233686 sec): 3 clusters Score: Raw -36463.203445 + Penalty 507.749833 = -35955.453612 nChanged 24 SP:Iteration 4F (148.234673 sec): 3 clusters Score: Raw -36474.258628 + Penalty 509.121213 = -35965.137415 nChanged 17 SP:Iteration 5Q (148.235663 sec): 3 clusters Score: Raw -36481.233872 + Penalty 513.046980 = -35968.186892 nChanged 19 SP:Iteration 6Q (148.236649 sec): 3 clusters Score: Raw -36494.157082 + Penalty 521.465644 = -35972.691438 nChanged 27 SP:Iteration 7F (148.237643 sec): 3 clusters Score: Raw -36521.013817 + Penalty 535.274791 = -35985.739027 nChanged 30 SP:Iteration 8F (148.238607 sec): 3 clusters Score: Raw -36550.678317 + Penalty 563.851552 = -35986.826765 nChanged 26 SP:Iteration 9F (148.239560 sec): 3 clusters Score: Raw -36582.302005 + Penalty 588.521498 = -35993.780507 nChanged 19 SP:Iteration 10F (148.240510 sec): 3 clusters Score: Raw -36603.063236 + Penalty 602.974300 = -36000.088936 nChanged 13 SP:Iteration 11Q (148.241434 sec): 3 clusters Score: Raw -36617.952804 + Penalty 618.751430 = -35999.201374 nChanged 9 SP:Iteration 12F (148.242381 sec): 3 clusters Score: Raw -36626.746304 + Penalty 632.103195 = -35994.643110 nChanged 5 SP:Iteration 13F (148.243337 sec): 3 clusters Score: Raw -36631.386742 + Penalty 642.440498 = -35988.946244 nChanged 5 SP:Iteration 14F (148.244288 sec): 3 clusters Score: Raw -36635.269417 + Penalty 652.091568 = -35983.177849 nChanged 4 SP:Iteration 15F (148.245238 sec): 3 clusters Score: Raw -36636.951107 + Penalty 654.936352 = -35982.014755 nChanged 1 SP:Iteration 16F (148.246187 sec): 3 clusters Score: Raw -36637.460209 + Penalty 654.936352 = -35982.523856 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.249282 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.251142 sec): 3 clusters Score: Raw -72699.762917 + Penalty 663.964151 = -72035.798766 nChanged 342 SP:Iteration 1F (148.252903 sec): 3 clusters Score: Raw -72954.651190 + Penalty 662.300161 = -72292.351030 nChanged 84 SP:Iteration 2F (148.254639 sec): 3 clusters Score: Raw -73005.869069 + Penalty 660.821629 = -72345.047440 nChanged 33 SP:Iteration 3Q (148.256333 sec): 3 clusters Score: Raw -73042.881145 + Penalty 656.799105 = -72386.082040 nChanged 36 SP:Iteration 4Q (148.258081 sec): 3 clusters Score: Raw -73097.994898 + Penalty 656.077650 = -72441.917249 nChanged 33 SP:Iteration 5Q (148.259792 sec): 3 clusters Score: Raw -73123.579645 + Penalty 657.840207 = -72465.739438 nChanged 26 SP:Iteration 6Q (148.261451 sec): 3 clusters Score: Raw -73132.359561 + Penalty 658.657064 = -72473.702497 nChanged 12 SP:Iteration 7Q (148.263113 sec): 3 clusters Score: Raw -73136.766292 + Penalty 658.936110 = -72477.830182 nChanged 12 SP:Iteration 8Q (148.264775 sec): 3 clusters Score: Raw -73140.845334 + Penalty 659.501630 = -72481.343704 nChanged 8 SP:Iteration 9Q (148.266452 sec): 3 clusters Score: Raw -73142.891404 + Penalty 660.158997 = -72482.732407 nChanged 7 SP:Iteration 10F (148.268193 sec): 3 clusters Score: Raw -73143.874497 + Penalty 660.562086 = -72483.312411 nChanged 4 SP:Iteration 11Q (148.269890 sec): 3 clusters Score: Raw -73144.357266 + Penalty 661.068830 = -72483.288436 nChanged 5 SP:Iteration 12F (148.271585 sec): 3 clusters Score: Raw -73145.206470 + Penalty 661.918596 = -72483.287874 nChanged 5 SP:Iteration 13F (148.273316 sec): 3 clusters Score: Raw -73146.740683 + Penalty 662.724734 = -72484.015949 nChanged 7 SP:Iteration 14Q (148.274985 sec): 3 clusters Score: Raw -73148.532358 + Penalty 663.131653 = -72485.400705 nChanged 4 SP:Iteration 15Q (148.276674 sec): 3 clusters Score: Raw -73150.195662 + Penalty 663.681638 = -72486.514023 nChanged 5 SP:Iteration 16Q (148.278343 sec): 3 clusters Score: Raw -73152.024734 + Penalty 664.258702 = -72487.766032 nChanged 5 SP:Iteration 17Q (148.280051 sec): 3 clusters Score: Raw -73153.277272 + Penalty 665.111388 = -72488.165885 nChanged 6 SP:Iteration 18Q (148.281834 sec): 3 clusters Score: Raw -73154.491625 + Penalty 665.715376 = -72488.776249 nChanged 4 SP:Iteration 19Q (148.283535 sec): 3 clusters Score: Raw -73155.057412 + Penalty 666.227520 = -72488.829892 nChanged 5 SP:Iteration 20F (148.285242 sec): 3 clusters Score: Raw -73156.402513 + Penalty 667.647292 = -72488.755221 nChanged 9 SP:Iteration 21F (148.286944 sec): 3 clusters Score: Raw -73158.462120 + Penalty 668.634984 = -72489.827137 nChanged 6 SP:Iteration 22Q (148.288612 sec): 3 clusters Score: Raw -73159.924929 + Penalty 669.466219 = -72490.458710 nChanged 5 SP:Iteration 23Q (148.290280 sec): 3 clusters Score: Raw -73160.955090 + Penalty 670.680222 = -72490.274867 nChanged 7 SP:Iteration 24F (148.292034 sec): 3 clusters Score: Raw -73161.949052 + Penalty 671.587929 = -72490.361122 nChanged 5 SP:Iteration 25Q (148.293733 sec): 3 clusters Score: Raw -73162.575949 + Penalty 672.294829 = -72490.281120 nChanged 4 SP:Iteration 26F (148.295434 sec): 3 clusters Score: Raw -73163.386629 + Penalty 673.023068 = -72490.363562 nChanged 4 SP:Iteration 27Q (148.297102 sec): 3 clusters Score: Raw -73164.251069 + Penalty 673.570960 = -72490.680110 nChanged 3 SP:Iteration 28Q (148.298771 sec): 3 clusters Score: Raw -73164.760867 + Penalty 674.051599 = -72490.709268 nChanged 3 SP:Iteration 29Q (148.300509 sec): 3 clusters Score: Raw -73165.575473 + Penalty 674.237760 = -72491.337713 nChanged 1 SP:Iteration 30F (148.302357 sec): 3 clusters Score: Raw -73165.770237 + Penalty 674.382387 = -72491.387850 nChanged 1 SP:Iteration 31Q (148.304150 sec): 3 clusters Score: Raw -73166.240878 + Penalty 674.480985 = -72491.759893 nChanged 1 SP:Iteration 32Q (148.305855 sec): 3 clusters Score: Raw -73166.549840 + Penalty 674.809514 = -72491.740326 nChanged 2 SP:Iteration 33F (148.307587 sec): 3 clusters Score: Raw -73166.965717 + Penalty 674.938095 = -72492.027622 nChanged 1 SP:Iteration 34Q (148.309296 sec): 3 clusters Score: Raw -73167.238461 + Penalty 675.455522 = -72491.782939 nChanged 3 SP:Iteration 35F (148.311036 sec): 3 clusters Score: Raw -73168.489068 + Penalty 676.271123 = -72492.217945 nChanged 5 SP:Iteration 36Q (148.312823 sec): 3 clusters Score: Raw -73170.784107 + Penalty 677.475853 = -72493.308254 nChanged 7 SP:Iteration 37Q (148.314647 sec): 3 clusters Score: Raw -73176.190524 + Penalty 678.579716 = -72497.610808 nChanged 8 SP:Iteration 38Q (148.316463 sec): 3 clusters Score: Raw -73179.901992 + Penalty 679.569244 = -72500.332748 nChanged 7 SP:Iteration 39Q (148.318245 sec): 3 clusters Score: Raw -73181.057751 + Penalty 680.170610 = -72500.887141 nChanged 3 SP:Iteration 40F (148.319999 sec): 3 clusters Score: Raw -73181.545242 + Penalty 680.914673 = -72500.630569 nChanged 4 SP:Iteration 41F (148.321732 sec): 3 clusters Score: Raw -73182.090750 + Penalty 681.243367 = -72500.847383 nChanged 2 SP:Iteration 42Q (148.323406 sec): 3 clusters Score: Raw -73182.288690 + Penalty 681.902961 = -72500.385728 nChanged 3 SP:Iteration 43F (148.325109 sec): 3 clusters Score: Raw -73183.134476 + Penalty 682.896390 = -72500.238085 nChanged 6 SP:Iteration 44F (148.326814 sec): 3 clusters Score: Raw -73184.221415 + Penalty 683.719557 = -72500.501858 nChanged 4 SP:Iteration 45Q (148.328502 sec): 3 clusters Score: Raw -73184.995356 + Penalty 685.501961 = -72499.493395 nChanged 8 SP:Iteration 46F (148.330248 sec): 3 clusters Score: Raw -73188.698959 + Penalty 687.110131 = -72501.588828 nChanged 7 SP:Iteration 47Q (148.331984 sec): 3 clusters Score: Raw -73194.110986 + Penalty 691.728493 = -72502.382494 nChanged 17 SP:Iteration 48Q (148.333696 sec): 3 clusters Score: Raw -73210.228715 + Penalty 697.266257 = -72512.962459 nChanged 20 SP:Iteration 49Q (148.335454 sec): 3 clusters Score: Raw -73232.840085 + Penalty 700.420331 = -72532.419754 nChanged 25 SP:Iteration 50F (148.337224 sec): 3 clusters Score: Raw -73267.172037 + Penalty 706.346949 = -72560.825088 nChanged 22 SP:Iteration 51Q (148.338895 sec): 3 clusters Score: Raw -73293.481025 + Penalty 708.589175 = -72584.891850 nChanged 15 SP:Iteration 52Q (148.340533 sec): 3 clusters Score: Raw -73302.960312 + Penalty 709.753444 = -72593.206867 nChanged 9 SP:Iteration 53Q (148.342162 sec): 3 clusters Score: Raw -73309.505468 + Penalty 712.429276 = -72597.076191 nChanged 9 SP:Iteration 54Q (148.343783 sec): 3 clusters Score: Raw -73315.040809 + Penalty 713.197553 = -72601.843256 nChanged 3 SP:Iteration 55Q (148.345395 sec): 3 clusters Score: Raw -73316.234813 + Penalty 713.934766 = -72602.300047 nChanged 2 SP:Iteration 56Q (148.347147 sec): 3 clusters Score: Raw -73316.700678 + Penalty 713.934766 = -72602.765912 nChanged 0 SP:Iteration 57F (148.348882 sec): 3 clusters Score: Raw -73316.700678 + Penalty 713.934766 = -72602.765912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.350425 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.351323 sec): 3 clusters Score: Raw -29762.184852 + Penalty 1733.253195 = -28028.931658 nChanged 85 SP:Iteration 1F (148.352179 sec): 3 clusters Score: Raw -29881.272925 + Penalty 1731.539448 = -28149.733477 nChanged 26 SP:Iteration 2F (148.353032 sec): 3 clusters Score: Raw -29950.011866 + Penalty 1730.329019 = -28219.682847 nChanged 15 SP:Iteration 3Q (148.353848 sec): 3 clusters Score: Raw -29972.470434 + Penalty 1728.452342 = -28244.018092 nChanged 14 SP:Iteration 4Q (148.354634 sec): 3 clusters Score: Raw -30002.714661 + Penalty 1727.305195 = -28275.409467 nChanged 5 SP:Iteration 5Q (148.355411 sec): 3 clusters Score: Raw -30008.919592 + Penalty 1727.131457 = -28281.788135 nChanged 2 SP:Iteration 6Q (148.356186 sec): 3 clusters Score: Raw -30010.079921 + Penalty 1727.131457 = -28282.948464 nChanged 0 SP:Iteration 7F (148.357005 sec): 3 clusters Score: Raw -30010.079921 + Penalty 1727.131457 = -28282.948464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.362515 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.365608 sec): 3 clusters Score: Raw -148625.006469 + Penalty 1068.951729 = -147556.054739 nChanged 659 SP:Iteration 1F (148.368908 sec): 3 clusters Score: Raw -149055.373109 + Penalty 1070.188075 = -147985.185033 nChanged 155 SP:Iteration 2F (148.372017 sec): 3 clusters Score: Raw -149160.949234 + Penalty 1071.284310 = -148089.664923 nChanged 97 SP:Iteration 3F (148.375035 sec): 3 clusters Score: Raw -149229.857554 + Penalty 1072.734322 = -148157.123231 nChanged 97 SP:Iteration 4F (148.378070 sec): 3 clusters Score: Raw -149292.206465 + Penalty 1073.819540 = -148218.386925 nChanged 62 SP:Iteration 5Q (148.381219 sec): 3 clusters Score: Raw -149326.253752 + Penalty 1076.179818 = -148250.073934 nChanged 61 SP:Iteration 6Q (148.384305 sec): 3 clusters Score: Raw -149362.559968 + Penalty 1078.985516 = -148283.574451 nChanged 38 SP:Iteration 7Q (148.387283 sec): 3 clusters Score: Raw -149381.988790 + Penalty 1080.998448 = -148300.990342 nChanged 33 SP:Iteration 8Q (148.390218 sec): 3 clusters Score: Raw -149401.406561 + Penalty 1083.117374 = -148318.289187 nChanged 39 SP:Iteration 9Q (148.393191 sec): 3 clusters Score: Raw -149422.745457 + Penalty 1085.270226 = -148337.475231 nChanged 29 SP:Iteration 10F (148.396167 sec): 3 clusters Score: Raw -149438.513953 + Penalty 1086.216904 = -148352.297049 nChanged 20 SP:Iteration 11Q (148.399113 sec): 3 clusters Score: Raw -149447.223732 + Penalty 1087.607161 = -148359.616571 nChanged 14 SP:Iteration 12Q (148.402023 sec): 3 clusters Score: Raw -149452.408496 + Penalty 1088.872687 = -148363.535809 nChanged 14 SP:Iteration 13Q (148.404928 sec): 3 clusters Score: Raw -149458.803224 + Penalty 1089.648926 = -148369.154298 nChanged 12 SP:Iteration 14Q (148.407819 sec): 3 clusters Score: Raw -149463.882901 + Penalty 1091.302622 = -148372.580279 nChanged 13 SP:Iteration 15Q (148.410841 sec): 3 clusters Score: Raw -149470.095309 + Penalty 1092.966165 = -148377.129144 nChanged 16 SP:Iteration 16Q (148.413890 sec): 3 clusters Score: Raw -149476.066810 + Penalty 1093.436296 = -148382.630514 nChanged 11 SP:Iteration 17Q (148.417061 sec): 3 clusters Score: Raw -149478.618092 + Penalty 1094.579727 = -148384.038365 nChanged 10 SP:Iteration 18Q (148.420005 sec): 3 clusters Score: Raw -149481.016643 + Penalty 1094.841621 = -148386.175022 nChanged 5 SP:Iteration 19Q (148.422921 sec): 3 clusters Score: Raw -149481.856181 + Penalty 1095.712661 = -148386.143520 nChanged 4 SP:Iteration 20F (148.425992 sec): 3 clusters Score: Raw -149482.088006 + Penalty 1095.712661 = -148386.375345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.428695 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.429284 sec): 3 clusters Score: Raw -18819.230376 + Penalty 1326.137227 = -17493.093149 nChanged 37 SP:Iteration 1F (148.429869 sec): 3 clusters Score: Raw -18855.052402 + Penalty 1325.280048 = -17529.772355 nChanged 11 SP:Iteration 2F (148.430450 sec): 3 clusters Score: Raw -18879.560419 + Penalty 1322.515034 = -17557.045385 nChanged 13 SP:Iteration 3F (148.431050 sec): 3 clusters Score: Raw -18910.158261 + Penalty 1317.892684 = -17592.265577 nChanged 11 SP:Iteration 4F (148.431646 sec): 3 clusters Score: Raw -18930.005955 + Penalty 1315.587470 = -17614.418485 nChanged 7 SP:Iteration 5Q (148.432226 sec): 3 clusters Score: Raw -18946.658280 + Penalty 1314.048674 = -17632.609607 nChanged 4 SP:Iteration 6Q (148.432803 sec): 3 clusters Score: Raw -18955.854768 + Penalty 1314.048674 = -17641.806095 nChanged 0 SP:Iteration 7F (148.433397 sec): 3 clusters Score: Raw -18955.854768 + Penalty 1314.048674 = -17641.806095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.434654 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.435384 sec): 3 clusters Score: Raw -22144.645467 + Penalty 803.229195 = -21341.416272 nChanged 74 SP:Iteration 1F (148.436106 sec): 3 clusters Score: Raw -22193.058685 + Penalty 804.933655 = -21388.125030 nChanged 22 SP:Iteration 2F (148.436799 sec): 3 clusters Score: Raw -22212.655828 + Penalty 809.873487 = -21402.782341 nChanged 17 SP:Iteration 3F (148.437492 sec): 3 clusters Score: Raw -22234.459985 + Penalty 822.307258 = -21412.152727 nChanged 21 SP:Iteration 4F (148.438184 sec): 3 clusters Score: Raw -22259.980436 + Penalty 837.161029 = -21422.819407 nChanged 16 SP:Iteration 5F (148.438875 sec): 3 clusters Score: Raw -22281.469825 + Penalty 855.188873 = -21426.280952 nChanged 14 SP:Iteration 6Q (148.439557 sec): 3 clusters Score: Raw -22308.995217 + Penalty 860.494270 = -21448.500947 nChanged 6 SP:Iteration 7Q (148.440230 sec): 3 clusters Score: Raw -22319.895343 + Penalty 859.599663 = -21460.295679 nChanged 5 SP:Iteration 8Q (148.440899 sec): 3 clusters Score: Raw -22331.780009 + Penalty 853.819883 = -21477.960126 nChanged 5 SP:Iteration 9Q (148.441596 sec): 3 clusters Score: Raw -22340.710184 + Penalty 852.713224 = -21487.996959 nChanged 1 SP:Iteration 10F (148.442287 sec): 3 clusters Score: Raw -22341.312860 + Penalty 850.954385 = -21490.358475 nChanged 1 SP:Iteration 11Q (148.442952 sec): 3 clusters Score: Raw -22342.022359 + Penalty 850.954385 = -21491.067974 nChanged 0 SP:Iteration 12F (148.443643 sec): 3 clusters Score: Raw -22342.022359 + Penalty 850.954385 = -21491.067974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 68 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.444277 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.444571 sec): 3 clusters Score: Raw -3734.282376 + Penalty 98.018327 = -3636.264050 nChanged 17 SP:Iteration 1F (148.444852 sec): 3 clusters Score: Raw -3742.333441 + Penalty 96.353224 = -3645.980217 nChanged 1 SP:Iteration 2Q (148.445127 sec): 3 clusters Score: Raw -3742.811678 + Penalty 94.859488 = -3647.952190 nChanged 1 SP:Iteration 3Q (148.445404 sec): 3 clusters Score: Raw -3743.150376 + Penalty 92.330537 = -3650.819838 nChanged 2 SP:Iteration 4Q (148.445682 sec): 3 clusters Score: Raw -3744.182337 + Penalty 90.243302 = -3653.939035 nChanged 2 SP:Iteration 5Q (148.445956 sec): 3 clusters Score: Raw -3745.203055 + Penalty 87.552604 = -3657.650451 nChanged 4 SP:Iteration 6F (148.446232 sec): 3 clusters Score: Raw -3748.221993 + Penalty 85.831972 = -3662.390021 nChanged 3 SP:Iteration 7F (148.446509 sec): 3 clusters Score: Raw -3750.495910 + Penalty 84.514355 = -3665.981555 nChanged 4 SP:Iteration 8F (148.446788 sec): 3 clusters Score: Raw -3756.835744 + Penalty 93.697305 = -3663.138439 nChanged 7 SP:Iteration 9F (148.447069 sec): 3 clusters Score: Raw -3771.683073 + Penalty 102.520202 = -3669.162870 nChanged 2 SP:Iteration 10F (148.447350 sec): 3 clusters Score: Raw -3783.710299 + Penalty 102.520202 = -3681.190097 nChanged 0 Score: Raw -3423374.177128 + Penalty 28833.372878 = -3394540.804250 Splitting cluster 68 changes total score from -3373430.844193 to -3394540.804250 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.235002 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.235963 sec): 3 clusters Score: Raw -34304.134836 + Penalty 835.346178 = -33468.788658 nChanged 123 SP:Iteration 1F (149.236906 sec): 3 clusters Score: Raw -34382.739752 + Penalty 838.513137 = -33544.226615 nChanged 33 SP:Iteration 2F (149.237846 sec): 3 clusters Score: Raw -34416.695917 + Penalty 848.335406 = -33568.360511 nChanged 33 SP:Iteration 3F (149.238779 sec): 3 clusters Score: Raw -34458.795518 + Penalty 867.213182 = -33591.582336 nChanged 31 SP:Iteration 4F (149.239724 sec): 3 clusters Score: Raw -34495.577354 + Penalty 891.983961 = -33603.593393 nChanged 24 SP:Iteration 5F (149.240666 sec): 3 clusters Score: Raw -34527.226741 + Penalty 912.302571 = -33614.924170 nChanged 17 SP:Iteration 6Q (149.241583 sec): 3 clusters Score: Raw -34544.768373 + Penalty 930.110967 = -33614.657406 nChanged 15 SP:Iteration 7F (149.242502 sec): 3 clusters Score: Raw -34557.602813 + Penalty 937.531547 = -33620.071266 nChanged 5 SP:Iteration 8Q (149.243335 sec): 3 clusters Score: Raw -34563.019011 + Penalty 938.832067 = -33624.186944 nChanged 4 SP:Iteration 9Q (149.244164 sec): 3 clusters Score: Raw -34572.090392 + Penalty 938.832067 = -33633.258325 nChanged 0 SP:Iteration 10F (149.245071 sec): 3 clusters Score: Raw -34572.090392 + Penalty 938.832067 = -33633.258325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.245633 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.245842 sec): 3 clusters Score: Raw -434.103959 + Penalty 96.714075 = -337.389884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.246341 sec): 2 clusters Score: Raw -792.643548 + Penalty 79.187136 = -713.456412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.246565 sec): 3 clusters Score: Raw -857.330273 + Penalty 186.219690 = -671.110583 nChanged 0 Deleting Class 68 (5 points): Lose 128.255990 but Gain 151.967399 Iteration 244F (150.060501 sec): 39 clusters Score: Raw -3402044.754241 + Penalty 28682.352069 = -3373362.402172 nChanged 5 Iteration 245F (150.841494 sec): 39 clusters Score: Raw -3402103.104481 + Penalty 28684.394603 = -3373418.709878 nChanged 2 Iteration 246Q (150.988650 sec): 39 clusters Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955 nChanged 0 Iteration 247F (151.772883 sec): 39 clusters Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.39 GB. Compute initial score before splitting: Score: Raw -3402115.010558 + Penalty 28684.394603 = -3373430.615955Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 1 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.910523 sec): 2 clusters Score: Raw -1011.408843 + Penalty 91.909640 = -919.499203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.910781 sec): 3 clusters Score: Raw -1089.584917 + Penalty 200.285058 = -889.299859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 2 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.911257 sec): 2 clusters Score: Raw -148.475642 + Penalty 3.465736 = -145.009906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.911444 sec): 3 clusters Score: Raw -151.876849 + Penalty 6.931472 = -144.945377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.918846 sec): 2 clusters Score: Raw -131981.132306 + Penalty 414.778049 = -131566.354257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.921635 sec): 3 clusters Score: Raw -131130.420172 + Penalty 833.648979 = -130296.771193 nChanged 646 SP:Iteration 1F (151.924658 sec): 3 clusters Score: Raw -131583.261964 + Penalty 842.103349 = -130741.158615 nChanged 152 SP:Iteration 2F (151.927496 sec): 3 clusters Score: Raw -131705.211805 + Penalty 850.252528 = -130854.959277 nChanged 102 SP:Iteration 3F (151.930344 sec): 3 clusters Score: Raw -131786.892004 + Penalty 859.854984 = -130927.037020 nChanged 87 SP:Iteration 4F (151.933150 sec): 3 clusters Score: Raw -131849.554888 + Penalty 868.479784 = -130981.075104 nChanged 58 SP:Iteration 5Q (151.935918 sec): 3 clusters Score: Raw -131886.504652 + Penalty 878.102176 = -131008.402476 nChanged 49 SP:Iteration 6Q (151.938695 sec): 3 clusters Score: Raw -131913.502549 + Penalty 886.501555 = -131027.000994 nChanged 37 SP:Iteration 7Q (151.941438 sec): 3 clusters Score: Raw -131934.954703 + Penalty 898.757059 = -131036.197643 nChanged 39 SP:Iteration 8Q (151.944160 sec): 3 clusters Score: Raw -131959.485186 + Penalty 909.907844 = -131049.577342 nChanged 36 SP:Iteration 9Q (151.946788 sec): 3 clusters Score: Raw -131978.678178 + Penalty 917.049652 = -131061.628526 nChanged 26 SP:Iteration 10F (151.949510 sec): 3 clusters Score: Raw -131991.756584 + Penalty 925.878563 = -131065.878020 nChanged 29 SP:Iteration 11Q (151.952091 sec): 3 clusters Score: Raw -132008.399618 + Penalty 935.782936 = -131072.616682 nChanged 24 SP:Iteration 12Q (151.954644 sec): 3 clusters Score: Raw -132029.102443 + Penalty 945.913915 = -131083.188527 nChanged 24 SP:Iteration 13Q (151.957431 sec): 3 clusters Score: Raw -132049.680230 + Penalty 956.002390 = -131093.677840 nChanged 18 SP:Iteration 14Q (151.960141 sec): 3 clusters Score: Raw -132062.361674 + Penalty 959.774258 = -131102.587415 nChanged 9 SP:Iteration 15Q (151.962615 sec): 3 clusters Score: Raw -132068.209116 + Penalty 964.552812 = -131103.656304 nChanged 10 SP:Iteration 16Q (151.965069 sec): 3 clusters Score: Raw -132074.185306 + Penalty 971.455323 = -131102.729983 nChanged 10 SP:Iteration 17F (151.967796 sec): 3 clusters Score: Raw -132079.832312 + Penalty 977.849278 = -131101.983035 nChanged 9 SP:Iteration 18F (151.970624 sec): 3 clusters Score: Raw -132086.582320 + Penalty 982.667452 = -131103.914868 nChanged 7 SP:Iteration 19Q (151.973111 sec): 3 clusters Score: Raw -132092.202789 + Penalty 985.296175 = -131106.906614 nChanged 7 SP:Iteration 20F (151.975898 sec): 3 clusters Score: Raw -132095.596399 + Penalty 986.967539 = -131108.628860 nChanged 3 SP:Iteration 21Q (151.978267 sec): 3 clusters Score: Raw -132096.686310 + Penalty 988.588338 = -131108.097972 nChanged 3 SP:Iteration 22F (151.981042 sec): 3 clusters Score: Raw -132098.390696 + Penalty 989.454376 = -131108.936320 nChanged 1 SP:Iteration 23Q (151.983436 sec): 3 clusters Score: Raw -132099.015572 + Penalty 990.572181 = -131108.443391 nChanged 1 SP:Iteration 24F (151.986170 sec): 3 clusters Score: Raw -132100.239818 + Penalty 991.087966 = -131109.151852 nChanged 3 SP:Iteration 25Q (151.988611 sec): 3 clusters Score: Raw -132102.553628 + Penalty 992.877598 = -131109.676030 nChanged 4 SP:Iteration 26Q (151.991130 sec): 3 clusters Score: Raw -132105.880241 + Penalty 992.877598 = -131113.002643 nChanged 0 SP:Iteration 27F (151.994099 sec): 3 clusters Score: Raw -132105.880241 + Penalty 992.877598 = -131113.002643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.995154 sec): 2 clusters Score: Raw -15752.496694 + Penalty 460.327618 = -15292.169075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.995716 sec): 3 clusters Score: Raw -15726.400975 + Penalty 920.858665 = -14805.542310 nChanged 38 SP:Iteration 1F (151.996262 sec): 3 clusters Score: Raw -15789.190343 + Penalty 920.971764 = -14868.218579 nChanged 13 SP:Iteration 2F (151.996806 sec): 3 clusters Score: Raw -15821.238075 + Penalty 920.483414 = -14900.754661 nChanged 8 SP:Iteration 3Q (151.997331 sec): 3 clusters Score: Raw -15832.482123 + Penalty 920.561886 = -14911.920238 nChanged 2 SP:Iteration 4Q (151.997854 sec): 3 clusters Score: Raw -15836.466901 + Penalty 920.967963 = -14915.498938 nChanged 3 SP:Iteration 5Q (151.998376 sec): 3 clusters Score: Raw -15839.770588 + Penalty 921.194703 = -14918.575886 nChanged 2 SP:Iteration 6Q (151.998904 sec): 3 clusters Score: Raw -15843.160318 + Penalty 921.576865 = -14921.583453 nChanged 3 SP:Iteration 7Q (151.999425 sec): 3 clusters Score: Raw -15846.682823 + Penalty 922.046567 = -14924.636256 nChanged 2 SP:Iteration 8Q (151.999988 sec): 3 clusters Score: Raw -15847.667335 + Penalty 922.046567 = -14925.620768 nChanged 0 SP:Iteration 9F (152.000555 sec): 3 clusters Score: Raw -15847.667335 + Penalty 922.046567 = -14925.620768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 5 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.001167 sec): 2 clusters Score: Raw -3717.631607 + Penalty 46.454534 = -3671.177073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.001476 sec): 3 clusters Score: Raw -3759.224032 + Penalty 129.248469 = -3629.975563 nChanged 14 SP:Iteration 1F (152.001779 sec): 3 clusters Score: Raw -3789.843102 + Penalty 151.250253 = -3638.592850 nChanged 3 SP:Iteration 2F (152.002082 sec): 3 clusters Score: Raw -3799.371537 + Penalty 151.250253 = -3648.121285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 6 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.008550 sec): 2 clusters Score: Raw -137580.177796 + Penalty 167.100903 = -137413.076893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.011991 sec): 3 clusters Score: Raw -136525.001583 + Penalty 335.657701 = -136189.343882 nChanged 751 SP:Iteration 1F (152.015348 sec): 3 clusters Score: Raw -137226.146331 + Penalty 304.953529 = -136921.192802 nChanged 197 SP:Iteration 2F (152.018569 sec): 3 clusters Score: Raw -137467.204649 + Penalty 281.235588 = -137185.969061 nChanged 78 SP:Iteration 3Q (152.021801 sec): 3 clusters Score: Raw -137564.000372 + Penalty 264.863419 = -137299.136953 nChanged 37 SP:Iteration 4Q (152.024715 sec): 3 clusters Score: Raw -137590.666902 + Penalty 254.824349 = -137335.842553 nChanged 22 SP:Iteration 5Q (152.027410 sec): 3 clusters Score: Raw -137600.468217 + Penalty 250.335551 = -137350.132665 nChanged 6 SP:Iteration 6Q (152.029995 sec): 3 clusters Score: Raw -137602.094543 + Penalty 251.011329 = -137351.083214 nChanged 5 SP:Iteration 7Q (152.032744 sec): 3 clusters Score: Raw -137604.004945 + Penalty 251.011329 = -137352.993617 nChanged 0 SP:Iteration 8F (152.035915 sec): 3 clusters Score: Raw -137604.004945 + Penalty 251.011329 = -137352.993617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 7 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.038041 sec): 2 clusters Score: Raw -2990.591483 + Penalty 76.958334 = -2913.633149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.038336 sec): 3 clusters Score: Raw -3057.435614 + Penalty 208.805874 = -2848.629740 nChanged 12 SP:Iteration 1F (152.038621 sec): 3 clusters Score: Raw -3099.818763 + Penalty 265.947202 = -2833.871561 nChanged 6 SP:Iteration 2F (152.038913 sec): 3 clusters Score: Raw -3129.459303 + Penalty 289.208559 = -2840.250743 nChanged 1 SP:Iteration 3Q (152.039183 sec): 3 clusters Score: Raw -3148.628062 + Penalty 289.208559 = -2859.419503 nChanged 0 SP:Iteration 4F (152.039468 sec): 3 clusters Score: Raw -3148.628062 + Penalty 289.208559 = -2859.419503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.039954 sec): 2 clusters Score: Raw -285.338137 + Penalty 27.001872 = -258.336265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.040150 sec): 3 clusters Score: Raw -300.133489 + Penalty 73.350131 = -226.783359 nChanged 0 Memory request: 0.07 GB would take us to total of 0.46 GB. Trying to split cluster 10 (16043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.111838 sec): 2 clusters Score: Raw -1267597.316410 + Penalty 219.122609 = -1267378.193802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.143904 sec): 3 clusters Score: Raw -1256714.624617 + Penalty 469.315120 = -1256245.309497 nChanged 7718 SP:Iteration 1F (152.176601 sec): 3 clusters Score: Raw -1262086.924393 + Penalty 498.431745 = -1261588.492648 nChanged 2308 SP:Iteration 2F (152.210224 sec): 3 clusters Score: Raw -1264419.229915 + Penalty 524.699428 = -1263894.530487 nChanged 1175 SP:Iteration 3F (152.243217 sec): 3 clusters Score: Raw -1265568.119947 + Penalty 548.824444 = -1265019.295503 nChanged 907 SP:Iteration 4F (152.276585 sec): 3 clusters Score: Raw -1266490.323287 + Penalty 589.986380 = -1265900.336907 nChanged 719 SP:Iteration 5Q (152.306556 sec): 3 clusters Score: Raw -1267277.398407 + Penalty 703.589042 = -1266573.809365 nChanged 216 SP:Iteration 6Q (152.335090 sec): 3 clusters Score: Raw -1267525.983640 + Penalty 831.576333 = -1266694.407307 nChanged 79 SP:Iteration 7Q (152.362678 sec): 3 clusters Score: Raw -1267639.412904 + Penalty 891.865455 = -1266747.547448 nChanged 25 SP:Iteration 8Q (152.389547 sec): 3 clusters Score: Raw -1267680.832803 + Penalty 931.975258 = -1266748.857544 nChanged 18 SP:Iteration 9Q (152.417186 sec): 3 clusters Score: Raw -1267709.237766 + Penalty 947.489859 = -1266761.747906 nChanged 8 SP:Iteration 10F (152.450803 sec): 3 clusters Score: Raw -1267718.798196 + Penalty 951.723837 = -1266767.074359 nChanged 5 SP:Iteration 11Q (152.477572 sec): 3 clusters Score: Raw -1267721.048767 + Penalty 951.013987 = -1266770.034781 nChanged 5 SP:Iteration 12Q (152.504621 sec): 3 clusters Score: Raw -1267725.683203 + Penalty 955.213598 = -1266770.469605 nChanged 2 SP:Iteration 13Q (152.532032 sec): 3 clusters Score: Raw -1267727.087971 + Penalty 955.213598 = -1266771.874373 nChanged 0 SP:Iteration 14F (152.565195 sec): 3 clusters Score: Raw -1267727.087971 + Penalty 955.213598 = -1266771.874373 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 11 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.576645 sec): 2 clusters Score: Raw -72459.750937 + Penalty 758.558703 = -71701.192234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.578243 sec): 3 clusters Score: Raw -72150.320601 + Penalty 1523.858605 = -70626.461996 nChanged 262 SP:Iteration 1F (152.579843 sec): 3 clusters Score: Raw -72343.877590 + Penalty 1526.522434 = -70817.355156 nChanged 58 SP:Iteration 2F (152.581394 sec): 3 clusters Score: Raw -72403.343661 + Penalty 1529.502505 = -70873.841156 nChanged 53 SP:Iteration 3F (152.582937 sec): 3 clusters Score: Raw -72457.984638 + Penalty 1528.108802 = -70929.875836 nChanged 39 SP:Iteration 4F (152.584468 sec): 3 clusters Score: Raw -72486.164773 + Penalty 1526.630741 = -70959.534032 nChanged 33 SP:Iteration 5Q (152.585945 sec): 3 clusters Score: Raw -72507.475350 + Penalty 1526.705528 = -70980.769822 nChanged 12 SP:Iteration 6Q (152.587421 sec): 3 clusters Score: Raw -72516.401492 + Penalty 1526.183137 = -70990.218355 nChanged 11 SP:Iteration 7Q (152.588894 sec): 3 clusters Score: Raw -72531.835037 + Penalty 1525.134652 = -71006.700385 nChanged 13 SP:Iteration 8Q (152.590520 sec): 3 clusters Score: Raw -72557.622683 + Penalty 1526.130455 = -71031.492228 nChanged 18 SP:Iteration 9Q (152.592133 sec): 3 clusters Score: Raw -72581.890600 + Penalty 1529.963105 = -71051.927495 nChanged 25 SP:Iteration 10F (152.593769 sec): 3 clusters Score: Raw -72609.763908 + Penalty 1535.134225 = -71074.629682 nChanged 18 SP:Iteration 11Q (152.595209 sec): 3 clusters Score: Raw -72621.643186 + Penalty 1538.495790 = -71083.147396 nChanged 10 SP:Iteration 12Q (152.596656 sec): 3 clusters Score: Raw -72630.825260 + Penalty 1541.881866 = -71088.943394 nChanged 12 SP:Iteration 13Q (152.598116 sec): 3 clusters Score: Raw -72643.003983 + Penalty 1545.584070 = -71097.419912 nChanged 12 SP:Iteration 14Q (152.599600 sec): 3 clusters Score: Raw -72657.350816 + Penalty 1548.473370 = -71108.877446 nChanged 8 SP:Iteration 15Q (152.601054 sec): 3 clusters Score: Raw -72663.518463 + Penalty 1551.078371 = -71112.440092 nChanged 7 SP:Iteration 16Q (152.602504 sec): 3 clusters Score: Raw -72670.865386 + Penalty 1552.543846 = -71118.321539 nChanged 5 SP:Iteration 17Q (152.603955 sec): 3 clusters Score: Raw -72673.496920 + Penalty 1552.625587 = -71120.871332 nChanged 2 SP:Iteration 18Q (152.605423 sec): 3 clusters Score: Raw -72674.053379 + Penalty 1553.075433 = -71120.977946 nChanged 1 SP:Iteration 19Q (152.606972 sec): 3 clusters Score: Raw -72674.146124 + Penalty 1553.075433 = -71121.070691 nChanged 0 SP:Iteration 20F (152.608620 sec): 3 clusters Score: Raw -72674.146124 + Penalty 1553.075433 = -71121.070691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 12 (2310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.621559 sec): 2 clusters Score: Raw -205517.921054 + Penalty 491.444180 = -205026.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.626276 sec): 3 clusters Score: Raw -204161.632198 + Penalty 973.956087 = -203187.676111 nChanged 992 SP:Iteration 1F (152.630619 sec): 3 clusters Score: Raw -204968.212645 + Penalty 966.666621 = -204001.546024 nChanged 305 SP:Iteration 2F (152.634808 sec): 3 clusters Score: Raw -205282.154372 + Penalty 964.782271 = -204317.372101 nChanged 182 SP:Iteration 3F (152.639019 sec): 3 clusters Score: Raw -205457.783389 + Penalty 966.704277 = -204491.079112 nChanged 149 SP:Iteration 4F (152.643342 sec): 3 clusters Score: Raw -205602.207305 + Penalty 968.678541 = -204633.528764 nChanged 104 SP:Iteration 5Q (152.647479 sec): 3 clusters Score: Raw -205675.275804 + Penalty 970.428999 = -204704.846805 nChanged 65 SP:Iteration 6Q (152.651601 sec): 3 clusters Score: Raw -205703.530731 + Penalty 971.997294 = -204731.533436 nChanged 29 SP:Iteration 7Q (152.655635 sec): 3 clusters Score: Raw -205710.470848 + Penalty 972.776968 = -204737.693880 nChanged 16 SP:Iteration 8Q (152.660082 sec): 3 clusters Score: Raw -205713.370040 + Penalty 973.785254 = -204739.584786 nChanged 16 SP:Iteration 9Q (152.664121 sec): 3 clusters Score: Raw -205715.642778 + Penalty 974.405624 = -204741.237154 nChanged 8 SP:Iteration 10F (152.668308 sec): 3 clusters Score: Raw -205716.662280 + Penalty 974.979142 = -204741.683138 nChanged 7 SP:Iteration 11Q (152.672351 sec): 3 clusters Score: Raw -205717.868183 + Penalty 975.579485 = -204742.288697 nChanged 9 SP:Iteration 12Q (152.676466 sec): 3 clusters Score: Raw -205719.499317 + Penalty 976.227328 = -204743.271989 nChanged 12 SP:Iteration 13Q (152.680504 sec): 3 clusters Score: Raw -205721.485822 + Penalty 976.541402 = -204744.944420 nChanged 4 SP:Iteration 14Q (152.684568 sec): 3 clusters Score: Raw -205722.430384 + Penalty 976.609378 = -204745.821006 nChanged 1 SP:Iteration 15Q (152.688585 sec): 3 clusters Score: Raw -205722.551719 + Penalty 976.797271 = -204745.754448 nChanged 2 SP:Iteration 16F (152.693171 sec): 3 clusters Score: Raw -205723.075866 + Penalty 976.996375 = -204746.079491 nChanged 4 SP:Iteration 17Q (152.697381 sec): 3 clusters Score: Raw -205723.899966 + Penalty 977.141042 = -204746.758924 nChanged 2 SP:Iteration 18Q (152.701428 sec): 3 clusters Score: Raw -205724.360601 + Penalty 977.361114 = -204746.999487 nChanged 2 SP:Iteration 19Q (152.705439 sec): 3 clusters Score: Raw -205725.038699 + Penalty 977.725090 = -204747.313609 nChanged 4 SP:Iteration 20F (152.709685 sec): 3 clusters Score: Raw -205727.287317 + Penalty 977.918240 = -204749.369077 nChanged 6 SP:Iteration 21Q (152.713748 sec): 3 clusters Score: Raw -205729.556907 + Penalty 978.110541 = -204751.446366 nChanged 8 SP:Iteration 22Q (152.717930 sec): 3 clusters Score: Raw -205732.302234 + Penalty 978.186272 = -204754.115962 nChanged 9 SP:Iteration 23Q (152.722350 sec): 3 clusters Score: Raw -205735.167468 + Penalty 978.136384 = -204757.031084 nChanged 6 SP:Iteration 24Q (152.726713 sec): 3 clusters Score: Raw -205736.758792 + Penalty 978.226454 = -204758.532339 nChanged 5 SP:Iteration 25Q (152.730816 sec): 3 clusters Score: Raw -205737.659459 + Penalty 978.203077 = -204759.456382 nChanged 2 SP:Iteration 26Q (152.734809 sec): 3 clusters Score: Raw -205737.833061 + Penalty 978.279076 = -204759.553985 nChanged 1 SP:Iteration 27Q (152.738825 sec): 3 clusters Score: Raw -205738.086162 + Penalty 978.360111 = -204759.726051 nChanged 1 SP:Iteration 28Q (152.742939 sec): 3 clusters Score: Raw -205738.251820 + Penalty 978.360111 = -204759.891710 nChanged 0 SP:Iteration 29F (152.747183 sec): 3 clusters Score: Raw -205738.251820 + Penalty 978.360111 = -204759.891710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 13 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.755839 sec): 2 clusters Score: Raw -21100.110528 + Penalty 294.570741 = -20805.539787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.756597 sec): 3 clusters Score: Raw -21011.200140 + Penalty 601.338150 = -20409.861990 nChanged 81 SP:Iteration 1F (152.757324 sec): 3 clusters Score: Raw -21122.097674 + Penalty 606.920150 = -20515.177524 nChanged 32 SP:Iteration 2F (152.758080 sec): 3 clusters Score: Raw -21174.489880 + Penalty 605.507431 = -20568.982449 nChanged 13 SP:Iteration 3Q (152.758779 sec): 3 clusters Score: Raw -21199.640329 + Penalty 606.639685 = -20593.000644 nChanged 8 SP:Iteration 4Q (152.759468 sec): 3 clusters Score: Raw -21214.043659 + Penalty 609.503355 = -20604.540304 nChanged 4 SP:Iteration 5Q (152.760149 sec): 3 clusters Score: Raw -21219.226490 + Penalty 612.423464 = -20606.803025 nChanged 3 SP:Iteration 6Q (152.760804 sec): 3 clusters Score: Raw -21221.569357 + Penalty 614.218210 = -20607.351147 nChanged 1 SP:Iteration 7Q (152.761456 sec): 3 clusters Score: Raw -21222.609306 + Penalty 614.218210 = -20608.391096 nChanged 0 SP:Iteration 8F (152.762153 sec): 3 clusters Score: Raw -21222.609306 + Penalty 614.218210 = -20608.391096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 15 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.764189 sec): 2 clusters Score: Raw -32481.999381 + Penalty 834.172015 = -31647.827366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.765173 sec): 3 clusters Score: Raw -32418.211858 + Penalty 1668.986570 = -30749.225289 nChanged 98 SP:Iteration 1F (152.766119 sec): 3 clusters Score: Raw -32536.923510 + Penalty 1670.346431 = -30866.577079 nChanged 26 SP:Iteration 2F (152.767099 sec): 3 clusters Score: Raw -32583.340421 + Penalty 1673.185361 = -30910.155060 nChanged 18 SP:Iteration 3Q (152.767982 sec): 3 clusters Score: Raw -32621.566863 + Penalty 1677.279408 = -30944.287455 nChanged 18 SP:Iteration 4Q (152.768858 sec): 3 clusters Score: Raw -32664.173875 + Penalty 1679.783599 = -30984.390276 nChanged 20 SP:Iteration 5Q (152.769727 sec): 3 clusters Score: Raw -32709.283331 + Penalty 1679.989435 = -31029.293895 nChanged 13 SP:Iteration 6Q (152.770583 sec): 3 clusters Score: Raw -32734.230347 + Penalty 1678.622231 = -31055.608116 nChanged 10 SP:Iteration 7Q (152.771431 sec): 3 clusters Score: Raw -32781.326211 + Penalty 1677.810352 = -31103.515859 nChanged 9 SP:Iteration 8Q (152.772274 sec): 3 clusters Score: Raw -32806.992818 + Penalty 1677.076810 = -31129.916009 nChanged 14 SP:Iteration 9Q (152.773107 sec): 3 clusters Score: Raw -32834.751701 + Penalty 1676.805139 = -31157.946562 nChanged 6 SP:Iteration 10F (152.774031 sec): 3 clusters Score: Raw -32847.248937 + Penalty 1677.050737 = -31170.198200 nChanged 3 SP:Iteration 11Q (152.774871 sec): 3 clusters Score: Raw -32851.629411 + Penalty 1677.039347 = -31174.590065 nChanged 2 SP:Iteration 12Q (152.775691 sec): 3 clusters Score: Raw -32857.602731 + Penalty 1676.634183 = -31180.968548 nChanged 4 SP:Iteration 13Q (152.776512 sec): 3 clusters Score: Raw -32865.152898 + Penalty 1677.438131 = -31187.714767 nChanged 1 SP:Iteration 14Q (152.777331 sec): 3 clusters Score: Raw -32866.808990 + Penalty 1677.741158 = -31189.067832 nChanged 2 SP:Iteration 15Q (152.778149 sec): 3 clusters Score: Raw -32872.234256 + Penalty 1677.526180 = -31194.708076 nChanged 1 SP:Iteration 16Q (152.778966 sec): 3 clusters Score: Raw -32873.023843 + Penalty 1677.526180 = -31195.497664 nChanged 0 SP:Iteration 17F (152.779874 sec): 3 clusters Score: Raw -32873.023843 + Penalty 1677.526180 = -31195.497664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 16 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784213 sec): 2 clusters Score: Raw -90682.083961 + Penalty 500.200929 = -90181.883032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.786285 sec): 3 clusters Score: Raw -90107.255565 + Penalty 1041.054947 = -89066.200619 nChanged 396 SP:Iteration 1F (152.788319 sec): 3 clusters Score: Raw -90474.967199 + Penalty 1112.637715 = -89362.329484 nChanged 137 SP:Iteration 2F (152.790496 sec): 3 clusters Score: Raw -90640.737422 + Penalty 1160.691406 = -89480.046016 nChanged 58 SP:Iteration 3F (152.792694 sec): 3 clusters Score: Raw -90695.423772 + Penalty 1185.722798 = -89509.700973 nChanged 35 SP:Iteration 4Q (152.794840 sec): 3 clusters Score: Raw -90736.741122 + Penalty 1204.739568 = -89532.001554 nChanged 23 SP:Iteration 5Q (152.796872 sec): 3 clusters Score: Raw -90760.278507 + Penalty 1214.827110 = -89545.451398 nChanged 15 SP:Iteration 6Q (152.798846 sec): 3 clusters Score: Raw -90770.603224 + Penalty 1217.620452 = -89552.982773 nChanged 12 SP:Iteration 7Q (152.800749 sec): 3 clusters Score: Raw -90777.450255 + Penalty 1220.476029 = -89556.974226 nChanged 5 SP:Iteration 8Q (152.802660 sec): 3 clusters Score: Raw -90780.760664 + Penalty 1216.623221 = -89564.137443 nChanged 4 SP:Iteration 9Q (152.804515 sec): 3 clusters Score: Raw -90786.211561 + Penalty 1217.295762 = -89568.915799 nChanged 1 SP:Iteration 10F (152.806598 sec): 3 clusters Score: Raw -90786.587253 + Penalty 1216.091372 = -89570.495881 nChanged 1 SP:Iteration 11Q (152.808481 sec): 3 clusters Score: Raw -90786.923875 + Penalty 1216.091372 = -89570.832503 nChanged 0 SP:Iteration 12F (152.810595 sec): 3 clusters Score: Raw -90786.923875 + Penalty 1216.091372 = -89570.832503 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 17 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.813396 sec): 2 clusters Score: Raw -63544.780576 + Penalty 705.030626 = -62839.749949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.815069 sec): 3 clusters Score: Raw -63260.190095 + Penalty 1431.446856 = -61828.743239 nChanged 242 SP:Iteration 1F (152.816511 sec): 3 clusters Score: Raw -63506.578148 + Penalty 1467.088636 = -62039.489512 nChanged 82 SP:Iteration 2F (152.818007 sec): 3 clusters Score: Raw -63598.829953 + Penalty 1491.276632 = -62107.553321 nChanged 36 SP:Iteration 3F (152.819535 sec): 3 clusters Score: Raw -63645.980596 + Penalty 1513.503835 = -62132.476760 nChanged 28 SP:Iteration 4Q (152.821038 sec): 3 clusters Score: Raw -63682.932907 + Penalty 1524.071093 = -62158.861813 nChanged 22 SP:Iteration 5Q (152.822481 sec): 3 clusters Score: Raw -63709.379178 + Penalty 1537.616072 = -62171.763106 nChanged 16 SP:Iteration 6Q (152.823935 sec): 3 clusters Score: Raw -63730.371915 + Penalty 1543.873024 = -62186.498891 nChanged 13 SP:Iteration 7Q (152.825357 sec): 3 clusters Score: Raw -63746.854340 + Penalty 1550.517131 = -62196.337209 nChanged 15 SP:Iteration 8Q (152.826719 sec): 3 clusters Score: Raw -63768.391988 + Penalty 1554.286435 = -62214.105553 nChanged 9 SP:Iteration 9Q (152.828033 sec): 3 clusters Score: Raw -63780.800054 + Penalty 1552.084085 = -62228.715969 nChanged 5 SP:Iteration 10F (152.829498 sec): 3 clusters Score: Raw -63784.023905 + Penalty 1552.279023 = -62231.744883 nChanged 2 SP:Iteration 11Q (152.830802 sec): 3 clusters Score: Raw -63786.246078 + Penalty 1551.460858 = -62234.785220 nChanged 1 SP:Iteration 12Q (152.832107 sec): 3 clusters Score: Raw -63786.605800 + Penalty 1550.854804 = -62235.750996 nChanged 1 SP:Iteration 13Q (152.833426 sec): 3 clusters Score: Raw -63786.860379 + Penalty 1550.854804 = -62236.005574 nChanged 0 SP:Iteration 14F (152.834864 sec): 3 clusters Score: Raw -63786.860379 + Penalty 1550.854804 = -62236.005574 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 18 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.837752 sec): 2 clusters Score: Raw -68954.592103 + Penalty 800.334538 = -68154.257565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.839488 sec): 3 clusters Score: Raw -68629.369989 + Penalty 1607.417693 = -67021.952296 nChanged 240 SP:Iteration 1F (152.841147 sec): 3 clusters Score: Raw -68812.256582 + Penalty 1613.903247 = -67198.353335 nChanged 62 SP:Iteration 2F (152.842766 sec): 3 clusters Score: Raw -68884.493434 + Penalty 1624.794695 = -67259.698739 nChanged 48 SP:Iteration 3F (152.844379 sec): 3 clusters Score: Raw -68950.822259 + Penalty 1634.140846 = -67316.681413 nChanged 41 SP:Iteration 4F (152.846036 sec): 3 clusters Score: Raw -68999.220650 + Penalty 1645.001668 = -67354.218981 nChanged 36 SP:Iteration 5Q (152.847707 sec): 3 clusters Score: Raw -69046.294804 + Penalty 1650.703887 = -67395.590917 nChanged 23 SP:Iteration 6Q (152.849368 sec): 3 clusters Score: Raw -69066.322386 + Penalty 1657.474930 = -67408.847456 nChanged 21 SP:Iteration 7Q (152.850979 sec): 3 clusters Score: Raw -69086.756673 + Penalty 1664.855486 = -67421.901187 nChanged 17 SP:Iteration 8Q (152.852526 sec): 3 clusters Score: Raw -69103.020807 + Penalty 1668.875759 = -67434.145048 nChanged 8 SP:Iteration 9Q (152.854163 sec): 3 clusters Score: Raw -69109.928653 + Penalty 1672.635368 = -67437.293285 nChanged 9 SP:Iteration 10F (152.855869 sec): 3 clusters Score: Raw -69118.671726 + Penalty 1674.881950 = -67443.789775 nChanged 10 SP:Iteration 11Q (152.857486 sec): 3 clusters Score: Raw -69141.386387 + Penalty 1680.457101 = -67460.929286 nChanged 19 SP:Iteration 12Q (152.859090 sec): 3 clusters Score: Raw -69175.209417 + Penalty 1687.212252 = -67487.997165 nChanged 14 SP:Iteration 13Q (152.860634 sec): 3 clusters Score: Raw -69192.296737 + Penalty 1688.139147 = -67504.157590 nChanged 10 SP:Iteration 14Q (152.862135 sec): 3 clusters Score: Raw -69208.873936 + Penalty 1688.739013 = -67520.134923 nChanged 10 SP:Iteration 15Q (152.863654 sec): 3 clusters Score: Raw -69228.085824 + Penalty 1690.063898 = -67538.021927 nChanged 9 SP:Iteration 16Q (152.865141 sec): 3 clusters Score: Raw -69236.505579 + Penalty 1690.546001 = -67545.959578 nChanged 8 SP:Iteration 17Q (152.866613 sec): 3 clusters Score: Raw -69249.122175 + Penalty 1693.100271 = -67556.021904 nChanged 4 SP:Iteration 18Q (152.868065 sec): 3 clusters Score: Raw -69255.912172 + Penalty 1695.927223 = -67559.984949 nChanged 5 SP:Iteration 19Q (152.869558 sec): 3 clusters Score: Raw -69262.050766 + Penalty 1699.395906 = -67562.654859 nChanged 5 SP:Iteration 20F (152.871175 sec): 3 clusters Score: Raw -69273.640779 + Penalty 1709.313773 = -67564.327006 nChanged 8 SP:Iteration 21Q (152.872641 sec): 3 clusters Score: Raw -69292.189499 + Penalty 1718.782221 = -67573.407278 nChanged 9 SP:Iteration 22Q (152.874114 sec): 3 clusters Score: Raw -69306.204471 + Penalty 1727.734373 = -67578.470099 nChanged 8 SP:Iteration 23Q (152.875585 sec): 3 clusters Score: Raw -69322.105568 + Penalty 1736.437773 = -67585.667795 nChanged 10 SP:Iteration 24Q (152.877030 sec): 3 clusters Score: Raw -69335.251457 + Penalty 1740.589021 = -67594.662436 nChanged 6 SP:Iteration 25Q (152.878457 sec): 3 clusters Score: Raw -69343.270161 + Penalty 1746.069990 = -67597.200171 nChanged 5 SP:Iteration 26Q (152.879880 sec): 3 clusters Score: Raw -69347.838719 + Penalty 1750.408859 = -67597.429860 nChanged 4 SP:Iteration 27Q (152.881313 sec): 3 clusters Score: Raw -69353.468155 + Penalty 1757.478336 = -67595.989819 nChanged 5 SP:Iteration 28F (152.882929 sec): 3 clusters Score: Raw -69359.368654 + Penalty 1761.210514 = -67598.158139 nChanged 3 SP:Iteration 29Q (152.884346 sec): 3 clusters Score: Raw -69361.759861 + Penalty 1763.927559 = -67597.832302 nChanged 3 SP:Iteration 30F (152.885968 sec): 3 clusters Score: Raw -69366.770590 + Penalty 1766.292751 = -67600.477839 nChanged 3 SP:Iteration 31Q (152.887374 sec): 3 clusters Score: Raw -69370.111143 + Penalty 1766.794181 = -67603.316963 nChanged 1 SP:Iteration 32Q (152.888863 sec): 3 clusters Score: Raw -69371.716591 + Penalty 1767.644112 = -67604.072479 nChanged 1 SP:Iteration 33Q (152.890281 sec): 3 clusters Score: Raw -69372.523657 + Penalty 1767.644112 = -67604.879545 nChanged 0 SP:Iteration 34F (152.891925 sec): 3 clusters Score: Raw -69372.523657 + Penalty 1767.644112 = -67604.879545 nChanged 0 Memory request: 0.02 GB would take us to total of 0.41 GB. Trying to split cluster 20 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.906474 sec): 2 clusters Score: Raw -260500.322616 + Penalty 408.518798 = -260091.803817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.912666 sec): 3 clusters Score: Raw -258531.257829 + Penalty 823.882550 = -257707.375279 nChanged 1362 SP:Iteration 1F (152.918424 sec): 3 clusters Score: Raw -259228.832462 + Penalty 831.172385 = -258397.660078 nChanged 407 SP:Iteration 2F (152.924415 sec): 3 clusters Score: Raw -259508.230460 + Penalty 840.823076 = -258667.407384 nChanged 326 SP:Iteration 3F (152.930136 sec): 3 clusters Score: Raw -259812.213797 + Penalty 847.143820 = -258965.069977 nChanged 249 SP:Iteration 4F (152.935701 sec): 3 clusters Score: Raw -260038.952682 + Penalty 850.509627 = -259188.443055 nChanged 202 SP:Iteration 5F (152.941435 sec): 3 clusters Score: Raw -260214.480791 + Penalty 853.326153 = -259361.154637 nChanged 152 SP:Iteration 6Q (152.947221 sec): 3 clusters Score: Raw -260331.712681 + Penalty 849.472030 = -259482.240651 nChanged 114 SP:Iteration 7Q (152.952918 sec): 3 clusters Score: Raw -260415.904871 + Penalty 843.857143 = -259572.047728 nChanged 88 SP:Iteration 8Q (152.958405 sec): 3 clusters Score: Raw -260490.796732 + Penalty 843.225509 = -259647.571222 nChanged 70 SP:Iteration 9Q (152.963524 sec): 3 clusters Score: Raw -260545.710847 + Penalty 846.498560 = -259699.212287 nChanged 61 SP:Iteration 10F (152.969233 sec): 3 clusters Score: Raw -260583.993795 + Penalty 848.233484 = -259735.760311 nChanged 33 SP:Iteration 11Q (152.974176 sec): 3 clusters Score: Raw -260606.329568 + Penalty 846.782688 = -259759.546880 nChanged 30 SP:Iteration 12Q (152.979241 sec): 3 clusters Score: Raw -260629.002287 + Penalty 846.891900 = -259782.110387 nChanged 20 SP:Iteration 13Q (152.983927 sec): 3 clusters Score: Raw -260648.094148 + Penalty 849.051420 = -259799.042728 nChanged 19 SP:Iteration 14Q (152.988750 sec): 3 clusters Score: Raw -260665.335690 + Penalty 847.846284 = -259817.489406 nChanged 11 SP:Iteration 15Q (152.993643 sec): 3 clusters Score: Raw -260670.385788 + Penalty 846.735675 = -259823.650112 nChanged 5 SP:Iteration 16Q (152.998190 sec): 3 clusters Score: Raw -260671.778748 + Penalty 846.250037 = -259825.528711 nChanged 2 SP:Iteration 17Q (153.002896 sec): 3 clusters Score: Raw -260671.940485 + Penalty 846.250037 = -259825.690448 nChanged 0 SP:Iteration 18F (153.008463 sec): 3 clusters Score: Raw -260671.940485 + Penalty 846.250037 = -259825.690448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 22 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.013248 sec): 2 clusters Score: Raw -48029.910719 + Penalty 302.551610 = -47727.359109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.014561 sec): 3 clusters Score: Raw -47749.642054 + Penalty 621.136329 = -47128.505726 nChanged 210 SP:Iteration 1F (153.015849 sec): 3 clusters Score: Raw -47952.695971 + Penalty 641.040510 = -47311.655461 nChanged 61 SP:Iteration 2F (153.017087 sec): 3 clusters Score: Raw -48019.263546 + Penalty 656.812775 = -47362.450771 nChanged 35 SP:Iteration 3F (153.018327 sec): 3 clusters Score: Raw -48055.920885 + Penalty 662.087538 = -47393.833346 nChanged 16 SP:Iteration 4Q (153.019543 sec): 3 clusters Score: Raw -48068.011124 + Penalty 663.839173 = -47404.171951 nChanged 8 SP:Iteration 5Q (153.020741 sec): 3 clusters Score: Raw -48071.398588 + Penalty 663.589155 = -47407.809432 nChanged 2 SP:Iteration 6Q (153.022017 sec): 3 clusters Score: Raw -48072.517117 + Penalty 664.657541 = -47407.859576 nChanged 1 SP:Iteration 7Q (153.023263 sec): 3 clusters Score: Raw -48074.428298 + Penalty 666.159110 = -47408.269188 nChanged 3 SP:Iteration 8Q (153.024506 sec): 3 clusters Score: Raw -48075.901220 + Penalty 668.279112 = -47407.622108 nChanged 2 SP:Iteration 9F (153.025800 sec): 3 clusters Score: Raw -48076.265519 + Penalty 668.279112 = -47407.986407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 23 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.028224 sec): 2 clusters Score: Raw -34073.109605 + Penalty 700.302716 = -33372.806889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.029199 sec): 3 clusters Score: Raw -33943.921939 + Penalty 1400.006979 = -32543.914960 nChanged 102 SP:Iteration 1F (153.030129 sec): 3 clusters Score: Raw -34047.102519 + Penalty 1400.941282 = -32646.161238 nChanged 37 SP:Iteration 2F (153.031054 sec): 3 clusters Score: Raw -34095.090244 + Penalty 1401.818987 = -32693.271257 nChanged 17 SP:Iteration 3Q (153.031963 sec): 3 clusters Score: Raw -34110.810421 + Penalty 1402.948257 = -32707.862164 nChanged 13 SP:Iteration 4Q (153.032865 sec): 3 clusters Score: Raw -34123.853201 + Penalty 1403.318817 = -32720.534384 nChanged 11 SP:Iteration 5Q (153.033765 sec): 3 clusters Score: Raw -34136.278342 + Penalty 1403.796154 = -32732.482188 nChanged 5 SP:Iteration 6Q (153.034659 sec): 3 clusters Score: Raw -34139.406030 + Penalty 1404.113242 = -32735.292788 nChanged 1 SP:Iteration 7Q (153.035551 sec): 3 clusters Score: Raw -34140.020473 + Penalty 1404.390509 = -32735.629964 nChanged 1 SP:Iteration 8Q (153.036442 sec): 3 clusters Score: Raw -34140.773667 + Penalty 1404.390509 = -32736.383158 nChanged 0 SP:Iteration 9F (153.037364 sec): 3 clusters Score: Raw -34140.773667 + Penalty 1404.390509 = -32736.383158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 24 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.042216 sec): 2 clusters Score: Raw -103722.400855 + Penalty 591.491524 = -103130.909331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.044524 sec): 3 clusters Score: Raw -103030.817961 + Penalty 1182.584198 = -101848.233763 nChanged 448 SP:Iteration 1F (153.046772 sec): 3 clusters Score: Raw -103235.134981 + Penalty 1183.849397 = -102051.285584 nChanged 174 SP:Iteration 2F (153.048982 sec): 3 clusters Score: Raw -103376.879683 + Penalty 1190.554592 = -102186.325091 nChanged 121 SP:Iteration 3F (153.051241 sec): 3 clusters Score: Raw -103519.803432 + Penalty 1203.088884 = -102316.714548 nChanged 114 SP:Iteration 4F (153.053502 sec): 3 clusters Score: Raw -103646.560164 + Penalty 1214.930269 = -102431.629894 nChanged 77 SP:Iteration 5F (153.055914 sec): 3 clusters Score: Raw -103731.228001 + Penalty 1228.533300 = -102502.694701 nChanged 55 SP:Iteration 6Q (153.058242 sec): 3 clusters Score: Raw -103784.583857 + Penalty 1245.058100 = -102539.525756 nChanged 51 SP:Iteration 7Q (153.060409 sec): 3 clusters Score: Raw -103836.416510 + Penalty 1260.582002 = -102575.834508 nChanged 41 SP:Iteration 8Q (153.062493 sec): 3 clusters Score: Raw -103870.239301 + Penalty 1268.657005 = -102601.582296 nChanged 22 SP:Iteration 9Q (153.064540 sec): 3 clusters Score: Raw -103884.817710 + Penalty 1272.899737 = -102611.917973 nChanged 14 SP:Iteration 10F (153.066803 sec): 3 clusters Score: Raw -103890.715852 + Penalty 1276.188076 = -102614.527776 nChanged 11 SP:Iteration 11Q (153.068905 sec): 3 clusters Score: Raw -103897.098772 + Penalty 1279.488050 = -102617.610722 nChanged 13 SP:Iteration 12Q (153.071066 sec): 3 clusters Score: Raw -103902.539634 + Penalty 1283.959742 = -102618.579892 nChanged 8 SP:Iteration 13Q (153.073111 sec): 3 clusters Score: Raw -103905.356601 + Penalty 1286.719786 = -102618.636815 nChanged 6 SP:Iteration 14Q (153.075206 sec): 3 clusters Score: Raw -103908.154248 + Penalty 1287.192482 = -102620.961765 nChanged 3 SP:Iteration 15Q (153.077291 sec): 3 clusters Score: Raw -103909.274957 + Penalty 1286.481975 = -102622.792982 nChanged 3 SP:Iteration 16Q (153.079353 sec): 3 clusters Score: Raw -103911.571583 + Penalty 1286.255080 = -102625.316503 nChanged 3 SP:Iteration 17Q (153.081411 sec): 3 clusters Score: Raw -103912.466421 + Penalty 1285.421578 = -102627.044843 nChanged 2 SP:Iteration 18Q (153.083433 sec): 3 clusters Score: Raw -103913.138352 + Penalty 1286.100193 = -102627.038159 nChanged 2 SP:Iteration 19F (153.085637 sec): 3 clusters Score: Raw -103913.852959 + Penalty 1285.992575 = -102627.860384 nChanged 1 SP:Iteration 20F (153.087870 sec): 3 clusters Score: Raw -103914.195875 + Penalty 1285.438420 = -102628.757455 nChanged 1 SP:Iteration 21Q (153.090107 sec): 3 clusters Score: Raw -103914.299028 + Penalty 1285.438420 = -102628.860608 nChanged 0 SP:Iteration 22F (153.092464 sec): 3 clusters Score: Raw -103914.299028 + Penalty 1285.438420 = -102628.860608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 26 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.095149 sec): 2 clusters Score: Raw -44669.786142 + Penalty 536.810066 = -44132.976076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.096296 sec): 3 clusters Score: Raw -44403.943498 + Penalty 1077.253159 = -43326.690340 nChanged 147 SP:Iteration 1F (153.097383 sec): 3 clusters Score: Raw -44488.119054 + Penalty 1081.612342 = -43406.506712 nChanged 58 SP:Iteration 2F (153.098465 sec): 3 clusters Score: Raw -44549.759215 + Penalty 1091.068068 = -43458.691148 nChanged 47 SP:Iteration 3F (153.099557 sec): 3 clusters Score: Raw -44615.757623 + Penalty 1103.274329 = -43512.483294 nChanged 28 SP:Iteration 4F (153.100661 sec): 3 clusters Score: Raw -44651.522981 + Penalty 1117.782679 = -43533.740302 nChanged 20 SP:Iteration 5Q (153.101707 sec): 3 clusters Score: Raw -44677.072551 + Penalty 1122.467342 = -43554.605209 nChanged 13 SP:Iteration 6Q (153.102723 sec): 3 clusters Score: Raw -44689.214013 + Penalty 1123.038818 = -43566.175195 nChanged 4 SP:Iteration 7Q (153.103723 sec): 3 clusters Score: Raw -44692.813159 + Penalty 1126.819935 = -43565.993225 nChanged 6 SP:Iteration 8F (153.104804 sec): 3 clusters Score: Raw -44701.941214 + Penalty 1127.825192 = -43574.116022 nChanged 3 SP:Iteration 9Q (153.105794 sec): 3 clusters Score: Raw -44704.269434 + Penalty 1127.825192 = -43576.444242 nChanged 0 SP:Iteration 10F (153.106872 sec): 3 clusters Score: Raw -44704.269434 + Penalty 1127.825192 = -43576.444242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 28 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.110357 sec): 2 clusters Score: Raw -79493.373395 + Penalty 809.070497 = -78684.302898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.112157 sec): 3 clusters Score: Raw -79124.647639 + Penalty 1620.747207 = -77503.900432 nChanged 281 SP:Iteration 1F (153.113878 sec): 3 clusters Score: Raw -79404.254423 + Penalty 1632.566846 = -77771.687577 nChanged 110 SP:Iteration 2F (153.115560 sec): 3 clusters Score: Raw -79552.461427 + Penalty 1641.640596 = -77910.820831 nChanged 80 SP:Iteration 3F (153.117248 sec): 3 clusters Score: Raw -79661.958667 + Penalty 1644.909243 = -78017.049425 nChanged 49 SP:Iteration 4F (153.119071 sec): 3 clusters Score: Raw -79735.722943 + Penalty 1648.376837 = -78087.346107 nChanged 39 SP:Iteration 5Q (153.120790 sec): 3 clusters Score: Raw -79781.723467 + Penalty 1649.090249 = -78132.633218 nChanged 21 SP:Iteration 6Q (153.122469 sec): 3 clusters Score: Raw -79801.945202 + Penalty 1650.416030 = -78151.529172 nChanged 16 SP:Iteration 7Q (153.124232 sec): 3 clusters Score: Raw -79816.993214 + Penalty 1650.524237 = -78166.468977 nChanged 6 SP:Iteration 8Q (153.126005 sec): 3 clusters Score: Raw -79822.454362 + Penalty 1650.317523 = -78172.136839 nChanged 5 SP:Iteration 9Q (153.127654 sec): 3 clusters Score: Raw -79827.805848 + Penalty 1650.536524 = -78177.269323 nChanged 3 SP:Iteration 10F (153.129372 sec): 3 clusters Score: Raw -79830.391955 + Penalty 1650.122362 = -78180.269594 nChanged 1 SP:Iteration 11Q (153.130985 sec): 3 clusters Score: Raw -79830.667484 + Penalty 1649.571776 = -78181.095709 nChanged 1 SP:Iteration 12Q (153.132589 sec): 3 clusters Score: Raw -79831.393816 + Penalty 1649.347019 = -78182.046797 nChanged 1 SP:Iteration 13Q (153.134211 sec): 3 clusters Score: Raw -79831.858186 + Penalty 1649.347019 = -78182.511167 nChanged 0 SP:Iteration 14F (153.136048 sec): 3 clusters Score: Raw -79831.858186 + Penalty 1649.347019 = -78182.511167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 29 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.136771 sec): 2 clusters Score: Raw -2665.264494 + Penalty 108.998444 = -2556.266050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.137055 sec): 3 clusters Score: Raw -2731.950086 + Penalty 225.616803 = -2506.333283 nChanged 6 SP:Iteration 1F (153.137341 sec): 3 clusters Score: Raw -2742.078846 + Penalty 229.382892 = -2512.695953 nChanged 1 SP:Iteration 2Q (153.137618 sec): 3 clusters Score: Raw -2743.441071 + Penalty 234.539594 = -2508.901476 nChanged 1 SP:Iteration 3F (153.137904 sec): 3 clusters Score: Raw -2750.343959 + Penalty 234.539594 = -2515.804365 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 30 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.147609 sec): 2 clusters Score: Raw -237061.487457 + Penalty 476.578096 = -236584.909361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.153056 sec): 3 clusters Score: Raw -235311.448796 + Penalty 949.629877 = -234361.818919 nChanged 1210 SP:Iteration 1F (153.158528 sec): 3 clusters Score: Raw -235983.078490 + Penalty 947.365583 = -235035.712907 nChanged 392 SP:Iteration 2F (153.163768 sec): 3 clusters Score: Raw -236340.832106 + Penalty 945.380878 = -235395.451228 nChanged 296 SP:Iteration 3F (153.168966 sec): 3 clusters Score: Raw -236631.677328 + Penalty 946.912116 = -235684.765213 nChanged 200 SP:Iteration 4F (153.174277 sec): 3 clusters Score: Raw -236788.324497 + Penalty 952.244409 = -235836.080089 nChanged 127 SP:Iteration 5Q (153.179669 sec): 3 clusters Score: Raw -236850.666247 + Penalty 956.844818 = -235893.821430 nChanged 70 SP:Iteration 6Q (153.184687 sec): 3 clusters Score: Raw -236879.702435 + Penalty 960.062183 = -235919.640252 nChanged 53 SP:Iteration 7Q (153.189774 sec): 3 clusters Score: Raw -236899.742499 + Penalty 964.527491 = -235935.215008 nChanged 39 SP:Iteration 8Q (153.195114 sec): 3 clusters Score: Raw -236915.792114 + Penalty 969.409714 = -235946.382399 nChanged 37 SP:Iteration 9Q (153.200066 sec): 3 clusters Score: Raw -236925.565642 + Penalty 972.687380 = -235952.878261 nChanged 23 SP:Iteration 10F (153.205318 sec): 3 clusters Score: Raw -236931.138220 + Penalty 976.604839 = -235954.533381 nChanged 26 SP:Iteration 11Q (153.210308 sec): 3 clusters Score: Raw -236936.725441 + Penalty 978.907395 = -235957.818045 nChanged 15 SP:Iteration 12Q (153.215233 sec): 3 clusters Score: Raw -236940.544348 + Penalty 981.545630 = -235958.998718 nChanged 17 SP:Iteration 13Q (153.220153 sec): 3 clusters Score: Raw -236943.924849 + Penalty 984.627933 = -235959.296916 nChanged 19 SP:Iteration 14Q (153.225391 sec): 3 clusters Score: Raw -236947.531514 + Penalty 987.204125 = -235960.327389 nChanged 15 SP:Iteration 15Q (153.230654 sec): 3 clusters Score: Raw -236949.977347 + Penalty 989.534966 = -235960.442380 nChanged 14 SP:Iteration 16Q (153.235957 sec): 3 clusters Score: Raw -236952.292319 + Penalty 992.524861 = -235959.767458 nChanged 18 SP:Iteration 17F (153.241428 sec): 3 clusters Score: Raw -236955.329913 + Penalty 994.697422 = -235960.632492 nChanged 17 SP:Iteration 18Q (153.246552 sec): 3 clusters Score: Raw -236957.742780 + Penalty 995.841833 = -235961.900946 nChanged 9 SP:Iteration 19Q (153.251647 sec): 3 clusters Score: Raw -236958.858809 + Penalty 997.050882 = -235961.807927 nChanged 7 SP:Iteration 20F (153.256994 sec): 3 clusters Score: Raw -236959.735866 + Penalty 998.663374 = -235961.072492 nChanged 10 SP:Iteration 21F (153.262562 sec): 3 clusters Score: Raw -236961.828419 + Penalty 1001.268006 = -235960.560413 nChanged 15 SP:Iteration 22F (153.267665 sec): 3 clusters Score: Raw -236964.332378 + Penalty 1003.911396 = -235960.420982 nChanged 15 SP:Iteration 23F (153.273066 sec): 3 clusters Score: Raw -236966.065495 + Penalty 1005.857604 = -235960.207891 nChanged 11 SP:Iteration 24F (153.278599 sec): 3 clusters Score: Raw -236967.273712 + Penalty 1006.975848 = -235960.297864 nChanged 8 SP:Iteration 25Q (153.283500 sec): 3 clusters Score: Raw -236968.390835 + Penalty 1008.797573 = -235959.593262 nChanged 11 SP:Iteration 26F (153.288763 sec): 3 clusters Score: Raw -236970.696766 + Penalty 1011.007910 = -235959.688857 nChanged 14 SP:Iteration 27Q (153.293935 sec): 3 clusters Score: Raw -236973.069926 + Penalty 1013.594717 = -235959.475209 nChanged 15 SP:Iteration 28F (153.299183 sec): 3 clusters Score: Raw -236976.034293 + Penalty 1017.110069 = -235958.924224 nChanged 20 SP:Iteration 29F (153.304308 sec): 3 clusters Score: Raw -236981.411440 + Penalty 1020.003293 = -235961.408147 nChanged 15 SP:Iteration 30F (153.309467 sec): 3 clusters Score: Raw -236984.861896 + Penalty 1022.827104 = -235962.034792 nChanged 17 SP:Iteration 31Q (153.314336 sec): 3 clusters Score: Raw -236988.973956 + Penalty 1024.869757 = -235964.104199 nChanged 13 SP:Iteration 32Q (153.319205 sec): 3 clusters Score: Raw -236990.757977 + Penalty 1026.046693 = -235964.711284 nChanged 8 SP:Iteration 33Q (153.324065 sec): 3 clusters Score: Raw -236992.154364 + Penalty 1026.805356 = -235965.349008 nChanged 5 SP:Iteration 34Q (153.329302 sec): 3 clusters Score: Raw -236992.624980 + Penalty 1027.591203 = -235965.033777 nChanged 3 SP:Iteration 35F (153.334770 sec): 3 clusters Score: Raw -236992.687566 + Penalty 1027.591203 = -235965.096363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 35 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.337926 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.338772 sec): 3 clusters Score: Raw -29031.524154 + Penalty 96.731861 = -28934.792293 nChanged 155 SP:Iteration 1F (153.339612 sec): 3 clusters Score: Raw -29173.143649 + Penalty 97.473575 = -29075.670074 nChanged 15 SP:Iteration 2Q (153.340442 sec): 3 clusters Score: Raw -29176.108304 + Penalty 97.574019 = -29078.534285 nChanged 7 SP:Iteration 3Q (153.341270 sec): 3 clusters Score: Raw -29176.384246 + Penalty 97.607502 = -29078.776744 nChanged 9 SP:Iteration 4Q (153.342097 sec): 3 clusters Score: Raw -29176.999117 + Penalty 97.937489 = -29079.061628 nChanged 12 SP:Iteration 5Q (153.342919 sec): 3 clusters Score: Raw -29180.011824 + Penalty 95.795356 = -29084.216467 nChanged 15 SP:Iteration 6Q (153.343742 sec): 3 clusters Score: Raw -29183.568652 + Penalty 93.796632 = -29089.772020 nChanged 18 SP:Iteration 7F (153.344542 sec): 3 clusters Score: Raw -29193.465966 + Penalty 92.751924 = -29100.714041 nChanged 32 SP:Iteration 8F (153.345336 sec): 3 clusters Score: Raw -29238.464626 + Penalty 49.819095 = -29188.645530 nChanged 14 SP:Iteration 9Q (153.345968 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 SP:Iteration 10F (153.346598 sec): 2 clusters Score: Raw -29256.110111 + Penalty 49.819095 = -29206.291015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 36 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.350321 sec): 2 clusters Score: Raw -102050.336668 + Penalty 562.365287 = -101487.971381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.352580 sec): 3 clusters Score: Raw -101444.665003 + Penalty 1125.803567 = -100318.861435 nChanged 419 SP:Iteration 1F (153.354745 sec): 3 clusters Score: Raw -101677.380762 + Penalty 1129.542171 = -100547.838591 nChanged 128 SP:Iteration 2F (153.356874 sec): 3 clusters Score: Raw -101765.087320 + Penalty 1145.032138 = -100620.055182 nChanged 91 SP:Iteration 3F (153.359217 sec): 3 clusters Score: Raw -101846.652777 + Penalty 1164.525032 = -100682.127746 nChanged 77 SP:Iteration 4F (153.361599 sec): 3 clusters Score: Raw -101918.155114 + Penalty 1188.333617 = -100729.821497 nChanged 59 SP:Iteration 5F (153.363832 sec): 3 clusters Score: Raw -101973.315757 + Penalty 1209.646466 = -100763.669290 nChanged 44 SP:Iteration 6Q (153.366048 sec): 3 clusters Score: Raw -102013.200792 + Penalty 1236.386808 = -100776.813984 nChanged 32 SP:Iteration 7Q (153.368132 sec): 3 clusters Score: Raw -102046.713282 + Penalty 1249.693311 = -100797.019970 nChanged 14 SP:Iteration 8Q (153.370259 sec): 3 clusters Score: Raw -102060.277486 + Penalty 1263.253223 = -100797.024264 nChanged 14 SP:Iteration 9Q (153.372306 sec): 3 clusters Score: Raw -102072.506411 + Penalty 1266.402120 = -100806.104291 nChanged 10 SP:Iteration 10F (153.374582 sec): 3 clusters Score: Raw -102077.322165 + Penalty 1270.643751 = -100806.678413 nChanged 4 SP:Iteration 11Q (153.376634 sec): 3 clusters Score: Raw -102079.769728 + Penalty 1284.769344 = -100795.000384 nChanged 6 SP:Iteration 12F (153.378842 sec): 3 clusters Score: Raw -102085.704198 + Penalty 1290.217070 = -100795.487127 nChanged 4 SP:Iteration 13Q (153.380804 sec): 3 clusters Score: Raw -102089.785799 + Penalty 1288.443915 = -100801.341884 nChanged 1 SP:Iteration 14Q (153.382730 sec): 3 clusters Score: Raw -102090.680280 + Penalty 1287.037870 = -100803.642409 nChanged 1 SP:Iteration 15Q (153.384653 sec): 3 clusters Score: Raw -102090.573128 + Penalty 1287.037870 = -100803.535258 nChanged 0 SP:Iteration 16F (153.386789 sec): 3 clusters Score: Raw -102090.573128 + Penalty 1287.037870 = -100803.535258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 38 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.388493 sec): 2 clusters Score: Raw -33703.097091 + Penalty 681.885342 = -33021.211749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.389451 sec): 3 clusters Score: Raw -33559.863427 + Penalty 1363.259795 = -32196.603632 nChanged 107 SP:Iteration 1F (153.390457 sec): 3 clusters Score: Raw -33668.795030 + Penalty 1364.217088 = -32304.577942 nChanged 28 SP:Iteration 2F (153.391434 sec): 3 clusters Score: Raw -33697.174667 + Penalty 1364.148567 = -32333.026100 nChanged 14 SP:Iteration 3Q (153.392387 sec): 3 clusters Score: Raw -33713.339270 + Penalty 1364.109070 = -32349.230200 nChanged 3 SP:Iteration 4Q (153.393341 sec): 3 clusters Score: Raw -33715.784473 + Penalty 1364.151880 = -32351.632594 nChanged 1 SP:Iteration 5Q (153.394269 sec): 3 clusters Score: Raw -33717.657552 + Penalty 1364.094873 = -32353.562679 nChanged 1 SP:Iteration 6Q (153.395198 sec): 3 clusters Score: Raw -33718.898004 + Penalty 1363.944535 = -32354.953469 nChanged 2 SP:Iteration 7Q (153.396110 sec): 3 clusters Score: Raw -33720.820166 + Penalty 1363.854581 = -32356.965586 nChanged 1 SP:Iteration 8Q (153.397024 sec): 3 clusters Score: Raw -33722.622394 + Penalty 1363.783135 = -32358.839260 nChanged 3 SP:Iteration 9Q (153.397931 sec): 3 clusters Score: Raw -33724.910193 + Penalty 1363.773909 = -32361.136284 nChanged 2 SP:Iteration 10F (153.398859 sec): 3 clusters Score: Raw -33726.398502 + Penalty 1363.734449 = -32362.664053 nChanged 1 SP:Iteration 11Q (153.399769 sec): 3 clusters Score: Raw -33727.370699 + Penalty 1363.734449 = -32363.636251 nChanged 0 SP:Iteration 12F (153.400696 sec): 3 clusters Score: Raw -33727.370699 + Penalty 1363.734449 = -32363.636251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 39 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.402240 sec): 2 clusters Score: Raw -31894.933791 + Penalty 239.593500 = -31655.340291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.403203 sec): 3 clusters Score: Raw -31695.528337 + Penalty 478.323008 = -31217.205329 nChanged 144 SP:Iteration 1F (153.404140 sec): 3 clusters Score: Raw -31806.886979 + Penalty 477.603839 = -31329.283140 nChanged 45 SP:Iteration 2F (153.405074 sec): 3 clusters Score: Raw -31835.596138 + Penalty 479.058794 = -31356.537343 nChanged 23 SP:Iteration 3F (153.406009 sec): 3 clusters Score: Raw -31851.866166 + Penalty 485.031643 = -31366.834523 nChanged 22 SP:Iteration 4F (153.406977 sec): 3 clusters Score: Raw -31878.109208 + Penalty 506.420973 = -31371.688234 nChanged 29 SP:Iteration 5F (153.407909 sec): 3 clusters Score: Raw -31918.835286 + Penalty 531.459410 = -31387.375876 nChanged 20 SP:Iteration 6Q (153.408805 sec): 3 clusters Score: Raw -31944.154236 + Penalty 549.918150 = -31394.236086 nChanged 10 SP:Iteration 7Q (153.409686 sec): 3 clusters Score: Raw -31960.745816 + Penalty 558.779572 = -31401.966244 nChanged 5 SP:Iteration 8Q (153.410541 sec): 3 clusters Score: Raw -31966.049730 + Penalty 576.302864 = -31389.746867 nChanged 8 SP:Iteration 9F (153.411433 sec): 3 clusters Score: Raw -31977.788720 + Penalty 616.227429 = -31361.561291 nChanged 14 SP:Iteration 10F (153.412325 sec): 3 clusters Score: Raw -31992.494436 + Penalty 632.275014 = -31360.219422 nChanged 5 SP:Iteration 11F (153.413218 sec): 3 clusters Score: Raw -31998.762731 + Penalty 645.488150 = -31353.274581 nChanged 5 SP:Iteration 12F (153.414109 sec): 3 clusters Score: Raw -32007.080467 + Penalty 656.423583 = -31350.656884 nChanged 4 SP:Iteration 13F (153.415001 sec): 3 clusters Score: Raw -32018.594510 + Penalty 664.078696 = -31354.515814 nChanged 2 SP:Iteration 14Q (153.415806 sec): 3 clusters Score: Raw -32019.549865 + Penalty 668.269244 = -31351.280621 nChanged 1 SP:Iteration 15F (153.416696 sec): 3 clusters Score: Raw -32020.126387 + Penalty 668.269244 = -31351.857143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 40 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.418635 sec): 2 clusters Score: Raw -45495.040887 + Penalty 955.165648 = -44539.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.419744 sec): 3 clusters Score: Raw -45339.103028 + Penalty 1910.754066 = -43428.348962 nChanged 111 SP:Iteration 1F (153.420804 sec): 3 clusters Score: Raw -45458.089923 + Penalty 1911.871890 = -43546.218033 nChanged 35 SP:Iteration 2F (153.421940 sec): 3 clusters Score: Raw -45507.456766 + Penalty 1913.609843 = -43593.846923 nChanged 24 SP:Iteration 3Q (153.423048 sec): 3 clusters Score: Raw -45536.203993 + Penalty 1914.317107 = -43621.886886 nChanged 9 SP:Iteration 4Q (153.424142 sec): 3 clusters Score: Raw -45548.067561 + Penalty 1914.731265 = -43633.336296 nChanged 5 SP:Iteration 5Q (153.425235 sec): 3 clusters Score: Raw -45554.708768 + Penalty 1915.534695 = -43639.174073 nChanged 3 SP:Iteration 6Q (153.426322 sec): 3 clusters Score: Raw -45557.253528 + Penalty 1916.074663 = -43641.178865 nChanged 2 SP:Iteration 7Q (153.427408 sec): 3 clusters Score: Raw -45562.926151 + Penalty 1916.004449 = -43646.921702 nChanged 2 SP:Iteration 8Q (153.428561 sec): 3 clusters Score: Raw -45566.465102 + Penalty 1916.488475 = -43649.976627 nChanged 4 SP:Iteration 9Q (153.429661 sec): 3 clusters Score: Raw -45569.731446 + Penalty 1916.723988 = -43653.007459 nChanged 2 SP:Iteration 10F (153.430718 sec): 3 clusters Score: Raw -45572.009136 + Penalty 1916.902606 = -43655.106530 nChanged 2 SP:Iteration 11Q (153.431751 sec): 3 clusters Score: Raw -45574.211910 + Penalty 1917.328972 = -43656.882939 nChanged 2 SP:Iteration 12Q (153.432802 sec): 3 clusters Score: Raw -45577.062135 + Penalty 1917.784171 = -43659.277964 nChanged 2 SP:Iteration 13Q (153.433909 sec): 3 clusters Score: Raw -45579.912766 + Penalty 1918.595875 = -43661.316891 nChanged 4 SP:Iteration 14Q (153.435043 sec): 3 clusters Score: Raw -45587.733736 + Penalty 1918.996318 = -43668.737418 nChanged 2 SP:Iteration 15Q (153.436138 sec): 3 clusters Score: Raw -45590.463709 + Penalty 1918.996318 = -43671.467391 nChanged 0 SP:Iteration 16F (153.437258 sec): 3 clusters Score: Raw -45590.463709 + Penalty 1918.996318 = -43671.467391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 43 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.438974 sec): 2 clusters Score: Raw -36577.640829 + Penalty 254.260953 = -36323.379875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.440048 sec): 3 clusters Score: Raw -36335.962199 + Penalty 507.624812 = -35828.337388 nChanged 159 SP:Iteration 1F (153.441073 sec): 3 clusters Score: Raw -36423.538307 + Penalty 512.345721 = -35911.192586 nChanged 64 SP:Iteration 2F (153.442108 sec): 3 clusters Score: Raw -36480.123116 + Penalty 537.993853 = -35942.129263 nChanged 37 SP:Iteration 3F (153.443149 sec): 3 clusters Score: Raw -36528.129720 + Penalty 605.983487 = -35922.146232 nChanged 41 SP:Iteration 4F (153.444204 sec): 3 clusters Score: Raw -36592.603720 + Penalty 647.408148 = -35945.195572 nChanged 18 SP:Iteration 5Q (153.445293 sec): 3 clusters Score: Raw -36618.008862 + Penalty 666.426662 = -35951.582200 nChanged 7 SP:Iteration 6Q (153.446247 sec): 3 clusters Score: Raw -36627.488402 + Penalty 671.152113 = -35956.336289 nChanged 3 SP:Iteration 7Q (153.447228 sec): 3 clusters Score: Raw -36629.364800 + Penalty 671.152113 = -35958.212687 nChanged 0 SP:Iteration 8F (153.448335 sec): 3 clusters Score: Raw -36629.364800 + Penalty 671.152113 = -35958.212687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 49 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.451381 sec): 2 clusters Score: Raw -73172.801406 + Penalty 334.902922 = -72837.898483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.453275 sec): 3 clusters Score: Raw -72704.344227 + Penalty 673.358409 = -72030.985817 nChanged 338 SP:Iteration 1F (153.455141 sec): 3 clusters Score: Raw -73000.335884 + Penalty 683.771815 = -72316.564068 nChanged 97 SP:Iteration 2F (153.457007 sec): 3 clusters Score: Raw -73126.409259 + Penalty 692.737963 = -72433.671297 nChanged 72 SP:Iteration 3F (153.459038 sec): 3 clusters Score: Raw -73201.183463 + Penalty 701.406775 = -72499.776688 nChanged 36 SP:Iteration 4Q (153.461064 sec): 3 clusters Score: Raw -73233.840467 + Penalty 708.327425 = -72525.513043 nChanged 19 SP:Iteration 5Q (153.462959 sec): 3 clusters Score: Raw -73254.557819 + Penalty 710.429157 = -72544.128662 nChanged 17 SP:Iteration 6Q (153.464784 sec): 3 clusters Score: Raw -73278.313254 + Penalty 716.865195 = -72561.448059 nChanged 14 SP:Iteration 7Q (153.466582 sec): 3 clusters Score: Raw -73292.706237 + Penalty 718.617779 = -72574.088458 nChanged 12 SP:Iteration 8Q (153.468437 sec): 3 clusters Score: Raw -73304.109333 + Penalty 718.339545 = -72585.769789 nChanged 8 SP:Iteration 9Q (153.470250 sec): 3 clusters Score: Raw -73310.099303 + Penalty 720.602993 = -72589.496310 nChanged 7 SP:Iteration 10F (153.472173 sec): 3 clusters Score: Raw -73317.668784 + Penalty 721.975884 = -72595.692900 nChanged 6 SP:Iteration 11Q (153.473926 sec): 3 clusters Score: Raw -73319.986332 + Penalty 722.931297 = -72597.055035 nChanged 2 SP:Iteration 12Q (153.475737 sec): 3 clusters Score: Raw -73320.741594 + Penalty 723.150207 = -72597.591387 nChanged 1 SP:Iteration 13Q (153.477607 sec): 3 clusters Score: Raw -73320.853330 + Penalty 723.150207 = -72597.703123 nChanged 0 SP:Iteration 14F (153.479640 sec): 3 clusters Score: Raw -73320.853330 + Penalty 723.150207 = -72597.703123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 51 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.481163 sec): 2 clusters Score: Raw -29799.471185 + Penalty 866.753302 = -28932.717883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.482048 sec): 3 clusters Score: Raw -29732.719434 + Penalty 1733.416151 = -27999.303283 nChanged 64 SP:Iteration 1F (153.482917 sec): 3 clusters Score: Raw -29824.968895 + Penalty 1733.287239 = -28091.681656 nChanged 24 SP:Iteration 2F (153.483785 sec): 3 clusters Score: Raw -29861.281206 + Penalty 1733.307736 = -28127.973470 nChanged 8 SP:Iteration 3Q (153.484636 sec): 3 clusters Score: Raw -29875.691355 + Penalty 1733.135092 = -28142.556264 nChanged 5 SP:Iteration 4Q (153.485512 sec): 3 clusters Score: Raw -29885.111814 + Penalty 1732.678958 = -28152.432856 nChanged 5 SP:Iteration 5Q (153.486358 sec): 3 clusters Score: Raw -29890.614229 + Penalty 1732.780202 = -28157.834026 nChanged 2 SP:Iteration 6Q (153.487202 sec): 3 clusters Score: Raw -29892.009230 + Penalty 1732.351609 = -28159.657620 nChanged 2 SP:Iteration 7Q (153.488046 sec): 3 clusters Score: Raw -29895.662408 + Penalty 1732.395609 = -28163.266799 nChanged 2 SP:Iteration 8Q (153.488889 sec): 3 clusters Score: Raw -29904.637124 + Penalty 1732.200795 = -28172.436329 nChanged 2 SP:Iteration 9Q (153.489729 sec): 3 clusters Score: Raw -29908.550621 + Penalty 1732.370644 = -28176.179977 nChanged 3 SP:Iteration 10F (153.490653 sec): 3 clusters Score: Raw -29915.509711 + Penalty 1732.375262 = -28183.134449 nChanged 5 SP:Iteration 11Q (153.491532 sec): 3 clusters Score: Raw -29927.457442 + Penalty 1732.343788 = -28195.113653 nChanged 6 SP:Iteration 12Q (153.492404 sec): 3 clusters Score: Raw -29937.240583 + Penalty 1732.496193 = -28204.744390 nChanged 1 SP:Iteration 13Q (153.493270 sec): 3 clusters Score: Raw -29940.232462 + Penalty 1732.298648 = -28207.933814 nChanged 1 SP:Iteration 14Q (153.494139 sec): 3 clusters Score: Raw -29941.579738 + Penalty 1732.418614 = -28209.161124 nChanged 1 SP:Iteration 15Q (153.494971 sec): 3 clusters Score: Raw -29953.279523 + Penalty 1732.741531 = -28220.537992 nChanged 2 SP:Iteration 16Q (153.495799 sec): 3 clusters Score: Raw -29963.306509 + Penalty 1732.549138 = -28230.757371 nChanged 5 SP:Iteration 17Q (153.496628 sec): 3 clusters Score: Raw -29983.852680 + Penalty 1732.095105 = -28251.757575 nChanged 8 SP:Iteration 18Q (153.497452 sec): 3 clusters Score: Raw -29993.488615 + Penalty 1731.662623 = -28261.825992 nChanged 2 SP:Iteration 19Q (153.498274 sec): 3 clusters Score: Raw -29995.370828 + Penalty 1731.614061 = -28263.756767 nChanged 2 SP:Iteration 20F (153.499146 sec): 3 clusters Score: Raw -30000.534196 + Penalty 1731.517476 = -28269.016720 nChanged 2 SP:Iteration 21Q (153.499973 sec): 3 clusters Score: Raw -30003.122054 + Penalty 1731.049750 = -28272.072304 nChanged 2 SP:Iteration 22Q (153.500798 sec): 3 clusters Score: Raw -30007.652193 + Penalty 1730.669220 = -28276.982973 nChanged 2 SP:Iteration 23Q (153.501621 sec): 3 clusters Score: Raw -30010.181134 + Penalty 1730.914734 = -28279.266401 nChanged 1 SP:Iteration 24Q (153.502445 sec): 3 clusters Score: Raw -30011.580588 + Penalty 1730.914734 = -28280.665855 nChanged 0 SP:Iteration 25F (153.503313 sec): 3 clusters Score: Raw -30011.580588 + Penalty 1730.914734 = -28280.665855 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 59 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.508856 sec): 2 clusters Score: Raw -149538.544455 + Penalty 534.948950 = -149003.595505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.512224 sec): 3 clusters Score: Raw -148627.464238 + Penalty 1072.291934 = -147555.172305 nChanged 655 SP:Iteration 1F (153.515435 sec): 3 clusters Score: Raw -148969.062392 + Penalty 1076.622513 = -147892.439879 nChanged 161 SP:Iteration 2F (153.518651 sec): 3 clusters Score: Raw -149061.013664 + Penalty 1084.866580 = -147976.147084 nChanged 119 SP:Iteration 3F (153.522007 sec): 3 clusters Score: Raw -149141.801834 + Penalty 1097.830161 = -148043.971673 nChanged 126 SP:Iteration 4F (153.525487 sec): 3 clusters Score: Raw -149237.647496 + Penalty 1120.098867 = -148117.548629 nChanged 105 SP:Iteration 5F (153.528907 sec): 3 clusters Score: Raw -149332.131415 + Penalty 1141.344581 = -148190.786834 nChanged 76 SP:Iteration 6Q (153.532326 sec): 3 clusters Score: Raw -149428.396543 + Penalty 1176.012465 = -148252.384078 nChanged 64 SP:Iteration 7Q (153.535726 sec): 3 clusters Score: Raw -149505.883877 + Penalty 1196.339112 = -148309.544765 nChanged 37 SP:Iteration 8Q (153.539164 sec): 3 clusters Score: Raw -149535.402017 + Penalty 1220.098397 = -148315.303620 nChanged 36 SP:Iteration 9Q (153.542379 sec): 3 clusters Score: Raw -149568.642140 + Penalty 1241.147464 = -148327.494676 nChanged 25 SP:Iteration 10F (153.545834 sec): 3 clusters Score: Raw -149591.618620 + Penalty 1255.286129 = -148336.332492 nChanged 16 SP:Iteration 11Q (153.548893 sec): 3 clusters Score: Raw -149603.743221 + Penalty 1270.385653 = -148333.357569 nChanged 16 SP:Iteration 12F (153.552243 sec): 3 clusters Score: Raw -149615.799361 + Penalty 1281.780522 = -148334.018839 nChanged 10 SP:Iteration 13Q (153.555226 sec): 3 clusters Score: Raw -149620.605938 + Penalty 1288.008974 = -148332.596963 nChanged 5 SP:Iteration 14F (153.558890 sec): 3 clusters Score: Raw -149623.973336 + Penalty 1291.695345 = -148332.277991 nChanged 3 SP:Iteration 15F (153.562306 sec): 3 clusters Score: Raw -149626.147373 + Penalty 1291.876790 = -148334.270583 nChanged 2 SP:Iteration 16Q (153.565188 sec): 3 clusters Score: Raw -149628.233118 + Penalty 1294.166675 = -148334.066443 nChanged 3 SP:Iteration 17F (153.568544 sec): 3 clusters Score: Raw -149628.824956 + Penalty 1296.232401 = -148332.592555 nChanged 2 SP:Iteration 18F (153.571905 sec): 3 clusters Score: Raw -149629.813452 + Penalty 1296.846498 = -148332.966954 nChanged 1 SP:Iteration 19Q (153.574907 sec): 3 clusters Score: Raw -149629.741113 + Penalty 1296.846498 = -148332.894615 nChanged 0 SP:Iteration 20F (153.578332 sec): 3 clusters Score: Raw -149629.741113 + Penalty 1296.846498 = -148332.894615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 63 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.581064 sec): 2 clusters Score: Raw -18828.716228 + Penalty 662.832628 = -18165.883600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.581685 sec): 3 clusters Score: Raw -18827.999201 + Penalty 1330.729297 = -17497.269904 nChanged 40 SP:Iteration 1F (153.582297 sec): 3 clusters Score: Raw -18900.517277 + Penalty 1331.093940 = -17569.423337 nChanged 13 SP:Iteration 2F (153.582910 sec): 3 clusters Score: Raw -18927.380406 + Penalty 1333.256714 = -17594.123693 nChanged 4 SP:Iteration 3Q (153.583502 sec): 3 clusters Score: Raw -18939.194341 + Penalty 1333.897726 = -17605.296615 nChanged 3 SP:Iteration 4Q (153.584091 sec): 3 clusters Score: Raw -18942.176209 + Penalty 1334.954413 = -17607.221796 nChanged 1 SP:Iteration 5Q (153.584677 sec): 3 clusters Score: Raw -18942.890081 + Penalty 1334.954413 = -17607.935667 nChanged 0 SP:Iteration 6F (153.585289 sec): 3 clusters Score: Raw -18942.890081 + Penalty 1334.954413 = -17607.935667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 67 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.586523 sec): 2 clusters Score: Raw -22258.239296 + Penalty 402.760768 = -21855.478528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.587262 sec): 3 clusters Score: Raw -22156.997373 + Penalty 805.462257 = -21351.535116 nChanged 89 SP:Iteration 1F (153.587991 sec): 3 clusters Score: Raw -22263.720584 + Penalty 808.664681 = -21455.055903 nChanged 26 SP:Iteration 2F (153.588770 sec): 3 clusters Score: Raw -22296.938901 + Penalty 816.168578 = -21480.770323 nChanged 17 SP:Iteration 3F (153.589518 sec): 3 clusters Score: Raw -22324.488162 + Penalty 828.613355 = -21495.874807 nChanged 16 SP:Iteration 4F (153.590263 sec): 3 clusters Score: Raw -22342.328961 + Penalty 838.553108 = -21503.775852 nChanged 8 SP:Iteration 5Q (153.590967 sec): 3 clusters Score: Raw -22351.907704 + Penalty 854.564121 = -21497.343583 nChanged 13 SP:Iteration 6F (153.591702 sec): 3 clusters Score: Raw -22370.530307 + Penalty 865.428631 = -21505.101675 nChanged 7 SP:Iteration 7Q (153.592370 sec): 3 clusters Score: Raw -22377.651437 + Penalty 865.469527 = -21512.181911 nChanged 2 SP:Iteration 8Q (153.593050 sec): 3 clusters Score: Raw -22379.799439 + Penalty 866.537903 = -21513.261536 nChanged 1 SP:Iteration 9Q (153.593724 sec): 3 clusters Score: Raw -22381.454947 + Penalty 866.537903 = -21514.917043 nChanged 0 SP:Iteration 10F (153.594491 sec): 3 clusters Score: Raw -22381.454947 + Penalty 866.537903 = -21514.917043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 107 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.596136 sec): 2 clusters Score: Raw -34494.431540 + Penalty 414.548798 = -34079.882742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.597107 sec): 3 clusters Score: Raw -34311.814715 + Penalty 830.159100 = -33481.655615 nChanged 140 SP:Iteration 1F (153.598059 sec): 3 clusters Score: Raw -34399.889779 + Penalty 833.961361 = -33565.928418 nChanged 48 SP:Iteration 2F (153.599022 sec): 3 clusters Score: Raw -34439.456088 + Penalty 835.136652 = -33604.319435 nChanged 31 SP:Iteration 3F (153.599959 sec): 3 clusters Score: Raw -34461.942693 + Penalty 838.615162 = -33623.327531 nChanged 15 SP:Iteration 4Q (153.600885 sec): 3 clusters Score: Raw -34473.070563 + Penalty 845.624322 = -33627.446241 nChanged 11 SP:Iteration 5Q (153.601809 sec): 3 clusters Score: Raw -34483.871800 + Penalty 852.489210 = -33631.382590 nChanged 12 SP:Iteration 6Q (153.602730 sec): 3 clusters Score: Raw -34496.322493 + Penalty 855.943306 = -33640.379186 nChanged 7 SP:Iteration 7Q (153.603666 sec): 3 clusters Score: Raw -34500.667752 + Penalty 862.936076 = -33637.731676 nChanged 6 SP:Iteration 8F (153.604605 sec): 3 clusters Score: Raw -34506.395386 + Penalty 878.253089 = -33628.142297 nChanged 11 SP:Iteration 9F (153.605528 sec): 3 clusters Score: Raw -34522.538414 + Penalty 889.291580 = -33633.246833 nChanged 10 SP:Iteration 10F (153.606449 sec): 3 clusters Score: Raw -34532.654249 + Penalty 897.465738 = -33635.188510 nChanged 5 SP:Iteration 11Q (153.607331 sec): 3 clusters Score: Raw -34538.611220 + Penalty 905.768106 = -33632.843114 nChanged 6 SP:Iteration 12F (153.608254 sec): 3 clusters Score: Raw -34544.717293 + Penalty 913.737045 = -33630.980248 nChanged 6 SP:Iteration 13F (153.609181 sec): 3 clusters Score: Raw -34554.244297 + Penalty 912.779319 = -33641.464978 nChanged 3 SP:Iteration 14Q (153.610041 sec): 3 clusters Score: Raw -34561.278737 + Penalty 915.167705 = -33646.111032 nChanged 1 SP:Iteration 15Q (153.610898 sec): 3 clusters Score: Raw -34561.882572 + Penalty 917.940979 = -33643.941592 nChanged 1 SP:Iteration 16F (153.611816 sec): 3 clusters Score: Raw -34563.940492 + Penalty 919.895117 = -33644.045375 nChanged 1 SP:Iteration 17Q (153.612670 sec): 3 clusters Score: Raw -34564.863402 + Penalty 919.895117 = -33644.968286 nChanged 0 SP:Iteration 18F (153.613588 sec): 3 clusters Score: Raw -34564.863402 + Penalty 919.895117 = -33644.968286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.614141 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.614341 sec): 2 clusters Score: Raw -408.070521 + Penalty 48.357038 = -359.713483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.39 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.614837 sec): 2 clusters Score: Raw -792.643548 + Penalty 79.187136 = -713.456412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.615062 sec): 3 clusters Score: Raw -835.269254 + Penalty 176.957735 = -658.311519 nChanged 0 Time taken for this iteration:152.433107 seconds. 300->39 Clusters: Score -3373430.615955, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 248 (time per iteration =619.606891 ms) Total iterations: 4561 (time per iteration =33.690530 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10026724375.000000 (time per metric unit =15.325295ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 250668109375.000000 (time per metric unit=613.011800ps) That took 153.662509 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 12 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.28 and 0.42 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 30479 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 30479 points ------ Starting initial clusters from distinct float masks Not enough masks (212) to generate starting clusters (300), so starting with (213) clusters instead. Assigned 213 initial classes from 212 unique masks. Deleting Class 166 (4 points): Lose 63.467136 but Gain 1649.621443 Iteration 0F (3.903307 sec): 212 clusters Score: Raw -2388460.682785 + Penalty 197987.509127 = -2190473.173658 nChanged 10570 Deleting Class 177 (2 points): Lose 15.007903 but Gain 1537.147734 Iteration 1F (6.607221 sec): 189 clusters Score: Raw -2417461.059171 + Penalty 192519.448549 = -2224941.610622 nChanged 3875 Deleting Class 147 (9 points): Lose 46.660042 but Gain 1554.940246 Iteration 2F (9.234574 sec): 184 clusters Score: Raw -2425735.581237 + Penalty 186630.754710 = -2239104.826527 nChanged 2159 Deleting Class 39 (11 points): Lose 131.416970 but Gain 1626.993188 Iteration 3F (11.797611 sec): 179 clusters Score: Raw -2428932.200933 + Penalty 183901.413635 = -2245030.787298 nChanged 1394 Deleting Class 125 (13 points): Lose 148.841433 but Gain 1628.018588 Iteration 4Q (12.147107 sec): 176 clusters Score: Raw -2430617.930373 + Penalty 180358.589806 = -2250259.340567 nChanged 1106 Deleting Class 118 (2 points): Lose 23.647159 but Gain 1481.919354 Iteration 5Q (12.455503 sec): 173 clusters Score: Raw -2431976.778731 + Penalty 179002.275960 = -2252974.502771 nChanged 1133 Deleting Class 187 (3 points): Lose 29.988870 but Gain 1457.906969 Iteration 6Q (12.761051 sec): 172 clusters Score: Raw -2433429.989395 + Penalty 178183.637385 = -2255246.352010 nChanged 1200 Deleting Class 126 (11 points): Lose 90.835900 but Gain 1512.654917 Iteration 7Q (13.063776 sec): 171 clusters Score: Raw -2434912.101454 + Penalty 175108.777449 = -2259803.324005 nChanged 898 Deleting Class 175 (3 points): Lose 9.857662 but Gain 1424.535164 Iteration 8Q (13.332843 sec): 168 clusters Score: Raw -2435748.766800 + Penalty 174028.918863 = -2261719.847937 nChanged 728 Deleting Class 195 (5 points): Lose 61.389199 but Gain 1468.007470 Iteration 9Q (13.580379 sec): 167 clusters Score: Raw -2436303.693473 + Penalty 172568.184046 = -2263735.509427 nChanged 545 Deleting Class 196 (2 points): Lose 27.074216 but Gain 1432.101782 Iteration 10F (15.929362 sec): 166 clusters Score: Raw -2436851.666134 + Penalty 169998.277312 = -2266853.388822 nChanged 463 Deleting Class 111 (7 points): Lose 70.258511 but Gain 1468.232325 Iteration 11Q (16.155168 sec): 163 clusters Score: Raw -2437224.905215 + Penalty 168736.999017 = -2268487.906198 nChanged 368 Deleting Class 27 (10 points): Lose 123.919839 but Gain 1515.886283 Iteration 12Q (16.369258 sec): 162 clusters Score: Raw -2437401.151449 + Penalty 166997.037599 = -2270404.113851 nChanged 299 Deleting Class 94 (35 points): Lose 228.274929 but Gain 1611.640321 Iteration 13Q (16.576954 sec): 161 clusters Score: Raw -2437419.792239 + Penalty 165443.502326 = -2271976.289913 nChanged 283 Deleting Class 173 (5 points): Lose 29.248771 but Gain 1389.615339 Iteration 14Q (16.781374 sec): 160 clusters Score: Raw -2437683.088976 + Penalty 164122.335508 = -2273560.753468 nChanged 244 Deleting Class 68 (58 points): Lose 271.405918 but Gain 1628.989514 Iteration 15Q (16.980571 sec): 159 clusters Score: Raw -2437630.005220 + Penalty 162788.368363 = -2274841.636857 nChanged 274 Deleting Class 105 (9 points): Lose 49.803472 but Gain 1406.851352 Iteration 16Q (17.181650 sec): 158 clusters Score: Raw -2437883.967062 + Penalty 161317.361622 = -2276566.605440 nChanged 233 Deleting Class 75 (1 points): Lose 0.079877 but Gain 1345.944143 Iteration 17Q (17.378634 sec): 157 clusters Score: Raw -2438022.617268 + Penalty 160020.274557 = -2278002.342711 nChanged 179 Deleting Class 113 (18 points): Lose 122.595621 but Gain 1468.646433 Iteration 18Q (17.569633 sec): 156 clusters Score: Raw -2438010.532159 + Penalty 158629.560352 = -2279380.971807 nChanged 214 Deleting Class 137 (1 points): Lose 0.706261 but Gain 1338.602832 Iteration 19Q (17.761559 sec): 155 clusters Score: Raw -2438162.841363 + Penalty 157335.235901 = -2280827.605462 nChanged 200 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2438162.841363 + Penalty 157335.235901 = -2280827.605462Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.882533 sec): 2 clusters Score: Raw -88222.039221 + Penalty 391.709224 = -87830.329997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.884651 sec): 3 clusters Score: Raw -87581.673218 + Penalty 788.459665 = -86793.213554 nChanged 409 SP:Iteration 1F (17.886845 sec): 3 clusters Score: Raw -87831.835177 + Penalty 807.282828 = -87024.552349 nChanged 175 SP:Iteration 2F (17.888954 sec): 3 clusters Score: Raw -87979.296159 + Penalty 832.020697 = -87147.275462 nChanged 110 SP:Iteration 3F (17.890965 sec): 3 clusters Score: Raw -88064.454506 + Penalty 855.857129 = -87208.597376 nChanged 72 SP:Iteration 4F (17.892958 sec): 3 clusters Score: Raw -88126.773769 + Penalty 870.269171 = -87256.504597 nChanged 42 SP:Iteration 5Q (17.894922 sec): 3 clusters Score: Raw -88159.081850 + Penalty 881.365688 = -87277.716162 nChanged 23 SP:Iteration 6Q (17.896845 sec): 3 clusters Score: Raw -88174.426415 + Penalty 884.411230 = -87290.015185 nChanged 16 SP:Iteration 7Q (17.898714 sec): 3 clusters Score: Raw -88184.924017 + Penalty 887.828086 = -87297.095931 nChanged 14 SP:Iteration 8Q (17.900559 sec): 3 clusters Score: Raw -88193.994243 + Penalty 888.934419 = -87305.059824 nChanged 12 SP:Iteration 9Q (17.902403 sec): 3 clusters Score: Raw -88201.200500 + Penalty 900.692683 = -87300.507818 nChanged 11 SP:Iteration 10F (17.904537 sec): 3 clusters Score: Raw -88207.939565 + Penalty 906.355173 = -87301.584392 nChanged 7 SP:Iteration 11Q (17.906463 sec): 3 clusters Score: Raw -88211.947507 + Penalty 903.590773 = -87308.356735 nChanged 7 SP:Iteration 12Q (17.908308 sec): 3 clusters Score: Raw -88217.362346 + Penalty 905.955357 = -87311.406988 nChanged 7 SP:Iteration 13Q (17.910107 sec): 3 clusters Score: Raw -88222.264822 + Penalty 921.326543 = -87300.938279 nChanged 7 SP:Iteration 14F (17.912067 sec): 3 clusters Score: Raw -88229.905210 + Penalty 932.216357 = -87297.688853 nChanged 5 SP:Iteration 15F (17.914100 sec): 3 clusters Score: Raw -88235.066783 + Penalty 933.246677 = -87301.820106 nChanged 4 SP:Iteration 16Q (17.915855 sec): 3 clusters Score: Raw -88240.834898 + Penalty 936.398886 = -87304.436012 nChanged 1 SP:Iteration 17Q (17.917640 sec): 3 clusters Score: Raw -88241.624167 + Penalty 936.398886 = -87305.225281 nChanged 0 SP:Iteration 18F (17.919692 sec): 3 clusters Score: Raw -88241.624167 + Penalty 936.398886 = -87305.225281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.920863 sec): 2 clusters Score: Raw -18600.470388 + Penalty 432.790834 = -18167.679554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.921467 sec): 3 clusters Score: Raw -18543.999376 + Penalty 865.641361 = -17678.358015 nChanged 50 SP:Iteration 1F (17.922055 sec): 3 clusters Score: Raw -18602.933038 + Penalty 866.744776 = -17736.188262 nChanged 13 SP:Iteration 2F (17.922642 sec): 3 clusters Score: Raw -18619.842838 + Penalty 867.409962 = -17752.432876 nChanged 10 SP:Iteration 3Q (17.923218 sec): 3 clusters Score: Raw -18630.388159 + Penalty 867.368386 = -17763.019773 nChanged 6 SP:Iteration 4Q (17.923792 sec): 3 clusters Score: Raw -18635.957121 + Penalty 867.446277 = -17768.510844 nChanged 1 SP:Iteration 5Q (17.924370 sec): 3 clusters Score: Raw -18637.029041 + Penalty 867.802745 = -17769.226296 nChanged 1 SP:Iteration 6Q (17.924943 sec): 3 clusters Score: Raw -18637.375862 + Penalty 867.802745 = -17769.573117 nChanged 0 SP:Iteration 7F (17.925528 sec): 3 clusters Score: Raw -18637.375862 + Penalty 867.802745 = -17769.573117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 3 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.926671 sec): 2 clusters Score: Raw -22025.619119 + Penalty 599.327600 = -21426.291519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.927329 sec): 3 clusters Score: Raw -21980.801952 + Penalty 1199.340326 = -20781.461626 nChanged 45 SP:Iteration 1F (17.927978 sec): 3 clusters Score: Raw -22049.715706 + Penalty 1199.482495 = -20850.233211 nChanged 16 SP:Iteration 2F (17.928624 sec): 3 clusters Score: Raw -22079.202947 + Penalty 1200.086258 = -20879.116689 nChanged 11 SP:Iteration 3Q (17.929255 sec): 3 clusters Score: Raw -22097.737641 + Penalty 1201.204162 = -20896.533479 nChanged 6 SP:Iteration 4Q (17.929880 sec): 3 clusters Score: Raw -22106.638865 + Penalty 1200.784149 = -20905.854716 nChanged 5 SP:Iteration 5Q (17.930503 sec): 3 clusters Score: Raw -22116.572709 + Penalty 1200.243644 = -20916.329065 nChanged 3 SP:Iteration 6Q (17.931124 sec): 3 clusters Score: Raw -22129.660742 + Penalty 1200.417955 = -20929.242787 nChanged 4 SP:Iteration 7Q (17.931742 sec): 3 clusters Score: Raw -22141.409490 + Penalty 1201.281855 = -20940.127635 nChanged 5 SP:Iteration 8Q (17.932358 sec): 3 clusters Score: Raw -22150.313604 + Penalty 1201.980014 = -20948.333590 nChanged 1 SP:Iteration 9Q (17.932971 sec): 3 clusters Score: Raw -22151.211090 + Penalty 1204.296710 = -20946.914380 nChanged 3 SP:Iteration 10F (17.933618 sec): 3 clusters Score: Raw -22153.357476 + Penalty 1205.000316 = -20948.357160 nChanged 1 SP:Iteration 11Q (17.934230 sec): 3 clusters Score: Raw -22155.531411 + Penalty 1206.269795 = -20949.261616 nChanged 2 SP:Iteration 12Q (17.934842 sec): 3 clusters Score: Raw -22157.794311 + Penalty 1209.502800 = -20948.291511 nChanged 4 SP:Iteration 13F (17.935488 sec): 3 clusters Score: Raw -22164.482213 + Penalty 1211.719329 = -20952.762884 nChanged 3 SP:Iteration 14Q (17.936147 sec): 3 clusters Score: Raw -22165.914249 + Penalty 1212.460761 = -20953.453488 nChanged 1 SP:Iteration 15Q (17.936817 sec): 3 clusters Score: Raw -22171.580420 + Penalty 1214.181049 = -20957.399371 nChanged 2 SP:Iteration 16Q (17.937446 sec): 3 clusters Score: Raw -22173.035017 + Penalty 1215.131644 = -20957.903372 nChanged 1 SP:Iteration 17Q (17.938070 sec): 3 clusters Score: Raw -22173.631654 + Penalty 1216.861636 = -20956.770019 nChanged 2 SP:Iteration 18F (17.938739 sec): 3 clusters Score: Raw -22178.038466 + Penalty 1219.218104 = -20958.820362 nChanged 2 SP:Iteration 19Q (17.939364 sec): 3 clusters Score: Raw -22183.034901 + Penalty 1220.536022 = -20962.498879 nChanged 6 SP:Iteration 20F (17.940032 sec): 3 clusters Score: Raw -22203.353734 + Penalty 1220.475649 = -20982.878085 nChanged 7 SP:Iteration 21Q (17.940673 sec): 3 clusters Score: Raw -22227.216470 + Penalty 1220.191689 = -21007.024781 nChanged 6 SP:Iteration 22Q (17.941290 sec): 3 clusters Score: Raw -22249.574075 + Penalty 1215.964420 = -21033.609656 nChanged 8 SP:Iteration 23Q (17.941896 sec): 3 clusters Score: Raw -22317.056238 + Penalty 1219.235299 = -21097.820939 nChanged 6 SP:Iteration 24Q (17.942486 sec): 3 clusters Score: Raw -22351.395530 + Penalty 1219.275956 = -21132.119574 nChanged 2 SP:Iteration 25Q (17.943062 sec): 3 clusters Score: Raw -22358.695505 + Penalty 1219.275956 = -21139.419549 nChanged 0 SP:Iteration 26F (17.943731 sec): 3 clusters Score: Raw -22358.695505 + Penalty 1219.275956 = -21139.419549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 4 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.944242 sec): 2 clusters Score: Raw -1507.873061 + Penalty 390.582490 = -1117.290571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.944483 sec): 3 clusters Score: Raw -1525.521084 + Penalty 781.164979 = -744.356105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 5 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.947298 sec): 2 clusters Score: Raw -44725.281129 + Penalty 904.616883 = -43820.664246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.948386 sec): 3 clusters Score: Raw -44603.610892 + Penalty 1808.801964 = -42794.808929 nChanged 117 SP:Iteration 1F (17.949458 sec): 3 clusters Score: Raw -44738.537874 + Penalty 1809.049784 = -42929.488091 nChanged 32 SP:Iteration 2F (17.950523 sec): 3 clusters Score: Raw -44767.833809 + Penalty 1809.216270 = -42958.617539 nChanged 11 SP:Iteration 3Q (17.951566 sec): 3 clusters Score: Raw -44776.964384 + Penalty 1809.247634 = -42967.716750 nChanged 4 SP:Iteration 4Q (17.952619 sec): 3 clusters Score: Raw -44780.599199 + Penalty 1809.180028 = -42971.419171 nChanged 3 SP:Iteration 5Q (17.953657 sec): 3 clusters Score: Raw -44784.835545 + Penalty 1809.168995 = -42975.666550 nChanged 3 SP:Iteration 6Q (17.954695 sec): 3 clusters Score: Raw -44788.161468 + Penalty 1809.169421 = -42978.992048 nChanged 1 SP:Iteration 7Q (17.955757 sec): 3 clusters Score: Raw -44789.779148 + Penalty 1809.101922 = -42980.677226 nChanged 1 SP:Iteration 8Q (17.956818 sec): 3 clusters Score: Raw -44790.594809 + Penalty 1809.101922 = -42981.492887 nChanged 0 SP:Iteration 9F (17.957886 sec): 3 clusters Score: Raw -44790.594809 + Penalty 1809.101922 = -42981.492887 nChanged 0 Memory request: 0.03 GB would take us to total of 0.31 GB. Trying to split cluster 6 (7094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.990950 sec): 2 clusters Score: Raw -577705.628143 + Penalty 200.702957 = -577504.925185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.005059 sec): 3 clusters Score: Raw -572980.242748 + Penalty 383.551921 = -572596.690826 nChanged 3474 SP:Iteration 1F (18.018545 sec): 3 clusters Score: Raw -576441.801829 + Penalty 375.911069 = -576065.890761 nChanged 937 SP:Iteration 2F (18.031756 sec): 3 clusters Score: Raw -577476.265997 + Penalty 371.279733 = -577104.986264 nChanged 583 SP:Iteration 3F (18.045376 sec): 3 clusters Score: Raw -578384.916234 + Penalty 373.800447 = -578011.115787 nChanged 255 SP:Iteration 4Q (18.057950 sec): 3 clusters Score: Raw -578540.242843 + Penalty 374.530655 = -578165.712188 nChanged 77 SP:Iteration 5Q (18.071069 sec): 3 clusters Score: Raw -578551.764210 + Penalty 374.741925 = -578177.022286 nChanged 29 SP:Iteration 6Q (18.084012 sec): 3 clusters Score: Raw -578555.323014 + Penalty 374.697427 = -578180.625587 nChanged 20 SP:Iteration 7Q (18.096340 sec): 3 clusters Score: Raw -578557.043918 + Penalty 374.259686 = -578182.784231 nChanged 12 SP:Iteration 8Q (18.108744 sec): 3 clusters Score: Raw -578557.904115 + Penalty 374.127353 = -578183.776762 nChanged 12 SP:Iteration 9Q (18.121101 sec): 3 clusters Score: Raw -578558.391762 + Penalty 374.080900 = -578184.310863 nChanged 4 SP:Iteration 10F (18.134543 sec): 3 clusters Score: Raw -578558.456904 + Penalty 374.084947 = -578184.371957 nChanged 1 SP:Iteration 11Q (18.146861 sec): 3 clusters Score: Raw -578558.471947 + Penalty 374.102023 = -578184.369923 nChanged 1 SP:Iteration 12F (18.160236 sec): 3 clusters Score: Raw -578558.477588 + Penalty 374.102023 = -578184.375564 nChanged 0 Score: Raw -2454632.325673 + Penalty 157537.142810 = -2297095.182863 Splitting cluster 6 changes total score from -2280827.605462 to -2297095.182863 So it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 7 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.380786 sec): 2 clusters Score: Raw -815.059116 + Penalty 150.514099 = -664.545017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.381036 sec): 3 clusters Score: Raw -822.163337 + Penalty 299.825629 = -522.337708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 8 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.381570 sec): 2 clusters Score: Raw -1477.375030 + Penalty 305.728219 = -1171.646811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.381809 sec): 3 clusters Score: Raw -1472.886003 + Penalty 605.396759 = -867.489244 nChanged 2 SP:Iteration 1F (20.382042 sec): 3 clusters Score: Raw -1477.524340 + Penalty 608.088160 = -869.436180 nChanged 1 SP:Iteration 2F (20.382277 sec): 3 clusters Score: Raw -1478.579986 + Penalty 602.659090 = -875.920896 nChanged 1 SP:Iteration 3F (20.382510 sec): 3 clusters Score: Raw -1478.811726 + Penalty 602.659090 = -876.152636 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 9 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.390437 sec): 2 clusters Score: Raw -136410.491537 + Penalty 495.835066 = -135914.656471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.393512 sec): 3 clusters Score: Raw -135544.101248 + Penalty 997.122698 = -134546.978550 nChanged 630 SP:Iteration 1F (20.396426 sec): 3 clusters Score: Raw -135982.819805 + Penalty 1012.774302 = -134970.045503 nChanged 199 SP:Iteration 2F (20.399341 sec): 3 clusters Score: Raw -136189.033490 + Penalty 1025.658494 = -135163.374996 nChanged 154 SP:Iteration 3F (20.402287 sec): 3 clusters Score: Raw -136316.170533 + Penalty 1033.645129 = -135282.525404 nChanged 87 SP:Iteration 4F (20.405166 sec): 3 clusters Score: Raw -136377.341441 + Penalty 1038.805401 = -135338.536040 nChanged 55 SP:Iteration 5Q (20.408064 sec): 3 clusters Score: Raw -136408.803289 + Penalty 1040.999091 = -135367.804197 nChanged 32 SP:Iteration 6Q (20.410937 sec): 3 clusters Score: Raw -136421.630454 + Penalty 1040.363675 = -135381.266779 nChanged 19 SP:Iteration 7Q (20.413749 sec): 3 clusters Score: Raw -136428.215797 + Penalty 1038.400211 = -135389.815586 nChanged 16 SP:Iteration 8Q (20.416558 sec): 3 clusters Score: Raw -136436.447029 + Penalty 1036.680453 = -135399.766576 nChanged 14 SP:Iteration 9Q (20.419531 sec): 3 clusters Score: Raw -136442.547143 + Penalty 1033.980993 = -135408.566151 nChanged 10 SP:Iteration 10F (20.422640 sec): 3 clusters Score: Raw -136447.659770 + Penalty 1032.539228 = -135415.120542 nChanged 8 SP:Iteration 11Q (20.425721 sec): 3 clusters Score: Raw -136450.332554 + Penalty 1031.362685 = -135418.969869 nChanged 11 SP:Iteration 12Q (20.428646 sec): 3 clusters Score: Raw -136453.970351 + Penalty 1030.614594 = -135423.355758 nChanged 6 SP:Iteration 13Q (20.431644 sec): 3 clusters Score: Raw -136457.174843 + Penalty 1029.083814 = -135428.091029 nChanged 8 SP:Iteration 14Q (20.434538 sec): 3 clusters Score: Raw -136460.547516 + Penalty 1028.529255 = -135432.018261 nChanged 4 SP:Iteration 15Q (20.437358 sec): 3 clusters Score: Raw -136461.465378 + Penalty 1027.644175 = -135433.821203 nChanged 3 SP:Iteration 16Q (20.440602 sec): 3 clusters Score: Raw -136463.239276 + Penalty 1026.632335 = -135436.606940 nChanged 5 SP:Iteration 17Q (20.443434 sec): 3 clusters Score: Raw -136465.058825 + Penalty 1026.052900 = -135439.005925 nChanged 3 SP:Iteration 18Q (20.446241 sec): 3 clusters Score: Raw -136465.767698 + Penalty 1025.179262 = -135440.588437 nChanged 4 SP:Iteration 19Q (20.449153 sec): 3 clusters Score: Raw -136467.267629 + Penalty 1024.581639 = -135442.685989 nChanged 3 SP:Iteration 20F (20.451993 sec): 3 clusters Score: Raw -136468.609175 + Penalty 1024.331478 = -135444.277697 nChanged 1 SP:Iteration 21Q (20.454796 sec): 3 clusters Score: Raw -136468.942097 + Penalty 1024.331478 = -135444.610619 nChanged 0 SP:Iteration 22F (20.457840 sec): 3 clusters Score: Raw -136468.942097 + Penalty 1024.331478 = -135444.610619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 10 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.459442 sec): 2 clusters Score: Raw -5707.304098 + Penalty 575.314338 = -5131.989761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.459784 sec): 3 clusters Score: Raw -5757.567814 + Penalty 1150.877677 = -4606.690137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 11 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.460623 sec): 2 clusters Score: Raw -10254.394066 + Penalty 403.222912 = -9851.171154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.461051 sec): 3 clusters Score: Raw -10200.064671 + Penalty 806.387169 = -9393.677502 nChanged 14 SP:Iteration 1F (20.461480 sec): 3 clusters Score: Raw -10213.740049 + Penalty 806.611584 = -9407.128465 nChanged 8 SP:Iteration 2F (20.461900 sec): 3 clusters Score: Raw -10224.258646 + Penalty 806.791087 = -9417.467559 nChanged 10 SP:Iteration 3F (20.462318 sec): 3 clusters Score: Raw -10240.890015 + Penalty 807.452715 = -9433.437300 nChanged 6 SP:Iteration 4F (20.462729 sec): 3 clusters Score: Raw -10249.199902 + Penalty 808.125749 = -9441.074153 nChanged 5 SP:Iteration 5Q (20.463140 sec): 3 clusters Score: Raw -10252.556621 + Penalty 808.516701 = -9444.039920 nChanged 1 SP:Iteration 6Q (20.463550 sec): 3 clusters Score: Raw -10253.492977 + Penalty 808.516701 = -9444.976276 nChanged 0 SP:Iteration 7F (20.463963 sec): 3 clusters Score: Raw -10253.492977 + Penalty 808.516701 = -9444.976276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.464479 sec): 2 clusters Score: Raw -1054.049718 + Penalty 322.102572 = -731.947147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.464719 sec): 3 clusters Score: Raw -1328.516614 + Penalty 644.205144 = -684.311471 nChanged 1 SP:Iteration 1Q (20.464949 sec): 3 clusters Score: Raw -1391.967463 + Penalty 644.205144 = -747.762319 nChanged 0 SP:Iteration 2F (20.465186 sec): 3 clusters Score: Raw -1391.967463 + Penalty 644.205144 = -747.762319 nChanged 0 Score: Raw -2454970.137562 + Penalty 158647.269530 = -2296322.868032 Splitting cluster 12 changes total score from -2280827.605462 to -2296322.868032 So it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.644821 sec): 2 clusters Score: Raw -7298.725533 + Penalty 76.056697 = -7222.668836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.645221 sec): 3 clusters Score: Raw -7270.390039 + Penalty 148.765308 = -7121.624731 nChanged 40 SP:Iteration 1F (22.645611 sec): 3 clusters Score: Raw -7315.573418 + Penalty 146.524165 = -7169.049252 nChanged 7 SP:Iteration 2F (22.645999 sec): 3 clusters Score: Raw -7329.335589 + Penalty 146.752849 = -7182.582741 nChanged 1 SP:Iteration 3Q (22.646408 sec): 3 clusters Score: Raw -7329.812736 + Penalty 146.752849 = -7183.059888 nChanged 0 SP:Iteration 4F (22.646795 sec): 3 clusters Score: Raw -7329.812736 + Penalty 146.752849 = -7183.059888 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 14 (9080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.688310 sec): 2 clusters Score: Raw -716357.403173 + Penalty 216.649767 = -716140.753406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.705356 sec): 3 clusters Score: Raw -710196.181915 + Penalty 432.718740 = -709763.463175 nChanged 4238 SP:Iteration 1F (22.722879 sec): 3 clusters Score: Raw -712848.709606 + Penalty 433.364613 = -712415.344993 nChanged 1888 SP:Iteration 2F (22.739974 sec): 3 clusters Score: Raw -714697.956544 + Penalty 426.373890 = -714271.582654 nChanged 1176 SP:Iteration 3F (22.757103 sec): 3 clusters Score: Raw -716587.676764 + Penalty 398.315715 = -716189.361050 nChanged 720 SP:Iteration 4F (22.773896 sec): 3 clusters Score: Raw -718158.900340 + Penalty 381.229476 = -717777.670864 nChanged 352 SP:Iteration 5Q (22.789200 sec): 3 clusters Score: Raw -718745.903224 + Penalty 374.334331 = -718371.568893 nChanged 163 SP:Iteration 6Q (22.803642 sec): 3 clusters Score: Raw -718911.026785 + Penalty 371.097002 = -718539.929783 nChanged 105 SP:Iteration 7Q (22.818272 sec): 3 clusters Score: Raw -718977.091851 + Penalty 368.605114 = -718608.486738 nChanged 64 SP:Iteration 8Q (22.832523 sec): 3 clusters Score: Raw -719004.174931 + Penalty 366.781593 = -718637.393338 nChanged 46 SP:Iteration 9Q (22.847583 sec): 3 clusters Score: Raw -719016.923814 + Penalty 365.611877 = -718651.311937 nChanged 27 SP:Iteration 10F (22.864480 sec): 3 clusters Score: Raw -719021.420788 + Penalty 365.016378 = -718656.404410 nChanged 18 SP:Iteration 11Q (22.878970 sec): 3 clusters Score: Raw -719024.048699 + Penalty 364.623356 = -718659.425343 nChanged 15 SP:Iteration 12Q (22.893403 sec): 3 clusters Score: Raw -719025.295692 + Penalty 364.413358 = -718660.882333 nChanged 8 SP:Iteration 13Q (22.907816 sec): 3 clusters Score: Raw -719025.838362 + Penalty 364.034843 = -718661.803519 nChanged 5 SP:Iteration 14Q (22.922191 sec): 3 clusters Score: Raw -719026.166414 + Penalty 363.957106 = -718662.209308 nChanged 5 SP:Iteration 15Q (22.936620 sec): 3 clusters Score: Raw -719026.373920 + Penalty 363.957106 = -718662.416814 nChanged 0 SP:Iteration 16F (22.953804 sec): 3 clusters Score: Raw -719026.373920 + Penalty 363.957106 = -718662.416814 nChanged 0 Score: Raw -2457639.113175 + Penalty 158814.149743 = -2298824.963432 Splitting cluster 14 changes total score from -2280827.605462 to -2298824.963432 So it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 15 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.159027 sec): 2 clusters Score: Raw -238.861483 + Penalty 29.551544 = -209.309940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.159248 sec): 2 clusters Score: Raw -238.861483 + Penalty 29.551544 = -209.309940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 16 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.160847 sec): 2 clusters Score: Raw -34659.155504 + Penalty 808.929833 = -33850.225671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.161798 sec): 3 clusters Score: Raw -34569.154755 + Penalty 1622.094291 = -32947.060464 nChanged 90 SP:Iteration 1F (25.162716 sec): 3 clusters Score: Raw -34667.513891 + Penalty 1627.956923 = -33039.556968 nChanged 29 SP:Iteration 2F (25.163639 sec): 3 clusters Score: Raw -34721.295158 + Penalty 1631.594850 = -33089.700308 nChanged 20 SP:Iteration 3F (25.164566 sec): 3 clusters Score: Raw -34754.015565 + Penalty 1633.232332 = -33120.783232 nChanged 11 SP:Iteration 4Q (25.165415 sec): 3 clusters Score: Raw -34770.537283 + Penalty 1634.254682 = -33136.282601 nChanged 6 SP:Iteration 5Q (25.166295 sec): 3 clusters Score: Raw -34778.329557 + Penalty 1634.351766 = -33143.977791 nChanged 5 SP:Iteration 6Q (25.167140 sec): 3 clusters Score: Raw -34787.173830 + Penalty 1634.351766 = -33152.822063 nChanged 0 SP:Iteration 7F (25.168017 sec): 3 clusters Score: Raw -34787.173830 + Penalty 1634.351766 = -33152.822063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.168669 sec): 2 clusters Score: Raw -5683.016531 + Penalty 200.326016 = -5482.690515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.169007 sec): 3 clusters Score: Raw -5676.315725 + Penalty 400.526959 = -5275.788766 nChanged 5 SP:Iteration 1F (25.169338 sec): 3 clusters Score: Raw -5684.467226 + Penalty 399.974556 = -5284.492670 nChanged 6 SP:Iteration 2F (25.169669 sec): 3 clusters Score: Raw -5691.072266 + Penalty 399.662810 = -5291.409456 nChanged 3 SP:Iteration 3Q (25.169995 sec): 3 clusters Score: Raw -5702.344326 + Penalty 399.662810 = -5302.681516 nChanged 0 SP:Iteration 4F (25.170324 sec): 3 clusters Score: Raw -5702.344326 + Penalty 399.662810 = -5302.681516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.172196 sec): 2 clusters Score: Raw -41351.726867 + Penalty 982.156251 = -40369.570616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.173336 sec): 3 clusters Score: Raw -41263.009249 + Penalty 1963.484401 = -39299.524848 nChanged 133 SP:Iteration 1F (25.174453 sec): 3 clusters Score: Raw -41456.863066 + Penalty 1963.767786 = -39493.095280 nChanged 44 SP:Iteration 2F (25.175569 sec): 3 clusters Score: Raw -41522.106128 + Penalty 1963.527278 = -39558.578850 nChanged 21 SP:Iteration 3Q (25.176645 sec): 3 clusters Score: Raw -41563.002942 + Penalty 1963.488067 = -39599.514875 nChanged 13 SP:Iteration 4Q (25.177714 sec): 3 clusters Score: Raw -41600.561007 + Penalty 1963.031942 = -39637.529065 nChanged 11 SP:Iteration 5Q (25.178774 sec): 3 clusters Score: Raw -41614.146903 + Penalty 1963.188268 = -39650.958635 nChanged 6 SP:Iteration 6Q (25.179827 sec): 3 clusters Score: Raw -41627.180648 + Penalty 1963.399051 = -39663.781597 nChanged 7 SP:Iteration 7Q (25.180976 sec): 3 clusters Score: Raw -41638.124946 + Penalty 1963.441911 = -39674.683035 nChanged 3 SP:Iteration 8Q (25.182095 sec): 3 clusters Score: Raw -41641.806760 + Penalty 1963.441911 = -39678.364848 nChanged 0 SP:Iteration 9F (25.183266 sec): 3 clusters Score: Raw -41641.806760 + Penalty 1963.441911 = -39678.364848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.183950 sec): 2 clusters Score: Raw -5606.804999 + Penalty 76.705708 = -5530.099292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.184316 sec): 3 clusters Score: Raw -5593.911497 + Penalty 153.411416 = -5440.500082 nChanged 18 SP:Iteration 1F (25.184666 sec): 3 clusters Score: Raw -5620.306093 + Penalty 154.183059 = -5466.123033 nChanged 9 SP:Iteration 2F (25.185040 sec): 3 clusters Score: Raw -5640.428649 + Penalty 159.549845 = -5480.878804 nChanged 8 SP:Iteration 3F (25.185396 sec): 3 clusters Score: Raw -5652.045284 + Penalty 159.549845 = -5492.495439 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 20 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.187432 sec): 2 clusters Score: Raw -48450.197822 + Penalty 322.736115 = -48127.461707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.188720 sec): 3 clusters Score: Raw -48155.169530 + Penalty 664.436160 = -47490.733371 nChanged 204 SP:Iteration 1F (25.189982 sec): 3 clusters Score: Raw -48337.535849 + Penalty 688.747891 = -47648.787958 nChanged 58 SP:Iteration 2F (25.191224 sec): 3 clusters Score: Raw -48388.085415 + Penalty 704.298397 = -47683.787018 nChanged 35 SP:Iteration 3F (25.192432 sec): 3 clusters Score: Raw -48425.389093 + Penalty 712.336318 = -47713.052775 nChanged 29 SP:Iteration 4F (25.193648 sec): 3 clusters Score: Raw -48457.445540 + Penalty 723.180628 = -47734.264912 nChanged 16 SP:Iteration 5Q (25.194819 sec): 3 clusters Score: Raw -48472.989682 + Penalty 732.274717 = -47740.714965 nChanged 8 SP:Iteration 6Q (25.195976 sec): 3 clusters Score: Raw -48477.658864 + Penalty 736.862921 = -47740.795943 nChanged 4 SP:Iteration 7Q (25.197119 sec): 3 clusters Score: Raw -48480.336062 + Penalty 739.422086 = -47740.913976 nChanged 4 SP:Iteration 8Q (25.198265 sec): 3 clusters Score: Raw -48483.537119 + Penalty 742.929432 = -47740.607687 nChanged 5 SP:Iteration 9F (25.199462 sec): 3 clusters Score: Raw -48486.790516 + Penalty 741.998461 = -47744.792055 nChanged 3 SP:Iteration 10F (25.200660 sec): 3 clusters Score: Raw -48487.705416 + Penalty 740.907388 = -47746.798028 nChanged 1 SP:Iteration 11Q (25.201793 sec): 3 clusters Score: Raw -48488.296585 + Penalty 740.497282 = -47747.799303 nChanged 3 SP:Iteration 12Q (25.202924 sec): 3 clusters Score: Raw -48491.820902 + Penalty 744.622796 = -47747.198105 nChanged 3 SP:Iteration 13F (25.204124 sec): 3 clusters Score: Raw -48493.839763 + Penalty 740.237998 = -47753.601765 nChanged 2 SP:Iteration 14Q (25.205236 sec): 3 clusters Score: Raw -48497.457093 + Penalty 740.850973 = -47756.606120 nChanged 3 SP:Iteration 15Q (25.206356 sec): 3 clusters Score: Raw -48502.347318 + Penalty 736.342166 = -47766.005151 nChanged 3 SP:Iteration 16Q (25.207433 sec): 3 clusters Score: Raw -48505.107275 + Penalty 727.993917 = -47777.113358 nChanged 2 SP:Iteration 17Q (25.208492 sec): 3 clusters Score: Raw -48505.730069 + Penalty 723.591621 = -47782.138448 nChanged 1 SP:Iteration 18Q (25.209550 sec): 3 clusters Score: Raw -48506.174044 + Penalty 722.105976 = -47784.068068 nChanged 1 SP:Iteration 19Q (25.210606 sec): 3 clusters Score: Raw -48506.758868 + Penalty 722.105976 = -47784.652892 nChanged 0 SP:Iteration 20F (25.211828 sec): 3 clusters Score: Raw -48506.758868 + Penalty 722.105976 = -47784.652892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.212373 sec): 2 clusters Score: Raw -3622.735011 + Penalty 19.881490 = -3602.853521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.212605 sec): 3 clusters Score: Raw -3601.469634 + Penalty 39.688495 = -3561.781139 nChanged 18 SP:Iteration 1F (25.212832 sec): 3 clusters Score: Raw -3612.632336 + Penalty 39.671318 = -3572.961018 nChanged 4 SP:Iteration 2F (25.213053 sec): 3 clusters Score: Raw -3619.193130 + Penalty 39.667535 = -3579.525595 nChanged 1 SP:Iteration 3Q (25.213287 sec): 3 clusters Score: Raw -3619.548380 + Penalty 39.667535 = -3579.880845 nChanged 0 SP:Iteration 4F (25.213519 sec): 3 clusters Score: Raw -3619.548380 + Penalty 39.667535 = -3579.880845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.214773 sec): 2 clusters Score: Raw -23164.777936 + Penalty 394.526266 = -22770.251669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.215546 sec): 3 clusters Score: Raw -23074.221967 + Penalty 788.484948 = -22285.737019 nChanged 71 SP:Iteration 1F (25.216283 sec): 3 clusters Score: Raw -23162.630600 + Penalty 791.387440 = -22371.243160 nChanged 20 SP:Iteration 2F (25.217021 sec): 3 clusters Score: Raw -23181.478362 + Penalty 795.682426 = -22385.795936 nChanged 11 SP:Iteration 3Q (25.217749 sec): 3 clusters Score: Raw -23191.318880 + Penalty 799.953662 = -22391.365218 nChanged 13 SP:Iteration 4Q (25.218476 sec): 3 clusters Score: Raw -23214.674884 + Penalty 803.565287 = -22411.109597 nChanged 19 SP:Iteration 5F (25.219214 sec): 3 clusters Score: Raw -23250.370966 + Penalty 798.720128 = -22451.650839 nChanged 12 SP:Iteration 6Q (25.219910 sec): 3 clusters Score: Raw -23277.682963 + Penalty 798.090862 = -22479.592100 nChanged 8 SP:Iteration 7Q (25.220601 sec): 3 clusters Score: Raw -23295.393009 + Penalty 796.501493 = -22498.891516 nChanged 8 SP:Iteration 8Q (25.221282 sec): 3 clusters Score: Raw -23317.208770 + Penalty 797.765220 = -22519.443550 nChanged 5 SP:Iteration 9Q (25.221948 sec): 3 clusters Score: Raw -23334.510724 + Penalty 797.332858 = -22537.177866 nChanged 2 SP:Iteration 10F (25.222659 sec): 3 clusters Score: Raw -23337.951472 + Penalty 798.439839 = -22539.511633 nChanged 1 SP:Iteration 11Q (25.223309 sec): 3 clusters Score: Raw -23340.034327 + Penalty 798.950988 = -22541.083339 nChanged 1 SP:Iteration 12Q (25.223956 sec): 3 clusters Score: Raw -23342.106185 + Penalty 799.352169 = -22542.754016 nChanged 1 SP:Iteration 13Q (25.224602 sec): 3 clusters Score: Raw -23343.940410 + Penalty 799.232102 = -22544.708308 nChanged 2 SP:Iteration 14Q (25.225247 sec): 3 clusters Score: Raw -23348.430969 + Penalty 798.010647 = -22550.420322 nChanged 3 SP:Iteration 15Q (25.225889 sec): 3 clusters Score: Raw -23360.810434 + Penalty 798.138872 = -22562.671562 nChanged 6 SP:Iteration 16Q (25.226524 sec): 3 clusters Score: Raw -23393.670971 + Penalty 797.748234 = -22595.922737 nChanged 9 SP:Iteration 17Q (25.227151 sec): 3 clusters Score: Raw -23502.913844 + Penalty 797.089604 = -22705.824240 nChanged 3 SP:Iteration 18Q (25.227757 sec): 3 clusters Score: Raw -23512.739362 + Penalty 797.089604 = -22715.649759 nChanged 0 SP:Iteration 19F (25.228468 sec): 3 clusters Score: Raw -23512.739362 + Penalty 797.089604 = -22715.649759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.229718 sec): 2 clusters Score: Raw -16107.331788 + Penalty 702.809914 = -15404.521874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.230259 sec): 3 clusters Score: Raw -16107.421770 + Penalty 1403.262111 = -14704.159660 nChanged 30 SP:Iteration 1F (25.230793 sec): 3 clusters Score: Raw -16167.419855 + Penalty 1403.215046 = -14764.204809 nChanged 8 SP:Iteration 2Q (25.231317 sec): 3 clusters Score: Raw -16190.839162 + Penalty 1403.647592 = -14787.191570 nChanged 3 SP:Iteration 3Q (25.231829 sec): 3 clusters Score: Raw -16193.967870 + Penalty 1403.647592 = -14790.320278 nChanged 0 SP:Iteration 4F (25.232360 sec): 3 clusters Score: Raw -16193.967870 + Penalty 1403.647592 = -14790.320278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 24 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.232915 sec): 2 clusters Score: Raw -674.559880 + Penalty 192.144426 = -482.415454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.233136 sec): 3 clusters Score: Raw -688.016652 + Penalty 384.288852 = -303.727800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 25 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.233630 sec): 2 clusters Score: Raw -1088.891319 + Penalty 260.984786 = -827.906533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.233858 sec): 3 clusters Score: Raw -1082.491902 + Penalty 517.471895 = -565.020007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.234323 sec): 2 clusters Score: Raw -268.397401 + Penalty 129.463978 = -138.933422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.234534 sec): 3 clusters Score: Raw -259.462313 + Penalty 258.597217 = -0.865096 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 28 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.237296 sec): 2 clusters Score: Raw -66331.871962 + Penalty 622.833465 = -65709.038498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.238826 sec): 3 clusters Score: Raw -65945.660949 + Penalty 1247.249596 = -64698.411353 nChanged 244 SP:Iteration 1F (25.240336 sec): 3 clusters Score: Raw -66090.374395 + Penalty 1252.198522 = -64838.175873 nChanged 77 SP:Iteration 2F (25.241845 sec): 3 clusters Score: Raw -66147.942189 + Penalty 1259.382858 = -64888.559331 nChanged 57 SP:Iteration 3F (25.243342 sec): 3 clusters Score: Raw -66197.117458 + Penalty 1264.153537 = -64932.963921 nChanged 43 SP:Iteration 4F (25.244827 sec): 3 clusters Score: Raw -66228.031018 + Penalty 1268.500032 = -64959.530986 nChanged 22 SP:Iteration 5Q (25.246297 sec): 3 clusters Score: Raw -66238.024820 + Penalty 1269.243303 = -64968.781516 nChanged 19 SP:Iteration 6Q (25.247910 sec): 3 clusters Score: Raw -66247.505917 + Penalty 1272.451798 = -64975.054120 nChanged 8 SP:Iteration 7Q (25.249482 sec): 3 clusters Score: Raw -66251.501883 + Penalty 1272.733332 = -64978.768551 nChanged 8 SP:Iteration 8Q (25.251055 sec): 3 clusters Score: Raw -66255.952390 + Penalty 1275.130885 = -64980.821505 nChanged 15 SP:Iteration 9Q (25.252610 sec): 3 clusters Score: Raw -66263.969474 + Penalty 1279.607478 = -64984.361996 nChanged 19 SP:Iteration 10F (25.254122 sec): 3 clusters Score: Raw -66274.803619 + Penalty 1282.167585 = -64992.636034 nChanged 15 SP:Iteration 11Q (25.255614 sec): 3 clusters Score: Raw -66282.825844 + Penalty 1287.936073 = -64994.889772 nChanged 13 SP:Iteration 12Q (25.257090 sec): 3 clusters Score: Raw -66291.745087 + Penalty 1289.909853 = -65001.835234 nChanged 16 SP:Iteration 13Q (25.258606 sec): 3 clusters Score: Raw -66303.654906 + Penalty 1293.100875 = -65010.554031 nChanged 6 SP:Iteration 14Q (25.260211 sec): 3 clusters Score: Raw -66306.618598 + Penalty 1295.946392 = -65010.672206 nChanged 5 SP:Iteration 15Q (25.261794 sec): 3 clusters Score: Raw -66311.530646 + Penalty 1293.149559 = -65018.381087 nChanged 9 SP:Iteration 16Q (25.263303 sec): 3 clusters Score: Raw -66316.839185 + Penalty 1293.623816 = -65023.215369 nChanged 7 SP:Iteration 17Q (25.264815 sec): 3 clusters Score: Raw -66323.298369 + Penalty 1295.476688 = -65027.821681 nChanged 7 SP:Iteration 18Q (25.266311 sec): 3 clusters Score: Raw -66329.038638 + Penalty 1295.208523 = -65033.830115 nChanged 4 SP:Iteration 19Q (25.267790 sec): 3 clusters Score: Raw -66334.202712 + Penalty 1302.437700 = -65031.765013 nChanged 5 SP:Iteration 20F (25.269256 sec): 3 clusters Score: Raw -66336.697232 + Penalty 1301.831848 = -65034.865384 nChanged 3 SP:Iteration 21Q (25.270708 sec): 3 clusters Score: Raw -66339.410629 + Penalty 1304.171068 = -65035.239561 nChanged 1 SP:Iteration 22Q (25.272195 sec): 3 clusters Score: Raw -66340.798381 + Penalty 1304.250073 = -65036.548308 nChanged 1 SP:Iteration 23Q (25.273672 sec): 3 clusters Score: Raw -66341.281959 + Penalty 1304.250073 = -65037.031886 nChanged 0 SP:Iteration 24F (25.275141 sec): 3 clusters Score: Raw -66341.281959 + Penalty 1304.250073 = -65037.031886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.276471 sec): 2 clusters Score: Raw -706.101899 + Penalty 224.628817 = -481.473082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.276713 sec): 3 clusters Score: Raw -712.545092 + Penalty 449.257634 = -263.287458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.277391 sec): 2 clusters Score: Raw -5044.128206 + Penalty 250.499740 = -4793.628466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.277727 sec): 3 clusters Score: Raw -5041.117432 + Penalty 505.526315 = -4535.591116 nChanged 7 SP:Iteration 1F (25.278055 sec): 3 clusters Score: Raw -5055.208720 + Penalty 514.598213 = -4540.610507 nChanged 4 SP:Iteration 2F (25.278411 sec): 3 clusters Score: Raw -5061.756795 + Penalty 525.298711 = -4536.458084 nChanged 3 SP:Iteration 3F (25.278739 sec): 3 clusters Score: Raw -5067.034918 + Penalty 532.649954 = -4534.384964 nChanged 1 SP:Iteration 4F (25.279065 sec): 3 clusters Score: Raw -5069.471542 + Penalty 532.649954 = -4536.821588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.281642 sec): 2 clusters Score: Raw -63504.387936 + Penalty 525.502485 = -62978.885451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.283205 sec): 3 clusters Score: Raw -63112.754056 + Penalty 1070.241242 = -62042.512814 nChanged 281 SP:Iteration 1F (25.284752 sec): 3 clusters Score: Raw -63356.833210 + Penalty 1099.562214 = -62257.270996 nChanged 108 SP:Iteration 2F (25.286303 sec): 3 clusters Score: Raw -63470.655843 + Penalty 1123.849441 = -62346.806402 nChanged 59 SP:Iteration 3F (25.287773 sec): 3 clusters Score: Raw -63527.040270 + Penalty 1139.204963 = -62387.835307 nChanged 30 SP:Iteration 4Q (25.289232 sec): 3 clusters Score: Raw -63552.863490 + Penalty 1149.818443 = -62403.045048 nChanged 16 SP:Iteration 5Q (25.290753 sec): 3 clusters Score: Raw -63564.272304 + Penalty 1153.357328 = -62410.914976 nChanged 7 SP:Iteration 6Q (25.292263 sec): 3 clusters Score: Raw -63571.761679 + Penalty 1156.154325 = -62415.607354 nChanged 5 SP:Iteration 7Q (25.293754 sec): 3 clusters Score: Raw -63574.286055 + Penalty 1156.012970 = -62418.273086 nChanged 3 SP:Iteration 8Q (25.295169 sec): 3 clusters Score: Raw -63576.185530 + Penalty 1157.426497 = -62418.759034 nChanged 5 SP:Iteration 9Q (25.296549 sec): 3 clusters Score: Raw -63579.637725 + Penalty 1160.987190 = -62418.650535 nChanged 4 SP:Iteration 10F (25.298044 sec): 3 clusters Score: Raw -63581.981429 + Penalty 1163.230132 = -62418.751297 nChanged 3 SP:Iteration 11Q (25.299438 sec): 3 clusters Score: Raw -63584.172193 + Penalty 1167.367611 = -62416.804582 nChanged 2 SP:Iteration 12F (25.300898 sec): 3 clusters Score: Raw -63587.415934 + Penalty 1170.566837 = -62416.849097 nChanged 4 SP:Iteration 13Q (25.302269 sec): 3 clusters Score: Raw -63591.688067 + Penalty 1168.484982 = -62423.203086 nChanged 5 SP:Iteration 14Q (25.303667 sec): 3 clusters Score: Raw -63600.477586 + Penalty 1163.236730 = -62437.240856 nChanged 4 SP:Iteration 15Q (25.305050 sec): 3 clusters Score: Raw -63602.643567 + Penalty 1167.059869 = -62435.583698 nChanged 3 SP:Iteration 16F (25.306520 sec): 3 clusters Score: Raw -63603.934685 + Penalty 1166.348452 = -62437.586233 nChanged 1 SP:Iteration 17Q (25.307923 sec): 3 clusters Score: Raw -63604.697176 + Penalty 1166.348452 = -62438.348724 nChanged 0 SP:Iteration 18F (25.309390 sec): 3 clusters Score: Raw -63604.697176 + Penalty 1166.348452 = -62438.348724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 33 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.310191 sec): 2 clusters Score: Raw -8640.320991 + Penalty 356.298888 = -8284.022103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.310603 sec): 3 clusters Score: Raw -8611.228376 + Penalty 716.638417 = -7894.589960 nChanged 18 SP:Iteration 1F (25.311006 sec): 3 clusters Score: Raw -8628.182427 + Penalty 714.380135 = -7913.802292 nChanged 4 SP:Iteration 2Q (25.311406 sec): 3 clusters Score: Raw -8634.096958 + Penalty 714.080218 = -7920.016739 nChanged 1 SP:Iteration 3Q (25.311806 sec): 3 clusters Score: Raw -8634.735337 + Penalty 713.415045 = -7921.320292 nChanged 1 SP:Iteration 4Q (25.312206 sec): 3 clusters Score: Raw -8638.013501 + Penalty 713.006747 = -7925.006755 nChanged 1 SP:Iteration 5Q (25.312605 sec): 3 clusters Score: Raw -8638.689601 + Penalty 712.245509 = -7926.444092 nChanged 2 SP:Iteration 6Q (25.313004 sec): 3 clusters Score: Raw -8644.803534 + Penalty 711.458881 = -7933.344653 nChanged 2 SP:Iteration 7Q (25.313438 sec): 3 clusters Score: Raw -8646.517590 + Penalty 711.253281 = -7935.264309 nChanged 1 SP:Iteration 8Q (25.313836 sec): 3 clusters Score: Raw -8647.657524 + Penalty 711.253281 = -7936.404243 nChanged 0 SP:Iteration 9F (25.314237 sec): 3 clusters Score: Raw -8647.657524 + Penalty 711.253281 = -7936.404243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.315722 sec): 2 clusters Score: Raw -15911.782813 + Penalty 364.420448 = -15547.362366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.316285 sec): 3 clusters Score: Raw -15865.161890 + Penalty 739.251338 = -15125.910552 nChanged 45 SP:Iteration 1F (25.316814 sec): 3 clusters Score: Raw -15914.707328 + Penalty 747.177736 = -15167.529592 nChanged 14 SP:Iteration 2F (25.317350 sec): 3 clusters Score: Raw -15936.332989 + Penalty 760.515798 = -15175.817191 nChanged 10 SP:Iteration 3F (25.317884 sec): 3 clusters Score: Raw -15953.509838 + Penalty 763.370602 = -15190.139237 nChanged 2 SP:Iteration 4Q (25.318405 sec): 3 clusters Score: Raw -15956.462090 + Penalty 764.643774 = -15191.818316 nChanged 2 SP:Iteration 5Q (25.318920 sec): 3 clusters Score: Raw -15957.295435 + Penalty 768.141834 = -15189.153601 nChanged 1 SP:Iteration 6F (25.319454 sec): 3 clusters Score: Raw -15960.495950 + Penalty 765.022900 = -15195.473049 nChanged 1 SP:Iteration 7Q (25.319963 sec): 3 clusters Score: Raw -15962.279456 + Penalty 771.018455 = -15191.261001 nChanged 1 SP:Iteration 8F (25.320497 sec): 3 clusters Score: Raw -15966.499250 + Penalty 771.018455 = -15195.480795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.321394 sec): 2 clusters Score: Raw -7092.896180 + Penalty 216.913069 = -6875.983112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.321764 sec): 3 clusters Score: Raw -7087.424086 + Penalty 429.403966 = -6658.020120 nChanged 17 SP:Iteration 1F (25.322131 sec): 3 clusters Score: Raw -7118.093762 + Penalty 428.417177 = -6689.676585 nChanged 3 SP:Iteration 2Q (25.322488 sec): 3 clusters Score: Raw -7122.861352 + Penalty 428.676280 = -6694.185072 nChanged 3 SP:Iteration 3Q (25.322842 sec): 3 clusters Score: Raw -7124.664381 + Penalty 429.305770 = -6695.358610 nChanged 1 SP:Iteration 4Q (25.323199 sec): 3 clusters Score: Raw -7124.870279 + Penalty 429.305770 = -6695.564509 nChanged 0 SP:Iteration 5F (25.323559 sec): 3 clusters Score: Raw -7124.870279 + Penalty 429.305770 = -6695.564509 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 36 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.326695 sec): 2 clusters Score: Raw -78747.299930 + Penalty 1073.204607 = -77674.095323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.328471 sec): 3 clusters Score: Raw -78471.362824 + Penalty 2145.747060 = -76325.615765 nChanged 245 SP:Iteration 1F (25.330198 sec): 3 clusters Score: Raw -78740.026358 + Penalty 2144.895522 = -76595.130837 nChanged 67 SP:Iteration 2F (25.331929 sec): 3 clusters Score: Raw -78813.041005 + Penalty 2144.583159 = -76668.457847 nChanged 39 SP:Iteration 3Q (25.333620 sec): 3 clusters Score: Raw -78853.522664 + Penalty 2144.306714 = -76709.215950 nChanged 22 SP:Iteration 4Q (25.335280 sec): 3 clusters Score: Raw -78881.147108 + Penalty 2144.391990 = -76736.755119 nChanged 13 SP:Iteration 5Q (25.336949 sec): 3 clusters Score: Raw -78892.390753 + Penalty 2144.535416 = -76747.855337 nChanged 10 SP:Iteration 6Q (25.338605 sec): 3 clusters Score: Raw -78908.919668 + Penalty 2144.230145 = -76764.689523 nChanged 13 SP:Iteration 7Q (25.340305 sec): 3 clusters Score: Raw -78920.250285 + Penalty 2143.869077 = -76776.381208 nChanged 9 SP:Iteration 8Q (25.341984 sec): 3 clusters Score: Raw -78927.526488 + Penalty 2143.617777 = -76783.908712 nChanged 5 SP:Iteration 9Q (25.343666 sec): 3 clusters Score: Raw -78930.903982 + Penalty 2143.700074 = -76787.203907 nChanged 7 SP:Iteration 10F (25.345377 sec): 3 clusters Score: Raw -78937.798100 + Penalty 2143.579628 = -76794.218472 nChanged 4 SP:Iteration 11Q (25.347038 sec): 3 clusters Score: Raw -78941.622038 + Penalty 2143.562514 = -76798.059524 nChanged 5 SP:Iteration 12Q (25.348838 sec): 3 clusters Score: Raw -78946.608137 + Penalty 2143.516407 = -76803.091730 nChanged 4 SP:Iteration 13Q (25.350615 sec): 3 clusters Score: Raw -78951.449905 + Penalty 2143.516407 = -76807.933498 nChanged 2 SP:Iteration 14Q (25.352384 sec): 3 clusters Score: Raw -78952.272192 + Penalty 2143.453682 = -76808.818510 nChanged 1 SP:Iteration 15Q (25.354041 sec): 3 clusters Score: Raw -78952.532702 + Penalty 2143.453682 = -76809.079020 nChanged 0 SP:Iteration 16F (25.355722 sec): 3 clusters Score: Raw -78952.532702 + Penalty 2143.453682 = -76809.079020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.361291 sec): 2 clusters Score: Raw -31295.493092 + Penalty 558.621484 = -30736.871608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.362151 sec): 3 clusters Score: Raw -31125.456870 + Penalty 1117.242968 = -30008.213903 nChanged 100 SP:Iteration 1F (25.362968 sec): 3 clusters Score: Raw -31192.073928 + Penalty 1117.568454 = -30074.505474 nChanged 31 SP:Iteration 2F (25.363787 sec): 3 clusters Score: Raw -31215.337551 + Penalty 1119.056952 = -30096.280599 nChanged 12 SP:Iteration 3Q (25.364600 sec): 3 clusters Score: Raw -31229.799821 + Penalty 1120.495319 = -30109.304501 nChanged 11 SP:Iteration 4Q (25.365422 sec): 3 clusters Score: Raw -31238.250444 + Penalty 1121.730307 = -30116.520138 nChanged 3 SP:Iteration 5Q (25.366234 sec): 3 clusters Score: Raw -31240.001651 + Penalty 1122.981511 = -30117.020140 nChanged 3 SP:Iteration 6Q (25.367068 sec): 3 clusters Score: Raw -31240.572782 + Penalty 1123.430249 = -30117.142533 nChanged 1 SP:Iteration 7Q (25.367889 sec): 3 clusters Score: Raw -31240.767691 + Penalty 1124.288668 = -30116.479022 nChanged 2 SP:Iteration 8F (25.368702 sec): 3 clusters Score: Raw -31241.385249 + Penalty 1125.488586 = -30115.896663 nChanged 3 SP:Iteration 9F (25.369569 sec): 3 clusters Score: Raw -31242.171441 + Penalty 1126.207305 = -30115.964136 nChanged 2 SP:Iteration 10F (25.370414 sec): 3 clusters Score: Raw -31242.847167 + Penalty 1126.748471 = -30116.098696 nChanged 1 SP:Iteration 11Q (25.371259 sec): 3 clusters Score: Raw -31243.973347 + Penalty 1127.618209 = -30116.355137 nChanged 2 SP:Iteration 12Q (25.372102 sec): 3 clusters Score: Raw -31245.453277 + Penalty 1128.443893 = -30117.009384 nChanged 2 SP:Iteration 13Q (25.372916 sec): 3 clusters Score: Raw -31247.836472 + Penalty 1130.139777 = -30117.696696 nChanged 3 SP:Iteration 14Q (25.373750 sec): 3 clusters Score: Raw -31249.316232 + Penalty 1131.962821 = -30117.353411 nChanged 4 SP:Iteration 15F (25.374563 sec): 3 clusters Score: Raw -31253.486502 + Penalty 1132.348862 = -30121.137641 nChanged 2 SP:Iteration 16Q (25.375373 sec): 3 clusters Score: Raw -31254.919143 + Penalty 1132.348862 = -30122.570281 nChanged 0 SP:Iteration 17F (25.376185 sec): 3 clusters Score: Raw -31254.919143 + Penalty 1132.348862 = -30122.570281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.376783 sec): 2 clusters Score: Raw -558.716330 + Penalty 227.539059 = -331.177271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.377003 sec): 3 clusters Score: Raw -551.159362 + Penalty 455.078118 = -96.081244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 40 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.377475 sec): 2 clusters Score: Raw -426.715881 + Penalty 146.147489 = -280.568392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.377721 sec): 3 clusters Score: Raw -426.362201 + Penalty 295.973174 = -130.389026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.379874 sec): 2 clusters Score: Raw -36241.191874 + Penalty 660.878486 = -35580.313389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.380776 sec): 3 clusters Score: Raw -36112.194788 + Penalty 1323.957592 = -34788.237196 nChanged 89 SP:Iteration 1F (25.381763 sec): 3 clusters Score: Raw -36187.448239 + Penalty 1325.337544 = -34862.110695 nChanged 24 SP:Iteration 2F (25.382689 sec): 3 clusters Score: Raw -36216.812069 + Penalty 1325.966326 = -34890.845742 nChanged 10 SP:Iteration 3Q (25.383632 sec): 3 clusters Score: Raw -36229.545078 + Penalty 1326.249274 = -34903.295805 nChanged 8 SP:Iteration 4Q (25.384551 sec): 3 clusters Score: Raw -36233.797488 + Penalty 1326.231026 = -34907.566462 nChanged 3 SP:Iteration 5Q (25.385467 sec): 3 clusters Score: Raw -36235.199707 + Penalty 1326.124545 = -34909.075162 nChanged 1 SP:Iteration 6Q (25.386382 sec): 3 clusters Score: Raw -36236.045750 + Penalty 1325.939815 = -34910.105936 nChanged 1 SP:Iteration 7Q (25.387268 sec): 3 clusters Score: Raw -36236.434434 + Penalty 1325.939815 = -34910.494620 nChanged 0 SP:Iteration 8F (25.388161 sec): 3 clusters Score: Raw -36236.434434 + Penalty 1325.939815 = -34910.494620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.389609 sec): 2 clusters Score: Raw -31913.341108 + Penalty 904.825699 = -31008.515409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.390488 sec): 3 clusters Score: Raw -31845.797653 + Penalty 1809.964807 = -30035.832846 nChanged 92 SP:Iteration 1F (25.391352 sec): 3 clusters Score: Raw -32001.774524 + Penalty 1810.097441 = -30191.677083 nChanged 25 SP:Iteration 2F (25.392257 sec): 3 clusters Score: Raw -32085.190716 + Penalty 1810.335861 = -30274.854855 nChanged 13 SP:Iteration 3Q (25.393156 sec): 3 clusters Score: Raw -32134.789114 + Penalty 1810.285639 = -30324.503475 nChanged 13 SP:Iteration 4Q (25.394022 sec): 3 clusters Score: Raw -32171.588470 + Penalty 1810.252680 = -30361.335790 nChanged 9 SP:Iteration 5Q (25.394868 sec): 3 clusters Score: Raw -32193.185365 + Penalty 1810.202648 = -30382.982717 nChanged 6 SP:Iteration 6Q (25.395706 sec): 3 clusters Score: Raw -32202.174920 + Penalty 1810.202648 = -30391.972273 nChanged 0 SP:Iteration 7F (25.396615 sec): 3 clusters Score: Raw -32202.174920 + Penalty 1810.202648 = -30391.972273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.397681 sec): 2 clusters Score: Raw -17805.172608 + Penalty 663.468634 = -17141.703974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.398305 sec): 3 clusters Score: Raw -17788.011332 + Penalty 1327.952033 = -16460.059299 nChanged 37 SP:Iteration 1F (25.398905 sec): 3 clusters Score: Raw -17867.934649 + Penalty 1329.088751 = -16538.845898 nChanged 11 SP:Iteration 2F (25.399502 sec): 3 clusters Score: Raw -17888.930733 + Penalty 1329.103679 = -16559.827053 nChanged 7 SP:Iteration 3Q (25.400082 sec): 3 clusters Score: Raw -17903.434473 + Penalty 1329.402105 = -16574.032369 nChanged 3 SP:Iteration 4Q (25.400656 sec): 3 clusters Score: Raw -17905.131714 + Penalty 1329.402105 = -16575.729610 nChanged 0 SP:Iteration 5F (25.401253 sec): 3 clusters Score: Raw -17905.131714 + Penalty 1329.402105 = -16575.729610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 44 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.402483 sec): 2 clusters Score: Raw -25415.153249 + Penalty 751.933569 = -24663.219681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.403260 sec): 3 clusters Score: Raw -25382.073581 + Penalty 1505.844988 = -23876.228593 nChanged 51 SP:Iteration 1F (25.403967 sec): 3 clusters Score: Raw -25460.719805 + Penalty 1508.638483 = -23952.081322 nChanged 11 SP:Iteration 2Q (25.404654 sec): 3 clusters Score: Raw -25480.643961 + Penalty 1510.430446 = -23970.213515 nChanged 6 SP:Iteration 3Q (25.405359 sec): 3 clusters Score: Raw -25491.596175 + Penalty 1511.584314 = -23980.011861 nChanged 3 SP:Iteration 4Q (25.406027 sec): 3 clusters Score: Raw -25499.772920 + Penalty 1512.229678 = -23987.543242 nChanged 4 SP:Iteration 5Q (25.406688 sec): 3 clusters Score: Raw -25506.084688 + Penalty 1512.001114 = -23994.083574 nChanged 3 SP:Iteration 6Q (25.407350 sec): 3 clusters Score: Raw -25510.911423 + Penalty 1512.638381 = -23998.273043 nChanged 4 SP:Iteration 7Q (25.408008 sec): 3 clusters Score: Raw -25517.647467 + Penalty 1512.909231 = -24004.738236 nChanged 2 SP:Iteration 8Q (25.408667 sec): 3 clusters Score: Raw -25521.097440 + Penalty 1511.618173 = -24009.479267 nChanged 2 SP:Iteration 9Q (25.409321 sec): 3 clusters Score: Raw -25523.271405 + Penalty 1509.380836 = -24013.890569 nChanged 3 SP:Iteration 10F (25.410004 sec): 3 clusters Score: Raw -25529.055615 + Penalty 1507.092127 = -24021.963488 nChanged 3 SP:Iteration 11Q (25.410659 sec): 3 clusters Score: Raw -25533.570889 + Penalty 1506.384269 = -24027.186620 nChanged 3 SP:Iteration 12Q (25.411313 sec): 3 clusters Score: Raw -25535.895893 + Penalty 1508.272438 = -24027.623454 nChanged 2 SP:Iteration 13Q (25.411965 sec): 3 clusters Score: Raw -25538.821529 + Penalty 1509.385394 = -24029.436134 nChanged 3 SP:Iteration 14Q (25.412620 sec): 3 clusters Score: Raw -25546.827575 + Penalty 1509.480795 = -24037.346780 nChanged 2 SP:Iteration 15Q (25.413297 sec): 3 clusters Score: Raw -25549.894300 + Penalty 1511.513110 = -24038.381190 nChanged 2 SP:Iteration 16Q (25.413954 sec): 3 clusters Score: Raw -25553.041399 + Penalty 1512.616227 = -24040.425172 nChanged 1 SP:Iteration 17Q (25.414600 sec): 3 clusters Score: Raw -25553.987661 + Penalty 1513.601201 = -24040.386460 nChanged 1 SP:Iteration 18F (25.415361 sec): 3 clusters Score: Raw -25559.929806 + Penalty 1514.737724 = -24045.192082 nChanged 1 SP:Iteration 19Q (25.416043 sec): 3 clusters Score: Raw -25563.463251 + Penalty 1515.932173 = -24047.531077 nChanged 1 SP:Iteration 20F (25.416753 sec): 3 clusters Score: Raw -25567.492888 + Penalty 1515.932173 = -24051.560715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 45 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.417438 sec): 2 clusters Score: Raw -6887.304574 + Penalty 416.841135 = -6470.463439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.417798 sec): 3 clusters Score: Raw -6935.017589 + Penalty 837.323197 = -6097.694393 nChanged 10 SP:Iteration 1F (25.418155 sec): 3 clusters Score: Raw -6961.907742 + Penalty 851.108680 = -6110.799062 nChanged 6 SP:Iteration 2F (25.418509 sec): 3 clusters Score: Raw -7016.775584 + Penalty 858.682920 = -6158.092664 nChanged 2 SP:Iteration 3Q (25.418836 sec): 3 clusters Score: Raw -7022.407619 + Penalty 858.682920 = -6163.724699 nChanged 0 SP:Iteration 4F (25.419189 sec): 3 clusters Score: Raw -7022.407619 + Penalty 858.682920 = -6163.724699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 46 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.419836 sec): 2 clusters Score: Raw -5806.593696 + Penalty 389.634086 = -5416.959610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.420177 sec): 3 clusters Score: Raw -5854.127864 + Penalty 784.604509 = -5069.523355 nChanged 2 SP:Iteration 1Q (25.420501 sec): 3 clusters Score: Raw -5860.459739 + Penalty 781.978723 = -5078.481016 nChanged 2 SP:Iteration 2Q (25.420823 sec): 3 clusters Score: Raw -5862.936302 + Penalty 780.853889 = -5082.082413 nChanged 1 SP:Iteration 3Q (25.421168 sec): 3 clusters Score: Raw -5864.626479 + Penalty 779.203221 = -5085.423258 nChanged 1 SP:Iteration 4Q (25.421489 sec): 3 clusters Score: Raw -5867.031741 + Penalty 779.203221 = -5087.828520 nChanged 0 SP:Iteration 5F (25.421822 sec): 3 clusters Score: Raw -5867.031741 + Penalty 779.203221 = -5087.828520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.422299 sec): 2 clusters Score: Raw -517.754122 + Penalty 159.707699 = -358.046423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.422517 sec): 3 clusters Score: Raw -513.658017 + Penalty 322.024570 = -191.633447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.423513 sec): 2 clusters Score: Raw -18513.464597 + Penalty 469.409593 = -18044.055004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.424110 sec): 3 clusters Score: Raw -18422.530605 + Penalty 937.154555 = -17485.376049 nChanged 56 SP:Iteration 1F (25.424696 sec): 3 clusters Score: Raw -18479.882784 + Penalty 935.729631 = -17544.153153 nChanged 16 SP:Iteration 2F (25.425285 sec): 3 clusters Score: Raw -18502.070028 + Penalty 932.942478 = -17569.127550 nChanged 10 SP:Iteration 3Q (25.425869 sec): 3 clusters Score: Raw -18510.644290 + Penalty 932.809196 = -17577.835094 nChanged 8 SP:Iteration 4Q (25.426456 sec): 3 clusters Score: Raw -18518.849791 + Penalty 934.085789 = -17584.764001 nChanged 6 SP:Iteration 5Q (25.427020 sec): 3 clusters Score: Raw -18522.441535 + Penalty 934.131322 = -17588.310213 nChanged 1 SP:Iteration 6Q (25.427586 sec): 3 clusters Score: Raw -18522.306634 + Penalty 934.131322 = -17588.175312 nChanged 0 SP:Iteration 7F (25.428154 sec): 3 clusters Score: Raw -18522.306634 + Penalty 934.131322 = -17588.175312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.428630 sec): 2 clusters Score: Raw -160.233141 + Penalty 19.061547 = -141.171594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.428820 sec): 2 clusters Score: Raw -160.233141 + Penalty 19.061547 = -141.171594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.429905 sec): 2 clusters Score: Raw -21306.299958 + Penalty 744.249439 = -20562.050519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.430560 sec): 3 clusters Score: Raw -21277.172688 + Penalty 1490.840825 = -19786.331864 nChanged 41 SP:Iteration 1F (25.431181 sec): 3 clusters Score: Raw -21349.640120 + Penalty 1491.010020 = -19858.630100 nChanged 11 SP:Iteration 2Q (25.431830 sec): 3 clusters Score: Raw -21380.915069 + Penalty 1490.368930 = -19890.546139 nChanged 3 SP:Iteration 3Q (25.432463 sec): 3 clusters Score: Raw -21385.116982 + Penalty 1489.644848 = -19895.472135 nChanged 2 SP:Iteration 4Q (25.433107 sec): 3 clusters Score: Raw -21387.318491 + Penalty 1489.644848 = -19897.673644 nChanged 0 SP:Iteration 5F (25.433729 sec): 3 clusters Score: Raw -21387.318491 + Penalty 1489.644848 = -19897.673644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.434230 sec): 2 clusters Score: Raw -819.148654 + Penalty 236.267582 = -582.881071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.434459 sec): 3 clusters Score: Raw -819.562783 + Penalty 476.407963 = -343.154820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.435095 sec): 2 clusters Score: Raw -2747.789160 + Penalty 242.120817 = -2505.668343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.435402 sec): 3 clusters Score: Raw -2864.315505 + Penalty 478.403586 = -2385.911919 nChanged 9 SP:Iteration 1F (25.435708 sec): 3 clusters Score: Raw -2895.432235 + Penalty 478.403586 = -2417.028650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 53 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.436252 sec): 2 clusters Score: Raw -2877.249592 + Penalty 306.617808 = -2570.631784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.436521 sec): 3 clusters Score: Raw -2877.345679 + Penalty 625.481156 = -2251.864523 nChanged 2 SP:Iteration 1F (25.436786 sec): 3 clusters Score: Raw -2879.127697 + Penalty 627.194738 = -2251.932959 nChanged 1 SP:Iteration 2Q (25.437046 sec): 3 clusters Score: Raw -2880.157921 + Penalty 629.491943 = -2250.665978 nChanged 1 SP:Iteration 3F (25.437311 sec): 3 clusters Score: Raw -2880.796821 + Penalty 629.491943 = -2251.304879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 54 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.437855 sec): 2 clusters Score: Raw -2844.275067 + Penalty 366.020940 = -2478.254128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.438123 sec): 3 clusters Score: Raw -2866.289835 + Penalty 726.959925 = -2139.329910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.438596 sec): 2 clusters Score: Raw -440.581943 + Penalty 146.416809 = -294.165133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.438810 sec): 3 clusters Score: Raw -433.299873 + Penalty 303.771219 = -129.528655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 56 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.439334 sec): 2 clusters Score: Raw -2230.801977 + Penalty 262.842006 = -1967.959971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.439596 sec): 3 clusters Score: Raw -2238.548865 + Penalty 506.582838 = -1731.966028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.440117 sec): 2 clusters Score: Raw -2033.906303 + Penalty 154.309706 = -1879.596597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.440373 sec): 3 clusters Score: Raw -2084.760879 + Penalty 304.482861 = -1780.278019 nChanged 3 SP:Iteration 1F (25.440623 sec): 3 clusters Score: Raw -2094.153880 + Penalty 302.459703 = -1791.694177 nChanged 2 SP:Iteration 2F (25.440875 sec): 3 clusters Score: Raw -2101.248595 + Penalty 302.915552 = -1798.333043 nChanged 1 SP:Iteration 3Q (25.441115 sec): 3 clusters Score: Raw -2105.386087 + Penalty 302.915552 = -1802.470534 nChanged 0 SP:Iteration 4F (25.441366 sec): 3 clusters Score: Raw -2105.386087 + Penalty 302.915552 = -1802.470534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.442795 sec): 2 clusters Score: Raw -31583.056419 + Penalty 702.237883 = -30880.818536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.443643 sec): 3 clusters Score: Raw -31488.436454 + Penalty 1399.873153 = -30088.563301 nChanged 76 SP:Iteration 1F (25.444476 sec): 3 clusters Score: Raw -31572.964276 + Penalty 1396.400307 = -30176.563970 nChanged 23 SP:Iteration 2F (25.445327 sec): 3 clusters Score: Raw -31600.074601 + Penalty 1396.794117 = -30203.280484 nChanged 15 SP:Iteration 3Q (25.446152 sec): 3 clusters Score: Raw -31627.929083 + Penalty 1397.382674 = -30230.546408 nChanged 13 SP:Iteration 4Q (25.447001 sec): 3 clusters Score: Raw -31650.919446 + Penalty 1401.026185 = -30249.893260 nChanged 14 SP:Iteration 5Q (25.447883 sec): 3 clusters Score: Raw -31672.455575 + Penalty 1404.475765 = -30267.979810 nChanged 8 SP:Iteration 6Q (25.448758 sec): 3 clusters Score: Raw -31684.864291 + Penalty 1405.733345 = -30279.130946 nChanged 8 SP:Iteration 7Q (25.449605 sec): 3 clusters Score: Raw -31692.025818 + Penalty 1407.750717 = -30284.275101 nChanged 3 SP:Iteration 8Q (25.450443 sec): 3 clusters Score: Raw -31695.657872 + Penalty 1410.611861 = -30285.046010 nChanged 6 SP:Iteration 9Q (25.451281 sec): 3 clusters Score: Raw -31702.763255 + Penalty 1413.401304 = -30289.361951 nChanged 6 SP:Iteration 10F (25.452154 sec): 3 clusters Score: Raw -31712.460351 + Penalty 1413.401304 = -30299.059047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.453409 sec): 2 clusters Score: Raw -25844.872264 + Penalty 361.222306 = -25483.649959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.454154 sec): 3 clusters Score: Raw -25677.868781 + Penalty 723.206606 = -24954.662175 nChanged 102 SP:Iteration 1F (25.454887 sec): 3 clusters Score: Raw -25721.063909 + Penalty 732.274826 = -24988.789083 nChanged 33 SP:Iteration 2F (25.455620 sec): 3 clusters Score: Raw -25741.019744 + Penalty 737.585932 = -25003.433812 nChanged 29 SP:Iteration 3F (25.456351 sec): 3 clusters Score: Raw -25766.899020 + Penalty 743.000249 = -25023.898771 nChanged 25 SP:Iteration 4F (25.457080 sec): 3 clusters Score: Raw -25785.239091 + Penalty 747.181355 = -25038.057736 nChanged 22 SP:Iteration 5F (25.457808 sec): 3 clusters Score: Raw -25805.126511 + Penalty 755.687301 = -25049.439209 nChanged 15 SP:Iteration 6Q (25.458538 sec): 3 clusters Score: Raw -25819.878282 + Penalty 761.270857 = -25058.607425 nChanged 13 SP:Iteration 7Q (25.459266 sec): 3 clusters Score: Raw -25836.977790 + Penalty 792.928529 = -25044.049261 nChanged 9 SP:Iteration 8F (25.459995 sec): 3 clusters Score: Raw -25851.632775 + Penalty 792.928529 = -25058.704246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 60 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.461033 sec): 2 clusters Score: Raw -20313.057368 + Penalty 561.619143 = -19751.438224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.461640 sec): 3 clusters Score: Raw -20237.833511 + Penalty 1121.360758 = -19116.472753 nChanged 41 SP:Iteration 1F (25.462238 sec): 3 clusters Score: Raw -20286.027757 + Penalty 1118.652985 = -19167.374773 nChanged 14 SP:Iteration 2F (25.462835 sec): 3 clusters Score: Raw -20308.433266 + Penalty 1117.587752 = -19190.845513 nChanged 8 SP:Iteration 3Q (25.463455 sec): 3 clusters Score: Raw -20315.513656 + Penalty 1117.109242 = -19198.404414 nChanged 3 SP:Iteration 4Q (25.464059 sec): 3 clusters Score: Raw -20317.731555 + Penalty 1118.063227 = -19199.668328 nChanged 2 SP:Iteration 5Q (25.464655 sec): 3 clusters Score: Raw -20320.778299 + Penalty 1118.046073 = -19202.732226 nChanged 2 SP:Iteration 6Q (25.465289 sec): 3 clusters Score: Raw -20322.181021 + Penalty 1118.182941 = -19203.998080 nChanged 2 SP:Iteration 7Q (25.465897 sec): 3 clusters Score: Raw -20325.786899 + Penalty 1118.182941 = -19207.603957 nChanged 0 SP:Iteration 8F (25.466512 sec): 3 clusters Score: Raw -20325.786899 + Penalty 1118.182941 = -19207.603957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.467516 sec): 2 clusters Score: Raw -19791.319507 + Penalty 551.925128 = -19239.394380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.468110 sec): 3 clusters Score: Raw -19714.805404 + Penalty 1101.411614 = -18613.393790 nChanged 48 SP:Iteration 1F (25.468686 sec): 3 clusters Score: Raw -19759.982964 + Penalty 1100.610040 = -18659.372924 nChanged 16 SP:Iteration 2F (25.469283 sec): 3 clusters Score: Raw -19782.109590 + Penalty 1098.975274 = -18683.134317 nChanged 11 SP:Iteration 3F (25.469876 sec): 3 clusters Score: Raw -19798.252931 + Penalty 1098.894281 = -18699.358650 nChanged 7 SP:Iteration 4Q (25.470443 sec): 3 clusters Score: Raw -19806.889434 + Penalty 1098.303941 = -18708.585494 nChanged 1 SP:Iteration 5Q (25.471004 sec): 3 clusters Score: Raw -19807.243922 + Penalty 1098.357721 = -18708.886200 nChanged 3 SP:Iteration 6Q (25.471565 sec): 3 clusters Score: Raw -19812.796019 + Penalty 1098.640571 = -18714.155448 nChanged 2 SP:Iteration 7Q (25.472124 sec): 3 clusters Score: Raw -19814.516743 + Penalty 1099.372903 = -18715.143840 nChanged 1 SP:Iteration 8Q (25.472683 sec): 3 clusters Score: Raw -19817.672556 + Penalty 1099.372903 = -18718.299653 nChanged 0 SP:Iteration 9F (25.473253 sec): 3 clusters Score: Raw -19817.672556 + Penalty 1099.372903 = -18718.299653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.474379 sec): 2 clusters Score: Raw -24831.933974 + Penalty 728.753533 = -24103.180441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.475057 sec): 3 clusters Score: Raw -24771.072378 + Penalty 1457.348682 = -23313.723696 nChanged 53 SP:Iteration 1F (25.475729 sec): 3 clusters Score: Raw -24839.027515 + Penalty 1456.869000 = -23382.158515 nChanged 16 SP:Iteration 2F (25.476397 sec): 3 clusters Score: Raw -24868.290319 + Penalty 1456.410158 = -23411.880161 nChanged 6 SP:Iteration 3Q (25.477051 sec): 3 clusters Score: Raw -24880.811509 + Penalty 1455.914334 = -23424.897174 nChanged 6 SP:Iteration 4Q (25.477703 sec): 3 clusters Score: Raw -24895.018009 + Penalty 1455.758341 = -23439.259667 nChanged 3 SP:Iteration 5Q (25.478355 sec): 3 clusters Score: Raw -24900.824870 + Penalty 1456.089215 = -23444.735654 nChanged 4 SP:Iteration 6Q (25.479004 sec): 3 clusters Score: Raw -24908.587316 + Penalty 1456.396991 = -23452.190325 nChanged 1 SP:Iteration 7Q (25.479652 sec): 3 clusters Score: Raw -24912.557267 + Penalty 1456.941661 = -23455.615606 nChanged 2 SP:Iteration 8Q (25.480300 sec): 3 clusters Score: Raw -24915.128671 + Penalty 1456.941661 = -23458.187010 nChanged 0 SP:Iteration 9F (25.480968 sec): 3 clusters Score: Raw -24915.128671 + Penalty 1456.941661 = -23458.187010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 63 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.481475 sec): 2 clusters Score: Raw -1116.999555 + Penalty 166.623346 = -950.376210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.481734 sec): 3 clusters Score: Raw -1116.291756 + Penalty 335.157434 = -781.134321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.482236 sec): 2 clusters Score: Raw -364.672675 + Penalty 160.430164 = -204.242510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.482450 sec): 3 clusters Score: Raw -354.913197 + Penalty 320.860329 = -34.052868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 65 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.483021 sec): 2 clusters Score: Raw -3688.117200 + Penalty 401.910331 = -3286.206869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.483313 sec): 3 clusters Score: Raw -3745.973034 + Penalty 801.429811 = -2944.543223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.484065 sec): 2 clusters Score: Raw -8756.402531 + Penalty 326.239359 = -8430.163172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.484492 sec): 3 clusters Score: Raw -8732.267660 + Penalty 647.502549 = -8084.765112 nChanged 19 SP:Iteration 1F (25.484888 sec): 3 clusters Score: Raw -8760.415287 + Penalty 640.568704 = -8119.846583 nChanged 8 SP:Iteration 2F (25.485281 sec): 3 clusters Score: Raw -8771.216367 + Penalty 630.489960 = -8140.726407 nChanged 3 SP:Iteration 3Q (25.485666 sec): 3 clusters Score: Raw -8779.856998 + Penalty 630.489960 = -8149.367037 nChanged 0 SP:Iteration 4F (25.486058 sec): 3 clusters Score: Raw -8779.856998 + Penalty 630.489960 = -8149.367037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.486786 sec): 2 clusters Score: Raw -8881.978672 + Penalty 309.419833 = -8572.558838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.487182 sec): 3 clusters Score: Raw -8839.104082 + Penalty 622.673773 = -8216.430309 nChanged 20 SP:Iteration 1F (25.487573 sec): 3 clusters Score: Raw -8861.612660 + Penalty 623.052093 = -8238.560567 nChanged 8 SP:Iteration 2F (25.487961 sec): 3 clusters Score: Raw -8870.728010 + Penalty 633.338807 = -8237.389203 nChanged 6 SP:Iteration 3F (25.488350 sec): 3 clusters Score: Raw -8879.401424 + Penalty 658.934916 = -8220.466508 nChanged 8 SP:Iteration 4F (25.488737 sec): 3 clusters Score: Raw -8889.751441 + Penalty 705.876483 = -8183.874958 nChanged 5 SP:Iteration 5F (25.489124 sec): 3 clusters Score: Raw -8900.664122 + Penalty 716.854500 = -8183.809621 nChanged 1 SP:Iteration 6F (25.489516 sec): 3 clusters Score: Raw -8901.232131 + Penalty 719.406895 = -8181.825237 nChanged 1 SP:Iteration 7F (25.489904 sec): 3 clusters Score: Raw -8901.344900 + Penalty 729.577593 = -8171.767307 nChanged 1 SP:Iteration 8F (25.490292 sec): 3 clusters Score: Raw -8904.544700 + Penalty 729.577593 = -8174.967107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.490782 sec): 2 clusters Score: Raw -844.621218 + Penalty 285.314389 = -559.306829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.491005 sec): 3 clusters Score: Raw -841.593477 + Penalty 570.546565 = -271.046912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.491473 sec): 2 clusters Score: Raw -356.990099 + Penalty 119.251847 = -237.738252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.491685 sec): 3 clusters Score: Raw -346.899532 + Penalty 267.203710 = -79.695821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 71 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.492188 sec): 2 clusters Score: Raw -1557.015925 + Penalty 244.624047 = -1312.391878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.492429 sec): 3 clusters Score: Raw -1576.199684 + Penalty 493.270216 = -1082.929468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.492916 sec): 2 clusters Score: Raw -1132.206295 + Penalty 287.085091 = -845.121204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.493146 sec): 3 clusters Score: Raw -1128.323593 + Penalty 579.969421 = -548.354172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.493610 sec): 2 clusters Score: Raw -174.716513 + Penalty 77.757068 = -96.959444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.493803 sec): 2 clusters Score: Raw -174.716513 + Penalty 77.757068 = -96.959444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.494526 sec): 2 clusters Score: Raw -8640.449390 + Penalty 579.207847 = -8061.241544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.494916 sec): 3 clusters Score: Raw -8679.732678 + Penalty 1158.065535 = -7521.667143 nChanged 8 SP:Iteration 1F (25.495292 sec): 3 clusters Score: Raw -8694.699727 + Penalty 1160.481815 = -7534.217913 nChanged 3 SP:Iteration 2Q (25.495659 sec): 3 clusters Score: Raw -8701.472220 + Penalty 1163.530739 = -7537.941481 nChanged 3 SP:Iteration 3Q (25.496025 sec): 3 clusters Score: Raw -8709.237610 + Penalty 1164.645043 = -7544.592567 nChanged 1 SP:Iteration 4Q (25.496393 sec): 3 clusters Score: Raw -8710.677024 + Penalty 1164.645043 = -7546.031981 nChanged 0 SP:Iteration 5F (25.496770 sec): 3 clusters Score: Raw -8710.677024 + Penalty 1164.645043 = -7546.031981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 77 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.497536 sec): 2 clusters Score: Raw -11113.600582 + Penalty 542.026415 = -10571.574167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.497969 sec): 3 clusters Score: Raw -11144.534919 + Penalty 1071.029307 = -10073.505612 nChanged 21 SP:Iteration 1F (25.498412 sec): 3 clusters Score: Raw -11190.074735 + Penalty 1061.915087 = -10128.159648 nChanged 7 SP:Iteration 2F (25.498838 sec): 3 clusters Score: Raw -11206.682480 + Penalty 1058.150689 = -10148.531790 nChanged 2 SP:Iteration 3Q (25.499245 sec): 3 clusters Score: Raw -11213.174597 + Penalty 1057.871280 = -10155.303317 nChanged 1 SP:Iteration 4Q (25.499647 sec): 3 clusters Score: Raw -11215.605569 + Penalty 1057.293715 = -10158.311854 nChanged 2 SP:Iteration 5Q (25.500049 sec): 3 clusters Score: Raw -11220.967155 + Penalty 1057.293715 = -10163.673440 nChanged 0 SP:Iteration 6F (25.500474 sec): 3 clusters Score: Raw -11220.967155 + Penalty 1057.293715 = -10163.673440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 78 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.500957 sec): 2 clusters Score: Raw -767.772533 + Penalty 274.713160 = -493.059373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.501183 sec): 3 clusters Score: Raw -753.863497 + Penalty 558.168848 = -195.694649 nChanged 1 SP:Iteration 1F (25.501402 sec): 3 clusters Score: Raw -757.268709 + Penalty 558.168848 = -199.099861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 79 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.501889 sec): 2 clusters Score: Raw -855.733370 + Penalty 230.733418 = -624.999951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.502115 sec): 3 clusters Score: Raw -860.004171 + Penalty 462.695667 = -397.308504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 80 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.502630 sec): 2 clusters Score: Raw -2038.443953 + Penalty 320.962068 = -1717.481885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.502880 sec): 3 clusters Score: Raw -2045.419933 + Penalty 645.062129 = -1400.357804 nChanged 1 SP:Iteration 1Q (25.503124 sec): 3 clusters Score: Raw -2048.858787 + Penalty 645.062129 = -1403.796658 nChanged 0 SP:Iteration 2F (25.503373 sec): 3 clusters Score: Raw -2048.858787 + Penalty 645.062129 = -1403.796658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 81 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.503900 sec): 2 clusters Score: Raw -2342.341351 + Penalty 469.556280 = -1872.785071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.504162 sec): 3 clusters Score: Raw -2407.593845 + Penalty 939.272719 = -1468.321126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.504716 sec): 2 clusters Score: Raw -2586.584057 + Penalty 362.630473 = -2223.953584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.504980 sec): 3 clusters Score: Raw -2611.442476 + Penalty 729.891238 = -1881.551238 nChanged 3 SP:Iteration 1F (25.505238 sec): 3 clusters Score: Raw -2623.473284 + Penalty 729.891238 = -1893.582046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 83 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.506161 sec): 2 clusters Score: Raw -16500.534096 + Penalty 705.709497 = -15794.824599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.506698 sec): 3 clusters Score: Raw -16477.936600 + Penalty 1409.697927 = -15068.238673 nChanged 25 SP:Iteration 1F (25.507225 sec): 3 clusters Score: Raw -16527.207985 + Penalty 1410.508877 = -15116.699108 nChanged 8 SP:Iteration 2Q (25.507729 sec): 3 clusters Score: Raw -16538.315778 + Penalty 1409.918438 = -15128.397340 nChanged 2 SP:Iteration 3Q (25.508234 sec): 3 clusters Score: Raw -16544.970972 + Penalty 1410.570985 = -15134.399987 nChanged 3 SP:Iteration 4Q (25.508738 sec): 3 clusters Score: Raw -16550.255658 + Penalty 1410.394201 = -15139.861458 nChanged 2 SP:Iteration 5Q (25.509276 sec): 3 clusters Score: Raw -16557.158162 + Penalty 1410.592771 = -15146.565390 nChanged 1 SP:Iteration 6Q (25.509777 sec): 3 clusters Score: Raw -16562.967961 + Penalty 1411.245559 = -15151.722402 nChanged 2 SP:Iteration 7Q (25.510348 sec): 3 clusters Score: Raw -16566.025888 + Penalty 1410.847144 = -15155.178744 nChanged 1 SP:Iteration 8Q (25.510851 sec): 3 clusters Score: Raw -16571.618106 + Penalty 1410.847144 = -15160.770961 nChanged 0 SP:Iteration 9F (25.511393 sec): 3 clusters Score: Raw -16571.618106 + Penalty 1410.847144 = -15160.770961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 84 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.512147 sec): 2 clusters Score: Raw -10210.233053 + Penalty 646.096648 = -9564.136405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.512552 sec): 3 clusters Score: Raw -10203.566233 + Penalty 1291.666813 = -8911.899421 nChanged 9 SP:Iteration 1F (25.512949 sec): 3 clusters Score: Raw -10223.875282 + Penalty 1292.193297 = -8931.681985 nChanged 3 SP:Iteration 2Q (25.513342 sec): 3 clusters Score: Raw -10233.708694 + Penalty 1292.702175 = -8941.006520 nChanged 1 SP:Iteration 3Q (25.513731 sec): 3 clusters Score: Raw -10234.632471 + Penalty 1293.215000 = -8941.417471 nChanged 1 SP:Iteration 4Q (25.514125 sec): 3 clusters Score: Raw -10235.773529 + Penalty 1292.679490 = -8943.094039 nChanged 1 SP:Iteration 5Q (25.514513 sec): 3 clusters Score: Raw -10238.184765 + Penalty 1292.679490 = -8945.505276 nChanged 0 SP:Iteration 6F (25.514910 sec): 3 clusters Score: Raw -10238.184765 + Penalty 1292.679490 = -8945.505276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.515433 sec): 2 clusters Score: Raw -459.384106 + Penalty 147.454952 = -311.929154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.515650 sec): 3 clusters Score: Raw -447.024613 + Penalty 292.150082 = -154.874531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.516132 sec): 2 clusters Score: Raw -440.440504 + Penalty 195.879478 = -244.561026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.516364 sec): 3 clusters Score: Raw -437.689214 + Penalty 408.251908 = -29.437306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.516865 sec): 2 clusters Score: Raw -600.940498 + Penalty 188.182210 = -412.758288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.517086 sec): 3 clusters Score: Raw -602.576543 + Penalty 374.777983 = -227.798560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.517556 sec): 2 clusters Score: Raw -448.745994 + Penalty 195.107125 = -253.638869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.517770 sec): 3 clusters Score: Raw -444.753503 + Penalty 409.015308 = -35.738195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 89 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.518259 sec): 2 clusters Score: Raw -855.795843 + Penalty 264.744862 = -591.050981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.518491 sec): 3 clusters Score: Raw -1052.187055 + Penalty 530.296737 = -521.890319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 90 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.518989 sec): 2 clusters Score: Raw -1033.260160 + Penalty 276.160137 = -757.100023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.519223 sec): 3 clusters Score: Raw -1310.393925 + Penalty 553.184302 = -757.209623 nChanged 0 Score: Raw -2457916.124100 + Penalty 159823.680926 = -2298092.443175 Splitting cluster 90 changes total score from -2280827.605462 to -2298092.443175 So it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 91 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.737169 sec): 2 clusters Score: Raw -2069.880088 + Penalty 365.715029 = -1704.165059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.737423 sec): 3 clusters Score: Raw -2064.411286 + Penalty 735.601111 = -1328.810175 nChanged 1 SP:Iteration 1Q (27.737666 sec): 3 clusters Score: Raw -2067.813827 + Penalty 735.601111 = -1332.212716 nChanged 0 SP:Iteration 2F (27.737913 sec): 3 clusters Score: Raw -2067.813827 + Penalty 735.601111 = -1332.212716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.738384 sec): 2 clusters Score: Raw -352.566752 + Penalty 128.085773 = -224.480979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.738598 sec): 3 clusters Score: Raw -346.394100 + Penalty 256.171546 = -90.222554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.739067 sec): 2 clusters Score: Raw -331.281981 + Penalty 95.644654 = -235.637328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.739279 sec): 3 clusters Score: Raw -329.522986 + Penalty 200.240660 = -129.282326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 95 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.739786 sec): 2 clusters Score: Raw -1657.395609 + Penalty 309.484658 = -1347.910951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.740028 sec): 3 clusters Score: Raw -1654.052131 + Penalty 616.283381 = -1037.768749 nChanged 1 SP:Iteration 1F (27.740266 sec): 3 clusters Score: Raw -1656.323943 + Penalty 615.756760 = -1040.567183 nChanged 1 SP:Iteration 2F (27.740505 sec): 3 clusters Score: Raw -1660.381961 + Penalty 615.756760 = -1044.625201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.740981 sec): 2 clusters Score: Raw -597.676594 + Penalty 220.103429 = -377.573165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.741234 sec): 3 clusters Score: Raw -610.976426 + Penalty 415.084085 = -195.892341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.741697 sec): 2 clusters Score: Raw -179.544350 + Penalty 80.639649 = -98.904701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.741892 sec): 2 clusters Score: Raw -179.544350 + Penalty 80.639649 = -98.904701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.742351 sec): 2 clusters Score: Raw -172.488108 + Penalty 79.509647 = -92.978461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.742544 sec): 2 clusters Score: Raw -172.488108 + Penalty 79.509647 = -92.978461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 99 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.743020 sec): 2 clusters Score: Raw -720.343478 + Penalty 243.697155 = -476.646323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.743241 sec): 3 clusters Score: Raw -724.300971 + Penalty 487.394311 = -236.906661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 100 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.744005 sec): 2 clusters Score: Raw -10989.815888 + Penalty 616.186505 = -10373.629383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.744426 sec): 3 clusters Score: Raw -11022.145048 + Penalty 1232.581159 = -9789.563889 nChanged 12 SP:Iteration 1F (27.744837 sec): 3 clusters Score: Raw -11059.956431 + Penalty 1232.373010 = -9827.583421 nChanged 1 SP:Iteration 2Q (27.745232 sec): 3 clusters Score: Raw -11065.049924 + Penalty 1232.373010 = -9832.676914 nChanged 0 SP:Iteration 3F (27.745643 sec): 3 clusters Score: Raw -11065.049924 + Penalty 1232.373010 = -9832.676914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.746120 sec): 2 clusters Score: Raw -427.512285 + Penalty 133.669435 = -293.842850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.746333 sec): 3 clusters Score: Raw -424.952858 + Penalty 239.484767 = -185.468091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 106 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.746869 sec): 2 clusters Score: Raw -2508.359696 + Penalty 433.758729 = -2074.600967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.747135 sec): 3 clusters Score: Raw -2558.692240 + Penalty 865.898074 = -1692.794166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 107 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.747619 sec): 2 clusters Score: Raw -933.510561 + Penalty 248.567704 = -684.942857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.747846 sec): 3 clusters Score: Raw -924.810420 + Penalty 486.353956 = -438.456464 nChanged 1 SP:Iteration 1F (27.748071 sec): 3 clusters Score: Raw -930.613099 + Penalty 486.353956 = -444.259143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.748542 sec): 2 clusters Score: Raw -256.714525 + Penalty 105.069583 = -151.644942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.748754 sec): 3 clusters Score: Raw -252.005571 + Penalty 231.776476 = -20.229095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.749241 sec): 2 clusters Score: Raw -277.868125 + Penalty 140.278729 = -137.589396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.749453 sec): 3 clusters Score: Raw -264.919063 + Penalty 285.325761 = 20.406698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.749921 sec): 2 clusters Score: Raw -368.712623 + Penalty 178.488271 = -190.224352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.750134 sec): 3 clusters Score: Raw -357.919686 + Penalty 356.976542 = -0.943144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 112 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.750623 sec): 2 clusters Score: Raw -1022.359102 + Penalty 290.443264 = -731.915838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.750853 sec): 3 clusters Score: Raw -1025.273435 + Penalty 544.115456 = -481.157979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 114 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.751356 sec): 2 clusters Score: Raw -1646.999472 + Penalty 369.480398 = -1277.519075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.751598 sec): 3 clusters Score: Raw -1659.693108 + Penalty 737.911928 = -921.781180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.752068 sec): 2 clusters Score: Raw -469.249105 + Penalty 190.247566 = -279.001539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.752284 sec): 3 clusters Score: Raw -455.777836 + Penalty 377.959495 = -77.818341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.752765 sec): 2 clusters Score: Raw -842.119599 + Penalty 275.016317 = -567.103282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.752989 sec): 3 clusters Score: Raw -842.748012 + Penalty 547.901984 = -294.846028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.753461 sec): 2 clusters Score: Raw -552.589453 + Penalty 212.642484 = -339.946968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.753679 sec): 3 clusters Score: Raw -542.976086 + Penalty 424.317223 = -118.658863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.754150 sec): 2 clusters Score: Raw -440.079254 + Penalty 170.412442 = -269.666812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.754366 sec): 3 clusters Score: Raw -439.137265 + Penalty 334.833658 = -104.303607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.754847 sec): 2 clusters Score: Raw -824.701751 + Penalty 234.484942 = -590.216809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.755070 sec): 3 clusters Score: Raw -818.021284 + Penalty 471.021245 = -347.000038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.755535 sec): 2 clusters Score: Raw -361.368615 + Penalty 145.208501 = -216.160114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.755748 sec): 3 clusters Score: Raw -353.160694 + Penalty 294.825379 = -58.335315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 122 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.756286 sec): 2 clusters Score: Raw -2300.621581 + Penalty 292.496265 = -2008.125317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.756543 sec): 3 clusters Score: Raw -2302.108265 + Penalty 587.403279 = -1714.704986 nChanged 2 SP:Iteration 1F (27.756799 sec): 3 clusters Score: Raw -2306.753579 + Penalty 587.403279 = -1719.350300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.757258 sec): 2 clusters Score: Raw -85.033623 + Penalty 0.000000 = -85.033623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.757448 sec): 2 clusters Score: Raw -85.033623 + Penalty 0.000000 = -85.033623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.757923 sec): 2 clusters Score: Raw -560.768889 + Penalty 81.831541 = -478.937347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.758141 sec): 3 clusters Score: Raw -562.920944 + Penalty 169.065853 = -393.855092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.758625 sec): 2 clusters Score: Raw -1008.465551 + Penalty 242.797195 = -765.668356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.758855 sec): 3 clusters Score: Raw -1005.131878 + Penalty 434.088494 = -571.043384 nChanged 1 SP:Iteration 1F (27.759075 sec): 3 clusters Score: Raw -1005.457747 + Penalty 434.088494 = -571.369253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 129 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.759548 sec): 2 clusters Score: Raw -532.190689 + Penalty 188.554430 = -343.636259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.759767 sec): 3 clusters Score: Raw -534.993833 + Penalty 377.108860 = -157.884973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.760239 sec): 2 clusters Score: Raw -570.083750 + Penalty 227.633183 = -342.450567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.760456 sec): 3 clusters Score: Raw -560.800445 + Penalty 227.633183 = -333.167262 nChanged 1 SP:Iteration 1F (27.760652 sec): 2 clusters Score: Raw -570.083750 + Penalty 227.633183 = -342.450567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.761127 sec): 2 clusters Score: Raw -747.217024 + Penalty 233.572646 = -513.644378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.761350 sec): 3 clusters Score: Raw -737.544860 + Penalty 472.880108 = -264.664752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.761823 sec): 2 clusters Score: Raw -527.009904 + Penalty 150.365741 = -376.644163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.762041 sec): 3 clusters Score: Raw -520.682750 + Penalty 296.923991 = -223.758760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.762539 sec): 2 clusters Score: Raw -1361.348437 + Penalty 143.643424 = -1217.705013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.762777 sec): 3 clusters Score: Raw -1363.692691 + Penalty 285.735235 = -1077.957456 nChanged 1 SP:Iteration 1F (27.763010 sec): 3 clusters Score: Raw -1365.326071 + Penalty 298.908027 = -1066.418044 nChanged 1 SP:Iteration 2F (27.763258 sec): 3 clusters Score: Raw -1366.367199 + Penalty 298.908027 = -1067.459171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.763724 sec): 2 clusters Score: Raw -372.943672 + Penalty 159.971031 = -212.972641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.763939 sec): 3 clusters Score: Raw -361.244679 + Penalty 159.971031 = -201.273648 nChanged 1 SP:Iteration 1F (27.764131 sec): 2 clusters Score: Raw -372.943672 + Penalty 159.971031 = -212.972641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.764596 sec): 2 clusters Score: Raw -257.132002 + Penalty 93.849691 = -163.282312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.764791 sec): 2 clusters Score: Raw -257.132002 + Penalty 93.849691 = -163.282312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 139 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.765342 sec): 2 clusters Score: Raw -2707.882940 + Penalty 259.570161 = -2448.312779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.765612 sec): 3 clusters Score: Raw -2709.913924 + Penalty 519.140321 = -2190.773603 nChanged 3 SP:Iteration 1F (27.765873 sec): 3 clusters Score: Raw -2714.239975 + Penalty 521.704784 = -2192.535191 nChanged 1 SP:Iteration 2Q (27.766135 sec): 3 clusters Score: Raw -2715.844300 + Penalty 521.704784 = -2194.139517 nChanged 0 SP:Iteration 3F (27.766399 sec): 3 clusters Score: Raw -2715.844300 + Penalty 521.704784 = -2194.139517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.766866 sec): 2 clusters Score: Raw -266.201889 + Penalty 105.132699 = -161.069191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.767076 sec): 3 clusters Score: Raw -256.257023 + Penalty 213.462123 = -42.794900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.767554 sec): 2 clusters Score: Raw -704.356495 + Penalty 169.397374 = -534.959121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.767778 sec): 3 clusters Score: Raw -699.526842 + Penalty 357.594817 = -341.932025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.768261 sec): 2 clusters Score: Raw -862.846170 + Penalty 268.512363 = -594.333807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.768485 sec): 3 clusters Score: Raw -847.106115 + Penalty 553.464562 = -293.641553 nChanged 1 SP:Iteration 1F (27.768705 sec): 3 clusters Score: Raw -851.847288 + Penalty 268.512363 = -583.334925 nChanged 1 SP:Iteration 2F (27.768905 sec): 2 clusters Score: Raw -862.846170 + Penalty 268.512363 = -594.333807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.769377 sec): 2 clusters Score: Raw -432.569030 + Penalty 139.918107 = -292.650923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.769592 sec): 3 clusters Score: Raw -430.377512 + Penalty 273.106796 = -157.270716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.770062 sec): 2 clusters Score: Raw -451.338790 + Penalty 186.142058 = -265.196732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.770277 sec): 3 clusters Score: Raw -442.442079 + Penalty 378.456480 = -63.985599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.770758 sec): 2 clusters Score: Raw -272.351225 + Penalty 131.503945 = -140.847280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.770969 sec): 3 clusters Score: Raw -264.842903 + Penalty 245.881045 = -18.961858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.771424 sec): 2 clusters Score: Raw -83.426068 + Penalty 0.000000 = -83.426068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.771612 sec): 2 clusters Score: Raw -83.426068 + Penalty 0.000000 = -83.426068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.772083 sec): 2 clusters Score: Raw -544.004628 + Penalty 200.716643 = -343.287985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.772304 sec): 3 clusters Score: Raw -539.010337 + Penalty 401.433287 = -137.577050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.772767 sec): 2 clusters Score: Raw -264.827713 + Penalty 101.088834 = -163.738878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.772963 sec): 2 clusters Score: Raw -264.827713 + Penalty 101.088834 = -163.738878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 156 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.773545 sec): 2 clusters Score: Raw -4237.320583 + Penalty 566.293053 = -3671.027530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.773839 sec): 3 clusters Score: Raw -4267.191212 + Penalty 1131.541070 = -3135.650142 nChanged 1 SP:Iteration 1Q (27.774120 sec): 3 clusters Score: Raw -4271.012409 + Penalty 1130.548910 = -3140.463499 nChanged 1 SP:Iteration 2Q (27.774393 sec): 3 clusters Score: Raw -4276.450406 + Penalty 1130.548910 = -3145.901496 nChanged 0 SP:Iteration 3F (27.774677 sec): 3 clusters Score: Raw -4276.450406 + Penalty 1130.548910 = -3145.901496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 157 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.775181 sec): 2 clusters Score: Raw -1461.229377 + Penalty 371.579930 = -1089.649447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.775419 sec): 3 clusters Score: Raw -1478.773054 + Penalty 748.312675 = -730.460379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.775884 sec): 2 clusters Score: Raw -273.109323 + Penalty 123.199114 = -149.910209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.776078 sec): 2 clusters Score: Raw -273.109323 + Penalty 123.199114 = -149.910209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.776545 sec): 2 clusters Score: Raw -330.625356 + Penalty 112.445947 = -218.179410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.776759 sec): 3 clusters Score: Raw -333.320922 + Penalty 224.891893 = -108.429028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.777226 sec): 2 clusters Score: Raw -315.308822 + Penalty 109.957293 = -205.351529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.777426 sec): 2 clusters Score: Raw -315.308822 + Penalty 109.957293 = -205.351529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.777921 sec): 2 clusters Score: Raw -450.429807 + Penalty 182.905854 = -267.523953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.778138 sec): 3 clusters Score: Raw -444.073044 + Penalty 366.471471 = -77.601572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.778604 sec): 2 clusters Score: Raw -274.685941 + Penalty 125.701623 = -148.984319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.778814 sec): 3 clusters Score: Raw -264.110156 + Penalty 125.701623 = -138.408533 nChanged 1 SP:Iteration 1F (27.779007 sec): 2 clusters Score: Raw -274.685941 + Penalty 125.701623 = -148.984319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.779481 sec): 2 clusters Score: Raw -611.763168 + Penalty 160.422187 = -451.340980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.779702 sec): 3 clusters Score: Raw -606.216139 + Penalty 342.471486 = -263.744653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.780158 sec): 2 clusters Score: Raw -83.621973 + Penalty 0.000000 = -83.621973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.780348 sec): 2 clusters Score: Raw -83.621973 + Penalty 0.000000 = -83.621973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.780818 sec): 2 clusters Score: Raw -476.380935 + Penalty 208.492827 = -267.888108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.781034 sec): 3 clusters Score: Raw -461.611273 + Penalty 424.480076 = -37.131197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 171 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.781495 sec): 2 clusters Score: Raw -330.490973 + Penalty 124.363579 = -206.127395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.781697 sec): 3 clusters Score: Raw -339.181927 + Penalty 248.727157 = -90.454769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 172 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.782285 sec): 2 clusters Score: Raw -3527.726825 + Penalty 61.274634 = -3466.452191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.782590 sec): 3 clusters Score: Raw -3534.977734 + Penalty 131.926097 = -3403.051638 nChanged 21 SP:Iteration 1F (27.782893 sec): 3 clusters Score: Raw -3570.127916 + Penalty 121.877087 = -3448.250829 nChanged 3 SP:Iteration 2F (27.783173 sec): 3 clusters Score: Raw -3578.016161 + Penalty 121.877087 = -3456.139074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 174 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.783665 sec): 2 clusters Score: Raw -1143.324948 + Penalty 311.917563 = -831.407384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.783902 sec): 3 clusters Score: Raw -1130.910314 + Penalty 623.835127 = -507.075187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.784363 sec): 2 clusters Score: Raw -176.755681 + Penalty 77.462791 = -99.292891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.784556 sec): 2 clusters Score: Raw -176.755681 + Penalty 77.462791 = -99.292891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.785030 sec): 2 clusters Score: Raw -81.933508 + Penalty 0.000000 = -81.933508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.785220 sec): 2 clusters Score: Raw -81.933508 + Penalty 0.000000 = -81.933508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 181 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.785689 sec): 2 clusters Score: Raw -457.274302 + Penalty 166.714871 = -290.559431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.785889 sec): 2 clusters Score: Raw -457.274302 + Penalty 166.714871 = -290.559431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.786362 sec): 2 clusters Score: Raw -622.188660 + Penalty 228.488708 = -393.699952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.786584 sec): 3 clusters Score: Raw -624.912770 + Penalty 459.657195 = -165.255575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 186 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.787098 sec): 2 clusters Score: Raw -1738.462015 + Penalty 195.237680 = -1543.224335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.787347 sec): 3 clusters Score: Raw -1766.498114 + Penalty 406.854266 = -1359.643848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.787804 sec): 2 clusters Score: Raw -85.053040 + Penalty 0.000000 = -85.053040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.787994 sec): 2 clusters Score: Raw -85.053040 + Penalty 0.000000 = -85.053040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.788454 sec): 2 clusters Score: Raw -163.349796 + Penalty 63.039039 = -100.310757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.788659 sec): 3 clusters Score: Raw -160.348955 + Penalty 126.078077 = -34.270878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.789131 sec): 2 clusters Score: Raw -479.929652 + Penalty 64.180439 = -415.749213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.789348 sec): 3 clusters Score: Raw -478.219342 + Penalty 112.891272 = -365.328071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.789811 sec): 2 clusters Score: Raw -257.166830 + Penalty 80.711834 = -176.454995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.790015 sec): 3 clusters Score: Raw -253.385109 + Penalty 156.484023 = -96.901086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.790467 sec): 2 clusters Score: Raw -162.524865 + Penalty 21.162374 = -141.362490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.790659 sec): 3 clusters Score: Raw -157.312540 + Penalty 42.324749 = -114.987791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.791124 sec): 2 clusters Score: Raw -273.123514 + Penalty 132.557207 = -140.566307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.791348 sec): 3 clusters Score: Raw -263.642015 + Penalty 267.571689 = 3.929674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.791820 sec): 2 clusters Score: Raw -469.290569 + Penalty 191.195551 = -278.095018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.792035 sec): 3 clusters Score: Raw -460.943569 + Penalty 191.195551 = -269.748018 nChanged 1 SP:Iteration 1F (27.792230 sec): 2 clusters Score: Raw -469.290569 + Penalty 191.195551 = -278.095018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.792695 sec): 2 clusters Score: Raw -273.608546 + Penalty 123.815889 = -149.792657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.792905 sec): 3 clusters Score: Raw -263.331688 + Penalty 254.449957 = -8.881730 nChanged 0 Deleting Class 78 (8 points): Lose 35.428875 but Gain 1363.999184 Iteration 20F (30.064278 sec): 158 clusters Score: Raw -2442741.387281 + Penalty 157625.893633 = -2285115.493648 nChanged 716 Deleting Class 156 (43 points): Lose 239.164717 but Gain 1554.519431 Iteration 21Q (30.299568 sec): 156 clusters Score: Raw -2442780.346772 + Penalty 155837.857976 = -2286942.488796 nChanged 406 Deleting Class 4 (16 points): Lose 142.368588 but Gain 1454.483098 Iteration 22Q (30.506240 sec): 155 clusters Score: Raw -2442850.812178 + Penalty 153768.122986 = -2289082.689192 nChanged 297 Deleting Class 170 (5 points): Lose 25.585084 but Gain 1337.513744 Iteration 23Q (30.703114 sec): 153 clusters Score: Raw -2442993.204387 + Penalty 152463.548259 = -2290529.656128 nChanged 248 Deleting Class 109 (3 points): Lose 7.798371 but Gain 1318.343949 Iteration 24Q (30.892708 sec): 152 clusters Score: Raw -2443101.386870 + Penalty 151189.792076 = -2291911.594794 nChanged 223 Deleting Class 69 (9 points): Lose 50.788985 but Gain 1340.696845 Iteration 25Q (31.079508 sec): 151 clusters Score: Raw -2443143.908980 + Penalty 149827.150980 = -2293316.758000 nChanged 201 Deleting Class 110 (4 points): Lose 46.761303 but Gain 1329.338516 Iteration 26Q (31.261611 sec): 150 clusters Score: Raw -2443183.253783 + Penalty 147479.448055 = -2295703.805728 nChanged 160 Deleting Class 38 (6 points): Lose 33.957663 but Gain 1311.165794 Iteration 27Q (31.441485 sec): 148 clusters Score: Raw -2443218.080894 + Penalty 146148.442329 = -2297069.638566 nChanged 148 Deleting Class 157 (17 points): Lose 115.259677 but Gain 1385.816464 Iteration 28Q (31.618500 sec): 147 clusters Score: Raw -2443176.187911 + Penalty 144884.383081 = -2298291.804830 nChanged 127 Deleting Class 81 (28 points): Lose 215.410870 but Gain 1478.798826 Iteration 29Q (31.793332 sec): 146 clusters Score: Raw -2443059.255106 + Penalty 143527.845887 = -2299531.409219 nChanged 119 Deleting Class 114 (16 points): Lose 69.285087 but Gain 1344.959144 Iteration 30F (33.861429 sec): 145 clusters Score: Raw -2443114.691081 + Penalty 142258.258423 = -2300856.432658 nChanged 109 Deleting Class 188 (1 points): Lose 17.776650 but Gain 1280.797618 Iteration 31Q (34.035818 sec): 144 clusters Score: Raw -2443158.645884 + Penalty 141020.894758 = -2302137.751126 nChanged 68 Deleting Class 130 (7 points): Lose 54.032573 but Gain 1316.708296 Iteration 32Q (34.204774 sec): 143 clusters Score: Raw -2443135.945692 + Penalty 139721.522978 = -2303414.422714 nChanged 77 Deleting Class 174 (12 points): Lose 54.482706 but Gain 1296.018238 Iteration 33Q (34.373645 sec): 142 clusters Score: Raw -2443116.923984 + Penalty 138441.877394 = -2304675.046590 nChanged 78 Deleting Class 86 (5 points): Lose 27.896837 but Gain 1256.597158 Iteration 34Q (34.542364 sec): 141 clusters Score: Raw -2443126.335893 + Penalty 137212.912431 = -2305913.423462 nChanged 63 Deleting Class 116 (9 points): Lose 64.988145 but Gain 1292.306045 Iteration 35Q (34.710492 sec): 140 clusters Score: Raw -2443094.204428 + Penalty 136000.692148 = -2307093.512279 nChanged 63 Deleting Class 10 (61 points): Lose 220.966566 but Gain 1443.568699 Iteration 36Q (34.878900 sec): 139 clusters Score: Raw -2442933.453227 + Penalty 134652.161756 = -2308281.291471 nChanged 112 Deleting Class 123 (1 points): Lose 18.233497 but Gain 1240.176604 Iteration 37Q (35.050535 sec): 138 clusters Score: Raw -2443060.935536 + Penalty 133485.252795 = -2309575.682741 nChanged 65 Deleting Class 205 (3 points): Lose 29.619609 but Gain 1245.776847 Iteration 38Q (35.215283 sec): 137 clusters Score: Raw -2443089.592817 + Penalty 132263.542858 = -2310826.049958 nChanged 63 Deleting Class 143 (9 points): Lose 55.243644 but Gain 1261.743860 Iteration 39Q (35.378746 sec): 136 clusters Score: Raw -2443082.261982 + Penalty 131029.034473 = -2312053.227508 nChanged 55 Deleting Class 209 (5 points): Lose 23.065924 but Gain 1226.549040 Iteration 40F (37.297593 sec): 135 clusters Score: Raw -2443124.259928 + Penalty 129818.522947 = -2313305.736981 nChanged 48 Deleting Class 148 (3 points): Lose 36.514809 but Gain 1235.878257 Iteration 41Q (37.461239 sec): 134 clusters Score: Raw -2443133.788336 + Penalty 128595.948335 = -2314537.840001 nChanged 51 Deleting Class 26 (3 points): Lose 19.041094 but Gain 1216.706582 Iteration 42Q (37.627040 sec): 133 clusters Score: Raw -2443187.135660 + Penalty 127388.701282 = -2315798.434378 nChanged 44 Deleting Class 115 (5 points): Lose 23.420372 but Gain 1220.467566 Iteration 43Q (37.789551 sec): 132 clusters Score: Raw -2443230.805388 + Penalty 126237.563706 = -2316993.241682 nChanged 36 Deleting Class 97 (2 points): Lose 8.056056 but Gain 1201.170141 Iteration 44Q (37.949489 sec): 131 clusters Score: Raw -2443272.490070 + Penalty 125042.315018 = -2318230.175052 nChanged 29 Deleting Class 106 (28 points): Lose 164.435344 but Gain 1343.995893 Iteration 45Q (38.109436 sec): 130 clusters Score: Raw -2443128.010202 + Penalty 123766.986716 = -2319361.023486 nChanged 60 Deleting Class 112 (11 points): Lose 71.177428 but Gain 1250.582822 Iteration 46Q (38.270049 sec): 129 clusters Score: Raw -2443117.847647 + Penalty 122545.299790 = -2320572.547857 nChanged 53 Deleting Class 135 (4 points): Lose 20.378907 but Gain 1191.426483 Iteration 47Q (38.429502 sec): 128 clusters Score: Raw -2443146.045681 + Penalty 121371.972116 = -2321774.073565 nChanged 30 Deleting Class 165 (3 points): Lose 10.834947 but Gain 1181.347846 Iteration 48Q (38.587751 sec): 127 clusters Score: Raw -2443155.474233 + Penalty 120194.883211 = -2322960.591022 nChanged 26 Deleting Class 88 (5 points): Lose 84.052373 but Gain 1251.642391 Iteration 49Q (38.745158 sec): 126 clusters Score: Raw -2443103.052600 + Penalty 118996.626496 = -2324106.426104 nChanged 18 Deleting Class 99 (8 points): Lose 42.408808 but Gain 1209.999263 Iteration 50F (40.519093 sec): 125 clusters Score: Raw -2443154.372166 + Penalty 117823.887015 = -2325330.485151 nChanged 39 Deleting Class 212 (4 points): Lose 65.349271 but Gain 1232.319903 Iteration 51Q (40.680958 sec): 124 clusters Score: Raw -2443152.172584 + Penalty 116617.651112 = -2326534.521472 nChanged 30 Deleting Class 117 (6 points): Lose 62.165351 but Gain 1225.326119 Iteration 52Q (40.836117 sec): 123 clusters Score: Raw -2443124.282070 + Penalty 115413.557413 = -2327710.724657 nChanged 27 Deleting Class 162 (5 points): Lose 20.710398 but Gain 1173.369353 Iteration 53Q (40.991887 sec): 122 clusters Score: Raw -2443135.141689 + Penalty 114264.266157 = -2328870.875532 nChanged 32 Deleting Class 98 (2 points): Lose 35.679929 but Gain 1184.338164 Iteration 54Q (41.145536 sec): 121 clusters Score: Raw -2443138.906525 + Penalty 113095.004416 = -2330043.902109 nChanged 31 Deleting Class 74 (2 points): Lose 13.913695 but Gain 1158.232586 Iteration 55Q (41.298981 sec): 120 clusters Score: Raw -2443154.422817 + Penalty 111942.015226 = -2331212.407591 nChanged 26 Deleting Class 73 (12 points): Lose 52.697740 but Gain 1192.839254 Iteration 56Q (41.456484 sec): 119 clusters Score: Raw -2443124.487074 + Penalty 110791.864361 = -2332332.622713 nChanged 30 Deleting Class 146 (4 points): Lose 58.378893 but Gain 1194.183797 Iteration 57Q (41.614069 sec): 118 clusters Score: Raw -2443095.219073 + Penalty 109613.962820 = -2333481.256253 nChanged 17 Deleting Class 91 (21 points): Lose 91.213494 but Gain 1226.272698 Iteration 58Q (41.771038 sec): 117 clusters Score: Raw -2443022.639990 + Penalty 108403.097664 = -2334619.542326 nChanged 37 Deleting Class 64 (4 points): Lose 62.931525 but Gain 1194.845999 Iteration 59Q (41.928331 sec): 116 clusters Score: Raw -2442994.674578 + Penalty 107245.160943 = -2335749.513635 nChanged 21 Deleting Class 183 (8 points): Lose 84.581209 but Gain 1216.026812 Iteration 60F (43.561551 sec): 115 clusters Score: Raw -2442933.888167 + Penalty 106104.204000 = -2336829.684166 nChanged 25 Deleting Class 176 (2 points): Lose 23.087412 but Gain 1153.849163 Iteration 61Q (43.710977 sec): 114 clusters Score: Raw -2442950.273228 + Penalty 104967.046941 = -2337983.226287 nChanged 23 Deleting Class 153 (6 points): Lose 31.793160 but Gain 1156.604929 Iteration 62Q (43.860230 sec): 113 clusters Score: Raw -2442933.497858 + Penalty 103820.351693 = -2339113.146165 nChanged 24 Deleting Class 131 (8 points): Lose 36.947019 but Gain 1159.729290 Iteration 63Q (44.008007 sec): 112 clusters Score: Raw -2442919.209325 + Penalty 102652.032514 = -2340267.176811 nChanged 27 Deleting Class 84 (104 points): Lose 343.390425 but Gain 1456.268238 Iteration 64Q (44.156441 sec): 111 clusters Score: Raw -2442603.893846 + Penalty 101235.479947 = -2341368.413900 nChanged 123 Deleting Class 181 (7 points): Lose 53.806944 but Gain 1141.692400 Iteration 65Q (44.309941 sec): 110 clusters Score: Raw -2442722.587100 + Penalty 100024.560871 = -2342698.026229 nChanged 51 Deleting Class 107 (10 points): Lose 37.927664 but Gain 1114.577761 Iteration 66Q (44.459532 sec): 109 clusters Score: Raw -2442726.228144 + Penalty 98945.704269 = -2343780.523875 nChanged 40 Deleting Class 51 (9 points): Lose 40.393119 but Gain 1110.225123 Iteration 67Q (44.607646 sec): 108 clusters Score: Raw -2442720.623558 + Penalty 97883.208164 = -2344837.415394 nChanged 26 Deleting Class 120 (10 points): Lose 44.464140 but Gain 1112.275891 Iteration 68Q (44.753117 sec): 107 clusters Score: Raw -2442705.196687 + Penalty 96760.989626 = -2345944.207061 nChanged 20 Deleting Class 129 (5 points): Lose 36.263274 but Gain 1102.168261 Iteration 69Q (44.897316 sec): 106 clusters Score: Raw -2442691.352695 + Penalty 95660.286155 = -2347031.066540 nChanged 13 Deleting Class 121 (4 points): Lose 20.843712 but Gain 1081.478640 Iteration 70F (46.411481 sec): 105 clusters Score: Raw -2442684.242728 + Penalty 94588.439859 = -2348095.802869 nChanged 12 Deleting Class 29 (8 points): Lose 64.715655 but Gain 1115.321606 Iteration 71Q (46.555487 sec): 104 clusters Score: Raw -2442634.969013 + Penalty 93487.644489 = -2349147.324524 nChanged 13 Deleting Class 96 (6 points): Lose 86.019058 but Gain 1135.386687 Iteration 72Q (46.699968 sec): 103 clusters Score: Raw -2442572.441868 + Penalty 92374.719861 = -2350197.722007 nChanged 12 Deleting Class 8 (15 points): Lose 64.807263 but Gain 1112.463499 Iteration 73Q (46.845347 sec): 102 clusters Score: Raw -2442538.353568 + Penalty 91275.021107 = -2351263.332461 nChanged 22 Deleting Class 80 (18 points): Lose 65.186225 but Gain 1098.256831 Iteration 74Q (46.987791 sec): 101 clusters Score: Raw -2442505.285868 + Penalty 90190.501671 = -2352314.784196 nChanged 34 Deleting Class 100 (110 points): Lose 313.971953 but Gain 1344.134312 Iteration 75Q (47.131305 sec): 100 clusters Score: Raw -2442236.611153 + Penalty 88879.407435 = -2353357.203718 nChanged 125 Deleting Class 119 (5 points): Lose 66.062292 but Gain 1093.222180 Iteration 76Q (47.277497 sec): 99 clusters Score: Raw -2442366.262785 + Penalty 87805.053229 = -2354561.209556 nChanged 40 Deleting Class 25 (14 points): Lose 49.872832 but Gain 1073.453391 Iteration 77Q (47.419760 sec): 98 clusters Score: Raw -2442357.264869 + Penalty 86731.165418 = -2355626.099451 nChanged 44 Deleting Class 128 (13 points): Lose 47.109054 but Gain 1064.151688 Iteration 78Q (47.561013 sec): 97 clusters Score: Raw -2442351.089179 + Penalty 85657.239441 = -2356693.849738 nChanged 43 Deleting Class 169 (1 points): Lose 3.051264 but Gain 1016.056725 Iteration 79Q (47.702236 sec): 96 clusters Score: Raw -2442390.498202 + Penalty 84629.995428 = -2357760.502774 nChanged 29 Deleting Class 79 (13 points): Lose 68.115518 but Gain 1071.545250 Iteration 80F (49.053924 sec): 95 clusters Score: Raw -2442350.046095 + Penalty 83574.366358 = -2358775.679737 nChanged 35 Deleting Class 95 (17 points): Lose 107.762138 but Gain 1102.724939 Iteration 81Q (49.193234 sec): 94 clusters Score: Raw -2442279.061723 + Penalty 82481.399053 = -2359797.662671 nChanged 38 Deleting Class 140 (3 points): Lose 7.378952 but Gain 988.040445 Iteration 82Q (49.331779 sec): 93 clusters Score: Raw -2442335.599119 + Penalty 81521.057508 = -2360814.541611 nChanged 31 Deleting Class 87 (7 points): Lose 31.092818 but Gain 998.474880 Iteration 83Q (49.470434 sec): 92 clusters Score: Raw -2442337.897526 + Penalty 80537.780075 = -2361800.117451 nChanged 25 Deleting Class 82 (36 points): Lose 191.173048 but Gain 1136.690536 Iteration 84Q (49.608042 sec): 91 clusters Score: Raw -2442167.062054 + Penalty 79496.936556 = -2362670.125498 nChanged 45 Deleting Class 54 (28 points): Lose 117.422610 but Gain 1058.159369 Iteration 85Q (49.745827 sec): 90 clusters Score: Raw -2442126.045174 + Penalty 78427.306490 = -2363698.738684 nChanged 40 Deleting Class 92 (4 points): Lose 22.136546 but Gain 953.952606 Iteration 86Q (49.882646 sec): 89 clusters Score: Raw -2442159.460425 + Penalty 77486.473981 = -2364672.986444 nChanged 19 Deleting Class 47 (5 points): Lose 16.923655 but Gain 944.688010 Iteration 87Q (50.017882 sec): 88 clusters Score: Raw -2442155.912266 + Penalty 76557.507178 = -2365598.405088 nChanged 22 Deleting Class 85 (5 points): Lose 19.970083 but Gain 945.946333 Iteration 88Q (50.163893 sec): 87 clusters Score: Raw -2442151.839728 + Penalty 75643.963146 = -2366507.876582 nChanged 17 Deleting Class 108 (3 points): Lose 63.765229 but Gain 987.447282 Iteration 89Q (50.300705 sec): 86 clusters Score: Raw -2442103.507642 + Penalty 74691.928991 = -2367411.578651 nChanged 16 Deleting Class 55 (5 points): Lose 18.323213 but Gain 939.286483 Iteration 90F (51.506223 sec): 85 clusters Score: Raw -2442101.094720 + Penalty 73758.525873 = -2368342.568847 nChanged 11 Deleting Class 198 (2 points): Lose 29.320592 but Gain 938.999760 Iteration 91Q (51.643749 sec): 84 clusters Score: Raw -2442083.582223 + Penalty 72826.622741 = -2369256.959482 nChanged 8 Deleting Class 141 (11 points): Lose 51.807973 but Gain 943.048032 Iteration 92Q (51.780192 sec): 83 clusters Score: Raw -2442041.602049 + Penalty 71884.080314 = -2370157.521734 nChanged 15 Deleting Class 167 (9 points): Lose 57.786378 but Gain 944.650838 Iteration 93Q (51.917411 sec): 82 clusters Score: Raw -2441998.860244 + Penalty 70968.945636 = -2371029.914608 nChanged 11 Deleting Class 11 (43 points): Lose 58.085628 but Gain 942.154053 Iteration 94Q (52.053674 sec): 81 clusters Score: Raw -2441955.518832 + Penalty 70034.144162 = -2371921.374670 nChanged 48 Deleting Class 122 (30 points): Lose 82.860775 but Gain 965.772540 Iteration 95Q (52.187843 sec): 80 clusters Score: Raw -2441921.029896 + Penalty 69089.480978 = -2372831.548917 nChanged 41 Deleting Class 40 (5 points): Lose 57.591024 but Gain 937.558751 Iteration 96Q (52.318568 sec): 79 clusters Score: Raw -2441911.911576 + Penalty 68151.867157 = -2373760.044419 nChanged 20 Deleting Class 103 (7 points): Lose 34.753463 but Gain 914.480703 Iteration 97Q (52.450464 sec): 78 clusters Score: Raw -2441898.493055 + Penalty 67244.870068 = -2374653.622987 nChanged 20 Deleting Class 24 (7 points): Lose 87.383355 but Gain 954.576590 Iteration 98Q (52.580387 sec): 77 clusters Score: Raw -2441829.473993 + Penalty 66322.579137 = -2375506.894856 nChanged 16 Deleting Class 145 (5 points): Lose 34.023821 but Gain 897.596306 Iteration 99Q (52.708719 sec): 76 clusters Score: Raw -2441815.120579 + Penalty 65431.255556 = -2376383.865023 nChanged 10 Deleting Class 136 (3 points): Lose 28.197195 but Gain 882.002375 Iteration 100F (53.784443 sec): 75 clusters Score: Raw -2441798.615576 + Penalty 64548.647175 = -2377249.968401 nChanged 7 Deleting Class 149 (1 points): Lose 5.027212 but Gain 857.889466 Iteration 101Q (53.911790 sec): 74 clusters Score: Raw -2441800.725095 + Penalty 63691.614057 = -2378109.111038 nChanged 6 Deleting Class 53 (42 points): Lose 127.541603 but Gain 973.552623 Iteration 102Q (54.039452 sec): 73 clusters Score: Raw -2441675.813802 + Penalty 62748.726890 = -2378927.086913 nChanged 47 Deleting Class 132 (6 points): Lose 32.168294 but Gain 866.464060 Iteration 103Q (54.168041 sec): 72 clusters Score: Raw -2441707.861633 + Penalty 61889.585804 = -2379818.275829 nChanged 14 Deleting Class 65 (47 points): Lose 324.599434 but Gain 1111.583760 Iteration 104Q (54.293652 sec): 71 clusters Score: Raw -2441401.104544 + Penalty 60756.735568 = -2380644.368975 nChanged 48 Deleting Class 70 (2 points): Lose 3.082389 but Gain 777.861464 Iteration 105Q (54.420815 sec): 70 clusters Score: Raw -2441515.946284 + Penalty 60013.756170 = -2381502.190114 nChanged 13 Deleting Class 159 (4 points): Lose 70.973328 but Gain 837.470871 Iteration 106Q (54.544305 sec): 69 clusters Score: Raw -2441472.314928 + Penalty 59118.811507 = -2382353.503421 nChanged 13 Deleting Class 71 (19 points): Lose 89.568724 but Gain 852.331290 Iteration 107Q (54.669056 sec): 68 clusters Score: Raw -2441419.011083 + Penalty 58285.437423 = -2383133.573660 nChanged 35 Deleting Class 160 (4 points): Lose 60.939137 but Gain 818.935965 Iteration 108Q (54.792366 sec): 67 clusters Score: Raw -2441413.928659 + Penalty 57476.554988 = -2383937.373671 nChanged 28 Deleting Class 56 (30 points): Lose 115.165227 but Gain 863.405129 Iteration 109Q (54.915639 sec): 66 clusters Score: Raw -2441332.365694 + Penalty 56632.035620 = -2384700.330073 nChanged 43 Deleting Class 139 (35 points): Lose 120.792858 but Gain 861.723106 Iteration 110F (55.853979 sec): 65 clusters Score: Raw -2441276.105440 + Penalty 55782.699656 = -2385493.405783 nChanged 62 Deleting Class 201 (3 points): Lose 36.894251 but Gain 758.532385 Iteration 111Q (55.979754 sec): 64 clusters Score: Raw -2441340.885835 + Penalty 55065.502174 = -2386275.383662 nChanged 34 Deleting Class 32 (10 points): Lose 699.157014 but Gain 1415.952050 Iteration 112Q (56.104698 sec): 63 clusters Score: Raw -2440692.490512 + Penalty 53512.673574 = -2387179.816938 nChanged 32 Deleting Class 171 (4 points): Lose 224.655493 but Gain 926.230581 Iteration 113Q (56.227200 sec): 62 clusters Score: Raw -2440537.163684 + Penalty 52520.026287 = -2388017.137397 nChanged 24 Deleting Class 63 (19 points): Lose 44.561487 but Gain 741.590460 Iteration 114Q (56.346766 sec): 61 clusters Score: Raw -2440545.981001 + Penalty 51782.705540 = -2388763.275462 nChanged 34 Deleting Class 83 (267 points): Lose 787.490279 but Gain 1456.954874 Iteration 115Q (56.472697 sec): 60 clusters Score: Raw -2439791.394910 + Penalty 50431.672174 = -2389359.722736 nChanged 273 Deleting Class 93 (3 points): Lose 44.864453 but Gain 701.415529 Iteration 116Q (56.602408 sec): 59 clusters Score: Raw -2440233.250841 + Penalty 49761.240476 = -2390472.010365 nChanged 98 Deleting Class 60 (215 points): Lose 441.359486 but Gain 1077.413988 Iteration 117Q (56.725291 sec): 58 clusters Score: Raw -2439864.843074 + Penalty 48707.928791 = -2391156.914283 nChanged 268 Deleting Class 7 (10 points): Lose 51.093402 but Gain 674.905329 Iteration 118Q (56.852525 sec): 57 clusters Score: Raw -2440164.437978 + Penalty 48045.940667 = -2392118.497310 nChanged 102 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2440164.437978 + Penalty 48045.940667 = -2392118.497310Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.918694 sec): 2 clusters Score: Raw -100622.012104 + Penalty 483.869780 = -100138.142324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.921029 sec): 3 clusters Score: Raw -99939.937225 + Penalty 975.332524 = -98964.604701 nChanged 439 SP:Iteration 1F (56.923298 sec): 3 clusters Score: Raw -100230.086420 + Penalty 980.196522 = -99249.889898 nChanged 171 SP:Iteration 2F (56.925490 sec): 3 clusters Score: Raw -100374.877119 + Penalty 976.460019 = -99398.417100 nChanged 101 SP:Iteration 3F (56.927707 sec): 3 clusters Score: Raw -100453.704848 + Penalty 972.727574 = -99480.977274 nChanged 67 SP:Iteration 4F (56.929898 sec): 3 clusters Score: Raw -100504.583714 + Penalty 982.160265 = -99522.423449 nChanged 56 SP:Iteration 5Q (56.932181 sec): 3 clusters Score: Raw -100546.778930 + Penalty 995.514203 = -99551.264727 nChanged 30 SP:Iteration 6Q (56.934465 sec): 3 clusters Score: Raw -100569.051770 + Penalty 1010.204434 = -99558.847337 nChanged 26 SP:Iteration 7Q (56.936689 sec): 3 clusters Score: Raw -100594.648066 + Penalty 1036.221004 = -99558.427062 nChanged 22 SP:Iteration 8F (56.938953 sec): 3 clusters Score: Raw -100611.687242 + Penalty 1046.166100 = -99565.521142 nChanged 7 SP:Iteration 9Q (56.941099 sec): 3 clusters Score: Raw -100614.788587 + Penalty 1051.075962 = -99563.712625 nChanged 6 SP:Iteration 10F (56.943310 sec): 3 clusters Score: Raw -100617.872046 + Penalty 1063.136380 = -99554.735667 nChanged 6 SP:Iteration 11F (56.945525 sec): 3 clusters Score: Raw -100622.088369 + Penalty 1079.511434 = -99542.576935 nChanged 8 SP:Iteration 12F (56.947717 sec): 3 clusters Score: Raw -100626.645168 + Penalty 1087.514769 = -99539.130399 nChanged 4 SP:Iteration 13F (56.950055 sec): 3 clusters Score: Raw -100628.970441 + Penalty 1103.317136 = -99525.653304 nChanged 6 SP:Iteration 14F (56.952433 sec): 3 clusters Score: Raw -100634.788822 + Penalty 1116.460222 = -99518.328600 nChanged 6 SP:Iteration 15F (56.954745 sec): 3 clusters Score: Raw -100639.943642 + Penalty 1126.550527 = -99513.393115 nChanged 3 SP:Iteration 16F (56.956958 sec): 3 clusters Score: Raw -100641.259518 + Penalty 1128.675035 = -99512.584483 nChanged 1 SP:Iteration 17F (56.959197 sec): 3 clusters Score: Raw -100641.881903 + Penalty 1133.385204 = -99508.496699 nChanged 2 SP:Iteration 18F (56.961447 sec): 3 clusters Score: Raw -100642.284216 + Penalty 1133.385204 = -99508.899013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.962575 sec): 2 clusters Score: Raw -19178.578896 + Penalty 457.249515 = -18721.329380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.963217 sec): 3 clusters Score: Raw -19112.819646 + Penalty 921.847277 = -18190.972369 nChanged 59 SP:Iteration 1F (56.963826 sec): 3 clusters Score: Raw -19189.186643 + Penalty 926.043656 = -18263.142987 nChanged 22 SP:Iteration 2F (56.964433 sec): 3 clusters Score: Raw -19222.501042 + Penalty 925.067240 = -18297.433802 nChanged 8 SP:Iteration 3Q (56.965053 sec): 3 clusters Score: Raw -19233.940327 + Penalty 923.962382 = -18309.977945 nChanged 5 SP:Iteration 4Q (56.965654 sec): 3 clusters Score: Raw -19251.852595 + Penalty 924.172205 = -18327.680389 nChanged 5 SP:Iteration 5Q (56.966244 sec): 3 clusters Score: Raw -19267.295255 + Penalty 917.992296 = -18349.302959 nChanged 13 SP:Iteration 6F (56.966850 sec): 3 clusters Score: Raw -19321.016435 + Penalty 914.579865 = -18406.436571 nChanged 7 SP:Iteration 7Q (56.967423 sec): 3 clusters Score: Raw -19384.924603 + Penalty 912.526905 = -18472.397698 nChanged 7 SP:Iteration 8Q (56.967992 sec): 3 clusters Score: Raw -19398.785294 + Penalty 908.697134 = -18490.088160 nChanged 5 SP:Iteration 9Q (56.968560 sec): 3 clusters Score: Raw -19409.487186 + Penalty 906.852932 = -18502.634254 nChanged 1 SP:Iteration 10F (56.969165 sec): 3 clusters Score: Raw -19411.516072 + Penalty 904.734501 = -18506.781570 nChanged 1 SP:Iteration 11Q (56.969728 sec): 3 clusters Score: Raw -19414.177756 + Penalty 901.811824 = -18512.365933 nChanged 1 SP:Iteration 12Q (56.970291 sec): 3 clusters Score: Raw -19415.234455 + Penalty 901.811824 = -18513.422631 nChanged 0 SP:Iteration 13F (56.970926 sec): 3 clusters Score: Raw -19415.234455 + Penalty 901.811824 = -18513.422631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 3 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.971924 sec): 2 clusters Score: Raw -18274.154853 + Penalty 517.967539 = -17756.187314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.972507 sec): 3 clusters Score: Raw -18231.956529 + Penalty 1042.671941 = -17189.284588 nChanged 43 SP:Iteration 1F (56.973088 sec): 3 clusters Score: Raw -18300.580215 + Penalty 1062.334821 = -17238.245394 nChanged 23 SP:Iteration 2F (56.973664 sec): 3 clusters Score: Raw -18356.467865 + Penalty 1070.890356 = -17285.577509 nChanged 9 SP:Iteration 3Q (56.974219 sec): 3 clusters Score: Raw -18390.279438 + Penalty 1070.793825 = -17319.485613 nChanged 6 SP:Iteration 4Q (56.974759 sec): 3 clusters Score: Raw -18406.387875 + Penalty 1070.948342 = -17335.439533 nChanged 4 SP:Iteration 5Q (56.975291 sec): 3 clusters Score: Raw -18426.269833 + Penalty 1069.822614 = -17356.447219 nChanged 4 SP:Iteration 6Q (56.975820 sec): 3 clusters Score: Raw -18443.982305 + Penalty 1067.535175 = -17376.447130 nChanged 4 SP:Iteration 7Q (56.976346 sec): 3 clusters Score: Raw -18464.615167 + Penalty 1065.365862 = -17399.249306 nChanged 5 SP:Iteration 8Q (56.976867 sec): 3 clusters Score: Raw -18472.304622 + Penalty 1066.000399 = -17406.304223 nChanged 1 SP:Iteration 9Q (56.977386 sec): 3 clusters Score: Raw -18483.884895 + Penalty 1067.785187 = -17416.099708 nChanged 2 SP:Iteration 10F (56.977958 sec): 3 clusters Score: Raw -18500.786173 + Penalty 1067.785187 = -17433.000987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 5 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.981011 sec): 2 clusters Score: Raw -53333.995114 + Penalty 940.758513 = -52393.236602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.982234 sec): 3 clusters Score: Raw -53170.118773 + Penalty 1883.433842 = -51286.684932 nChanged 150 SP:Iteration 1F (56.983553 sec): 3 clusters Score: Raw -53345.159202 + Penalty 1884.812195 = -51460.347006 nChanged 36 SP:Iteration 2F (56.984841 sec): 3 clusters Score: Raw -53386.804743 + Penalty 1886.479924 = -51500.324819 nChanged 23 SP:Iteration 3Q (56.986088 sec): 3 clusters Score: Raw -53415.791236 + Penalty 1888.103762 = -51527.687474 nChanged 11 SP:Iteration 4Q (56.987276 sec): 3 clusters Score: Raw -53431.871471 + Penalty 1888.632143 = -51543.239328 nChanged 8 SP:Iteration 5Q (56.988458 sec): 3 clusters Score: Raw -53439.847420 + Penalty 1888.892392 = -51550.955029 nChanged 3 SP:Iteration 6Q (56.989630 sec): 3 clusters Score: Raw -53442.932728 + Penalty 1889.166035 = -51553.766692 nChanged 3 SP:Iteration 7Q (56.990801 sec): 3 clusters Score: Raw -53447.613968 + Penalty 1890.057110 = -51557.556858 nChanged 5 SP:Iteration 8Q (56.991978 sec): 3 clusters Score: Raw -53452.507874 + Penalty 1890.223058 = -51562.284815 nChanged 2 SP:Iteration 9Q (56.993148 sec): 3 clusters Score: Raw -53455.026378 + Penalty 1890.628240 = -51564.398138 nChanged 1 SP:Iteration 10F (56.994366 sec): 3 clusters Score: Raw -53456.059358 + Penalty 1890.445833 = -51565.613525 nChanged 1 SP:Iteration 11Q (56.995557 sec): 3 clusters Score: Raw -53457.639841 + Penalty 1890.531016 = -51567.108825 nChanged 1 SP:Iteration 12Q (56.996729 sec): 3 clusters Score: Raw -53458.819485 + Penalty 1890.664374 = -51568.155111 nChanged 3 SP:Iteration 13Q (56.997898 sec): 3 clusters Score: Raw -53462.497278 + Penalty 1890.436292 = -51572.060986 nChanged 1 SP:Iteration 14Q (56.999081 sec): 3 clusters Score: Raw -53466.200614 + Penalty 1890.271645 = -51575.928968 nChanged 1 SP:Iteration 15Q (57.000249 sec): 3 clusters Score: Raw -53468.219733 + Penalty 1890.271645 = -51577.948088 nChanged 0 SP:Iteration 16F (57.001446 sec): 3 clusters Score: Raw -53468.219733 + Penalty 1890.271645 = -51577.948088 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.010560 sec): 2 clusters Score: Raw -148756.696399 + Penalty 119.664810 = -148637.031589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.014138 sec): 3 clusters Score: Raw -147564.199137 + Penalty 240.533878 = -147323.665260 nChanged 845 SP:Iteration 1F (57.017810 sec): 3 clusters Score: Raw -148028.508880 + Penalty 244.566360 = -147783.942521 nChanged 211 SP:Iteration 2F (57.021371 sec): 3 clusters Score: Raw -148173.831765 + Penalty 250.537016 = -147923.294748 nChanged 180 SP:Iteration 3F (57.024793 sec): 3 clusters Score: Raw -148405.506071 + Penalty 256.303879 = -148149.202191 nChanged 130 SP:Iteration 4F (57.028149 sec): 3 clusters Score: Raw -148571.180209 + Penalty 257.536149 = -148313.644061 nChanged 70 SP:Iteration 5Q (57.031459 sec): 3 clusters Score: Raw -148601.424653 + Penalty 258.626248 = -148342.798404 nChanged 44 SP:Iteration 6Q (57.034731 sec): 3 clusters Score: Raw -148621.145215 + Penalty 259.013380 = -148362.131835 nChanged 23 SP:Iteration 7Q (57.037866 sec): 3 clusters Score: Raw -148625.990632 + Penalty 258.945963 = -148367.044670 nChanged 12 SP:Iteration 8Q (57.041285 sec): 3 clusters Score: Raw -148629.158960 + Penalty 257.866087 = -148371.292873 nChanged 15 SP:Iteration 9Q (57.044532 sec): 3 clusters Score: Raw -148632.586332 + Penalty 257.379110 = -148375.207222 nChanged 13 SP:Iteration 10F (57.047847 sec): 3 clusters Score: Raw -148635.759450 + Penalty 256.176578 = -148379.582872 nChanged 16 SP:Iteration 11Q (57.051189 sec): 3 clusters Score: Raw -148641.232686 + Penalty 256.425539 = -148384.807148 nChanged 12 SP:Iteration 12Q (57.054538 sec): 3 clusters Score: Raw -148644.068678 + Penalty 256.430253 = -148387.638425 nChanged 11 SP:Iteration 13Q (57.057666 sec): 3 clusters Score: Raw -148645.532740 + Penalty 257.031621 = -148388.501119 nChanged 7 SP:Iteration 14Q (57.060806 sec): 3 clusters Score: Raw -148646.434001 + Penalty 257.125065 = -148389.308935 nChanged 6 SP:Iteration 15Q (57.063972 sec): 3 clusters Score: Raw -148646.927539 + Penalty 257.055319 = -148389.872221 nChanged 3 SP:Iteration 16Q (57.067137 sec): 3 clusters Score: Raw -148647.043168 + Penalty 257.231632 = -148389.811536 nChanged 2 SP:Iteration 17F (57.070446 sec): 3 clusters Score: Raw -148647.102240 + Penalty 257.334313 = -148389.767926 nChanged 1 SP:Iteration 18F (57.073775 sec): 3 clusters Score: Raw -148647.105547 + Penalty 257.334313 = -148389.771234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 9 (1427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.079170 sec): 2 clusters Score: Raw -126799.422336 + Penalty 477.368074 = -126322.054261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.081858 sec): 3 clusters Score: Raw -126059.592539 + Penalty 956.355701 = -125103.236839 nChanged 564 SP:Iteration 1F (57.084728 sec): 3 clusters Score: Raw -126332.018998 + Penalty 957.726489 = -125374.292508 nChanged 94 SP:Iteration 2F (57.087604 sec): 3 clusters Score: Raw -126379.425595 + Penalty 959.922962 = -125419.502632 nChanged 70 SP:Iteration 3Q (57.090267 sec): 3 clusters Score: Raw -126419.153260 + Penalty 964.748578 = -125454.404683 nChanged 72 SP:Iteration 4F (57.092928 sec): 3 clusters Score: Raw -126459.019102 + Penalty 971.459898 = -125487.559204 nChanged 76 SP:Iteration 5F (57.095558 sec): 3 clusters Score: Raw -126508.136590 + Penalty 978.566835 = -125529.569755 nChanged 82 SP:Iteration 6F (57.098205 sec): 3 clusters Score: Raw -126563.400682 + Penalty 988.340264 = -125575.060418 nChanged 85 SP:Iteration 7F (57.100889 sec): 3 clusters Score: Raw -126621.430913 + Penalty 997.992007 = -125623.438906 nChanged 59 SP:Iteration 8Q (57.103533 sec): 3 clusters Score: Raw -126657.940094 + Penalty 1009.137412 = -125648.802682 nChanged 46 SP:Iteration 9Q (57.106202 sec): 3 clusters Score: Raw -126686.861140 + Penalty 1016.729392 = -125670.131748 nChanged 39 SP:Iteration 10F (57.108826 sec): 3 clusters Score: Raw -126714.681120 + Penalty 1024.180972 = -125690.500148 nChanged 35 SP:Iteration 11Q (57.111526 sec): 3 clusters Score: Raw -126737.891184 + Penalty 1031.076568 = -125706.814617 nChanged 25 SP:Iteration 12Q (57.114250 sec): 3 clusters Score: Raw -126751.338614 + Penalty 1034.971265 = -125716.367348 nChanged 16 SP:Iteration 13Q (57.117079 sec): 3 clusters Score: Raw -126760.716225 + Penalty 1043.032512 = -125717.683713 nChanged 19 SP:Iteration 14Q (57.119911 sec): 3 clusters Score: Raw -126774.067055 + Penalty 1051.492657 = -125722.574397 nChanged 21 SP:Iteration 15Q (57.122521 sec): 3 clusters Score: Raw -126790.597974 + Penalty 1057.847200 = -125732.750774 nChanged 17 SP:Iteration 16Q (57.125109 sec): 3 clusters Score: Raw -126803.234195 + Penalty 1061.409668 = -125741.824528 nChanged 10 SP:Iteration 17Q (57.127688 sec): 3 clusters Score: Raw -126810.700814 + Penalty 1061.687838 = -125749.012976 nChanged 8 SP:Iteration 18Q (57.130237 sec): 3 clusters Score: Raw -126816.807996 + Penalty 1070.174480 = -125746.633516 nChanged 9 SP:Iteration 19F (57.132927 sec): 3 clusters Score: Raw -126823.332013 + Penalty 1073.164070 = -125750.167942 nChanged 3 SP:Iteration 20F (57.135615 sec): 3 clusters Score: Raw -126825.205354 + Penalty 1073.164070 = -125752.041283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 12 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.136176 sec): 2 clusters Score: Raw -693.925689 + Penalty 170.904536 = -523.021153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.136403 sec): 3 clusters Score: Raw -780.292321 + Penalty 336.133534 = -444.158788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.137073 sec): 2 clusters Score: Raw -6334.743285 + Penalty 80.109096 = -6254.634188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.137448 sec): 3 clusters Score: Raw -6308.026663 + Penalty 152.893427 = -6155.133236 nChanged 31 SP:Iteration 1F (57.137817 sec): 3 clusters Score: Raw -6332.400437 + Penalty 149.230595 = -6183.169842 nChanged 4 SP:Iteration 2Q (57.138178 sec): 3 clusters Score: Raw -6342.759823 + Penalty 151.566205 = -6191.193617 nChanged 2 SP:Iteration 3Q (57.138537 sec): 3 clusters Score: Raw -6344.592404 + Penalty 155.989079 = -6188.603325 nChanged 3 SP:Iteration 4F (57.138902 sec): 3 clusters Score: Raw -6346.276982 + Penalty 160.218193 = -6186.058789 nChanged 3 SP:Iteration 5F (57.139273 sec): 3 clusters Score: Raw -6348.371614 + Penalty 161.674176 = -6186.697438 nChanged 1 SP:Iteration 6Q (57.139630 sec): 3 clusters Score: Raw -6348.627343 + Penalty 164.962504 = -6183.664839 nChanged 2 SP:Iteration 7F (57.139996 sec): 3 clusters Score: Raw -6349.500914 + Penalty 166.807514 = -6182.693400 nChanged 1 SP:Iteration 8F (57.140362 sec): 3 clusters Score: Raw -6349.784100 + Penalty 168.795689 = -6180.988411 nChanged 1 SP:Iteration 9F (57.140729 sec): 3 clusters Score: Raw -6349.989007 + Penalty 170.912407 = -6179.076600 nChanged 1 SP:Iteration 10F (57.141101 sec): 3 clusters Score: Raw -6350.399649 + Penalty 170.912407 = -6179.487242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (2164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.151766 sec): 2 clusters Score: Raw -176600.430421 + Penalty 97.622674 = -176502.807747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.156014 sec): 3 clusters Score: Raw -175221.708009 + Penalty 227.871676 = -174993.836333 nChanged 1015 SP:Iteration 1F (57.159987 sec): 3 clusters Score: Raw -176292.436127 + Penalty 266.105302 = -176026.330825 nChanged 168 SP:Iteration 2F (57.163939 sec): 3 clusters Score: Raw -176491.336177 + Penalty 299.589203 = -176191.746975 nChanged 57 SP:Iteration 3Q (57.167639 sec): 3 clusters Score: Raw -176560.238615 + Penalty 326.095225 = -176234.143390 nChanged 31 SP:Iteration 4Q (57.170917 sec): 3 clusters Score: Raw -176590.575234 + Penalty 357.661223 = -176232.914012 nChanged 15 SP:Iteration 5F (57.174813 sec): 3 clusters Score: Raw -176599.919288 + Penalty 387.120184 = -176212.799105 nChanged 11 SP:Iteration 6F (57.178706 sec): 3 clusters Score: Raw -176607.766906 + Penalty 437.606019 = -176170.160887 nChanged 11 SP:Iteration 7F (57.182657 sec): 3 clusters Score: Raw -176619.061302 + Penalty 490.611399 = -176128.449903 nChanged 7 SP:Iteration 8F (57.186882 sec): 3 clusters Score: Raw -176625.772797 + Penalty 504.407112 = -176121.365685 nChanged 2 SP:Iteration 9F (57.190867 sec): 3 clusters Score: Raw -176628.035124 + Penalty 523.370076 = -176104.665048 nChanged 2 SP:Iteration 10F (57.194787 sec): 3 clusters Score: Raw -176629.285693 + Penalty 523.370076 = -176105.915616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 15 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.196616 sec): 2 clusters Score: Raw -238.861483 + Penalty 29.551544 = -209.309940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.196846 sec): 3 clusters Score: Raw -235.484099 + Penalty 29.551544 = -205.932556 nChanged 1 SP:Iteration 1F (57.197063 sec): 2 clusters Score: Raw -238.861483 + Penalty 29.551544 = -209.309940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 16 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.198626 sec): 2 clusters Score: Raw -34258.634222 + Penalty 809.177914 = -33449.456308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.199572 sec): 3 clusters Score: Raw -34160.218193 + Penalty 1620.808707 = -32539.409486 nChanged 85 SP:Iteration 1F (57.200495 sec): 3 clusters Score: Raw -34262.131889 + Penalty 1625.760491 = -32636.371398 nChanged 26 SP:Iteration 2F (57.201407 sec): 3 clusters Score: Raw -34311.373079 + Penalty 1626.566466 = -32684.806613 nChanged 11 SP:Iteration 3Q (57.202296 sec): 3 clusters Score: Raw -34329.490984 + Penalty 1627.610527 = -32701.880456 nChanged 6 SP:Iteration 4Q (57.203149 sec): 3 clusters Score: Raw -34339.201211 + Penalty 1627.580794 = -32711.620417 nChanged 5 SP:Iteration 5Q (57.203997 sec): 3 clusters Score: Raw -34352.196389 + Penalty 1627.670367 = -32724.526022 nChanged 4 SP:Iteration 6Q (57.204842 sec): 3 clusters Score: Raw -34357.353588 + Penalty 1629.177240 = -32728.176348 nChanged 4 SP:Iteration 7Q (57.205687 sec): 3 clusters Score: Raw -34363.905587 + Penalty 1629.849209 = -32734.056378 nChanged 1 SP:Iteration 8Q (57.206529 sec): 3 clusters Score: Raw -34365.661720 + Penalty 1629.849209 = -32735.812511 nChanged 0 SP:Iteration 9F (57.207399 sec): 3 clusters Score: Raw -34365.661720 + Penalty 1629.849209 = -32735.812511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 17 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.208053 sec): 2 clusters Score: Raw -5671.672459 + Penalty 218.096778 = -5453.575681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.208392 sec): 3 clusters Score: Raw -5657.586461 + Penalty 435.461177 = -5222.125284 nChanged 9 SP:Iteration 1F (57.208727 sec): 3 clusters Score: Raw -5669.194756 + Penalty 438.392041 = -5230.802715 nChanged 6 SP:Iteration 2F (57.209058 sec): 3 clusters Score: Raw -5685.218303 + Penalty 442.109986 = -5243.108318 nChanged 3 SP:Iteration 3Q (57.209386 sec): 3 clusters Score: Raw -5692.855011 + Penalty 443.019949 = -5249.835062 nChanged 1 SP:Iteration 4Q (57.209710 sec): 3 clusters Score: Raw -5695.960359 + Penalty 444.194547 = -5251.765812 nChanged 1 SP:Iteration 5Q (57.210034 sec): 3 clusters Score: Raw -5696.630046 + Penalty 444.194547 = -5252.435499 nChanged 0 SP:Iteration 6F (57.210395 sec): 3 clusters Score: Raw -5696.630046 + Penalty 444.194547 = -5252.435499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.212306 sec): 2 clusters Score: Raw -39728.115186 + Penalty 977.241638 = -38750.873548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.213465 sec): 3 clusters Score: Raw -39669.912616 + Penalty 1954.660273 = -37715.252344 nChanged 122 SP:Iteration 1F (57.214585 sec): 3 clusters Score: Raw -39897.723606 + Penalty 1954.827821 = -37942.895785 nChanged 49 SP:Iteration 2F (57.215709 sec): 3 clusters Score: Raw -39998.409880 + Penalty 1954.812810 = -38043.597070 nChanged 28 SP:Iteration 3F (57.216927 sec): 3 clusters Score: Raw -40062.575571 + Penalty 1954.804125 = -38107.771446 nChanged 25 SP:Iteration 4Q (57.217995 sec): 3 clusters Score: Raw -40107.954615 + Penalty 1954.684821 = -38153.269794 nChanged 17 SP:Iteration 5Q (57.219047 sec): 3 clusters Score: Raw -40136.405092 + Penalty 1954.178903 = -38182.226189 nChanged 12 SP:Iteration 6Q (57.220091 sec): 3 clusters Score: Raw -40155.537793 + Penalty 1953.603618 = -38201.934175 nChanged 11 SP:Iteration 7Q (57.221099 sec): 3 clusters Score: Raw -40179.362033 + Penalty 1953.252545 = -38226.109488 nChanged 5 SP:Iteration 8Q (57.222083 sec): 3 clusters Score: Raw -40185.070939 + Penalty 1953.041258 = -38232.029681 nChanged 3 SP:Iteration 9Q (57.223065 sec): 3 clusters Score: Raw -40186.949193 + Penalty 1952.984801 = -38233.964391 nChanged 2 SP:Iteration 10F (57.224146 sec): 3 clusters Score: Raw -40189.312464 + Penalty 1952.984801 = -38236.327663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.224837 sec): 2 clusters Score: Raw -5818.535394 + Penalty 83.133135 = -5735.402259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.225209 sec): 3 clusters Score: Raw -5830.040031 + Penalty 167.033157 = -5663.006873 nChanged 26 SP:Iteration 1F (57.225579 sec): 3 clusters Score: Raw -5862.396391 + Penalty 175.147639 = -5687.248752 nChanged 7 SP:Iteration 2F (57.225943 sec): 3 clusters Score: Raw -5867.709612 + Penalty 179.672704 = -5688.036908 nChanged 3 SP:Iteration 3Q (57.226299 sec): 3 clusters Score: Raw -5869.188187 + Penalty 179.672704 = -5689.515482 nChanged 0 SP:Iteration 4F (57.226664 sec): 3 clusters Score: Raw -5869.188187 + Penalty 179.672704 = -5689.515482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.230394 sec): 2 clusters Score: Raw -57949.875415 + Penalty 324.835492 = -57625.039924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.231827 sec): 3 clusters Score: Raw -57574.429234 + Penalty 679.796230 = -56894.633003 nChanged 274 SP:Iteration 1F (57.233291 sec): 3 clusters Score: Raw -57801.936563 + Penalty 701.282311 = -57100.654252 nChanged 81 SP:Iteration 2F (57.234694 sec): 3 clusters Score: Raw -57886.141876 + Penalty 721.912535 = -57164.229341 nChanged 56 SP:Iteration 3F (57.236155 sec): 3 clusters Score: Raw -57961.063588 + Penalty 735.243126 = -57225.820462 nChanged 36 SP:Iteration 4F (57.237619 sec): 3 clusters Score: Raw -57991.244817 + Penalty 740.948289 = -57250.296528 nChanged 16 SP:Iteration 5Q (57.239006 sec): 3 clusters Score: Raw -58002.285508 + Penalty 745.249313 = -57257.036195 nChanged 6 SP:Iteration 6Q (57.240372 sec): 3 clusters Score: Raw -58004.360025 + Penalty 748.985937 = -57255.374087 nChanged 5 SP:Iteration 7F (57.241871 sec): 3 clusters Score: Raw -58006.477002 + Penalty 748.216892 = -57258.260110 nChanged 4 SP:Iteration 8Q (57.243333 sec): 3 clusters Score: Raw -58010.405494 + Penalty 749.322355 = -57261.083140 nChanged 1 SP:Iteration 9Q (57.244784 sec): 3 clusters Score: Raw -58010.537871 + Penalty 749.322355 = -57261.215517 nChanged 0 SP:Iteration 10F (57.246330 sec): 3 clusters Score: Raw -58010.537871 + Penalty 749.322355 = -57261.215517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.248674 sec): 2 clusters Score: Raw -3688.707679 + Penalty 23.245673 = -3665.462006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.248957 sec): 3 clusters Score: Raw -3669.780209 + Penalty 45.154232 = -3624.625977 nChanged 15 SP:Iteration 1F (57.249239 sec): 3 clusters Score: Raw -3680.683064 + Penalty 45.324585 = -3635.358479 nChanged 1 SP:Iteration 2Q (57.249526 sec): 3 clusters Score: Raw -3684.423726 + Penalty 45.324585 = -3639.099141 nChanged 0 SP:Iteration 3F (57.249810 sec): 3 clusters Score: Raw -3684.423726 + Penalty 45.324585 = -3639.099141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.251376 sec): 2 clusters Score: Raw -18704.205485 + Penalty 386.435913 = -18317.769571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.252017 sec): 3 clusters Score: Raw -18649.971523 + Penalty 776.036670 = -17873.934853 nChanged 57 SP:Iteration 1F (57.252647 sec): 3 clusters Score: Raw -18726.060862 + Penalty 776.924258 = -17949.136605 nChanged 18 SP:Iteration 2F (57.253275 sec): 3 clusters Score: Raw -18756.798716 + Penalty 778.733564 = -17978.065151 nChanged 14 SP:Iteration 3F (57.253902 sec): 3 clusters Score: Raw -18779.912025 + Penalty 779.540316 = -18000.371709 nChanged 3 SP:Iteration 4Q (57.254485 sec): 3 clusters Score: Raw -18783.047256 + Penalty 779.077731 = -18003.969524 nChanged 1 SP:Iteration 5Q (57.255091 sec): 3 clusters Score: Raw -18784.438807 + Penalty 778.334273 = -18006.104533 nChanged 2 SP:Iteration 6Q (57.255672 sec): 3 clusters Score: Raw -18792.543778 + Penalty 778.377679 = -18014.166099 nChanged 7 SP:Iteration 7Q (57.256249 sec): 3 clusters Score: Raw -18799.934931 + Penalty 779.251508 = -18020.683423 nChanged 3 SP:Iteration 8Q (57.256828 sec): 3 clusters Score: Raw -18801.609293 + Penalty 779.477395 = -18022.131899 nChanged 2 SP:Iteration 9Q (57.257406 sec): 3 clusters Score: Raw -18808.265547 + Penalty 780.022535 = -18028.243012 nChanged 1 SP:Iteration 10F (57.258013 sec): 3 clusters Score: Raw -18809.670104 + Penalty 778.879004 = -18030.791100 nChanged 2 SP:Iteration 11Q (57.258592 sec): 3 clusters Score: Raw -18814.229181 + Penalty 778.155985 = -18036.073197 nChanged 1 SP:Iteration 12Q (57.259168 sec): 3 clusters Score: Raw -18815.523442 + Penalty 777.494199 = -18038.029243 nChanged 1 SP:Iteration 13Q (57.259744 sec): 3 clusters Score: Raw -18818.059897 + Penalty 777.494199 = -18040.565697 nChanged 0 SP:Iteration 14F (57.260357 sec): 3 clusters Score: Raw -18818.059897 + Penalty 777.494199 = -18040.565697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.261332 sec): 2 clusters Score: Raw -14319.398040 + Penalty 690.808685 = -13628.589356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.261859 sec): 3 clusters Score: Raw -14350.410384 + Penalty 1382.337794 = -12968.072590 nChanged 19 SP:Iteration 1F (57.262377 sec): 3 clusters Score: Raw -14412.025598 + Penalty 1382.255855 = -13029.769743 nChanged 8 SP:Iteration 2Q (57.262876 sec): 3 clusters Score: Raw -14437.385890 + Penalty 1381.077397 = -13056.308493 nChanged 3 SP:Iteration 3Q (57.263366 sec): 3 clusters Score: Raw -14449.106980 + Penalty 1381.279865 = -13067.827114 nChanged 3 SP:Iteration 4Q (57.263850 sec): 3 clusters Score: Raw -14455.642742 + Penalty 1381.237146 = -13074.405596 nChanged 1 SP:Iteration 5Q (57.264325 sec): 3 clusters Score: Raw -14456.414898 + Penalty 1381.237146 = -13075.177752 nChanged 0 SP:Iteration 6F (57.264829 sec): 3 clusters Score: Raw -14456.414898 + Penalty 1381.237146 = -13075.177752 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 27 (3815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.282571 sec): 2 clusters Score: Raw -318000.200751 + Penalty 207.461731 = -317792.739020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.290001 sec): 3 clusters Score: Raw -315501.042246 + Penalty 419.724085 = -315081.318161 nChanged 1779 SP:Iteration 1F (57.297070 sec): 3 clusters Score: Raw -316628.569310 + Penalty 428.546530 = -316200.022780 nChanged 403 SP:Iteration 2F (57.303963 sec): 3 clusters Score: Raw -316849.194069 + Penalty 435.153494 = -316414.040575 nChanged 239 SP:Iteration 3F (57.310810 sec): 3 clusters Score: Raw -317131.121525 + Penalty 437.865430 = -316693.256095 nChanged 260 SP:Iteration 4F (57.317814 sec): 3 clusters Score: Raw -317447.703614 + Penalty 433.830184 = -317013.873430 nChanged 175 SP:Iteration 5Q (57.324586 sec): 3 clusters Score: Raw -317560.712984 + Penalty 432.849005 = -317127.863979 nChanged 100 SP:Iteration 6Q (57.331020 sec): 3 clusters Score: Raw -317598.530745 + Penalty 433.181292 = -317165.349453 nChanged 65 SP:Iteration 7Q (57.337386 sec): 3 clusters Score: Raw -317619.406301 + Penalty 434.880898 = -317184.525403 nChanged 64 SP:Iteration 8Q (57.343715 sec): 3 clusters Score: Raw -317641.355320 + Penalty 435.304002 = -317206.051318 nChanged 65 SP:Iteration 9Q (57.350137 sec): 3 clusters Score: Raw -317665.217881 + Penalty 439.391933 = -317225.825947 nChanged 66 SP:Iteration 10F (57.357312 sec): 3 clusters Score: Raw -317689.801684 + Penalty 440.349740 = -317249.451944 nChanged 61 SP:Iteration 11Q (57.363538 sec): 3 clusters Score: Raw -317714.208820 + Penalty 441.078669 = -317273.130151 nChanged 55 SP:Iteration 12Q (57.369852 sec): 3 clusters Score: Raw -317737.019189 + Penalty 444.997085 = -317292.022104 nChanged 60 SP:Iteration 13Q (57.376030 sec): 3 clusters Score: Raw -317762.558787 + Penalty 444.737866 = -317317.820921 nChanged 51 SP:Iteration 14Q (57.381948 sec): 3 clusters Score: Raw -317782.947900 + Penalty 447.857830 = -317335.090070 nChanged 49 SP:Iteration 15Q (57.388350 sec): 3 clusters Score: Raw -317801.949511 + Penalty 451.668635 = -317350.280876 nChanged 40 SP:Iteration 16Q (57.394162 sec): 3 clusters Score: Raw -317817.875421 + Penalty 453.514539 = -317364.360882 nChanged 41 SP:Iteration 17Q (57.400042 sec): 3 clusters Score: Raw -317835.121655 + Penalty 457.828934 = -317377.292720 nChanged 36 SP:Iteration 18Q (57.406025 sec): 3 clusters Score: Raw -317849.044686 + Penalty 461.903279 = -317387.141406 nChanged 31 SP:Iteration 19Q (57.411786 sec): 3 clusters Score: Raw -317862.937160 + Penalty 462.174716 = -317400.762444 nChanged 31 SP:Iteration 20F (57.418849 sec): 3 clusters Score: Raw -317876.831206 + Penalty 466.327283 = -317410.503923 nChanged 29 SP:Iteration 21Q (57.424796 sec): 3 clusters Score: Raw -317888.383084 + Penalty 468.386714 = -317419.996370 nChanged 25 SP:Iteration 22Q (57.430401 sec): 3 clusters Score: Raw -317896.694860 + Penalty 471.753090 = -317424.941770 nChanged 18 SP:Iteration 23Q (57.436027 sec): 3 clusters Score: Raw -317902.869551 + Penalty 479.879768 = -317422.989783 nChanged 25 SP:Iteration 24F (57.442913 sec): 3 clusters Score: Raw -317915.219350 + Penalty 489.891751 = -317425.327600 nChanged 25 SP:Iteration 25Q (57.448587 sec): 3 clusters Score: Raw -317928.859953 + Penalty 490.405090 = -317438.454863 nChanged 26 SP:Iteration 26Q (57.454576 sec): 3 clusters Score: Raw -317942.156061 + Penalty 501.922758 = -317440.233302 nChanged 18 SP:Iteration 27Q (57.460090 sec): 3 clusters Score: Raw -317947.749972 + Penalty 524.796854 = -317422.953118 nChanged 15 SP:Iteration 28F (57.466948 sec): 3 clusters Score: Raw -317953.393340 + Penalty 553.602988 = -317399.790352 nChanged 18 SP:Iteration 29F (57.473947 sec): 3 clusters Score: Raw -317962.455225 + Penalty 601.791789 = -317360.663437 nChanged 15 SP:Iteration 30F (57.480752 sec): 3 clusters Score: Raw -317970.764101 + Penalty 663.613818 = -317307.150282 nChanged 12 SP:Iteration 31F (57.488157 sec): 3 clusters Score: Raw -317976.438767 + Penalty 705.882916 = -317270.555852 nChanged 15 SP:Iteration 32F (57.495027 sec): 3 clusters Score: Raw -317988.843855 + Penalty 662.236816 = -317326.607039 nChanged 11 SP:Iteration 33Q (57.500534 sec): 3 clusters Score: Raw -317997.170784 + Penalty 207.461731 = -317789.709053 nChanged 2 SP:Iteration 34Q (57.505865 sec): 2 clusters Score: Raw -318000.200751 + Penalty 207.461731 = -317792.739020 nChanged 0 SP:Iteration 35F (57.511229 sec): 2 clusters Score: Raw -318000.200751 + Penalty 207.461731 = -317792.739020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 28 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.516347 sec): 2 clusters Score: Raw -60015.094993 + Penalty 737.496665 = -59277.598328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.517879 sec): 3 clusters Score: Raw -59713.304638 + Penalty 1477.658543 = -58235.646094 nChanged 203 SP:Iteration 1F (57.519305 sec): 3 clusters Score: Raw -59870.934651 + Penalty 1484.909763 = -58386.024888 nChanged 59 SP:Iteration 2F (57.520752 sec): 3 clusters Score: Raw -59918.419228 + Penalty 1493.278938 = -58425.140290 nChanged 31 SP:Iteration 3Q (57.522202 sec): 3 clusters Score: Raw -59955.759015 + Penalty 1499.157349 = -58456.601666 nChanged 34 SP:Iteration 4F (57.523612 sec): 3 clusters Score: Raw -59989.670948 + Penalty 1504.922075 = -58484.748872 nChanged 25 SP:Iteration 5Q (57.524982 sec): 3 clusters Score: Raw -60008.587486 + Penalty 1510.218093 = -58498.369393 nChanged 16 SP:Iteration 6Q (57.526339 sec): 3 clusters Score: Raw -60022.538690 + Penalty 1517.782320 = -58504.756370 nChanged 16 SP:Iteration 7Q (57.527696 sec): 3 clusters Score: Raw -60041.148206 + Penalty 1524.389535 = -58516.758671 nChanged 17 SP:Iteration 8Q (57.529048 sec): 3 clusters Score: Raw -60061.368026 + Penalty 1531.379342 = -58529.988684 nChanged 12 SP:Iteration 9Q (57.530385 sec): 3 clusters Score: Raw -60077.666643 + Penalty 1535.837053 = -58541.829590 nChanged 10 SP:Iteration 10F (57.531771 sec): 3 clusters Score: Raw -60089.382130 + Penalty 1537.399449 = -58551.982681 nChanged 7 SP:Iteration 11Q (57.533092 sec): 3 clusters Score: Raw -60099.856943 + Penalty 1537.592773 = -58562.264170 nChanged 4 SP:Iteration 12Q (57.534419 sec): 3 clusters Score: Raw -60105.107964 + Penalty 1537.424197 = -58567.683767 nChanged 3 SP:Iteration 13Q (57.535752 sec): 3 clusters Score: Raw -60106.810078 + Penalty 1537.577038 = -58569.233039 nChanged 2 SP:Iteration 14Q (57.537062 sec): 3 clusters Score: Raw -60108.128843 + Penalty 1538.707037 = -58569.421806 nChanged 3 SP:Iteration 15Q (57.538371 sec): 3 clusters Score: Raw -60108.895182 + Penalty 1538.707037 = -58570.188146 nChanged 0 SP:Iteration 16F (57.539756 sec): 3 clusters Score: Raw -60108.895182 + Penalty 1538.707037 = -58570.188146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.540748 sec): 2 clusters Score: Raw -10525.294512 + Penalty 372.828790 = -10152.465722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.541231 sec): 3 clusters Score: Raw -10529.148782 + Penalty 747.021138 = -9782.127644 nChanged 24 SP:Iteration 1F (57.541697 sec): 3 clusters Score: Raw -10569.226966 + Penalty 748.376704 = -9820.850262 nChanged 8 SP:Iteration 2F (57.542163 sec): 3 clusters Score: Raw -10579.249887 + Penalty 748.774044 = -9830.475843 nChanged 2 SP:Iteration 3Q (57.542611 sec): 3 clusters Score: Raw -10582.870586 + Penalty 748.108674 = -9834.761912 nChanged 1 SP:Iteration 4Q (57.543060 sec): 3 clusters Score: Raw -10584.897135 + Penalty 748.108674 = -9836.788462 nChanged 0 SP:Iteration 5F (57.543523 sec): 3 clusters Score: Raw -10584.897135 + Penalty 748.108674 = -9836.788462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.549280 sec): 2 clusters Score: Raw -97706.807767 + Penalty 595.706319 = -97111.101448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.551690 sec): 3 clusters Score: Raw -97081.392845 + Penalty 1191.292404 = -95890.100441 nChanged 417 SP:Iteration 1F (57.553981 sec): 3 clusters Score: Raw -97303.780354 + Penalty 1195.560367 = -96108.219987 nChanged 124 SP:Iteration 2F (57.556145 sec): 3 clusters Score: Raw -97371.830624 + Penalty 1206.765470 = -96165.065154 nChanged 87 SP:Iteration 3F (57.558276 sec): 3 clusters Score: Raw -97438.390870 + Penalty 1224.603545 = -96213.787325 nChanged 83 SP:Iteration 4F (57.560420 sec): 3 clusters Score: Raw -97518.686360 + Penalty 1244.994066 = -96273.692294 nChanged 61 SP:Iteration 5F (57.562581 sec): 3 clusters Score: Raw -97577.444220 + Penalty 1258.841337 = -96318.602883 nChanged 54 SP:Iteration 6Q (57.564728 sec): 3 clusters Score: Raw -97637.173697 + Penalty 1278.007258 = -96359.166440 nChanged 43 SP:Iteration 7Q (57.566994 sec): 3 clusters Score: Raw -97677.691573 + Penalty 1292.648711 = -96385.042862 nChanged 23 SP:Iteration 8Q (57.569236 sec): 3 clusters Score: Raw -97698.350272 + Penalty 1302.906144 = -96395.444128 nChanged 17 SP:Iteration 9Q (57.571335 sec): 3 clusters Score: Raw -97714.508628 + Penalty 1311.431582 = -96403.077046 nChanged 15 SP:Iteration 10F (57.573490 sec): 3 clusters Score: Raw -97727.461175 + Penalty 1312.743578 = -96414.717597 nChanged 6 SP:Iteration 11Q (57.575467 sec): 3 clusters Score: Raw -97734.038292 + Penalty 1316.937380 = -96417.100912 nChanged 4 SP:Iteration 12Q (57.577397 sec): 3 clusters Score: Raw -97737.287591 + Penalty 1322.977120 = -96414.310471 nChanged 4 SP:Iteration 13F (57.579511 sec): 3 clusters Score: Raw -97740.334592 + Penalty 1323.921455 = -96416.413136 nChanged 2 SP:Iteration 14Q (57.581393 sec): 3 clusters Score: Raw -97742.545722 + Penalty 1328.254538 = -96414.291184 nChanged 4 SP:Iteration 15F (57.583582 sec): 3 clusters Score: Raw -97745.808018 + Penalty 1332.217371 = -96413.590647 nChanged 3 SP:Iteration 16F (57.585745 sec): 3 clusters Score: Raw -97748.464388 + Penalty 1334.190033 = -96414.274355 nChanged 1 SP:Iteration 17Q (57.587662 sec): 3 clusters Score: Raw -97749.145863 + Penalty 1334.190033 = -96414.955830 nChanged 0 SP:Iteration 18F (57.589765 sec): 3 clusters Score: Raw -97749.145863 + Penalty 1334.190033 = -96414.955830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.591695 sec): 2 clusters Score: Raw -17763.923240 + Penalty 497.682451 = -17266.240788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.592301 sec): 3 clusters Score: Raw -17679.944450 + Penalty 994.195467 = -16685.748983 nChanged 43 SP:Iteration 1F (57.592915 sec): 3 clusters Score: Raw -17718.954303 + Penalty 992.602338 = -16726.351964 nChanged 13 SP:Iteration 2F (57.593506 sec): 3 clusters Score: Raw -17733.098156 + Penalty 989.618265 = -16743.479891 nChanged 12 SP:Iteration 3F (57.594097 sec): 3 clusters Score: Raw -17745.003235 + Penalty 986.266497 = -16758.736738 nChanged 7 SP:Iteration 4Q (57.594685 sec): 3 clusters Score: Raw -17753.572550 + Penalty 986.317254 = -16767.255296 nChanged 4 SP:Iteration 5Q (57.595271 sec): 3 clusters Score: Raw -17756.983500 + Penalty 986.538312 = -16770.445188 nChanged 4 SP:Iteration 6Q (57.595858 sec): 3 clusters Score: Raw -17762.472523 + Penalty 988.255591 = -16774.216932 nChanged 1 SP:Iteration 7Q (57.596441 sec): 3 clusters Score: Raw -17763.035940 + Penalty 989.964851 = -16773.071089 nChanged 1 SP:Iteration 8F (57.597031 sec): 3 clusters Score: Raw -17763.509733 + Penalty 989.964851 = -16773.544883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 34 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.598975 sec): 2 clusters Score: Raw -25146.381090 + Penalty 374.904330 = -24771.476759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.599734 sec): 3 clusters Score: Raw -25028.005635 + Penalty 754.794980 = -24273.210655 nChanged 88 SP:Iteration 1F (57.600489 sec): 3 clusters Score: Raw -25104.272742 + Penalty 762.095832 = -24342.176910 nChanged 27 SP:Iteration 2F (57.601255 sec): 3 clusters Score: Raw -25138.333830 + Penalty 772.379298 = -24365.954531 nChanged 15 SP:Iteration 3Q (57.601990 sec): 3 clusters Score: Raw -25169.959536 + Penalty 783.582570 = -24386.376966 nChanged 12 SP:Iteration 4Q (57.602712 sec): 3 clusters Score: Raw -25185.868948 + Penalty 799.884145 = -24385.984803 nChanged 13 SP:Iteration 5F (57.603451 sec): 3 clusters Score: Raw -25206.188007 + Penalty 809.034912 = -24397.153095 nChanged 9 SP:Iteration 6Q (57.604164 sec): 3 clusters Score: Raw -25222.873765 + Penalty 812.785866 = -24410.087899 nChanged 3 SP:Iteration 7Q (57.604856 sec): 3 clusters Score: Raw -25226.143093 + Penalty 812.785866 = -24413.357227 nChanged 0 SP:Iteration 8F (57.605593 sec): 3 clusters Score: Raw -25226.143093 + Penalty 812.785866 = -24413.357227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 35 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.607706 sec): 2 clusters Score: Raw -9284.815056 + Penalty 266.740501 = -9018.074556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.608134 sec): 3 clusters Score: Raw -9269.406679 + Penalty 553.073872 = -8716.332807 nChanged 27 SP:Iteration 1F (57.608551 sec): 3 clusters Score: Raw -9307.355753 + Penalty 575.533643 = -8731.822110 nChanged 10 SP:Iteration 2F (57.608967 sec): 3 clusters Score: Raw -9327.287327 + Penalty 589.388657 = -8737.898670 nChanged 3 SP:Iteration 3Q (57.609397 sec): 3 clusters Score: Raw -9334.153927 + Penalty 598.502759 = -8735.651168 nChanged 2 SP:Iteration 4F (57.609813 sec): 3 clusters Score: Raw -9337.751370 + Penalty 598.640690 = -8739.110679 nChanged 1 SP:Iteration 5Q (57.610207 sec): 3 clusters Score: Raw -9339.424425 + Penalty 598.640690 = -8740.783735 nChanged 0 SP:Iteration 6F (57.610630 sec): 3 clusters Score: Raw -9339.424425 + Penalty 598.640690 = -8740.783735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 36 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.613378 sec): 2 clusters Score: Raw -70602.068036 + Penalty 1060.761614 = -69541.306422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.614982 sec): 3 clusters Score: Raw -70376.472052 + Penalty 2121.798310 = -68254.673742 nChanged 216 SP:Iteration 1F (57.616548 sec): 3 clusters Score: Raw -70565.846418 + Penalty 2121.787220 = -68444.059198 nChanged 50 SP:Iteration 2F (57.618220 sec): 3 clusters Score: Raw -70632.103074 + Penalty 2121.467293 = -68510.635781 nChanged 39 SP:Iteration 3F (57.619854 sec): 3 clusters Score: Raw -70681.663244 + Penalty 2121.882265 = -68559.780979 nChanged 29 SP:Iteration 4Q (57.621460 sec): 3 clusters Score: Raw -70714.527656 + Penalty 2122.539076 = -68591.988580 nChanged 25 SP:Iteration 5Q (57.623006 sec): 3 clusters Score: Raw -70737.610335 + Penalty 2122.264564 = -68615.345771 nChanged 15 SP:Iteration 6Q (57.624520 sec): 3 clusters Score: Raw -70759.208005 + Penalty 2122.038416 = -68637.169589 nChanged 11 SP:Iteration 7Q (57.626024 sec): 3 clusters Score: Raw -70771.442898 + Penalty 2121.894497 = -68649.548401 nChanged 9 SP:Iteration 8Q (57.627570 sec): 3 clusters Score: Raw -70782.590300 + Penalty 2121.719643 = -68660.870657 nChanged 6 SP:Iteration 9Q (57.629071 sec): 3 clusters Score: Raw -70790.670913 + Penalty 2121.694491 = -68668.976422 nChanged 6 SP:Iteration 10F (57.630604 sec): 3 clusters Score: Raw -70796.656158 + Penalty 2121.571089 = -68675.085069 nChanged 3 SP:Iteration 11Q (57.632173 sec): 3 clusters Score: Raw -70797.936912 + Penalty 2121.484887 = -68676.452024 nChanged 2 SP:Iteration 12Q (57.633868 sec): 3 clusters Score: Raw -70799.563744 + Penalty 2121.440584 = -68678.123159 nChanged 1 SP:Iteration 13Q (57.635438 sec): 3 clusters Score: Raw -70799.858116 + Penalty 2121.440584 = -68678.417532 nChanged 0 SP:Iteration 14F (57.637013 sec): 3 clusters Score: Raw -70799.858116 + Penalty 2121.440584 = -68678.417532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 37 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.639267 sec): 2 clusters Score: Raw -45646.842997 + Penalty 647.200810 = -44999.642187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.640392 sec): 3 clusters Score: Raw -45392.472762 + Penalty 1292.462044 = -44100.010718 nChanged 159 SP:Iteration 1F (57.641502 sec): 3 clusters Score: Raw -45484.878963 + Penalty 1294.401620 = -44190.477344 nChanged 60 SP:Iteration 2F (57.642605 sec): 3 clusters Score: Raw -45523.072623 + Penalty 1296.448724 = -44226.623899 nChanged 27 SP:Iteration 3F (57.643792 sec): 3 clusters Score: Raw -45542.035880 + Penalty 1298.319479 = -44243.716401 nChanged 17 SP:Iteration 4Q (57.644962 sec): 3 clusters Score: Raw -45553.351696 + Penalty 1300.872122 = -44252.479574 nChanged 14 SP:Iteration 5Q (57.646060 sec): 3 clusters Score: Raw -45562.255712 + Penalty 1303.934623 = -44258.321089 nChanged 12 SP:Iteration 6Q (57.647166 sec): 3 clusters Score: Raw -45567.776762 + Penalty 1306.960853 = -44260.815910 nChanged 9 SP:Iteration 7Q (57.648278 sec): 3 clusters Score: Raw -45573.080326 + Penalty 1307.729607 = -44265.350719 nChanged 6 SP:Iteration 8Q (57.649439 sec): 3 clusters Score: Raw -45576.685420 + Penalty 1308.738827 = -44267.946593 nChanged 3 SP:Iteration 9Q (57.650638 sec): 3 clusters Score: Raw -45578.247432 + Penalty 1311.553307 = -44266.694124 nChanged 6 SP:Iteration 10F (57.651800 sec): 3 clusters Score: Raw -45581.165218 + Penalty 1312.756591 = -44268.408628 nChanged 3 SP:Iteration 11Q (57.652949 sec): 3 clusters Score: Raw -45581.971335 + Penalty 1314.299326 = -44267.672009 nChanged 3 SP:Iteration 12F (57.654100 sec): 3 clusters Score: Raw -45583.437956 + Penalty 1315.767290 = -44267.670666 nChanged 4 SP:Iteration 13F (57.655209 sec): 3 clusters Score: Raw -45585.200954 + Penalty 1316.716663 = -44268.484291 nChanged 5 SP:Iteration 14Q (57.656307 sec): 3 clusters Score: Raw -45589.490222 + Penalty 1317.930479 = -44271.559743 nChanged 4 SP:Iteration 15Q (57.657478 sec): 3 clusters Score: Raw -45592.996220 + Penalty 1320.196783 = -44272.799437 nChanged 6 SP:Iteration 16Q (57.658623 sec): 3 clusters Score: Raw -45597.241721 + Penalty 1322.711595 = -44274.530126 nChanged 6 SP:Iteration 17Q (57.659722 sec): 3 clusters Score: Raw -45602.121662 + Penalty 1323.939212 = -44278.182450 nChanged 3 SP:Iteration 18Q (57.660843 sec): 3 clusters Score: Raw -45603.744343 + Penalty 1324.019666 = -44279.724677 nChanged 1 SP:Iteration 19Q (57.661997 sec): 3 clusters Score: Raw -45604.541575 + Penalty 1324.368604 = -44280.172970 nChanged 1 SP:Iteration 20F (57.663148 sec): 3 clusters Score: Raw -45604.907362 + Penalty 1325.427144 = -44279.480218 nChanged 3 SP:Iteration 21F (57.664298 sec): 3 clusters Score: Raw -45605.944519 + Penalty 1327.280529 = -44278.663989 nChanged 5 SP:Iteration 22F (57.665399 sec): 3 clusters Score: Raw -45609.367329 + Penalty 1332.538404 = -44276.828925 nChanged 9 SP:Iteration 23F (57.666500 sec): 3 clusters Score: Raw -45618.037424 + Penalty 1340.021284 = -44278.016140 nChanged 12 SP:Iteration 24Q (57.667589 sec): 3 clusters Score: Raw -45630.380059 + Penalty 1348.450639 = -44281.929420 nChanged 14 SP:Iteration 25Q (57.668663 sec): 3 clusters Score: Raw -45641.768094 + Penalty 1349.079046 = -44292.689048 nChanged 6 SP:Iteration 26Q (57.669729 sec): 3 clusters Score: Raw -45646.968958 + Penalty 1354.205046 = -44292.763912 nChanged 9 SP:Iteration 27Q (57.670797 sec): 3 clusters Score: Raw -45655.339888 + Penalty 1357.531263 = -44297.808625 nChanged 9 SP:Iteration 28Q (57.671987 sec): 3 clusters Score: Raw -45666.506397 + Penalty 1361.863622 = -44304.642775 nChanged 4 SP:Iteration 29Q (57.673109 sec): 3 clusters Score: Raw -45669.052990 + Penalty 1364.673972 = -44304.379018 nChanged 3 SP:Iteration 30F (57.674219 sec): 3 clusters Score: Raw -45671.165897 + Penalty 1366.255289 = -44304.910608 nChanged 3 SP:Iteration 31Q (57.675259 sec): 3 clusters Score: Raw -45672.235005 + Penalty 1366.459651 = -44305.775354 nChanged 1 SP:Iteration 32Q (57.676297 sec): 3 clusters Score: Raw -45672.388694 + Penalty 1366.505555 = -44305.883139 nChanged 1 SP:Iteration 33Q (57.677337 sec): 3 clusters Score: Raw -45672.556805 + Penalty 1367.447652 = -44305.109153 nChanged 1 SP:Iteration 34F (57.678457 sec): 3 clusters Score: Raw -45672.719108 + Penalty 1369.352937 = -44303.366171 nChanged 1 SP:Iteration 35F (57.679562 sec): 3 clusters Score: Raw -45673.685870 + Penalty 1369.352937 = -44304.332933 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 39 (8669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.718374 sec): 2 clusters Score: Raw -686031.060043 + Penalty 254.171655 = -685776.888388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.734817 sec): 3 clusters Score: Raw -680201.244804 + Penalty 503.974691 = -679697.270113 nChanged 4106 SP:Iteration 1F (57.751363 sec): 3 clusters Score: Raw -682453.022804 + Penalty 494.361993 = -681958.660811 nChanged 1083 SP:Iteration 2F (57.767366 sec): 3 clusters Score: Raw -682693.930834 + Penalty 487.702269 = -682206.228566 nChanged 383 SP:Iteration 3Q (57.783633 sec): 3 clusters Score: Raw -682778.470099 + Penalty 473.902831 = -682304.567269 nChanged 419 SP:Iteration 4Q (57.799741 sec): 3 clusters Score: Raw -682944.335811 + Penalty 448.991215 = -682495.344597 nChanged 633 SP:Iteration 5F (57.815737 sec): 3 clusters Score: Raw -683404.868132 + Penalty 416.998286 = -682987.869845 nChanged 998 SP:Iteration 6F (57.831694 sec): 3 clusters Score: Raw -684545.587345 + Penalty 400.382133 = -684145.205212 nChanged 953 SP:Iteration 7F (57.847527 sec): 3 clusters Score: Raw -685719.275097 + Penalty 377.396883 = -685341.878214 nChanged 324 SP:Iteration 8Q (57.864009 sec): 3 clusters Score: Raw -686338.132905 + Penalty 361.875378 = -685976.257527 nChanged 109 SP:Iteration 9Q (57.877608 sec): 3 clusters Score: Raw -686758.502444 + Penalty 351.544357 = -686406.958087 nChanged 37 SP:Iteration 10F (57.893603 sec): 3 clusters Score: Raw -686847.635312 + Penalty 346.582867 = -686501.052446 nChanged 22 SP:Iteration 11Q (57.906468 sec): 3 clusters Score: Raw -686857.462665 + Penalty 344.941285 = -686512.521379 nChanged 10 SP:Iteration 12Q (57.919605 sec): 3 clusters Score: Raw -686859.124364 + Penalty 342.439991 = -686516.684373 nChanged 8 SP:Iteration 13Q (57.932397 sec): 3 clusters Score: Raw -686859.897816 + Penalty 342.369480 = -686517.528335 nChanged 2 SP:Iteration 14Q (57.944981 sec): 3 clusters Score: Raw -686860.115328 + Penalty 342.377475 = -686517.737853 nChanged 1 SP:Iteration 15Q (57.957936 sec): 3 clusters Score: Raw -686860.527818 + Penalty 342.373699 = -686518.154119 nChanged 2 SP:Iteration 16Q (57.970704 sec): 3 clusters Score: Raw -686860.643811 + Penalty 342.349036 = -686518.294775 nChanged 1 SP:Iteration 17Q (57.983405 sec): 3 clusters Score: Raw -686860.974823 + Penalty 342.325134 = -686518.649689 nChanged 2 SP:Iteration 18Q (57.996349 sec): 3 clusters Score: Raw -686861.054646 + Penalty 342.341138 = -686518.713509 nChanged 1 SP:Iteration 19Q (58.008930 sec): 3 clusters Score: Raw -686861.094075 + Penalty 342.341138 = -686518.752937 nChanged 0 SP:Iteration 20F (58.025542 sec): 3 clusters Score: Raw -686861.094075 + Penalty 342.341138 = -686518.752937 nChanged 0 Score: Raw -2456107.508297 + Penalty 48146.335572 = -2407961.172725 Splitting cluster 39 changes total score from -2392118.497310 to -2407961.172725 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.856237 sec): 2 clusters Score: Raw -43446.377288 + Penalty 712.555628 = -42733.821660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.857326 sec): 3 clusters Score: Raw -43281.165420 + Penalty 1423.906592 = -41857.258828 nChanged 105 SP:Iteration 1F (58.858394 sec): 3 clusters Score: Raw -43372.899780 + Penalty 1424.347631 = -41948.552149 nChanged 36 SP:Iteration 2F (58.859450 sec): 3 clusters Score: Raw -43409.638348 + Penalty 1424.909046 = -41984.729302 nChanged 19 SP:Iteration 3Q (58.860505 sec): 3 clusters Score: Raw -43428.226388 + Penalty 1424.777887 = -42003.448501 nChanged 7 SP:Iteration 4Q (58.861555 sec): 3 clusters Score: Raw -43435.599117 + Penalty 1425.334989 = -42010.264128 nChanged 7 SP:Iteration 5Q (58.862603 sec): 3 clusters Score: Raw -43440.033122 + Penalty 1425.423162 = -42014.609960 nChanged 4 SP:Iteration 6Q (58.863611 sec): 3 clusters Score: Raw -43443.658854 + Penalty 1425.757480 = -42017.901374 nChanged 1 SP:Iteration 7Q (58.864630 sec): 3 clusters Score: Raw -43444.788562 + Penalty 1426.286138 = -42018.502424 nChanged 3 SP:Iteration 8Q (58.865678 sec): 3 clusters Score: Raw -43449.583065 + Penalty 1426.475177 = -42023.107889 nChanged 1 SP:Iteration 9Q (58.866727 sec): 3 clusters Score: Raw -43452.319934 + Penalty 1426.727819 = -42025.592114 nChanged 3 SP:Iteration 10F (58.867781 sec): 3 clusters Score: Raw -43456.973461 + Penalty 1426.690306 = -42030.283155 nChanged 2 SP:Iteration 11Q (58.868835 sec): 3 clusters Score: Raw -43460.802984 + Penalty 1426.693543 = -42034.109441 nChanged 1 SP:Iteration 12Q (58.869882 sec): 3 clusters Score: Raw -43460.844149 + Penalty 1426.693543 = -42034.150605 nChanged 0 SP:Iteration 13F (58.870940 sec): 3 clusters Score: Raw -43460.844149 + Penalty 1426.693543 = -42034.150605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.872882 sec): 2 clusters Score: Raw -30816.730986 + Penalty 887.308410 = -29929.422576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.873768 sec): 3 clusters Score: Raw -30773.452940 + Penalty 1773.870132 = -28999.582807 nChanged 86 SP:Iteration 1F (58.874641 sec): 3 clusters Score: Raw -30898.079712 + Penalty 1773.949837 = -29124.129875 nChanged 16 SP:Iteration 2Q (58.875493 sec): 3 clusters Score: Raw -30931.736885 + Penalty 1773.606722 = -29158.130163 nChanged 10 SP:Iteration 3Q (58.876338 sec): 3 clusters Score: Raw -30951.408360 + Penalty 1773.366023 = -29178.042337 nChanged 7 SP:Iteration 4Q (58.877177 sec): 3 clusters Score: Raw -30965.449914 + Penalty 1773.465252 = -29191.984662 nChanged 2 SP:Iteration 5Q (58.878010 sec): 3 clusters Score: Raw -30971.075384 + Penalty 1773.871899 = -29197.203485 nChanged 3 SP:Iteration 6Q (58.878840 sec): 3 clusters Score: Raw -30978.009328 + Penalty 1774.004309 = -29204.005019 nChanged 1 SP:Iteration 7Q (58.879667 sec): 3 clusters Score: Raw -30980.013216 + Penalty 1774.128009 = -29205.885208 nChanged 1 SP:Iteration 8Q (58.880493 sec): 3 clusters Score: Raw -30980.581980 + Penalty 1774.128009 = -29206.453972 nChanged 0 SP:Iteration 9F (58.881363 sec): 3 clusters Score: Raw -30980.581980 + Penalty 1774.128009 = -29206.453972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.882952 sec): 2 clusters Score: Raw -21697.321111 + Penalty 718.267154 = -20979.053957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.883663 sec): 3 clusters Score: Raw -21655.639521 + Penalty 1429.569937 = -20226.069584 nChanged 64 SP:Iteration 1F (58.884354 sec): 3 clusters Score: Raw -21775.516652 + Penalty 1429.645474 = -20345.871178 nChanged 19 SP:Iteration 2F (58.885082 sec): 3 clusters Score: Raw -21826.980433 + Penalty 1426.703981 = -20400.276451 nChanged 10 SP:Iteration 3Q (58.885779 sec): 3 clusters Score: Raw -21849.316082 + Penalty 1424.940695 = -20424.375387 nChanged 5 SP:Iteration 4Q (58.886423 sec): 3 clusters Score: Raw -21860.100548 + Penalty 1421.811663 = -20438.288885 nChanged 4 SP:Iteration 5Q (58.887092 sec): 3 clusters Score: Raw -21866.719153 + Penalty 1420.096601 = -20446.622552 nChanged 3 SP:Iteration 6Q (58.887740 sec): 3 clusters Score: Raw -21873.132235 + Penalty 1421.834943 = -20451.297292 nChanged 2 SP:Iteration 7Q (58.888386 sec): 3 clusters Score: Raw -21875.056444 + Penalty 1421.834943 = -20453.221500 nChanged 0 SP:Iteration 8F (58.889082 sec): 3 clusters Score: Raw -21875.056444 + Penalty 1421.834943 = -20453.221500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 44 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.890820 sec): 2 clusters Score: Raw -29495.531066 + Penalty 793.153350 = -28702.377716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.891594 sec): 3 clusters Score: Raw -29422.173265 + Penalty 1586.042291 = -27836.130974 nChanged 59 SP:Iteration 1F (58.892358 sec): 3 clusters Score: Raw -29528.768037 + Penalty 1583.563916 = -27945.204122 nChanged 18 SP:Iteration 2F (58.893124 sec): 3 clusters Score: Raw -29561.044526 + Penalty 1581.484842 = -27979.559684 nChanged 6 SP:Iteration 3Q (58.893868 sec): 3 clusters Score: Raw -29566.648138 + Penalty 1580.831519 = -27985.816620 nChanged 2 SP:Iteration 4Q (58.894605 sec): 3 clusters Score: Raw -29567.454353 + Penalty 1580.831519 = -27986.622834 nChanged 0 SP:Iteration 5F (58.895365 sec): 3 clusters Score: Raw -29567.454353 + Penalty 1580.831519 = -27986.622834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 45 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.896451 sec): 2 clusters Score: Raw -6688.061139 + Penalty 423.388522 = -6264.672617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.896817 sec): 3 clusters Score: Raw -6739.811339 + Penalty 861.437051 = -5878.374289 nChanged 11 SP:Iteration 1F (58.897170 sec): 3 clusters Score: Raw -6778.567313 + Penalty 895.491034 = -5883.076279 nChanged 8 SP:Iteration 2F (58.897530 sec): 3 clusters Score: Raw -6798.915229 + Penalty 903.979263 = -5894.935967 nChanged 2 SP:Iteration 3Q (58.897870 sec): 3 clusters Score: Raw -6803.126958 + Penalty 911.791069 = -5891.335889 nChanged 1 SP:Iteration 4F (58.898227 sec): 3 clusters Score: Raw -6809.083333 + Penalty 919.910335 = -5889.172998 nChanged 1 SP:Iteration 5F (58.898578 sec): 3 clusters Score: Raw -6814.604501 + Penalty 919.910335 = -5894.694166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 46 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.899619 sec): 2 clusters Score: Raw -7282.494554 + Penalty 439.718881 = -6842.775673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.900008 sec): 3 clusters Score: Raw -7313.199705 + Penalty 883.555624 = -6429.644081 nChanged 11 SP:Iteration 1F (58.900386 sec): 3 clusters Score: Raw -7329.823480 + Penalty 886.813410 = -6443.010069 nChanged 2 SP:Iteration 2Q (58.900754 sec): 3 clusters Score: Raw -7338.853075 + Penalty 889.158385 = -6449.694691 nChanged 1 SP:Iteration 3Q (58.901118 sec): 3 clusters Score: Raw -7339.296478 + Penalty 889.158385 = -6450.138093 nChanged 0 SP:Iteration 4F (58.901495 sec): 3 clusters Score: Raw -7339.296478 + Penalty 889.158385 = -6450.138093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.903316 sec): 2 clusters Score: Raw -18935.246523 + Penalty 470.477623 = -18464.768899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.903904 sec): 3 clusters Score: Raw -18848.504428 + Penalty 939.399828 = -17909.104600 nChanged 58 SP:Iteration 1F (58.904482 sec): 3 clusters Score: Raw -18894.260500 + Penalty 939.016959 = -17955.243541 nChanged 14 SP:Iteration 2F (58.905093 sec): 3 clusters Score: Raw -18907.126904 + Penalty 938.297642 = -17968.829262 nChanged 5 SP:Iteration 3Q (58.905665 sec): 3 clusters Score: Raw -18909.758510 + Penalty 938.760496 = -17970.998014 nChanged 3 SP:Iteration 4Q (58.906236 sec): 3 clusters Score: Raw -18911.209911 + Penalty 939.101467 = -17972.108444 nChanged 1 SP:Iteration 5Q (58.906808 sec): 3 clusters Score: Raw -18911.494156 + Penalty 939.101467 = -17972.392689 nChanged 0 SP:Iteration 6F (58.907379 sec): 3 clusters Score: Raw -18911.494156 + Penalty 939.101467 = -17972.392689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.908282 sec): 2 clusters Score: Raw -160.233141 + Penalty 19.061547 = -141.171594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.908477 sec): 2 clusters Score: Raw -160.233141 + Penalty 19.061547 = -141.171594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 50 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.910040 sec): 2 clusters Score: Raw -26485.862167 + Penalty 781.677650 = -25704.184517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.910794 sec): 3 clusters Score: Raw -26448.754261 + Penalty 1561.226351 = -24887.527910 nChanged 51 SP:Iteration 1F (58.911534 sec): 3 clusters Score: Raw -26527.900859 + Penalty 1559.548921 = -24968.351938 nChanged 16 SP:Iteration 2F (58.912270 sec): 3 clusters Score: Raw -26555.324403 + Penalty 1559.068913 = -24996.255490 nChanged 1 SP:Iteration 3Q (58.912970 sec): 3 clusters Score: Raw -26556.803459 + Penalty 1559.068913 = -24997.734546 nChanged 0 SP:Iteration 4F (58.913682 sec): 3 clusters Score: Raw -26556.803459 + Penalty 1559.068913 = -24997.734546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.914704 sec): 2 clusters Score: Raw -3241.357086 + Penalty 272.064562 = -2969.292524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.915044 sec): 3 clusters Score: Raw -3365.684237 + Penalty 541.611153 = -2824.073084 nChanged 11 SP:Iteration 1F (58.915378 sec): 3 clusters Score: Raw -3405.560484 + Penalty 541.611153 = -2863.949331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 57 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.916217 sec): 2 clusters Score: Raw -1953.475028 + Penalty 152.245324 = -1801.229704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.916482 sec): 3 clusters Score: Raw -1987.788607 + Penalty 301.944885 = -1685.843721 nChanged 3 SP:Iteration 1F (58.916737 sec): 3 clusters Score: Raw -1992.161906 + Penalty 301.944885 = -1690.217020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.918651 sec): 2 clusters Score: Raw -36519.402415 + Penalty 726.712943 = -35792.689472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.919643 sec): 3 clusters Score: Raw -36397.438652 + Penalty 1453.425886 = -34944.012767 nChanged 110 SP:Iteration 1F (58.920614 sec): 3 clusters Score: Raw -36515.768196 + Penalty 1453.373125 = -35062.395072 nChanged 34 SP:Iteration 2F (58.921583 sec): 3 clusters Score: Raw -36555.918947 + Penalty 1452.740926 = -35103.178021 nChanged 16 SP:Iteration 3Q (58.922508 sec): 3 clusters Score: Raw -36578.367301 + Penalty 1452.132581 = -35126.234720 nChanged 12 SP:Iteration 4Q (58.923414 sec): 3 clusters Score: Raw -36598.868312 + Penalty 1451.322425 = -35147.545887 nChanged 11 SP:Iteration 5Q (58.924311 sec): 3 clusters Score: Raw -36616.639818 + Penalty 1449.442225 = -35167.197593 nChanged 10 SP:Iteration 6Q (58.925237 sec): 3 clusters Score: Raw -36631.531245 + Penalty 1449.475959 = -35182.055285 nChanged 9 SP:Iteration 7Q (58.926126 sec): 3 clusters Score: Raw -36644.210705 + Penalty 1448.973169 = -35195.237536 nChanged 6 SP:Iteration 8Q (58.927011 sec): 3 clusters Score: Raw -36650.437299 + Penalty 1449.060010 = -35201.377289 nChanged 3 SP:Iteration 9Q (58.927894 sec): 3 clusters Score: Raw -36656.585962 + Penalty 1449.302429 = -35207.283533 nChanged 1 SP:Iteration 10F (58.928820 sec): 3 clusters Score: Raw -36657.854328 + Penalty 1449.665799 = -35208.188529 nChanged 3 SP:Iteration 11Q (58.929703 sec): 3 clusters Score: Raw -36664.927429 + Penalty 1449.973134 = -35214.954295 nChanged 1 SP:Iteration 12Q (58.930585 sec): 3 clusters Score: Raw -36667.069995 + Penalty 1449.973134 = -35217.096862 nChanged 0 SP:Iteration 13F (58.931511 sec): 3 clusters Score: Raw -36667.069995 + Penalty 1449.973134 = -35217.096862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.933441 sec): 2 clusters Score: Raw -32221.341981 + Penalty 413.978163 = -31807.363818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.934316 sec): 3 clusters Score: Raw -32023.762164 + Penalty 826.618791 = -31197.143374 nChanged 125 SP:Iteration 1F (58.935178 sec): 3 clusters Score: Raw -32115.742784 + Penalty 828.870050 = -31286.872734 nChanged 51 SP:Iteration 2F (58.936044 sec): 3 clusters Score: Raw -32159.496242 + Penalty 829.546942 = -31329.949300 nChanged 20 SP:Iteration 3F (58.936904 sec): 3 clusters Score: Raw -32184.335291 + Penalty 834.739636 = -31349.595655 nChanged 12 SP:Iteration 4Q (58.937759 sec): 3 clusters Score: Raw -32197.829654 + Penalty 845.374442 = -31352.455212 nChanged 11 SP:Iteration 5Q (58.938604 sec): 3 clusters Score: Raw -32207.749521 + Penalty 857.673587 = -31350.075935 nChanged 9 SP:Iteration 6F (58.939463 sec): 3 clusters Score: Raw -32215.652951 + Penalty 864.875755 = -31350.777197 nChanged 9 SP:Iteration 7Q (58.940324 sec): 3 clusters Score: Raw -32221.291095 + Penalty 875.245459 = -31346.045636 nChanged 6 SP:Iteration 8F (58.941248 sec): 3 clusters Score: Raw -32226.079270 + Penalty 894.220126 = -31331.859144 nChanged 5 SP:Iteration 9F (58.942155 sec): 3 clusters Score: Raw -32233.353491 + Penalty 911.611976 = -31321.741515 nChanged 9 SP:Iteration 10F (58.943062 sec): 3 clusters Score: Raw -32242.413113 + Penalty 919.412069 = -31323.001044 nChanged 4 SP:Iteration 11Q (58.943886 sec): 3 clusters Score: Raw -32249.327536 + Penalty 919.412069 = -31329.915467 nChanged 0 SP:Iteration 12F (58.944790 sec): 3 clusters Score: Raw -32249.327536 + Penalty 919.412069 = -31329.915467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 61 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.946271 sec): 2 clusters Score: Raw -21283.966520 + Penalty 559.368007 = -20724.598513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.946884 sec): 3 clusters Score: Raw -21213.685098 + Penalty 1120.836283 = -20092.848815 nChanged 56 SP:Iteration 1F (58.947501 sec): 3 clusters Score: Raw -21274.289747 + Penalty 1124.591582 = -20149.698165 nChanged 15 SP:Iteration 2F (58.948106 sec): 3 clusters Score: Raw -21294.573811 + Penalty 1126.101178 = -20168.472633 nChanged 7 SP:Iteration 3Q (58.948701 sec): 3 clusters Score: Raw -21302.557930 + Penalty 1127.834012 = -20174.723918 nChanged 6 SP:Iteration 4Q (58.949296 sec): 3 clusters Score: Raw -21307.751054 + Penalty 1128.575616 = -20179.175438 nChanged 2 SP:Iteration 5Q (58.949924 sec): 3 clusters Score: Raw -21308.830352 + Penalty 1129.333034 = -20179.497318 nChanged 1 SP:Iteration 6Q (58.950557 sec): 3 clusters Score: Raw -21308.900067 + Penalty 1129.831143 = -20179.068924 nChanged 1 SP:Iteration 7F (58.951176 sec): 3 clusters Score: Raw -21310.178778 + Penalty 1130.183456 = -20179.995322 nChanged 1 SP:Iteration 8Q (58.951819 sec): 3 clusters Score: Raw -21310.635122 + Penalty 1130.133966 = -20180.501155 nChanged 1 SP:Iteration 9Q (58.952431 sec): 3 clusters Score: Raw -21311.353357 + Penalty 1131.449446 = -20179.903911 nChanged 4 SP:Iteration 10F (58.953054 sec): 3 clusters Score: Raw -21317.333359 + Penalty 1133.011448 = -20184.321911 nChanged 5 SP:Iteration 11Q (58.953666 sec): 3 clusters Score: Raw -21319.714015 + Penalty 1133.325702 = -20186.388313 nChanged 1 SP:Iteration 12Q (58.954276 sec): 3 clusters Score: Raw -21320.117323 + Penalty 1133.814598 = -20186.302725 nChanged 1 SP:Iteration 13F (58.954894 sec): 3 clusters Score: Raw -21322.230953 + Penalty 1133.814598 = -20188.416355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.956441 sec): 2 clusters Score: Raw -24608.904337 + Penalty 728.335108 = -23880.569229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.957109 sec): 3 clusters Score: Raw -24564.008832 + Penalty 1457.207157 = -23106.801675 nChanged 38 SP:Iteration 1F (58.957767 sec): 3 clusters Score: Raw -24619.379358 + Penalty 1456.565648 = -23162.813709 nChanged 11 SP:Iteration 2Q (58.958414 sec): 3 clusters Score: Raw -24652.850801 + Penalty 1456.539563 = -23196.311238 nChanged 9 SP:Iteration 3Q (58.959057 sec): 3 clusters Score: Raw -24679.084621 + Penalty 1456.044125 = -23223.040496 nChanged 5 SP:Iteration 4Q (58.959697 sec): 3 clusters Score: Raw -24690.560469 + Penalty 1456.191763 = -23234.368706 nChanged 1 SP:Iteration 5Q (58.960332 sec): 3 clusters Score: Raw -24691.574373 + Penalty 1456.191763 = -23235.382610 nChanged 0 SP:Iteration 6F (58.960986 sec): 3 clusters Score: Raw -24691.574373 + Penalty 1456.191763 = -23235.382610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 66 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.962417 sec): 2 clusters Score: Raw -20534.553815 + Penalty 621.998794 = -19912.555021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.963045 sec): 3 clusters Score: Raw -20475.583654 + Penalty 1251.443182 = -19224.140472 nChanged 47 SP:Iteration 1F (58.963661 sec): 3 clusters Score: Raw -20537.646951 + Penalty 1256.960256 = -19280.686695 nChanged 17 SP:Iteration 2F (58.964276 sec): 3 clusters Score: Raw -20586.117700 + Penalty 1259.266637 = -19326.851063 nChanged 13 SP:Iteration 3F (58.964891 sec): 3 clusters Score: Raw -20613.689475 + Penalty 1259.545163 = -19354.144312 nChanged 6 SP:Iteration 4Q (58.965484 sec): 3 clusters Score: Raw -20621.501079 + Penalty 1258.114113 = -19363.386966 nChanged 2 SP:Iteration 5Q (58.966071 sec): 3 clusters Score: Raw -20625.498404 + Penalty 1257.245570 = -19368.252834 nChanged 1 SP:Iteration 6Q (58.966659 sec): 3 clusters Score: Raw -20626.929585 + Penalty 1258.129396 = -19368.800190 nChanged 1 SP:Iteration 7Q (58.967245 sec): 3 clusters Score: Raw -20628.565186 + Penalty 1257.803634 = -19370.761551 nChanged 1 SP:Iteration 8Q (58.967831 sec): 3 clusters Score: Raw -20630.857059 + Penalty 1257.803634 = -19373.053424 nChanged 0 SP:Iteration 9F (58.968443 sec): 3 clusters Score: Raw -20630.857059 + Penalty 1257.803634 = -19373.053424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 67 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.969725 sec): 2 clusters Score: Raw -8193.858967 + Penalty 312.867034 = -7880.991933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.970110 sec): 3 clusters Score: Raw -8166.928612 + Penalty 667.849674 = -7499.078938 nChanged 19 SP:Iteration 1F (58.970494 sec): 3 clusters Score: Raw -8195.804339 + Penalty 679.356415 = -7516.447924 nChanged 5 SP:Iteration 2F (58.970878 sec): 3 clusters Score: Raw -8203.597487 + Penalty 674.446852 = -7529.150635 nChanged 3 SP:Iteration 3Q (58.971251 sec): 3 clusters Score: Raw -8210.094426 + Penalty 674.446852 = -7535.647574 nChanged 0 SP:Iteration 4F (58.971658 sec): 3 clusters Score: Raw -8210.094426 + Penalty 674.446852 = -7535.647574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.972522 sec): 2 clusters Score: Raw -693.774972 + Penalty 208.808182 = -484.966790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.972746 sec): 3 clusters Score: Raw -766.569084 + Penalty 416.586012 = -349.983072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.973940 sec): 2 clusters Score: Raw -15158.328890 + Penalty 674.402066 = -14483.926823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.974463 sec): 3 clusters Score: Raw -15166.697371 + Penalty 1347.136918 = -13819.560453 nChanged 29 SP:Iteration 1F (58.974980 sec): 3 clusters Score: Raw -15218.807734 + Penalty 1345.185621 = -13873.622113 nChanged 11 SP:Iteration 2F (58.975497 sec): 3 clusters Score: Raw -15236.869352 + Penalty 1343.153074 = -13893.716277 nChanged 4 SP:Iteration 3Q (58.975999 sec): 3 clusters Score: Raw -15244.616043 + Penalty 1340.917231 = -13903.698812 nChanged 5 SP:Iteration 4Q (58.976485 sec): 3 clusters Score: Raw -15254.663234 + Penalty 1340.740372 = -13913.922862 nChanged 2 SP:Iteration 5Q (58.976969 sec): 3 clusters Score: Raw -15261.535050 + Penalty 1339.974379 = -13921.560671 nChanged 1 SP:Iteration 6Q (58.977452 sec): 3 clusters Score: Raw -15263.332600 + Penalty 1339.974379 = -13923.358221 nChanged 0 SP:Iteration 7F (58.977952 sec): 3 clusters Score: Raw -15263.332600 + Penalty 1339.974379 = -13923.358221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 77 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.979117 sec): 2 clusters Score: Raw -12206.211256 + Penalty 561.285928 = -11644.925327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.979587 sec): 3 clusters Score: Raw -12191.319363 + Penalty 1116.309835 = -11075.009528 nChanged 22 SP:Iteration 1F (58.980049 sec): 3 clusters Score: Raw -12233.300311 + Penalty 1113.046003 = -11120.254308 nChanged 7 SP:Iteration 2F (58.980511 sec): 3 clusters Score: Raw -12245.971456 + Penalty 1110.922317 = -11135.049139 nChanged 3 SP:Iteration 3Q (58.980959 sec): 3 clusters Score: Raw -12253.588491 + Penalty 1108.641687 = -11144.946803 nChanged 3 SP:Iteration 4Q (58.981402 sec): 3 clusters Score: Raw -12256.932291 + Penalty 1105.865223 = -11151.067068 nChanged 2 SP:Iteration 5Q (58.981840 sec): 3 clusters Score: Raw -12257.686020 + Penalty 1105.865223 = -11151.820796 nChanged 0 SP:Iteration 6F (58.982298 sec): 3 clusters Score: Raw -12257.686020 + Penalty 1105.865223 = -11151.820796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 89 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.983143 sec): 2 clusters Score: Raw -855.795843 + Penalty 264.744862 = -591.050981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.983375 sec): 3 clusters Score: Raw -1037.413317 + Penalty 523.141374 = -514.271943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 90 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.984142 sec): 2 clusters Score: Raw -627.544664 + Penalty 208.395576 = -419.149088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.984362 sec): 3 clusters Score: Raw -688.609655 + Penalty 416.791152 = -271.818503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.985140 sec): 2 clusters Score: Raw -868.850505 + Penalty 81.091976 = -787.758530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.985396 sec): 3 clusters Score: Raw -874.606786 + Penalty 161.384196 = -713.222590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 133 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.986241 sec): 2 clusters Score: Raw -1361.348437 + Penalty 143.643424 = -1217.705013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.986483 sec): 3 clusters Score: Raw -1357.059755 + Penalty 278.447188 = -1078.612567 nChanged 2 SP:Iteration 1F (58.986717 sec): 3 clusters Score: Raw -1357.872764 + Penalty 278.447188 = -1079.425577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 172 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.987609 sec): 2 clusters Score: Raw -3154.368818 + Penalty 81.437701 = -3072.931118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.987908 sec): 3 clusters Score: Raw -3186.634973 + Penalty 192.961133 = -2993.673840 nChanged 4 SP:Iteration 1F (58.988199 sec): 3 clusters Score: Raw -3194.460807 + Penalty 200.453932 = -2994.006875 nChanged 2 SP:Iteration 2Q (58.988480 sec): 3 clusters Score: Raw -3198.093548 + Penalty 200.453932 = -2997.639616 nChanged 0 SP:Iteration 3F (58.988771 sec): 3 clusters Score: Raw -3198.093548 + Penalty 200.453932 = -2997.639616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 186 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.989597 sec): 2 clusters Score: Raw -1979.540137 + Penalty 217.898198 = -1761.641938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.989857 sec): 3 clusters Score: Raw -2007.128423 + Penalty 428.040529 = -1579.087894 nChanged 1 SP:Iteration 1Q (58.990102 sec): 3 clusters Score: Raw -2010.641018 + Penalty 428.040529 = -1582.600489 nChanged 0 SP:Iteration 2F (58.990356 sec): 3 clusters Score: Raw -2010.641018 + Penalty 428.040529 = -1582.600489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 200 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.991144 sec): 2 clusters Score: Raw -1100.774049 + Penalty 80.711740 = -1020.062309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.991384 sec): 3 clusters Score: Raw -1104.859799 + Penalty 158.933361 = -945.926439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.992126 sec): 2 clusters Score: Raw -162.524865 + Penalty 21.162374 = -141.362490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.992323 sec): 3 clusters Score: Raw -157.312540 + Penalty 42.324749 = -114.987791 nChanged 0 Deleting Class 68 (9 points): Lose 386.686174 but Gain 981.192965 Iteration 119Q (59.362106 sec): 57 clusters Score: Raw -2440571.128907 + Penalty 47174.407754 = -2393396.721153 nChanged 86 Deleting Class 90 (8 points): Lose 393.724602 but Gain 1034.720709 Iteration 120F (60.190347 sec): 56 clusters Score: Raw -2440277.498144 + Penalty 46205.960993 = -2394071.537150 nChanged 109 Deleting Class 67 (90 points): Lose 133.801335 but Gain 715.213157 Iteration 121Q (60.308294 sec): 55 clusters Score: Raw -2440284.181460 + Penalty 45491.776529 = -2394792.404931 nChanged 150 Deleting Class 186 (25 points): Lose 162.053251 but Gain 698.925326 Iteration 122Q (60.427449 sec): 54 clusters Score: Raw -2440267.219790 + Penalty 44805.692646 = -2395461.527144 nChanged 99 Deleting Class 46 (90 points): Lose 512.564042 but Gain 1009.177522 Iteration 123Q (60.542708 sec): 53 clusters Score: Raw -2439853.012846 + Penalty 43753.384049 = -2396099.628797 nChanged 149 Deleting Class 133 (16 points): Lose 45.338697 but Gain 534.911160 Iteration 124Q (60.660683 sec): 52 clusters Score: Raw -2440031.299671 + Penalty 43216.769980 = -2396814.529691 nChanged 66 Deleting Class 89 (13 points): Lose 676.157069 but Gain 1065.688077 Iteration 125Q (60.774418 sec): 51 clusters Score: Raw -2439399.487007 + Penalty 42047.087106 = -2397352.399901 nChanged 49 Deleting Class 77 (132 points): Lose 845.949217 but Gain 1186.851572 Iteration 126Q (60.885248 sec): 50 clusters Score: Raw -2438597.460357 + Penalty 40870.394221 = -2397727.066135 nChanged 157 Deleting Class 61 (227 points): Lose 753.943567 but Gain 1064.592112 Iteration 127Q (60.999518 sec): 49 clusters Score: Raw -2438205.892852 + Penalty 39810.867606 = -2398395.025246 nChanged 264 Deleting Class 57 (25 points): Lose 193.349319 but Gain 488.338653 Iteration 128Q (61.116217 sec): 48 clusters Score: Raw -2438545.892602 + Penalty 39268.092543 = -2399277.800059 nChanged 86 Deleting Class 17 (71 points): Lose 248.608342 but Gain 538.945787 Iteration 129Q (61.226361 sec): 47 clusters Score: Raw -2438412.168202 + Penalty 38693.317617 = -2399718.850585 nChanged 105 Deleting Class 127 (11 points): Lose 61.696856 but Gain 349.163656 Iteration 130F (61.905924 sec): 46 clusters Score: Raw -2438487.639880 + Penalty 38332.706648 = -2400154.933232 nChanged 54 Deleting Class 203 (2 points): Lose 36.003324 but Gain 315.224737 Iteration 131Q (62.015722 sec): 45 clusters Score: Raw -2438515.583942 + Penalty 38014.067732 = -2400501.516210 nChanged 33 Deleting Class 15 (3 points): Lose 5.522036 but Gain 277.726346 Iteration 132Q (62.127217 sec): 44 clusters Score: Raw -2438543.111882 + Penalty 37750.182481 = -2400792.929400 nChanged 21 Deleting Class 200 (19 points): Lose 111.789834 but Gain 343.715868 Iteration 133Q (62.235036 sec): 43 clusters Score: Raw -2438447.346977 + Penalty 37400.045269 = -2401047.301708 nChanged 39 Deleting Class 49 (2 points): Lose 54.665398 but Gain 283.931813 Iteration 134Q (62.344585 sec): 42 clusters Score: Raw -2438436.670148 + Penalty 37107.735848 = -2401328.934299 nChanged 19 Deleting Class 66 (234 points): Lose 988.016255 but Gain 1178.105474 Iteration 135Q (62.453041 sec): 41 clusters Score: Raw -2437459.523723 + Penalty 36019.929770 = -2401439.593953 nChanged 251 Deleting Class 33 (230 points): Lose 778.453550 but Gain 971.291605 Iteration 136Q (62.564575 sec): 40 clusters Score: Raw -2437229.728448 + Penalty 35096.920362 = -2402132.808086 nChanged 285 Deleting Class 12 (11 points): Lose 560.244858 but Gain 735.876170 Iteration 137Q (62.676627 sec): 39 clusters Score: Raw -2437072.617400 + Penalty 34247.679174 = -2402824.938226 nChanged 96 Deleting Class 3 (195 points): Lose 829.415918 but Gain 988.033149 Iteration 138Q (62.783675 sec): 38 clusters Score: Raw -2436312.185616 + Penalty 33284.098788 = -2403028.086828 nChanged 251 Deleting Class 44 (318 points): Lose 1305.627342 but Gain 1421.719721 Iteration 139Q (62.891500 sec): 37 clusters Score: Raw -2435502.426238 + Penalty 32049.976471 = -2403452.449767 nChanged 384 Deleting Class 50 (291 points): Lose 1325.176495 but Gain 1420.986393 Iteration 140F (63.433016 sec): 36 clusters Score: Raw -2435016.152745 + Penalty 30586.415308 = -2404429.737436 nChanged 386 Deleting Class 35 (140 points): Lose 585.740497 but Gain 587.066494 Iteration 141Q (63.544090 sec): 35 clusters Score: Raw -2435197.340786 + Penalty 29972.374080 = -2405224.966705 nChanged 255 Iteration 142Q (63.652719 sec): 35 clusters Score: Raw -2435617.145844 + Penalty 29969.653692 = -2405647.492152 nChanged 106 Iteration 143Q (63.757911 sec): 35 clusters Score: Raw -2435715.398775 + Penalty 29961.297479 = -2405754.101296 nChanged 61 Iteration 144Q (63.862653 sec): 35 clusters Score: Raw -2435758.925454 + Penalty 29957.975246 = -2405800.950208 nChanged 50 Iteration 145Q (63.968447 sec): 35 clusters Score: Raw -2435836.861288 + Penalty 29960.108494 = -2405876.752794 nChanged 32 Iteration 146Q (64.072646 sec): 35 clusters Score: Raw -2435894.303240 + Penalty 29964.373711 = -2405929.929529 nChanged 28 Iteration 147Q (64.175595 sec): 35 clusters Score: Raw -2435970.981960 + Penalty 29970.274361 = -2406000.707599 nChanged 32 Iteration 148Q (64.278856 sec): 35 clusters Score: Raw -2435995.290023 + Penalty 29989.729965 = -2406005.560058 nChanged 30 Iteration 149Q (64.383013 sec): 35 clusters Score: Raw -2436014.914419 + Penalty 30003.277472 = -2406011.636947 nChanged 20 Iteration 150F (64.899058 sec): 35 clusters Score: Raw -2436034.435827 + Penalty 30019.486905 = -2406014.948922 nChanged 18 Iteration 151Q (65.001097 sec): 35 clusters Score: Raw -2436060.043304 + Penalty 30044.127978 = -2406015.915326 nChanged 20 Iteration 152Q (65.103378 sec): 35 clusters Score: Raw -2436084.249750 + Penalty 30049.722185 = -2406034.527564 nChanged 7 Iteration 153Q (65.205191 sec): 35 clusters Score: Raw -2436091.792077 + Penalty 30053.520424 = -2406038.271653 nChanged 8 Iteration 154Q (65.307403 sec): 35 clusters Score: Raw -2436099.031076 + Penalty 30058.174304 = -2406040.856772 nChanged 5 Iteration 155Q (65.408741 sec): 35 clusters Score: Raw -2436101.941487 + Penalty 30058.768727 = -2406043.172760 nChanged 2 Iteration 156Q (65.508849 sec): 35 clusters Score: Raw -2436103.516813 + Penalty 30059.810012 = -2406043.706801 nChanged 1 Iteration 157Q (65.610570 sec): 35 clusters Score: Raw -2436104.479514 + Penalty 30059.810012 = -2406044.669502 nChanged 0 Iteration 158F (66.125720 sec): 35 clusters Score: Raw -2436104.479514 + Penalty 30059.810012 = -2406044.669502 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.28 GB. Compute initial score before splitting: Score: Raw -2436104.479514 + Penalty 30059.810012 = -2406044.669502Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 1 (1188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.192272 sec): 2 clusters Score: Raw -102951.890897 + Penalty 506.742885 = -102445.148013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.194631 sec): 3 clusters Score: Raw -102257.683733 + Penalty 1015.761761 = -101241.921972 nChanged 474 SP:Iteration 1F (66.196892 sec): 3 clusters Score: Raw -102602.909282 + Penalty 1011.186719 = -101591.722563 nChanged 179 SP:Iteration 2F (66.199258 sec): 3 clusters Score: Raw -102753.754769 + Penalty 1004.232309 = -101749.522460 nChanged 94 SP:Iteration 3F (66.201542 sec): 3 clusters Score: Raw -102823.708169 + Penalty 1000.628175 = -101823.079994 nChanged 56 SP:Iteration 4Q (66.203766 sec): 3 clusters Score: Raw -102865.769407 + Penalty 1005.159300 = -101860.610108 nChanged 43 SP:Iteration 5Q (66.205999 sec): 3 clusters Score: Raw -102902.384369 + Penalty 1020.220759 = -101882.163610 nChanged 41 SP:Iteration 6Q (66.208206 sec): 3 clusters Score: Raw -102937.000179 + Penalty 1041.299797 = -101895.700382 nChanged 30 SP:Iteration 7Q (66.210372 sec): 3 clusters Score: Raw -102963.801438 + Penalty 1062.722838 = -101901.078600 nChanged 16 SP:Iteration 8Q (66.212487 sec): 3 clusters Score: Raw -102979.789826 + Penalty 1084.307802 = -101895.482024 nChanged 8 SP:Iteration 9F (66.214777 sec): 3 clusters Score: Raw -102985.066483 + Penalty 1094.518067 = -101890.548416 nChanged 3 SP:Iteration 10F (66.217041 sec): 3 clusters Score: Raw -102988.497571 + Penalty 1097.090652 = -101891.406919 nChanged 4 SP:Iteration 11Q (66.219066 sec): 3 clusters Score: Raw -102991.520225 + Penalty 1098.185376 = -101893.334848 nChanged 1 SP:Iteration 12Q (66.221066 sec): 3 clusters Score: Raw -102992.409296 + Penalty 1104.642527 = -101887.766769 nChanged 1 SP:Iteration 13F (66.223277 sec): 3 clusters Score: Raw -102992.857457 + Penalty 1109.105773 = -101883.751684 nChanged 1 SP:Iteration 14F (66.225508 sec): 3 clusters Score: Raw -102993.220380 + Penalty 1114.679030 = -101878.541350 nChanged 1 SP:Iteration 15F (66.227721 sec): 3 clusters Score: Raw -102993.575419 + Penalty 1114.679030 = -101878.896389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 2 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.230099 sec): 2 clusters Score: Raw -30111.974428 + Penalty 537.983311 = -29573.991117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.230982 sec): 3 clusters Score: Raw -29975.806481 + Penalty 1070.828206 = -28904.978275 nChanged 104 SP:Iteration 1F (66.231881 sec): 3 clusters Score: Raw -30107.338245 + Penalty 1069.789871 = -29037.548374 nChanged 37 SP:Iteration 2F (66.232742 sec): 3 clusters Score: Raw -30156.302303 + Penalty 1078.085747 = -29078.216555 nChanged 21 SP:Iteration 3F (66.233604 sec): 3 clusters Score: Raw -30204.604868 + Penalty 1085.463301 = -29119.141567 nChanged 12 SP:Iteration 4Q (66.234409 sec): 3 clusters Score: Raw -30229.337638 + Penalty 1089.126446 = -29140.211192 nChanged 6 SP:Iteration 5Q (66.235195 sec): 3 clusters Score: Raw -30241.952904 + Penalty 1089.644863 = -29152.308041 nChanged 2 SP:Iteration 6Q (66.235978 sec): 3 clusters Score: Raw -30242.741273 + Penalty 1090.116228 = -29152.625046 nChanged 2 SP:Iteration 7Q (66.236759 sec): 3 clusters Score: Raw -30243.998078 + Penalty 1089.654536 = -29154.343541 nChanged 1 SP:Iteration 8Q (66.237544 sec): 3 clusters Score: Raw -30244.788484 + Penalty 1088.740320 = -29156.048164 nChanged 2 SP:Iteration 9Q (66.238324 sec): 3 clusters Score: Raw -30246.799226 + Penalty 1089.470193 = -29157.329032 nChanged 3 SP:Iteration 10F (66.239150 sec): 3 clusters Score: Raw -30250.848008 + Penalty 1088.731258 = -29162.116750 nChanged 2 SP:Iteration 11Q (66.239932 sec): 3 clusters Score: Raw -30252.746224 + Penalty 1088.659006 = -29164.087218 nChanged 3 SP:Iteration 12Q (66.240712 sec): 3 clusters Score: Raw -30255.137457 + Penalty 1091.022893 = -29164.114564 nChanged 3 SP:Iteration 13Q (66.241491 sec): 3 clusters Score: Raw -30257.647273 + Penalty 1091.675671 = -29165.971602 nChanged 1 SP:Iteration 14Q (66.242267 sec): 3 clusters Score: Raw -30258.044284 + Penalty 1092.525253 = -29165.519031 nChanged 1 SP:Iteration 15F (66.243096 sec): 3 clusters Score: Raw -30259.598811 + Penalty 1092.000575 = -29167.598236 nChanged 2 SP:Iteration 16Q (66.243876 sec): 3 clusters Score: Raw -30260.444670 + Penalty 1092.000575 = -29168.444095 nChanged 0 SP:Iteration 17F (66.244724 sec): 3 clusters Score: Raw -30260.444670 + Penalty 1092.000575 = -29168.444095 nChanged 0 Memory request: 0.04 GB would take us to total of 0.32 GB. Trying to split cluster 4 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.283946 sec): 2 clusters Score: Raw -660592.745167 + Penalty 277.321392 = -660315.423774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.299507 sec): 3 clusters Score: Raw -655098.877126 + Penalty 522.522517 = -654576.354610 nChanged 3894 SP:Iteration 1F (66.314700 sec): 3 clusters Score: Raw -659189.809935 + Penalty 554.420856 = -658635.389079 nChanged 1079 SP:Iteration 2F (66.329624 sec): 3 clusters Score: Raw -660460.687326 + Penalty 570.677872 = -659890.009453 nChanged 134 SP:Iteration 3Q (66.344364 sec): 3 clusters Score: Raw -660581.246620 + Penalty 534.834022 = -660046.412598 nChanged 23 SP:Iteration 4Q (66.356656 sec): 3 clusters Score: Raw -660599.683802 + Penalty 560.619238 = -660039.064565 nChanged 12 SP:Iteration 5F (66.372036 sec): 3 clusters Score: Raw -660610.445916 + Penalty 605.433387 = -660005.012529 nChanged 6 SP:Iteration 6F (66.387286 sec): 3 clusters Score: Raw -660615.571072 + Penalty 622.143310 = -659993.427762 nChanged 3 SP:Iteration 7F (66.402705 sec): 3 clusters Score: Raw -660617.332277 + Penalty 622.143310 = -659995.188967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 5 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.409660 sec): 2 clusters Score: Raw -54349.403179 + Penalty 952.174695 = -53397.228485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.410957 sec): 3 clusters Score: Raw -54191.083429 + Penalty 1905.388888 = -52285.694541 nChanged 141 SP:Iteration 1F (66.412253 sec): 3 clusters Score: Raw -54340.173513 + Penalty 1906.457120 = -52433.716393 nChanged 36 SP:Iteration 2F (66.413528 sec): 3 clusters Score: Raw -54392.011918 + Penalty 1908.357652 = -52483.654266 nChanged 23 SP:Iteration 3Q (66.414818 sec): 3 clusters Score: Raw -54419.817322 + Penalty 1908.586853 = -52511.230468 nChanged 17 SP:Iteration 4Q (66.416067 sec): 3 clusters Score: Raw -54442.110995 + Penalty 1908.718838 = -52533.392156 nChanged 10 SP:Iteration 5Q (66.417281 sec): 3 clusters Score: Raw -54455.537464 + Penalty 1908.933917 = -52546.603547 nChanged 7 SP:Iteration 6Q (66.418465 sec): 3 clusters Score: Raw -54467.297803 + Penalty 1909.340794 = -52557.957008 nChanged 6 SP:Iteration 7Q (66.419647 sec): 3 clusters Score: Raw -54474.608629 + Penalty 1909.375852 = -52565.232776 nChanged 4 SP:Iteration 8Q (66.420803 sec): 3 clusters Score: Raw -54480.304607 + Penalty 1909.375852 = -52570.928754 nChanged 0 SP:Iteration 9F (66.421998 sec): 3 clusters Score: Raw -54480.304607 + Penalty 1909.375852 = -52570.928754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (1774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.431180 sec): 2 clusters Score: Raw -144504.210890 + Penalty 115.898516 = -144388.312374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.434807 sec): 3 clusters Score: Raw -143398.047529 + Penalty 230.082843 = -143167.964686 nChanged 822 SP:Iteration 1F (66.438150 sec): 3 clusters Score: Raw -143930.082381 + Penalty 226.468600 = -143703.613781 nChanged 135 SP:Iteration 2F (66.441482 sec): 3 clusters Score: Raw -144088.681100 + Penalty 225.108626 = -143863.572473 nChanged 94 SP:Iteration 3F (66.444757 sec): 3 clusters Score: Raw -144222.295269 + Penalty 222.554127 = -143999.741142 nChanged 75 SP:Iteration 4Q (66.447920 sec): 3 clusters Score: Raw -144310.310052 + Penalty 220.576412 = -144089.733641 nChanged 50 SP:Iteration 5Q (66.450945 sec): 3 clusters Score: Raw -144352.958065 + Penalty 217.436733 = -144135.521332 nChanged 38 SP:Iteration 6Q (66.453855 sec): 3 clusters Score: Raw -144373.811831 + Penalty 215.613099 = -144158.198732 nChanged 27 SP:Iteration 7Q (66.456933 sec): 3 clusters Score: Raw -144387.199925 + Penalty 214.687029 = -144172.512896 nChanged 30 SP:Iteration 8Q (66.459844 sec): 3 clusters Score: Raw -144404.165780 + Penalty 214.780447 = -144189.385333 nChanged 23 SP:Iteration 9Q (66.462672 sec): 3 clusters Score: Raw -144417.929351 + Penalty 212.692605 = -144205.236746 nChanged 19 SP:Iteration 10F (66.466057 sec): 3 clusters Score: Raw -144425.000161 + Penalty 212.779285 = -144212.220876 nChanged 20 SP:Iteration 11Q (66.469012 sec): 3 clusters Score: Raw -144434.439021 + Penalty 210.305936 = -144224.133085 nChanged 20 SP:Iteration 12Q (66.471745 sec): 3 clusters Score: Raw -144445.711887 + Penalty 212.528108 = -144233.183779 nChanged 23 SP:Iteration 13Q (66.474427 sec): 3 clusters Score: Raw -144460.096279 + Penalty 214.184660 = -144245.911619 nChanged 16 SP:Iteration 14Q (66.477052 sec): 3 clusters Score: Raw -144469.394212 + Penalty 211.182152 = -144258.212061 nChanged 13 SP:Iteration 15Q (66.479655 sec): 3 clusters Score: Raw -144475.425560 + Penalty 218.965969 = -144256.459592 nChanged 10 SP:Iteration 16F (66.482902 sec): 3 clusters Score: Raw -144480.808231 + Penalty 228.869932 = -144251.938299 nChanged 15 SP:Iteration 17F (66.486120 sec): 3 clusters Score: Raw -144491.433973 + Penalty 230.500008 = -144260.933965 nChanged 7 SP:Iteration 18Q (66.489104 sec): 3 clusters Score: Raw -144494.131912 + Penalty 218.513092 = -144275.618820 nChanged 6 SP:Iteration 19Q (66.491607 sec): 3 clusters Score: Raw -144498.176723 + Penalty 220.638703 = -144277.538020 nChanged 4 SP:Iteration 20F (66.494395 sec): 3 clusters Score: Raw -144502.179864 + Penalty 115.898516 = -144386.281348 nChanged 1 SP:Iteration 21Q (66.496846 sec): 2 clusters Score: Raw -144504.210890 + Penalty 115.898516 = -144388.312374 nChanged 0 SP:Iteration 22F (66.499494 sec): 2 clusters Score: Raw -144504.210890 + Penalty 115.898516 = -144388.312374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 9 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.506434 sec): 2 clusters Score: Raw -130336.351666 + Penalty 493.452169 = -129842.899497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.509261 sec): 3 clusters Score: Raw -129552.446364 + Penalty 991.080222 = -128561.366142 nChanged 589 SP:Iteration 1F (66.511964 sec): 3 clusters Score: Raw -130075.520477 + Penalty 994.369173 = -129081.151305 nChanged 153 SP:Iteration 2F (66.514697 sec): 3 clusters Score: Raw -130208.826690 + Penalty 998.138017 = -129210.688674 nChanged 94 SP:Iteration 3F (66.517670 sec): 3 clusters Score: Raw -130275.361302 + Penalty 1000.334442 = -129275.026860 nChanged 62 SP:Iteration 4Q (66.520651 sec): 3 clusters Score: Raw -130309.236662 + Penalty 1001.504127 = -129307.732534 nChanged 38 SP:Iteration 5Q (66.523654 sec): 3 clusters Score: Raw -130329.851847 + Penalty 1000.836796 = -129329.015052 nChanged 32 SP:Iteration 6Q (66.526408 sec): 3 clusters Score: Raw -130348.050374 + Penalty 999.743228 = -129348.307147 nChanged 24 SP:Iteration 7Q (66.529118 sec): 3 clusters Score: Raw -130360.146408 + Penalty 998.331178 = -129361.815230 nChanged 16 SP:Iteration 8Q (66.531859 sec): 3 clusters Score: Raw -130366.884039 + Penalty 997.197100 = -129369.686939 nChanged 16 SP:Iteration 9Q (66.534758 sec): 3 clusters Score: Raw -130373.147298 + Penalty 995.811944 = -129377.335354 nChanged 17 SP:Iteration 10F (66.537524 sec): 3 clusters Score: Raw -130379.277938 + Penalty 994.925600 = -129384.352338 nChanged 9 SP:Iteration 11Q (66.540185 sec): 3 clusters Score: Raw -130382.084386 + Penalty 993.895099 = -129388.189287 nChanged 10 SP:Iteration 12Q (66.542842 sec): 3 clusters Score: Raw -130386.626202 + Penalty 992.229705 = -129394.396497 nChanged 19 SP:Iteration 13Q (66.545497 sec): 3 clusters Score: Raw -130398.557155 + Penalty 990.258359 = -129408.298797 nChanged 22 SP:Iteration 14Q (66.548145 sec): 3 clusters Score: Raw -130411.761536 + Penalty 988.179542 = -129423.581994 nChanged 23 SP:Iteration 15Q (66.550788 sec): 3 clusters Score: Raw -130423.831625 + Penalty 986.656281 = -129437.175344 nChanged 18 SP:Iteration 16Q (66.553505 sec): 3 clusters Score: Raw -130433.060702 + Penalty 985.047632 = -129448.013070 nChanged 20 SP:Iteration 17Q (66.556247 sec): 3 clusters Score: Raw -130442.821126 + Penalty 982.890139 = -129459.930987 nChanged 27 SP:Iteration 18Q (66.558963 sec): 3 clusters Score: Raw -130458.762216 + Penalty 980.690657 = -129478.071559 nChanged 28 SP:Iteration 19Q (66.561633 sec): 3 clusters Score: Raw -130474.330923 + Penalty 977.738720 = -129496.592204 nChanged 34 SP:Iteration 20F (66.564385 sec): 3 clusters Score: Raw -130491.769309 + Penalty 976.054051 = -129515.715258 nChanged 23 SP:Iteration 21Q (66.567139 sec): 3 clusters Score: Raw -130501.328135 + Penalty 975.075655 = -129526.252479 nChanged 15 SP:Iteration 22Q (66.569927 sec): 3 clusters Score: Raw -130508.019780 + Penalty 974.303461 = -129533.716319 nChanged 15 SP:Iteration 23Q (66.572578 sec): 3 clusters Score: Raw -130513.602735 + Penalty 973.862646 = -129539.740089 nChanged 12 SP:Iteration 24Q (66.575158 sec): 3 clusters Score: Raw -130518.949306 + Penalty 973.847905 = -129545.101401 nChanged 10 SP:Iteration 25Q (66.577731 sec): 3 clusters Score: Raw -130523.847872 + Penalty 973.590486 = -129550.257386 nChanged 10 SP:Iteration 26Q (66.580328 sec): 3 clusters Score: Raw -130528.505001 + Penalty 973.456794 = -129555.048207 nChanged 11 SP:Iteration 27Q (66.583034 sec): 3 clusters Score: Raw -130533.723277 + Penalty 973.226037 = -129560.497240 nChanged 8 SP:Iteration 28Q (66.585808 sec): 3 clusters Score: Raw -130536.535472 + Penalty 973.089966 = -129563.445506 nChanged 5 SP:Iteration 29Q (66.588497 sec): 3 clusters Score: Raw -130538.350302 + Penalty 973.109785 = -129565.240517 nChanged 3 SP:Iteration 30F (66.591178 sec): 3 clusters Score: Raw -130539.487218 + Penalty 973.039846 = -129566.447372 nChanged 2 SP:Iteration 31Q (66.593686 sec): 3 clusters Score: Raw -130540.345381 + Penalty 972.845294 = -129567.500087 nChanged 5 SP:Iteration 32Q (66.596272 sec): 3 clusters Score: Raw -130542.258835 + Penalty 972.728161 = -129569.530674 nChanged 2 SP:Iteration 33Q (66.598931 sec): 3 clusters Score: Raw -130543.247200 + Penalty 972.376219 = -129570.870980 nChanged 4 SP:Iteration 34Q (66.601565 sec): 3 clusters Score: Raw -130544.418390 + Penalty 972.426250 = -129571.992141 nChanged 2 SP:Iteration 35Q (66.604125 sec): 3 clusters Score: Raw -130544.854511 + Penalty 972.299361 = -129572.555150 nChanged 3 SP:Iteration 36Q (66.606621 sec): 3 clusters Score: Raw -130545.418484 + Penalty 972.299361 = -129573.119123 nChanged 0 SP:Iteration 37F (66.609301 sec): 3 clusters Score: Raw -130545.418484 + Penalty 972.299361 = -129573.119123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 13 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.610453 sec): 2 clusters Score: Raw -6840.283838 + Penalty 79.700955 = -6760.582882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.610840 sec): 3 clusters Score: Raw -6807.400493 + Penalty 145.388466 = -6662.012027 nChanged 45 SP:Iteration 1F (66.611220 sec): 3 clusters Score: Raw -6844.962929 + Penalty 143.979504 = -6700.983425 nChanged 7 SP:Iteration 2F (66.611597 sec): 3 clusters Score: Raw -6849.681262 + Penalty 144.454634 = -6705.226628 nChanged 3 SP:Iteration 3Q (66.611971 sec): 3 clusters Score: Raw -6852.274618 + Penalty 144.837439 = -6707.437179 nChanged 1 SP:Iteration 4Q (66.612345 sec): 3 clusters Score: Raw -6853.860026 + Penalty 146.497858 = -6707.362167 nChanged 2 SP:Iteration 5F (66.612722 sec): 3 clusters Score: Raw -6855.203970 + Penalty 145.600385 = -6709.603585 nChanged 1 SP:Iteration 6Q (66.613095 sec): 3 clusters Score: Raw -6856.242969 + Penalty 145.600385 = -6710.642584 nChanged 0 SP:Iteration 7F (66.613471 sec): 3 clusters Score: Raw -6856.242969 + Penalty 145.600385 = -6710.642584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 14 (2171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.624092 sec): 2 clusters Score: Raw -177144.860629 + Penalty 97.504733 = -177047.355896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.628150 sec): 3 clusters Score: Raw -175735.779988 + Penalty 194.232084 = -175541.547903 nChanged 1008 SP:Iteration 1F (66.632302 sec): 3 clusters Score: Raw -176390.955964 + Penalty 191.078197 = -176199.877767 nChanged 203 SP:Iteration 2F (66.636577 sec): 3 clusters Score: Raw -176507.426342 + Penalty 186.363438 = -176321.062903 nChanged 168 SP:Iteration 3F (66.640507 sec): 3 clusters Score: Raw -176649.395747 + Penalty 183.409189 = -176465.986557 nChanged 116 SP:Iteration 4F (66.644454 sec): 3 clusters Score: Raw -176774.295829 + Penalty 180.841032 = -176593.454797 nChanged 88 SP:Iteration 5Q (66.648357 sec): 3 clusters Score: Raw -176863.376284 + Penalty 177.915255 = -176685.461029 nChanged 51 SP:Iteration 6Q (66.652176 sec): 3 clusters Score: Raw -176892.955520 + Penalty 176.576328 = -176716.379192 nChanged 33 SP:Iteration 7Q (66.655849 sec): 3 clusters Score: Raw -176905.510185 + Penalty 176.364839 = -176729.145346 nChanged 29 SP:Iteration 8Q (66.659493 sec): 3 clusters Score: Raw -176916.252626 + Penalty 173.517224 = -176742.735403 nChanged 40 SP:Iteration 9Q (66.663189 sec): 3 clusters Score: Raw -176932.730205 + Penalty 172.695447 = -176760.034758 nChanged 33 SP:Iteration 10F (66.667357 sec): 3 clusters Score: Raw -176945.677414 + Penalty 171.413465 = -176774.263949 nChanged 36 SP:Iteration 11Q (66.671068 sec): 3 clusters Score: Raw -176962.329447 + Penalty 170.400221 = -176791.929225 nChanged 43 SP:Iteration 12Q (66.674544 sec): 3 clusters Score: Raw -176982.640777 + Penalty 168.912094 = -176813.728683 nChanged 41 SP:Iteration 13Q (66.677983 sec): 3 clusters Score: Raw -177001.727550 + Penalty 168.501176 = -176833.226374 nChanged 30 SP:Iteration 14Q (66.681376 sec): 3 clusters Score: Raw -177014.331451 + Penalty 167.288654 = -176847.042797 nChanged 28 SP:Iteration 15Q (66.684795 sec): 3 clusters Score: Raw -177029.775906 + Penalty 166.862467 = -176862.913439 nChanged 27 SP:Iteration 16Q (66.688202 sec): 3 clusters Score: Raw -177041.205881 + Penalty 167.251822 = -176873.954059 nChanged 18 SP:Iteration 17Q (66.691541 sec): 3 clusters Score: Raw -177048.824111 + Penalty 163.712897 = -176885.111214 nChanged 29 SP:Iteration 18Q (66.694834 sec): 3 clusters Score: Raw -177061.915148 + Penalty 164.643618 = -176897.271530 nChanged 28 SP:Iteration 19Q (66.698110 sec): 3 clusters Score: Raw -177075.718618 + Penalty 163.943437 = -176911.775181 nChanged 22 SP:Iteration 20F (66.702219 sec): 3 clusters Score: Raw -177085.346643 + Penalty 163.382120 = -176921.964523 nChanged 27 SP:Iteration 21Q (66.705577 sec): 3 clusters Score: Raw -177101.876245 + Penalty 166.570271 = -176935.305973 nChanged 27 SP:Iteration 22Q (66.708933 sec): 3 clusters Score: Raw -177128.136203 + Penalty 219.810919 = -176908.325284 nChanged 16 SP:Iteration 23F (66.712562 sec): 3 clusters Score: Raw -177144.119537 + Penalty 293.690481 = -176850.429057 nChanged 3 SP:Iteration 24F (66.716138 sec): 3 clusters Score: Raw -177144.676468 + Penalty 293.690481 = -176850.985988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 16 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.723119 sec): 2 clusters Score: Raw -46371.503725 + Penalty 851.804447 = -45519.699278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.724241 sec): 3 clusters Score: Raw -46207.353863 + Penalty 1697.620692 = -44509.733171 nChanged 132 SP:Iteration 1F (66.725339 sec): 3 clusters Score: Raw -46339.162826 + Penalty 1693.443561 = -44645.719265 nChanged 40 SP:Iteration 2F (66.726437 sec): 3 clusters Score: Raw -46398.535384 + Penalty 1690.667198 = -44707.868186 nChanged 22 SP:Iteration 3Q (66.727568 sec): 3 clusters Score: Raw -46426.369649 + Penalty 1690.425886 = -44735.943762 nChanged 11 SP:Iteration 4Q (66.728663 sec): 3 clusters Score: Raw -46439.362165 + Penalty 1689.666242 = -44749.695922 nChanged 7 SP:Iteration 5Q (66.729742 sec): 3 clusters Score: Raw -46447.948450 + Penalty 1690.607766 = -44757.340684 nChanged 5 SP:Iteration 6Q (66.730822 sec): 3 clusters Score: Raw -46454.247203 + Penalty 1690.859669 = -44763.387535 nChanged 4 SP:Iteration 7Q (66.731979 sec): 3 clusters Score: Raw -46461.105008 + Penalty 1690.647093 = -44770.457915 nChanged 4 SP:Iteration 8Q (66.733108 sec): 3 clusters Score: Raw -46464.785838 + Penalty 1690.482834 = -44774.303004 nChanged 2 SP:Iteration 9Q (66.734229 sec): 3 clusters Score: Raw -46466.363138 + Penalty 1690.906861 = -44775.456277 nChanged 2 SP:Iteration 10F (66.735374 sec): 3 clusters Score: Raw -46468.215329 + Penalty 1690.521658 = -44777.693671 nChanged 1 SP:Iteration 11Q (66.736468 sec): 3 clusters Score: Raw -46468.893774 + Penalty 1690.521658 = -44778.372116 nChanged 0 SP:Iteration 12F (66.737565 sec): 3 clusters Score: Raw -46468.893774 + Penalty 1690.521658 = -44778.372116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 18 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.739480 sec): 2 clusters Score: Raw -40285.033180 + Penalty 980.109485 = -39304.923695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.740581 sec): 3 clusters Score: Raw -40206.770788 + Penalty 1960.773374 = -38245.997414 nChanged 122 SP:Iteration 1F (66.741666 sec): 3 clusters Score: Raw -40396.452939 + Penalty 1961.061347 = -38435.391592 nChanged 45 SP:Iteration 2F (66.742767 sec): 3 clusters Score: Raw -40462.411857 + Penalty 1961.194260 = -38501.217597 nChanged 25 SP:Iteration 3Q (66.743811 sec): 3 clusters Score: Raw -40517.601577 + Penalty 1961.637914 = -38555.963663 nChanged 13 SP:Iteration 4Q (66.744844 sec): 3 clusters Score: Raw -40558.095754 + Penalty 1961.549449 = -38596.546305 nChanged 16 SP:Iteration 5Q (66.745865 sec): 3 clusters Score: Raw -40626.494739 + Penalty 1961.365295 = -38665.129443 nChanged 9 SP:Iteration 6Q (66.746909 sec): 3 clusters Score: Raw -40639.890037 + Penalty 1961.336790 = -38678.553246 nChanged 5 SP:Iteration 7Q (66.747915 sec): 3 clusters Score: Raw -40650.057165 + Penalty 1961.300096 = -38688.757069 nChanged 5 SP:Iteration 8Q (66.748992 sec): 3 clusters Score: Raw -40654.218197 + Penalty 1961.494733 = -38692.723463 nChanged 1 SP:Iteration 9Q (66.750038 sec): 3 clusters Score: Raw -40655.923424 + Penalty 1961.494733 = -38694.428691 nChanged 0 SP:Iteration 10F (66.751169 sec): 3 clusters Score: Raw -40655.923424 + Penalty 1961.494733 = -38694.428691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 19 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.751861 sec): 2 clusters Score: Raw -5929.433789 + Penalty 85.474625 = -5843.959165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.752232 sec): 3 clusters Score: Raw -5931.496581 + Penalty 233.170618 = -5698.325963 nChanged 30 SP:Iteration 1F (66.752599 sec): 3 clusters Score: Raw -5995.768217 + Penalty 249.868907 = -5745.899310 nChanged 3 SP:Iteration 2Q (66.752951 sec): 3 clusters Score: Raw -6012.608127 + Penalty 249.868907 = -5762.739219 nChanged 0 SP:Iteration 3F (66.753316 sec): 3 clusters Score: Raw -6012.608127 + Penalty 249.868907 = -5762.739219 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 20 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.757120 sec): 2 clusters Score: Raw -60103.857089 + Penalty 329.959136 = -59773.897953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.758583 sec): 3 clusters Score: Raw -59710.360129 + Penalty 663.989169 = -59046.370960 nChanged 272 SP:Iteration 1F (66.759998 sec): 3 clusters Score: Raw -59900.107466 + Penalty 676.219298 = -59223.888168 nChanged 103 SP:Iteration 2F (66.761525 sec): 3 clusters Score: Raw -60002.056114 + Penalty 690.779465 = -59311.276648 nChanged 63 SP:Iteration 3F (66.763040 sec): 3 clusters Score: Raw -60078.481392 + Penalty 702.239111 = -59376.242281 nChanged 35 SP:Iteration 4Q (66.764534 sec): 3 clusters Score: Raw -60138.446890 + Penalty 702.969194 = -59435.477696 nChanged 17 SP:Iteration 5Q (66.765889 sec): 3 clusters Score: Raw -60162.258255 + Penalty 699.666525 = -59462.591731 nChanged 10 SP:Iteration 6Q (66.767195 sec): 3 clusters Score: Raw -60175.064012 + Penalty 692.044530 = -59483.019482 nChanged 5 SP:Iteration 7Q (66.768486 sec): 3 clusters Score: Raw -60177.963473 + Penalty 690.633584 = -59487.329889 nChanged 2 SP:Iteration 8Q (66.769777 sec): 3 clusters Score: Raw -60178.422347 + Penalty 687.180406 = -59491.241941 nChanged 2 SP:Iteration 9Q (66.771008 sec): 3 clusters Score: Raw -60178.885960 + Penalty 681.693092 = -59497.192868 nChanged 4 SP:Iteration 10F (66.772437 sec): 3 clusters Score: Raw -60180.953039 + Penalty 674.364086 = -59506.588953 nChanged 5 SP:Iteration 11Q (66.773680 sec): 3 clusters Score: Raw -60184.093197 + Penalty 677.760411 = -59506.332786 nChanged 8 SP:Iteration 12F (66.775110 sec): 3 clusters Score: Raw -60193.569267 + Penalty 682.303178 = -59511.266089 nChanged 6 SP:Iteration 13Q (66.776355 sec): 3 clusters Score: Raw -60198.219843 + Penalty 681.951436 = -59516.268407 nChanged 7 SP:Iteration 14Q (66.777598 sec): 3 clusters Score: Raw -60201.879742 + Penalty 680.540410 = -59521.339332 nChanged 2 SP:Iteration 15Q (66.778835 sec): 3 clusters Score: Raw -60202.041333 + Penalty 680.297017 = -59521.744316 nChanged 1 SP:Iteration 16Q (66.780070 sec): 3 clusters Score: Raw -60202.099485 + Penalty 680.297017 = -59521.802469 nChanged 0 SP:Iteration 17F (66.781504 sec): 3 clusters Score: Raw -60202.099485 + Penalty 680.297017 = -59521.802469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 21 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.783290 sec): 2 clusters Score: Raw -3734.033390 + Penalty 29.940269 = -3704.093121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.783573 sec): 3 clusters Score: Raw -3729.744329 + Penalty 81.063507 = -3648.680822 nChanged 17 SP:Iteration 1F (66.783820 sec): 3 clusters Score: Raw -3749.744996 + Penalty 106.679365 = -3643.065631 nChanged 5 SP:Iteration 2F (66.784066 sec): 3 clusters Score: Raw -3758.501056 + Penalty 116.197260 = -3642.303796 nChanged 1 SP:Iteration 3F (66.784304 sec): 3 clusters Score: Raw -3761.716774 + Penalty 116.197260 = -3645.519514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 22 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.785639 sec): 2 clusters Score: Raw -27905.545441 + Penalty 472.439196 = -27433.106245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.786450 sec): 3 clusters Score: Raw -27797.742210 + Penalty 946.510742 = -26851.231468 nChanged 95 SP:Iteration 1F (66.787248 sec): 3 clusters Score: Raw -27915.400774 + Penalty 945.408665 = -26969.992109 nChanged 35 SP:Iteration 2F (66.788043 sec): 3 clusters Score: Raw -27956.711531 + Penalty 949.048731 = -27007.662800 nChanged 24 SP:Iteration 3F (66.788806 sec): 3 clusters Score: Raw -27993.154710 + Penalty 940.412342 = -27052.742368 nChanged 12 SP:Iteration 4Q (66.789556 sec): 3 clusters Score: Raw -28013.278040 + Penalty 940.755620 = -27072.522420 nChanged 8 SP:Iteration 5Q (66.790302 sec): 3 clusters Score: Raw -28023.266500 + Penalty 936.816805 = -27086.449694 nChanged 2 SP:Iteration 6Q (66.791044 sec): 3 clusters Score: Raw -28024.763215 + Penalty 935.017799 = -27089.745416 nChanged 2 SP:Iteration 7Q (66.791784 sec): 3 clusters Score: Raw -28026.187323 + Penalty 935.112881 = -27091.074442 nChanged 2 SP:Iteration 8Q (66.792522 sec): 3 clusters Score: Raw -28027.583592 + Penalty 931.964300 = -27095.619292 nChanged 1 SP:Iteration 9Q (66.793261 sec): 3 clusters Score: Raw -28029.673289 + Penalty 931.964300 = -27097.708989 nChanged 0 SP:Iteration 10F (66.794026 sec): 3 clusters Score: Raw -28029.673289 + Penalty 931.964300 = -27097.708989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 23 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.795588 sec): 2 clusters Score: Raw -22159.821349 + Penalty 719.317985 = -21440.503365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.796254 sec): 3 clusters Score: Raw -22118.682030 + Penalty 1440.362759 = -20678.319271 nChanged 53 SP:Iteration 1F (66.796912 sec): 3 clusters Score: Raw -22209.816534 + Penalty 1438.167666 = -20771.648868 nChanged 15 SP:Iteration 2F (66.797563 sec): 3 clusters Score: Raw -22242.073439 + Penalty 1434.954742 = -20807.118697 nChanged 7 SP:Iteration 3Q (66.798245 sec): 3 clusters Score: Raw -22253.321338 + Penalty 1435.159687 = -20818.161651 nChanged 4 SP:Iteration 4Q (66.798899 sec): 3 clusters Score: Raw -22256.281859 + Penalty 1435.237185 = -20821.044674 nChanged 2 SP:Iteration 5Q (66.799549 sec): 3 clusters Score: Raw -22261.059219 + Penalty 1434.823252 = -20826.235968 nChanged 3 SP:Iteration 6Q (66.800197 sec): 3 clusters Score: Raw -22265.889527 + Penalty 1435.070235 = -20830.819292 nChanged 4 SP:Iteration 7Q (66.800849 sec): 3 clusters Score: Raw -22277.797978 + Penalty 1434.110232 = -20843.687746 nChanged 2 SP:Iteration 8Q (66.801497 sec): 3 clusters Score: Raw -22279.863363 + Penalty 1433.560097 = -20846.303266 nChanged 1 SP:Iteration 9Q (66.802132 sec): 3 clusters Score: Raw -22281.146886 + Penalty 1433.811961 = -20847.334925 nChanged 2 SP:Iteration 10F (66.802783 sec): 3 clusters Score: Raw -22287.916647 + Penalty 1433.765538 = -20854.151109 nChanged 2 SP:Iteration 11Q (66.803408 sec): 3 clusters Score: Raw -22290.317344 + Penalty 1433.693740 = -20856.623604 nChanged 2 SP:Iteration 12Q (66.804032 sec): 3 clusters Score: Raw -22293.882995 + Penalty 1433.828380 = -20860.054615 nChanged 1 SP:Iteration 13Q (66.804654 sec): 3 clusters Score: Raw -22296.456791 + Penalty 1433.828380 = -20862.628411 nChanged 0 SP:Iteration 14F (66.805332 sec): 3 clusters Score: Raw -22296.456791 + Penalty 1433.828380 = -20862.628411 nChanged 0 Memory request: 0.02 GB would take us to total of 0.30 GB. Trying to split cluster 27 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.822935 sec): 2 clusters Score: Raw -316740.120432 + Penalty 205.524608 = -316534.595824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.830017 sec): 3 clusters Score: Raw -314225.974738 + Penalty 434.227581 = -313791.747157 nChanged 1786 SP:Iteration 1F (66.837277 sec): 3 clusters Score: Raw -315510.519021 + Penalty 446.998448 = -315063.520572 nChanged 380 SP:Iteration 2F (66.844050 sec): 3 clusters Score: Raw -315805.727528 + Penalty 461.460076 = -315344.267452 nChanged 326 SP:Iteration 3F (66.850962 sec): 3 clusters Score: Raw -316063.383349 + Penalty 475.548176 = -315587.835173 nChanged 251 SP:Iteration 4F (66.857691 sec): 3 clusters Score: Raw -316240.704830 + Penalty 484.711348 = -315755.993482 nChanged 171 SP:Iteration 5Q (66.864832 sec): 3 clusters Score: Raw -316353.126106 + Penalty 495.317775 = -315857.808330 nChanged 157 SP:Iteration 6Q (66.871547 sec): 3 clusters Score: Raw -316456.355788 + Penalty 504.994990 = -315951.360798 nChanged 143 SP:Iteration 7Q (66.877829 sec): 3 clusters Score: Raw -316541.556603 + Penalty 507.447875 = -316034.108728 nChanged 116 SP:Iteration 8Q (66.884059 sec): 3 clusters Score: Raw -316614.908901 + Penalty 509.246087 = -316105.662814 nChanged 93 SP:Iteration 9Q (66.889996 sec): 3 clusters Score: Raw -316674.215120 + Penalty 511.705879 = -316162.509241 nChanged 70 SP:Iteration 10F (66.896736 sec): 3 clusters Score: Raw -316715.486657 + Penalty 512.735560 = -316202.751096 nChanged 55 SP:Iteration 11Q (66.902989 sec): 3 clusters Score: Raw -316741.785882 + Penalty 508.899043 = -316232.886839 nChanged 30 SP:Iteration 12Q (66.908747 sec): 3 clusters Score: Raw -316755.670697 + Penalty 509.674220 = -316245.996476 nChanged 16 SP:Iteration 13Q (66.914401 sec): 3 clusters Score: Raw -316760.099702 + Penalty 509.083118 = -316251.016583 nChanged 12 SP:Iteration 14Q (66.920249 sec): 3 clusters Score: Raw -316763.382958 + Penalty 507.680329 = -316255.702629 nChanged 9 SP:Iteration 15Q (66.925909 sec): 3 clusters Score: Raw -316767.570613 + Penalty 505.865580 = -316261.705034 nChanged 13 SP:Iteration 16Q (66.931762 sec): 3 clusters Score: Raw -316773.100336 + Penalty 506.033678 = -316267.066658 nChanged 13 SP:Iteration 17Q (66.937616 sec): 3 clusters Score: Raw -316776.839983 + Penalty 506.613504 = -316270.226480 nChanged 9 SP:Iteration 18Q (66.943236 sec): 3 clusters Score: Raw -316779.590413 + Penalty 506.254861 = -316273.335553 nChanged 5 SP:Iteration 19Q (66.948806 sec): 3 clusters Score: Raw -316781.368451 + Penalty 507.802349 = -316273.566102 nChanged 8 SP:Iteration 20F (66.955755 sec): 3 clusters Score: Raw -316783.448388 + Penalty 509.472853 = -316273.975535 nChanged 4 SP:Iteration 21Q (66.961311 sec): 3 clusters Score: Raw -316783.948716 + Penalty 509.076361 = -316274.872355 nChanged 2 SP:Iteration 22Q (66.967281 sec): 3 clusters Score: Raw -316784.248904 + Penalty 509.076361 = -316275.172543 nChanged 0 SP:Iteration 23F (66.974407 sec): 3 clusters Score: Raw -316784.248904 + Penalty 509.076361 = -316275.172543 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 28 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.979464 sec): 2 clusters Score: Raw -61061.451705 + Penalty 774.620081 = -60286.831624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.980856 sec): 3 clusters Score: Raw -60744.076529 + Penalty 1550.004279 = -59194.072250 nChanged 205 SP:Iteration 1F (66.982233 sec): 3 clusters Score: Raw -60896.803699 + Penalty 1551.441417 = -59345.362281 nChanged 74 SP:Iteration 2F (66.983644 sec): 3 clusters Score: Raw -60969.764317 + Penalty 1553.686431 = -59416.077885 nChanged 40 SP:Iteration 3F (66.985066 sec): 3 clusters Score: Raw -61003.241010 + Penalty 1558.347323 = -59444.893686 nChanged 31 SP:Iteration 4Q (66.986437 sec): 3 clusters Score: Raw -61034.879218 + Penalty 1565.919131 = -59468.960087 nChanged 31 SP:Iteration 5Q (66.987793 sec): 3 clusters Score: Raw -61069.067793 + Penalty 1572.119319 = -59496.948474 nChanged 23 SP:Iteration 6Q (66.989169 sec): 3 clusters Score: Raw -61089.847750 + Penalty 1576.077047 = -59513.770704 nChanged 14 SP:Iteration 7Q (66.990524 sec): 3 clusters Score: Raw -61100.916969 + Penalty 1580.347595 = -59520.569374 nChanged 15 SP:Iteration 8Q (66.991874 sec): 3 clusters Score: Raw -61113.445843 + Penalty 1586.295873 = -59527.149970 nChanged 16 SP:Iteration 9Q (66.993229 sec): 3 clusters Score: Raw -61125.202971 + Penalty 1589.523057 = -59535.679915 nChanged 5 SP:Iteration 10F (66.994616 sec): 3 clusters Score: Raw -61127.638102 + Penalty 1591.511661 = -59536.126442 nChanged 5 SP:Iteration 11Q (66.995959 sec): 3 clusters Score: Raw -61129.852422 + Penalty 1595.715339 = -59534.137083 nChanged 9 SP:Iteration 12F (66.997460 sec): 3 clusters Score: Raw -61137.226894 + Penalty 1597.814268 = -59539.412627 nChanged 3 SP:Iteration 13Q (66.998863 sec): 3 clusters Score: Raw -61138.401055 + Penalty 1600.014436 = -59538.386620 nChanged 3 SP:Iteration 14F (67.000295 sec): 3 clusters Score: Raw -61140.032140 + Penalty 1602.910595 = -59537.121545 nChanged 5 SP:Iteration 15F (67.001798 sec): 3 clusters Score: Raw -61142.042530 + Penalty 1605.638776 = -59536.403754 nChanged 4 SP:Iteration 16F (67.003258 sec): 3 clusters Score: Raw -61144.798988 + Penalty 1606.650125 = -59538.148863 nChanged 2 SP:Iteration 17Q (67.004622 sec): 3 clusters Score: Raw -61145.910115 + Penalty 1607.924748 = -59537.985366 nChanged 2 SP:Iteration 18F (67.006020 sec): 3 clusters Score: Raw -61146.431012 + Penalty 1609.100737 = -59537.330274 nChanged 2 SP:Iteration 19F (67.007411 sec): 3 clusters Score: Raw -61146.663807 + Penalty 1609.100737 = -59537.563070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 30 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.008935 sec): 2 clusters Score: Raw -26491.536213 + Penalty 425.962762 = -26065.573451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.009799 sec): 3 clusters Score: Raw -26368.581586 + Penalty 851.850537 = -25516.731049 nChanged 100 SP:Iteration 1F (67.010648 sec): 3 clusters Score: Raw -26502.121624 + Penalty 846.279331 = -25655.842293 nChanged 49 SP:Iteration 2F (67.011497 sec): 3 clusters Score: Raw -26588.038078 + Penalty 840.723067 = -25747.315012 nChanged 24 SP:Iteration 3F (67.012346 sec): 3 clusters Score: Raw -26627.753075 + Penalty 839.090399 = -25788.662677 nChanged 12 SP:Iteration 4Q (67.013152 sec): 3 clusters Score: Raw -26652.530041 + Penalty 839.802266 = -25812.727775 nChanged 4 SP:Iteration 5Q (67.013951 sec): 3 clusters Score: Raw -26657.486772 + Penalty 841.465754 = -25816.021018 nChanged 4 SP:Iteration 6Q (67.014748 sec): 3 clusters Score: Raw -26669.672706 + Penalty 840.044809 = -25829.627898 nChanged 3 SP:Iteration 7Q (67.015543 sec): 3 clusters Score: Raw -26685.221338 + Penalty 837.601730 = -25847.619608 nChanged 5 SP:Iteration 8Q (67.016345 sec): 3 clusters Score: Raw -26695.019896 + Penalty 838.130856 = -25856.889041 nChanged 4 SP:Iteration 9Q (67.017141 sec): 3 clusters Score: Raw -26703.444449 + Penalty 839.518615 = -25863.925834 nChanged 3 SP:Iteration 10F (67.017988 sec): 3 clusters Score: Raw -26706.792436 + Penalty 839.059273 = -25867.733163 nChanged 1 SP:Iteration 11Q (67.018814 sec): 3 clusters Score: Raw -26707.417272 + Penalty 838.763527 = -25868.653745 nChanged 1 SP:Iteration 12Q (67.019631 sec): 3 clusters Score: Raw -26708.365501 + Penalty 838.763527 = -25869.601974 nChanged 0 SP:Iteration 13F (67.020512 sec): 3 clusters Score: Raw -26708.365501 + Penalty 838.763527 = -25869.601974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 31 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.026575 sec): 2 clusters Score: Raw -97154.473913 + Penalty 608.914032 = -96545.559880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.028737 sec): 3 clusters Score: Raw -96531.669885 + Penalty 1218.026838 = -95313.643047 nChanged 409 SP:Iteration 1F (67.031013 sec): 3 clusters Score: Raw -96773.750378 + Penalty 1221.513004 = -95552.237374 nChanged 145 SP:Iteration 2F (67.033305 sec): 3 clusters Score: Raw -96936.632102 + Penalty 1227.638694 = -95708.993408 nChanged 120 SP:Iteration 3F (67.035492 sec): 3 clusters Score: Raw -97054.341764 + Penalty 1235.892724 = -95818.449039 nChanged 90 SP:Iteration 4F (67.037670 sec): 3 clusters Score: Raw -97143.539862 + Penalty 1241.513516 = -95902.026347 nChanged 56 SP:Iteration 5F (67.039833 sec): 3 clusters Score: Raw -97185.971986 + Penalty 1242.070821 = -95943.901165 nChanged 30 SP:Iteration 6Q (67.041909 sec): 3 clusters Score: Raw -97201.845411 + Penalty 1240.896340 = -95960.949071 nChanged 16 SP:Iteration 7Q (67.043979 sec): 3 clusters Score: Raw -97212.238429 + Penalty 1239.519891 = -95972.718539 nChanged 17 SP:Iteration 8Q (67.046053 sec): 3 clusters Score: Raw -97223.380425 + Penalty 1236.057233 = -95987.323191 nChanged 17 SP:Iteration 9Q (67.048111 sec): 3 clusters Score: Raw -97234.843920 + Penalty 1232.841414 = -96002.002506 nChanged 20 SP:Iteration 10F (67.050250 sec): 3 clusters Score: Raw -97245.106457 + Penalty 1231.412334 = -96013.694123 nChanged 10 SP:Iteration 11Q (67.052357 sec): 3 clusters Score: Raw -97248.495119 + Penalty 1230.953529 = -96017.541590 nChanged 4 SP:Iteration 12Q (67.054443 sec): 3 clusters Score: Raw -97249.821438 + Penalty 1230.275528 = -96019.545910 nChanged 3 SP:Iteration 13Q (67.056490 sec): 3 clusters Score: Raw -97251.244906 + Penalty 1229.699608 = -96021.545299 nChanged 4 SP:Iteration 14Q (67.058569 sec): 3 clusters Score: Raw -97253.790157 + Penalty 1229.205958 = -96024.584199 nChanged 2 SP:Iteration 15Q (67.060663 sec): 3 clusters Score: Raw -97255.438649 + Penalty 1229.275141 = -96026.163509 nChanged 2 SP:Iteration 16Q (67.062774 sec): 3 clusters Score: Raw -97255.879885 + Penalty 1229.275141 = -96026.604745 nChanged 0 SP:Iteration 17F (67.065059 sec): 3 clusters Score: Raw -97255.879885 + Penalty 1229.275141 = -96026.604745 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 34 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.069467 sec): 2 clusters Score: Raw -52010.651480 + Penalty 481.157724 = -51529.493756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.070890 sec): 3 clusters Score: Raw -51695.129565 + Penalty 960.857734 = -50734.271831 nChanged 198 SP:Iteration 1F (67.072260 sec): 3 clusters Score: Raw -51849.289923 + Penalty 963.237026 = -50886.052897 nChanged 81 SP:Iteration 2F (67.073692 sec): 3 clusters Score: Raw -51951.084483 + Penalty 974.994506 = -50976.089978 nChanged 58 SP:Iteration 3F (67.075106 sec): 3 clusters Score: Raw -52066.207670 + Penalty 991.237415 = -51074.970255 nChanged 39 SP:Iteration 4F (67.076470 sec): 3 clusters Score: Raw -52134.601814 + Penalty 1005.781704 = -51128.820110 nChanged 27 SP:Iteration 5Q (67.077750 sec): 3 clusters Score: Raw -52176.609865 + Penalty 1018.090199 = -51158.519666 nChanged 19 SP:Iteration 6Q (67.079002 sec): 3 clusters Score: Raw -52197.155848 + Penalty 1023.131044 = -51174.024804 nChanged 9 SP:Iteration 7Q (67.080239 sec): 3 clusters Score: Raw -52210.239236 + Penalty 1024.757123 = -51185.482113 nChanged 7 SP:Iteration 8Q (67.081466 sec): 3 clusters Score: Raw -52226.967773 + Penalty 1026.652883 = -51200.314890 nChanged 5 SP:Iteration 9Q (67.082693 sec): 3 clusters Score: Raw -52231.899111 + Penalty 1027.099724 = -51204.799387 nChanged 3 SP:Iteration 10F (67.084018 sec): 3 clusters Score: Raw -52233.868937 + Penalty 1027.099724 = -51206.769213 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 36 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.087396 sec): 2 clusters Score: Raw -89140.282347 + Penalty 1071.975300 = -88068.307047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.089323 sec): 3 clusters Score: Raw -88760.822194 + Penalty 2143.239850 = -86617.582343 nChanged 318 SP:Iteration 1F (67.091200 sec): 3 clusters Score: Raw -89043.786459 + Penalty 2142.694139 = -86901.092321 nChanged 102 SP:Iteration 2F (67.093068 sec): 3 clusters Score: Raw -89162.017244 + Penalty 2143.446027 = -87018.571217 nChanged 56 SP:Iteration 3F (67.094938 sec): 3 clusters Score: Raw -89235.640059 + Penalty 2144.939685 = -87090.700374 nChanged 46 SP:Iteration 4Q (67.096767 sec): 3 clusters Score: Raw -89279.302675 + Penalty 2146.001732 = -87133.300944 nChanged 30 SP:Iteration 5Q (67.098734 sec): 3 clusters Score: Raw -89311.454298 + Penalty 2146.974256 = -87164.480042 nChanged 33 SP:Iteration 6Q (67.100685 sec): 3 clusters Score: Raw -89347.639241 + Penalty 2147.528968 = -87200.110274 nChanged 22 SP:Iteration 7Q (67.102567 sec): 3 clusters Score: Raw -89370.427608 + Penalty 2148.094564 = -87222.333043 nChanged 20 SP:Iteration 8Q (67.104363 sec): 3 clusters Score: Raw -89389.729346 + Penalty 2149.133531 = -87240.595815 nChanged 18 SP:Iteration 9Q (67.106204 sec): 3 clusters Score: Raw -89404.937050 + Penalty 2149.464913 = -87255.472137 nChanged 12 SP:Iteration 10F (67.108158 sec): 3 clusters Score: Raw -89413.682011 + Penalty 2149.719555 = -87263.962456 nChanged 10 SP:Iteration 11Q (67.109989 sec): 3 clusters Score: Raw -89421.937904 + Penalty 2150.537056 = -87271.400848 nChanged 8 SP:Iteration 12Q (67.111773 sec): 3 clusters Score: Raw -89428.968366 + Penalty 2150.965288 = -87278.003077 nChanged 5 SP:Iteration 13Q (67.113552 sec): 3 clusters Score: Raw -89432.121480 + Penalty 2151.311137 = -87280.810343 nChanged 5 SP:Iteration 14Q (67.115331 sec): 3 clusters Score: Raw -89434.463225 + Penalty 2151.789367 = -87282.673858 nChanged 4 SP:Iteration 15Q (67.117167 sec): 3 clusters Score: Raw -89437.755038 + Penalty 2151.907051 = -87285.847987 nChanged 1 SP:Iteration 16Q (67.118972 sec): 3 clusters Score: Raw -89438.366874 + Penalty 2152.016894 = -87286.349980 nChanged 1 SP:Iteration 17Q (67.120796 sec): 3 clusters Score: Raw -89438.580603 + Penalty 2152.126121 = -87286.454482 nChanged 1 SP:Iteration 18Q (67.122613 sec): 3 clusters Score: Raw -89438.940503 + Penalty 2152.126121 = -87286.814382 nChanged 0 SP:Iteration 19F (67.124505 sec): 3 clusters Score: Raw -89438.940503 + Penalty 2152.126121 = -87286.814382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.28 GB. Trying to split cluster 37 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.126675 sec): 2 clusters Score: Raw -49524.337800 + Penalty 652.605287 = -48871.732513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.127936 sec): 3 clusters Score: Raw -49258.662312 + Penalty 1301.481675 = -47957.180637 nChanged 171 SP:Iteration 1F (67.129177 sec): 3 clusters Score: Raw -49359.881607 + Penalty 1296.916724 = -48062.964882 nChanged 50 SP:Iteration 2F (67.130413 sec): 3 clusters Score: Raw -49399.067035 + Penalty 1292.794885 = -48106.272151 nChanged 39 SP:Iteration 3F (67.131657 sec): 3 clusters Score: Raw -49430.932457 + Penalty 1288.804982 = -48142.127475 nChanged 26 SP:Iteration 4Q (67.132886 sec): 3 clusters Score: Raw -49455.526295 + Penalty 1285.123849 = -48170.402447 nChanged 21 SP:Iteration 5Q (67.134097 sec): 3 clusters Score: Raw -49476.905304 + Penalty 1280.831469 = -48196.073835 nChanged 12 SP:Iteration 6Q (67.135279 sec): 3 clusters Score: Raw -49493.661974 + Penalty 1275.372682 = -48218.289292 nChanged 16 SP:Iteration 7Q (67.136435 sec): 3 clusters Score: Raw -49507.097564 + Penalty 1273.761989 = -48233.335575 nChanged 10 SP:Iteration 8Q (67.137584 sec): 3 clusters Score: Raw -49516.129053 + Penalty 1272.079201 = -48244.049852 nChanged 11 SP:Iteration 9Q (67.138755 sec): 3 clusters Score: Raw -49529.585680 + Penalty 1271.866206 = -48257.719474 nChanged 6 SP:Iteration 10F (67.139928 sec): 3 clusters Score: Raw -49531.380420 + Penalty 1271.607673 = -48259.772748 nChanged 3 SP:Iteration 11Q (67.141049 sec): 3 clusters Score: Raw -49535.138233 + Penalty 1270.330228 = -48264.808005 nChanged 3 SP:Iteration 12Q (67.142166 sec): 3 clusters Score: Raw -49540.517808 + Penalty 1268.352022 = -48272.165785 nChanged 5 SP:Iteration 13Q (67.143276 sec): 3 clusters Score: Raw -49544.679203 + Penalty 1267.203944 = -48277.475259 nChanged 3 SP:Iteration 14Q (67.144381 sec): 3 clusters Score: Raw -49546.203526 + Penalty 1267.203944 = -48278.999582 nChanged 0 SP:Iteration 15F (67.145553 sec): 3 clusters Score: Raw -49546.203526 + Penalty 1267.203944 = -48278.999582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 39 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.147611 sec): 2 clusters Score: Raw -50947.665038 + Penalty 50.346870 = -50897.318168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.148936 sec): 3 clusters Score: Raw -50561.660011 + Penalty 101.730504 = -50459.929506 nChanged 283 SP:Iteration 1F (67.150239 sec): 3 clusters Score: Raw -50754.345122 + Penalty 101.876841 = -50652.468281 nChanged 62 SP:Iteration 2F (67.151542 sec): 3 clusters Score: Raw -50797.607972 + Penalty 99.960816 = -50697.647156 nChanged 33 SP:Iteration 3F (67.152843 sec): 3 clusters Score: Raw -50850.215629 + Penalty 94.966429 = -50755.249199 nChanged 18 SP:Iteration 4Q (67.154147 sec): 3 clusters Score: Raw -50919.269799 + Penalty 94.713070 = -50824.556729 nChanged 7 SP:Iteration 5Q (67.155392 sec): 3 clusters Score: Raw -50921.712506 + Penalty 94.446706 = -50827.265800 nChanged 1 SP:Iteration 6Q (67.156669 sec): 3 clusters Score: Raw -50921.728916 + Penalty 94.303982 = -50827.424934 nChanged 2 SP:Iteration 7Q (67.157960 sec): 3 clusters Score: Raw -50921.953210 + Penalty 94.289902 = -50827.663308 nChanged 2 SP:Iteration 8Q (67.159240 sec): 3 clusters Score: Raw -50922.047864 + Penalty 94.289902 = -50827.757961 nChanged 0 SP:Iteration 9F (67.160634 sec): 3 clusters Score: Raw -50922.047864 + Penalty 94.289902 = -50827.757961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 41 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.162553 sec): 2 clusters Score: Raw -49776.212045 + Penalty 718.699067 = -49057.512978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.163703 sec): 3 clusters Score: Raw -49563.709126 + Penalty 1437.597303 = -48126.111823 nChanged 148 SP:Iteration 1F (67.164918 sec): 3 clusters Score: Raw -49684.201409 + Penalty 1437.742859 = -48246.458550 nChanged 39 SP:Iteration 2F (67.166106 sec): 3 clusters Score: Raw -49720.044573 + Penalty 1437.467584 = -48282.576990 nChanged 14 SP:Iteration 3Q (67.167284 sec): 3 clusters Score: Raw -49734.114209 + Penalty 1436.950533 = -48297.163676 nChanged 17 SP:Iteration 4Q (67.168427 sec): 3 clusters Score: Raw -49744.814424 + Penalty 1436.828374 = -48307.986051 nChanged 11 SP:Iteration 5Q (67.169548 sec): 3 clusters Score: Raw -49754.239220 + Penalty 1436.183804 = -48318.055416 nChanged 12 SP:Iteration 6Q (67.170725 sec): 3 clusters Score: Raw -49763.651073 + Penalty 1436.043254 = -48327.607819 nChanged 7 SP:Iteration 7Q (67.171896 sec): 3 clusters Score: Raw -49768.585104 + Penalty 1436.195489 = -48332.389615 nChanged 7 SP:Iteration 8Q (67.173062 sec): 3 clusters Score: Raw -49775.904923 + Penalty 1435.630576 = -48340.274347 nChanged 11 SP:Iteration 9Q (67.174215 sec): 3 clusters Score: Raw -49785.058913 + Penalty 1435.471437 = -48349.587476 nChanged 9 SP:Iteration 10F (67.175343 sec): 3 clusters Score: Raw -49793.663216 + Penalty 1436.054698 = -48357.608518 nChanged 8 SP:Iteration 11Q (67.176450 sec): 3 clusters Score: Raw -49798.027333 + Penalty 1436.179510 = -48361.847823 nChanged 3 SP:Iteration 12Q (67.177589 sec): 3 clusters Score: Raw -49799.623392 + Penalty 1434.938509 = -48364.684883 nChanged 3 SP:Iteration 13Q (67.178679 sec): 3 clusters Score: Raw -49801.898164 + Penalty 1435.114442 = -48366.783722 nChanged 5 SP:Iteration 14Q (67.179770 sec): 3 clusters Score: Raw -49805.380973 + Penalty 1435.554766 = -48369.826206 nChanged 6 SP:Iteration 15Q (67.180940 sec): 3 clusters Score: Raw -49809.114641 + Penalty 1436.618972 = -48372.495668 nChanged 6 SP:Iteration 16Q (67.182042 sec): 3 clusters Score: Raw -49812.899926 + Penalty 1437.741290 = -48375.158636 nChanged 5 SP:Iteration 17Q (67.183143 sec): 3 clusters Score: Raw -49818.663977 + Penalty 1438.462425 = -48380.201552 nChanged 8 SP:Iteration 18Q (67.184242 sec): 3 clusters Score: Raw -49827.357771 + Penalty 1437.346242 = -48390.011528 nChanged 3 SP:Iteration 19Q (67.185339 sec): 3 clusters Score: Raw -49835.178300 + Penalty 1435.565122 = -48399.613178 nChanged 7 SP:Iteration 20F (67.186467 sec): 3 clusters Score: Raw -49842.402204 + Penalty 1436.051061 = -48406.351142 nChanged 10 SP:Iteration 21Q (67.187564 sec): 3 clusters Score: Raw -49847.972453 + Penalty 1436.719347 = -48411.253106 nChanged 3 SP:Iteration 22Q (67.188652 sec): 3 clusters Score: Raw -49854.050507 + Penalty 1436.345672 = -48417.704835 nChanged 3 SP:Iteration 23Q (67.189733 sec): 3 clusters Score: Raw -49856.722821 + Penalty 1435.697780 = -48421.025042 nChanged 4 SP:Iteration 24Q (67.190809 sec): 3 clusters Score: Raw -49858.965401 + Penalty 1435.599664 = -48423.365738 nChanged 1 SP:Iteration 25Q (67.191881 sec): 3 clusters Score: Raw -49859.854715 + Penalty 1435.599664 = -48424.255051 nChanged 0 SP:Iteration 26F (67.193008 sec): 3 clusters Score: Raw -49859.854715 + Penalty 1435.599664 = -48424.255051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 42 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.194534 sec): 2 clusters Score: Raw -32836.636816 + Penalty 888.533274 = -31948.103542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.195428 sec): 3 clusters Score: Raw -32766.370052 + Penalty 1776.921211 = -30989.448841 nChanged 77 SP:Iteration 1F (67.196306 sec): 3 clusters Score: Raw -32868.436170 + Penalty 1777.091379 = -31091.344791 nChanged 18 SP:Iteration 2Q (67.197235 sec): 3 clusters Score: Raw -32892.590111 + Penalty 1777.177896 = -31115.412215 nChanged 9 SP:Iteration 3Q (67.198118 sec): 3 clusters Score: Raw -32907.312141 + Penalty 1777.361482 = -31129.950659 nChanged 9 SP:Iteration 4Q (67.199020 sec): 3 clusters Score: Raw -32919.787329 + Penalty 1777.269884 = -31142.517444 nChanged 5 SP:Iteration 5Q (67.199908 sec): 3 clusters Score: Raw -32926.159709 + Penalty 1777.396946 = -31148.762763 nChanged 4 SP:Iteration 6Q (67.200794 sec): 3 clusters Score: Raw -32936.815591 + Penalty 1777.257788 = -31159.557803 nChanged 6 SP:Iteration 7Q (67.201674 sec): 3 clusters Score: Raw -32948.104154 + Penalty 1777.381420 = -31170.722734 nChanged 3 SP:Iteration 8Q (67.202522 sec): 3 clusters Score: Raw -32954.758785 + Penalty 1777.341205 = -31177.417580 nChanged 2 SP:Iteration 9Q (67.203368 sec): 3 clusters Score: Raw -32957.489349 + Penalty 1777.447445 = -31180.041904 nChanged 2 SP:Iteration 10F (67.204243 sec): 3 clusters Score: Raw -32963.840383 + Penalty 1777.434216 = -31186.406167 nChanged 3 SP:Iteration 11Q (67.205082 sec): 3 clusters Score: Raw -32969.136165 + Penalty 1777.434216 = -31191.701949 nChanged 0 SP:Iteration 12F (67.205963 sec): 3 clusters Score: Raw -32969.136165 + Penalty 1777.434216 = -31191.701949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 43 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.207553 sec): 2 clusters Score: Raw -33029.940165 + Penalty 746.042468 = -32283.897698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.208482 sec): 3 clusters Score: Raw -32912.987893 + Penalty 1489.394851 = -31423.593042 nChanged 106 SP:Iteration 1F (67.209424 sec): 3 clusters Score: Raw -33044.519878 + Penalty 1488.476765 = -31556.043113 nChanged 29 SP:Iteration 2F (67.210335 sec): 3 clusters Score: Raw -33085.733324 + Penalty 1490.826111 = -31594.907214 nChanged 13 SP:Iteration 3Q (67.211225 sec): 3 clusters Score: Raw -33101.244355 + Penalty 1492.728741 = -31608.515614 nChanged 10 SP:Iteration 4Q (67.212110 sec): 3 clusters Score: Raw -33114.442598 + Penalty 1495.552726 = -31618.889872 nChanged 10 SP:Iteration 5Q (67.213012 sec): 3 clusters Score: Raw -33133.686291 + Penalty 1498.401783 = -31635.284508 nChanged 12 SP:Iteration 6Q (67.213888 sec): 3 clusters Score: Raw -33149.613783 + Penalty 1499.838244 = -31649.775539 nChanged 11 SP:Iteration 7Q (67.214764 sec): 3 clusters Score: Raw -33169.563888 + Penalty 1498.259086 = -31671.304802 nChanged 12 SP:Iteration 8Q (67.215636 sec): 3 clusters Score: Raw -33187.842058 + Penalty 1497.430988 = -31690.411070 nChanged 11 SP:Iteration 9Q (67.216504 sec): 3 clusters Score: Raw -33209.932926 + Penalty 1498.873007 = -31711.059919 nChanged 6 SP:Iteration 10F (67.217415 sec): 3 clusters Score: Raw -33222.668624 + Penalty 1498.262044 = -31724.406581 nChanged 5 SP:Iteration 11Q (67.218279 sec): 3 clusters Score: Raw -33231.021493 + Penalty 1497.823638 = -31733.197855 nChanged 4 SP:Iteration 12Q (67.219142 sec): 3 clusters Score: Raw -33235.451060 + Penalty 1497.542880 = -31737.908179 nChanged 6 SP:Iteration 13Q (67.220003 sec): 3 clusters Score: Raw -33249.454838 + Penalty 1497.408877 = -31752.045961 nChanged 3 SP:Iteration 14Q (67.220891 sec): 3 clusters Score: Raw -33254.334856 + Penalty 1498.547375 = -31755.787481 nChanged 6 SP:Iteration 15Q (67.221749 sec): 3 clusters Score: Raw -33264.643531 + Penalty 1499.515435 = -31765.128096 nChanged 8 SP:Iteration 16Q (67.222602 sec): 3 clusters Score: Raw -33286.090202 + Penalty 1501.547158 = -31784.543043 nChanged 9 SP:Iteration 17Q (67.223448 sec): 3 clusters Score: Raw -33302.086585 + Penalty 1504.139003 = -31797.947582 nChanged 7 SP:Iteration 18Q (67.224284 sec): 3 clusters Score: Raw -33317.953816 + Penalty 1503.751962 = -31814.201854 nChanged 2 SP:Iteration 19Q (67.225117 sec): 3 clusters Score: Raw -33319.058138 + Penalty 1503.751962 = -31815.306176 nChanged 0 SP:Iteration 20F (67.226026 sec): 3 clusters Score: Raw -33319.058138 + Penalty 1503.751962 = -31815.306176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 45 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.226752 sec): 2 clusters Score: Raw -6621.964974 + Penalty 417.290918 = -6204.674056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.227111 sec): 3 clusters Score: Raw -6632.966148 + Penalty 833.987719 = -5798.978429 nChanged 8 SP:Iteration 1F (67.227463 sec): 3 clusters Score: Raw -6648.368841 + Penalty 834.891930 = -5813.476911 nChanged 3 SP:Iteration 2Q (67.227810 sec): 3 clusters Score: Raw -6653.721423 + Penalty 837.740345 = -5815.981078 nChanged 3 SP:Iteration 3Q (67.228158 sec): 3 clusters Score: Raw -6658.460273 + Penalty 842.926266 = -5815.534007 nChanged 4 SP:Iteration 4F (67.228527 sec): 3 clusters Score: Raw -6669.179505 + Penalty 873.172720 = -5796.006785 nChanged 9 SP:Iteration 5F (67.228884 sec): 3 clusters Score: Raw -6703.178553 + Penalty 885.648733 = -5817.529820 nChanged 4 SP:Iteration 6F (67.229242 sec): 3 clusters Score: Raw -6747.011185 + Penalty 885.648733 = -5861.362452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 48 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.230623 sec): 2 clusters Score: Raw -30081.207736 + Penalty 530.133788 = -29551.073948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.231444 sec): 3 clusters Score: Raw -29935.047604 + Penalty 1062.648926 = -28872.398678 nChanged 90 SP:Iteration 1F (67.232253 sec): 3 clusters Score: Raw -30011.074579 + Penalty 1065.609503 = -28945.465076 nChanged 26 SP:Iteration 2F (67.233088 sec): 3 clusters Score: Raw -30044.122599 + Penalty 1069.677966 = -28974.444632 nChanged 20 SP:Iteration 3F (67.233897 sec): 3 clusters Score: Raw -30064.041648 + Penalty 1075.749530 = -28988.292118 nChanged 13 SP:Iteration 4Q (67.234702 sec): 3 clusters Score: Raw -30080.598439 + Penalty 1077.289350 = -29003.309089 nChanged 2 SP:Iteration 5Q (67.235499 sec): 3 clusters Score: Raw -30082.078234 + Penalty 1077.889247 = -29004.188986 nChanged 2 SP:Iteration 6Q (67.236293 sec): 3 clusters Score: Raw -30082.769697 + Penalty 1077.385087 = -29005.384610 nChanged 1 SP:Iteration 7Q (67.237090 sec): 3 clusters Score: Raw -30083.342103 + Penalty 1077.739219 = -29005.602884 nChanged 1 SP:Iteration 8Q (67.237890 sec): 3 clusters Score: Raw -30083.405687 + Penalty 1077.739219 = -29005.666468 nChanged 0 SP:Iteration 9F (67.238667 sec): 3 clusters Score: Raw -30083.405687 + Penalty 1077.739219 = -29005.666468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 52 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.239353 sec): 2 clusters Score: Raw -4109.198076 + Penalty 346.128113 = -3763.069963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.239725 sec): 3 clusters Score: Raw -4255.915628 + Penalty 697.442355 = -3558.473274 nChanged 18 SP:Iteration 1F (67.240091 sec): 3 clusters Score: Raw -4318.226636 + Penalty 700.236246 = -3617.990390 nChanged 1 SP:Iteration 2Q (67.240431 sec): 3 clusters Score: Raw -4318.949488 + Penalty 700.236246 = -3618.713241 nChanged 0 SP:Iteration 3F (67.240795 sec): 3 clusters Score: Raw -4318.949488 + Penalty 700.236246 = -3618.713241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 58 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.242407 sec): 2 clusters Score: Raw -37911.870253 + Penalty 725.636603 = -37186.233650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.243382 sec): 3 clusters Score: Raw -37767.969554 + Penalty 1454.124945 = -36313.844610 nChanged 111 SP:Iteration 1F (67.244349 sec): 3 clusters Score: Raw -37872.816085 + Penalty 1461.334859 = -36411.481226 nChanged 33 SP:Iteration 2F (67.245306 sec): 3 clusters Score: Raw -37914.364191 + Penalty 1466.707403 = -36447.656788 nChanged 19 SP:Iteration 3Q (67.246254 sec): 3 clusters Score: Raw -37938.231616 + Penalty 1473.537328 = -36464.694288 nChanged 16 SP:Iteration 4Q (67.247202 sec): 3 clusters Score: Raw -37960.191879 + Penalty 1482.853604 = -36477.338275 nChanged 18 SP:Iteration 5Q (67.248143 sec): 3 clusters Score: Raw -37983.805438 + Penalty 1484.021332 = -36499.784106 nChanged 10 SP:Iteration 6Q (67.249076 sec): 3 clusters Score: Raw -37998.502585 + Penalty 1486.081762 = -36512.420823 nChanged 3 SP:Iteration 7Q (67.250034 sec): 3 clusters Score: Raw -38003.643705 + Penalty 1487.797689 = -36515.846016 nChanged 3 SP:Iteration 8Q (67.251007 sec): 3 clusters Score: Raw -38005.751836 + Penalty 1489.120262 = -36516.631573 nChanged 2 SP:Iteration 9Q (67.251975 sec): 3 clusters Score: Raw -38006.425718 + Penalty 1490.355376 = -36516.070342 nChanged 2 SP:Iteration 10F (67.252970 sec): 3 clusters Score: Raw -38008.589941 + Penalty 1490.741443 = -36517.848498 nChanged 2 SP:Iteration 11Q (67.253945 sec): 3 clusters Score: Raw -38009.153341 + Penalty 1491.320222 = -36517.833119 nChanged 2 SP:Iteration 12F (67.254900 sec): 3 clusters Score: Raw -38009.214963 + Penalty 1492.028982 = -36517.185981 nChanged 2 SP:Iteration 13F (67.255855 sec): 3 clusters Score: Raw -38010.011509 + Penalty 1492.532012 = -36517.479496 nChanged 1 SP:Iteration 14Q (67.256784 sec): 3 clusters Score: Raw -38010.042869 + Penalty 1492.532012 = -36517.510856 nChanged 0 SP:Iteration 15F (67.257741 sec): 3 clusters Score: Raw -38010.042869 + Penalty 1492.532012 = -36517.510856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 59 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.259391 sec): 2 clusters Score: Raw -35680.068738 + Penalty 427.945404 = -35252.123334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.260339 sec): 3 clusters Score: Raw -35459.725783 + Penalty 855.459861 = -34604.265922 nChanged 134 SP:Iteration 1F (67.261271 sec): 3 clusters Score: Raw -35538.486844 + Penalty 860.640006 = -34677.846838 nChanged 55 SP:Iteration 2F (67.262273 sec): 3 clusters Score: Raw -35594.116893 + Penalty 871.620610 = -34722.496283 nChanged 37 SP:Iteration 3F (67.263251 sec): 3 clusters Score: Raw -35631.758180 + Penalty 881.238262 = -34750.519918 nChanged 24 SP:Iteration 4F (67.264223 sec): 3 clusters Score: Raw -35652.224564 + Penalty 893.289183 = -34758.935381 nChanged 20 SP:Iteration 5Q (67.265185 sec): 3 clusters Score: Raw -35668.505017 + Penalty 905.060252 = -34763.444765 nChanged 16 SP:Iteration 6Q (67.266126 sec): 3 clusters Score: Raw -35680.819713 + Penalty 916.887556 = -34763.932157 nChanged 15 SP:Iteration 7Q (67.267030 sec): 3 clusters Score: Raw -35690.750031 + Penalty 923.087141 = -34767.662891 nChanged 8 SP:Iteration 8Q (67.267914 sec): 3 clusters Score: Raw -35697.275759 + Penalty 930.436930 = -34766.838829 nChanged 9 SP:Iteration 9F (67.268864 sec): 3 clusters Score: Raw -35702.083728 + Penalty 932.337504 = -34769.746224 nChanged 4 SP:Iteration 10F (67.269795 sec): 3 clusters Score: Raw -35703.246005 + Penalty 935.468856 = -34767.777149 nChanged 3 SP:Iteration 11F (67.270756 sec): 3 clusters Score: Raw -35706.491704 + Penalty 942.161773 = -34764.329931 nChanged 5 SP:Iteration 12F (67.271728 sec): 3 clusters Score: Raw -35714.482705 + Penalty 946.824968 = -34767.657737 nChanged 4 SP:Iteration 13Q (67.272616 sec): 3 clusters Score: Raw -35717.675775 + Penalty 948.533862 = -34769.141914 nChanged 1 SP:Iteration 14Q (67.273492 sec): 3 clusters Score: Raw -35718.530306 + Penalty 948.533862 = -34769.996444 nChanged 0 SP:Iteration 15F (67.274435 sec): 3 clusters Score: Raw -35718.530306 + Penalty 948.533862 = -34769.996444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 62 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.275834 sec): 2 clusters Score: Raw -32166.497112 + Penalty 735.916786 = -31430.580326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.276652 sec): 3 clusters Score: Raw -32047.511661 + Penalty 1472.426710 = -30575.084950 nChanged 76 SP:Iteration 1F (67.277479 sec): 3 clusters Score: Raw -32129.976858 + Penalty 1472.392485 = -30657.584373 nChanged 24 SP:Iteration 2F (67.278300 sec): 3 clusters Score: Raw -32162.833412 + Penalty 1472.390023 = -30690.443389 nChanged 11 SP:Iteration 3Q (67.279112 sec): 3 clusters Score: Raw -32181.816865 + Penalty 1472.568927 = -30709.247938 nChanged 5 SP:Iteration 4Q (67.279928 sec): 3 clusters Score: Raw -32188.995962 + Penalty 1472.551273 = -30716.444689 nChanged 2 SP:Iteration 5Q (67.280731 sec): 3 clusters Score: Raw -32190.731781 + Penalty 1472.463893 = -30718.267888 nChanged 3 SP:Iteration 6Q (67.281541 sec): 3 clusters Score: Raw -32195.588636 + Penalty 1472.564557 = -30723.024079 nChanged 1 SP:Iteration 7Q (67.282346 sec): 3 clusters Score: Raw -32195.857152 + Penalty 1472.564557 = -30723.292595 nChanged 0 SP:Iteration 8F (67.283165 sec): 3 clusters Score: Raw -32195.857152 + Penalty 1472.564557 = -30723.292595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 76 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.284070 sec): 2 clusters Score: Raw -15158.328890 + Penalty 674.402066 = -14483.926823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.284597 sec): 3 clusters Score: Raw -15174.587324 + Penalty 1347.021978 = -13827.565347 nChanged 15 SP:Iteration 1F (67.285111 sec): 3 clusters Score: Raw -15201.991783 + Penalty 1346.074364 = -13855.917419 nChanged 5 SP:Iteration 2Q (67.285613 sec): 3 clusters Score: Raw -15215.156541 + Penalty 1345.763748 = -13869.392793 nChanged 6 SP:Iteration 3Q (67.286138 sec): 3 clusters Score: Raw -15223.446715 + Penalty 1344.086558 = -13879.360157 nChanged 4 SP:Iteration 4Q (67.286635 sec): 3 clusters Score: Raw -15231.430998 + Penalty 1344.551311 = -13886.879688 nChanged 1 SP:Iteration 5Q (67.287131 sec): 3 clusters Score: Raw -15236.992691 + Penalty 1344.717485 = -13892.275205 nChanged 2 SP:Iteration 6Q (67.287622 sec): 3 clusters Score: Raw -15241.049054 + Penalty 1344.717485 = -13896.331568 nChanged 0 SP:Iteration 7F (67.288133 sec): 3 clusters Score: Raw -15241.049054 + Penalty 1344.717485 = -13896.331568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.28 GB. Trying to split cluster 172 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.288712 sec): 2 clusters Score: Raw -3082.127211 + Penalty 74.927124 = -3007.200087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.289004 sec): 3 clusters Score: Raw -3093.310345 + Penalty 156.626168 = -2936.684177 nChanged 12 SP:Iteration 1F (67.289293 sec): 3 clusters Score: Raw -3104.974283 + Penalty 156.626168 = -2948.348114 nChanged 0 Time taken for this iteration:66.444585 seconds. 300->35 Clusters: Score -2406044.669502, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 159 (time per iteration =423.428906 ms) Total iterations: 2054 (time per iteration =32.777603 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4038298125.000000 (time per metric unit =16.671676ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 100957453125.000000 (time per metric unit=666.867021ps) That took 67.325196 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 13 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38090 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 38090 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 181 (2 points): Lose 7.054983 but Gain 1706.605233 Iteration 0F (5.501508 sec): 244 clusters Score: Raw -2969327.095991 + Penalty 260620.056785 = -2708707.039205 nChanged 11812 Deleting Class 216 (3 points): Lose 31.888624 but Gain 1592.578876 Iteration 1F (9.678363 sec): 232 clusters Score: Raw -2999095.215398 + Penalty 254933.292678 = -2744161.922721 nChanged 4118 Deleting Class 169 (4 points): Lose 45.063455 but Gain 1583.008656 Iteration 2F (13.700373 sec): 227 clusters Score: Raw -3005153.474880 + Penalty 253885.562886 = -2751267.911994 nChanged 2316 Deleting Class 235 (2 points): Lose 14.900513 but Gain 1550.035100 Iteration 3F (17.693636 sec): 226 clusters Score: Raw -3008347.652117 + Penalty 250766.922502 = -2757580.729615 nChanged 1760 Deleting Class 222 (5 points): Lose 38.053947 but Gain 1566.702544 Iteration 4Q (18.263989 sec): 224 clusters Score: Raw -3010485.823748 + Penalty 247506.286413 = -2762979.537334 nChanged 1549 Deleting Class 101 (2 points): Lose 11.985625 but Gain 1538.257508 Iteration 5Q (18.792277 sec): 221 clusters Score: Raw -3012109.608043 + Penalty 243610.657738 = -2768498.950306 nChanged 1461 Deleting Class 145 (6 points): Lose 61.488606 but Gain 1570.448078 Iteration 6Q (19.297988 sec): 218 clusters Score: Raw -3013450.460264 + Penalty 242019.230664 = -2771431.229601 nChanged 1524 Deleting Class 220 (1 points): Lose 8.314241 but Gain 1551.407175 Iteration 7Q (19.815416 sec): 217 clusters Score: Raw -3014704.672316 + Penalty 239837.644322 = -2774867.027994 nChanged 1510 Deleting Class 182 (1 points): Lose 2.293363 but Gain 1488.667844 Iteration 8Q (20.314588 sec): 215 clusters Score: Raw -3015808.255952 + Penalty 236951.492309 = -2778856.763643 nChanged 1512 Deleting Class 204 (2 points): Lose 11.067669 but Gain 1492.238886 Iteration 9Q (20.807828 sec): 213 clusters Score: Raw -3016813.235772 + Penalty 235435.210171 = -2781378.025601 nChanged 1517 Deleting Class 53 (18 points): Lose 179.194830 but Gain 1658.769420 Iteration 10F (24.574000 sec): 212 clusters Score: Raw -3017670.517607 + Penalty 234054.398885 = -2783616.118723 nChanged 1528 Deleting Class 225 (2 points): Lose 8.951799 but Gain 1482.494966 Iteration 11Q (25.061617 sec): 211 clusters Score: Raw -3018771.435245 + Penalty 231414.672052 = -2787356.763194 nChanged 1510 Deleting Class 191 (5 points): Lose 63.061103 but Gain 1526.783510 Iteration 12Q (25.541265 sec): 209 clusters Score: Raw -3019559.066234 + Penalty 229981.619568 = -2789577.446666 nChanged 1454 Deleting Class 152 (9 points): Lose 82.415861 but Gain 1541.752292 Iteration 13Q (26.009399 sec): 208 clusters Score: Raw -3020316.293761 + Penalty 228411.437730 = -2791904.856031 nChanged 1365 Deleting Class 48 (35 points): Lose 199.211182 but Gain 1655.884461 Iteration 14Q (26.463264 sec): 207 clusters Score: Raw -3020893.524153 + Penalty 225596.394638 = -2795297.129515 nChanged 1217 Deleting Class 160 (4 points): Lose 37.735588 but Gain 1492.805351 Iteration 15Q (26.893569 sec): 205 clusters Score: Raw -3021562.750449 + Penalty 224106.968401 = -2797455.782048 nChanged 1041 Deleting Class 121 (9 points): Lose 79.807858 but Gain 1530.725973 Iteration 16Q (27.296814 sec): 204 clusters Score: Raw -3022008.832603 + Penalty 222582.716383 = -2799426.116220 nChanged 917 Deleting Class 45 (20 points): Lose 206.405289 but Gain 1648.415436 Iteration 17Q (27.683498 sec): 203 clusters Score: Raw -3022224.832371 + Penalty 221222.628168 = -2801002.204203 nChanged 827 Deleting Class 122 (11 points): Lose 96.898044 but Gain 1530.500365 Iteration 18Q (28.058532 sec): 202 clusters Score: Raw -3022536.564837 + Penalty 219868.931514 = -2802667.633324 nChanged 705 Deleting Class 223 (8 points): Lose 81.560102 but Gain 1510.152834 Iteration 19Q (28.413095 sec): 201 clusters Score: Raw -3022813.264115 + Penalty 218425.726231 = -2804387.537884 nChanged 592 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3022813.264115 + Penalty 218425.726231 = -2804387.537884Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.553966 sec): 2 clusters Score: Raw -170481.722275 + Penalty 140.114533 = -170341.607742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.557912 sec): 3 clusters Score: Raw -169156.776876 + Penalty 280.348949 = -168876.427927 nChanged 932 SP:Iteration 1F (28.561831 sec): 3 clusters Score: Raw -169923.604531 + Penalty 280.709432 = -169642.895098 nChanged 221 SP:Iteration 2F (28.565922 sec): 3 clusters Score: Raw -170067.711152 + Penalty 280.839942 = -169786.871209 nChanged 139 SP:Iteration 3F (28.570069 sec): 3 clusters Score: Raw -170146.544748 + Penalty 280.664892 = -169865.879856 nChanged 91 SP:Iteration 4Q (28.573857 sec): 3 clusters Score: Raw -170185.197849 + Penalty 280.608066 = -169904.589783 nChanged 73 SP:Iteration 5Q (28.577584 sec): 3 clusters Score: Raw -170214.092188 + Penalty 280.878042 = -169933.214146 nChanged 65 SP:Iteration 6Q (28.581271 sec): 3 clusters Score: Raw -170239.866188 + Penalty 280.737553 = -169959.128635 nChanged 42 SP:Iteration 7Q (28.584963 sec): 3 clusters Score: Raw -170256.675807 + Penalty 281.007515 = -169975.668292 nChanged 37 SP:Iteration 8Q (28.588650 sec): 3 clusters Score: Raw -170270.866941 + Penalty 281.623760 = -169989.243181 nChanged 32 SP:Iteration 9Q (28.592396 sec): 3 clusters Score: Raw -170281.378238 + Penalty 282.409327 = -169998.968911 nChanged 18 SP:Iteration 10F (28.596275 sec): 3 clusters Score: Raw -170294.193197 + Penalty 283.551824 = -170010.641373 nChanged 21 SP:Iteration 11Q (28.600096 sec): 3 clusters Score: Raw -170306.660191 + Penalty 284.644467 = -170022.015724 nChanged 23 SP:Iteration 12Q (28.603963 sec): 3 clusters Score: Raw -170315.244375 + Penalty 285.796194 = -170029.448180 nChanged 19 SP:Iteration 13Q (28.607579 sec): 3 clusters Score: Raw -170318.579952 + Penalty 286.711002 = -170031.868950 nChanged 14 SP:Iteration 14Q (28.611218 sec): 3 clusters Score: Raw -170321.666258 + Penalty 287.799563 = -170033.866695 nChanged 17 SP:Iteration 15Q (28.614822 sec): 3 clusters Score: Raw -170325.356330 + Penalty 289.219264 = -170036.137066 nChanged 20 SP:Iteration 16Q (28.618444 sec): 3 clusters Score: Raw -170331.331409 + Penalty 291.252502 = -170040.078907 nChanged 28 SP:Iteration 17Q (28.622026 sec): 3 clusters Score: Raw -170342.749465 + Penalty 294.521495 = -170048.227970 nChanged 43 SP:Iteration 18Q (28.625723 sec): 3 clusters Score: Raw -170362.532004 + Penalty 297.391024 = -170065.140980 nChanged 32 SP:Iteration 19Q (28.629287 sec): 3 clusters Score: Raw -170376.722448 + Penalty 299.860712 = -170076.861736 nChanged 32 SP:Iteration 20F (28.633140 sec): 3 clusters Score: Raw -170391.243451 + Penalty 302.943146 = -170088.300304 nChanged 39 SP:Iteration 21Q (28.636986 sec): 3 clusters Score: Raw -170412.144377 + Penalty 306.182782 = -170105.961595 nChanged 33 SP:Iteration 22Q (28.640508 sec): 3 clusters Score: Raw -170427.908267 + Penalty 309.471529 = -170118.436738 nChanged 30 SP:Iteration 23Q (28.644039 sec): 3 clusters Score: Raw -170438.193851 + Penalty 311.248905 = -170126.944946 nChanged 21 SP:Iteration 24Q (28.647659 sec): 3 clusters Score: Raw -170442.357095 + Penalty 313.466447 = -170128.890648 nChanged 17 SP:Iteration 25Q (28.651179 sec): 3 clusters Score: Raw -170445.487085 + Penalty 316.057232 = -170129.429853 nChanged 18 SP:Iteration 26Q (28.654646 sec): 3 clusters Score: Raw -170448.945605 + Penalty 319.379314 = -170129.566290 nChanged 19 SP:Iteration 27Q (28.658107 sec): 3 clusters Score: Raw -170454.879268 + Penalty 323.712889 = -170131.166379 nChanged 28 SP:Iteration 28Q (28.661625 sec): 3 clusters Score: Raw -170465.081398 + Penalty 330.120406 = -170134.960992 nChanged 37 SP:Iteration 29Q (28.665136 sec): 3 clusters Score: Raw -170484.147996 + Penalty 338.057234 = -170146.090762 nChanged 42 SP:Iteration 30F (28.669240 sec): 3 clusters Score: Raw -170513.814156 + Penalty 347.610342 = -170166.203815 nChanged 45 SP:Iteration 31Q (28.672745 sec): 3 clusters Score: Raw -170555.779470 + Penalty 356.090359 = -170199.689111 nChanged 37 SP:Iteration 32Q (28.676083 sec): 3 clusters Score: Raw -170586.377181 + Penalty 363.335995 = -170223.041186 nChanged 30 SP:Iteration 33Q (28.679371 sec): 3 clusters Score: Raw -170604.393733 + Penalty 369.688005 = -170234.705729 nChanged 21 SP:Iteration 34Q (28.682616 sec): 3 clusters Score: Raw -170612.694049 + Penalty 371.652177 = -170241.041872 nChanged 12 SP:Iteration 35Q (28.685964 sec): 3 clusters Score: Raw -170614.972142 + Penalty 373.076694 = -170241.895448 nChanged 4 SP:Iteration 36Q (28.689211 sec): 3 clusters Score: Raw -170615.302452 + Penalty 373.383909 = -170241.918543 nChanged 3 SP:Iteration 37Q (28.692411 sec): 3 clusters Score: Raw -170615.599786 + Penalty 374.540531 = -170241.059255 nChanged 4 SP:Iteration 38F (28.696154 sec): 3 clusters Score: Raw -170615.912337 + Penalty 375.064055 = -170240.848283 nChanged 2 SP:Iteration 39F (28.700116 sec): 3 clusters Score: Raw -170615.976933 + Penalty 375.277241 = -170240.699692 nChanged 2 SP:Iteration 40F (28.704121 sec): 3 clusters Score: Raw -170616.206243 + Penalty 375.571908 = -170240.634335 nChanged 1 SP:Iteration 41F (28.707870 sec): 3 clusters Score: Raw -170616.198000 + Penalty 376.119688 = -170240.078312 nChanged 1 SP:Iteration 42F (28.711640 sec): 3 clusters Score: Raw -170616.266860 + Penalty 376.059382 = -170240.207477 nChanged 2 SP:Iteration 43Q (28.714839 sec): 3 clusters Score: Raw -170616.629218 + Penalty 375.037974 = -170241.591244 nChanged 1 SP:Iteration 44Q (28.718070 sec): 3 clusters Score: Raw -170616.669154 + Penalty 374.503229 = -170242.165925 nChanged 1 SP:Iteration 45Q (28.721263 sec): 3 clusters Score: Raw -170616.727146 + Penalty 375.042201 = -170241.684945 nChanged 1 SP:Iteration 46F (28.725021 sec): 3 clusters Score: Raw -170616.787695 + Penalty 375.042201 = -170241.745494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.728813 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.731159 sec): 3 clusters Score: Raw -101268.508366 + Penalty 271.928030 = -100996.580336 nChanged 564 SP:Iteration 1F (28.733668 sec): 3 clusters Score: Raw -101916.922546 + Penalty 271.979266 = -101644.943280 nChanged 83 SP:Iteration 2F (28.736241 sec): 3 clusters Score: Raw -102017.680400 + Penalty 116.432634 = -101901.247766 nChanged 27 SP:Iteration 3Q (28.738067 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 SP:Iteration 4F (28.739860 sec): 2 clusters Score: Raw -102048.852442 + Penalty 116.432634 = -101932.419808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.740841 sec): 2 clusters Score: Raw -12064.918540 + Penalty 283.249881 = -11781.668659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.741339 sec): 3 clusters Score: Raw -12026.517766 + Penalty 567.876654 = -11458.641113 nChanged 33 SP:Iteration 1F (28.741818 sec): 3 clusters Score: Raw -12068.679739 + Penalty 572.342114 = -11496.337625 nChanged 7 SP:Iteration 2Q (28.742298 sec): 3 clusters Score: Raw -12080.868546 + Penalty 573.846737 = -11507.021809 nChanged 4 SP:Iteration 3Q (28.742769 sec): 3 clusters Score: Raw -12086.949685 + Penalty 573.999331 = -11512.950353 nChanged 3 SP:Iteration 4Q (28.743231 sec): 3 clusters Score: Raw -12089.711200 + Penalty 574.390970 = -11515.320230 nChanged 1 SP:Iteration 5Q (28.743710 sec): 3 clusters Score: Raw -12090.435919 + Penalty 574.390970 = -11516.044949 nChanged 0 SP:Iteration 6F (28.744190 sec): 3 clusters Score: Raw -12090.435919 + Penalty 574.390970 = -11516.044949 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.754905 sec): 2 clusters Score: Raw -186704.330341 + Penalty 422.362276 = -186281.968065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.759096 sec): 3 clusters Score: Raw -185410.434873 + Penalty 854.893717 = -184555.541155 nChanged 935 SP:Iteration 1F (28.763173 sec): 3 clusters Score: Raw -186100.185137 + Penalty 875.416019 = -185224.769118 nChanged 277 SP:Iteration 2F (28.767587 sec): 3 clusters Score: Raw -186334.473235 + Penalty 892.473003 = -185442.000232 nChanged 187 SP:Iteration 3F (28.771998 sec): 3 clusters Score: Raw -186551.513114 + Penalty 904.571157 = -185646.941957 nChanged 167 SP:Iteration 4F (28.776045 sec): 3 clusters Score: Raw -186935.780986 + Penalty 911.226201 = -186024.554785 nChanged 137 SP:Iteration 5F (28.780050 sec): 3 clusters Score: Raw -187135.170295 + Penalty 910.882446 = -186224.287849 nChanged 64 SP:Iteration 6Q (28.783794 sec): 3 clusters Score: Raw -187204.260365 + Penalty 911.628842 = -186292.631523 nChanged 43 SP:Iteration 7Q (28.787427 sec): 3 clusters Score: Raw -187253.986967 + Penalty 911.784021 = -186342.202947 nChanged 25 SP:Iteration 8Q (28.790942 sec): 3 clusters Score: Raw -187280.442128 + Penalty 912.288187 = -186368.153941 nChanged 11 SP:Iteration 9Q (28.794409 sec): 3 clusters Score: Raw -187289.690371 + Penalty 912.969162 = -186376.721209 nChanged 12 SP:Iteration 10F (28.798541 sec): 3 clusters Score: Raw -187295.634256 + Penalty 913.802338 = -186381.831918 nChanged 9 SP:Iteration 11Q (28.802240 sec): 3 clusters Score: Raw -187299.901134 + Penalty 914.460932 = -186385.440203 nChanged 10 SP:Iteration 12Q (28.805677 sec): 3 clusters Score: Raw -187302.748271 + Penalty 914.631194 = -186388.117077 nChanged 4 SP:Iteration 13Q (28.809153 sec): 3 clusters Score: Raw -187303.961217 + Penalty 914.724191 = -186389.237026 nChanged 1 SP:Iteration 14Q (28.812582 sec): 3 clusters Score: Raw -187304.442208 + Penalty 914.724191 = -186389.718017 nChanged 0 SP:Iteration 15F (28.816612 sec): 3 clusters Score: Raw -187304.442208 + Penalty 914.724191 = -186389.718017 nChanged 0 Score: Raw -3045346.053902 + Penalty 219100.591035 = -2826245.462867 Splitting cluster 4 changes total score from -2804387.537884 to -2826245.462867 So it's getting split into cluster 45. Memory request: 0.08 GB would take us to total of 0.43 GB. Trying to split cluster 5 (17877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.407200 sec): 2 clusters Score: Raw -1419997.813592 + Penalty 282.223455 = -1419715.590137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.441115 sec): 3 clusters Score: Raw -1407933.182461 + Penalty 592.274117 = -1407340.908343 nChanged 8611 SP:Iteration 1F (32.474584 sec): 3 clusters Score: Raw -1418006.232274 + Penalty 677.691663 = -1417328.540611 nChanged 1631 SP:Iteration 2F (32.507600 sec): 3 clusters Score: Raw -1419824.697698 + Penalty 660.369026 = -1419164.328671 nChanged 150 SP:Iteration 3Q (32.537381 sec): 3 clusters Score: Raw -1419980.888034 + Penalty 795.585197 = -1419185.302836 nChanged 31 SP:Iteration 4Q (32.565128 sec): 3 clusters Score: Raw -1420033.685467 + Penalty 849.514418 = -1419184.171049 nChanged 4 SP:Iteration 5F (32.599111 sec): 3 clusters Score: Raw -1420043.348375 + Penalty 910.598993 = -1419132.749382 nChanged 2 SP:Iteration 6F (32.634684 sec): 3 clusters Score: Raw -1420053.334104 + Penalty 910.598993 = -1419142.735111 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.647340 sec): 2 clusters Score: Raw -59461.383077 + Penalty 498.392912 = -58962.990165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648785 sec): 3 clusters Score: Raw -59082.568391 + Penalty 998.320819 = -58084.247572 nChanged 250 SP:Iteration 1F (32.650223 sec): 3 clusters Score: Raw -59222.938932 + Penalty 1002.951737 = -58219.987195 nChanged 95 SP:Iteration 2F (32.651634 sec): 3 clusters Score: Raw -59297.510033 + Penalty 1005.801597 = -58291.708436 nChanged 58 SP:Iteration 3F (32.653047 sec): 3 clusters Score: Raw -59348.479714 + Penalty 1007.214728 = -58341.264986 nChanged 56 SP:Iteration 4F (32.654459 sec): 3 clusters Score: Raw -59407.560796 + Penalty 1005.900608 = -58401.660188 nChanged 27 SP:Iteration 5Q (32.655880 sec): 3 clusters Score: Raw -59431.890824 + Penalty 1003.341811 = -58428.549013 nChanged 16 SP:Iteration 6Q (32.657293 sec): 3 clusters Score: Raw -59444.582489 + Penalty 998.712603 = -58445.869886 nChanged 11 SP:Iteration 7Q (32.658723 sec): 3 clusters Score: Raw -59453.201729 + Penalty 1000.744256 = -58452.457473 nChanged 6 SP:Iteration 8Q (32.660161 sec): 3 clusters Score: Raw -59458.922853 + Penalty 998.919806 = -58460.003047 nChanged 6 SP:Iteration 9Q (32.661583 sec): 3 clusters Score: Raw -59464.039739 + Penalty 997.728899 = -58466.310840 nChanged 4 SP:Iteration 10F (32.663024 sec): 3 clusters Score: Raw -59466.982264 + Penalty 996.843724 = -58470.138540 nChanged 4 SP:Iteration 11Q (32.664463 sec): 3 clusters Score: Raw -59471.560527 + Penalty 994.789798 = -58476.770728 nChanged 2 SP:Iteration 12Q (32.665861 sec): 3 clusters Score: Raw -59472.673931 + Penalty 996.586308 = -58476.087622 nChanged 1 SP:Iteration 13F (32.667283 sec): 3 clusters Score: Raw -59473.294568 + Penalty 996.828788 = -58476.465780 nChanged 2 SP:Iteration 14Q (32.668594 sec): 3 clusters Score: Raw -59474.223109 + Penalty 994.986653 = -58479.236456 nChanged 2 SP:Iteration 15Q (32.669936 sec): 3 clusters Score: Raw -59475.612613 + Penalty 998.364832 = -58477.247781 nChanged 2 SP:Iteration 16F (32.671341 sec): 3 clusters Score: Raw -59477.052006 + Penalty 1000.941344 = -58476.110661 nChanged 1 SP:Iteration 17F (32.672839 sec): 3 clusters Score: Raw -59477.164745 + Penalty 1003.535069 = -58473.629676 nChanged 2 SP:Iteration 18F (32.674328 sec): 3 clusters Score: Raw -59478.243024 + Penalty 1004.976104 = -58473.266920 nChanged 1 SP:Iteration 19F (32.675804 sec): 3 clusters Score: Raw -59478.406623 + Penalty 1004.976104 = -58473.430519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.678387 sec): 2 clusters Score: Raw -36112.347293 + Penalty 962.634426 = -35149.712868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.679393 sec): 3 clusters Score: Raw -36059.714897 + Penalty 1925.155866 = -34134.559032 nChanged 96 SP:Iteration 1F (32.680399 sec): 3 clusters Score: Raw -36198.985087 + Penalty 1925.509587 = -34273.475500 nChanged 24 SP:Iteration 2F (32.681371 sec): 3 clusters Score: Raw -36238.376180 + Penalty 1925.801988 = -34312.574192 nChanged 10 SP:Iteration 3Q (32.682313 sec): 3 clusters Score: Raw -36255.295756 + Penalty 1925.798958 = -34329.496798 nChanged 7 SP:Iteration 4Q (32.683247 sec): 3 clusters Score: Raw -36269.596442 + Penalty 1925.682909 = -34343.913533 nChanged 6 SP:Iteration 5Q (32.684178 sec): 3 clusters Score: Raw -36280.159080 + Penalty 1925.870124 = -34354.288956 nChanged 6 SP:Iteration 6Q (32.685114 sec): 3 clusters Score: Raw -36293.352774 + Penalty 1926.070363 = -34367.282411 nChanged 3 SP:Iteration 7Q (32.686043 sec): 3 clusters Score: Raw -36295.522668 + Penalty 1926.192502 = -34369.330167 nChanged 2 SP:Iteration 8Q (32.686971 sec): 3 clusters Score: Raw -36298.759082 + Penalty 1926.435957 = -34372.323125 nChanged 5 SP:Iteration 9Q (32.687907 sec): 3 clusters Score: Raw -36304.314670 + Penalty 1926.708261 = -34377.606409 nChanged 3 SP:Iteration 10F (32.688876 sec): 3 clusters Score: Raw -36305.736638 + Penalty 1926.708261 = -34379.028377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690355 sec): 2 clusters Score: Raw -6121.519777 + Penalty 294.987671 = -5826.532106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690701 sec): 3 clusters Score: Raw -6119.203632 + Penalty 603.033653 = -5516.169979 nChanged 6 SP:Iteration 1F (32.691040 sec): 3 clusters Score: Raw -6129.179397 + Penalty 603.273303 = -5525.906094 nChanged 1 SP:Iteration 2Q (32.691374 sec): 3 clusters Score: Raw -6130.447752 + Penalty 603.273303 = -5527.174449 nChanged 0 SP:Iteration 3F (32.691711 sec): 3 clusters Score: Raw -6130.447752 + Penalty 603.273303 = -5527.174449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.692678 sec): 2 clusters Score: Raw -3802.111510 + Penalty 369.255865 = -3432.855645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.693016 sec): 3 clusters Score: Raw -3973.551943 + Penalty 728.208962 = -3245.342981 nChanged 6 SP:Iteration 1F (32.693370 sec): 3 clusters Score: Raw -4007.167314 + Penalty 728.208962 = -3278.958352 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 10 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698526 sec): 2 clusters Score: Raw -79611.258614 + Penalty 594.384261 = -79016.874353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.700363 sec): 3 clusters Score: Raw -79175.749778 + Penalty 1196.597257 = -77979.152521 nChanged 319 SP:Iteration 1F (32.702214 sec): 3 clusters Score: Raw -79406.663056 + Penalty 1198.133699 = -78208.529357 nChanged 88 SP:Iteration 2F (32.704030 sec): 3 clusters Score: Raw -79459.806293 + Penalty 1197.860905 = -78261.945388 nChanged 36 SP:Iteration 3Q (32.705801 sec): 3 clusters Score: Raw -79478.737750 + Penalty 1196.341746 = -78282.396004 nChanged 22 SP:Iteration 4Q (32.707749 sec): 3 clusters Score: Raw -79492.604468 + Penalty 1198.481224 = -78294.123244 nChanged 19 SP:Iteration 5Q (32.709649 sec): 3 clusters Score: Raw -79506.213479 + Penalty 1198.485343 = -78307.728136 nChanged 16 SP:Iteration 6Q (32.711452 sec): 3 clusters Score: Raw -79516.266594 + Penalty 1201.478521 = -78314.788073 nChanged 12 SP:Iteration 7Q (32.713193 sec): 3 clusters Score: Raw -79522.545355 + Penalty 1202.057687 = -78320.487668 nChanged 9 SP:Iteration 8Q (32.714977 sec): 3 clusters Score: Raw -79527.343975 + Penalty 1202.803181 = -78324.540794 nChanged 9 SP:Iteration 9Q (32.716756 sec): 3 clusters Score: Raw -79531.694013 + Penalty 1206.568986 = -78325.125027 nChanged 10 SP:Iteration 10F (32.718620 sec): 3 clusters Score: Raw -79540.696771 + Penalty 1206.503586 = -78334.193184 nChanged 18 SP:Iteration 11Q (32.720397 sec): 3 clusters Score: Raw -79552.922191 + Penalty 1207.194925 = -78345.727266 nChanged 13 SP:Iteration 12Q (32.722193 sec): 3 clusters Score: Raw -79563.694503 + Penalty 1208.621294 = -78355.073209 nChanged 6 SP:Iteration 13Q (32.724063 sec): 3 clusters Score: Raw -79567.600640 + Penalty 1210.870823 = -78356.729817 nChanged 5 SP:Iteration 14Q (32.725921 sec): 3 clusters Score: Raw -79571.735472 + Penalty 1211.680905 = -78360.054567 nChanged 6 SP:Iteration 15Q (32.727680 sec): 3 clusters Score: Raw -79575.501342 + Penalty 1216.175999 = -78359.325343 nChanged 8 SP:Iteration 16F (32.729465 sec): 3 clusters Score: Raw -79580.793538 + Penalty 1217.765959 = -78363.027578 nChanged 7 SP:Iteration 17Q (32.731200 sec): 3 clusters Score: Raw -79584.907253 + Penalty 1221.523630 = -78363.383623 nChanged 8 SP:Iteration 18Q (32.732922 sec): 3 clusters Score: Raw -79590.324887 + Penalty 1225.552775 = -78364.772112 nChanged 10 SP:Iteration 19Q (32.734626 sec): 3 clusters Score: Raw -79594.737144 + Penalty 1230.321586 = -78364.415558 nChanged 8 SP:Iteration 20F (32.736426 sec): 3 clusters Score: Raw -79598.215277 + Penalty 1232.810849 = -78365.404428 nChanged 7 SP:Iteration 21Q (32.738083 sec): 3 clusters Score: Raw -79600.589359 + Penalty 1236.195361 = -78364.393998 nChanged 5 SP:Iteration 22F (32.739879 sec): 3 clusters Score: Raw -79603.327822 + Penalty 1238.316729 = -78365.011093 nChanged 5 SP:Iteration 23Q (32.741702 sec): 3 clusters Score: Raw -79607.679204 + Penalty 1240.699406 = -78366.979799 nChanged 2 SP:Iteration 24Q (32.743485 sec): 3 clusters Score: Raw -79610.501132 + Penalty 1242.363967 = -78368.137165 nChanged 1 SP:Iteration 25Q (32.745225 sec): 3 clusters Score: Raw -79610.954267 + Penalty 1242.363967 = -78368.590300 nChanged 0 SP:Iteration 26F (32.747000 sec): 3 clusters Score: Raw -79610.954267 + Penalty 1242.363967 = -78368.590300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.755015 sec): 2 clusters Score: Raw -12575.564927 + Penalty 179.511791 = -12396.053136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.755504 sec): 3 clusters Score: Raw -12513.103169 + Penalty 353.208104 = -12159.895065 nChanged 48 SP:Iteration 1F (32.755974 sec): 3 clusters Score: Raw -12548.978877 + Penalty 353.368052 = -12195.610826 nChanged 13 SP:Iteration 2F (32.756468 sec): 3 clusters Score: Raw -12559.225266 + Penalty 352.357384 = -12206.867883 nChanged 12 SP:Iteration 3F (32.756940 sec): 3 clusters Score: Raw -12572.967226 + Penalty 346.776011 = -12226.191215 nChanged 8 SP:Iteration 4F (32.757407 sec): 3 clusters Score: Raw -12584.633792 + Penalty 349.492415 = -12235.141377 nChanged 3 SP:Iteration 5Q (32.757865 sec): 3 clusters Score: Raw -12587.710767 + Penalty 351.142617 = -12236.568150 nChanged 2 SP:Iteration 6Q (32.758323 sec): 3 clusters Score: Raw -12588.287207 + Penalty 352.123712 = -12236.163495 nChanged 1 SP:Iteration 7F (32.758789 sec): 3 clusters Score: Raw -12590.663514 + Penalty 356.580517 = -12234.082997 nChanged 3 SP:Iteration 8F (32.759255 sec): 3 clusters Score: Raw -12596.171097 + Penalty 359.360614 = -12236.810483 nChanged 1 SP:Iteration 9Q (32.759722 sec): 3 clusters Score: Raw -12596.261338 + Penalty 359.360614 = -12236.900724 nChanged 0 SP:Iteration 10F (32.760202 sec): 3 clusters Score: Raw -12596.261338 + Penalty 359.360614 = -12236.900724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.762128 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.762814 sec): 3 clusters Score: Raw -21824.539382 + Penalty 338.064419 = -21486.474962 nChanged 105 SP:Iteration 1F (32.763517 sec): 3 clusters Score: Raw -21907.498533 + Penalty 339.852577 = -21567.645957 nChanged 18 SP:Iteration 2F (32.764182 sec): 3 clusters Score: Raw -21916.978082 + Penalty 335.292300 = -21581.685782 nChanged 21 SP:Iteration 3F (32.764843 sec): 3 clusters Score: Raw -21933.571671 + Penalty 364.450989 = -21569.120683 nChanged 26 SP:Iteration 4F (32.765488 sec): 3 clusters Score: Raw -21965.487709 + Penalty 557.754113 = -21407.733596 nChanged 15 SP:Iteration 5F (32.766123 sec): 3 clusters Score: Raw -21982.465316 + Penalty 166.266762 = -21816.198553 nChanged 1 SP:Iteration 6Q (32.766667 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 SP:Iteration 7F (32.767199 sec): 2 clusters Score: Raw -21984.313444 + Penalty 166.266762 = -21818.046682 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 13 (1819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.776571 sec): 2 clusters Score: Raw -151952.997837 + Penalty 202.796089 = -151750.201748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.780147 sec): 3 clusters Score: Raw -150805.027414 + Penalty 404.274556 = -150400.752858 nChanged 810 SP:Iteration 1F (32.783478 sec): 3 clusters Score: Raw -151240.986475 + Penalty 404.383413 = -150836.603062 nChanged 177 SP:Iteration 2F (32.786792 sec): 3 clusters Score: Raw -151338.478396 + Penalty 404.877116 = -150933.601281 nChanged 167 SP:Iteration 3F (32.790135 sec): 3 clusters Score: Raw -151450.013985 + Penalty 409.110214 = -151040.903771 nChanged 180 SP:Iteration 4F (32.793426 sec): 3 clusters Score: Raw -151590.259921 + Penalty 418.327551 = -151171.932370 nChanged 153 SP:Iteration 5F (32.796706 sec): 3 clusters Score: Raw -151723.407702 + Penalty 429.607072 = -151293.800630 nChanged 111 SP:Iteration 6F (32.799978 sec): 3 clusters Score: Raw -151825.994971 + Penalty 458.043657 = -151367.951314 nChanged 95 SP:Iteration 7F (32.803318 sec): 3 clusters Score: Raw -151927.172900 + Penalty 481.830252 = -151445.342648 nChanged 66 SP:Iteration 8Q (32.806644 sec): 3 clusters Score: Raw -151994.990232 + Penalty 497.794348 = -151497.195884 nChanged 35 SP:Iteration 9Q (32.810008 sec): 3 clusters Score: Raw -152017.320619 + Penalty 511.642469 = -151505.678150 nChanged 25 SP:Iteration 10F (32.813365 sec): 3 clusters Score: Raw -152037.230907 + Penalty 522.110578 = -151515.120329 nChanged 22 SP:Iteration 11Q (32.816273 sec): 3 clusters Score: Raw -152052.275473 + Penalty 517.429097 = -151534.846376 nChanged 17 SP:Iteration 12Q (32.819192 sec): 3 clusters Score: Raw -152059.828404 + Penalty 515.600765 = -151544.227639 nChanged 12 SP:Iteration 13Q (32.822143 sec): 3 clusters Score: Raw -152063.656895 + Penalty 514.627194 = -151549.029701 nChanged 5 SP:Iteration 14Q (32.825314 sec): 3 clusters Score: Raw -152064.711600 + Penalty 516.271970 = -151548.439630 nChanged 2 SP:Iteration 15F (32.828708 sec): 3 clusters Score: Raw -152065.152607 + Penalty 517.050516 = -151548.102091 nChanged 3 SP:Iteration 16F (32.831991 sec): 3 clusters Score: Raw -152065.776392 + Penalty 515.245076 = -151550.531315 nChanged 2 SP:Iteration 17Q (32.834976 sec): 3 clusters Score: Raw -152066.112363 + Penalty 515.732992 = -151550.379371 nChanged 3 SP:Iteration 18F (32.838313 sec): 3 clusters Score: Raw -152067.646142 + Penalty 515.601478 = -151552.044665 nChanged 3 SP:Iteration 19Q (32.841377 sec): 3 clusters Score: Raw -152069.302986 + Penalty 516.036213 = -151553.266773 nChanged 2 SP:Iteration 20F (32.844922 sec): 3 clusters Score: Raw -152069.623142 + Penalty 515.680564 = -151553.942578 nChanged 1 SP:Iteration 21Q (32.847811 sec): 3 clusters Score: Raw -152069.691135 + Penalty 516.466295 = -151553.224840 nChanged 1 SP:Iteration 22F (32.851103 sec): 3 clusters Score: Raw -152069.780343 + Penalty 516.466295 = -151553.314049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.853257 sec): 2 clusters Score: Raw -273.605437 + Penalty 128.719764 = -144.885673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.853492 sec): 3 clusters Score: Raw -263.903665 + Penalty 250.274171 = -13.629494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.855818 sec): 2 clusters Score: Raw -46365.921317 + Penalty 830.754344 = -45535.166973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.857020 sec): 3 clusters Score: Raw -46204.120734 + Penalty 1664.448136 = -44539.672598 nChanged 139 SP:Iteration 1F (32.858188 sec): 3 clusters Score: Raw -46355.639548 + Penalty 1667.048100 = -44688.591448 nChanged 40 SP:Iteration 2F (32.859353 sec): 3 clusters Score: Raw -46395.573441 + Penalty 1667.893457 = -44727.679984 nChanged 17 SP:Iteration 3Q (32.860444 sec): 3 clusters Score: Raw -46415.323685 + Penalty 1669.100298 = -44746.223387 nChanged 14 SP:Iteration 4Q (32.861529 sec): 3 clusters Score: Raw -46432.889423 + Penalty 1669.005509 = -44763.883914 nChanged 10 SP:Iteration 5Q (32.862616 sec): 3 clusters Score: Raw -46442.470158 + Penalty 1670.510306 = -44771.959852 nChanged 9 SP:Iteration 6Q (32.863729 sec): 3 clusters Score: Raw -46459.565749 + Penalty 1670.395542 = -44789.170207 nChanged 8 SP:Iteration 7Q (32.864804 sec): 3 clusters Score: Raw -46469.939358 + Penalty 1670.778007 = -44799.161351 nChanged 6 SP:Iteration 8Q (32.865879 sec): 3 clusters Score: Raw -46480.052461 + Penalty 1671.504271 = -44808.548190 nChanged 7 SP:Iteration 9Q (32.866953 sec): 3 clusters Score: Raw -46488.826887 + Penalty 1672.229659 = -44816.597228 nChanged 5 SP:Iteration 10F (32.868065 sec): 3 clusters Score: Raw -46493.362757 + Penalty 1672.232586 = -44821.130171 nChanged 4 SP:Iteration 11Q (32.869164 sec): 3 clusters Score: Raw -46494.899002 + Penalty 1672.090760 = -44822.808243 nChanged 1 SP:Iteration 12Q (32.870236 sec): 3 clusters Score: Raw -46496.706493 + Penalty 1672.090760 = -44824.615734 nChanged 0 SP:Iteration 13F (32.871346 sec): 3 clusters Score: Raw -46496.706493 + Penalty 1672.090760 = -44824.615734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.871860 sec): 2 clusters Score: Raw -357.687711 + Penalty 138.438780 = -219.248931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.872084 sec): 3 clusters Score: Raw -347.983556 + Penalty 276.877560 = -71.105996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.872785 sec): 2 clusters Score: Raw -6549.978393 + Penalty 338.249737 = -6211.728656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.873147 sec): 3 clusters Score: Raw -6554.084251 + Penalty 676.007682 = -5878.076569 nChanged 5 SP:Iteration 1F (32.873525 sec): 3 clusters Score: Raw -6557.606886 + Penalty 677.065769 = -5880.541117 nChanged 1 SP:Iteration 2Q (32.873888 sec): 3 clusters Score: Raw -6558.944486 + Penalty 677.065769 = -5881.878717 nChanged 0 SP:Iteration 3F (32.874242 sec): 3 clusters Score: Raw -6558.944486 + Penalty 677.065769 = -5881.878717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.875783 sec): 2 clusters Score: Raw -30355.167237 + Penalty 307.983674 = -30047.183563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.876683 sec): 3 clusters Score: Raw -30184.347904 + Penalty 617.936493 = -29566.411411 nChanged 126 SP:Iteration 1F (32.877543 sec): 3 clusters Score: Raw -30275.117611 + Penalty 618.198891 = -29656.918720 nChanged 34 SP:Iteration 2F (32.878385 sec): 3 clusters Score: Raw -30298.771519 + Penalty 619.043932 = -29679.727587 nChanged 15 SP:Iteration 3Q (32.879255 sec): 3 clusters Score: Raw -30314.012907 + Penalty 620.206627 = -29693.806280 nChanged 11 SP:Iteration 4Q (32.880090 sec): 3 clusters Score: Raw -30327.224862 + Penalty 620.744679 = -29706.480183 nChanged 10 SP:Iteration 5Q (32.880926 sec): 3 clusters Score: Raw -30334.800544 + Penalty 621.455548 = -29713.344995 nChanged 5 SP:Iteration 6Q (32.881764 sec): 3 clusters Score: Raw -30337.468125 + Penalty 623.592262 = -29713.875863 nChanged 5 SP:Iteration 7Q (32.882600 sec): 3 clusters Score: Raw -30339.080724 + Penalty 624.486833 = -29714.593891 nChanged 3 SP:Iteration 8Q (32.883428 sec): 3 clusters Score: Raw -30339.989664 + Penalty 625.049246 = -29714.940418 nChanged 1 SP:Iteration 9Q (32.884256 sec): 3 clusters Score: Raw -30340.083324 + Penalty 625.049246 = -29715.034078 nChanged 0 SP:Iteration 10F (32.885092 sec): 3 clusters Score: Raw -30340.083324 + Penalty 625.049246 = -29715.034078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.885714 sec): 2 clusters Score: Raw -4401.791108 + Penalty 388.210517 = -4013.580591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.886022 sec): 3 clusters Score: Raw -4437.985802 + Penalty 784.444536 = -3653.541266 nChanged 1 SP:Iteration 1Q (32.886321 sec): 3 clusters Score: Raw -4440.010779 + Penalty 784.444536 = -3655.566243 nChanged 0 SP:Iteration 2F (32.886627 sec): 3 clusters Score: Raw -4440.010779 + Penalty 784.444536 = -3655.566243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.887972 sec): 2 clusters Score: Raw -26625.268216 + Penalty 281.025211 = -26344.243004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.888757 sec): 3 clusters Score: Raw -26452.402023 + Penalty 569.643114 = -25882.758908 nChanged 107 SP:Iteration 1F (32.889527 sec): 3 clusters Score: Raw -26536.114265 + Penalty 590.288950 = -25945.825315 nChanged 48 SP:Iteration 2F (32.890306 sec): 3 clusters Score: Raw -26600.863751 + Penalty 614.927871 = -25985.935879 nChanged 38 SP:Iteration 3F (32.891077 sec): 3 clusters Score: Raw -26648.766568 + Penalty 632.077037 = -26016.689531 nChanged 17 SP:Iteration 4F (32.891822 sec): 3 clusters Score: Raw -26669.027941 + Penalty 632.153148 = -26036.874793 nChanged 5 SP:Iteration 5Q (32.892532 sec): 3 clusters Score: Raw -26672.931323 + Penalty 634.386954 = -26038.544369 nChanged 1 SP:Iteration 6Q (32.893233 sec): 3 clusters Score: Raw -26673.112405 + Penalty 634.386954 = -26038.725451 nChanged 0 SP:Iteration 7F (32.893973 sec): 3 clusters Score: Raw -26673.112405 + Penalty 634.386954 = -26038.725451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.895207 sec): 2 clusters Score: Raw -14723.337458 + Penalty 37.837410 = -14685.500047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.895732 sec): 3 clusters Score: Raw -14605.083798 + Penalty 77.467635 = -14527.616163 nChanged 81 SP:Iteration 1F (32.896245 sec): 3 clusters Score: Raw -14673.549852 + Penalty 75.060949 = -14598.488903 nChanged 13 SP:Iteration 2F (32.896758 sec): 3 clusters Score: Raw -14684.139769 + Penalty 73.651958 = -14610.487811 nChanged 4 SP:Iteration 3Q (32.897267 sec): 3 clusters Score: Raw -14688.079185 + Penalty 73.937142 = -14614.142043 nChanged 4 SP:Iteration 4Q (32.897776 sec): 3 clusters Score: Raw -14689.624536 + Penalty 74.210494 = -14615.414042 nChanged 3 SP:Iteration 5Q (32.898285 sec): 3 clusters Score: Raw -14691.384577 + Penalty 74.664283 = -14616.720294 nChanged 5 SP:Iteration 6Q (32.898793 sec): 3 clusters Score: Raw -14694.324443 + Penalty 75.170082 = -14619.154361 nChanged 4 SP:Iteration 7Q (32.899303 sec): 3 clusters Score: Raw -14696.814600 + Penalty 75.674821 = -14621.139779 nChanged 4 SP:Iteration 8Q (32.899841 sec): 3 clusters Score: Raw -14698.166510 + Penalty 75.962968 = -14622.203542 nChanged 2 SP:Iteration 9Q (32.900350 sec): 3 clusters Score: Raw -14698.572247 + Penalty 76.116361 = -14622.455886 nChanged 1 SP:Iteration 10F (32.900863 sec): 3 clusters Score: Raw -14698.789040 + Penalty 76.276134 = -14622.512906 nChanged 1 SP:Iteration 11Q (32.901375 sec): 3 clusters Score: Raw -14698.945980 + Penalty 76.510372 = -14622.435608 nChanged 4 SP:Iteration 12F (32.901888 sec): 3 clusters Score: Raw -14699.745343 + Penalty 76.785075 = -14622.960268 nChanged 2 SP:Iteration 13Q (32.902400 sec): 3 clusters Score: Raw -14700.283275 + Penalty 76.933033 = -14623.350242 nChanged 1 SP:Iteration 14Q (32.902909 sec): 3 clusters Score: Raw -14700.375198 + Penalty 76.933033 = -14623.442166 nChanged 0 SP:Iteration 15F (32.903422 sec): 3 clusters Score: Raw -14700.375198 + Penalty 76.933033 = -14623.442166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.903953 sec): 2 clusters Score: Raw -263.045401 + Penalty 102.993524 = -160.051876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.904168 sec): 3 clusters Score: Raw -256.286646 + Penalty 203.483242 = -52.803403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.904681 sec): 2 clusters Score: Raw -1141.846479 + Penalty 229.263478 = -912.583001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.904917 sec): 3 clusters Score: Raw -1143.575528 + Penalty 450.476737 = -693.098791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.905391 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.905603 sec): 3 clusters Score: Raw -240.591839 + Penalty 138.445928 = -102.145910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.906467 sec): 2 clusters Score: Raw -10611.643916 + Penalty 144.871126 = -10466.772789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.906996 sec): 3 clusters Score: Raw -10589.206710 + Penalty 281.244958 = -10307.961752 nChanged 40 SP:Iteration 1F (32.907482 sec): 3 clusters Score: Raw -10662.883678 + Penalty 288.467429 = -10374.416249 nChanged 9 SP:Iteration 2F (32.907964 sec): 3 clusters Score: Raw -10691.007699 + Penalty 288.423515 = -10402.584184 nChanged 3 SP:Iteration 3Q (32.908420 sec): 3 clusters Score: Raw -10695.282680 + Penalty 291.009690 = -10404.272990 nChanged 2 SP:Iteration 4Q (32.908876 sec): 3 clusters Score: Raw -10700.922371 + Penalty 291.590063 = -10409.332308 nChanged 1 SP:Iteration 5Q (32.909324 sec): 3 clusters Score: Raw -10702.210425 + Penalty 293.232725 = -10408.977700 nChanged 1 SP:Iteration 6F (32.909804 sec): 3 clusters Score: Raw -10702.803090 + Penalty 293.232725 = -10409.570365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.910301 sec): 2 clusters Score: Raw -782.201216 + Penalty 234.511127 = -547.690089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.910528 sec): 3 clusters Score: Raw -786.787457 + Penalty 459.774924 = -327.012533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.911126 sec): 2 clusters Score: Raw -4259.513109 + Penalty 469.097994 = -3790.415115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.911453 sec): 3 clusters Score: Raw -4314.006990 + Penalty 940.343870 = -3373.663120 nChanged 2 SP:Iteration 1Q (32.911743 sec): 3 clusters Score: Raw -4320.845940 + Penalty 940.343870 = -3380.502070 nChanged 0 SP:Iteration 2F (32.912041 sec): 3 clusters Score: Raw -4320.845940 + Penalty 940.343870 = -3380.502070 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 28 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.914949 sec): 2 clusters Score: Raw -76928.083576 + Penalty 422.695709 = -76505.387868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.916717 sec): 3 clusters Score: Raw -76477.364601 + Penalty 837.947066 = -75639.417535 nChanged 331 SP:Iteration 1F (32.918431 sec): 3 clusters Score: Raw -76731.498648 + Penalty 829.419399 = -75902.079249 nChanged 105 SP:Iteration 2F (32.920162 sec): 3 clusters Score: Raw -76838.717464 + Penalty 822.995530 = -76015.721934 nChanged 67 SP:Iteration 3F (32.921921 sec): 3 clusters Score: Raw -76893.643213 + Penalty 821.684244 = -76071.958970 nChanged 44 SP:Iteration 4F (32.923677 sec): 3 clusters Score: Raw -76932.501119 + Penalty 821.857282 = -76110.643837 nChanged 33 SP:Iteration 5Q (32.925426 sec): 3 clusters Score: Raw -76954.091457 + Penalty 822.455994 = -76131.635463 nChanged 19 SP:Iteration 6Q (32.927217 sec): 3 clusters Score: Raw -76966.070766 + Penalty 823.926901 = -76142.143865 nChanged 13 SP:Iteration 7Q (32.928975 sec): 3 clusters Score: Raw -76970.867079 + Penalty 824.360181 = -76146.506898 nChanged 8 SP:Iteration 8Q (32.930647 sec): 3 clusters Score: Raw -76973.631193 + Penalty 825.591480 = -76148.039713 nChanged 7 SP:Iteration 9Q (32.932319 sec): 3 clusters Score: Raw -76976.601379 + Penalty 826.139962 = -76150.461417 nChanged 7 SP:Iteration 10F (32.933991 sec): 3 clusters Score: Raw -76979.995022 + Penalty 826.007260 = -76153.987762 nChanged 6 SP:Iteration 11Q (32.935698 sec): 3 clusters Score: Raw -76981.726930 + Penalty 826.846756 = -76154.880174 nChanged 4 SP:Iteration 12Q (32.937366 sec): 3 clusters Score: Raw -76983.142231 + Penalty 827.211603 = -76155.930628 nChanged 2 SP:Iteration 13Q (32.939026 sec): 3 clusters Score: Raw -76983.517038 + Penalty 827.669411 = -76155.847626 nChanged 1 SP:Iteration 14F (32.940833 sec): 3 clusters Score: Raw -76983.788107 + Penalty 827.890186 = -76155.897921 nChanged 1 SP:Iteration 15Q (32.942594 sec): 3 clusters Score: Raw -76983.962932 + Penalty 828.426176 = -76155.536757 nChanged 2 SP:Iteration 16F (32.944393 sec): 3 clusters Score: Raw -76984.785707 + Penalty 828.426176 = -76156.359531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.944987 sec): 2 clusters Score: Raw -2194.795411 + Penalty 376.083682 = -1818.711729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.945249 sec): 3 clusters Score: Raw -2212.739478 + Penalty 751.006773 = -1461.732705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.945726 sec): 2 clusters Score: Raw -256.941934 + Penalty 88.856109 = -168.085825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.945939 sec): 3 clusters Score: Raw -250.799042 + Penalty 181.534145 = -69.264897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.947377 sec): 2 clusters Score: Raw -31511.712248 + Penalty 706.376593 = -30805.335655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.948211 sec): 3 clusters Score: Raw -31401.674388 + Penalty 1412.753186 = -29988.921202 nChanged 88 SP:Iteration 1F (32.949027 sec): 3 clusters Score: Raw -31477.061811 + Penalty 1412.046219 = -30065.015592 nChanged 20 SP:Iteration 2F (32.949874 sec): 3 clusters Score: Raw -31501.742034 + Penalty 1410.884933 = -30090.857102 nChanged 5 SP:Iteration 3Q (32.950713 sec): 3 clusters Score: Raw -31506.695416 + Penalty 1410.362799 = -30096.332617 nChanged 3 SP:Iteration 4Q (32.951559 sec): 3 clusters Score: Raw -31509.719361 + Penalty 1409.820135 = -30099.899227 nChanged 3 SP:Iteration 5Q (32.952403 sec): 3 clusters Score: Raw -31511.538487 + Penalty 1408.920328 = -30102.618159 nChanged 4 SP:Iteration 6Q (32.953240 sec): 3 clusters Score: Raw -31513.401622 + Penalty 1408.920328 = -30104.481294 nChanged 0 SP:Iteration 7F (32.954088 sec): 3 clusters Score: Raw -31513.401622 + Penalty 1408.920328 = -30104.481294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.954796 sec): 2 clusters Score: Raw -7565.239536 + Penalty 657.621333 = -6907.618204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.955171 sec): 3 clusters Score: Raw -7641.680069 + Penalty 1315.242665 = -6326.437404 nChanged 3 SP:Iteration 1Q (32.955521 sec): 3 clusters Score: Raw -7657.354604 + Penalty 1315.077026 = -6342.277578 nChanged 1 SP:Iteration 2Q (32.955865 sec): 3 clusters Score: Raw -7658.465412 + Penalty 1315.077026 = -6343.388386 nChanged 0 SP:Iteration 3F (32.956226 sec): 3 clusters Score: Raw -7658.465412 + Penalty 1315.077026 = -6343.388386 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.958926 sec): 2 clusters Score: Raw -70870.912356 + Penalty 440.882789 = -70430.029567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.960563 sec): 3 clusters Score: Raw -70433.802023 + Penalty 884.695205 = -69549.106818 nChanged 328 SP:Iteration 1F (32.962188 sec): 3 clusters Score: Raw -70664.148022 + Penalty 895.679213 = -69768.468809 nChanged 104 SP:Iteration 2F (32.963762 sec): 3 clusters Score: Raw -70748.715797 + Penalty 910.795119 = -69837.920678 nChanged 60 SP:Iteration 3F (32.965330 sec): 3 clusters Score: Raw -70799.140504 + Penalty 925.394835 = -69873.745669 nChanged 41 SP:Iteration 4F (32.967032 sec): 3 clusters Score: Raw -70834.418094 + Penalty 937.356825 = -69897.061270 nChanged 34 SP:Iteration 5Q (32.968709 sec): 3 clusters Score: Raw -70864.948082 + Penalty 944.982869 = -69919.965214 nChanged 22 SP:Iteration 6Q (32.970380 sec): 3 clusters Score: Raw -70882.017868 + Penalty 952.419930 = -69929.597938 nChanged 16 SP:Iteration 7Q (32.971968 sec): 3 clusters Score: Raw -70898.551155 + Penalty 958.928048 = -69939.623107 nChanged 16 SP:Iteration 8Q (32.973542 sec): 3 clusters Score: Raw -70913.399327 + Penalty 964.817358 = -69948.581969 nChanged 12 SP:Iteration 9Q (32.975208 sec): 3 clusters Score: Raw -70924.466216 + Penalty 969.985172 = -69954.481043 nChanged 13 SP:Iteration 10F (32.976903 sec): 3 clusters Score: Raw -70932.211246 + Penalty 974.243314 = -69957.967932 nChanged 6 SP:Iteration 11Q (32.978483 sec): 3 clusters Score: Raw -70935.352184 + Penalty 977.112320 = -69958.239864 nChanged 2 SP:Iteration 12Q (32.979964 sec): 3 clusters Score: Raw -70937.011396 + Penalty 980.558001 = -69956.453395 nChanged 3 SP:Iteration 13F (32.981542 sec): 3 clusters Score: Raw -70939.556201 + Penalty 981.760154 = -69957.796048 nChanged 2 SP:Iteration 14Q (32.982989 sec): 3 clusters Score: Raw -70940.334359 + Penalty 983.564798 = -69956.769561 nChanged 2 SP:Iteration 15F (32.984561 sec): 3 clusters Score: Raw -70941.782340 + Penalty 985.580430 = -69956.201910 nChanged 3 SP:Iteration 16F (32.986154 sec): 3 clusters Score: Raw -70942.587176 + Penalty 987.971456 = -69954.615720 nChanged 3 SP:Iteration 17F (32.987724 sec): 3 clusters Score: Raw -70943.363912 + Penalty 990.177597 = -69953.186315 nChanged 3 SP:Iteration 18F (32.989296 sec): 3 clusters Score: Raw -70946.537855 + Penalty 991.013330 = -69955.524525 nChanged 2 SP:Iteration 19Q (32.990808 sec): 3 clusters Score: Raw -70946.624929 + Penalty 991.013330 = -69955.611599 nChanged 0 SP:Iteration 20F (32.992533 sec): 3 clusters Score: Raw -70946.624929 + Penalty 991.013330 = -69955.611599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.993862 sec): 2 clusters Score: Raw -25009.327839 + Penalty 683.721868 = -24325.605971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.994614 sec): 3 clusters Score: Raw -24950.853084 + Penalty 1367.514344 = -23583.338740 nChanged 72 SP:Iteration 1F (32.995350 sec): 3 clusters Score: Raw -25038.556206 + Penalty 1367.672282 = -23670.883924 nChanged 16 SP:Iteration 2F (32.996064 sec): 3 clusters Score: Raw -25061.273774 + Penalty 1368.486548 = -23692.787225 nChanged 10 SP:Iteration 3Q (32.996760 sec): 3 clusters Score: Raw -25075.942002 + Penalty 1369.282626 = -23706.659376 nChanged 3 SP:Iteration 4Q (32.997453 sec): 3 clusters Score: Raw -25082.394045 + Penalty 1369.640599 = -23712.753445 nChanged 4 SP:Iteration 5Q (32.998149 sec): 3 clusters Score: Raw -25088.661730 + Penalty 1369.893315 = -23718.768415 nChanged 1 SP:Iteration 6Q (32.998837 sec): 3 clusters Score: Raw -25091.105304 + Penalty 1369.649887 = -23721.455417 nChanged 1 SP:Iteration 7Q (32.999524 sec): 3 clusters Score: Raw -25092.504275 + Penalty 1369.649887 = -23722.854389 nChanged 0 SP:Iteration 8F (33.000234 sec): 3 clusters Score: Raw -25092.504275 + Penalty 1369.649887 = -23722.854389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.000749 sec): 2 clusters Score: Raw -1014.248132 + Penalty 225.831495 = -788.416637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.000987 sec): 3 clusters Score: Raw -1025.399026 + Penalty 444.654693 = -580.744333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.001827 sec): 2 clusters Score: Raw -11475.269824 + Penalty 492.544379 = -10982.725445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.002299 sec): 3 clusters Score: Raw -11481.189174 + Penalty 986.718660 = -10494.470514 nChanged 22 SP:Iteration 1F (33.002760 sec): 3 clusters Score: Raw -11516.075823 + Penalty 987.445304 = -10528.630519 nChanged 5 SP:Iteration 2Q (33.003208 sec): 3 clusters Score: Raw -11526.310321 + Penalty 988.762392 = -10537.547928 nChanged 3 SP:Iteration 3Q (33.003654 sec): 3 clusters Score: Raw -11531.589296 + Penalty 988.762392 = -10542.826904 nChanged 0 SP:Iteration 4F (33.004111 sec): 3 clusters Score: Raw -11531.589296 + Penalty 988.762392 = -10542.826904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.004892 sec): 2 clusters Score: Raw -9146.676520 + Penalty 370.932163 = -8775.744357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.005309 sec): 3 clusters Score: Raw -9137.745963 + Penalty 746.681353 = -8391.064610 nChanged 14 SP:Iteration 1F (33.005720 sec): 3 clusters Score: Raw -9157.228984 + Penalty 748.605958 = -8408.623026 nChanged 4 SP:Iteration 2Q (33.006125 sec): 3 clusters Score: Raw -9162.789546 + Penalty 755.319743 = -8407.469803 nChanged 2 SP:Iteration 3F (33.006549 sec): 3 clusters Score: Raw -9166.314990 + Penalty 757.201798 = -8409.113192 nChanged 3 SP:Iteration 4Q (33.006977 sec): 3 clusters Score: Raw -9170.188506 + Penalty 757.116524 = -8413.071982 nChanged 1 SP:Iteration 5Q (33.007378 sec): 3 clusters Score: Raw -9171.460253 + Penalty 757.587549 = -8413.872704 nChanged 1 SP:Iteration 6Q (33.007774 sec): 3 clusters Score: Raw -9174.599143 + Penalty 753.601733 = -8420.997410 nChanged 1 SP:Iteration 7Q (33.008170 sec): 3 clusters Score: Raw -9178.293512 + Penalty 749.251061 = -8429.042451 nChanged 2 SP:Iteration 8Q (33.008593 sec): 3 clusters Score: Raw -9183.738417 + Penalty 749.251061 = -8434.487356 nChanged 0 SP:Iteration 9F (33.009003 sec): 3 clusters Score: Raw -9183.738417 + Penalty 749.251061 = -8434.487356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.010428 sec): 2 clusters Score: Raw -16410.512577 + Penalty 597.438892 = -15813.073685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.010982 sec): 3 clusters Score: Raw -16366.681938 + Penalty 1198.250750 = -15168.431188 nChanged 27 SP:Iteration 1F (33.011529 sec): 3 clusters Score: Raw -16403.696859 + Penalty 1200.361410 = -15203.335449 nChanged 9 SP:Iteration 2Q (33.012077 sec): 3 clusters Score: Raw -16420.613515 + Penalty 1200.218885 = -15220.394630 nChanged 5 SP:Iteration 3Q (33.012632 sec): 3 clusters Score: Raw -16426.146657 + Penalty 1199.586946 = -15226.559711 nChanged 2 SP:Iteration 4Q (33.013181 sec): 3 clusters Score: Raw -16430.978140 + Penalty 1199.297617 = -15231.680523 nChanged 3 SP:Iteration 5Q (33.013721 sec): 3 clusters Score: Raw -16438.219791 + Penalty 1199.297617 = -15238.922174 nChanged 0 SP:Iteration 6F (33.014267 sec): 3 clusters Score: Raw -16438.219791 + Penalty 1199.297617 = -15238.922174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.014897 sec): 2 clusters Score: Raw -2461.983716 + Penalty 38.708044 = -2423.275672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.015155 sec): 3 clusters Score: Raw -2475.442076 + Penalty 77.651721 = -2397.790354 nChanged 9 SP:Iteration 1F (33.015406 sec): 3 clusters Score: Raw -2489.559127 + Penalty 75.972270 = -2413.586857 nChanged 1 SP:Iteration 2Q (33.015644 sec): 3 clusters Score: Raw -2490.441550 + Penalty 75.972270 = -2414.469280 nChanged 0 SP:Iteration 3F (33.015887 sec): 3 clusters Score: Raw -2490.441550 + Penalty 75.972270 = -2414.469280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.017383 sec): 2 clusters Score: Raw -29952.517511 + Penalty 940.462379 = -29012.055132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.018284 sec): 3 clusters Score: Raw -29940.670523 + Penalty 1880.900105 = -28059.770418 nChanged 69 SP:Iteration 1F (33.019139 sec): 3 clusters Score: Raw -30044.003106 + Penalty 1880.926931 = -28163.076175 nChanged 18 SP:Iteration 2Q (33.019958 sec): 3 clusters Score: Raw -30077.124892 + Penalty 1880.919260 = -28196.205632 nChanged 9 SP:Iteration 3Q (33.020768 sec): 3 clusters Score: Raw -30093.866018 + Penalty 1880.893338 = -28212.972680 nChanged 4 SP:Iteration 4Q (33.021575 sec): 3 clusters Score: Raw -30100.696056 + Penalty 1880.931386 = -28219.764669 nChanged 1 SP:Iteration 5Q (33.022416 sec): 3 clusters Score: Raw -30103.489215 + Penalty 1880.938391 = -28222.550824 nChanged 1 SP:Iteration 6Q (33.023223 sec): 3 clusters Score: Raw -30104.293180 + Penalty 1880.938391 = -28223.354789 nChanged 0 SP:Iteration 7F (33.024077 sec): 3 clusters Score: Raw -30104.293180 + Penalty 1880.938391 = -28223.354789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.024638 sec): 2 clusters Score: Raw -2130.325626 + Penalty 323.356967 = -1806.968659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.024897 sec): 3 clusters Score: Raw -2164.455526 + Penalty 648.170097 = -1516.285429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.025408 sec): 2 clusters Score: Raw -1434.128748 + Penalty 269.952154 = -1164.176594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.025679 sec): 3 clusters Score: Raw -1429.225602 + Penalty 541.736512 = -887.489090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.026211 sec): 2 clusters Score: Raw -1692.957086 + Penalty 369.484543 = -1323.472543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.026459 sec): 3 clusters Score: Raw -1739.235906 + Penalty 732.697425 = -1006.538481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.027537 sec): 2 clusters Score: Raw -20795.395716 + Penalty 739.567885 = -20055.827831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.028160 sec): 3 clusters Score: Raw -20740.614649 + Penalty 1479.253102 = -19261.361547 nChanged 37 SP:Iteration 1F (33.028775 sec): 3 clusters Score: Raw -20803.633532 + Penalty 1479.439567 = -19324.193964 nChanged 13 SP:Iteration 2F (33.029388 sec): 3 clusters Score: Raw -20826.218660 + Penalty 1479.633937 = -19346.584723 nChanged 4 SP:Iteration 3Q (33.029990 sec): 3 clusters Score: Raw -20831.759425 + Penalty 1479.528984 = -19352.230441 nChanged 2 SP:Iteration 4Q (33.030600 sec): 3 clusters Score: Raw -20834.873916 + Penalty 1479.690731 = -19355.183186 nChanged 1 SP:Iteration 5Q (33.031185 sec): 3 clusters Score: Raw -20836.601150 + Penalty 1480.178584 = -19356.422566 nChanged 2 SP:Iteration 6Q (33.031769 sec): 3 clusters Score: Raw -20840.024961 + Penalty 1480.178584 = -19359.846377 nChanged 0 SP:Iteration 7F (33.032367 sec): 3 clusters Score: Raw -20840.024961 + Penalty 1480.178584 = -19359.846377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.034686 sec): 2 clusters Score: Raw -58376.238033 + Penalty 888.753790 = -57487.484243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.036057 sec): 3 clusters Score: Raw -58142.963008 + Penalty 1779.497307 = -56363.465701 nChanged 157 SP:Iteration 1F (33.037436 sec): 3 clusters Score: Raw -58296.017884 + Penalty 1782.132005 = -56513.885879 nChanged 48 SP:Iteration 2F (33.038792 sec): 3 clusters Score: Raw -58352.312606 + Penalty 1783.694683 = -56568.617923 nChanged 37 SP:Iteration 3F (33.040154 sec): 3 clusters Score: Raw -58386.343192 + Penalty 1784.558067 = -56601.785125 nChanged 16 SP:Iteration 4Q (33.041620 sec): 3 clusters Score: Raw -58403.675945 + Penalty 1783.792040 = -56619.883905 nChanged 10 SP:Iteration 5Q (33.043028 sec): 3 clusters Score: Raw -58412.038575 + Penalty 1783.131997 = -56628.906578 nChanged 9 SP:Iteration 6Q (33.044428 sec): 3 clusters Score: Raw -58420.168720 + Penalty 1782.353566 = -56637.815154 nChanged 6 SP:Iteration 7Q (33.045759 sec): 3 clusters Score: Raw -58425.917300 + Penalty 1781.869247 = -56644.048053 nChanged 10 SP:Iteration 8Q (33.047084 sec): 3 clusters Score: Raw -58437.024091 + Penalty 1781.275629 = -56655.748462 nChanged 10 SP:Iteration 9Q (33.048407 sec): 3 clusters Score: Raw -58446.343014 + Penalty 1781.035424 = -56665.307590 nChanged 6 SP:Iteration 10F (33.049750 sec): 3 clusters Score: Raw -58450.138582 + Penalty 1780.429552 = -56669.709029 nChanged 3 SP:Iteration 11Q (33.051069 sec): 3 clusters Score: Raw -58452.286487 + Penalty 1780.451867 = -56671.834619 nChanged 2 SP:Iteration 12Q (33.052393 sec): 3 clusters Score: Raw -58453.992384 + Penalty 1780.682069 = -56673.310315 nChanged 1 SP:Iteration 13Q (33.053714 sec): 3 clusters Score: Raw -58454.597418 + Penalty 1780.682069 = -56673.915348 nChanged 0 SP:Iteration 14F (33.055054 sec): 3 clusters Score: Raw -58454.597418 + Penalty 1780.682069 = -56673.915348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.057205 sec): 2 clusters Score: Raw -17231.585337 + Penalty 452.734991 = -16778.850346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.057817 sec): 3 clusters Score: Raw -17157.383135 + Penalty 908.970940 = -16248.412195 nChanged 50 SP:Iteration 1F (33.058386 sec): 3 clusters Score: Raw -17217.647726 + Penalty 920.393508 = -16297.254218 nChanged 19 SP:Iteration 2F (33.058953 sec): 3 clusters Score: Raw -17252.411875 + Penalty 932.214913 = -16320.196962 nChanged 9 SP:Iteration 3Q (33.059510 sec): 3 clusters Score: Raw -17265.380883 + Penalty 939.139283 = -16326.241600 nChanged 7 SP:Iteration 4Q (33.060062 sec): 3 clusters Score: Raw -17285.288310 + Penalty 955.036114 = -16330.252196 nChanged 12 SP:Iteration 5F (33.060628 sec): 3 clusters Score: Raw -17301.312259 + Penalty 962.598653 = -16338.713606 nChanged 7 SP:Iteration 6Q (33.061171 sec): 3 clusters Score: Raw -17312.468080 + Penalty 963.028419 = -16349.439661 nChanged 1 SP:Iteration 7Q (33.061711 sec): 3 clusters Score: Raw -17313.435497 + Penalty 968.326531 = -16345.108967 nChanged 2 SP:Iteration 8F (33.062276 sec): 3 clusters Score: Raw -17315.754376 + Penalty 970.141173 = -16345.613203 nChanged 2 SP:Iteration 9Q (33.062817 sec): 3 clusters Score: Raw -17317.954595 + Penalty 975.187195 = -16342.767400 nChanged 2 SP:Iteration 10F (33.063387 sec): 3 clusters Score: Raw -17320.081864 + Penalty 975.187195 = -16344.894669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.063947 sec): 2 clusters Score: Raw -472.996628 + Penalty 216.523770 = -256.472859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.064166 sec): 3 clusters Score: Raw -459.720104 + Penalty 437.064096 = -22.656008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.064680 sec): 2 clusters Score: Raw -1676.145236 + Penalty 421.892447 = -1254.252788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.064924 sec): 3 clusters Score: Raw -1689.820558 + Penalty 846.508060 = -843.312498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.065759 sec): 2 clusters Score: Raw -10014.717087 + Penalty 448.435480 = -9566.281607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.066213 sec): 3 clusters Score: Raw -10025.398348 + Penalty 904.229351 = -9121.168997 nChanged 16 SP:Iteration 1F (33.066662 sec): 3 clusters Score: Raw -10055.657741 + Penalty 909.112672 = -9146.545069 nChanged 5 SP:Iteration 2Q (33.067100 sec): 3 clusters Score: Raw -10062.629116 + Penalty 914.763747 = -9147.865369 nChanged 2 SP:Iteration 3Q (33.067537 sec): 3 clusters Score: Raw -10066.651677 + Penalty 914.763747 = -9151.887930 nChanged 0 SP:Iteration 4F (33.067985 sec): 3 clusters Score: Raw -10066.651677 + Penalty 914.763747 = -9151.887930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.069128 sec): 2 clusters Score: Raw -22377.958716 + Penalty 743.895216 = -21634.063500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.069825 sec): 3 clusters Score: Raw -22343.527105 + Penalty 1484.018212 = -20859.508893 nChanged 41 SP:Iteration 1F (33.070474 sec): 3 clusters Score: Raw -22410.883659 + Penalty 1487.294733 = -20923.588926 nChanged 14 SP:Iteration 2F (33.071137 sec): 3 clusters Score: Raw -22428.175555 + Penalty 1488.828897 = -20939.346658 nChanged 3 SP:Iteration 3Q (33.071763 sec): 3 clusters Score: Raw -22432.551281 + Penalty 1491.079738 = -20941.471544 nChanged 4 SP:Iteration 4Q (33.072394 sec): 3 clusters Score: Raw -22436.768610 + Penalty 1492.588075 = -20944.180536 nChanged 2 SP:Iteration 5Q (33.073050 sec): 3 clusters Score: Raw -22439.710061 + Penalty 1494.025019 = -20945.685042 nChanged 2 SP:Iteration 6Q (33.073697 sec): 3 clusters Score: Raw -22444.220735 + Penalty 1494.627730 = -20949.593005 nChanged 1 SP:Iteration 7Q (33.074370 sec): 3 clusters Score: Raw -22446.045187 + Penalty 1494.627730 = -20951.417457 nChanged 0 SP:Iteration 8F (33.075050 sec): 3 clusters Score: Raw -22446.045187 + Penalty 1494.627730 = -20951.417457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.075717 sec): 2 clusters Score: Raw -6251.768849 + Penalty 618.252658 = -5633.516191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.076055 sec): 3 clusters Score: Raw -6349.127687 + Penalty 1235.566178 = -5113.561509 nChanged 1 SP:Iteration 1Q (33.076370 sec): 3 clusters Score: Raw -6351.009241 + Penalty 1235.566178 = -5115.443063 nChanged 0 SP:Iteration 2F (33.076703 sec): 3 clusters Score: Raw -6351.009241 + Penalty 1235.566178 = -5115.443063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.077215 sec): 2 clusters Score: Raw -1276.911737 + Penalty 322.042274 = -954.869463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.077453 sec): 3 clusters Score: Raw -1297.512474 + Penalty 640.203045 = -657.309429 nChanged 1 SP:Iteration 1F (33.077687 sec): 3 clusters Score: Raw -1302.306995 + Penalty 640.203045 = -662.103950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.078238 sec): 2 clusters Score: Raw -2869.543282 + Penalty 464.461344 = -2405.081938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.078512 sec): 3 clusters Score: Raw -2931.462177 + Penalty 929.142386 = -2002.319791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.079091 sec): 2 clusters Score: Raw -3428.980302 + Penalty 365.167569 = -3063.812734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.079380 sec): 3 clusters Score: Raw -3455.803806 + Penalty 730.335137 = -2725.468669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.080494 sec): 2 clusters Score: Raw -22654.170657 + Penalty 866.224634 = -21787.946023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.081135 sec): 3 clusters Score: Raw -22676.540845 + Penalty 1731.609896 = -20944.930949 nChanged 29 SP:Iteration 1F (33.081759 sec): 3 clusters Score: Raw -22733.146991 + Penalty 1731.208918 = -21001.938073 nChanged 9 SP:Iteration 2Q (33.082378 sec): 3 clusters Score: Raw -22762.574216 + Penalty 1730.828178 = -21031.746039 nChanged 3 SP:Iteration 3Q (33.082991 sec): 3 clusters Score: Raw -22768.419877 + Penalty 1730.633072 = -21037.786805 nChanged 2 SP:Iteration 4Q (33.083608 sec): 3 clusters Score: Raw -22774.175556 + Penalty 1730.480705 = -21043.694851 nChanged 1 SP:Iteration 5Q (33.084215 sec): 3 clusters Score: Raw -22776.981493 + Penalty 1730.467425 = -21046.514067 nChanged 2 SP:Iteration 6Q (33.084822 sec): 3 clusters Score: Raw -22780.656532 + Penalty 1730.362405 = -21050.294127 nChanged 1 SP:Iteration 7Q (33.085428 sec): 3 clusters Score: Raw -22782.592991 + Penalty 1730.172084 = -21052.420907 nChanged 1 SP:Iteration 8Q (33.086033 sec): 3 clusters Score: Raw -22782.902077 + Penalty 1730.172084 = -21052.729993 nChanged 0 SP:Iteration 9F (33.086664 sec): 3 clusters Score: Raw -22782.902077 + Penalty 1730.172084 = -21052.729993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.087230 sec): 2 clusters Score: Raw -1922.759118 + Penalty 371.127329 = -1551.631789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.087484 sec): 3 clusters Score: Raw -1934.138958 + Penalty 736.409866 = -1197.729092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.088431 sec): 2 clusters Score: Raw -15935.779442 + Penalty 789.706792 = -15146.072650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.088966 sec): 3 clusters Score: Raw -15991.276071 + Penalty 1579.420739 = -14411.855332 nChanged 16 SP:Iteration 1F (33.089473 sec): 3 clusters Score: Raw -16031.777967 + Penalty 1579.214762 = -14452.563205 nChanged 5 SP:Iteration 2Q (33.089967 sec): 3 clusters Score: Raw -16045.203508 + Penalty 1579.214762 = -14465.988746 nChanged 0 SP:Iteration 3F (33.090488 sec): 3 clusters Score: Raw -16045.203508 + Penalty 1579.214762 = -14465.988746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.091555 sec): 2 clusters Score: Raw -21700.775646 + Penalty 885.840021 = -20814.935625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.092188 sec): 3 clusters Score: Raw -21779.904505 + Penalty 1771.692970 = -20008.211535 nChanged 22 SP:Iteration 1F (33.092816 sec): 3 clusters Score: Raw -21824.460326 + Penalty 1771.713072 = -20052.747254 nChanged 6 SP:Iteration 2Q (33.093412 sec): 3 clusters Score: Raw -21847.221122 + Penalty 1771.710546 = -20075.510576 nChanged 1 SP:Iteration 3Q (33.094007 sec): 3 clusters Score: Raw -21849.888993 + Penalty 1771.706861 = -20078.182131 nChanged 1 SP:Iteration 4Q (33.094600 sec): 3 clusters Score: Raw -21850.916438 + Penalty 1771.706861 = -20079.209577 nChanged 0 SP:Iteration 5F (33.095221 sec): 3 clusters Score: Raw -21850.916438 + Penalty 1771.706861 = -20079.209577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.095718 sec): 2 clusters Score: Raw -543.751630 + Penalty 196.083138 = -347.668492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.095943 sec): 3 clusters Score: Raw -539.077164 + Penalty 388.702967 = -150.374197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.096429 sec): 2 clusters Score: Raw -466.561628 + Penalty 195.164733 = -271.396894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.096646 sec): 3 clusters Score: Raw -455.034455 + Penalty 391.058807 = -63.975648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.097255 sec): 2 clusters Score: Raw -4764.544498 + Penalty 418.314484 = -4346.230014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.097564 sec): 3 clusters Score: Raw -4778.166698 + Penalty 838.985060 = -3939.181637 nChanged 3 SP:Iteration 1F (33.097868 sec): 3 clusters Score: Raw -4783.947615 + Penalty 838.985060 = -3944.962554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.098374 sec): 2 clusters Score: Raw -1362.995247 + Penalty 282.666878 = -1080.328369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.098612 sec): 3 clusters Score: Raw -1361.081359 + Penalty 565.210134 = -795.871225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.099294 sec): 2 clusters Score: Raw -6399.384102 + Penalty 689.410294 = -5709.973808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.099646 sec): 3 clusters Score: Raw -6594.329593 + Penalty 1378.788917 = -5215.540675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.100421 sec): 2 clusters Score: Raw -9468.585175 + Penalty 441.651744 = -9026.933431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.100828 sec): 3 clusters Score: Raw -9474.703715 + Penalty 885.035195 = -8589.668520 nChanged 10 SP:Iteration 1F (33.101230 sec): 3 clusters Score: Raw -9500.338967 + Penalty 884.126348 = -8616.212619 nChanged 1 SP:Iteration 2Q (33.101623 sec): 3 clusters Score: Raw -9501.830750 + Penalty 884.126348 = -8617.704402 nChanged 0 SP:Iteration 3F (33.102025 sec): 3 clusters Score: Raw -9501.830750 + Penalty 884.126348 = -8617.704402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.102627 sec): 2 clusters Score: Raw -4192.314544 + Penalty 402.074499 = -3790.240044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.102931 sec): 3 clusters Score: Raw -4224.468349 + Penalty 802.900115 = -3421.568235 nChanged 2 SP:Iteration 1Q (33.103224 sec): 3 clusters Score: Raw -4231.617946 + Penalty 802.153907 = -3429.464039 nChanged 1 SP:Iteration 2Q (33.103511 sec): 3 clusters Score: Raw -4236.119784 + Penalty 802.153907 = -3433.965877 nChanged 0 SP:Iteration 3F (33.103809 sec): 3 clusters Score: Raw -4236.119784 + Penalty 802.153907 = -3433.965877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.104291 sec): 2 clusters Score: Raw -448.592450 + Penalty 171.118681 = -277.473769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.104512 sec): 3 clusters Score: Raw -441.412285 + Penalty 344.600458 = -96.811827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.104979 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.105171 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.107134 sec): 2 clusters Score: Raw -43081.210434 + Penalty 510.562937 = -42570.647498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.108269 sec): 3 clusters Score: Raw -42823.061165 + Penalty 1023.960248 = -41799.100917 nChanged 159 SP:Iteration 1F (33.109356 sec): 3 clusters Score: Raw -42940.139881 + Penalty 1025.557446 = -41914.582435 nChanged 38 SP:Iteration 2F (33.110441 sec): 3 clusters Score: Raw -42974.351182 + Penalty 1026.667941 = -41947.683241 nChanged 22 SP:Iteration 3Q (33.111523 sec): 3 clusters Score: Raw -42993.924393 + Penalty 1027.059813 = -41966.864580 nChanged 20 SP:Iteration 4Q (33.112604 sec): 3 clusters Score: Raw -43007.714967 + Penalty 1028.715394 = -41978.999573 nChanged 14 SP:Iteration 5Q (33.113673 sec): 3 clusters Score: Raw -43018.056243 + Penalty 1028.290593 = -41989.765650 nChanged 12 SP:Iteration 6Q (33.114733 sec): 3 clusters Score: Raw -43024.313532 + Penalty 1030.619574 = -41993.693958 nChanged 7 SP:Iteration 7Q (33.115790 sec): 3 clusters Score: Raw -43028.513589 + Penalty 1032.431219 = -41996.082370 nChanged 7 SP:Iteration 8Q (33.116849 sec): 3 clusters Score: Raw -43034.586415 + Penalty 1038.692758 = -41995.893656 nChanged 10 SP:Iteration 9F (33.117959 sec): 3 clusters Score: Raw -43042.484945 + Penalty 1041.896690 = -42000.588255 nChanged 11 SP:Iteration 10F (33.119042 sec): 3 clusters Score: Raw -43050.449387 + Penalty 1049.062113 = -42001.387274 nChanged 11 SP:Iteration 11Q (33.120091 sec): 3 clusters Score: Raw -43057.815495 + Penalty 1056.630365 = -42001.185130 nChanged 8 SP:Iteration 12F (33.121166 sec): 3 clusters Score: Raw -43067.889403 + Penalty 1063.708048 = -42004.181355 nChanged 9 SP:Iteration 13Q (33.122205 sec): 3 clusters Score: Raw -43076.014304 + Penalty 1071.825693 = -42004.188611 nChanged 6 SP:Iteration 14Q (33.123231 sec): 3 clusters Score: Raw -43078.929997 + Penalty 1074.793956 = -42004.136041 nChanged 3 SP:Iteration 15F (33.124346 sec): 3 clusters Score: Raw -43080.510822 + Penalty 1076.986271 = -42003.524551 nChanged 3 SP:Iteration 16F (33.125431 sec): 3 clusters Score: Raw -43082.877433 + Penalty 1077.973506 = -42004.903927 nChanged 2 SP:Iteration 17Q (33.126445 sec): 3 clusters Score: Raw -43084.948605 + Penalty 1073.744462 = -42011.204143 nChanged 3 SP:Iteration 18Q (33.127458 sec): 3 clusters Score: Raw -43086.958857 + Penalty 1080.874446 = -42006.084411 nChanged 5 SP:Iteration 19F (33.128567 sec): 3 clusters Score: Raw -43090.714365 + Penalty 1082.587946 = -42008.126418 nChanged 5 SP:Iteration 20F (33.129665 sec): 3 clusters Score: Raw -43096.355530 + Penalty 1083.199944 = -42013.155587 nChanged 5 SP:Iteration 21Q (33.130695 sec): 3 clusters Score: Raw -43100.516942 + Penalty 1079.526995 = -42020.989947 nChanged 1 SP:Iteration 22Q (33.131690 sec): 3 clusters Score: Raw -43101.820517 + Penalty 1079.526995 = -42022.293522 nChanged 0 SP:Iteration 23F (33.132779 sec): 3 clusters Score: Raw -43101.820517 + Penalty 1079.526995 = -42022.293522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.133308 sec): 2 clusters Score: Raw -925.975329 + Penalty 194.982787 = -730.992542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.133540 sec): 3 clusters Score: Raw -929.833245 + Penalty 392.675578 = -537.157667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.134034 sec): 2 clusters Score: Raw -916.375916 + Penalty 270.332002 = -646.043914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.134262 sec): 3 clusters Score: Raw -913.748720 + Penalty 541.061230 = -372.687490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.134753 sec): 2 clusters Score: Raw -822.196369 + Penalty 119.733029 = -702.463340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.134981 sec): 3 clusters Score: Raw -825.715716 + Penalty 237.963074 = -587.752641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.135497 sec): 2 clusters Score: Raw -1687.430904 + Penalty 322.906761 = -1364.524143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.135742 sec): 3 clusters Score: Raw -1698.356655 + Penalty 645.808249 = -1052.548406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.136289 sec): 2 clusters Score: Raw -2522.821706 + Penalty 265.661460 = -2257.160247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.136556 sec): 3 clusters Score: Raw -2545.801725 + Penalty 516.216178 = -2029.585547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.137035 sec): 2 clusters Score: Raw -408.867434 + Penalty 109.583246 = -299.284188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.137256 sec): 2 clusters Score: Raw -408.867434 + Penalty 109.583246 = -299.284188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.137939 sec): 2 clusters Score: Raw -7078.136394 + Penalty 419.805656 = -6658.330738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.138303 sec): 3 clusters Score: Raw -7074.178132 + Penalty 839.611312 = -6234.566821 nChanged 9 SP:Iteration 1F (33.138661 sec): 3 clusters Score: Raw -7093.548267 + Penalty 839.611312 = -6253.936956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.139140 sec): 2 clusters Score: Raw -338.413629 + Penalty 136.650055 = -201.763574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.139345 sec): 3 clusters Score: Raw -342.351799 + Penalty 195.138821 = -147.212978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.140001 sec): 2 clusters Score: Raw -4979.324916 + Penalty 379.651730 = -4599.673187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.140324 sec): 3 clusters Score: Raw -4991.206861 + Penalty 771.220536 = -4219.986325 nChanged 9 SP:Iteration 1F (33.140650 sec): 3 clusters Score: Raw -5011.108109 + Penalty 780.379468 = -4230.728641 nChanged 2 SP:Iteration 2Q (33.140957 sec): 3 clusters Score: Raw -5020.130173 + Penalty 785.629723 = -4234.500449 nChanged 1 SP:Iteration 3Q (33.141262 sec): 3 clusters Score: Raw -5021.022215 + Penalty 785.629723 = -4235.392492 nChanged 0 SP:Iteration 4F (33.141578 sec): 3 clusters Score: Raw -5021.022215 + Penalty 785.629723 = -4235.392492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.142101 sec): 2 clusters Score: Raw -1855.035668 + Penalty 437.183636 = -1417.852032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.142350 sec): 3 clusters Score: Raw -1874.393173 + Penalty 867.886627 = -1006.506546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.142955 sec): 2 clusters Score: Raw -4400.682562 + Penalty 249.720305 = -4150.962257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.143267 sec): 3 clusters Score: Raw -4397.154897 + Penalty 498.608603 = -3898.546294 nChanged 9 SP:Iteration 1F (33.143568 sec): 3 clusters Score: Raw -4412.605365 + Penalty 502.866456 = -3909.738908 nChanged 2 SP:Iteration 2Q (33.143861 sec): 3 clusters Score: Raw -4416.615462 + Penalty 506.285159 = -3910.330303 nChanged 1 SP:Iteration 3Q (33.144154 sec): 3 clusters Score: Raw -4418.253847 + Penalty 516.080154 = -3902.173693 nChanged 2 SP:Iteration 4F (33.144453 sec): 3 clusters Score: Raw -4420.144508 + Penalty 516.080154 = -3904.064353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.145252 sec): 2 clusters Score: Raw -10653.773138 + Penalty 461.742755 = -10192.030383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.145694 sec): 3 clusters Score: Raw -10643.477053 + Penalty 920.110481 = -9723.366572 nChanged 19 SP:Iteration 1F (33.146127 sec): 3 clusters Score: Raw -10670.747479 + Penalty 928.281242 = -9742.466237 nChanged 7 SP:Iteration 2F (33.146568 sec): 3 clusters Score: Raw -10682.171399 + Penalty 933.167980 = -9749.003419 nChanged 3 SP:Iteration 3Q (33.146994 sec): 3 clusters Score: Raw -10687.257209 + Penalty 934.816670 = -9752.440539 nChanged 1 SP:Iteration 4Q (33.147443 sec): 3 clusters Score: Raw -10687.996827 + Penalty 939.997010 = -9747.999817 nChanged 2 SP:Iteration 5F (33.147873 sec): 3 clusters Score: Raw -10688.874379 + Penalty 943.430512 = -9745.443867 nChanged 3 SP:Iteration 6F (33.148304 sec): 3 clusters Score: Raw -10692.011065 + Penalty 948.556484 = -9743.454581 nChanged 3 SP:Iteration 7F (33.148734 sec): 3 clusters Score: Raw -10696.566461 + Penalty 961.769679 = -9734.796782 nChanged 4 SP:Iteration 8F (33.149163 sec): 3 clusters Score: Raw -10710.842743 + Penalty 966.602677 = -9744.240066 nChanged 1 SP:Iteration 9Q (33.149571 sec): 3 clusters Score: Raw -10710.987189 + Penalty 966.183187 = -9744.804001 nChanged 1 SP:Iteration 10F (33.150000 sec): 3 clusters Score: Raw -10712.766509 + Penalty 966.183187 = -9746.583322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.150495 sec): 2 clusters Score: Raw -631.821744 + Penalty 78.854248 = -552.967495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.150711 sec): 3 clusters Score: Raw -630.347754 + Penalty 157.310385 = -473.037369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.151506 sec): 2 clusters Score: Raw -10893.838414 + Penalty 550.194682 = -10343.643732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.151935 sec): 3 clusters Score: Raw -10875.598793 + Penalty 1100.381834 = -9775.216959 nChanged 12 SP:Iteration 1F (33.152362 sec): 3 clusters Score: Raw -10893.612808 + Penalty 1100.828294 = -9792.784514 nChanged 4 SP:Iteration 2Q (33.152782 sec): 3 clusters Score: Raw -10900.930078 + Penalty 1101.539640 = -9799.390437 nChanged 3 SP:Iteration 3Q (33.153202 sec): 3 clusters Score: Raw -10903.759758 + Penalty 1101.539640 = -9802.220118 nChanged 0 SP:Iteration 4F (33.153624 sec): 3 clusters Score: Raw -10903.759758 + Penalty 1101.539640 = -9802.220118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.154103 sec): 2 clusters Score: Raw -354.641671 + Penalty 156.192152 = -198.449520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.154320 sec): 3 clusters Score: Raw -350.580779 + Penalty 312.384303 = -38.196476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.155020 sec): 2 clusters Score: Raw -7915.557710 + Penalty 434.916983 = -7480.640728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.155391 sec): 3 clusters Score: Raw -7896.609046 + Penalty 879.265874 = -7017.343172 nChanged 18 SP:Iteration 1F (33.155757 sec): 3 clusters Score: Raw -7926.031533 + Penalty 895.893498 = -7030.138035 nChanged 9 SP:Iteration 2F (33.156123 sec): 3 clusters Score: Raw -7939.402444 + Penalty 905.780380 = -7033.622064 nChanged 4 SP:Iteration 3Q (33.156491 sec): 3 clusters Score: Raw -7944.980304 + Penalty 910.112133 = -7034.868171 nChanged 1 SP:Iteration 4Q (33.156850 sec): 3 clusters Score: Raw -7946.225533 + Penalty 906.901097 = -7039.324435 nChanged 1 SP:Iteration 5Q (33.157220 sec): 3 clusters Score: Raw -7946.907551 + Penalty 906.901097 = -7040.006453 nChanged 0 SP:Iteration 6F (33.157585 sec): 3 clusters Score: Raw -7946.907551 + Penalty 906.901097 = -7040.006453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.158123 sec): 2 clusters Score: Raw -2106.717893 + Penalty 391.794655 = -1714.923238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.158379 sec): 3 clusters Score: Raw -2151.413371 + Penalty 782.789508 = -1368.623864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.158932 sec): 2 clusters Score: Raw -2402.079439 + Penalty 478.604343 = -1923.475096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.159194 sec): 3 clusters Score: Raw -2456.925769 + Penalty 957.470223 = -1499.455546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.159675 sec): 2 clusters Score: Raw -440.289239 + Penalty 169.059164 = -271.230075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.159894 sec): 3 clusters Score: Raw -434.999787 + Penalty 346.186075 = -88.813713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.160488 sec): 2 clusters Score: Raw -4442.202873 + Penalty 406.315434 = -4035.887439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.160789 sec): 3 clusters Score: Raw -4446.986479 + Penalty 810.005909 = -3636.980570 nChanged 1 SP:Iteration 1Q (33.161083 sec): 3 clusters Score: Raw -4448.815492 + Penalty 810.005909 = -3638.809583 nChanged 0 SP:Iteration 2F (33.161379 sec): 3 clusters Score: Raw -4448.815492 + Penalty 810.005909 = -3638.809583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.161887 sec): 2 clusters Score: Raw -1365.146358 + Penalty 238.497406 = -1126.648952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.162128 sec): 3 clusters Score: Raw -1371.606672 + Penalty 478.030964 = -893.575708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.162640 sec): 2 clusters Score: Raw -1269.979296 + Penalty 337.191429 = -932.787867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.162879 sec): 3 clusters Score: Raw -1298.306545 + Penalty 674.382858 = -623.923686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.163482 sec): 2 clusters Score: Raw -4824.586198 + Penalty 594.049849 = -4230.536349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.163791 sec): 3 clusters Score: Raw -4906.802835 + Penalty 1191.114437 = -3715.688398 nChanged 3 SP:Iteration 1F (33.164097 sec): 3 clusters Score: Raw -4921.929919 + Penalty 1191.114437 = -3730.815482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.164578 sec): 2 clusters Score: Raw -440.679250 + Penalty 143.601684 = -297.077566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.164791 sec): 3 clusters Score: Raw -436.752775 + Penalty 251.414121 = -185.338654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.165267 sec): 2 clusters Score: Raw -364.211324 + Penalty 146.091166 = -218.120158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.165482 sec): 3 clusters Score: Raw -351.298174 + Penalty 292.182331 = -59.115843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.165984 sec): 2 clusters Score: Raw -1062.234315 + Penalty 317.198499 = -745.035816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.166217 sec): 3 clusters Score: Raw -1084.271670 + Penalty 634.396998 = -449.874672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.166723 sec): 2 clusters Score: Raw -801.258927 + Penalty 234.014782 = -567.244145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.166948 sec): 3 clusters Score: Raw -801.280609 + Penalty 454.356706 = -346.923903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.167496 sec): 2 clusters Score: Raw -2900.737288 + Penalty 511.996249 = -2388.741039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.167764 sec): 3 clusters Score: Raw -2957.455051 + Penalty 1023.916236 = -1933.538815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.168262 sec): 2 clusters Score: Raw -1092.578396 + Penalty 276.363963 = -816.214432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.168494 sec): 3 clusters Score: Raw -1094.217020 + Penalty 542.286935 = -551.930085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.168975 sec): 2 clusters Score: Raw -551.765614 + Penalty 210.115293 = -341.650322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.169195 sec): 3 clusters Score: Raw -540.709705 + Penalty 420.230586 = -120.479119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.169693 sec): 2 clusters Score: Raw -948.891496 + Penalty 81.902496 = -866.989000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.169921 sec): 3 clusters Score: Raw -952.166087 + Penalty 180.784734 = -771.381352 nChanged 1 SP:Iteration 1F (33.170146 sec): 3 clusters Score: Raw -956.338096 + Penalty 180.784734 = -775.553362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.170658 sec): 2 clusters Score: Raw -1257.082872 + Penalty 254.824271 = -1002.258601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.170894 sec): 3 clusters Score: Raw -1255.546109 + Penalty 526.876800 = -728.669310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.171505 sec): 2 clusters Score: Raw -4907.207898 + Penalty 632.150017 = -4275.057881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.171818 sec): 3 clusters Score: Raw -5050.589903 + Penalty 1264.409401 = -3786.180502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.172309 sec): 2 clusters Score: Raw -768.347756 + Penalty 224.684272 = -543.663484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.172553 sec): 3 clusters Score: Raw -781.933048 + Penalty 449.801296 = -332.131752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.173060 sec): 2 clusters Score: Raw -888.590624 + Penalty 236.292370 = -652.298254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.173286 sec): 3 clusters Score: Raw -887.259231 + Penalty 480.667202 = -406.592029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.173761 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.173985 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.174461 sec): 2 clusters Score: Raw -336.777982 + Penalty 92.167447 = -244.610536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.174671 sec): 3 clusters Score: Raw -332.180205 + Penalty 158.277535 = -173.902670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.175145 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.175347 sec): 3 clusters Score: Raw -235.465403 + Penalty 84.113808 = -151.351596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.175850 sec): 2 clusters Score: Raw -1167.477075 + Penalty 234.419135 = -933.057939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.176086 sec): 3 clusters Score: Raw -1163.993585 + Penalty 469.995083 = -693.998502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.176584 sec): 2 clusters Score: Raw -1061.651244 + Penalty 264.035488 = -797.615756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.176818 sec): 3 clusters Score: Raw -1071.197836 + Penalty 525.721992 = -545.475844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.177319 sec): 2 clusters Score: Raw -1120.226382 + Penalty 313.576634 = -806.649748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.177560 sec): 3 clusters Score: Raw -1115.220272 + Penalty 630.662117 = -484.558154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.178069 sec): 2 clusters Score: Raw -894.670884 + Penalty 272.399201 = -622.271683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.178303 sec): 3 clusters Score: Raw -894.214305 + Penalty 547.090049 = -347.124255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.178840 sec): 2 clusters Score: Raw -565.116504 + Penalty 225.639627 = -339.476876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.179082 sec): 3 clusters Score: Raw -552.959391 + Penalty 451.279255 = -101.680136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.179570 sec): 2 clusters Score: Raw -366.247017 + Penalty 160.632404 = -205.614613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.179788 sec): 3 clusters Score: Raw -357.590684 + Penalty 160.632404 = -196.958281 nChanged 1 SP:Iteration 1F (33.179982 sec): 2 clusters Score: Raw -366.247017 + Penalty 160.632404 = -205.614613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.180482 sec): 2 clusters Score: Raw -1220.462131 + Penalty 347.451353 = -873.010778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.180713 sec): 3 clusters Score: Raw -1229.753859 + Penalty 686.168317 = -543.585542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.181253 sec): 2 clusters Score: Raw -1589.404640 + Penalty 340.980663 = -1248.423977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.181496 sec): 3 clusters Score: Raw -1616.428685 + Penalty 683.587062 = -932.841623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.182026 sec): 2 clusters Score: Raw -2387.603111 + Penalty 414.265420 = -1973.337691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.182279 sec): 3 clusters Score: Raw -2405.983588 + Penalty 808.802953 = -1597.180635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.182758 sec): 2 clusters Score: Raw -459.966371 + Penalty 172.970675 = -286.995697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.182974 sec): 3 clusters Score: Raw -448.676839 + Penalty 339.548776 = -109.128063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.183453 sec): 2 clusters Score: Raw -533.905969 + Penalty 180.851907 = -353.054062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.183670 sec): 3 clusters Score: Raw -525.989219 + Penalty 372.114848 = -153.874370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.184296 sec): 2 clusters Score: Raw -5879.420533 + Penalty 485.744422 = -5393.676110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.184618 sec): 3 clusters Score: Raw -5882.877997 + Penalty 970.585072 = -4912.292924 nChanged 2 SP:Iteration 1Q (33.184933 sec): 3 clusters Score: Raw -5891.544791 + Penalty 970.585072 = -4920.959719 nChanged 0 SP:Iteration 2F (33.185250 sec): 3 clusters Score: Raw -5891.544791 + Penalty 970.585072 = -4920.959719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.185744 sec): 2 clusters Score: Raw -974.907298 + Penalty 287.805910 = -687.101388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.185971 sec): 3 clusters Score: Raw -988.271257 + Penalty 579.321998 = -408.949258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.186462 sec): 2 clusters Score: Raw -978.588273 + Penalty 328.092197 = -650.496075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.186685 sec): 3 clusters Score: Raw -960.713202 + Penalty 328.092197 = -632.621005 nChanged 2 SP:Iteration 1F (33.186886 sec): 2 clusters Score: Raw -978.588273 + Penalty 328.092197 = -650.496075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.187445 sec): 2 clusters Score: Raw -3130.002950 + Penalty 326.743941 = -2803.259009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.187719 sec): 3 clusters Score: Raw -3148.631739 + Penalty 646.968982 = -2501.662757 nChanged 1 SP:Iteration 1Q (33.187985 sec): 3 clusters Score: Raw -3150.957118 + Penalty 646.968982 = -2503.988137 nChanged 0 SP:Iteration 2F (33.188253 sec): 3 clusters Score: Raw -3150.957118 + Penalty 646.968982 = -2503.988137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.188739 sec): 2 clusters Score: Raw -626.400384 + Penalty 201.630050 = -424.770334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.188982 sec): 3 clusters Score: Raw -623.103515 + Penalty 400.385799 = -222.717715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.189454 sec): 2 clusters Score: Raw -261.509253 + Penalty 105.897170 = -155.612083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.189664 sec): 3 clusters Score: Raw -255.300884 + Penalty 203.689153 = -51.611731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.190154 sec): 2 clusters Score: Raw -922.253764 + Penalty 258.973257 = -663.280507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.190379 sec): 3 clusters Score: Raw -913.606207 + Penalty 511.322695 = -402.283513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.190898 sec): 2 clusters Score: Raw -1992.356492 + Penalty 427.307679 = -1565.048813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.191146 sec): 3 clusters Score: Raw -2002.685730 + Penalty 859.744927 = -1142.940803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.191637 sec): 2 clusters Score: Raw -614.491373 + Penalty 147.868498 = -466.622875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.191857 sec): 3 clusters Score: Raw -607.324073 + Penalty 312.232467 = -295.091605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.192397 sec): 2 clusters Score: Raw -2499.266434 + Penalty 254.155510 = -2245.110923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.192658 sec): 3 clusters Score: Raw -2517.403404 + Penalty 503.971192 = -2013.432213 nChanged 1 SP:Iteration 1Q (33.192912 sec): 3 clusters Score: Raw -2520.606025 + Penalty 503.971192 = -2016.634833 nChanged 0 SP:Iteration 2F (33.193168 sec): 3 clusters Score: Raw -2520.606025 + Penalty 503.971192 = -2016.634833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.193637 sec): 2 clusters Score: Raw -280.988461 + Penalty 142.562709 = -138.425753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.193834 sec): 2 clusters Score: Raw -280.988461 + Penalty 142.562709 = -138.425753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.194325 sec): 2 clusters Score: Raw -971.218765 + Penalty 258.309950 = -712.908815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.194551 sec): 3 clusters Score: Raw -983.670795 + Penalty 514.284563 = -469.386232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.195033 sec): 2 clusters Score: Raw -672.464908 + Penalty 226.929056 = -445.535852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.195253 sec): 3 clusters Score: Raw -704.063476 + Penalty 453.858113 = -250.205363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.195721 sec): 2 clusters Score: Raw -263.608710 + Penalty 108.402648 = -155.206062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.195949 sec): 3 clusters Score: Raw -256.291010 + Penalty 222.187052 = -34.103958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.196431 sec): 2 clusters Score: Raw -779.714067 + Penalty 289.532396 = -490.181671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.196649 sec): 3 clusters Score: Raw -766.774955 + Penalty 579.064792 = -187.710163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.197122 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.197334 sec): 3 clusters Score: Raw -341.514134 + Penalty 250.807326 = -90.706808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.197805 sec): 2 clusters Score: Raw -360.799434 + Penalty 137.640778 = -223.158655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.198017 sec): 3 clusters Score: Raw -351.024023 + Penalty 277.582542 = -73.441480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.198489 sec): 2 clusters Score: Raw -264.517159 + Penalty 129.332769 = -135.184390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.198683 sec): 2 clusters Score: Raw -264.517159 + Penalty 129.332769 = -135.184390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.199176 sec): 2 clusters Score: Raw -1147.893614 + Penalty 352.204291 = -795.689324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.199404 sec): 3 clusters Score: Raw -1147.916590 + Penalty 705.759627 = -442.156963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.199938 sec): 2 clusters Score: Raw -2549.123447 + Penalty 439.767207 = -2109.356240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.200198 sec): 3 clusters Score: Raw -2627.722806 + Penalty 876.091343 = -1751.631463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.200732 sec): 2 clusters Score: Raw -2651.268679 + Penalty 460.341854 = -2190.926825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.200993 sec): 3 clusters Score: Raw -2695.338765 + Penalty 916.579715 = -1778.759051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.201470 sec): 2 clusters Score: Raw -464.764327 + Penalty 209.085471 = -255.678856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.201667 sec): 2 clusters Score: Raw -464.764327 + Penalty 209.085471 = -255.678856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.202147 sec): 2 clusters Score: Raw -754.715599 + Penalty 283.182508 = -471.533090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.202367 sec): 3 clusters Score: Raw -753.221236 + Penalty 566.365017 = -186.856220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.202899 sec): 2 clusters Score: Raw -2470.201354 + Penalty 431.821071 = -2038.380283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.203173 sec): 3 clusters Score: Raw -2539.536482 + Penalty 861.361811 = -1678.174671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.203647 sec): 2 clusters Score: Raw -378.648615 + Penalty 185.817942 = -192.830673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.203860 sec): 3 clusters Score: Raw -363.031718 + Penalty 371.635884 = 8.604166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.204325 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.204532 sec): 3 clusters Score: Raw -165.905986 + Penalty 129.776633 = -36.129353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205021 sec): 2 clusters Score: Raw -926.784808 + Penalty 331.305172 = -595.479637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205249 sec): 3 clusters Score: Raw -946.678470 + Penalty 662.610343 = -284.068127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.205722 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.205934 sec): 3 clusters Score: Raw -350.327749 + Penalty 272.949111 = -77.378638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.206444 sec): 2 clusters Score: Raw -1803.729938 + Penalty 427.152691 = -1376.577247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.206687 sec): 3 clusters Score: Raw -1844.590881 + Penalty 852.714766 = -991.876115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.207165 sec): 2 clusters Score: Raw -540.930987 + Penalty 209.628479 = -331.302508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.207382 sec): 3 clusters Score: Raw -538.815462 + Penalty 400.863545 = -137.951917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.207853 sec): 2 clusters Score: Raw -374.297882 + Penalty 181.913657 = -192.384224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.208065 sec): 3 clusters Score: Raw -363.079332 + Penalty 373.004544 = 9.925212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.208535 sec): 2 clusters Score: Raw -175.751179 + Penalty 65.114628 = -110.636551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.208742 sec): 3 clusters Score: Raw -167.256974 + Penalty 130.229255 = -37.027718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.209228 sec): 2 clusters Score: Raw -846.009900 + Penalty 282.146501 = -563.863398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.209452 sec): 3 clusters Score: Raw -841.428586 + Penalty 557.217894 = -284.210692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.209924 sec): 2 clusters Score: Raw -360.126322 + Penalty 167.144767 = -192.981555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210154 sec): 3 clusters Score: Raw -352.084344 + Penalty 340.552791 = -11.531552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.210678 sec): 2 clusters Score: Raw -1988.410322 + Penalty 436.245083 = -1552.165239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.210927 sec): 3 clusters Score: Raw -2037.519799 + Penalty 865.933559 = -1171.586240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.211394 sec): 2 clusters Score: Raw -175.929340 + Penalty 61.933545 = -113.995794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.211598 sec): 3 clusters Score: Raw -166.586849 + Penalty 123.867091 = -42.719758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.212083 sec): 2 clusters Score: Raw -809.624900 + Penalty 228.689724 = -580.935176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.212305 sec): 3 clusters Score: Raw -805.908263 + Penalty 461.296767 = -344.611496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 171 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.212813 sec): 2 clusters Score: Raw -1639.134325 + Penalty 354.273240 = -1284.861085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.213054 sec): 3 clusters Score: Raw -1666.633137 + Penalty 708.552410 = -958.080727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.213525 sec): 2 clusters Score: Raw -339.714770 + Penalty 116.769642 = -222.945128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.213738 sec): 3 clusters Score: Raw -336.338151 + Penalty 233.539284 = -102.798867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.214228 sec): 2 clusters Score: Raw -971.711592 + Penalty 242.691001 = -729.020590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.214455 sec): 3 clusters Score: Raw -977.724781 + Penalty 481.497833 = -496.226948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.214933 sec): 2 clusters Score: Raw -549.865147 + Penalty 192.326866 = -357.538282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.215151 sec): 3 clusters Score: Raw -542.064266 + Penalty 384.653732 = -157.410534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.215622 sec): 2 clusters Score: Raw -358.031522 + Penalty 164.618583 = -193.412938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.215835 sec): 3 clusters Score: Raw -352.741183 + Penalty 329.237167 = -23.504016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216304 sec): 2 clusters Score: Raw -258.744560 + Penalty 92.647994 = -166.096566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.216498 sec): 2 clusters Score: Raw -258.744560 + Penalty 92.647994 = -166.096566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.216988 sec): 2 clusters Score: Raw -477.067169 + Penalty 205.326938 = -271.740231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217205 sec): 3 clusters Score: Raw -461.851423 + Penalty 418.448581 = -43.402842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.217684 sec): 2 clusters Score: Raw -660.244285 + Penalty 278.182697 = -382.061588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.217903 sec): 3 clusters Score: Raw -657.373361 + Penalty 544.458106 = -112.915255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.218399 sec): 2 clusters Score: Raw -1087.739707 + Penalty 252.085773 = -835.653934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.218628 sec): 3 clusters Score: Raw -1087.439292 + Penalty 504.171546 = -583.267746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219116 sec): 2 clusters Score: Raw -515.530274 + Penalty 161.286105 = -354.244169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.219339 sec): 3 clusters Score: Raw -514.056574 + Penalty 322.572209 = -191.484365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219829 sec): 2 clusters Score: Raw -442.071690 + Penalty 128.362067 = -313.709623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220048 sec): 3 clusters Score: Raw -434.801352 + Penalty 251.331740 = -183.469612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.220524 sec): 2 clusters Score: Raw -266.450773 + Penalty 110.480480 = -155.970292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.220733 sec): 3 clusters Score: Raw -257.184145 + Penalty 240.930197 = -16.253948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.221210 sec): 2 clusters Score: Raw -554.137084 + Penalty 202.123489 = -352.013595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.221426 sec): 3 clusters Score: Raw -544.246715 + Penalty 406.646974 = -137.599741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.221949 sec): 2 clusters Score: Raw -2106.565049 + Penalty 364.759469 = -1741.805580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.222200 sec): 3 clusters Score: Raw -2127.697910 + Penalty 730.184901 = -1397.513009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.222671 sec): 2 clusters Score: Raw -270.089989 + Penalty 115.622903 = -154.467086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.222880 sec): 3 clusters Score: Raw -260.330775 + Penalty 237.254324 = -23.076451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.223346 sec): 2 clusters Score: Raw -180.358315 + Penalty 89.268510 = -91.089805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.223553 sec): 3 clusters Score: Raw -172.206580 + Penalty 178.537021 = 6.330441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.224054 sec): 2 clusters Score: Raw -553.588462 + Penalty 199.294807 = -354.293655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.224270 sec): 3 clusters Score: Raw -544.444407 + Penalty 388.722660 = -155.721747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.224761 sec): 2 clusters Score: Raw -989.469793 + Penalty 321.443691 = -668.026102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.224987 sec): 3 clusters Score: Raw -969.492036 + Penalty 642.887382 = -326.604654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.225456 sec): 2 clusters Score: Raw -274.528584 + Penalty 140.286716 = -134.241868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.225651 sec): 2 clusters Score: Raw -274.528584 + Penalty 140.286716 = -134.241868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.226126 sec): 2 clusters Score: Raw -466.193525 + Penalty 206.651736 = -259.541789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.226342 sec): 3 clusters Score: Raw -453.280378 + Penalty 419.575811 = -33.704568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.226814 sec): 2 clusters Score: Raw -330.867871 + Penalty 89.778120 = -241.089752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.227028 sec): 3 clusters Score: Raw -329.535652 + Penalty 179.556239 = -149.979413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.227498 sec): 2 clusters Score: Raw -263.906517 + Penalty 112.751325 = -151.155192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.227707 sec): 3 clusters Score: Raw -256.644326 + Penalty 227.242437 = -29.401889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.228183 sec): 2 clusters Score: Raw -453.639894 + Penalty 199.419406 = -254.220488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.228402 sec): 3 clusters Score: Raw -444.974301 + Penalty 391.038159 = -53.936142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.228879 sec): 2 clusters Score: Raw -570.577517 + Penalty 239.578590 = -330.998927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229097 sec): 3 clusters Score: Raw -557.126897 + Penalty 479.157180 = -77.969718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.229574 sec): 2 clusters Score: Raw -388.747222 + Penalty 68.430600 = -320.316622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.229783 sec): 3 clusters Score: Raw -393.771340 + Penalty 116.661047 = -277.110293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.230267 sec): 2 clusters Score: Raw -547.216305 + Penalty 201.625476 = -345.590828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.230483 sec): 3 clusters Score: Raw -539.266735 + Penalty 426.033123 = -113.233612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.230975 sec): 2 clusters Score: Raw -455.221398 + Penalty 171.718847 = -283.502551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.231189 sec): 3 clusters Score: Raw -446.651251 + Penalty 350.443278 = -96.207973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.231660 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.231872 sec): 3 clusters Score: Raw -348.197058 + Penalty 133.858010 = -214.339048 nChanged 1 SP:Iteration 1F (33.232065 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 207 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.232556 sec): 2 clusters Score: Raw -996.103827 + Penalty 296.802618 = -699.301210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.232785 sec): 3 clusters Score: Raw -1013.072332 + Penalty 590.797985 = -422.274347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.233242 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.233427 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.233898 sec): 2 clusters Score: Raw -376.066469 + Penalty 172.650024 = -203.416444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.234110 sec): 3 clusters Score: Raw -362.375311 + Penalty 345.300049 = -17.075262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.234572 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.234764 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.235242 sec): 2 clusters Score: Raw -555.468012 + Penalty 175.028626 = -380.439386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.235459 sec): 3 clusters Score: Raw -545.089950 + Penalty 342.687622 = -202.402328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 213 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.235940 sec): 2 clusters Score: Raw -766.189328 + Penalty 291.902049 = -474.287279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.236161 sec): 3 clusters Score: Raw -753.478154 + Penalty 605.474269 = -148.003885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 214 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.236657 sec): 2 clusters Score: Raw -1241.331725 + Penalty 345.783519 = -895.548206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.236889 sec): 3 clusters Score: Raw -1245.476294 + Penalty 689.270510 = -556.205784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.237359 sec): 2 clusters Score: Raw -267.680221 + Penalty 98.966956 = -168.713265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.237584 sec): 3 clusters Score: Raw -258.393824 + Penalty 195.777262 = -62.616562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.238075 sec): 2 clusters Score: Raw -864.205969 + Penalty 301.470067 = -562.735902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238299 sec): 3 clusters Score: Raw -848.577732 + Penalty 608.440900 = -240.136832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.238769 sec): 2 clusters Score: Raw -178.305387 + Penalty 85.638486 = -92.666901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.238976 sec): 3 clusters Score: Raw -169.872817 + Penalty 171.276972 = 1.404155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.239443 sec): 2 clusters Score: Raw -172.604913 + Penalty 59.057140 = -113.547773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.239637 sec): 2 clusters Score: Raw -172.604913 + Penalty 59.057140 = -113.547773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240102 sec): 2 clusters Score: Raw -176.196913 + Penalty 74.331420 = -101.865493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240295 sec): 2 clusters Score: Raw -176.196913 + Penalty 74.331420 = -101.865493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.240749 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240931 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.241452 sec): 2 clusters Score: Raw -1697.410722 + Penalty 136.141604 = -1561.269118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.241701 sec): 3 clusters Score: Raw -1708.238605 + Penalty 279.318615 = -1428.919990 nChanged 1 SP:Iteration 1Q (33.241944 sec): 3 clusters Score: Raw -1710.574433 + Penalty 285.746604 = -1424.827829 nChanged 1 SP:Iteration 2F (33.242188 sec): 3 clusters Score: Raw -1715.248780 + Penalty 285.746604 = -1429.502176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.242666 sec): 2 clusters Score: Raw -565.033897 + Penalty 223.314231 = -341.719666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.242883 sec): 3 clusters Score: Raw -555.014949 + Penalty 446.628462 = -108.386487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243336 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.243517 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 242 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.243988 sec): 2 clusters Score: Raw -340.795304 + Penalty 126.154824 = -214.640480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244201 sec): 3 clusters Score: Raw -336.198250 + Penalty 252.309648 = -83.888602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 244 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.244713 sec): 2 clusters Score: Raw -988.209086 + Penalty 205.672394 = -782.536692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.244942 sec): 3 clusters Score: Raw -1000.573098 + Penalty 406.164090 = -594.409007 nChanged 0 Deleting Class 100 (31 points): Lose 149.854345 but Gain 1572.628590 Iteration 20F (36.817292 sec): 201 clusters Score: Raw -3023614.044240 + Penalty 216737.030202 = -2806877.014038 nChanged 688 Deleting Class 147 (12 points): Lose 73.036579 but Gain 1495.004927 Iteration 21Q (37.172693 sec): 199 clusters Score: Raw -3023917.322209 + Penalty 215266.298490 = -2808651.023718 nChanged 494 Deleting Class 142 (8 points): Lose 49.049422 but Gain 1468.616854 Iteration 22Q (37.502399 sec): 198 clusters Score: Raw -3024133.907703 + Penalty 213782.310531 = -2810351.597172 nChanged 431 Deleting Class 82 (19 points): Lose 148.002548 but Gain 1566.099673 Iteration 23Q (37.821988 sec): 197 clusters Score: Raw -3024249.325753 + Penalty 212172.356245 = -2812076.969507 nChanged 379 Deleting Class 129 (10 points): Lose 85.150105 but Gain 1502.928338 Iteration 24Q (38.138393 sec): 196 clusters Score: Raw -3024370.954624 + Penalty 210770.613226 = -2813600.341398 nChanged 299 Deleting Class 50 (18 points): Lose 123.418740 but Gain 1539.593629 Iteration 25Q (38.441216 sec): 195 clusters Score: Raw -3024372.964711 + Penalty 209167.645086 = -2815205.319625 nChanged 247 Deleting Class 213 (8 points): Lose 67.327593 but Gain 1480.636623 Iteration 26Q (38.733307 sec): 194 clusters Score: Raw -3024414.042784 + Penalty 207824.350428 = -2816589.692356 nChanged 219 Deleting Class 157 (10 points): Lose 117.877410 but Gain 1517.646365 Iteration 27Q (39.022729 sec): 193 clusters Score: Raw -3024405.093112 + Penalty 206471.498217 = -2817933.594895 nChanged 182 Deleting Class 178 (7 points): Lose 110.002859 but Gain 1507.875167 Iteration 28Q (39.305679 sec): 192 clusters Score: Raw -3024409.719971 + Penalty 205045.241817 = -2819364.478154 nChanged 162 Deleting Class 106 (54 points): Lose 275.616504 but Gain 1662.954771 Iteration 29Q (39.584665 sec): 191 clusters Score: Raw -3024219.167683 + Penalty 203769.848330 = -2820449.319353 nChanged 191 Deleting Class 193 (11 points): Lose 88.872456 but Gain 1477.303757 Iteration 30F (42.956714 sec): 190 clusters Score: Raw -3024337.529696 + Penalty 202412.683571 = -2821924.846125 nChanged 140 Deleting Class 155 (5 points): Lose 26.095623 but Gain 1413.562245 Iteration 31Q (43.244727 sec): 189 clusters Score: Raw -3024404.127389 + Penalty 200997.330035 = -2823406.797355 nChanged 115 Deleting Class 219 (9 points): Lose 62.306547 but Gain 1447.197516 Iteration 32Q (43.529582 sec): 188 clusters Score: Raw -3024388.307139 + Penalty 199581.693964 = -2824806.613174 nChanged 116 Deleting Class 159 (19 points): Lose 145.424865 but Gain 1530.166353 Iteration 33Q (43.811606 sec): 187 clusters Score: Raw -3024289.144211 + Penalty 198107.955901 = -2826181.188310 nChanged 113 Deleting Class 49 (5 points): Lose 34.536597 but Gain 1419.022924 Iteration 34Q (44.092420 sec): 186 clusters Score: Raw -3024320.035984 + Penalty 196729.118699 = -2827590.917285 nChanged 95 Deleting Class 90 (26 points): Lose 192.270831 but Gain 1549.425669 Iteration 35Q (44.374270 sec): 185 clusters Score: Raw -3024175.446009 + Penalty 195476.727686 = -2828698.718322 nChanged 104 Deleting Class 195 (6 points): Lose 48.622977 but Gain 1414.271221 Iteration 36Q (44.653204 sec): 184 clusters Score: Raw -3024241.822287 + Penalty 194205.847658 = -2830035.974629 nChanged 78 Deleting Class 137 (3 points): Lose 14.532819 but Gain 1368.735545 Iteration 37Q (44.926723 sec): 183 clusters Score: Raw -3024266.954433 + Penalty 192843.126761 = -2831423.827672 nChanged 60 Deleting Class 162 (4 points): Lose 32.685651 but Gain 1384.101400 Iteration 38Q (45.197413 sec): 182 clusters Score: Raw -3024248.590230 + Penalty 191463.085910 = -2832785.504320 nChanged 50 Deleting Class 214 (16 points): Lose 106.921119 but Gain 1456.355526 Iteration 39Q (45.457181 sec): 181 clusters Score: Raw -3024152.825673 + Penalty 190016.057365 = -2834136.768308 nChanged 53 Deleting Class 200 (6 points): Lose 61.891325 but Gain 1410.348223 Iteration 40F (48.656567 sec): 180 clusters Score: Raw -3024119.953086 + Penalty 188702.132114 = -2835417.820972 nChanged 40 Deleting Class 120 (13 points): Lose 82.187920 but Gain 1428.806023 Iteration 41Q (48.912475 sec): 179 clusters Score: Raw -3024076.731033 + Penalty 187316.895210 = -2836759.835823 nChanged 38 Deleting Class 67 (72 points): Lose 343.021999 but Gain 1686.452039 Iteration 42Q (49.166234 sec): 178 clusters Score: Raw -3023773.813743 + Penalty 185703.951877 = -2838069.861866 nChanged 106 Deleting Class 153 (8 points): Lose 98.924054 but Gain 1436.407845 Iteration 43Q (49.428534 sec): 177 clusters Score: Raw -3023849.110494 + Penalty 184302.872489 = -2839546.238005 nChanged 45 Deleting Class 177 (6 points): Lose 51.215210 but Gain 1384.207016 Iteration 44Q (49.682564 sec): 176 clusters Score: Raw -3023836.971633 + Penalty 182935.358807 = -2840901.612826 nChanged 46 Deleting Class 134 (25 points): Lose 185.043682 but Gain 1510.755248 Iteration 45Q (49.942730 sec): 175 clusters Score: Raw -3023676.240599 + Penalty 181553.883798 = -2842122.356801 nChanged 60 Deleting Class 165 (11 points): Lose 74.193254 but Gain 1396.116648 Iteration 46Q (50.203904 sec): 174 clusters Score: Raw -3023676.163190 + Penalty 180188.902127 = -2843487.261063 nChanged 43 Deleting Class 167 (22 points): Lose 175.034981 but Gain 1488.619264 Iteration 47Q (50.457975 sec): 173 clusters Score: Raw -3023532.124969 + Penalty 178773.274568 = -2844758.850401 nChanged 52 Deleting Class 95 (58 points): Lose 270.250765 but Gain 1578.422333 Iteration 48Q (50.711579 sec): 172 clusters Score: Raw -3023321.914086 + Penalty 177533.966677 = -2845787.947408 nChanged 98 Deleting Class 151 (5 points): Lose 62.342426 but Gain 1370.274853 Iteration 49Q (50.967681 sec): 171 clusters Score: Raw -3023430.148265 + Penalty 176196.695071 = -2847233.453195 nChanged 59 Deleting Class 194 (3 points): Lose 39.783340 but Gain 1346.883881 Iteration 50F (53.990918 sec): 170 clusters Score: Raw -3023439.258663 + Penalty 174886.969228 = -2848552.289435 nChanged 57 Deleting Class 224 (2 points): Lose 6.462816 but Gain 1303.171518 Iteration 51Q (54.240596 sec): 169 clusters Score: Raw -3023480.962919 + Penalty 173600.667657 = -2849880.295262 nChanged 56 Deleting Class 150 (30 points): Lose 166.629518 but Gain 1453.891819 Iteration 52Q (54.491660 sec): 168 clusters Score: Raw -3023382.622940 + Penalty 172289.763546 = -2851092.859394 nChanged 94 Deleting Class 117 (6 points): Lose 46.029217 but Gain 1328.292515 Iteration 53Q (54.745272 sec): 167 clusters Score: Raw -3023434.299833 + Penalty 170936.197675 = -2852498.102158 nChanged 65 Deleting Class 233 (6 points): Lose 33.907306 but Gain 1314.603400 Iteration 54Q (54.992672 sec): 166 clusters Score: Raw -3023439.736567 + Penalty 169631.465175 = -2853808.271392 nChanged 63 Deleting Class 115 (12 points): Lose 55.580076 but Gain 1331.041742 Iteration 55Q (55.238799 sec): 165 clusters Score: Raw -3023410.902340 + Penalty 168291.367143 = -2855119.535197 nChanged 77 Deleting Class 190 (2 points): Lose 86.929383 but Gain 1358.410052 Iteration 56Q (55.485818 sec): 164 clusters Score: Raw -3023369.181868 + Penalty 166955.089883 = -2856414.091985 nChanged 80 Deleting Class 94 (14 points): Lose 91.466016 but Gain 1347.676831 Iteration 57Q (55.732987 sec): 163 clusters Score: Raw -3023332.507705 + Penalty 165622.077890 = -2857710.429815 nChanged 83 Deleting Class 124 (24 points): Lose 106.599965 but Gain 1354.747337 Iteration 58Q (55.979408 sec): 162 clusters Score: Raw -3023269.847117 + Penalty 164438.271438 = -2858831.575679 nChanged 91 Deleting Class 64 (5 points): Lose 31.603436 but Gain 1279.043087 Iteration 59Q (56.226461 sec): 161 clusters Score: Raw -3023299.905211 + Penalty 163186.865280 = -2860113.039932 nChanged 65 Deleting Class 166 (3 points): Lose 97.764600 but Gain 1338.140329 Iteration 60F (59.070017 sec): 160 clusters Score: Raw -3023291.172878 + Penalty 161933.310140 = -2861357.862737 nChanged 58 Deleting Class 148 (31 points): Lose 159.145183 but Gain 1397.583469 Iteration 61Q (59.311153 sec): 159 clusters Score: Raw -3023193.470856 + Penalty 160819.171558 = -2862374.299299 nChanged 67 Deleting Class 198 (6 points): Lose 51.523215 but Gain 1286.714492 Iteration 62Q (59.554114 sec): 158 clusters Score: Raw -3023263.829068 + Penalty 159731.723200 = -2863532.105869 nChanged 49 Deleting Class 56 (32 points): Lose 178.310137 but Gain 1409.299410 Iteration 63Q (59.802179 sec): 157 clusters Score: Raw -3023141.043901 + Penalty 158394.963651 = -2864746.080250 nChanged 64 Deleting Class 32 (102 points): Lose 351.622833 but Gain 1583.424753 Iteration 64Q (60.042811 sec): 156 clusters Score: Raw -3022874.531475 + Penalty 156978.777051 = -2865895.754423 nChanged 138 Deleting Class 207 (11 points): Lose 74.935357 but Gain 1305.556211 Iteration 65Q (60.286773 sec): 155 clusters Score: Raw -3023026.646079 + Penalty 155770.137154 = -2867256.508924 nChanged 62 Deleting Class 175 (4 points): Lose 32.251306 but Gain 1252.510754 Iteration 66Q (60.530421 sec): 154 clusters Score: Raw -3023052.077409 + Penalty 154544.947138 = -2868507.130271 nChanged 56 Deleting Class 14 (3 points): Lose 16.090568 but Gain 1235.830308 Iteration 67Q (60.764804 sec): 153 clusters Score: Raw -3023067.041671 + Penalty 153337.158688 = -2869729.882983 nChanged 47 Deleting Class 210 (3 points): Lose 20.664506 but Gain 1236.403514 Iteration 68Q (61.000148 sec): 152 clusters Score: Raw -3023073.453358 + Penalty 152108.204794 = -2870965.248564 nChanged 30 Deleting Class 59 (24 points): Lose 115.756785 but Gain 1330.768220 Iteration 69Q (61.232406 sec): 151 clusters Score: Raw -3022970.641837 + Penalty 150907.643813 = -2872062.998024 nChanged 55 Deleting Class 171 (22 points): Lose 109.732911 but Gain 1336.765706 Iteration 70F (63.903949 sec): 150 clusters Score: Raw -3022955.754827 + Penalty 149613.559694 = -2873342.195132 nChanged 68 Deleting Class 128 (12 points): Lose 70.794280 but Gain 1285.092470 Iteration 71Q (64.136894 sec): 149 clusters Score: Raw -3022949.105024 + Penalty 148422.220282 = -2874526.884742 nChanged 53 Deleting Class 119 (4 points): Lose 11.309340 but Gain 1222.181656 Iteration 72Q (64.368215 sec): 148 clusters Score: Raw -3022987.716066 + Penalty 147219.894645 = -2875767.821422 nChanged 44 Deleting Class 116 (12 points): Lose 75.856444 but Gain 1284.886775 Iteration 73Q (64.599803 sec): 147 clusters Score: Raw -3022934.756790 + Penalty 146015.606541 = -2876919.150249 nChanged 41 Deleting Class 43 (19 points): Lose 114.779310 but Gain 1323.584815 Iteration 74Q (64.836767 sec): 146 clusters Score: Raw -3022857.414068 + Penalty 144959.068461 = -2877898.345607 nChanged 45 Deleting Class 161 (6 points): Lose 31.921664 but Gain 1234.038289 Iteration 75Q (65.073658 sec): 145 clusters Score: Raw -3022902.660170 + Penalty 143766.277609 = -2879136.382561 nChanged 27 Deleting Class 98 (12 points): Lose 150.221621 but Gain 1346.415507 Iteration 76Q (65.308208 sec): 144 clusters Score: Raw -3022787.062808 + Penalty 142467.732482 = -2880319.330326 nChanged 27 Deleting Class 123 (21 points): Lose 105.095597 but Gain 1296.762992 Iteration 77Q (65.542510 sec): 143 clusters Score: Raw -3022760.792922 + Penalty 141250.408097 = -2881510.384825 nChanged 37 Deleting Class 187 (7 points): Lose 54.134469 but Gain 1245.587954 Iteration 78Q (65.774663 sec): 142 clusters Score: Raw -3022811.634400 + Penalty 139994.275100 = -2882817.359299 nChanged 18 Deleting Class 89 (25 points): Lose 122.862797 but Gain 1313.595977 Iteration 79Q (66.006448 sec): 141 clusters Score: Raw -3022711.058088 + Penalty 138701.101732 = -2884009.956356 nChanged 33 Deleting Class 54 (81 points): Lose 366.343893 but Gain 1555.248694 Iteration 80F (68.513655 sec): 140 clusters Score: Raw -3022399.653553 + Penalty 137242.217496 = -2885157.436057 nChanged 87 Deleting Class 103 (7 points): Lose 47.653960 but Gain 1236.468867 Iteration 81Q (68.739910 sec): 139 clusters Score: Raw -3022526.367010 + Penalty 136024.669774 = -2886501.697236 nChanged 30 Deleting Class 202 (7 points): Lose 45.749704 but Gain 1229.172060 Iteration 82Q (68.960713 sec): 138 clusters Score: Raw -3022519.668547 + Penalty 134822.454632 = -2887697.213915 nChanged 20 Deleting Class 188 (24 points): Lose 111.079223 but Gain 1290.586268 Iteration 83Q (69.179199 sec): 137 clusters Score: Raw -3022439.032217 + Penalty 133555.559125 = -2888883.473092 nChanged 32 Deleting Class 74 (11 points): Lose 76.510370 but Gain 1253.183575 Iteration 84Q (69.398640 sec): 136 clusters Score: Raw -3022402.074062 + Penalty 132299.361279 = -2890102.712782 nChanged 17 Deleting Class 146 (5 points): Lose 47.434614 but Gain 1215.694612 Iteration 85Q (69.620914 sec): 135 clusters Score: Raw -3022374.559321 + Penalty 131006.559701 = -2891367.999620 nChanged 12 Deleting Class 63 (7 points): Lose 44.231569 but Gain 1211.941236 Iteration 86Q (69.838144 sec): 134 clusters Score: Raw -3022372.982875 + Penalty 129796.521970 = -2892576.460905 nChanged 12 Deleting Class 154 (30 points): Lose 214.710361 but Gain 1382.428402 Iteration 87Q (70.055272 sec): 133 clusters Score: Raw -3022170.748826 + Penalty 128432.193857 = -2893738.554970 nChanged 38 Deleting Class 99 (12 points): Lose 56.863062 but Gain 1216.812778 Iteration 88Q (70.273612 sec): 132 clusters Score: Raw -3022189.967533 + Penalty 127210.936913 = -2894979.030620 nChanged 25 Deleting Class 133 (10 points): Lose 32.154031 but Gain 1186.307537 Iteration 89Q (70.490715 sec): 131 clusters Score: Raw -3022190.259002 + Penalty 126053.023103 = -2896137.235899 nChanged 31 Deleting Class 170 (9 points): Lose 38.004163 but Gain 1190.197606 Iteration 90F (72.857598 sec): 130 clusters Score: Raw -3022186.952633 + Penalty 124903.633099 = -2897283.319534 nChanged 22 Deleting Class 180 (11 points): Lose 74.288767 but Gain 1239.705178 Iteration 91Q (73.069868 sec): 129 clusters Score: Raw -3022141.538382 + Penalty 123735.411626 = -2898406.126756 nChanged 22 Deleting Class 55 (14 points): Lose 136.462582 but Gain 1287.129131 Iteration 92Q (73.283860 sec): 128 clusters Score: Raw -3022031.167879 + Penalty 122471.963610 = -2899559.204269 nChanged 25 Deleting Class 29 (30 points): Lose 151.922822 but Gain 1301.063636 Iteration 93Q (73.497051 sec): 127 clusters Score: Raw -3021909.948483 + Penalty 121210.428668 = -2900699.519815 nChanged 37 Deleting Class 192 (6 points): Lose 28.164739 but Gain 1173.206160 Iteration 94Q (73.711235 sec): 126 clusters Score: Raw -3021932.395143 + Penalty 120046.145446 = -2901886.249698 nChanged 16 Deleting Class 87 (4 points): Lose 47.230210 but Gain 1188.397721 Iteration 95Q (73.921221 sec): 125 clusters Score: Raw -3021902.834825 + Penalty 118872.718426 = -2903030.116399 nChanged 13 Deleting Class 102 (11 points): Lose 47.153163 but Gain 1175.860020 Iteration 96Q (74.137745 sec): 124 clusters Score: Raw -3021876.181447 + Penalty 117697.199763 = -2904178.981684 nChanged 16 Deleting Class 26 (7 points): Lose 49.710313 but Gain 1173.846383 Iteration 97Q (74.353127 sec): 123 clusters Score: Raw -3021846.314131 + Penalty 116535.403725 = -2905310.910406 nChanged 11 Deleting Class 228 (2 points): Lose 15.940019 but Gain 1131.110489 Iteration 98Q (74.567395 sec): 122 clusters Score: Raw -3021850.407145 + Penalty 115397.699434 = -2906452.707711 nChanged 8 Deleting Class 113 (13 points): Lose 85.573982 but Gain 1198.832923 Iteration 99Q (74.781638 sec): 121 clusters Score: Raw -3021778.125711 + Penalty 114251.584779 = -2907526.540932 nChanged 15 Deleting Class 144 (5 points): Lose 36.019441 but Gain 1148.532606 Iteration 100F (76.921213 sec): 120 clusters Score: Raw -3021769.712453 + Penalty 113108.142101 = -2908661.570352 nChanged 10 Deleting Class 226 (3 points): Lose 37.132707 but Gain 1149.489886 Iteration 101Q (77.125742 sec): 119 clusters Score: Raw -3021740.782163 + Penalty 111972.981897 = -2909767.800266 nChanged 7 Deleting Class 203 (5 points): Lose 15.304656 but Gain 1125.386744 Iteration 102Q (77.329118 sec): 118 clusters Score: Raw -3021734.706736 + Penalty 110847.560838 = -2910887.145898 nChanged 6 Deleting Class 125 (5 points): Lose 23.605252 but Gain 1133.590798 Iteration 103Q (77.532704 sec): 117 clusters Score: Raw -3021717.474337 + Penalty 109714.518950 = -2912002.955387 nChanged 8 Deleting Class 76 (23 points): Lose 105.240325 but Gain 1214.548988 Iteration 104Q (77.734976 sec): 116 clusters Score: Raw -3021619.563405 + Penalty 108518.177302 = -2913101.386102 nChanged 24 Deleting Class 174 (6 points): Lose 25.717115 but Gain 1132.187370 Iteration 105Q (77.938774 sec): 115 clusters Score: Raw -3021627.432137 + Penalty 107391.477846 = -2914235.954292 nChanged 12 Deleting Class 189 (3 points): Lose 3.676320 but Gain 1110.088176 Iteration 106Q (78.141228 sec): 114 clusters Score: Raw -3021635.350160 + Penalty 106284.339969 = -2915351.010191 nChanged 7 Deleting Class 138 (11 points): Lose 34.811344 but Gain 1136.237146 Iteration 107Q (78.340526 sec): 113 clusters Score: Raw -3021605.018319 + Penalty 105156.783521 = -2916448.234798 nChanged 13 Deleting Class 27 (57 points): Lose 211.105810 but Gain 1305.352395 Iteration 108Q (78.540575 sec): 112 clusters Score: Raw -3021408.690081 + Penalty 104050.580179 = -2917358.109902 nChanged 61 Deleting Class 70 (5 points): Lose 35.558191 but Gain 1121.453460 Iteration 109Q (78.743249 sec): 111 clusters Score: Raw -3021481.324355 + Penalty 102919.792256 = -2918561.532099 nChanged 20 Deleting Class 97 (4 points): Lose 25.919712 but Gain 1111.543739 Iteration 110F (80.710322 sec): 110 clusters Score: Raw -3021473.411210 + Penalty 101852.367478 = -2919621.043732 nChanged 10 Deleting Class 172 (7 points): Lose 54.629416 but Gain 1133.465500 Iteration 111Q (80.908584 sec): 109 clusters Score: Raw -3021443.158676 + Penalty 100718.771626 = -2920724.387051 nChanged 12 Deleting Class 131 (7 points): Lose 15.030616 but Gain 1092.925437 Iteration 112Q (81.106135 sec): 108 clusters Score: Raw -3021438.468570 + Penalty 99631.310929 = -2921807.157641 nChanged 10 Deleting Class 91 (5 points): Lose 30.643815 but Gain 1107.956091 Iteration 113Q (81.301315 sec): 107 clusters Score: Raw -3021418.686321 + Penalty 98535.100862 = -2922883.585458 nChanged 6 Deleting Class 176 (3 points): Lose 44.451709 but Gain 1111.661958 Iteration 114Q (81.497540 sec): 106 clusters Score: Raw -3021387.221365 + Penalty 97433.535157 = -2923953.686208 nChanged 5 Deleting Class 42 (22 points): Lose 68.140192 but Gain 1132.947710 Iteration 115Q (81.690338 sec): 105 clusters Score: Raw -3021330.232795 + Penalty 96308.255471 = -2925021.977323 nChanged 28 Deleting Class 60 (172 points): Lose 564.862306 but Gain 1627.746664 Iteration 116Q (81.883581 sec): 104 clusters Score: Raw -3020794.161596 + Penalty 94754.362146 = -2926039.799449 nChanged 176 Deleting Class 197 (3 points): Lose 21.772477 but Gain 1082.518332 Iteration 117Q (82.084364 sec): 103 clusters Score: Raw -3021066.498770 + Penalty 93660.145590 = -2927406.353180 nChanged 35 Deleting Class 173 (11 points): Lose 37.005729 but Gain 1096.875666 Iteration 118Q (82.278018 sec): 102 clusters Score: Raw -3021064.731030 + Penalty 92571.356307 = -2928493.374722 nChanged 27 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3021064.731030 + Penalty 92571.356307 = -2928493.374722Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.413658 sec): 2 clusters Score: Raw -222706.767660 + Penalty 150.436984 = -222556.330676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.418963 sec): 3 clusters Score: Raw -220973.097945 + Penalty 301.071283 = -220672.026661 nChanged 1241 SP:Iteration 1F (82.423990 sec): 3 clusters Score: Raw -221913.697566 + Penalty 303.090607 = -221610.606959 nChanged 286 SP:Iteration 2F (82.429195 sec): 3 clusters Score: Raw -222128.838435 + Penalty 306.444418 = -221822.394017 nChanged 206 SP:Iteration 3F (82.434031 sec): 3 clusters Score: Raw -222281.123044 + Penalty 310.568878 = -221970.554166 nChanged 145 SP:Iteration 4F (82.439005 sec): 3 clusters Score: Raw -222372.820415 + Penalty 315.471534 = -222057.348881 nChanged 133 SP:Iteration 5Q (82.443966 sec): 3 clusters Score: Raw -222462.689822 + Penalty 317.077408 = -222145.612414 nChanged 98 SP:Iteration 6Q (82.448508 sec): 3 clusters Score: Raw -222520.521903 + Penalty 319.299057 = -222201.222846 nChanged 82 SP:Iteration 7Q (82.453125 sec): 3 clusters Score: Raw -222567.749844 + Penalty 319.634883 = -222248.114961 nChanged 68 SP:Iteration 8Q (82.457567 sec): 3 clusters Score: Raw -222604.588804 + Penalty 320.489669 = -222284.099135 nChanged 59 SP:Iteration 9Q (82.462023 sec): 3 clusters Score: Raw -222631.045630 + Penalty 323.077943 = -222307.967686 nChanged 53 SP:Iteration 10F (82.466907 sec): 3 clusters Score: Raw -222652.472075 + Penalty 324.677774 = -222327.794301 nChanged 47 SP:Iteration 11Q (82.471383 sec): 3 clusters Score: Raw -222670.351160 + Penalty 325.385948 = -222344.965212 nChanged 39 SP:Iteration 12Q (82.476048 sec): 3 clusters Score: Raw -222684.348708 + Penalty 324.917549 = -222359.431158 nChanged 29 SP:Iteration 13Q (82.480349 sec): 3 clusters Score: Raw -222693.440916 + Penalty 326.794891 = -222366.646025 nChanged 24 SP:Iteration 14Q (82.484619 sec): 3 clusters Score: Raw -222707.147953 + Penalty 325.728805 = -222381.419148 nChanged 17 SP:Iteration 15Q (82.489146 sec): 3 clusters Score: Raw -222713.004555 + Penalty 324.400360 = -222388.604194 nChanged 13 SP:Iteration 16Q (82.493731 sec): 3 clusters Score: Raw -222718.277238 + Penalty 325.200869 = -222393.076369 nChanged 15 SP:Iteration 17Q (82.497947 sec): 3 clusters Score: Raw -222723.102703 + Penalty 323.656145 = -222399.446558 nChanged 11 SP:Iteration 18Q (82.502160 sec): 3 clusters Score: Raw -222725.967358 + Penalty 324.134339 = -222401.833019 nChanged 7 SP:Iteration 19Q (82.506530 sec): 3 clusters Score: Raw -222727.315264 + Penalty 324.221884 = -222403.093379 nChanged 3 SP:Iteration 20F (82.511565 sec): 3 clusters Score: Raw -222727.879303 + Penalty 324.566892 = -222403.312411 nChanged 3 SP:Iteration 21Q (82.515838 sec): 3 clusters Score: Raw -222728.240025 + Penalty 324.746606 = -222403.493419 nChanged 2 SP:Iteration 22Q (82.520221 sec): 3 clusters Score: Raw -222728.417104 + Penalty 325.002783 = -222403.414321 nChanged 2 SP:Iteration 23F (82.525174 sec): 3 clusters Score: Raw -222728.637616 + Penalty 325.050742 = -222403.586874 nChanged 3 SP:Iteration 24Q (82.529659 sec): 3 clusters Score: Raw -222729.156120 + Penalty 325.405609 = -222403.750511 nChanged 2 SP:Iteration 25Q (82.533896 sec): 3 clusters Score: Raw -222729.483708 + Penalty 325.405609 = -222404.078100 nChanged 0 SP:Iteration 26F (82.538820 sec): 3 clusters Score: Raw -222729.483708 + Penalty 325.405609 = -222404.078100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.540280 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.540869 sec): 3 clusters Score: Raw -17513.743344 + Penalty 291.830045 = -17221.913298 nChanged 73 SP:Iteration 1F (82.541446 sec): 3 clusters Score: Raw -17575.935820 + Penalty 295.248788 = -17280.687032 nChanged 20 SP:Iteration 2F (82.542022 sec): 3 clusters Score: Raw -17586.139671 + Penalty 301.051783 = -17285.087887 nChanged 12 SP:Iteration 3F (82.542598 sec): 3 clusters Score: Raw -17589.904738 + Penalty 314.485099 = -17275.419639 nChanged 19 SP:Iteration 4F (82.543154 sec): 3 clusters Score: Raw -17610.029765 + Penalty 598.040617 = -17011.989148 nChanged 34 SP:Iteration 5F (82.543770 sec): 3 clusters Score: Raw -17657.349770 + Penalty 145.031971 = -17512.317799 nChanged 4 SP:Iteration 6Q (82.544236 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 SP:Iteration 7F (82.544698 sec): 2 clusters Score: Raw -17664.061084 + Penalty 145.031971 = -17519.029113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.546068 sec): 2 clusters Score: Raw -12077.550742 + Penalty 310.578749 = -11766.971993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.546557 sec): 3 clusters Score: Raw -12031.248059 + Penalty 621.359205 = -11409.888854 nChanged 34 SP:Iteration 1F (82.547026 sec): 3 clusters Score: Raw -12077.810179 + Penalty 621.729240 = -11456.080938 nChanged 9 SP:Iteration 2F (82.547496 sec): 3 clusters Score: Raw -12087.931863 + Penalty 621.340572 = -11466.591291 nChanged 3 SP:Iteration 3Q (82.547961 sec): 3 clusters Score: Raw -12093.679572 + Penalty 620.663752 = -11473.015819 nChanged 4 SP:Iteration 4Q (82.548423 sec): 3 clusters Score: Raw -12103.795914 + Penalty 619.735537 = -11484.060376 nChanged 3 SP:Iteration 5Q (82.548885 sec): 3 clusters Score: Raw -12110.628092 + Penalty 619.387327 = -11491.240765 nChanged 2 SP:Iteration 6Q (82.549345 sec): 3 clusters Score: Raw -12114.535871 + Penalty 619.051808 = -11495.484063 nChanged 2 SP:Iteration 7Q (82.549806 sec): 3 clusters Score: Raw -12115.411408 + Penalty 619.051808 = -11496.359600 nChanged 0 SP:Iteration 8F (82.550294 sec): 3 clusters Score: Raw -12115.411408 + Penalty 619.051808 = -11496.359600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.556804 sec): 2 clusters Score: Raw -139901.825120 + Penalty 373.120936 = -139528.704185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.560197 sec): 3 clusters Score: Raw -138940.348055 + Penalty 743.605433 = -138196.742622 nChanged 680 SP:Iteration 1F (82.563558 sec): 3 clusters Score: Raw -139364.851284 + Penalty 743.007859 = -138621.843425 nChanged 146 SP:Iteration 2F (82.566685 sec): 3 clusters Score: Raw -139469.878730 + Penalty 746.316139 = -138723.562591 nChanged 123 SP:Iteration 3F (82.569718 sec): 3 clusters Score: Raw -139582.375809 + Penalty 753.978401 = -138828.397407 nChanged 117 SP:Iteration 4F (82.572926 sec): 3 clusters Score: Raw -139687.493963 + Penalty 763.807028 = -138923.686935 nChanged 87 SP:Iteration 5F (82.576188 sec): 3 clusters Score: Raw -139746.486883 + Penalty 771.678878 = -138974.808004 nChanged 50 SP:Iteration 6Q (82.579205 sec): 3 clusters Score: Raw -139772.415899 + Penalty 776.201995 = -138996.213904 nChanged 29 SP:Iteration 7Q (82.582350 sec): 3 clusters Score: Raw -139784.142064 + Penalty 781.637289 = -139002.504776 nChanged 23 SP:Iteration 8Q (82.585582 sec): 3 clusters Score: Raw -139791.581050 + Penalty 786.208294 = -139005.372756 nChanged 18 SP:Iteration 9Q (82.588654 sec): 3 clusters Score: Raw -139798.588273 + Penalty 792.462726 = -139006.125548 nChanged 24 SP:Iteration 10F (82.591807 sec): 3 clusters Score: Raw -139811.623579 + Penalty 798.764848 = -139012.858730 nChanged 28 SP:Iteration 11Q (82.594758 sec): 3 clusters Score: Raw -139826.553800 + Penalty 804.241964 = -139022.311836 nChanged 26 SP:Iteration 12Q (82.597731 sec): 3 clusters Score: Raw -139836.000887 + Penalty 807.045861 = -139028.955026 nChanged 19 SP:Iteration 13Q (82.600632 sec): 3 clusters Score: Raw -139840.910322 + Penalty 810.254151 = -139030.656171 nChanged 12 SP:Iteration 14Q (82.603506 sec): 3 clusters Score: Raw -139844.395021 + Penalty 812.960402 = -139031.434619 nChanged 14 SP:Iteration 15Q (82.606523 sec): 3 clusters Score: Raw -139849.041500 + Penalty 815.711499 = -139033.330001 nChanged 14 SP:Iteration 16Q (82.609680 sec): 3 clusters Score: Raw -139852.326485 + Penalty 819.214276 = -139033.112209 nChanged 13 SP:Iteration 17F (82.612748 sec): 3 clusters Score: Raw -139855.541635 + Penalty 822.011511 = -139033.530124 nChanged 13 SP:Iteration 18Q (82.615687 sec): 3 clusters Score: Raw -139858.783675 + Penalty 826.241739 = -139032.541937 nChanged 15 SP:Iteration 19F (82.618715 sec): 3 clusters Score: Raw -139862.473552 + Penalty 829.672920 = -139032.800632 nChanged 11 SP:Iteration 20F (82.621904 sec): 3 clusters Score: Raw -139864.897233 + Penalty 832.376168 = -139032.521065 nChanged 11 SP:Iteration 21F (82.624966 sec): 3 clusters Score: Raw -139868.235530 + Penalty 835.533870 = -139032.701659 nChanged 15 SP:Iteration 22Q (82.627857 sec): 3 clusters Score: Raw -139872.095533 + Penalty 838.293242 = -139033.802291 nChanged 14 SP:Iteration 23Q (82.630864 sec): 3 clusters Score: Raw -139875.760850 + Penalty 839.710967 = -139036.049883 nChanged 12 SP:Iteration 24Q (82.633789 sec): 3 clusters Score: Raw -139879.642045 + Penalty 841.825869 = -139037.816176 nChanged 12 SP:Iteration 25Q (82.636637 sec): 3 clusters Score: Raw -139884.766417 + Penalty 848.232871 = -139036.533547 nChanged 16 SP:Iteration 26F (82.639817 sec): 3 clusters Score: Raw -139888.726473 + Penalty 851.199141 = -139037.527332 nChanged 7 SP:Iteration 27Q (82.642892 sec): 3 clusters Score: Raw -139890.195096 + Penalty 855.015671 = -139035.179425 nChanged 8 SP:Iteration 28F (82.646000 sec): 3 clusters Score: Raw -139892.325395 + Penalty 857.798406 = -139034.526989 nChanged 6 SP:Iteration 29F (82.649003 sec): 3 clusters Score: Raw -139893.072898 + Penalty 858.978308 = -139034.094590 nChanged 4 SP:Iteration 30F (82.652012 sec): 3 clusters Score: Raw -139893.639405 + Penalty 858.957428 = -139034.681978 nChanged 2 SP:Iteration 31Q (82.654824 sec): 3 clusters Score: Raw -139893.740566 + Penalty 860.450712 = -139033.289855 nChanged 6 SP:Iteration 32F (82.657829 sec): 3 clusters Score: Raw -139895.521497 + Penalty 861.902558 = -139033.618939 nChanged 6 SP:Iteration 33Q (82.660619 sec): 3 clusters Score: Raw -139896.615970 + Penalty 866.320342 = -139030.295628 nChanged 8 SP:Iteration 34F (82.663631 sec): 3 clusters Score: Raw -139898.901090 + Penalty 870.104540 = -139028.796550 nChanged 6 SP:Iteration 35F (82.666622 sec): 3 clusters Score: Raw -139900.031038 + Penalty 871.521429 = -139028.509610 nChanged 6 SP:Iteration 36F (82.669613 sec): 3 clusters Score: Raw -139900.716133 + Penalty 872.768811 = -139027.947322 nChanged 3 SP:Iteration 37F (82.672761 sec): 3 clusters Score: Raw -139900.984690 + Penalty 874.406913 = -139026.577777 nChanged 2 SP:Iteration 38F (82.676048 sec): 3 clusters Score: Raw -139901.057709 + Penalty 874.833433 = -139026.224276 nChanged 3 SP:Iteration 39F (82.679067 sec): 3 clusters Score: Raw -139901.984452 + Penalty 877.607342 = -139024.377110 nChanged 6 SP:Iteration 40F (82.682059 sec): 3 clusters Score: Raw -139904.338215 + Penalty 880.815637 = -139023.522579 nChanged 11 SP:Iteration 41F (82.685053 sec): 3 clusters Score: Raw -139908.264845 + Penalty 887.595688 = -139020.669157 nChanged 14 SP:Iteration 42F (82.688073 sec): 3 clusters Score: Raw -139912.889137 + Penalty 890.515335 = -139022.373802 nChanged 8 SP:Iteration 43Q (82.690860 sec): 3 clusters Score: Raw -139915.092037 + Penalty 894.499308 = -139020.592729 nChanged 10 SP:Iteration 44F (82.693852 sec): 3 clusters Score: Raw -139918.597534 + Penalty 899.027748 = -139019.569785 nChanged 10 SP:Iteration 45F (82.696843 sec): 3 clusters Score: Raw -139923.452944 + Penalty 901.342565 = -139022.110379 nChanged 8 SP:Iteration 46Q (82.699588 sec): 3 clusters Score: Raw -139925.413129 + Penalty 901.387917 = -139024.025212 nChanged 5 SP:Iteration 47Q (82.702313 sec): 3 clusters Score: Raw -139927.168950 + Penalty 899.695991 = -139027.472958 nChanged 5 SP:Iteration 48Q (82.705023 sec): 3 clusters Score: Raw -139930.040515 + Penalty 900.147954 = -139029.892561 nChanged 6 SP:Iteration 49Q (82.707938 sec): 3 clusters Score: Raw -139931.994150 + Penalty 901.040665 = -139030.953485 nChanged 5 SP:Iteration 50F (82.711148 sec): 3 clusters Score: Raw -139934.737815 + Penalty 900.857064 = -139033.880751 nChanged 4 SP:Iteration 51Q (82.713853 sec): 3 clusters Score: Raw -139937.305636 + Penalty 897.905738 = -139039.399899 nChanged 7 SP:Iteration 52Q (82.716589 sec): 3 clusters Score: Raw -139940.483501 + Penalty 897.468026 = -139043.015474 nChanged 3 SP:Iteration 53Q (82.719291 sec): 3 clusters Score: Raw -139944.240875 + Penalty 897.730598 = -139046.510276 nChanged 3 SP:Iteration 54Q (82.722110 sec): 3 clusters Score: Raw -139945.174819 + Penalty 898.187948 = -139046.986871 nChanged 2 SP:Iteration 55Q (82.724907 sec): 3 clusters Score: Raw -139945.348895 + Penalty 897.814827 = -139047.534067 nChanged 1 SP:Iteration 56Q (82.727675 sec): 3 clusters Score: Raw -139945.287977 + Penalty 898.436488 = -139046.851489 nChanged 1 SP:Iteration 57F (82.730798 sec): 3 clusters Score: Raw -139945.266767 + Penalty 899.311221 = -139045.955546 nChanged 1 SP:Iteration 58F (82.733922 sec): 3 clusters Score: Raw -139945.272353 + Penalty 899.311221 = -139045.961133 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 5 (20419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.829179 sec): 2 clusters Score: Raw -1621421.416567 + Penalty 289.926213 = -1621131.490354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.868142 sec): 3 clusters Score: Raw -1607617.087725 + Penalty 612.248855 = -1607004.838870 nChanged 9816 SP:Iteration 1F (82.906222 sec): 3 clusters Score: Raw -1617296.063362 + Penalty 781.104961 = -1616514.958401 nChanged 3004 SP:Iteration 2F (82.944505 sec): 3 clusters Score: Raw -1620850.440799 + Penalty 847.984751 = -1620002.456048 nChanged 476 SP:Iteration 3Q (82.983602 sec): 3 clusters Score: Raw -1621343.946354 + Penalty 934.671683 = -1620409.274671 nChanged 76 SP:Iteration 4Q (83.014263 sec): 3 clusters Score: Raw -1621418.404274 + Penalty 1059.835125 = -1620358.569149 nChanged 18 SP:Iteration 5F (83.052295 sec): 3 clusters Score: Raw -1621444.187581 + Penalty 1186.144441 = -1620258.043140 nChanged 6 SP:Iteration 6F (83.089999 sec): 3 clusters Score: Raw -1621460.656503 + Penalty 1216.207784 = -1620244.448719 nChanged 1 SP:Iteration 7F (83.128529 sec): 3 clusters Score: Raw -1621468.857459 + Penalty 1252.686208 = -1620216.171251 nChanged 2 SP:Iteration 8F (83.166500 sec): 3 clusters Score: Raw -1621475.971346 + Penalty 1285.743102 = -1620190.228244 nChanged 1 SP:Iteration 9F (83.203903 sec): 3 clusters Score: Raw -1621478.028645 + Penalty 1371.030871 = -1620106.997774 nChanged 2 SP:Iteration 10F (83.241841 sec): 3 clusters Score: Raw -1621487.948511 + Penalty 1418.548230 = -1620069.400282 nChanged 3 SP:Iteration 11F (83.279570 sec): 3 clusters Score: Raw -1621493.743723 + Penalty 1418.548230 = -1620075.195494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.294960 sec): 2 clusters Score: Raw -62523.691785 + Penalty 534.284526 = -61989.407260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.296498 sec): 3 clusters Score: Raw -62120.034329 + Penalty 1073.998883 = -61046.035446 nChanged 237 SP:Iteration 1F (83.297984 sec): 3 clusters Score: Raw -62254.233103 + Penalty 1079.881887 = -61174.351217 nChanged 83 SP:Iteration 2F (83.299455 sec): 3 clusters Score: Raw -62325.813583 + Penalty 1094.515446 = -61231.298137 nChanged 68 SP:Iteration 3F (83.300918 sec): 3 clusters Score: Raw -62396.845879 + Penalty 1125.507118 = -61271.338762 nChanged 54 SP:Iteration 4F (83.302432 sec): 3 clusters Score: Raw -62456.585846 + Penalty 1140.184884 = -61316.400962 nChanged 37 SP:Iteration 5F (83.303922 sec): 3 clusters Score: Raw -62497.305105 + Penalty 1154.790065 = -61342.515041 nChanged 17 SP:Iteration 6Q (83.305425 sec): 3 clusters Score: Raw -62518.217101 + Penalty 1180.792236 = -61337.424866 nChanged 16 SP:Iteration 7F (83.307001 sec): 3 clusters Score: Raw -62538.958865 + Penalty 1198.812135 = -61340.146730 nChanged 5 SP:Iteration 8Q (83.308504 sec): 3 clusters Score: Raw -62542.799356 + Penalty 1204.748085 = -61338.051270 nChanged 2 SP:Iteration 9F (83.310073 sec): 3 clusters Score: Raw -62543.979053 + Penalty 1203.199609 = -61340.779444 nChanged 1 SP:Iteration 10F (83.311564 sec): 3 clusters Score: Raw -62545.300572 + Penalty 1208.943274 = -61336.357297 nChanged 2 SP:Iteration 11F (83.313087 sec): 3 clusters Score: Raw -62547.240843 + Penalty 1213.455964 = -61333.784879 nChanged 1 SP:Iteration 12F (83.314588 sec): 3 clusters Score: Raw -62547.782123 + Penalty 1230.767760 = -61317.014363 nChanged 3 SP:Iteration 13F (83.316080 sec): 3 clusters Score: Raw -62553.580407 + Penalty 1244.192315 = -61309.388092 nChanged 2 SP:Iteration 14F (83.317551 sec): 3 clusters Score: Raw -62555.418124 + Penalty 1256.549641 = -61298.868484 nChanged 2 SP:Iteration 15F (83.319016 sec): 3 clusters Score: Raw -62557.245272 + Penalty 1260.159986 = -61297.085286 nChanged 1 SP:Iteration 16F (83.320525 sec): 3 clusters Score: Raw -62558.250802 + Penalty 1259.965125 = -61298.285677 nChanged 1 SP:Iteration 17Q (83.321864 sec): 3 clusters Score: Raw -62560.158156 + Penalty 1259.965125 = -61300.193031 nChanged 0 SP:Iteration 18F (83.323391 sec): 3 clusters Score: Raw -62560.158156 + Penalty 1259.965125 = -61300.193031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.325980 sec): 2 clusters Score: Raw -48900.658618 + Penalty 990.427852 = -47910.230766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.327262 sec): 3 clusters Score: Raw -48765.396177 + Penalty 1978.200413 = -46787.195764 nChanged 153 SP:Iteration 1F (83.328521 sec): 3 clusters Score: Raw -48977.707591 + Penalty 1976.297882 = -47001.409709 nChanged 52 SP:Iteration 2F (83.329778 sec): 3 clusters Score: Raw -49058.116455 + Penalty 1975.426747 = -47082.689708 nChanged 25 SP:Iteration 3Q (83.331002 sec): 3 clusters Score: Raw -49096.790556 + Penalty 1975.384222 = -47121.406334 nChanged 12 SP:Iteration 4Q (83.332242 sec): 3 clusters Score: Raw -49119.165291 + Penalty 1975.247138 = -47143.918153 nChanged 10 SP:Iteration 5Q (83.333472 sec): 3 clusters Score: Raw -49141.230169 + Penalty 1974.746691 = -47166.483478 nChanged 8 SP:Iteration 6Q (83.334694 sec): 3 clusters Score: Raw -49153.592101 + Penalty 1974.383952 = -47179.208149 nChanged 2 SP:Iteration 7Q (83.335908 sec): 3 clusters Score: Raw -49156.042526 + Penalty 1974.331191 = -47181.711335 nChanged 1 SP:Iteration 8Q (83.337115 sec): 3 clusters Score: Raw -49156.632250 + Penalty 1974.144462 = -47182.487788 nChanged 1 SP:Iteration 9Q (83.338321 sec): 3 clusters Score: Raw -49157.603032 + Penalty 1974.144462 = -47183.458569 nChanged 0 SP:Iteration 10F (83.339577 sec): 3 clusters Score: Raw -49157.603032 + Penalty 1974.144462 = -47183.458569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.340790 sec): 2 clusters Score: Raw -6012.788296 + Penalty 301.733997 = -5711.054300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.341137 sec): 3 clusters Score: Raw -6003.741011 + Penalty 613.396637 = -5390.344374 nChanged 10 SP:Iteration 1F (83.341475 sec): 3 clusters Score: Raw -6019.100763 + Penalty 617.516616 = -5401.584148 nChanged 2 SP:Iteration 2Q (83.341815 sec): 3 clusters Score: Raw -6021.828407 + Penalty 620.731304 = -5401.097104 nChanged 1 SP:Iteration 3F (83.342153 sec): 3 clusters Score: Raw -6023.161472 + Penalty 626.843641 = -5396.317830 nChanged 1 SP:Iteration 4F (83.342490 sec): 3 clusters Score: Raw -6027.274961 + Penalty 632.192775 = -5395.082186 nChanged 1 SP:Iteration 5F (83.342827 sec): 3 clusters Score: Raw -6029.865630 + Penalty 631.473830 = -5398.391800 nChanged 1 SP:Iteration 6Q (83.343156 sec): 3 clusters Score: Raw -6036.740510 + Penalty 631.473830 = -5405.266680 nChanged 0 SP:Iteration 7F (83.343492 sec): 3 clusters Score: Raw -6036.740510 + Penalty 631.473830 = -5405.266680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344428 sec): 2 clusters Score: Raw -2971.317018 + Penalty 271.422212 = -2699.894806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.344768 sec): 3 clusters Score: Raw -3170.334552 + Penalty 538.688614 = -2631.645939 nChanged 6 SP:Iteration 1F (83.345073 sec): 3 clusters Score: Raw -3232.811081 + Penalty 544.739691 = -2688.071390 nChanged 4 SP:Iteration 2F (83.345383 sec): 3 clusters Score: Raw -3269.163403 + Penalty 563.052859 = -2706.110544 nChanged 3 SP:Iteration 3F (83.345686 sec): 3 clusters Score: Raw -3297.229660 + Penalty 572.183122 = -2725.046537 nChanged 1 SP:Iteration 4Q (83.345969 sec): 3 clusters Score: Raw -3310.368197 + Penalty 572.183122 = -2738.185075 nChanged 0 SP:Iteration 5F (83.346275 sec): 3 clusters Score: Raw -3310.368197 + Penalty 572.183122 = -2738.185075 nChanged 0 Score: Raw -3042797.750376 + Penalty 93362.989504 = -2949434.760872 Splitting cluster 9 changes total score from -2928493.374722 to -2949434.760872 So it's getting split into cluster 14. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.150805 sec): 2 clusters Score: Raw -76224.539513 + Penalty 610.919907 = -75613.619606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.152577 sec): 3 clusters Score: Raw -75791.887728 + Penalty 1225.875734 = -74566.011995 nChanged 308 SP:Iteration 1F (85.154321 sec): 3 clusters Score: Raw -75996.170815 + Penalty 1229.848694 = -74766.322121 nChanged 85 SP:Iteration 2F (85.156057 sec): 3 clusters Score: Raw -76068.323027 + Penalty 1236.080017 = -74832.243009 nChanged 59 SP:Iteration 3F (85.157806 sec): 3 clusters Score: Raw -76101.210669 + Penalty 1241.754916 = -74859.455752 nChanged 33 SP:Iteration 4Q (85.159559 sec): 3 clusters Score: Raw -76124.373948 + Penalty 1247.506832 = -74876.867116 nChanged 32 SP:Iteration 5Q (85.161286 sec): 3 clusters Score: Raw -76148.391053 + Penalty 1253.052559 = -74895.338495 nChanged 26 SP:Iteration 6Q (85.163026 sec): 3 clusters Score: Raw -76163.365605 + Penalty 1255.832223 = -74907.533382 nChanged 19 SP:Iteration 7Q (85.164744 sec): 3 clusters Score: Raw -76179.612562 + Penalty 1255.875099 = -74923.737463 nChanged 20 SP:Iteration 8Q (85.166453 sec): 3 clusters Score: Raw -76193.154498 + Penalty 1261.145095 = -74932.009402 nChanged 16 SP:Iteration 9Q (85.168161 sec): 3 clusters Score: Raw -76202.017893 + Penalty 1263.371715 = -74938.646177 nChanged 12 SP:Iteration 10F (85.170017 sec): 3 clusters Score: Raw -76212.802045 + Penalty 1265.131841 = -74947.670204 nChanged 12 SP:Iteration 11Q (85.171726 sec): 3 clusters Score: Raw -76225.353385 + Penalty 1267.380878 = -74957.972507 nChanged 16 SP:Iteration 12Q (85.173413 sec): 3 clusters Score: Raw -76238.270452 + Penalty 1268.212733 = -74970.057718 nChanged 12 SP:Iteration 13Q (85.175173 sec): 3 clusters Score: Raw -76249.044740 + Penalty 1270.809684 = -74978.235056 nChanged 10 SP:Iteration 14Q (85.176819 sec): 3 clusters Score: Raw -76256.280892 + Penalty 1274.282256 = -74981.998636 nChanged 7 SP:Iteration 15Q (85.178435 sec): 3 clusters Score: Raw -76261.301165 + Penalty 1275.898231 = -74985.402934 nChanged 3 SP:Iteration 16Q (85.180027 sec): 3 clusters Score: Raw -76263.231986 + Penalty 1277.018089 = -74986.213897 nChanged 1 SP:Iteration 17Q (85.181650 sec): 3 clusters Score: Raw -76264.423269 + Penalty 1279.002685 = -74985.420584 nChanged 3 SP:Iteration 18F (85.183407 sec): 3 clusters Score: Raw -76268.700793 + Penalty 1284.075716 = -74984.625077 nChanged 6 SP:Iteration 19F (85.185151 sec): 3 clusters Score: Raw -76275.012601 + Penalty 1286.073359 = -74988.939242 nChanged 8 SP:Iteration 20F (85.186883 sec): 3 clusters Score: Raw -76282.716899 + Penalty 1285.832485 = -74996.884414 nChanged 1 SP:Iteration 21Q (85.188556 sec): 3 clusters Score: Raw -76284.090502 + Penalty 1286.135911 = -74997.954591 nChanged 1 SP:Iteration 22Q (85.190252 sec): 3 clusters Score: Raw -76285.236990 + Penalty 1285.222185 = -75000.014805 nChanged 1 SP:Iteration 23Q (85.191942 sec): 3 clusters Score: Raw -76285.346630 + Penalty 1285.222185 = -75000.124446 nChanged 0 SP:Iteration 24F (85.193799 sec): 3 clusters Score: Raw -76285.346630 + Penalty 1285.222185 = -75000.124446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.195345 sec): 2 clusters Score: Raw -5441.317209 + Penalty 149.537606 = -5291.779603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.195678 sec): 3 clusters Score: Raw -5430.683109 + Penalty 299.930768 = -5130.752341 nChanged 16 SP:Iteration 1F (85.196003 sec): 3 clusters Score: Raw -5466.831311 + Penalty 304.956335 = -5161.874976 nChanged 4 SP:Iteration 2F (85.196328 sec): 3 clusters Score: Raw -5472.476452 + Penalty 308.285749 = -5164.190703 nChanged 2 SP:Iteration 3Q (85.196646 sec): 3 clusters Score: Raw -5474.827245 + Penalty 308.285749 = -5166.541496 nChanged 0 SP:Iteration 4F (85.196970 sec): 3 clusters Score: Raw -5474.827245 + Penalty 308.285749 = -5166.541496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.198223 sec): 2 clusters Score: Raw -15118.906734 + Penalty 154.628347 = -14964.278387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.198752 sec): 3 clusters Score: Raw -14999.883855 + Penalty 304.862422 = -14695.021433 nChanged 70 SP:Iteration 1F (85.199269 sec): 3 clusters Score: Raw -15090.830945 + Penalty 154.628347 = -14936.202598 nChanged 21 SP:Iteration 2F (85.199691 sec): 2 clusters Score: Raw -15118.906734 + Penalty 154.628347 = -14964.278387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.202339 sec): 2 clusters Score: Raw -33890.886003 + Penalty 273.559041 = -33617.326962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.203253 sec): 3 clusters Score: Raw -33693.559088 + Penalty 549.401516 = -33144.157572 nChanged 143 SP:Iteration 1F (85.204152 sec): 3 clusters Score: Raw -33802.229523 + Penalty 570.277588 = -33231.951935 nChanged 40 SP:Iteration 2F (85.205051 sec): 3 clusters Score: Raw -33839.169065 + Penalty 605.944144 = -33233.224921 nChanged 31 SP:Iteration 3F (85.205944 sec): 3 clusters Score: Raw -33871.625376 + Penalty 622.809823 = -33248.815554 nChanged 18 SP:Iteration 4Q (85.206908 sec): 3 clusters Score: Raw -33892.839273 + Penalty 639.372927 = -33253.466346 nChanged 12 SP:Iteration 5Q (85.207832 sec): 3 clusters Score: Raw -33903.610966 + Penalty 647.916200 = -33255.694766 nChanged 4 SP:Iteration 6Q (85.208723 sec): 3 clusters Score: Raw -33906.259839 + Penalty 655.505983 = -33250.753856 nChanged 3 SP:Iteration 7F (85.209617 sec): 3 clusters Score: Raw -33908.283374 + Penalty 658.064788 = -33250.218586 nChanged 2 SP:Iteration 8F (85.210509 sec): 3 clusters Score: Raw -33909.653245 + Penalty 660.748821 = -33248.904424 nChanged 1 SP:Iteration 9F (85.211402 sec): 3 clusters Score: Raw -33909.960939 + Penalty 660.748821 = -33249.212118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.220185 sec): 2 clusters Score: Raw -46988.552826 + Penalty 836.904012 = -46151.648814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.221324 sec): 3 clusters Score: Raw -46830.601230 + Penalty 1674.266961 = -45156.334269 nChanged 135 SP:Iteration 1F (85.222444 sec): 3 clusters Score: Raw -46962.830657 + Penalty 1675.065299 = -45287.765358 nChanged 36 SP:Iteration 2F (85.223634 sec): 3 clusters Score: Raw -46999.917528 + Penalty 1675.807061 = -45324.110466 nChanged 14 SP:Iteration 3Q (85.224727 sec): 3 clusters Score: Raw -47012.645066 + Penalty 1678.195420 = -45334.449646 nChanged 16 SP:Iteration 4Q (85.225819 sec): 3 clusters Score: Raw -47030.640079 + Penalty 1679.817223 = -45350.822856 nChanged 11 SP:Iteration 5Q (85.226941 sec): 3 clusters Score: Raw -47044.501313 + Penalty 1681.396339 = -45363.104974 nChanged 10 SP:Iteration 6Q (85.228057 sec): 3 clusters Score: Raw -47055.458496 + Penalty 1682.087256 = -45373.371239 nChanged 5 SP:Iteration 7Q (85.229141 sec): 3 clusters Score: Raw -47060.123677 + Penalty 1682.274198 = -45377.849478 nChanged 5 SP:Iteration 8Q (85.230224 sec): 3 clusters Score: Raw -47064.561672 + Penalty 1682.824435 = -45381.737237 nChanged 3 SP:Iteration 9Q (85.231303 sec): 3 clusters Score: Raw -47068.545428 + Penalty 1682.996377 = -45385.549052 nChanged 3 SP:Iteration 10F (85.232414 sec): 3 clusters Score: Raw -47070.526580 + Penalty 1683.539140 = -45386.987440 nChanged 3 SP:Iteration 11Q (85.233498 sec): 3 clusters Score: Raw -47071.906869 + Penalty 1684.180149 = -45387.726720 nChanged 3 SP:Iteration 12Q (85.234576 sec): 3 clusters Score: Raw -47077.552651 + Penalty 1684.331943 = -45393.220708 nChanged 3 SP:Iteration 13Q (85.235652 sec): 3 clusters Score: Raw -47079.462282 + Penalty 1684.866292 = -45394.595990 nChanged 1 SP:Iteration 14Q (85.236728 sec): 3 clusters Score: Raw -47080.448902 + Penalty 1684.866292 = -45395.582610 nChanged 0 SP:Iteration 15F (85.237865 sec): 3 clusters Score: Raw -47080.448902 + Penalty 1684.866292 = -45395.582610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.238837 sec): 2 clusters Score: Raw -175.280757 + Penalty 62.286434 = -112.994323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.239042 sec): 2 clusters Score: Raw -175.280757 + Penalty 62.286434 = -112.994323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.240373 sec): 2 clusters Score: Raw -8720.068231 + Penalty 437.950965 = -8282.117266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.240794 sec): 3 clusters Score: Raw -8733.341018 + Penalty 883.854414 = -7849.486604 nChanged 13 SP:Iteration 1F (85.241207 sec): 3 clusters Score: Raw -8756.169822 + Penalty 897.923933 = -7858.245890 nChanged 7 SP:Iteration 2F (85.241618 sec): 3 clusters Score: Raw -8770.852575 + Penalty 896.485968 = -7874.366607 nChanged 3 SP:Iteration 3Q (85.242018 sec): 3 clusters Score: Raw -8776.831077 + Penalty 896.485968 = -7880.345108 nChanged 0 SP:Iteration 4F (85.242430 sec): 3 clusters Score: Raw -8776.831077 + Penalty 896.485968 = -7880.345108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.244296 sec): 2 clusters Score: Raw -20647.330601 + Penalty 294.652080 = -20352.678521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.244947 sec): 3 clusters Score: Raw -20537.820733 + Penalty 587.388051 = -19950.432682 nChanged 72 SP:Iteration 1F (85.245587 sec): 3 clusters Score: Raw -20594.057259 + Penalty 587.801812 = -20006.255447 nChanged 20 SP:Iteration 2F (85.246225 sec): 3 clusters Score: Raw -20614.817821 + Penalty 589.107085 = -20025.710736 nChanged 15 SP:Iteration 3F (85.246862 sec): 3 clusters Score: Raw -20628.713780 + Penalty 587.453446 = -20041.260334 nChanged 8 SP:Iteration 4Q (85.247495 sec): 3 clusters Score: Raw -20638.747384 + Penalty 585.317915 = -20053.429469 nChanged 5 SP:Iteration 5Q (85.248127 sec): 3 clusters Score: Raw -20646.620413 + Penalty 585.211778 = -20061.408635 nChanged 2 SP:Iteration 6Q (85.248750 sec): 3 clusters Score: Raw -20651.676237 + Penalty 584.398992 = -20067.277245 nChanged 3 SP:Iteration 7Q (85.249371 sec): 3 clusters Score: Raw -20657.155600 + Penalty 582.790344 = -20074.365255 nChanged 3 SP:Iteration 8Q (85.249987 sec): 3 clusters Score: Raw -20658.831351 + Penalty 583.196684 = -20075.634667 nChanged 1 SP:Iteration 9Q (85.250632 sec): 3 clusters Score: Raw -20659.087450 + Penalty 583.196684 = -20075.890766 nChanged 0 SP:Iteration 10F (85.251268 sec): 3 clusters Score: Raw -20659.087450 + Penalty 583.196684 = -20075.890766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.251876 sec): 2 clusters Score: Raw -3802.221742 + Penalty 385.238616 = -3416.983126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.252174 sec): 3 clusters Score: Raw -3839.817533 + Penalty 771.028992 = -3068.788541 nChanged 3 SP:Iteration 1F (85.252466 sec): 3 clusters Score: Raw -3849.378470 + Penalty 771.028992 = -3078.349477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.253334 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.253817 sec): 3 clusters Score: Raw -13331.493794 + Penalty 323.801336 = -13007.692459 nChanged 40 SP:Iteration 1F (85.254315 sec): 3 clusters Score: Raw -13374.805949 + Penalty 339.746639 = -13035.059309 nChanged 21 SP:Iteration 2F (85.254795 sec): 3 clusters Score: Raw -13394.123911 + Penalty 377.177941 = -13016.945970 nChanged 10 SP:Iteration 3F (85.255286 sec): 3 clusters Score: Raw -13400.551063 + Penalty 439.999053 = -12960.552010 nChanged 5 SP:Iteration 4F (85.255767 sec): 3 clusters Score: Raw -13404.267859 + Penalty 511.648683 = -12892.619176 nChanged 4 SP:Iteration 5F (85.256244 sec): 3 clusters Score: Raw -13409.960231 + Penalty 156.406766 = -13253.553465 nChanged 2 SP:Iteration 6Q (85.256636 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 SP:Iteration 7F (85.257028 sec): 2 clusters Score: Raw -13414.119434 + Penalty 156.406766 = -13257.712668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.257812 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.258281 sec): 3 clusters Score: Raw -10942.300153 + Penalty 69.404110 = -10872.896043 nChanged 52 SP:Iteration 1F (85.258713 sec): 3 clusters Score: Raw -10990.670831 + Penalty 67.548226 = -10923.122606 nChanged 14 SP:Iteration 2F (85.259147 sec): 3 clusters Score: Raw -10999.239203 + Penalty 67.694326 = -10931.544877 nChanged 12 SP:Iteration 3F (85.259580 sec): 3 clusters Score: Raw -11007.752905 + Penalty 78.516874 = -10929.236032 nChanged 15 SP:Iteration 4F (85.260009 sec): 3 clusters Score: Raw -11032.042923 + Penalty 36.633350 = -10995.409573 nChanged 4 SP:Iteration 5Q (85.260376 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 SP:Iteration 6F (85.260750 sec): 2 clusters Score: Raw -11037.757361 + Penalty 36.633350 = -11001.124011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.261247 sec): 2 clusters Score: Raw -263.045401 + Penalty 102.993524 = -160.051876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.261460 sec): 3 clusters Score: Raw -255.364716 + Penalty 211.037404 = -44.327312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.261959 sec): 2 clusters Score: Raw -877.883573 + Penalty 219.879691 = -658.003882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.262185 sec): 3 clusters Score: Raw -880.601315 + Penalty 443.133828 = -437.467486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.262685 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.262880 sec): 2 clusters Score: Raw -243.745571 + Penalty 65.097472 = -178.648099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.263725 sec): 2 clusters Score: Raw -10199.022202 + Penalty 167.420801 = -10031.601401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.264203 sec): 3 clusters Score: Raw -10186.202468 + Penalty 330.248396 = -9855.954072 nChanged 36 SP:Iteration 1F (85.264673 sec): 3 clusters Score: Raw -10220.991640 + Penalty 321.559138 = -9899.432502 nChanged 10 SP:Iteration 2F (85.265141 sec): 3 clusters Score: Raw -10241.249946 + Penalty 320.651201 = -9920.598745 nChanged 6 SP:Iteration 3Q (85.265597 sec): 3 clusters Score: Raw -10248.393935 + Penalty 323.512085 = -9924.881851 nChanged 3 SP:Iteration 4Q (85.266053 sec): 3 clusters Score: Raw -10251.818065 + Penalty 320.145380 = -9931.672685 nChanged 3 SP:Iteration 5Q (85.266504 sec): 3 clusters Score: Raw -10255.186246 + Penalty 320.145380 = -9935.040866 nChanged 0 SP:Iteration 6F (85.266972 sec): 3 clusters Score: Raw -10255.186246 + Penalty 320.145380 = -9935.040866 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.270555 sec): 2 clusters Score: Raw -88171.590343 + Penalty 435.852174 = -87735.738169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.272684 sec): 3 clusters Score: Raw -87658.291221 + Penalty 873.361460 = -86784.929761 nChanged 380 SP:Iteration 1F (85.274740 sec): 3 clusters Score: Raw -87903.099475 + Penalty 878.284880 = -87024.814595 nChanged 97 SP:Iteration 2F (85.276700 sec): 3 clusters Score: Raw -87965.672832 + Penalty 883.555720 = -87082.117112 nChanged 59 SP:Iteration 3F (85.278670 sec): 3 clusters Score: Raw -88000.162473 + Penalty 889.197891 = -87110.964582 nChanged 46 SP:Iteration 4Q (85.280615 sec): 3 clusters Score: Raw -88032.472428 + Penalty 895.959944 = -87136.512483 nChanged 41 SP:Iteration 5Q (85.282522 sec): 3 clusters Score: Raw -88062.548028 + Penalty 899.981892 = -87162.566136 nChanged 29 SP:Iteration 6Q (85.284411 sec): 3 clusters Score: Raw -88084.646003 + Penalty 903.560765 = -87181.085238 nChanged 22 SP:Iteration 7Q (85.286334 sec): 3 clusters Score: Raw -88104.148490 + Penalty 903.911012 = -87200.237478 nChanged 20 SP:Iteration 8Q (85.288252 sec): 3 clusters Score: Raw -88120.193399 + Penalty 894.023438 = -87226.169961 nChanged 13 SP:Iteration 9Q (85.290132 sec): 3 clusters Score: Raw -88127.536234 + Penalty 886.417272 = -87241.118962 nChanged 5 SP:Iteration 10F (85.292162 sec): 3 clusters Score: Raw -88129.934740 + Penalty 878.287020 = -87251.647720 nChanged 8 SP:Iteration 11Q (85.294164 sec): 3 clusters Score: Raw -88134.345229 + Penalty 877.342723 = -87257.002506 nChanged 8 SP:Iteration 12Q (85.296100 sec): 3 clusters Score: Raw -88140.951886 + Penalty 869.819672 = -87271.132215 nChanged 7 SP:Iteration 13Q (85.297942 sec): 3 clusters Score: Raw -88146.891137 + Penalty 872.048452 = -87274.842685 nChanged 5 SP:Iteration 14Q (85.299860 sec): 3 clusters Score: Raw -88152.828788 + Penalty 872.390715 = -87280.438073 nChanged 2 SP:Iteration 15Q (85.301730 sec): 3 clusters Score: Raw -88153.760623 + Penalty 872.390715 = -87281.369908 nChanged 0 SP:Iteration 16F (85.303657 sec): 3 clusters Score: Raw -88153.760623 + Penalty 872.390715 = -87281.369908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.304599 sec): 2 clusters Score: Raw -169.376936 + Penalty 54.081469 = -115.295466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.304836 sec): 3 clusters Score: Raw -163.419067 + Penalty 108.162939 = -55.256129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.306639 sec): 2 clusters Score: Raw -36245.331075 + Penalty 763.969702 = -35481.361373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.307601 sec): 3 clusters Score: Raw -36104.356089 + Penalty 1538.436603 = -34565.919486 nChanged 103 SP:Iteration 1F (85.308544 sec): 3 clusters Score: Raw -36207.859500 + Penalty 1546.317826 = -34661.541675 nChanged 31 SP:Iteration 2F (85.309482 sec): 3 clusters Score: Raw -36250.794252 + Penalty 1549.358867 = -34701.435385 nChanged 14 SP:Iteration 3Q (85.310407 sec): 3 clusters Score: Raw -36269.353180 + Penalty 1552.618120 = -34716.735060 nChanged 9 SP:Iteration 4Q (85.311326 sec): 3 clusters Score: Raw -36280.955226 + Penalty 1553.352501 = -34727.602725 nChanged 7 SP:Iteration 5Q (85.312206 sec): 3 clusters Score: Raw -36289.555658 + Penalty 1555.827396 = -34733.728262 nChanged 4 SP:Iteration 6Q (85.313087 sec): 3 clusters Score: Raw -36295.544749 + Penalty 1559.827497 = -34735.717252 nChanged 5 SP:Iteration 7Q (85.313963 sec): 3 clusters Score: Raw -36302.103304 + Penalty 1560.988029 = -34741.115274 nChanged 1 SP:Iteration 8Q (85.314840 sec): 3 clusters Score: Raw -36302.975971 + Penalty 1561.028904 = -34741.947067 nChanged 2 SP:Iteration 9Q (85.315715 sec): 3 clusters Score: Raw -36304.857810 + Penalty 1561.267514 = -34743.590296 nChanged 1 SP:Iteration 10F (85.316609 sec): 3 clusters Score: Raw -36306.155810 + Penalty 1561.267514 = -34744.888296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.319257 sec): 2 clusters Score: Raw -68812.353151 + Penalty 440.887399 = -68371.465752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.320830 sec): 3 clusters Score: Raw -68375.663307 + Penalty 892.112868 = -67483.550439 nChanged 291 SP:Iteration 1F (85.322370 sec): 3 clusters Score: Raw -68590.469268 + Penalty 913.188700 = -67677.280568 nChanged 109 SP:Iteration 2F (85.323910 sec): 3 clusters Score: Raw -68720.602684 + Penalty 929.169979 = -67791.432706 nChanged 74 SP:Iteration 3F (85.325454 sec): 3 clusters Score: Raw -68791.543601 + Penalty 942.607839 = -67848.935762 nChanged 44 SP:Iteration 4F (85.326991 sec): 3 clusters Score: Raw -68826.766049 + Penalty 949.330238 = -67877.435810 nChanged 25 SP:Iteration 5Q (85.328492 sec): 3 clusters Score: Raw -68842.703156 + Penalty 957.030237 = -67885.672919 nChanged 15 SP:Iteration 6Q (85.329965 sec): 3 clusters Score: Raw -68854.360605 + Penalty 960.538373 = -67893.822231 nChanged 13 SP:Iteration 7Q (85.331425 sec): 3 clusters Score: Raw -68860.317932 + Penalty 964.142774 = -67896.175159 nChanged 8 SP:Iteration 8Q (85.332950 sec): 3 clusters Score: Raw -68863.340982 + Penalty 965.160664 = -67898.180318 nChanged 7 SP:Iteration 9Q (85.334389 sec): 3 clusters Score: Raw -68866.926975 + Penalty 966.520870 = -67900.406105 nChanged 6 SP:Iteration 10F (85.335918 sec): 3 clusters Score: Raw -68869.522472 + Penalty 967.773123 = -67901.749349 nChanged 4 SP:Iteration 11Q (85.337340 sec): 3 clusters Score: Raw -68871.631236 + Penalty 968.416857 = -67903.214379 nChanged 1 SP:Iteration 12Q (85.338906 sec): 3 clusters Score: Raw -68871.623740 + Penalty 969.689655 = -67901.934085 nChanged 1 SP:Iteration 13F (85.340526 sec): 3 clusters Score: Raw -68872.006827 + Penalty 969.689655 = -67902.317172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.342100 sec): 2 clusters Score: Raw -31583.296642 + Penalty 758.221839 = -30825.074803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.342956 sec): 3 clusters Score: Raw -31507.285753 + Penalty 1516.708279 = -29990.577474 nChanged 79 SP:Iteration 1F (85.343829 sec): 3 clusters Score: Raw -31614.716169 + Penalty 1516.235470 = -30098.480699 nChanged 28 SP:Iteration 2F (85.344673 sec): 3 clusters Score: Raw -31652.476476 + Penalty 1514.056171 = -30138.420304 nChanged 15 SP:Iteration 3Q (85.345537 sec): 3 clusters Score: Raw -31676.478430 + Penalty 1510.027983 = -30166.450446 nChanged 13 SP:Iteration 4Q (85.346390 sec): 3 clusters Score: Raw -31706.327481 + Penalty 1507.966082 = -30198.361399 nChanged 12 SP:Iteration 5Q (85.347240 sec): 3 clusters Score: Raw -31729.802742 + Penalty 1507.892637 = -30221.910106 nChanged 9 SP:Iteration 6Q (85.348081 sec): 3 clusters Score: Raw -31748.115834 + Penalty 1509.042494 = -30239.073339 nChanged 3 SP:Iteration 7Q (85.348913 sec): 3 clusters Score: Raw -31751.903380 + Penalty 1509.448523 = -30242.454857 nChanged 1 SP:Iteration 8Q (85.349742 sec): 3 clusters Score: Raw -31754.471239 + Penalty 1509.718216 = -30244.753022 nChanged 2 SP:Iteration 9Q (85.350569 sec): 3 clusters Score: Raw -31756.528278 + Penalty 1509.718216 = -30246.810062 nChanged 0 SP:Iteration 10F (85.351441 sec): 3 clusters Score: Raw -31756.528278 + Penalty 1509.718216 = -30246.810062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.351959 sec): 2 clusters Score: Raw -1184.525395 + Penalty 250.222688 = -934.302707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.352193 sec): 3 clusters Score: Raw -1202.241697 + Penalty 473.748442 = -728.493255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.353055 sec): 2 clusters Score: Raw -12272.157059 + Penalty 526.392901 = -11745.764158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.353537 sec): 3 clusters Score: Raw -12273.638176 + Penalty 1049.084766 = -11224.553410 nChanged 19 SP:Iteration 1F (85.354012 sec): 3 clusters Score: Raw -12303.916497 + Penalty 1050.078124 = -11253.838373 nChanged 5 SP:Iteration 2Q (85.354476 sec): 3 clusters Score: Raw -12315.182912 + Penalty 1051.196017 = -11263.986895 nChanged 3 SP:Iteration 3Q (85.354936 sec): 3 clusters Score: Raw -12321.643793 + Penalty 1051.154928 = -11270.488865 nChanged 2 SP:Iteration 4Q (85.355394 sec): 3 clusters Score: Raw -12322.384430 + Penalty 1050.319045 = -11272.065385 nChanged 1 SP:Iteration 5Q (85.355851 sec): 3 clusters Score: Raw -12323.029578 + Penalty 1050.319045 = -11272.710533 nChanged 0 SP:Iteration 6F (85.356324 sec): 3 clusters Score: Raw -12323.029578 + Penalty 1050.319045 = -11272.710533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.357482 sec): 2 clusters Score: Raw -10504.761280 + Penalty 401.593281 = -10103.168000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.357924 sec): 3 clusters Score: Raw -10487.511853 + Penalty 811.159779 = -9676.352073 nChanged 21 SP:Iteration 1F (85.358348 sec): 3 clusters Score: Raw -10523.432310 + Penalty 816.438464 = -9706.993846 nChanged 4 SP:Iteration 2Q (85.358794 sec): 3 clusters Score: Raw -10530.487248 + Penalty 817.562012 = -9712.925236 nChanged 3 SP:Iteration 3Q (85.359219 sec): 3 clusters Score: Raw -10534.935803 + Penalty 821.291464 = -9713.644339 nChanged 2 SP:Iteration 4Q (85.359640 sec): 3 clusters Score: Raw -10537.874805 + Penalty 821.291464 = -9716.583341 nChanged 0 SP:Iteration 5F (85.360071 sec): 3 clusters Score: Raw -10537.874805 + Penalty 821.291464 = -9716.583341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.361115 sec): 2 clusters Score: Raw -17700.181554 + Penalty 646.175861 = -17054.005693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.361737 sec): 3 clusters Score: Raw -17685.842754 + Penalty 1294.181470 = -16391.661284 nChanged 40 SP:Iteration 1F (85.362310 sec): 3 clusters Score: Raw -17749.627159 + Penalty 1296.743297 = -16452.883862 nChanged 11 SP:Iteration 2F (85.362881 sec): 3 clusters Score: Raw -17765.971430 + Penalty 1298.360428 = -16467.611002 nChanged 4 SP:Iteration 3Q (85.363435 sec): 3 clusters Score: Raw -17777.778103 + Penalty 1299.113949 = -16478.664153 nChanged 2 SP:Iteration 4Q (85.363987 sec): 3 clusters Score: Raw -17782.142829 + Penalty 1300.064682 = -16482.078147 nChanged 2 SP:Iteration 5Q (85.364543 sec): 3 clusters Score: Raw -17788.011447 + Penalty 1302.174823 = -16485.836624 nChanged 2 SP:Iteration 6Q (85.365089 sec): 3 clusters Score: Raw -17789.583538 + Penalty 1302.787139 = -16486.796399 nChanged 1 SP:Iteration 7Q (85.365635 sec): 3 clusters Score: Raw -17789.844728 + Penalty 1302.787139 = -16487.057589 nChanged 0 SP:Iteration 8F (85.366203 sec): 3 clusters Score: Raw -17789.844728 + Penalty 1302.787139 = -16487.057589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.366770 sec): 2 clusters Score: Raw -2324.796496 + Penalty 34.886206 = -2289.910290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.367023 sec): 3 clusters Score: Raw -2340.002632 + Penalty 71.595690 = -2268.406943 nChanged 8 SP:Iteration 1F (85.367269 sec): 3 clusters Score: Raw -2359.035879 + Penalty 73.604821 = -2285.431057 nChanged 2 SP:Iteration 2F (85.367507 sec): 3 clusters Score: Raw -2363.419122 + Penalty 75.274632 = -2288.144491 nChanged 1 SP:Iteration 3Q (85.367737 sec): 3 clusters Score: Raw -2364.077455 + Penalty 76.935704 = -2287.141751 nChanged 1 SP:Iteration 4F (85.367974 sec): 3 clusters Score: Raw -2366.818663 + Penalty 76.935704 = -2289.882959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.369564 sec): 2 clusters Score: Raw -31885.752492 + Penalty 945.967308 = -30939.785184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.370526 sec): 3 clusters Score: Raw -31847.836368 + Penalty 1890.826210 = -29957.010158 nChanged 82 SP:Iteration 1F (85.371474 sec): 3 clusters Score: Raw -31957.842744 + Penalty 1889.747089 = -30068.095655 nChanged 28 SP:Iteration 2F (85.372406 sec): 3 clusters Score: Raw -32011.475351 + Penalty 1889.573949 = -30121.901402 nChanged 17 SP:Iteration 3Q (85.373306 sec): 3 clusters Score: Raw -32042.938170 + Penalty 1890.397409 = -30152.540760 nChanged 11 SP:Iteration 4Q (85.374199 sec): 3 clusters Score: Raw -32059.607956 + Penalty 1890.142784 = -30169.465172 nChanged 9 SP:Iteration 5Q (85.375085 sec): 3 clusters Score: Raw -32073.387422 + Penalty 1889.888663 = -30183.498759 nChanged 2 SP:Iteration 6Q (85.375970 sec): 3 clusters Score: Raw -32077.320436 + Penalty 1889.755700 = -30187.564736 nChanged 3 SP:Iteration 7Q (85.376830 sec): 3 clusters Score: Raw -32087.004034 + Penalty 1889.888663 = -30197.115371 nChanged 3 SP:Iteration 8Q (85.377668 sec): 3 clusters Score: Raw -32095.445381 + Penalty 1890.282708 = -30205.162673 nChanged 2 SP:Iteration 9Q (85.378510 sec): 3 clusters Score: Raw -32098.980261 + Penalty 1890.404073 = -30208.576188 nChanged 1 SP:Iteration 10F (85.379399 sec): 3 clusters Score: Raw -32101.998237 + Penalty 1890.282708 = -30211.715529 nChanged 1 SP:Iteration 11Q (85.380234 sec): 3 clusters Score: Raw -32102.578414 + Penalty 1890.157463 = -30212.420951 nChanged 1 SP:Iteration 12Q (85.381072 sec): 3 clusters Score: Raw -32102.866540 + Penalty 1890.256237 = -30212.610303 nChanged 1 SP:Iteration 13Q (85.381908 sec): 3 clusters Score: Raw -32103.390948 + Penalty 1890.256237 = -30213.134710 nChanged 0 SP:Iteration 14F (85.382794 sec): 3 clusters Score: Raw -32103.390948 + Penalty 1890.256237 = -30213.134710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.383432 sec): 2 clusters Score: Raw -3189.344646 + Penalty 395.711530 = -2793.633116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.383711 sec): 3 clusters Score: Raw -3220.923448 + Penalty 787.179413 = -2433.744034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.385145 sec): 2 clusters Score: Raw -33282.286949 + Penalty 826.117908 = -32456.169041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.386007 sec): 3 clusters Score: Raw -33186.449686 + Penalty 1652.764495 = -31533.685192 nChanged 65 SP:Iteration 1F (85.386865 sec): 3 clusters Score: Raw -33258.607354 + Penalty 1652.320317 = -31606.287037 nChanged 13 SP:Iteration 2Q (85.387740 sec): 3 clusters Score: Raw -33277.437357 + Penalty 1651.350446 = -31626.086911 nChanged 9 SP:Iteration 3Q (85.388598 sec): 3 clusters Score: Raw -33291.890843 + Penalty 1650.683954 = -31641.206889 nChanged 7 SP:Iteration 4Q (85.389468 sec): 3 clusters Score: Raw -33298.485076 + Penalty 1650.291801 = -31648.193275 nChanged 4 SP:Iteration 5Q (85.390281 sec): 3 clusters Score: Raw -33303.076310 + Penalty 1650.394154 = -31652.682156 nChanged 4 SP:Iteration 6Q (85.391095 sec): 3 clusters Score: Raw -33307.016174 + Penalty 1650.281634 = -31656.734540 nChanged 1 SP:Iteration 7Q (85.391915 sec): 3 clusters Score: Raw -33307.507646 + Penalty 1650.281634 = -31657.226012 nChanged 0 SP:Iteration 8F (85.392738 sec): 3 clusters Score: Raw -33307.507646 + Penalty 1650.281634 = -31657.226012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.395124 sec): 2 clusters Score: Raw -57293.945245 + Penalty 436.465850 = -56857.479396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.396575 sec): 3 clusters Score: Raw -56951.222628 + Penalty 864.968987 = -56086.253642 nChanged 237 SP:Iteration 1F (85.398004 sec): 3 clusters Score: Raw -57116.554693 + Penalty 864.040450 = -56252.514243 nChanged 86 SP:Iteration 2F (85.399425 sec): 3 clusters Score: Raw -57220.016877 + Penalty 862.858391 = -56357.158486 nChanged 50 SP:Iteration 3F (85.400777 sec): 3 clusters Score: Raw -57263.887979 + Penalty 863.854828 = -56400.033151 nChanged 45 SP:Iteration 4F (85.402126 sec): 3 clusters Score: Raw -57304.226483 + Penalty 862.425566 = -56441.800917 nChanged 29 SP:Iteration 5Q (85.403425 sec): 3 clusters Score: Raw -57322.867261 + Penalty 861.090772 = -56461.776489 nChanged 13 SP:Iteration 6Q (85.404820 sec): 3 clusters Score: Raw -57331.235648 + Penalty 859.918022 = -56471.317626 nChanged 10 SP:Iteration 7Q (85.406169 sec): 3 clusters Score: Raw -57335.186432 + Penalty 859.283714 = -56475.902718 nChanged 11 SP:Iteration 8Q (85.407511 sec): 3 clusters Score: Raw -57342.311368 + Penalty 858.501460 = -56483.809908 nChanged 15 SP:Iteration 9Q (85.408818 sec): 3 clusters Score: Raw -57348.847074 + Penalty 857.669086 = -56491.177988 nChanged 6 SP:Iteration 10F (85.410182 sec): 3 clusters Score: Raw -57351.322105 + Penalty 857.572322 = -56493.749784 nChanged 8 SP:Iteration 11Q (85.411454 sec): 3 clusters Score: Raw -57355.597993 + Penalty 858.040136 = -56497.557857 nChanged 9 SP:Iteration 12Q (85.412729 sec): 3 clusters Score: Raw -57358.920566 + Penalty 858.932939 = -56499.987627 nChanged 6 SP:Iteration 13Q (85.413995 sec): 3 clusters Score: Raw -57362.499693 + Penalty 860.253635 = -56502.246058 nChanged 7 SP:Iteration 14Q (85.415260 sec): 3 clusters Score: Raw -57366.272215 + Penalty 862.557918 = -56503.714297 nChanged 8 SP:Iteration 15Q (85.416503 sec): 3 clusters Score: Raw -57372.842610 + Penalty 864.498769 = -56508.343841 nChanged 11 SP:Iteration 16Q (85.417749 sec): 3 clusters Score: Raw -57380.326017 + Penalty 868.435912 = -56511.890105 nChanged 9 SP:Iteration 17Q (85.419065 sec): 3 clusters Score: Raw -57388.531006 + Penalty 872.948960 = -56515.582047 nChanged 11 SP:Iteration 18Q (85.420346 sec): 3 clusters Score: Raw -57398.669917 + Penalty 879.286131 = -56519.383787 nChanged 13 SP:Iteration 19Q (85.421613 sec): 3 clusters Score: Raw -57407.763867 + Penalty 882.813300 = -56524.950568 nChanged 9 SP:Iteration 20F (85.422980 sec): 3 clusters Score: Raw -57414.922003 + Penalty 884.662047 = -56530.259956 nChanged 7 SP:Iteration 21Q (85.424231 sec): 3 clusters Score: Raw -57421.180621 + Penalty 887.108729 = -56534.071891 nChanged 4 SP:Iteration 22Q (85.425475 sec): 3 clusters Score: Raw -57424.147991 + Penalty 887.825822 = -56536.322169 nChanged 1 SP:Iteration 23Q (85.426736 sec): 3 clusters Score: Raw -57424.508102 + Penalty 888.666875 = -56535.841226 nChanged 1 SP:Iteration 24F (85.428094 sec): 3 clusters Score: Raw -57424.677526 + Penalty 888.666875 = -56536.010651 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.430268 sec): 2 clusters Score: Raw -55278.595369 + Penalty 887.532938 = -54391.062431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.431563 sec): 3 clusters Score: Raw -55056.954394 + Penalty 1778.747174 = -53278.207220 nChanged 178 SP:Iteration 1F (85.432837 sec): 3 clusters Score: Raw -55226.204708 + Penalty 1782.083951 = -53444.120757 nChanged 37 SP:Iteration 2F (85.434109 sec): 3 clusters Score: Raw -55279.420718 + Penalty 1785.797156 = -53493.623562 nChanged 27 SP:Iteration 3Q (85.435367 sec): 3 clusters Score: Raw -55304.652913 + Penalty 1787.670458 = -53516.982455 nChanged 13 SP:Iteration 4Q (85.436618 sec): 3 clusters Score: Raw -55319.737184 + Penalty 1789.835503 = -53529.901682 nChanged 14 SP:Iteration 5Q (85.437959 sec): 3 clusters Score: Raw -55335.502460 + Penalty 1790.038513 = -53545.463947 nChanged 14 SP:Iteration 6Q (85.439271 sec): 3 clusters Score: Raw -55346.451464 + Penalty 1790.402152 = -53556.049312 nChanged 8 SP:Iteration 7Q (85.440577 sec): 3 clusters Score: Raw -55353.061935 + Penalty 1792.212304 = -53560.849631 nChanged 5 SP:Iteration 8Q (85.441858 sec): 3 clusters Score: Raw -55358.026259 + Penalty 1793.641746 = -53564.384513 nChanged 4 SP:Iteration 9Q (85.443104 sec): 3 clusters Score: Raw -55361.091043 + Penalty 1793.774648 = -53567.316396 nChanged 4 SP:Iteration 10F (85.444374 sec): 3 clusters Score: Raw -55365.164849 + Penalty 1793.932159 = -53571.232689 nChanged 1 SP:Iteration 11Q (85.445619 sec): 3 clusters Score: Raw -55365.668001 + Penalty 1793.932159 = -53571.735842 nChanged 0 SP:Iteration 12F (85.446904 sec): 3 clusters Score: Raw -55365.668001 + Penalty 1793.932159 = -53571.735842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.448001 sec): 2 clusters Score: Raw -19383.558482 + Penalty 490.447736 = -18893.110747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.448617 sec): 3 clusters Score: Raw -19312.973263 + Penalty 976.448270 = -18336.524993 nChanged 51 SP:Iteration 1F (85.449223 sec): 3 clusters Score: Raw -19360.822043 + Penalty 981.464125 = -18379.357918 nChanged 17 SP:Iteration 2F (85.449829 sec): 3 clusters Score: Raw -19383.143487 + Penalty 987.914745 = -18395.228742 nChanged 15 SP:Iteration 3F (85.450434 sec): 3 clusters Score: Raw -19399.627837 + Penalty 994.716461 = -18404.911377 nChanged 19 SP:Iteration 4F (85.451037 sec): 3 clusters Score: Raw -19427.699929 + Penalty 998.344489 = -18429.355439 nChanged 9 SP:Iteration 5Q (85.451634 sec): 3 clusters Score: Raw -19435.058168 + Penalty 1001.714836 = -18433.343332 nChanged 3 SP:Iteration 6Q (85.452230 sec): 3 clusters Score: Raw -19437.641797 + Penalty 1004.383501 = -18433.258297 nChanged 3 SP:Iteration 7F (85.452833 sec): 3 clusters Score: Raw -19439.459384 + Penalty 1006.672661 = -18432.786723 nChanged 2 SP:Iteration 8F (85.453467 sec): 3 clusters Score: Raw -19447.726339 + Penalty 1008.249263 = -18439.477076 nChanged 1 SP:Iteration 9Q (85.454078 sec): 3 clusters Score: Raw -19448.106755 + Penalty 1009.390876 = -18438.715879 nChanged 1 SP:Iteration 10F (85.454701 sec): 3 clusters Score: Raw -19448.982097 + Penalty 1012.270925 = -18436.711172 nChanged 2 SP:Iteration 11F (85.455325 sec): 3 clusters Score: Raw -19452.787067 + Penalty 1012.312575 = -18440.474493 nChanged 2 SP:Iteration 12Q (85.455941 sec): 3 clusters Score: Raw -19454.335749 + Penalty 1013.535980 = -18440.799769 nChanged 1 SP:Iteration 13Q (85.456555 sec): 3 clusters Score: Raw -19454.754755 + Penalty 1013.535980 = -18441.218775 nChanged 0 SP:Iteration 14F (85.457177 sec): 3 clusters Score: Raw -19454.754755 + Penalty 1013.535980 = -18441.218775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.457999 sec): 2 clusters Score: Raw -10379.014012 + Penalty 465.255913 = -9913.758099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.458475 sec): 3 clusters Score: Raw -10391.373507 + Penalty 930.260421 = -9461.113086 nChanged 13 SP:Iteration 1F (85.458925 sec): 3 clusters Score: Raw -10410.904619 + Penalty 930.523464 = -9480.381155 nChanged 6 SP:Iteration 2Q (85.459362 sec): 3 clusters Score: Raw -10422.015573 + Penalty 930.145734 = -9491.869839 nChanged 4 SP:Iteration 3Q (85.459796 sec): 3 clusters Score: Raw -10433.692325 + Penalty 933.309069 = -9500.383256 nChanged 4 SP:Iteration 4Q (85.460229 sec): 3 clusters Score: Raw -10438.457544 + Penalty 934.738754 = -9503.718790 nChanged 1 SP:Iteration 5Q (85.460659 sec): 3 clusters Score: Raw -10439.102702 + Penalty 934.738754 = -9504.363948 nChanged 0 SP:Iteration 6F (85.461106 sec): 3 clusters Score: Raw -10439.102702 + Penalty 934.738754 = -9504.363948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.462516 sec): 2 clusters Score: Raw -30716.582600 + Penalty 801.641714 = -29914.940885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.463331 sec): 3 clusters Score: Raw -30640.139767 + Penalty 1604.473210 = -29035.666557 nChanged 63 SP:Iteration 1F (85.464133 sec): 3 clusters Score: Raw -30708.911880 + Penalty 1605.489422 = -29103.422458 nChanged 13 SP:Iteration 2Q (85.464930 sec): 3 clusters Score: Raw -30730.928338 + Penalty 1606.252412 = -29124.675926 nChanged 9 SP:Iteration 3Q (85.465721 sec): 3 clusters Score: Raw -30741.528044 + Penalty 1606.397992 = -29135.130052 nChanged 3 SP:Iteration 4Q (85.466510 sec): 3 clusters Score: Raw -30744.354204 + Penalty 1606.716230 = -29137.637973 nChanged 2 SP:Iteration 5Q (85.467300 sec): 3 clusters Score: Raw -30749.854464 + Penalty 1607.366334 = -29142.488131 nChanged 2 SP:Iteration 6Q (85.468108 sec): 3 clusters Score: Raw -30754.466369 + Penalty 1607.224572 = -29147.241797 nChanged 1 SP:Iteration 7Q (85.468896 sec): 3 clusters Score: Raw -30755.821025 + Penalty 1606.942486 = -29148.878539 nChanged 1 SP:Iteration 8Q (85.469684 sec): 3 clusters Score: Raw -30757.123787 + Penalty 1606.942486 = -29150.181301 nChanged 0 SP:Iteration 9F (85.470533 sec): 3 clusters Score: Raw -30757.123787 + Penalty 1606.942486 = -29150.181301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.471139 sec): 2 clusters Score: Raw -3705.124705 + Penalty 424.174511 = -3280.950194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.471428 sec): 3 clusters Score: Raw -3737.050489 + Penalty 848.311229 = -2888.739260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.472847 sec): 2 clusters Score: Raw -31036.710236 + Penalty 928.882594 = -30107.827642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.473677 sec): 3 clusters Score: Raw -31022.624275 + Penalty 1858.152996 = -29164.471279 nChanged 61 SP:Iteration 1F (85.474492 sec): 3 clusters Score: Raw -31109.619164 + Penalty 1858.312778 = -29251.306386 nChanged 13 SP:Iteration 2Q (85.475285 sec): 3 clusters Score: Raw -31126.408983 + Penalty 1858.439105 = -29267.969878 nChanged 7 SP:Iteration 3Q (85.476054 sec): 3 clusters Score: Raw -31142.876994 + Penalty 1858.581521 = -29284.295474 nChanged 2 SP:Iteration 4Q (85.476812 sec): 3 clusters Score: Raw -31146.034792 + Penalty 1858.599679 = -29287.435113 nChanged 2 SP:Iteration 5Q (85.477568 sec): 3 clusters Score: Raw -31151.091774 + Penalty 1858.482832 = -29292.608942 nChanged 2 SP:Iteration 6Q (85.478329 sec): 3 clusters Score: Raw -31161.083853 + Penalty 1858.446884 = -29302.636969 nChanged 2 SP:Iteration 7Q (85.479082 sec): 3 clusters Score: Raw -31166.106088 + Penalty 1858.525203 = -29307.580885 nChanged 1 SP:Iteration 8Q (85.479837 sec): 3 clusters Score: Raw -31169.332249 + Penalty 1858.525203 = -29310.807046 nChanged 0 SP:Iteration 9F (85.480620 sec): 3 clusters Score: Raw -31169.332249 + Penalty 1858.525203 = -29310.807046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.481726 sec): 2 clusters Score: Raw -22569.475493 + Penalty 892.199902 = -21677.275592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.482401 sec): 3 clusters Score: Raw -22592.418019 + Penalty 1784.771368 = -20807.646652 nChanged 40 SP:Iteration 1F (85.483064 sec): 3 clusters Score: Raw -22672.126006 + Penalty 1784.782671 = -20887.343335 nChanged 9 SP:Iteration 2Q (85.483699 sec): 3 clusters Score: Raw -22691.542043 + Penalty 1784.874331 = -20906.667711 nChanged 3 SP:Iteration 3Q (85.484328 sec): 3 clusters Score: Raw -22696.465242 + Penalty 1784.898359 = -20911.566884 nChanged 2 SP:Iteration 4Q (85.484956 sec): 3 clusters Score: Raw -22713.464394 + Penalty 1784.985417 = -20928.478977 nChanged 3 SP:Iteration 5Q (85.485590 sec): 3 clusters Score: Raw -22717.202776 + Penalty 1785.012189 = -20932.190587 nChanged 1 SP:Iteration 6Q (85.486197 sec): 3 clusters Score: Raw -22718.196543 + Penalty 1785.062381 = -20933.134162 nChanged 2 SP:Iteration 7Q (85.486804 sec): 3 clusters Score: Raw -22719.423480 + Penalty 1785.091710 = -20934.331770 nChanged 1 SP:Iteration 8Q (85.487410 sec): 3 clusters Score: Raw -22720.105638 + Penalty 1785.114333 = -20934.991304 nChanged 1 SP:Iteration 9Q (85.488019 sec): 3 clusters Score: Raw -22720.648885 + Penalty 1785.135845 = -20935.513040 nChanged 1 SP:Iteration 10F (85.488657 sec): 3 clusters Score: Raw -22721.368370 + Penalty 1785.135845 = -20936.232525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.489329 sec): 2 clusters Score: Raw -5675.221738 + Penalty 459.960913 = -5215.260825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.489654 sec): 3 clusters Score: Raw -5688.072579 + Penalty 927.305986 = -4760.766593 nChanged 3 SP:Iteration 1Q (85.489967 sec): 3 clusters Score: Raw -5696.027717 + Penalty 927.305986 = -4768.721731 nChanged 0 SP:Iteration 2F (85.490284 sec): 3 clusters Score: Raw -5696.027717 + Penalty 927.305986 = -4768.721731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.490790 sec): 2 clusters Score: Raw -1362.995247 + Penalty 282.666878 = -1080.328369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.491026 sec): 3 clusters Score: Raw -1367.117326 + Penalty 566.694094 = -800.423231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.491853 sec): 2 clusters Score: Raw -10648.629708 + Penalty 474.900069 = -10173.729639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.492283 sec): 3 clusters Score: Raw -10638.238599 + Penalty 945.980607 = -9692.257991 nChanged 22 SP:Iteration 1F (85.492704 sec): 3 clusters Score: Raw -10686.404339 + Penalty 947.122025 = -9739.282313 nChanged 5 SP:Iteration 2Q (85.493115 sec): 3 clusters Score: Raw -10695.688416 + Penalty 947.551729 = -9748.136688 nChanged 1 SP:Iteration 3Q (85.493525 sec): 3 clusters Score: Raw -10696.995631 + Penalty 949.123101 = -9747.872530 nChanged 1 SP:Iteration 4F (85.493942 sec): 3 clusters Score: Raw -10697.623624 + Penalty 949.123101 = -9748.500523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.494560 sec): 2 clusters Score: Raw -4736.874585 + Penalty 430.934246 = -4305.940338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.494874 sec): 3 clusters Score: Raw -4798.924956 + Penalty 862.269132 = -3936.655825 nChanged 1 SP:Iteration 1Q (85.495177 sec): 3 clusters Score: Raw -4801.792414 + Penalty 862.269132 = -3939.523282 nChanged 0 SP:Iteration 2F (85.495488 sec): 3 clusters Score: Raw -4801.792414 + Penalty 862.269132 = -3939.523282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.495953 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.496143 sec): 2 clusters Score: Raw -83.925372 + Penalty 0.000000 = -83.925372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.498136 sec): 2 clusters Score: Raw -46299.562620 + Penalty 551.088350 = -45748.474270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.499314 sec): 3 clusters Score: Raw -46039.402390 + Penalty 1104.291231 = -44935.111159 nChanged 161 SP:Iteration 1F (85.500527 sec): 3 clusters Score: Raw -46158.255379 + Penalty 1110.416111 = -45047.839268 nChanged 55 SP:Iteration 2F (85.501682 sec): 3 clusters Score: Raw -46202.067032 + Penalty 1115.274309 = -45086.792723 nChanged 27 SP:Iteration 3Q (85.502828 sec): 3 clusters Score: Raw -46219.696792 + Penalty 1117.834820 = -45101.861972 nChanged 21 SP:Iteration 4Q (85.504069 sec): 3 clusters Score: Raw -46233.457603 + Penalty 1115.976121 = -45117.481482 nChanged 20 SP:Iteration 5Q (85.505270 sec): 3 clusters Score: Raw -46252.346222 + Penalty 1113.130253 = -45139.215969 nChanged 19 SP:Iteration 6Q (85.506468 sec): 3 clusters Score: Raw -46268.967833 + Penalty 1108.686703 = -45160.281130 nChanged 13 SP:Iteration 7Q (85.507666 sec): 3 clusters Score: Raw -46280.169265 + Penalty 1106.111729 = -45174.057536 nChanged 11 SP:Iteration 8Q (85.508821 sec): 3 clusters Score: Raw -46291.698705 + Penalty 1108.375019 = -45183.323685 nChanged 8 SP:Iteration 9Q (85.509996 sec): 3 clusters Score: Raw -46303.986623 + Penalty 1105.013126 = -45198.973496 nChanged 7 SP:Iteration 10F (85.511219 sec): 3 clusters Score: Raw -46312.543471 + Penalty 1106.283342 = -45206.260128 nChanged 6 SP:Iteration 11Q (85.512408 sec): 3 clusters Score: Raw -46319.356229 + Penalty 1105.721556 = -45213.634673 nChanged 4 SP:Iteration 12Q (85.513588 sec): 3 clusters Score: Raw -46321.875408 + Penalty 1104.076626 = -45217.798782 nChanged 1 SP:Iteration 13Q (85.514706 sec): 3 clusters Score: Raw -46322.540109 + Penalty 1103.201710 = -45219.338399 nChanged 1 SP:Iteration 14Q (85.515821 sec): 3 clusters Score: Raw -46322.710063 + Penalty 1103.084983 = -45219.625080 nChanged 1 SP:Iteration 15Q (85.516939 sec): 3 clusters Score: Raw -46322.751910 + Penalty 1103.084983 = -45219.666926 nChanged 0 SP:Iteration 16F (85.518115 sec): 3 clusters Score: Raw -46322.751910 + Penalty 1103.084983 = -45219.666926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.518658 sec): 2 clusters Score: Raw -925.975329 + Penalty 194.982787 = -730.992542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.518889 sec): 3 clusters Score: Raw -930.968550 + Penalty 373.108143 = -557.860407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.519379 sec): 2 clusters Score: Raw -822.196369 + Penalty 119.733029 = -702.463340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.519606 sec): 3 clusters Score: Raw -824.483213 + Penalty 239.466058 = -585.017154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.520152 sec): 2 clusters Score: Raw -2691.149521 + Penalty 282.369050 = -2408.780471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.520422 sec): 3 clusters Score: Raw -2719.238971 + Penalty 555.705034 = -2163.533937 nChanged 1 SP:Iteration 1Q (85.520682 sec): 3 clusters Score: Raw -2722.901688 + Penalty 555.705034 = -2167.196654 nChanged 0 SP:Iteration 2F (85.520945 sec): 3 clusters Score: Raw -2722.901688 + Penalty 555.705034 = -2167.196654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.521428 sec): 2 clusters Score: Raw -580.079352 + Penalty 178.109214 = -401.970138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.521648 sec): 3 clusters Score: Raw -578.019056 + Penalty 366.531283 = -211.487773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.522392 sec): 2 clusters Score: Raw -9075.165248 + Penalty 485.085978 = -8590.079271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.522793 sec): 3 clusters Score: Raw -9062.311868 + Penalty 969.805184 = -8092.506684 nChanged 10 SP:Iteration 1F (85.523187 sec): 3 clusters Score: Raw -9081.301373 + Penalty 971.793809 = -8109.507563 nChanged 9 SP:Iteration 2F (85.523582 sec): 3 clusters Score: Raw -9092.056303 + Penalty 972.090030 = -8119.966273 nChanged 2 SP:Iteration 3Q (85.523971 sec): 3 clusters Score: Raw -9094.983579 + Penalty 972.877730 = -8122.105849 nChanged 1 SP:Iteration 4Q (85.524360 sec): 3 clusters Score: Raw -9096.420048 + Penalty 972.877730 = -8123.542318 nChanged 0 SP:Iteration 5F (85.524754 sec): 3 clusters Score: Raw -9096.420048 + Penalty 972.877730 = -8123.542318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.525235 sec): 2 clusters Score: Raw -426.429833 + Penalty 164.382548 = -262.047285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.525451 sec): 3 clusters Score: Raw -424.980357 + Penalty 333.107520 = -91.872837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.526163 sec): 2 clusters Score: Raw -7952.488994 + Penalty 486.021098 = -7466.467896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.526549 sec): 3 clusters Score: Raw -7957.762498 + Penalty 972.272258 = -6985.490240 nChanged 6 SP:Iteration 1F (85.526930 sec): 3 clusters Score: Raw -7968.748201 + Penalty 972.200678 = -6996.547524 nChanged 2 SP:Iteration 2Q (85.527305 sec): 3 clusters Score: Raw -7970.528906 + Penalty 972.092821 = -6998.436085 nChanged 2 SP:Iteration 3Q (85.527702 sec): 3 clusters Score: Raw -7974.025756 + Penalty 972.092821 = -7001.932935 nChanged 0 SP:Iteration 4F (85.528083 sec): 3 clusters Score: Raw -7974.025756 + Penalty 972.092821 = -7001.932935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.529146 sec): 2 clusters Score: Raw -10901.871600 + Penalty 402.376914 = -10499.494686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.529583 sec): 3 clusters Score: Raw -10879.354806 + Penalty 805.973627 = -10073.381179 nChanged 22 SP:Iteration 1F (85.530011 sec): 3 clusters Score: Raw -10911.262073 + Penalty 812.078805 = -10099.183268 nChanged 6 SP:Iteration 2Q (85.530448 sec): 3 clusters Score: Raw -10921.152757 + Penalty 830.022525 = -10091.130233 nChanged 7 SP:Iteration 3F (85.530881 sec): 3 clusters Score: Raw -10933.480607 + Penalty 847.868601 = -10085.612005 nChanged 6 SP:Iteration 4F (85.531315 sec): 3 clusters Score: Raw -10944.122122 + Penalty 863.493656 = -10080.628466 nChanged 5 SP:Iteration 5F (85.531747 sec): 3 clusters Score: Raw -10956.937958 + Penalty 878.188372 = -10078.749586 nChanged 3 SP:Iteration 6F (85.532180 sec): 3 clusters Score: Raw -10962.099238 + Penalty 894.789055 = -10067.310183 nChanged 3 SP:Iteration 7F (85.532612 sec): 3 clusters Score: Raw -10966.856148 + Penalty 917.024092 = -10049.832056 nChanged 4 SP:Iteration 8F (85.533047 sec): 3 clusters Score: Raw -10973.910628 + Penalty 926.640554 = -10047.270074 nChanged 2 SP:Iteration 9F (85.533481 sec): 3 clusters Score: Raw -10978.057078 + Penalty 932.211982 = -10045.845096 nChanged 1 SP:Iteration 10F (85.533914 sec): 3 clusters Score: Raw -10980.040946 + Penalty 938.411015 = -10041.629930 nChanged 1 SP:Iteration 11F (85.534346 sec): 3 clusters Score: Raw -10981.765378 + Penalty 944.410762 = -10037.354616 nChanged 1 SP:Iteration 12F (85.534779 sec): 3 clusters Score: Raw -10984.800269 + Penalty 944.410762 = -10040.389507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.535629 sec): 2 clusters Score: Raw -11618.904580 + Penalty 499.398121 = -11119.506460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.536086 sec): 3 clusters Score: Raw -11595.558792 + Penalty 999.692188 = -10595.866604 nChanged 21 SP:Iteration 1F (85.536536 sec): 3 clusters Score: Raw -11620.637146 + Penalty 1001.385227 = -10619.251918 nChanged 4 SP:Iteration 2Q (85.536977 sec): 3 clusters Score: Raw -11627.748098 + Penalty 1004.825004 = -10622.923094 nChanged 6 SP:Iteration 3Q (85.537419 sec): 3 clusters Score: Raw -11634.056912 + Penalty 1007.659942 = -10626.396970 nChanged 4 SP:Iteration 4Q (85.537863 sec): 3 clusters Score: Raw -11638.953487 + Penalty 1010.937846 = -10628.015640 nChanged 4 SP:Iteration 5Q (85.538304 sec): 3 clusters Score: Raw -11641.940592 + Penalty 1011.074763 = -10630.865829 nChanged 2 SP:Iteration 6Q (85.538743 sec): 3 clusters Score: Raw -11645.077160 + Penalty 1014.211407 = -10630.865753 nChanged 2 SP:Iteration 7F (85.539190 sec): 3 clusters Score: Raw -11647.365341 + Penalty 1018.645375 = -10628.719966 nChanged 3 SP:Iteration 8F (85.539636 sec): 3 clusters Score: Raw -11652.294829 + Penalty 1028.283746 = -10624.011082 nChanged 4 SP:Iteration 9F (85.540084 sec): 3 clusters Score: Raw -11655.928656 + Penalty 1032.279726 = -10623.648930 nChanged 1 SP:Iteration 10F (85.540531 sec): 3 clusters Score: Raw -11657.179154 + Penalty 1032.279726 = -10624.899428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.541024 sec): 2 clusters Score: Raw -631.821744 + Penalty 78.854248 = -552.967495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.541267 sec): 3 clusters Score: Raw -635.483305 + Penalty 162.630883 = -472.852422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.542252 sec): 2 clusters Score: Raw -17798.358448 + Penalty 621.306422 = -17177.052027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.542818 sec): 3 clusters Score: Raw -17747.458871 + Penalty 1240.723355 = -16506.735516 nChanged 25 SP:Iteration 1F (85.543354 sec): 3 clusters Score: Raw -17779.159577 + Penalty 1238.690605 = -16540.468972 nChanged 9 SP:Iteration 2Q (85.543897 sec): 3 clusters Score: Raw -17792.627996 + Penalty 1237.871390 = -16554.756606 nChanged 7 SP:Iteration 3Q (85.544435 sec): 3 clusters Score: Raw -17801.969268 + Penalty 1239.248533 = -16562.720735 nChanged 7 SP:Iteration 4Q (85.544972 sec): 3 clusters Score: Raw -17814.240467 + Penalty 1240.670564 = -16573.569903 nChanged 3 SP:Iteration 5Q (85.545506 sec): 3 clusters Score: Raw -17820.086559 + Penalty 1242.301741 = -16577.784818 nChanged 3 SP:Iteration 6Q (85.546040 sec): 3 clusters Score: Raw -17822.036814 + Penalty 1242.934588 = -16579.102226 nChanged 1 SP:Iteration 7Q (85.546573 sec): 3 clusters Score: Raw -17823.558408 + Penalty 1243.593499 = -16579.964909 nChanged 1 SP:Iteration 8Q (85.547105 sec): 3 clusters Score: Raw -17824.920032 + Penalty 1243.593499 = -16581.326532 nChanged 0 SP:Iteration 9F (85.547648 sec): 3 clusters Score: Raw -17824.920032 + Penalty 1243.593499 = -16581.326532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.548429 sec): 2 clusters Score: Raw -10077.530401 + Penalty 483.833433 = -9593.696968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.548848 sec): 3 clusters Score: Raw -10055.043904 + Penalty 967.399980 = -9087.643925 nChanged 16 SP:Iteration 1F (85.549263 sec): 3 clusters Score: Raw -10071.904946 + Penalty 966.904567 = -9105.000379 nChanged 7 SP:Iteration 2F (85.549681 sec): 3 clusters Score: Raw -10083.518686 + Penalty 966.970177 = -9116.548509 nChanged 5 SP:Iteration 3Q (85.550109 sec): 3 clusters Score: Raw -10089.708487 + Penalty 966.970177 = -9122.738310 nChanged 0 SP:Iteration 4F (85.550532 sec): 3 clusters Score: Raw -10089.708487 + Penalty 966.970177 = -9122.738310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.551134 sec): 2 clusters Score: Raw -4631.892811 + Penalty 420.753823 = -4211.138988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.551438 sec): 3 clusters Score: Raw -4634.667306 + Penalty 841.366806 = -3793.300500 nChanged 1 SP:Iteration 1Q (85.551739 sec): 3 clusters Score: Raw -4636.968576 + Penalty 840.899684 = -3796.068892 nChanged 1 SP:Iteration 2Q (85.552039 sec): 3 clusters Score: Raw -4638.714041 + Penalty 840.899684 = -3797.814358 nChanged 0 SP:Iteration 3F (85.552341 sec): 3 clusters Score: Raw -4638.714041 + Penalty 840.899684 = -3797.814358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.552852 sec): 2 clusters Score: Raw -1365.146358 + Penalty 238.497406 = -1126.648952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.553089 sec): 3 clusters Score: Raw -1376.934377 + Penalty 476.994811 = -899.939566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.553565 sec): 2 clusters Score: Raw -440.679250 + Penalty 143.601684 = -297.077566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.553778 sec): 3 clusters Score: Raw -435.965453 + Penalty 285.301769 = -150.663683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.554301 sec): 2 clusters Score: Raw -1109.877263 + Penalty 106.439831 = -1003.437432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.554531 sec): 3 clusters Score: Raw -1119.291073 + Penalty 230.137069 = -889.154005 nChanged 2 SP:Iteration 1F (85.554757 sec): 3 clusters Score: Raw -1126.581774 + Penalty 230.137069 = -896.444705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.555262 sec): 2 clusters Score: Raw -1441.531516 + Penalty 277.296109 = -1164.235406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.555500 sec): 3 clusters Score: Raw -1441.664807 + Penalty 550.633808 = -891.030999 nChanged 1 SP:Iteration 1F (85.555733 sec): 3 clusters Score: Raw -1445.556964 + Penalty 550.633808 = -894.923156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.556219 sec): 2 clusters Score: Raw -768.347756 + Penalty 224.684272 = -543.663484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.556443 sec): 3 clusters Score: Raw -783.805032 + Penalty 439.438158 = -344.366874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.556930 sec): 2 clusters Score: Raw -888.590624 + Penalty 236.292370 = -652.298254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.557157 sec): 3 clusters Score: Raw -895.548449 + Penalty 472.584740 = -422.963709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.557629 sec): 2 clusters Score: Raw -351.558913 + Penalty 126.443939 = -225.114974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.557845 sec): 3 clusters Score: Raw -344.669640 + Penalty 242.053972 = -102.615667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.558321 sec): 2 clusters Score: Raw -427.007621 + Penalty 137.566014 = -289.441607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.558534 sec): 3 clusters Score: Raw -426.553136 + Penalty 254.493403 = -172.059733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.559005 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.559200 sec): 2 clusters Score: Raw -228.390907 + Penalty 54.244851 = -174.146056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.559698 sec): 2 clusters Score: Raw -1260.379139 + Penalty 252.770894 = -1007.608245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.559930 sec): 3 clusters Score: Raw -1261.747938 + Penalty 508.431164 = -753.316774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.560409 sec): 2 clusters Score: Raw -533.905969 + Penalty 180.851907 = -353.054062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.560626 sec): 3 clusters Score: Raw -528.619931 + Penalty 372.370733 = -156.249197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.561281 sec): 2 clusters Score: Raw -6453.991702 + Penalty 496.367570 = -5957.624132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.561616 sec): 3 clusters Score: Raw -6465.239739 + Penalty 998.154679 = -5467.085060 nChanged 2 SP:Iteration 1Q (85.561942 sec): 3 clusters Score: Raw -6471.260983 + Penalty 1000.055510 = -5471.205473 nChanged 1 SP:Iteration 2Q (85.562266 sec): 3 clusters Score: Raw -6471.884329 + Penalty 1001.331539 = -5470.552790 nChanged 1 SP:Iteration 3F (85.562595 sec): 3 clusters Score: Raw -6473.539823 + Penalty 1001.331539 = -5472.208284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.563179 sec): 2 clusters Score: Raw -3899.763325 + Penalty 373.460010 = -3526.303315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.563471 sec): 3 clusters Score: Raw -3925.705842 + Penalty 747.513733 = -3178.192109 nChanged 3 SP:Iteration 1F (85.563757 sec): 3 clusters Score: Raw -3936.356345 + Penalty 750.130198 = -3186.226147 nChanged 1 SP:Iteration 2Q (85.564040 sec): 3 clusters Score: Raw -3937.887370 + Penalty 752.807286 = -3185.080084 nChanged 1 SP:Iteration 3F (85.564334 sec): 3 clusters Score: Raw -3939.169961 + Penalty 752.807286 = -3186.362675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.564806 sec): 2 clusters Score: Raw -261.509253 + Penalty 105.897170 = -155.612083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.565016 sec): 3 clusters Score: Raw -255.300884 + Penalty 203.689153 = -51.611731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.565501 sec): 2 clusters Score: Raw -704.994254 + Penalty 166.431430 = -538.562824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.565723 sec): 3 clusters Score: Raw -695.367588 + Penalty 377.752334 = -317.615254 nChanged 1 SP:Iteration 1F (85.565939 sec): 3 clusters Score: Raw -699.287715 + Penalty 166.431430 = -532.856285 nChanged 1 SP:Iteration 2F (85.566137 sec): 2 clusters Score: Raw -704.994254 + Penalty 166.431430 = -538.562824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.566692 sec): 2 clusters Score: Raw -2935.778229 + Penalty 287.223264 = -2648.554965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.566962 sec): 3 clusters Score: Raw -2939.023133 + Penalty 576.203051 = -2362.820082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.567446 sec): 2 clusters Score: Raw -672.464908 + Penalty 226.929056 = -445.535852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.567668 sec): 3 clusters Score: Raw -702.698594 + Penalty 456.585957 = -246.112636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.568142 sec): 2 clusters Score: Raw -263.608710 + Penalty 108.402648 = -155.206062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.568354 sec): 3 clusters Score: Raw -256.547990 + Penalty 218.792606 = -37.755384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.568828 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.569024 sec): 2 clusters Score: Raw -348.805348 + Penalty 118.224584 = -230.580764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.569508 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.569701 sec): 2 clusters Score: Raw -174.204677 + Penalty 64.888317 = -109.316360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.570174 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.570369 sec): 2 clusters Score: Raw -357.266292 + Penalty 136.474555 = -220.791737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.570843 sec): 2 clusters Score: Raw -175.929340 + Penalty 61.933545 = -113.995794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.571055 sec): 3 clusters Score: Raw -166.586849 + Penalty 123.867091 = -42.719758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.571556 sec): 2 clusters Score: Raw -905.664496 + Penalty 237.284535 = -668.379961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.571783 sec): 3 clusters Score: Raw -898.870016 + Penalty 474.569070 = -424.300946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.572263 sec): 2 clusters Score: Raw -442.071690 + Penalty 128.362067 = -313.709623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.572481 sec): 3 clusters Score: Raw -435.805468 + Penalty 256.696972 = -179.108495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.572958 sec): 2 clusters Score: Raw -266.450773 + Penalty 110.480480 = -155.970292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.573169 sec): 3 clusters Score: Raw -259.070066 + Penalty 209.423934 = -49.646132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.573649 sec): 2 clusters Score: Raw -417.928877 + Penalty 125.765332 = -292.163544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.573856 sec): 3 clusters Score: Raw -423.192172 + Penalty 171.511857 = -251.680315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.574333 sec): 2 clusters Score: Raw -388.747222 + Penalty 68.430600 = -320.316622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.574547 sec): 3 clusters Score: Raw -397.139989 + Penalty 147.258341 = -249.881648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.575024 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.575237 sec): 3 clusters Score: Raw -347.934741 + Penalty 133.858010 = -214.076731 nChanged 1 SP:Iteration 1F (85.575431 sec): 2 clusters Score: Raw -357.832435 + Penalty 133.858010 = -223.974424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.575894 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.576105 sec): 2 clusters Score: Raw -80.307260 + Penalty 0.000000 = -80.307260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.576566 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.576757 sec): 2 clusters Score: Raw -79.793279 + Penalty 0.000000 = -79.793279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.577235 sec): 2 clusters Score: Raw -555.468012 + Penalty 175.028626 = -380.439386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.577452 sec): 3 clusters Score: Raw -542.380871 + Penalty 346.979501 = -195.401370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.577925 sec): 2 clusters Score: Raw -267.680221 + Penalty 98.966956 = -168.713265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.578137 sec): 3 clusters Score: Raw -256.891337 + Penalty 197.375830 = -59.515507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.578591 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.578772 sec): 2 clusters Score: Raw -79.083438 + Penalty 0.000000 = -79.083438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.579374 sec): 2 clusters Score: Raw -4048.950866 + Penalty 219.589079 = -3829.361787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.579685 sec): 3 clusters Score: Raw -4055.749331 + Penalty 441.282634 = -3614.466697 nChanged 5 SP:Iteration 1F (85.579994 sec): 3 clusters Score: Raw -4067.017833 + Penalty 441.282634 = -3625.735199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.580449 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.580629 sec): 2 clusters Score: Raw -76.252294 + Penalty 0.000000 = -76.252294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 242 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.581100 sec): 2 clusters Score: Raw -340.795304 + Penalty 126.154824 = -214.640480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.581314 sec): 3 clusters Score: Raw -337.435066 + Penalty 245.634069 = -91.800997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 244 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.581812 sec): 2 clusters Score: Raw -1149.881169 + Penalty 231.552861 = -918.328307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.582046 sec): 3 clusters Score: Raw -1166.622947 + Penalty 463.105722 = -703.517224 nChanged 0 Deleting Class 184 (3 points): Lose 5.912986 but Gain 1060.716101 Iteration 119Q (85.790692 sec): 102 clusters Score: Raw -3021418.315013 + Penalty 92327.608094 = -2929090.706920 nChanged 21 Deleting Class 80 (5 points): Lose 45.825202 but Gain 1077.307143 Iteration 120F (87.592983 sec): 101 clusters Score: Raw -3021400.134291 + Penalty 91252.121422 = -2930148.012869 nChanged 21 Deleting Class 158 (4 points): Lose 7.226788 but Gain 1038.375161 Iteration 121Q (87.782102 sec): 100 clusters Score: Raw -3021431.627580 + Penalty 90223.316777 = -2931208.310803 nChanged 16 Deleting Class 141 (3 points): Lose 10.345037 but Gain 1040.766966 Iteration 122Q (87.972545 sec): 99 clusters Score: Raw -3021437.049758 + Penalty 89198.590917 = -2932238.458841 nChanged 16 Deleting Class 57 (43 points): Lose 163.707153 but Gain 1189.532157 Iteration 123Q (88.165310 sec): 98 clusters Score: Raw -3021285.914723 + Penalty 88062.708141 = -2933223.206582 nChanged 56 Deleting Class 108 (10 points): Lose 58.865390 but Gain 1082.410681 Iteration 124Q (88.356700 sec): 97 clusters Score: Raw -3021313.131480 + Penalty 87079.884831 = -2934233.246649 nChanged 43 Deleting Class 179 (10 points): Lose 64.930053 but Gain 1086.955601 Iteration 125Q (88.544739 sec): 96 clusters Score: Raw -3021291.220795 + Penalty 86116.139743 = -2935175.081052 nChanged 30 Deleting Class 66 (15 points): Lose 81.456463 but Gain 1100.971992 Iteration 126Q (88.731134 sec): 95 clusters Score: Raw -3021263.306197 + Penalty 85051.142232 = -2936212.163965 nChanged 26 Deleting Class 127 (68 points): Lose 224.978957 but Gain 1240.793972 Iteration 127Q (88.915499 sec): 94 clusters Score: Raw -3021075.259085 + Penalty 83890.192369 = -2937185.066716 nChanged 78 Deleting Class 212 (6 points): Lose 16.609291 but Gain 1030.356308 Iteration 128Q (89.100852 sec): 93 clusters Score: Raw -3021178.674237 + Penalty 82885.337389 = -2938293.336849 nChanged 30 Deleting Class 126 (6 points): Lose 53.291811 but Gain 1064.636726 Iteration 129Q (89.283283 sec): 92 clusters Score: Raw -3021155.251850 + Penalty 81858.351551 = -2939296.900298 nChanged 23 Deleting Class 105 (16 points): Lose 55.083196 but Gain 1054.912367 Iteration 130F (90.908990 sec): 91 clusters Score: Raw -3021131.001790 + Penalty 80827.010124 = -2940303.991666 nChanged 27 Deleting Class 132 (3 points): Lose 19.919193 but Gain 1016.712031 Iteration 131Q (91.089843 sec): 90 clusters Score: Raw -3021142.948424 + Penalty 79813.484408 = -2941329.464016 nChanged 11 Deleting Class 41 (40 points): Lose 175.476577 but Gain 1169.599648 Iteration 132Q (91.268665 sec): 89 clusters Score: Raw -3020980.247297 + Penalty 78694.632218 = -2942285.615079 nChanged 47 Deleting Class 205 (4 points): Lose 25.156451 but Gain 1018.467014 Iteration 133Q (91.449320 sec): 88 clusters Score: Raw -3021031.631013 + Penalty 77701.784981 = -2943329.846032 nChanged 25 Deleting Class 65 (63 points): Lose 179.076674 but Gain 1170.981223 Iteration 134Q (91.627826 sec): 87 clusters Score: Raw -3020886.223221 + Penalty 76566.530090 = -2944319.693131 nChanged 83 Deleting Class 92 (54 points): Lose 150.335423 but Gain 1140.927048 Iteration 135Q (91.808066 sec): 86 clusters Score: Raw -3020841.623595 + Penalty 75441.705272 = -2945399.918323 nChanged 77 Deleting Class 71 (1 points): Lose 2.350516 but Gain 985.751542 Iteration 136Q (91.988287 sec): 85 clusters Score: Raw -3020928.082898 + Penalty 74476.767767 = -2946451.315130 nChanged 24 Deleting Class 156 (2 points): Lose 8.921365 but Gain 987.413603 Iteration 137Q (92.162974 sec): 84 clusters Score: Raw -3020937.115525 + Penalty 73502.712095 = -2947434.403429 nChanged 16 Deleting Class 22 (3 points): Lose 14.166497 but Gain 988.834310 Iteration 138Q (92.337298 sec): 83 clusters Score: Raw -3020933.343367 + Penalty 72518.574626 = -2948414.768742 nChanged 13 Deleting Class 23 (10 points): Lose 33.382011 but Gain 1007.227302 Iteration 139Q (92.509814 sec): 82 clusters Score: Raw -3020911.100850 + Penalty 71514.396897 = -2949396.703953 nChanged 16 Deleting Class 107 (8 points): Lose 102.787506 but Gain 1071.548702 Iteration 140F (93.976042 sec): 81 clusters Score: Raw -3020826.917369 + Penalty 70433.725481 = -2950393.191888 nChanged 18 Deleting Class 112 (14 points): Lose 44.085813 but Gain 1010.267308 Iteration 141Q (94.154097 sec): 80 clusters Score: Raw -3020801.194410 + Penalty 69429.526511 = -2951371.667899 nChanged 17 Deleting Class 109 (4 points): Lose 19.840682 but Gain 962.056592 Iteration 142Q (94.330603 sec): 79 clusters Score: Raw -3020802.022105 + Penalty 68496.650241 = -2952305.371864 nChanged 13 Deleting Class 217 (3 points): Lose 13.998935 but Gain 950.175477 Iteration 143Q (94.506557 sec): 78 clusters Score: Raw -3020800.313056 + Penalty 67552.485726 = -2953247.827330 nChanged 10 Deleting Class 168 (2 points): Lose 7.471953 but Gain 942.450481 Iteration 144Q (94.686379 sec): 77 clusters Score: Raw -3020800.995622 + Penalty 66612.646370 = -2954188.349252 nChanged 7 Deleting Class 96 (5 points): Lose 14.487123 but Gain 941.116451 Iteration 145Q (94.861497 sec): 76 clusters Score: Raw -3020792.145370 + Penalty 65675.342112 = -2955116.803258 nChanged 6 Deleting Class 16 (2 points): Lose 21.353374 but Gain 947.820429 Iteration 146Q (95.036013 sec): 75 clusters Score: Raw -3020778.461831 + Penalty 64729.675336 = -2956048.786495 nChanged 3 Deleting Class 242 (4 points): Lose 35.727450 but Gain 959.856843 Iteration 147Q (95.208049 sec): 74 clusters Score: Raw -3020748.292612 + Penalty 63769.530899 = -2956978.761714 nChanged 4 Deleting Class 35 (14 points): Lose 76.815963 but Gain 1000.082713 Iteration 148Q (95.379858 sec): 73 clusters Score: Raw -3020681.816865 + Penalty 62765.067488 = -2957916.749377 nChanged 14 Deleting Class 19 (44 points): Lose 163.330390 but Gain 1074.447634 Iteration 149Q (95.555652 sec): 72 clusters Score: Raw -3020542.412585 + Penalty 61688.758460 = -2958853.654124 nChanged 50 Deleting Class 139 (8 points): Lose 255.487040 but Gain 1151.069248 Iteration 150F (96.835916 sec): 71 clusters Score: Raw -3020382.271819 + Penalty 60539.365031 = -2959842.906788 nChanged 25 Deleting Class 143 (4 points): Lose 10.681745 but Gain 899.519115 Iteration 151Q (97.001758 sec): 70 clusters Score: Raw -3020396.101206 + Penalty 59652.428348 = -2960743.672858 nChanged 21 Deleting Class 78 (7 points): Lose 95.468369 but Gain 965.431940 Iteration 152Q (97.165554 sec): 69 clusters Score: Raw -3020316.651873 + Penalty 58685.952630 = -2961630.699244 nChanged 18 Deleting Class 69 (59 points): Lose 279.745722 but Gain 1149.663672 Iteration 153Q (97.328070 sec): 68 clusters Score: Raw -3020074.067010 + Penalty 57775.131021 = -2962298.935989 nChanged 68 Deleting Class 110 (5 points): Lose 37.949122 but Gain 901.560727 Iteration 154Q (97.491679 sec): 67 clusters Score: Raw -3020216.596296 + Penalty 56903.044051 = -2963313.552244 nChanged 23 Deleting Class 81 (130 points): Lose 448.580493 but Gain 1288.420205 Iteration 155Q (97.653154 sec): 66 clusters Score: Raw -3019796.225411 + Penalty 55743.755965 = -2964052.469446 nChanged 146 Deleting Class 130 (52 points): Lose 272.710049 but Gain 1108.312358 Iteration 156Q (97.816872 sec): 65 clusters Score: Raw -3019757.623081 + Penalty 54585.743924 = -2965171.879156 nChanged 91 Deleting Class 88 (123 points): Lose 253.238390 but Gain 1088.202823 Iteration 157Q (97.979196 sec): 64 clusters Score: Raw -3019610.575368 + Penalty 53512.530371 = -2966098.044997 nChanged 148 Deleting Class 183 (5 points): Lose 9.726663 but Gain 841.241200 Iteration 158Q (98.141828 sec): 63 clusters Score: Raw -3019765.051423 + Penalty 52705.354356 = -2967059.697067 nChanged 37 Deleting Class 136 (46 points): Lose 184.219494 but Gain 1007.641050 Iteration 159Q (98.297798 sec): 62 clusters Score: Raw -3019616.551773 + Penalty 51737.702291 = -2967878.849482 nChanged 55 Deleting Class 30 (2 points): Lose 1.465339 but Gain 822.964461 Iteration 160F (99.407941 sec): 61 clusters Score: Raw -3019690.060487 + Penalty 50914.529109 = -2968775.531379 nChanged 26 Deleting Class 93 (16 points): Lose 69.615998 but Gain 876.589578 Iteration 161Q (99.568883 sec): 60 clusters Score: Raw -3019642.339566 + Penalty 50156.052796 = -2969486.286769 nChanged 39 Deleting Class 244 (17 points): Lose 139.454680 but Gain 940.034054 Iteration 162Q (99.723065 sec): 59 clusters Score: Raw -3019548.819399 + Penalty 49254.551106 = -2970294.268293 nChanged 37 Deleting Class 135 (8 points): Lose 47.975921 but Gain 844.202605 Iteration 163Q (99.877185 sec): 58 clusters Score: Raw -3019562.994041 + Penalty 48417.421458 = -2971145.572582 nChanged 30 Deleting Class 84 (155 points): Lose 346.157971 but Gain 1116.723625 Iteration 164Q (100.030297 sec): 57 clusters Score: Raw -3019246.427389 + Penalty 47311.093065 = -2971935.334324 nChanged 172 Deleting Class 196 (5 points): Lose 55.823906 but Gain 824.223084 Iteration 165Q (100.188075 sec): 56 clusters Score: Raw -3019394.248814 + Penalty 46457.046501 = -2972937.202313 nChanged 46 Deleting Class 77 (33 points): Lose 122.875249 but Gain 877.142491 Iteration 166Q (100.339737 sec): 55 clusters Score: Raw -3019302.416082 + Penalty 45582.377564 = -2973720.038518 nChanged 58 Deleting Class 211 (3 points): Lose 65.019327 but Gain 817.983385 Iteration 167Q (100.489081 sec): 54 clusters Score: Raw -3019307.133904 + Penalty 44770.379791 = -2974536.754114 nChanged 26 Deleting Class 73 (14 points): Lose 92.278937 but Gain 844.443797 Iteration 168Q (100.640660 sec): 53 clusters Score: Raw -3019258.456293 + Penalty 43973.312245 = -2975285.144048 nChanged 26 Deleting Class 68 (148 points): Lose 357.588577 but Gain 1095.347789 Iteration 169Q (100.791722 sec): 52 clusters Score: Raw -3018948.757548 + Penalty 42907.862978 = -2976040.894570 nChanged 167 Deleting Class 24 (4 points): Lose 55.757657 but Gain 742.036962 Iteration 170F (101.716487 sec): 51 clusters Score: Raw -3019116.394360 + Penalty 42173.798337 = -2976942.596023 nChanged 50 Deleting Class 86 (258 points): Lose 606.981031 but Gain 1228.042167 Iteration 171Q (101.867445 sec): 50 clusters Score: Raw -3018559.412775 + Penalty 41032.666452 = -2977526.746323 nChanged 271 Deleting Class 8 (76 points): Lose 202.006090 but Gain 784.237878 Iteration 172Q (102.019261 sec): 49 clusters Score: Raw -3018784.032910 + Penalty 40255.480680 = -2978528.552230 nChanged 172 Deleting Class 75 (19 points): Lose 92.131239 but Gain 654.782461 Iteration 173Q (102.166726 sec): 48 clusters Score: Raw -3018844.496861 + Penalty 39572.091086 = -2979272.405775 nChanged 86 Deleting Class 38 (213 points): Lose 712.231363 but Gain 1274.231728 Iteration 174Q (102.313664 sec): 47 clusters Score: Raw -3018200.720708 + Penalty 38352.065736 = -2979848.654972 nChanged 267 Deleting Class 36 (143 points): Lose 559.432512 but Gain 1112.290822 Iteration 175Q (102.462295 sec): 46 clusters Score: Raw -3018072.134664 + Penalty 37307.862677 = -2980764.271987 nChanged 232 Deleting Class 209 (1 points): Lose 6.047868 but Gain 552.330353 Iteration 176Q (102.607563 sec): 45 clusters Score: Raw -3018452.288396 + Penalty 36771.233818 = -2981681.054578 nChanged 83 Deleting Class 37 (200 points): Lose 499.807806 but Gain 930.033428 Iteration 177Q (102.750410 sec): 44 clusters Score: Raw -3018006.381317 + Penalty 35978.266094 = -2982028.115223 nChanged 258 Deleting Class 85 (14 points): Lose 101.720164 but Gain 613.731659 Iteration 178Q (102.899473 sec): 43 clusters Score: Raw -3018248.905057 + Penalty 35454.785044 = -2982794.120013 nChanged 95 Deleting Class 104 (30 points): Lose 224.944720 but Gain 624.287366 Iteration 179Q (103.038043 sec): 42 clusters Score: Raw -3018102.315823 + Penalty 34865.625973 = -2983236.689849 nChanged 98 Deleting Class 201 (5 points): Lose 58.885600 but Gain 448.470809 Iteration 180F (103.794758 sec): 41 clusters Score: Raw -3018169.459713 + Penalty 34428.008071 = -2983741.451641 nChanged 58 Deleting Class 14 (22 points): Lose 590.518083 but Gain 976.177080 Iteration 181Q (103.933656 sec): 40 clusters Score: Raw -3017631.083209 + Penalty 33521.128561 = -2984109.954648 nChanged 62 Deleting Class 111 (3 points): Lose 141.318515 but Gain 520.801385 Iteration 182Q (104.068485 sec): 39 clusters Score: Raw -3017744.770387 + Penalty 32998.513025 = -2984746.257362 nChanged 45 Deleting Class 83 (162 points): Lose 559.379020 but Gain 893.786426 Iteration 183Q (104.200501 sec): 38 clusters Score: Raw -3017270.955575 + Penalty 32116.460744 = -2985154.494831 nChanged 194 Deleting Class 51 (199 points): Lose 734.921586 but Gain 1025.429254 Iteration 184Q (104.334421 sec): 37 clusters Score: Raw -3016889.962794 + Penalty 31094.652390 = -2985795.310404 nChanged 277 Deleting Class 79 (371 points): Lose 851.255038 but Gain 1121.771488 Iteration 185Q (104.470428 sec): 36 clusters Score: Raw -3016506.649166 + Penalty 29985.601112 = -2986521.048054 nChanged 503 Deleting Class 17 (163 points): Lose 759.253953 but Gain 1027.578435 Iteration 186Q (104.605517 sec): 35 clusters Score: Raw -3016310.836352 + Penalty 28965.902743 = -2987344.933610 nChanged 300 Deleting Class 31 (451 points): Lose 1039.938073 but Gain 1330.188167 Iteration 187Q (104.735808 sec): 34 clusters Score: Raw -3015706.713632 + Penalty 27669.567166 = -2988037.146465 nChanged 599 Deleting Class 230 (1 points): Lose 15.729365 but Gain 279.163824 Iteration 188Q (104.868661 sec): 33 clusters Score: Raw -3016547.607870 + Penalty 27368.949945 = -2989178.657925 nChanged 216 Deleting Class 11 (67 points): Lose 197.312697 but Gain 385.769606 Iteration 189Q (104.995641 sec): 32 clusters Score: Raw -3016457.953964 + Penalty 27000.666295 = -2989457.287670 nChanged 215 Deleting Class 12 (173 points): Lose 177.105286 but Gain 316.491795 Iteration 190F (105.588061 sec): 31 clusters Score: Raw -3016496.151484 + Penalty 26730.194246 = -2989765.957237 nChanged 306 Deleting Class 61 (257 points): Lose 1561.116171 but Gain 1703.977236 Iteration 191Q (105.723653 sec): 30 clusters Score: Raw -3015317.986455 + Penalty 25110.381552 = -2990207.604903 nChanged 358 Deleting Class 2 (205 points): Lose 172.964068 but Gain 285.048318 Iteration 192Q (105.850877 sec): 29 clusters Score: Raw -3016004.057281 + Penalty 24827.656544 = -2991176.400737 nChanged 326 Deleting Class 20 (156 points): Lose 213.717844 but Gain 319.697860 Iteration 193Q (105.976259 sec): 28 clusters Score: Raw -3016079.524713 + Penalty 24509.203590 = -2991570.321123 nChanged 272 Deleting Class 52 (443 points): Lose 1324.457830 but Gain 1419.640361 Iteration 194Q (106.098048 sec): 27 clusters Score: Raw -3014990.350608 + Penalty 23156.646509 = -2991833.704099 nChanged 548 Deleting Class 58 (409 points): Lose 1629.508874 but Gain 1677.842996 Iteration 195Q (106.221216 sec): 26 clusters Score: Raw -3014162.380933 + Penalty 21628.936678 = -2992533.444255 nChanged 590 Deleting Class 3 (247 points): Lose 774.880659 but Gain 804.266731 Iteration 196Q (106.349337 sec): 25 clusters Score: Raw -3014259.554171 + Penalty 20894.646172 = -2993364.908000 nChanged 431 Deleting Class 241 (1 points): Lose 31.065117 but Gain 52.738535 Iteration 197Q (106.467350 sec): 24 clusters Score: Raw -3014783.408185 + Penalty 20878.775535 = -2993904.632650 nChanged 204 Iteration 198Q (106.582315 sec): 24 clusters Score: Raw -3014906.904073 + Penalty 20927.452161 = -2993979.451912 nChanged 159 Iteration 199Q (106.704717 sec): 24 clusters Score: Raw -3014984.084125 + Penalty 20961.516781 = -2994022.567344 nChanged 120 Iteration 200F (107.156843 sec): 24 clusters Score: Raw -3015037.927251 + Penalty 20983.270948 = -2994054.656303 nChanged 104 Iteration 201Q (107.270821 sec): 24 clusters Score: Raw -3015089.431687 + Penalty 21015.031777 = -2994074.399910 nChanged 100 Iteration 202Q (107.385695 sec): 24 clusters Score: Raw -3015131.998741 + Penalty 21037.619479 = -2994094.379262 nChanged 80 Iteration 203Q (107.500137 sec): 24 clusters Score: Raw -3015167.423089 + Penalty 21060.819887 = -2994106.603202 nChanged 81 Iteration 204Q (107.615997 sec): 24 clusters Score: Raw -3015208.698230 + Penalty 21091.610740 = -2994117.087490 nChanged 85 Iteration 205Q (107.730084 sec): 24 clusters Score: Raw -3015256.816516 + Penalty 21103.086192 = -2994153.730324 nChanged 66 Iteration 206Q (107.852287 sec): 24 clusters Score: Raw -3015283.036228 + Penalty 21111.174602 = -2994171.861626 nChanged 44 Iteration 207Q (107.966155 sec): 24 clusters Score: Raw -3015296.222026 + Penalty 21118.283254 = -2994177.938772 nChanged 30 Iteration 208Q (108.079773 sec): 24 clusters Score: Raw -3015307.325363 + Penalty 21121.970296 = -2994185.355067 nChanged 25 Iteration 209Q (108.193271 sec): 24 clusters Score: Raw -3015314.304848 + Penalty 21122.621199 = -2994191.683648 nChanged 13 Iteration 210F (108.641520 sec): 24 clusters Score: Raw -3015319.948566 + Penalty 21118.283383 = -2994201.665183 nChanged 11 Iteration 211Q (108.760701 sec): 24 clusters Score: Raw -3015326.284227 + Penalty 21117.334503 = -2994208.949723 nChanged 12 Iteration 212Q (108.875239 sec): 24 clusters Score: Raw -3015336.007518 + Penalty 21136.113280 = -2994199.894237 nChanged 13 Iteration 213F (109.325175 sec): 24 clusters Score: Raw -3015395.344450 + Penalty 21147.789714 = -2994247.554736 nChanged 16 Iteration 214Q (109.439474 sec): 24 clusters Score: Raw -3015433.527075 + Penalty 21142.589217 = -2994290.937858 nChanged 17 Iteration 215Q (109.552838 sec): 24 clusters Score: Raw -3015439.808301 + Penalty 21151.085035 = -2994288.723266 nChanged 22 Iteration 216F (110.000160 sec): 24 clusters Score: Raw -3015496.434086 + Penalty 21140.086320 = -2994356.347766 nChanged 14 Iteration 217Q (110.113974 sec): 24 clusters Score: Raw -3015499.768815 + Penalty 21135.735820 = -2994364.032995 nChanged 10 Iteration 218Q (110.227977 sec): 24 clusters Score: Raw -3015502.093154 + Penalty 21136.746691 = -2994365.346463 nChanged 5 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015502.093154 + Penalty 21136.746691 = -2994365.346463Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.360460 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.365954 sec): 3 clusters Score: Raw -228830.404923 + Penalty 307.911001 = -228522.493922 nChanged 1311 SP:Iteration 1F (110.371361 sec): 3 clusters Score: Raw -230364.776698 + Penalty 331.268485 = -230033.508213 nChanged 166 SP:Iteration 2F (110.376411 sec): 3 clusters Score: Raw -230566.671692 + Penalty 363.814635 = -230202.857056 nChanged 27 SP:Iteration 3Q (110.380681 sec): 3 clusters Score: Raw -230596.137038 + Penalty 322.256950 = -230273.880088 nChanged 6 SP:Iteration 4Q (110.384693 sec): 3 clusters Score: Raw -230596.767946 + Penalty 330.534318 = -230266.233628 nChanged 2 SP:Iteration 5F (110.389859 sec): 3 clusters Score: Raw -230596.745906 + Penalty 348.867807 = -230247.878099 nChanged 2 SP:Iteration 6F (110.394763 sec): 3 clusters Score: Raw -230596.664855 + Penalty 291.992033 = -230304.672822 nChanged 3 SP:Iteration 7Q (110.398983 sec): 3 clusters Score: Raw -230597.960593 + Penalty 155.743991 = -230442.216602 nChanged 1 SP:Iteration 8Q (110.402829 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 9F (110.406723 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.413675 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.417173 sec): 3 clusters Score: Raw -149180.361780 + Penalty 720.759760 = -148459.602021 nChanged 751 SP:Iteration 1F (110.420802 sec): 3 clusters Score: Raw -149626.567193 + Penalty 722.978074 = -148903.589119 nChanged 159 SP:Iteration 2F (110.424208 sec): 3 clusters Score: Raw -149702.680983 + Penalty 726.114138 = -148976.566844 nChanged 110 SP:Iteration 3F (110.427505 sec): 3 clusters Score: Raw -149764.294163 + Penalty 731.781075 = -149032.513088 nChanged 107 SP:Iteration 4F (110.430926 sec): 3 clusters Score: Raw -149848.829680 + Penalty 740.429085 = -149108.400595 nChanged 134 SP:Iteration 5F (110.434303 sec): 3 clusters Score: Raw -149957.798283 + Penalty 752.182821 = -149205.615462 nChanged 126 SP:Iteration 6F (110.437563 sec): 3 clusters Score: Raw -150057.860951 + Penalty 762.306190 = -149295.554761 nChanged 98 SP:Iteration 7F (110.440851 sec): 3 clusters Score: Raw -150119.930407 + Penalty 766.270627 = -149353.659779 nChanged 65 SP:Iteration 8Q (110.444172 sec): 3 clusters Score: Raw -150146.336478 + Penalty 772.010797 = -149374.325681 nChanged 42 SP:Iteration 9Q (110.447425 sec): 3 clusters Score: Raw -150161.027004 + Penalty 777.884299 = -149383.142705 nChanged 27 SP:Iteration 10F (110.450786 sec): 3 clusters Score: Raw -150172.105252 + Penalty 782.321682 = -149389.783570 nChanged 22 SP:Iteration 11Q (110.454255 sec): 3 clusters Score: Raw -150183.891318 + Penalty 785.631385 = -149398.259934 nChanged 19 SP:Iteration 12Q (110.457442 sec): 3 clusters Score: Raw -150196.021855 + Penalty 790.537877 = -149405.483977 nChanged 19 SP:Iteration 13Q (110.460571 sec): 3 clusters Score: Raw -150207.304717 + Penalty 794.755736 = -149412.548981 nChanged 19 SP:Iteration 14Q (110.463667 sec): 3 clusters Score: Raw -150218.001751 + Penalty 798.153756 = -149419.847995 nChanged 12 SP:Iteration 15Q (110.466807 sec): 3 clusters Score: Raw -150223.224242 + Penalty 800.326682 = -149422.897560 nChanged 11 SP:Iteration 16Q (110.469960 sec): 3 clusters Score: Raw -150228.482226 + Penalty 801.631740 = -149426.850486 nChanged 9 SP:Iteration 17Q (110.473035 sec): 3 clusters Score: Raw -150234.390563 + Penalty 799.874925 = -149434.515638 nChanged 10 SP:Iteration 18Q (110.476140 sec): 3 clusters Score: Raw -150239.592437 + Penalty 799.562404 = -149440.030033 nChanged 10 SP:Iteration 19Q (110.479182 sec): 3 clusters Score: Raw -150243.194753 + Penalty 796.633172 = -149446.561582 nChanged 13 SP:Iteration 20F (110.482501 sec): 3 clusters Score: Raw -150250.712568 + Penalty 795.366844 = -149455.345724 nChanged 9 SP:Iteration 21Q (110.485742 sec): 3 clusters Score: Raw -150255.264698 + Penalty 792.289974 = -149462.974724 nChanged 10 SP:Iteration 22Q (110.488750 sec): 3 clusters Score: Raw -150261.875768 + Penalty 789.786295 = -149472.089473 nChanged 6 SP:Iteration 23Q (110.491676 sec): 3 clusters Score: Raw -150265.448038 + Penalty 790.099687 = -149475.348352 nChanged 5 SP:Iteration 24Q (110.494701 sec): 3 clusters Score: Raw -150267.533497 + Penalty 791.246039 = -149476.287458 nChanged 7 SP:Iteration 25Q (110.497925 sec): 3 clusters Score: Raw -150269.210989 + Penalty 791.670156 = -149477.540833 nChanged 5 SP:Iteration 26Q (110.500958 sec): 3 clusters Score: Raw -150270.385202 + Penalty 791.451329 = -149478.933873 nChanged 5 SP:Iteration 27Q (110.503918 sec): 3 clusters Score: Raw -150271.991200 + Penalty 795.194740 = -149476.796460 nChanged 7 SP:Iteration 28F (110.507204 sec): 3 clusters Score: Raw -150272.906095 + Penalty 800.263652 = -149472.642443 nChanged 5 SP:Iteration 29F (110.510471 sec): 3 clusters Score: Raw -150274.314553 + Penalty 802.772731 = -149471.541823 nChanged 3 SP:Iteration 30F (110.513755 sec): 3 clusters Score: Raw -150274.691084 + Penalty 803.287016 = -149471.404068 nChanged 2 SP:Iteration 31F (110.517040 sec): 3 clusters Score: Raw -150274.938488 + Penalty 803.287016 = -149471.651472 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.617285 sec): 2 clusters Score: Raw -1712148.365402 + Penalty 303.705372 = -1711844.660030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.659875 sec): 3 clusters Score: Raw -1697550.083009 + Penalty 784.973480 = -1696765.109528 nChanged 10356 SP:Iteration 1F (110.702350 sec): 3 clusters Score: Raw -1708451.327145 + Penalty 1014.027051 = -1707437.300094 nChanged 2563 SP:Iteration 2F (110.744814 sec): 3 clusters Score: Raw -1711305.937507 + Penalty 1137.458601 = -1710168.478906 nChanged 632 SP:Iteration 3Q (110.785531 sec): 3 clusters Score: Raw -1711940.188354 + Penalty 1180.567758 = -1710759.620596 nChanged 164 SP:Iteration 4Q (110.822858 sec): 3 clusters Score: Raw -1712083.596177 + Penalty 1197.414473 = -1710886.181705 nChanged 73 SP:Iteration 5Q (110.858507 sec): 3 clusters Score: Raw -1712144.779285 + Penalty 1221.683842 = -1710923.095443 nChanged 32 SP:Iteration 6Q (110.893645 sec): 3 clusters Score: Raw -1712172.288460 + Penalty 1226.788673 = -1710945.499787 nChanged 15 SP:Iteration 7Q (110.928283 sec): 3 clusters Score: Raw -1712187.243413 + Penalty 1215.865733 = -1710971.377680 nChanged 10 SP:Iteration 8Q (110.963081 sec): 3 clusters Score: Raw -1712200.864560 + Penalty 1211.102202 = -1710989.762358 nChanged 4 SP:Iteration 9Q (110.997734 sec): 3 clusters Score: Raw -1712205.547839 + Penalty 1207.393804 = -1710998.154035 nChanged 4 SP:Iteration 10F (111.040485 sec): 3 clusters Score: Raw -1712210.136818 + Penalty 1201.927157 = -1711008.209661 nChanged 4 SP:Iteration 11Q (111.074807 sec): 3 clusters Score: Raw -1712214.929039 + Penalty 1200.201684 = -1711014.727356 nChanged 1 SP:Iteration 12Q (111.109770 sec): 3 clusters Score: Raw -1712214.936306 + Penalty 1198.912006 = -1711016.024300 nChanged 1 SP:Iteration 13Q (111.144142 sec): 3 clusters Score: Raw -1712215.418788 + Penalty 1194.187339 = -1711021.231449 nChanged 2 SP:Iteration 14Q (111.179094 sec): 3 clusters Score: Raw -1712216.452087 + Penalty 1194.187339 = -1711022.264748 nChanged 0 SP:Iteration 15F (111.222859 sec): 3 clusters Score: Raw -1712216.452087 + Penalty 1194.187339 = -1711022.264748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.238722 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.240728 sec): 3 clusters Score: Raw -83557.959675 + Penalty 1372.340657 = -82185.619018 nChanged 342 SP:Iteration 1F (111.242650 sec): 3 clusters Score: Raw -83752.975154 + Penalty 1380.705965 = -82372.269189 nChanged 107 SP:Iteration 2F (111.244593 sec): 3 clusters Score: Raw -83831.428364 + Penalty 1390.907903 = -82440.520461 nChanged 68 SP:Iteration 3F (111.246534 sec): 3 clusters Score: Raw -83886.425304 + Penalty 1405.064731 = -82481.360574 nChanged 55 SP:Iteration 4F (111.248478 sec): 3 clusters Score: Raw -83933.155131 + Penalty 1417.450097 = -82515.705035 nChanged 49 SP:Iteration 5F (111.250428 sec): 3 clusters Score: Raw -83971.590509 + Penalty 1429.803514 = -82541.786995 nChanged 32 SP:Iteration 6Q (111.252600 sec): 3 clusters Score: Raw -84002.639507 + Penalty 1439.516216 = -82563.123291 nChanged 33 SP:Iteration 7Q (111.254662 sec): 3 clusters Score: Raw -84031.535214 + Penalty 1442.983661 = -82588.551552 nChanged 21 SP:Iteration 8Q (111.256538 sec): 3 clusters Score: Raw -84052.131866 + Penalty 1445.323418 = -82606.808449 nChanged 14 SP:Iteration 9Q (111.258386 sec): 3 clusters Score: Raw -84066.390845 + Penalty 1449.057680 = -82617.333165 nChanged 10 SP:Iteration 10F (111.260389 sec): 3 clusters Score: Raw -84079.081427 + Penalty 1451.365498 = -82627.715929 nChanged 13 SP:Iteration 11Q (111.262222 sec): 3 clusters Score: Raw -84090.692912 + Penalty 1450.779654 = -82639.913258 nChanged 11 SP:Iteration 12Q (111.264013 sec): 3 clusters Score: Raw -84101.065779 + Penalty 1445.334638 = -82655.731141 nChanged 7 SP:Iteration 13Q (111.265783 sec): 3 clusters Score: Raw -84106.615098 + Penalty 1447.171494 = -82659.443604 nChanged 6 SP:Iteration 14Q (111.267551 sec): 3 clusters Score: Raw -84110.633430 + Penalty 1449.436264 = -82661.197166 nChanged 4 SP:Iteration 15Q (111.269357 sec): 3 clusters Score: Raw -84114.672443 + Penalty 1453.427451 = -82661.244992 nChanged 2 SP:Iteration 16Q (111.271169 sec): 3 clusters Score: Raw -84116.588632 + Penalty 1456.031861 = -82660.556771 nChanged 2 SP:Iteration 17F (111.273179 sec): 3 clusters Score: Raw -84117.690347 + Penalty 1456.563506 = -82661.126841 nChanged 2 SP:Iteration 18Q (111.274981 sec): 3 clusters Score: Raw -84118.333731 + Penalty 1456.319395 = -82662.014336 nChanged 3 SP:Iteration 19Q (111.276737 sec): 3 clusters Score: Raw -84119.384623 + Penalty 1455.687164 = -82663.697459 nChanged 4 SP:Iteration 20F (111.278703 sec): 3 clusters Score: Raw -84121.191675 + Penalty 1462.775685 = -82658.415990 nChanged 4 SP:Iteration 21F (111.280669 sec): 3 clusters Score: Raw -84123.669725 + Penalty 1460.893947 = -82662.775777 nChanged 1 SP:Iteration 22Q (111.282503 sec): 3 clusters Score: Raw -84123.699592 + Penalty 1462.689441 = -82661.010151 nChanged 2 SP:Iteration 23F (111.284578 sec): 3 clusters Score: Raw -84124.722533 + Penalty 1468.611008 = -82656.111524 nChanged 2 SP:Iteration 24F (111.286726 sec): 3 clusters Score: Raw -84126.079952 + Penalty 1468.611008 = -82657.468943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.289928 sec): 2 clusters Score: Raw -65610.295945 + Penalty 986.540664 = -64623.755281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.291634 sec): 3 clusters Score: Raw -65318.589609 + Penalty 1972.379170 = -63346.210439 nChanged 226 SP:Iteration 1F (111.293307 sec): 3 clusters Score: Raw -65513.999886 + Penalty 1971.815129 = -63542.184757 nChanged 61 SP:Iteration 2F (111.294956 sec): 3 clusters Score: Raw -65577.606015 + Penalty 1970.918414 = -63606.687601 nChanged 39 SP:Iteration 3Q (111.296661 sec): 3 clusters Score: Raw -65611.569781 + Penalty 1970.282485 = -63641.287296 nChanged 23 SP:Iteration 4Q (111.298322 sec): 3 clusters Score: Raw -65638.145875 + Penalty 1969.493234 = -63668.652641 nChanged 20 SP:Iteration 5Q (111.299979 sec): 3 clusters Score: Raw -65672.482265 + Penalty 1967.745008 = -63704.737257 nChanged 30 SP:Iteration 6Q (111.301744 sec): 3 clusters Score: Raw -65710.087982 + Penalty 1965.864434 = -63744.223548 nChanged 25 SP:Iteration 7Q (111.303468 sec): 3 clusters Score: Raw -65748.294512 + Penalty 1963.823490 = -63784.471022 nChanged 23 SP:Iteration 8Q (111.305113 sec): 3 clusters Score: Raw -65770.894367 + Penalty 1963.529914 = -63807.364453 nChanged 10 SP:Iteration 9Q (111.306772 sec): 3 clusters Score: Raw -65783.937375 + Penalty 1964.067070 = -63819.870306 nChanged 9 SP:Iteration 10F (111.308449 sec): 3 clusters Score: Raw -65793.239004 + Penalty 1964.365408 = -63828.873597 nChanged 9 SP:Iteration 11Q (111.310049 sec): 3 clusters Score: Raw -65803.470309 + Penalty 1964.144393 = -63839.325916 nChanged 6 SP:Iteration 12Q (111.311681 sec): 3 clusters Score: Raw -65813.658113 + Penalty 1964.127319 = -63849.530794 nChanged 3 SP:Iteration 13Q (111.313285 sec): 3 clusters Score: Raw -65815.710126 + Penalty 1964.359895 = -63851.350231 nChanged 1 SP:Iteration 14Q (111.314884 sec): 3 clusters Score: Raw -65815.888843 + Penalty 1964.359895 = -63851.528948 nChanged 0 SP:Iteration 15F (111.316528 sec): 3 clusters Score: Raw -65815.888843 + Penalty 1964.359895 = -63851.528948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.317154 sec): 2 clusters Score: Raw -1803.429225 + Penalty 129.520285 = -1673.908940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.317437 sec): 3 clusters Score: Raw -1919.833292 + Penalty 291.744401 = -1628.088892 nChanged 5 SP:Iteration 1F (111.317709 sec): 3 clusters Score: Raw -1931.392703 + Penalty 291.744401 = -1639.648303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.320274 sec): 2 clusters Score: Raw -63264.132180 + Penalty 584.387709 = -62679.744470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.321922 sec): 3 clusters Score: Raw -62917.122128 + Penalty 1183.241251 = -61733.880877 nChanged 251 SP:Iteration 1F (111.323510 sec): 3 clusters Score: Raw -63137.698758 + Penalty 1203.950346 = -61933.748412 nChanged 94 SP:Iteration 2F (111.325071 sec): 3 clusters Score: Raw -63238.361486 + Penalty 1215.089139 = -62023.272346 nChanged 46 SP:Iteration 3F (111.326743 sec): 3 clusters Score: Raw -63287.957322 + Penalty 1224.039036 = -62063.918286 nChanged 30 SP:Iteration 4Q (111.328380 sec): 3 clusters Score: Raw -63314.117382 + Penalty 1234.488782 = -62079.628600 nChanged 19 SP:Iteration 5Q (111.329916 sec): 3 clusters Score: Raw -63327.883644 + Penalty 1242.112705 = -62085.770939 nChanged 12 SP:Iteration 6Q (111.331471 sec): 3 clusters Score: Raw -63336.930767 + Penalty 1244.421503 = -62092.509264 nChanged 4 SP:Iteration 7Q (111.332986 sec): 3 clusters Score: Raw -63339.195961 + Penalty 1244.636162 = -62094.559799 nChanged 4 SP:Iteration 8Q (111.334546 sec): 3 clusters Score: Raw -63341.063186 + Penalty 1244.636162 = -62096.427024 nChanged 0 SP:Iteration 9F (111.336112 sec): 3 clusters Score: Raw -63341.063186 + Penalty 1244.636162 = -62096.427024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.338933 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.340021 sec): 3 clusters Score: Raw -39383.689856 + Penalty 776.053910 = -38607.635946 nChanged 167 SP:Iteration 1F (111.341082 sec): 3 clusters Score: Raw -39510.268747 + Penalty 781.936301 = -38728.332447 nChanged 46 SP:Iteration 2F (111.342150 sec): 3 clusters Score: Raw -39539.853217 + Penalty 789.135155 = -38750.718062 nChanged 21 SP:Iteration 3Q (111.343243 sec): 3 clusters Score: Raw -39559.039095 + Penalty 801.474893 = -38757.564202 nChanged 23 SP:Iteration 4Q (111.344325 sec): 3 clusters Score: Raw -39571.824259 + Penalty 819.358051 = -38752.466208 nChanged 22 SP:Iteration 5F (111.345392 sec): 3 clusters Score: Raw -39588.957637 + Penalty 843.784107 = -38745.173530 nChanged 19 SP:Iteration 6F (111.346467 sec): 3 clusters Score: Raw -39603.729742 + Penalty 863.499164 = -38740.230578 nChanged 15 SP:Iteration 7F (111.347535 sec): 3 clusters Score: Raw -39613.338419 + Penalty 885.792807 = -38727.545612 nChanged 12 SP:Iteration 8F (111.348615 sec): 3 clusters Score: Raw -39623.278191 + Penalty 904.288240 = -38718.989951 nChanged 12 SP:Iteration 9F (111.349685 sec): 3 clusters Score: Raw -39632.946179 + Penalty 922.728787 = -38710.217392 nChanged 8 SP:Iteration 10F (111.350842 sec): 3 clusters Score: Raw -39640.652656 + Penalty 954.752297 = -38685.900359 nChanged 8 SP:Iteration 11F (111.351984 sec): 3 clusters Score: Raw -39655.038077 + Penalty 982.284886 = -38672.753190 nChanged 9 SP:Iteration 12F (111.353119 sec): 3 clusters Score: Raw -39670.103977 + Penalty 1010.207275 = -38659.896702 nChanged 7 SP:Iteration 13F (111.354247 sec): 3 clusters Score: Raw -39679.213621 + Penalty 1025.400913 = -38653.812708 nChanged 3 SP:Iteration 14F (111.355298 sec): 3 clusters Score: Raw -39682.513648 + Penalty 1036.479903 = -38646.033744 nChanged 2 SP:Iteration 15F (111.356324 sec): 3 clusters Score: Raw -39684.356299 + Penalty 1047.704803 = -38636.651496 nChanged 3 SP:Iteration 16F (111.357350 sec): 3 clusters Score: Raw -39687.105754 + Penalty 1055.418468 = -38631.687286 nChanged 2 SP:Iteration 17F (111.358382 sec): 3 clusters Score: Raw -39689.740634 + Penalty 1067.580634 = -38622.160000 nChanged 2 SP:Iteration 18F (111.359410 sec): 3 clusters Score: Raw -39697.524004 + Penalty 1072.076183 = -38625.447821 nChanged 3 SP:Iteration 19Q (111.360354 sec): 3 clusters Score: Raw -39705.241570 + Penalty 1077.512915 = -38627.728655 nChanged 1 SP:Iteration 20F (111.361383 sec): 3 clusters Score: Raw -39707.037140 + Penalty 1077.512915 = -38629.524226 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.370466 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.371829 sec): 3 clusters Score: Raw -56837.752784 + Penalty 1835.284276 = -55002.468508 nChanged 166 SP:Iteration 1F (111.373184 sec): 3 clusters Score: Raw -56981.636814 + Penalty 1833.795965 = -55147.840849 nChanged 52 SP:Iteration 2F (111.374539 sec): 3 clusters Score: Raw -57029.716009 + Penalty 1834.475124 = -55195.240885 nChanged 33 SP:Iteration 3F (111.375909 sec): 3 clusters Score: Raw -57075.786844 + Penalty 1838.940451 = -55236.846393 nChanged 32 SP:Iteration 4F (111.377242 sec): 3 clusters Score: Raw -57119.622429 + Penalty 1843.333293 = -55276.289136 nChanged 32 SP:Iteration 5F (111.378564 sec): 3 clusters Score: Raw -57180.910001 + Penalty 1846.455955 = -55334.454046 nChanged 27 SP:Iteration 6Q (111.379853 sec): 3 clusters Score: Raw -57230.067795 + Penalty 1851.771657 = -55378.296138 nChanged 27 SP:Iteration 7Q (111.381133 sec): 3 clusters Score: Raw -57273.043976 + Penalty 1859.421260 = -55413.622716 nChanged 20 SP:Iteration 8Q (111.382484 sec): 3 clusters Score: Raw -57305.827063 + Penalty 1864.130102 = -55441.696961 nChanged 15 SP:Iteration 9Q (111.383904 sec): 3 clusters Score: Raw -57327.126871 + Penalty 1866.591610 = -55460.535261 nChanged 12 SP:Iteration 10F (111.385335 sec): 3 clusters Score: Raw -57347.493759 + Penalty 1867.537407 = -55479.956353 nChanged 12 SP:Iteration 11Q (111.386655 sec): 3 clusters Score: Raw -57368.860356 + Penalty 1870.805704 = -55498.054651 nChanged 9 SP:Iteration 12Q (111.387900 sec): 3 clusters Score: Raw -57381.595472 + Penalty 1874.736956 = -55506.858516 nChanged 7 SP:Iteration 13Q (111.389215 sec): 3 clusters Score: Raw -57390.235647 + Penalty 1876.249451 = -55513.986196 nChanged 2 SP:Iteration 14Q (111.390517 sec): 3 clusters Score: Raw -57393.927926 + Penalty 1876.718464 = -55517.209463 nChanged 2 SP:Iteration 15Q (111.391813 sec): 3 clusters Score: Raw -57398.238989 + Penalty 1876.086491 = -55522.152498 nChanged 4 SP:Iteration 16Q (111.393105 sec): 3 clusters Score: Raw -57408.075773 + Penalty 1876.892402 = -55531.183371 nChanged 1 SP:Iteration 17Q (111.394395 sec): 3 clusters Score: Raw -57410.135693 + Penalty 1878.705691 = -55531.430002 nChanged 3 SP:Iteration 18Q (111.395683 sec): 3 clusters Score: Raw -57415.488019 + Penalty 1880.666445 = -55534.821574 nChanged 3 SP:Iteration 19Q (111.396967 sec): 3 clusters Score: Raw -57421.463475 + Penalty 1882.405973 = -55539.057502 nChanged 3 SP:Iteration 20F (111.398355 sec): 3 clusters Score: Raw -57426.226464 + Penalty 1884.511108 = -55541.715356 nChanged 5 SP:Iteration 21Q (111.399583 sec): 3 clusters Score: Raw -57432.741292 + Penalty 1886.564981 = -55546.176312 nChanged 3 SP:Iteration 22Q (111.400803 sec): 3 clusters Score: Raw -57439.702397 + Penalty 1889.089106 = -55550.613291 nChanged 4 SP:Iteration 23Q (111.402018 sec): 3 clusters Score: Raw -57446.102143 + Penalty 1888.246560 = -55557.855583 nChanged 2 SP:Iteration 24Q (111.403293 sec): 3 clusters Score: Raw -57449.552063 + Penalty 1888.246560 = -55561.305503 nChanged 0 SP:Iteration 25F (111.404723 sec): 3 clusters Score: Raw -57449.552063 + Penalty 1888.246560 = -55561.305503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.406499 sec): 2 clusters Score: Raw -33651.370822 + Penalty 427.239829 = -33224.130993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.407526 sec): 3 clusters Score: Raw -33475.069631 + Penalty 854.866491 = -32620.203140 nChanged 112 SP:Iteration 1F (111.408533 sec): 3 clusters Score: Raw -33579.547385 + Penalty 855.223258 = -32724.324128 nChanged 47 SP:Iteration 2F (111.409501 sec): 3 clusters Score: Raw -33637.746560 + Penalty 854.655483 = -32783.091077 nChanged 30 SP:Iteration 3F (111.410469 sec): 3 clusters Score: Raw -33678.241832 + Penalty 852.437403 = -32825.804429 nChanged 25 SP:Iteration 4F (111.411433 sec): 3 clusters Score: Raw -33711.719372 + Penalty 852.025842 = -32859.693530 nChanged 24 SP:Iteration 5F (111.412398 sec): 3 clusters Score: Raw -33740.686979 + Penalty 852.506689 = -32888.180291 nChanged 17 SP:Iteration 6Q (111.413337 sec): 3 clusters Score: Raw -33757.452394 + Penalty 854.362364 = -32903.090030 nChanged 15 SP:Iteration 7Q (111.414298 sec): 3 clusters Score: Raw -33770.732740 + Penalty 856.273242 = -32914.459497 nChanged 7 SP:Iteration 8Q (111.415273 sec): 3 clusters Score: Raw -33773.954312 + Penalty 856.952656 = -32917.001656 nChanged 2 SP:Iteration 9Q (111.416214 sec): 3 clusters Score: Raw -33775.268200 + Penalty 858.931249 = -32916.336951 nChanged 6 SP:Iteration 10F (111.417217 sec): 3 clusters Score: Raw -33779.889231 + Penalty 860.027227 = -32919.862003 nChanged 3 SP:Iteration 11Q (111.418167 sec): 3 clusters Score: Raw -33782.011780 + Penalty 861.980832 = -32920.030948 nChanged 6 SP:Iteration 12Q (111.419108 sec): 3 clusters Score: Raw -33787.219783 + Penalty 862.528560 = -32924.691222 nChanged 1 SP:Iteration 13Q (111.420045 sec): 3 clusters Score: Raw -33787.587877 + Penalty 863.073870 = -32924.514007 nChanged 1 SP:Iteration 14F (111.421044 sec): 3 clusters Score: Raw -33787.810890 + Penalty 863.073870 = -32924.737021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.421858 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.422298 sec): 3 clusters Score: Raw -10868.832796 + Penalty 184.224979 = -10684.607816 nChanged 52 SP:Iteration 1F (111.422712 sec): 3 clusters Score: Raw -10945.914495 + Penalty 34.018850 = -10911.895645 nChanged 2 SP:Iteration 2Q (111.423093 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 3F (111.423480 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.424382 sec): 2 clusters Score: Raw -5809.831862 + Penalty 150.757933 = -5659.073929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.424765 sec): 3 clusters Score: Raw -5879.071868 + Penalty 302.820762 = -5576.251105 nChanged 25 SP:Iteration 1F (111.425139 sec): 3 clusters Score: Raw -5954.356495 + Penalty 308.688528 = -5645.667967 nChanged 5 SP:Iteration 2F (111.425510 sec): 3 clusters Score: Raw -5969.933516 + Penalty 308.688528 = -5661.244987 nChanged 0 Score: Raw -3036332.233597 + Penalty 21506.941384 = -3014825.292212 Splitting cluster 25 changes total score from -2994365.346463 to -3014825.292212 So it's getting split into cluster 2. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.889415 sec): 2 clusters Score: Raw -118920.463823 + Penalty 491.717405 = -118428.746418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.892323 sec): 3 clusters Score: Raw -118189.534208 + Penalty 985.907766 = -117203.626442 nChanged 525 SP:Iteration 1F (111.895044 sec): 3 clusters Score: Raw -118569.650159 + Penalty 986.373989 = -117583.276170 nChanged 131 SP:Iteration 2F (111.897838 sec): 3 clusters Score: Raw -118689.446573 + Penalty 985.605908 = -117703.840665 nChanged 121 SP:Iteration 3F (111.900596 sec): 3 clusters Score: Raw -118798.610576 + Penalty 980.841806 = -117817.768770 nChanged 98 SP:Iteration 4F (111.903334 sec): 3 clusters Score: Raw -118872.283056 + Penalty 977.657342 = -117894.625714 nChanged 61 SP:Iteration 5Q (111.905959 sec): 3 clusters Score: Raw -118911.793771 + Penalty 977.308486 = -117934.485285 nChanged 44 SP:Iteration 6Q (111.908564 sec): 3 clusters Score: Raw -118938.807658 + Penalty 978.375544 = -117960.432114 nChanged 33 SP:Iteration 7Q (111.911198 sec): 3 clusters Score: Raw -118953.617347 + Penalty 979.107955 = -117974.509392 nChanged 19 SP:Iteration 8Q (111.913851 sec): 3 clusters Score: Raw -118957.680489 + Penalty 978.338197 = -117979.342292 nChanged 13 SP:Iteration 9Q (111.916510 sec): 3 clusters Score: Raw -118960.508955 + Penalty 977.806590 = -117982.702365 nChanged 6 SP:Iteration 10F (111.919300 sec): 3 clusters Score: Raw -118962.212460 + Penalty 978.075123 = -117984.137337 nChanged 1 SP:Iteration 11Q (111.922142 sec): 3 clusters Score: Raw -118962.257446 + Penalty 978.075123 = -117984.182323 nChanged 0 SP:Iteration 12F (111.924861 sec): 3 clusters Score: Raw -118962.257446 + Penalty 978.075123 = -117984.182323 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.928864 sec): 2 clusters Score: Raw -70714.319912 + Penalty 447.734731 = -70266.585181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.930659 sec): 3 clusters Score: Raw -70280.269313 + Penalty 921.652561 = -69358.616752 nChanged 308 SP:Iteration 1F (111.932392 sec): 3 clusters Score: Raw -70627.911310 + Penalty 954.856405 = -69673.054905 nChanged 96 SP:Iteration 2F (111.934060 sec): 3 clusters Score: Raw -70732.177037 + Penalty 966.887317 = -69765.289720 nChanged 42 SP:Iteration 3F (111.935689 sec): 3 clusters Score: Raw -70766.978725 + Penalty 973.268391 = -69793.710334 nChanged 20 SP:Iteration 4Q (111.937262 sec): 3 clusters Score: Raw -70778.058748 + Penalty 978.618316 = -69799.440431 nChanged 15 SP:Iteration 5Q (111.938807 sec): 3 clusters Score: Raw -70791.361296 + Penalty 984.803740 = -69806.557556 nChanged 9 SP:Iteration 6Q (111.940407 sec): 3 clusters Score: Raw -70798.523580 + Penalty 989.132487 = -69809.391094 nChanged 8 SP:Iteration 7Q (111.941949 sec): 3 clusters Score: Raw -70801.775975 + Penalty 991.087753 = -69810.688222 nChanged 4 SP:Iteration 8Q (111.943479 sec): 3 clusters Score: Raw -70803.865239 + Penalty 994.221633 = -69809.643607 nChanged 6 SP:Iteration 9F (111.945101 sec): 3 clusters Score: Raw -70806.547275 + Penalty 996.944135 = -69809.603140 nChanged 4 SP:Iteration 10F (111.946718 sec): 3 clusters Score: Raw -70808.377516 + Penalty 998.205778 = -69810.171739 nChanged 1 SP:Iteration 11Q (111.948220 sec): 3 clusters Score: Raw -70808.364131 + Penalty 998.213196 = -69810.150934 nChanged 1 SP:Iteration 12F (111.949812 sec): 3 clusters Score: Raw -70808.305874 + Penalty 998.213196 = -69810.092677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.952379 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.953921 sec): 3 clusters Score: Raw -55634.061388 + Penalty 1784.097944 = -53849.963445 nChanged 179 SP:Iteration 1F (111.955419 sec): 3 clusters Score: Raw -55795.289457 + Penalty 1780.080287 = -54015.209170 nChanged 42 SP:Iteration 2F (111.956905 sec): 3 clusters Score: Raw -55837.594817 + Penalty 1776.679186 = -54060.915631 nChanged 31 SP:Iteration 3Q (111.958321 sec): 3 clusters Score: Raw -55867.344986 + Penalty 1774.501145 = -54092.843841 nChanged 19 SP:Iteration 4Q (111.959720 sec): 3 clusters Score: Raw -55891.965069 + Penalty 1773.649297 = -54118.315772 nChanged 17 SP:Iteration 5Q (111.961109 sec): 3 clusters Score: Raw -55905.581894 + Penalty 1773.757446 = -54131.824448 nChanged 7 SP:Iteration 6Q (111.962517 sec): 3 clusters Score: Raw -55918.749958 + Penalty 1773.669461 = -54145.080497 nChanged 11 SP:Iteration 7Q (111.963938 sec): 3 clusters Score: Raw -55934.096063 + Penalty 1772.341597 = -54161.754466 nChanged 10 SP:Iteration 8Q (111.965342 sec): 3 clusters Score: Raw -55945.479159 + Penalty 1772.674886 = -54172.804273 nChanged 9 SP:Iteration 9Q (111.966725 sec): 3 clusters Score: Raw -55959.394556 + Penalty 1773.648111 = -54185.746446 nChanged 5 SP:Iteration 10F (111.968135 sec): 3 clusters Score: Raw -55967.163734 + Penalty 1774.548470 = -54192.615264 nChanged 4 SP:Iteration 11Q (111.969516 sec): 3 clusters Score: Raw -55972.805962 + Penalty 1775.699361 = -54197.106601 nChanged 3 SP:Iteration 12Q (111.970903 sec): 3 clusters Score: Raw -55975.229165 + Penalty 1775.715504 = -54199.513661 nChanged 2 SP:Iteration 13Q (111.972299 sec): 3 clusters Score: Raw -55977.114571 + Penalty 1775.916441 = -54201.198129 nChanged 3 SP:Iteration 14Q (111.973703 sec): 3 clusters Score: Raw -55979.066714 + Penalty 1775.403715 = -54203.662999 nChanged 1 SP:Iteration 15Q (111.975082 sec): 3 clusters Score: Raw -55980.808452 + Penalty 1774.738981 = -54206.069471 nChanged 3 SP:Iteration 16Q (111.976480 sec): 3 clusters Score: Raw -55986.427979 + Penalty 1773.489752 = -54212.938227 nChanged 4 SP:Iteration 17Q (111.977855 sec): 3 clusters Score: Raw -55994.397108 + Penalty 1771.010561 = -54223.386547 nChanged 6 SP:Iteration 18Q (111.979224 sec): 3 clusters Score: Raw -56003.499383 + Penalty 1770.128328 = -54233.371054 nChanged 5 SP:Iteration 19Q (111.980571 sec): 3 clusters Score: Raw -56014.074057 + Penalty 1773.262043 = -54240.812014 nChanged 11 SP:Iteration 20F (111.982010 sec): 3 clusters Score: Raw -56025.540823 + Penalty 1776.983019 = -54248.557803 nChanged 12 SP:Iteration 21Q (111.983379 sec): 3 clusters Score: Raw -56036.314123 + Penalty 1779.915836 = -54256.398287 nChanged 8 SP:Iteration 22Q (111.984747 sec): 3 clusters Score: Raw -56044.154974 + Penalty 1783.521435 = -54260.633539 nChanged 7 SP:Iteration 23Q (111.986219 sec): 3 clusters Score: Raw -56049.327702 + Penalty 1786.722462 = -54262.605240 nChanged 6 SP:Iteration 24Q (111.987657 sec): 3 clusters Score: Raw -56054.065639 + Penalty 1789.515283 = -54264.550355 nChanged 7 SP:Iteration 25Q (111.989076 sec): 3 clusters Score: Raw -56060.866141 + Penalty 1792.922532 = -54267.943609 nChanged 6 SP:Iteration 26Q (111.990462 sec): 3 clusters Score: Raw -56074.235981 + Penalty 1795.128201 = -54279.107779 nChanged 6 SP:Iteration 27Q (111.991827 sec): 3 clusters Score: Raw -56083.099492 + Penalty 1793.518353 = -54289.581139 nChanged 5 SP:Iteration 28Q (111.993193 sec): 3 clusters Score: Raw -56094.091500 + Penalty 1795.206022 = -54298.885478 nChanged 7 SP:Iteration 29Q (111.994557 sec): 3 clusters Score: Raw -56103.425773 + Penalty 1799.214322 = -54304.211451 nChanged 9 SP:Iteration 30F (111.995977 sec): 3 clusters Score: Raw -56115.305332 + Penalty 1802.649695 = -54312.655636 nChanged 6 SP:Iteration 31Q (111.997321 sec): 3 clusters Score: Raw -56120.618312 + Penalty 1805.402524 = -54315.215789 nChanged 7 SP:Iteration 32Q (111.998648 sec): 3 clusters Score: Raw -56130.252949 + Penalty 1806.749358 = -54323.503591 nChanged 4 SP:Iteration 33Q (111.999999 sec): 3 clusters Score: Raw -56135.630617 + Penalty 1809.950373 = -54325.680243 nChanged 5 SP:Iteration 34Q (112.001338 sec): 3 clusters Score: Raw -56139.436204 + Penalty 1811.692401 = -54327.743804 nChanged 3 SP:Iteration 35Q (112.002680 sec): 3 clusters Score: Raw -56142.388275 + Penalty 1815.608895 = -54326.779381 nChanged 8 SP:Iteration 36F (112.004110 sec): 3 clusters Score: Raw -56154.032229 + Penalty 1815.864865 = -54338.167364 nChanged 2 SP:Iteration 37Q (112.005446 sec): 3 clusters Score: Raw -56156.336778 + Penalty 1816.540885 = -54339.795892 nChanged 1 SP:Iteration 38Q (112.006781 sec): 3 clusters Score: Raw -56160.007102 + Penalty 1817.153969 = -54342.853133 nChanged 1 SP:Iteration 39Q (112.008120 sec): 3 clusters Score: Raw -56160.757541 + Penalty 1817.153969 = -54343.603572 nChanged 0 SP:Iteration 40F (112.009547 sec): 3 clusters Score: Raw -56160.757541 + Penalty 1817.153969 = -54343.603572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.010183 sec): 2 clusters Score: Raw -2468.909018 + Penalty 70.790586 = -2398.118433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.010448 sec): 3 clusters Score: Raw -2544.199539 + Penalty 254.121671 = -2290.077868 nChanged 12 SP:Iteration 1F (112.010697 sec): 3 clusters Score: Raw -2608.656967 + Penalty 254.121671 = -2354.535296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.012227 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.013208 sec): 3 clusters Score: Raw -30623.878547 + Penalty 1886.313416 = -28737.565131 nChanged 64 SP:Iteration 1F (112.014128 sec): 3 clusters Score: Raw -30736.143230 + Penalty 1886.429346 = -28849.713884 nChanged 20 SP:Iteration 2F (112.015043 sec): 3 clusters Score: Raw -30780.330267 + Penalty 1886.352281 = -28893.977986 nChanged 10 SP:Iteration 3Q (112.015927 sec): 3 clusters Score: Raw -30800.205421 + Penalty 1886.223282 = -28913.982138 nChanged 3 SP:Iteration 4Q (112.016805 sec): 3 clusters Score: Raw -30806.668550 + Penalty 1886.188781 = -28920.479769 nChanged 1 SP:Iteration 5Q (112.017740 sec): 3 clusters Score: Raw -30808.267346 + Penalty 1886.112183 = -28922.155163 nChanged 2 SP:Iteration 6Q (112.018658 sec): 3 clusters Score: Raw -30809.539190 + Penalty 1886.112183 = -28923.427007 nChanged 0 SP:Iteration 7F (112.019618 sec): 3 clusters Score: Raw -30809.539190 + Penalty 1886.112183 = -28923.427007 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.024288 sec): 2 clusters Score: Raw -112413.023427 + Penalty 972.021308 = -111441.002119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.026922 sec): 3 clusters Score: Raw -111801.466684 + Penalty 1943.588188 = -109857.878496 nChanged 409 SP:Iteration 1F (112.029460 sec): 3 clusters Score: Raw -112070.237816 + Penalty 1942.427448 = -110127.810369 nChanged 131 SP:Iteration 2F (112.031962 sec): 3 clusters Score: Raw -112168.735641 + Penalty 1942.035868 = -110226.699774 nChanged 72 SP:Iteration 3F (112.034459 sec): 3 clusters Score: Raw -112212.318740 + Penalty 1941.600285 = -110270.718455 nChanged 43 SP:Iteration 4Q (112.036995 sec): 3 clusters Score: Raw -112239.319513 + Penalty 1940.653283 = -110298.666230 nChanged 36 SP:Iteration 5Q (112.039564 sec): 3 clusters Score: Raw -112259.275607 + Penalty 1940.713679 = -110318.561928 nChanged 26 SP:Iteration 6Q (112.042130 sec): 3 clusters Score: Raw -112275.519171 + Penalty 1940.047768 = -110335.471404 nChanged 17 SP:Iteration 7Q (112.044682 sec): 3 clusters Score: Raw -112286.326504 + Penalty 1939.481768 = -110346.844736 nChanged 15 SP:Iteration 8Q (112.047163 sec): 3 clusters Score: Raw -112295.412108 + Penalty 1939.122281 = -110356.289827 nChanged 22 SP:Iteration 9Q (112.049646 sec): 3 clusters Score: Raw -112311.422323 + Penalty 1938.602752 = -110372.819570 nChanged 19 SP:Iteration 10F (112.052141 sec): 3 clusters Score: Raw -112321.395439 + Penalty 1938.243976 = -110383.151464 nChanged 14 SP:Iteration 11Q (112.054895 sec): 3 clusters Score: Raw -112330.178743 + Penalty 1937.985493 = -110392.193250 nChanged 11 SP:Iteration 12Q (112.057558 sec): 3 clusters Score: Raw -112339.480472 + Penalty 1937.751483 = -110401.728989 nChanged 12 SP:Iteration 13Q (112.060069 sec): 3 clusters Score: Raw -112346.757344 + Penalty 1937.729430 = -110409.027913 nChanged 10 SP:Iteration 14Q (112.062548 sec): 3 clusters Score: Raw -112350.411266 + Penalty 1937.492706 = -110412.918560 nChanged 6 SP:Iteration 15Q (112.065059 sec): 3 clusters Score: Raw -112354.985644 + Penalty 1936.854284 = -110418.131360 nChanged 9 SP:Iteration 16Q (112.067610 sec): 3 clusters Score: Raw -112359.822345 + Penalty 1936.188611 = -110423.633734 nChanged 7 SP:Iteration 17Q (112.070123 sec): 3 clusters Score: Raw -112362.654706 + Penalty 1935.940894 = -110426.713812 nChanged 3 SP:Iteration 18Q (112.072594 sec): 3 clusters Score: Raw -112363.441275 + Penalty 1936.099326 = -110427.341949 nChanged 1 SP:Iteration 19Q (112.075067 sec): 3 clusters Score: Raw -112363.796363 + Penalty 1936.099326 = -110427.697037 nChanged 0 SP:Iteration 20F (112.077586 sec): 3 clusters Score: Raw -112363.796363 + Penalty 1936.099326 = -110427.697037 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.080747 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.082358 sec): 3 clusters Score: Raw -62911.756545 + Penalty 950.968323 = -61960.788222 nChanged 249 SP:Iteration 1F (112.083973 sec): 3 clusters Score: Raw -63119.257545 + Penalty 998.699626 = -62120.557920 nChanged 101 SP:Iteration 2F (112.085586 sec): 3 clusters Score: Raw -63242.061077 + Penalty 1029.134436 = -62212.926641 nChanged 49 SP:Iteration 3F (112.087313 sec): 3 clusters Score: Raw -63285.159729 + Penalty 1047.800316 = -62237.359412 nChanged 24 SP:Iteration 4Q (112.089005 sec): 3 clusters Score: Raw -63311.086632 + Penalty 1069.780315 = -62241.306317 nChanged 20 SP:Iteration 5Q (112.090669 sec): 3 clusters Score: Raw -63331.742185 + Penalty 1082.742436 = -62248.999748 nChanged 12 SP:Iteration 6Q (112.092231 sec): 3 clusters Score: Raw -63339.517039 + Penalty 1090.927455 = -62248.589584 nChanged 6 SP:Iteration 7F (112.093877 sec): 3 clusters Score: Raw -63343.822408 + Penalty 1094.826404 = -62248.996005 nChanged 4 SP:Iteration 8Q (112.095415 sec): 3 clusters Score: Raw -63346.054647 + Penalty 1097.720175 = -62248.334473 nChanged 2 SP:Iteration 9F (112.097033 sec): 3 clusters Score: Raw -63346.322266 + Penalty 1097.720175 = -62248.602092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.099795 sec): 2 clusters Score: Raw -59312.413925 + Penalty 925.968349 = -58386.445576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.101311 sec): 3 clusters Score: Raw -59079.630569 + Penalty 1851.091394 = -57228.539175 nChanged 160 SP:Iteration 1F (112.102770 sec): 3 clusters Score: Raw -59227.750109 + Penalty 1852.205475 = -57375.544634 nChanged 49 SP:Iteration 2F (112.104216 sec): 3 clusters Score: Raw -59300.015515 + Penalty 1852.227716 = -57447.787799 nChanged 40 SP:Iteration 3F (112.105668 sec): 3 clusters Score: Raw -59350.894694 + Penalty 1853.252561 = -57497.642133 nChanged 29 SP:Iteration 4Q (112.107100 sec): 3 clusters Score: Raw -59387.998669 + Penalty 1853.805797 = -57534.192872 nChanged 22 SP:Iteration 5Q (112.108514 sec): 3 clusters Score: Raw -59423.835055 + Penalty 1854.000516 = -57569.834540 nChanged 20 SP:Iteration 6Q (112.109916 sec): 3 clusters Score: Raw -59447.379656 + Penalty 1854.286694 = -57593.092962 nChanged 7 SP:Iteration 7Q (112.111306 sec): 3 clusters Score: Raw -59461.368738 + Penalty 1854.986294 = -57606.382444 nChanged 7 SP:Iteration 8Q (112.112673 sec): 3 clusters Score: Raw -59471.445086 + Penalty 1855.046196 = -57616.398890 nChanged 6 SP:Iteration 9Q (112.114091 sec): 3 clusters Score: Raw -59477.578204 + Penalty 1855.441035 = -57622.137169 nChanged 4 SP:Iteration 10F (112.115549 sec): 3 clusters Score: Raw -59480.412019 + Penalty 1855.854508 = -57624.557511 nChanged 2 SP:Iteration 11Q (112.116932 sec): 3 clusters Score: Raw -59485.634337 + Penalty 1855.768768 = -57629.865569 nChanged 2 SP:Iteration 12Q (112.118312 sec): 3 clusters Score: Raw -59486.749154 + Penalty 1855.425652 = -57631.323502 nChanged 2 SP:Iteration 13Q (112.119804 sec): 3 clusters Score: Raw -59487.413433 + Penalty 1855.588756 = -57631.824676 nChanged 1 SP:Iteration 14Q (112.121261 sec): 3 clusters Score: Raw -59488.279856 + Penalty 1855.887592 = -57632.392265 nChanged 1 SP:Iteration 15Q (112.122708 sec): 3 clusters Score: Raw -59489.443838 + Penalty 1855.887592 = -57633.556246 nChanged 0 SP:Iteration 16F (112.124146 sec): 3 clusters Score: Raw -59489.443838 + Penalty 1855.887592 = -57633.556246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.126133 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.127094 sec): 3 clusters Score: Raw -30531.187509 + Penalty 1170.629556 = -29360.557953 nChanged 94 SP:Iteration 1F (112.127987 sec): 3 clusters Score: Raw -30627.425032 + Penalty 1185.512691 = -29441.912341 nChanged 39 SP:Iteration 2F (112.128873 sec): 3 clusters Score: Raw -30680.302412 + Penalty 1207.170070 = -29473.132342 nChanged 22 SP:Iteration 3F (112.129752 sec): 3 clusters Score: Raw -30709.434966 + Penalty 1234.252896 = -29475.182070 nChanged 19 SP:Iteration 4F (112.130626 sec): 3 clusters Score: Raw -30735.338935 + Penalty 1255.000475 = -29480.338459 nChanged 14 SP:Iteration 5Q (112.131482 sec): 3 clusters Score: Raw -30758.079631 + Penalty 1271.644228 = -29486.435404 nChanged 7 SP:Iteration 6Q (112.132329 sec): 3 clusters Score: Raw -30770.900599 + Penalty 1283.249436 = -29487.651163 nChanged 6 SP:Iteration 7Q (112.133169 sec): 3 clusters Score: Raw -30781.986127 + Penalty 1285.696801 = -29496.289325 nChanged 2 SP:Iteration 8Q (112.134002 sec): 3 clusters Score: Raw -30787.655603 + Penalty 1291.771983 = -29495.883620 nChanged 2 SP:Iteration 9F (112.134870 sec): 3 clusters Score: Raw -30792.581088 + Penalty 1296.768284 = -29495.812803 nChanged 2 SP:Iteration 10F (112.135737 sec): 3 clusters Score: Raw -30796.284165 + Penalty 1299.300033 = -29496.984132 nChanged 1 SP:Iteration 11Q (112.136575 sec): 3 clusters Score: Raw -30797.166237 + Penalty 1299.300033 = -29497.866204 nChanged 0 SP:Iteration 12F (112.137443 sec): 3 clusters Score: Raw -30797.166237 + Penalty 1299.300033 = -29497.866204 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.140911 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.142880 sec): 3 clusters Score: Raw -77742.199790 + Penalty 1464.234642 = -76277.965148 nChanged 315 SP:Iteration 1F (112.144839 sec): 3 clusters Score: Raw -77971.981977 + Penalty 1479.679333 = -76492.302643 nChanged 121 SP:Iteration 2F (112.146753 sec): 3 clusters Score: Raw -78137.100518 + Penalty 1499.184906 = -76637.915612 nChanged 91 SP:Iteration 3F (112.148721 sec): 3 clusters Score: Raw -78279.086465 + Penalty 1514.203179 = -76764.883286 nChanged 56 SP:Iteration 4F (112.150589 sec): 3 clusters Score: Raw -78338.093451 + Penalty 1521.452696 = -76816.640755 nChanged 31 SP:Iteration 5Q (112.152377 sec): 3 clusters Score: Raw -78368.558912 + Penalty 1526.237130 = -76842.321782 nChanged 20 SP:Iteration 6Q (112.154327 sec): 3 clusters Score: Raw -78388.101660 + Penalty 1531.454377 = -76856.647282 nChanged 12 SP:Iteration 7Q (112.156228 sec): 3 clusters Score: Raw -78396.767680 + Penalty 1534.530741 = -76862.236939 nChanged 8 SP:Iteration 8Q (112.157995 sec): 3 clusters Score: Raw -78403.455658 + Penalty 1537.366831 = -76866.088826 nChanged 8 SP:Iteration 9Q (112.159777 sec): 3 clusters Score: Raw -78408.371926 + Penalty 1540.651512 = -76867.720413 nChanged 6 SP:Iteration 10F (112.161663 sec): 3 clusters Score: Raw -78413.526158 + Penalty 1543.102489 = -76870.423668 nChanged 4 SP:Iteration 11Q (112.163406 sec): 3 clusters Score: Raw -78415.495902 + Penalty 1544.934281 = -76870.561621 nChanged 3 SP:Iteration 12Q (112.165124 sec): 3 clusters Score: Raw -78416.999374 + Penalty 1545.572280 = -76871.427094 nChanged 1 SP:Iteration 13Q (112.166901 sec): 3 clusters Score: Raw -78417.252698 + Penalty 1545.572280 = -76871.680418 nChanged 0 SP:Iteration 14F (112.168783 sec): 3 clusters Score: Raw -78417.252698 + Penalty 1545.572280 = -76871.680418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.170940 sec): 2 clusters Score: Raw -31172.269891 + Penalty 441.362854 = -30730.907037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.171975 sec): 3 clusters Score: Raw -30999.188872 + Penalty 881.201008 = -30117.987865 nChanged 133 SP:Iteration 1F (112.173022 sec): 3 clusters Score: Raw -31190.802267 + Penalty 886.065573 = -30304.736694 nChanged 43 SP:Iteration 2F (112.174037 sec): 3 clusters Score: Raw -31240.353772 + Penalty 888.610476 = -30351.743296 nChanged 13 SP:Iteration 3Q (112.175018 sec): 3 clusters Score: Raw -31259.428831 + Penalty 888.017984 = -30371.410847 nChanged 7 SP:Iteration 4Q (112.175995 sec): 3 clusters Score: Raw -31265.611087 + Penalty 887.450447 = -30378.160640 nChanged 5 SP:Iteration 5Q (112.176966 sec): 3 clusters Score: Raw -31269.288989 + Penalty 887.118640 = -30382.170349 nChanged 5 SP:Iteration 6Q (112.177937 sec): 3 clusters Score: Raw -31280.628662 + Penalty 885.518726 = -30395.109936 nChanged 5 SP:Iteration 7Q (112.178905 sec): 3 clusters Score: Raw -31294.904641 + Penalty 884.036726 = -30410.867915 nChanged 5 SP:Iteration 8Q (112.179872 sec): 3 clusters Score: Raw -31305.972096 + Penalty 884.021069 = -30421.951027 nChanged 6 SP:Iteration 9Q (112.180834 sec): 3 clusters Score: Raw -31312.944586 + Penalty 884.023387 = -30428.921200 nChanged 4 SP:Iteration 10F (112.181842 sec): 3 clusters Score: Raw -31317.187112 + Penalty 885.783615 = -30431.403497 nChanged 6 SP:Iteration 11Q (112.182800 sec): 3 clusters Score: Raw -31320.691601 + Penalty 887.349810 = -30433.341791 nChanged 6 SP:Iteration 12Q (112.183759 sec): 3 clusters Score: Raw -31324.615918 + Penalty 887.349810 = -30437.266108 nChanged 0 SP:Iteration 13F (112.184765 sec): 3 clusters Score: Raw -31324.615918 + Penalty 887.349810 = -30437.266108 nChanged 0 Iteration 219Q (112.318169 sec): 25 clusters Score: Raw -3015653.298031 + Penalty 21501.662653 = -2994151.635378 nChanged 8 Iteration 220F (112.791254 sec): 25 clusters Score: Raw -3015662.374433 + Penalty 21507.603224 = -2994154.771209 nChanged 6 Iteration 221Q (112.910409 sec): 25 clusters Score: Raw -3015663.831047 + Penalty 21505.463657 = -2994158.367390 nChanged 5 Iteration 222Q (113.025176 sec): 25 clusters Score: Raw -3015668.669151 + Penalty 21501.049797 = -2994167.619354 nChanged 2 Iteration 223Q (113.139694 sec): 25 clusters Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787 nChanged 0 Iteration 224F (113.614094 sec): 25 clusters Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015675.004584 + Penalty 21501.049797 = -2994173.954787Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.747490 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.752832 sec): 3 clusters Score: Raw -228802.020175 + Penalty 306.878202 = -228495.141972 nChanged 1286 SP:Iteration 1F (113.758227 sec): 3 clusters Score: Raw -229509.530689 + Penalty 297.898161 = -229211.632528 nChanged 387 SP:Iteration 2F (113.763671 sec): 3 clusters Score: Raw -229804.006001 + Penalty 284.789574 = -229519.216428 nChanged 283 SP:Iteration 3F (113.768727 sec): 3 clusters Score: Raw -229989.797581 + Penalty 275.106648 = -229714.690933 nChanged 150 SP:Iteration 4F (113.773859 sec): 3 clusters Score: Raw -230093.377215 + Penalty 264.546732 = -229828.830484 nChanged 112 SP:Iteration 5Q (113.778963 sec): 3 clusters Score: Raw -230180.296551 + Penalty 261.268761 = -229919.027790 nChanged 81 SP:Iteration 6Q (113.783905 sec): 3 clusters Score: Raw -230242.753770 + Penalty 257.416233 = -229985.337537 nChanged 79 SP:Iteration 7Q (113.788736 sec): 3 clusters Score: Raw -230305.462529 + Penalty 253.111043 = -230052.351486 nChanged 85 SP:Iteration 8Q (113.793810 sec): 3 clusters Score: Raw -230364.111157 + Penalty 250.644859 = -230113.466299 nChanged 66 SP:Iteration 9Q (113.798425 sec): 3 clusters Score: Raw -230411.001331 + Penalty 248.740175 = -230162.261156 nChanged 53 SP:Iteration 10F (113.803495 sec): 3 clusters Score: Raw -230438.297173 + Penalty 247.320215 = -230190.976957 nChanged 52 SP:Iteration 11Q (113.808010 sec): 3 clusters Score: Raw -230472.946674 + Penalty 244.729114 = -230228.217560 nChanged 52 SP:Iteration 12Q (113.812538 sec): 3 clusters Score: Raw -230504.388040 + Penalty 244.578121 = -230259.809919 nChanged 52 SP:Iteration 13Q (113.816829 sec): 3 clusters Score: Raw -230538.004328 + Penalty 227.354418 = -230310.649911 nChanged 41 SP:Iteration 14Q (113.820874 sec): 3 clusters Score: Raw -230572.698289 + Penalty 155.743991 = -230416.954298 nChanged 25 SP:Iteration 15Q (113.825094 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 16F (113.829297 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.830563 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.830885 sec): 3 clusters Score: Raw -3464.614268 + Penalty 265.239607 = -3199.374661 nChanged 14 SP:Iteration 1F (113.831194 sec): 3 clusters Score: Raw -3499.836369 + Penalty 283.960101 = -3215.876268 nChanged 5 SP:Iteration 2F (113.831491 sec): 3 clusters Score: Raw -3518.280608 + Penalty 281.172515 = -3237.108093 nChanged 1 SP:Iteration 3Q (113.831771 sec): 3 clusters Score: Raw -3523.453051 + Penalty 281.172515 = -3242.280536 nChanged 0 SP:Iteration 4F (113.832068 sec): 3 clusters Score: Raw -3523.453051 + Penalty 281.172515 = -3242.280536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.838541 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.841923 sec): 3 clusters Score: Raw -149182.035138 + Penalty 735.354056 = -148446.681082 nChanged 748 SP:Iteration 1F (113.845136 sec): 3 clusters Score: Raw -149609.188092 + Penalty 741.886592 = -148867.301500 nChanged 158 SP:Iteration 2F (113.848365 sec): 3 clusters Score: Raw -149694.450383 + Penalty 751.122669 = -148943.327714 nChanged 113 SP:Iteration 3F (113.851822 sec): 3 clusters Score: Raw -149782.093385 + Penalty 769.870586 = -149012.222798 nChanged 115 SP:Iteration 4F (113.855030 sec): 3 clusters Score: Raw -149883.755393 + Penalty 808.655848 = -149075.099545 nChanged 120 SP:Iteration 5F (113.858481 sec): 3 clusters Score: Raw -150010.673099 + Penalty 874.224671 = -149136.448428 nChanged 114 SP:Iteration 6F (113.861959 sec): 3 clusters Score: Raw -150124.112336 + Penalty 923.193830 = -149200.918506 nChanged 71 SP:Iteration 7Q (113.865079 sec): 3 clusters Score: Raw -150190.824906 + Penalty 954.033797 = -149236.791110 nChanged 35 SP:Iteration 8Q (113.868009 sec): 3 clusters Score: Raw -150220.584714 + Penalty 961.702635 = -149258.882079 nChanged 19 SP:Iteration 9Q (113.870839 sec): 3 clusters Score: Raw -150234.404988 + Penalty 966.491640 = -149267.913348 nChanged 6 SP:Iteration 10F (113.874057 sec): 3 clusters Score: Raw -150235.995049 + Penalty 973.190939 = -149262.804110 nChanged 5 SP:Iteration 11F (113.877254 sec): 3 clusters Score: Raw -150237.413664 + Penalty 976.676328 = -149260.737336 nChanged 2 SP:Iteration 12F (113.880519 sec): 3 clusters Score: Raw -150238.132284 + Penalty 979.765267 = -149258.367017 nChanged 2 SP:Iteration 13F (113.883875 sec): 3 clusters Score: Raw -150238.451361 + Penalty 982.374562 = -149256.076799 nChanged 1 SP:Iteration 14F (113.887066 sec): 3 clusters Score: Raw -150238.519500 + Penalty 984.246163 = -149254.273337 nChanged 1 SP:Iteration 15F (113.890404 sec): 3 clusters Score: Raw -150238.372120 + Penalty 987.494896 = -149250.877225 nChanged 1 SP:Iteration 16F (113.893702 sec): 3 clusters Score: Raw -150238.430797 + Penalty 987.494896 = -149250.935902 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.990990 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.031920 sec): 3 clusters Score: Raw -1697263.743269 + Penalty 696.865312 = -1696566.877957 nChanged 10367 SP:Iteration 1F (114.073804 sec): 3 clusters Score: Raw -1705681.609660 + Penalty 826.641086 = -1704854.968574 nChanged 3147 SP:Iteration 2F (114.114145 sec): 3 clusters Score: Raw -1708760.905039 + Penalty 967.521106 = -1707793.383933 nChanged 1721 SP:Iteration 3F (114.154446 sec): 3 clusters Score: Raw -1710580.609561 + Penalty 1065.498763 = -1709515.110798 nChanged 799 SP:Iteration 4Q (114.193840 sec): 3 clusters Score: Raw -1711349.230759 + Penalty 1122.592602 = -1710226.638157 nChanged 366 SP:Iteration 5Q (114.229235 sec): 3 clusters Score: Raw -1711663.149350 + Penalty 1159.198213 = -1710503.951136 nChanged 186 SP:Iteration 6Q (114.263584 sec): 3 clusters Score: Raw -1711808.373767 + Penalty 1170.625448 = -1710637.748319 nChanged 93 SP:Iteration 7Q (114.296858 sec): 3 clusters Score: Raw -1711877.241197 + Penalty 1177.733315 = -1710699.507882 nChanged 48 SP:Iteration 8Q (114.329451 sec): 3 clusters Score: Raw -1711905.258783 + Penalty 1186.055920 = -1710719.202863 nChanged 25 SP:Iteration 9Q (114.361641 sec): 3 clusters Score: Raw -1711917.985814 + Penalty 1191.597454 = -1710726.388360 nChanged 13 SP:Iteration 10F (114.402056 sec): 3 clusters Score: Raw -1711924.370103 + Penalty 1190.124228 = -1710734.245875 nChanged 8 SP:Iteration 11Q (114.434219 sec): 3 clusters Score: Raw -1711927.971583 + Penalty 1192.366093 = -1710735.605489 nChanged 7 SP:Iteration 12Q (114.466529 sec): 3 clusters Score: Raw -1711933.367974 + Penalty 1190.616210 = -1710742.751764 nChanged 5 SP:Iteration 13Q (114.499196 sec): 3 clusters Score: Raw -1711935.829507 + Penalty 1185.520769 = -1710750.308739 nChanged 4 SP:Iteration 14Q (114.531130 sec): 3 clusters Score: Raw -1711938.950676 + Penalty 1186.599430 = -1710752.351245 nChanged 2 SP:Iteration 15Q (114.563265 sec): 3 clusters Score: Raw -1711939.579665 + Penalty 1186.712890 = -1710752.866775 nChanged 1 SP:Iteration 16Q (114.595776 sec): 3 clusters Score: Raw -1711940.202953 + Penalty 1186.578189 = -1710753.624764 nChanged 1 SP:Iteration 17Q (114.627785 sec): 3 clusters Score: Raw -1711940.620579 + Penalty 1186.578189 = -1710754.042390 nChanged 0 SP:Iteration 18F (114.667762 sec): 3 clusters Score: Raw -1711940.620579 + Penalty 1186.578189 = -1710754.042390 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.683956 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.685866 sec): 3 clusters Score: Raw -83558.470946 + Penalty 1360.664582 = -82197.806364 nChanged 320 SP:Iteration 1F (114.687736 sec): 3 clusters Score: Raw -83738.611080 + Penalty 1363.750366 = -82374.860714 nChanged 114 SP:Iteration 2F (114.689634 sec): 3 clusters Score: Raw -83826.914000 + Penalty 1365.513639 = -82461.400361 nChanged 77 SP:Iteration 3F (114.691673 sec): 3 clusters Score: Raw -83878.850806 + Penalty 1367.517751 = -82511.333055 nChanged 49 SP:Iteration 4F (114.693693 sec): 3 clusters Score: Raw -83913.861357 + Penalty 1372.631133 = -82541.230225 nChanged 38 SP:Iteration 5Q (114.695627 sec): 3 clusters Score: Raw -83943.926640 + Penalty 1377.637672 = -82566.288968 nChanged 32 SP:Iteration 6Q (114.697527 sec): 3 clusters Score: Raw -83967.690761 + Penalty 1380.431834 = -82587.258927 nChanged 31 SP:Iteration 7Q (114.699406 sec): 3 clusters Score: Raw -83985.803690 + Penalty 1379.346499 = -82606.457191 nChanged 23 SP:Iteration 8Q (114.701282 sec): 3 clusters Score: Raw -83998.981702 + Penalty 1380.292139 = -82618.689563 nChanged 16 SP:Iteration 9Q (114.703196 sec): 3 clusters Score: Raw -84013.619451 + Penalty 1378.729091 = -82634.890360 nChanged 18 SP:Iteration 10F (114.705142 sec): 3 clusters Score: Raw -84025.130966 + Penalty 1377.731301 = -82647.399665 nChanged 21 SP:Iteration 11Q (114.707127 sec): 3 clusters Score: Raw -84035.906790 + Penalty 1378.148172 = -82657.758618 nChanged 13 SP:Iteration 12Q (114.709066 sec): 3 clusters Score: Raw -84042.713703 + Penalty 1378.480611 = -82664.233092 nChanged 9 SP:Iteration 13Q (114.710998 sec): 3 clusters Score: Raw -84046.265480 + Penalty 1378.862569 = -82667.402911 nChanged 3 SP:Iteration 14Q (114.712900 sec): 3 clusters Score: Raw -84048.009606 + Penalty 1378.807461 = -82669.202145 nChanged 4 SP:Iteration 15Q (114.714793 sec): 3 clusters Score: Raw -84049.696943 + Penalty 1378.220211 = -82671.476732 nChanged 4 SP:Iteration 16Q (114.716634 sec): 3 clusters Score: Raw -84050.998226 + Penalty 1378.000675 = -82672.997551 nChanged 3 SP:Iteration 17Q (114.718474 sec): 3 clusters Score: Raw -84054.360197 + Penalty 1378.154553 = -82676.205643 nChanged 6 SP:Iteration 18Q (114.720313 sec): 3 clusters Score: Raw -84056.553427 + Penalty 1377.733111 = -82678.820316 nChanged 5 SP:Iteration 19Q (114.722153 sec): 3 clusters Score: Raw -84058.653300 + Penalty 1377.719397 = -82680.933904 nChanged 4 SP:Iteration 20F (114.724208 sec): 3 clusters Score: Raw -84060.279413 + Penalty 1378.435487 = -82681.843926 nChanged 2 SP:Iteration 21Q (114.726190 sec): 3 clusters Score: Raw -84061.594381 + Penalty 1379.801549 = -82681.792832 nChanged 4 SP:Iteration 22F (114.728061 sec): 3 clusters Score: Raw -84063.729596 + Penalty 1380.980333 = -82682.749263 nChanged 5 SP:Iteration 23Q (114.729898 sec): 3 clusters Score: Raw -84065.717024 + Penalty 1382.575304 = -82683.141721 nChanged 6 SP:Iteration 24Q (114.731735 sec): 3 clusters Score: Raw -84069.464558 + Penalty 1384.504126 = -82684.960432 nChanged 8 SP:Iteration 25Q (114.733607 sec): 3 clusters Score: Raw -84074.639590 + Penalty 1386.776596 = -82687.862994 nChanged 9 SP:Iteration 26Q (114.735481 sec): 3 clusters Score: Raw -84081.190807 + Penalty 1389.730546 = -82691.460261 nChanged 14 SP:Iteration 27Q (114.737349 sec): 3 clusters Score: Raw -84089.259806 + Penalty 1391.049100 = -82698.210706 nChanged 9 SP:Iteration 28Q (114.739179 sec): 3 clusters Score: Raw -84095.161237 + Penalty 1392.918987 = -82702.242251 nChanged 7 SP:Iteration 29Q (114.741021 sec): 3 clusters Score: Raw -84098.706902 + Penalty 1394.470182 = -82704.236719 nChanged 5 SP:Iteration 30F (114.742918 sec): 3 clusters Score: Raw -84101.710060 + Penalty 1394.969946 = -82706.740113 nChanged 2 SP:Iteration 31Q (114.744798 sec): 3 clusters Score: Raw -84102.768532 + Penalty 1395.719777 = -82707.048755 nChanged 2 SP:Iteration 32Q (114.746655 sec): 3 clusters Score: Raw -84103.295083 + Penalty 1395.255144 = -82708.039939 nChanged 1 SP:Iteration 33Q (114.748470 sec): 3 clusters Score: Raw -84103.519451 + Penalty 1394.765286 = -82708.754165 nChanged 1 SP:Iteration 34Q (114.750286 sec): 3 clusters Score: Raw -84104.021662 + Penalty 1394.514064 = -82709.507598 nChanged 2 SP:Iteration 35Q (114.752099 sec): 3 clusters Score: Raw -84104.209378 + Penalty 1394.514064 = -82709.695314 nChanged 0 SP:Iteration 36F (114.753965 sec): 3 clusters Score: Raw -84104.209378 + Penalty 1394.514064 = -82709.695314 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.757335 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.759052 sec): 3 clusters Score: Raw -65301.113895 + Penalty 1972.836561 = -63328.277334 nChanged 228 SP:Iteration 1F (114.760675 sec): 3 clusters Score: Raw -65526.442844 + Penalty 1973.180777 = -63553.262067 nChanged 84 SP:Iteration 2F (114.762295 sec): 3 clusters Score: Raw -65620.158462 + Penalty 1973.589235 = -63646.569227 nChanged 37 SP:Iteration 3Q (114.763901 sec): 3 clusters Score: Raw -65656.140140 + Penalty 1973.661236 = -63682.478904 nChanged 19 SP:Iteration 4Q (114.765467 sec): 3 clusters Score: Raw -65683.018563 + Penalty 1973.906722 = -63709.111840 nChanged 17 SP:Iteration 5Q (114.767029 sec): 3 clusters Score: Raw -65699.205540 + Penalty 1974.384560 = -63724.820980 nChanged 14 SP:Iteration 6Q (114.768695 sec): 3 clusters Score: Raw -65714.000806 + Penalty 1974.627467 = -63739.373339 nChanged 10 SP:Iteration 7Q (114.770302 sec): 3 clusters Score: Raw -65722.098221 + Penalty 1974.573495 = -63747.524726 nChanged 9 SP:Iteration 8Q (114.771883 sec): 3 clusters Score: Raw -65731.663133 + Penalty 1974.590406 = -63757.072727 nChanged 7 SP:Iteration 9Q (114.773443 sec): 3 clusters Score: Raw -65738.200985 + Penalty 1974.822992 = -63763.377993 nChanged 5 SP:Iteration 10F (114.775051 sec): 3 clusters Score: Raw -65744.212704 + Penalty 1974.839051 = -63769.373653 nChanged 7 SP:Iteration 11Q (114.776604 sec): 3 clusters Score: Raw -65751.694013 + Penalty 1974.763360 = -63776.930653 nChanged 3 SP:Iteration 12Q (114.778218 sec): 3 clusters Score: Raw -65755.615410 + Penalty 1974.622086 = -63780.993324 nChanged 8 SP:Iteration 13Q (114.779797 sec): 3 clusters Score: Raw -65764.352110 + Penalty 1974.503186 = -63789.848923 nChanged 7 SP:Iteration 14Q (114.781356 sec): 3 clusters Score: Raw -65768.818264 + Penalty 1974.503357 = -63794.314907 nChanged 7 SP:Iteration 15Q (114.782899 sec): 3 clusters Score: Raw -65775.031352 + Penalty 1974.418198 = -63800.613154 nChanged 4 SP:Iteration 16Q (114.784490 sec): 3 clusters Score: Raw -65777.373850 + Penalty 1974.241042 = -63803.132808 nChanged 2 SP:Iteration 17Q (114.786060 sec): 3 clusters Score: Raw -65778.660562 + Penalty 1974.187908 = -63804.472654 nChanged 2 SP:Iteration 18Q (114.787608 sec): 3 clusters Score: Raw -65779.647222 + Penalty 1974.176722 = -63805.470500 nChanged 2 SP:Iteration 19Q (114.789289 sec): 3 clusters Score: Raw -65780.618264 + Penalty 1974.176722 = -63806.441541 nChanged 0 SP:Iteration 20F (114.791002 sec): 3 clusters Score: Raw -65780.618264 + Penalty 1974.176722 = -63806.441541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.791574 sec): 2 clusters Score: Raw -1803.429225 + Penalty 129.520285 = -1673.908940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.791841 sec): 3 clusters Score: Raw -1914.028222 + Penalty 354.743068 = -1559.285154 nChanged 8 SP:Iteration 1F (114.792103 sec): 3 clusters Score: Raw -1967.764141 + Penalty 433.528410 = -1534.235732 nChanged 2 SP:Iteration 2F (114.792365 sec): 3 clusters Score: Raw -2011.660553 + Penalty 493.602664 = -1518.057890 nChanged 1 SP:Iteration 3F (114.792628 sec): 3 clusters Score: Raw -2043.116554 + Penalty 493.602664 = -1549.513890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.795137 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.796656 sec): 3 clusters Score: Raw -62860.331775 + Penalty 1167.281363 = -61693.050412 nChanged 265 SP:Iteration 1F (114.798149 sec): 3 clusters Score: Raw -63056.299393 + Penalty 1176.627238 = -61879.672155 nChanged 70 SP:Iteration 2F (114.799639 sec): 3 clusters Score: Raw -63111.018268 + Penalty 1181.050013 = -61929.968255 nChanged 41 SP:Iteration 3F (114.801121 sec): 3 clusters Score: Raw -63149.788642 + Penalty 1184.233120 = -61965.555522 nChanged 31 SP:Iteration 4Q (114.802578 sec): 3 clusters Score: Raw -63177.057317 + Penalty 1185.749714 = -61991.307603 nChanged 22 SP:Iteration 5Q (114.804069 sec): 3 clusters Score: Raw -63190.537237 + Penalty 1184.840932 = -62005.696305 nChanged 9 SP:Iteration 6Q (114.805574 sec): 3 clusters Score: Raw -63202.935458 + Penalty 1185.824150 = -62017.111308 nChanged 8 SP:Iteration 7Q (114.807058 sec): 3 clusters Score: Raw -63206.409894 + Penalty 1186.306533 = -62020.103361 nChanged 6 SP:Iteration 8Q (114.808540 sec): 3 clusters Score: Raw -63209.451367 + Penalty 1188.276039 = -62021.175329 nChanged 7 SP:Iteration 9Q (114.810033 sec): 3 clusters Score: Raw -63212.905760 + Penalty 1190.145681 = -62022.760080 nChanged 9 SP:Iteration 10F (114.811539 sec): 3 clusters Score: Raw -63216.387824 + Penalty 1192.833488 = -62023.554336 nChanged 6 SP:Iteration 11Q (114.813006 sec): 3 clusters Score: Raw -63218.509328 + Penalty 1193.782134 = -62024.727194 nChanged 3 SP:Iteration 12Q (114.814486 sec): 3 clusters Score: Raw -63219.091326 + Penalty 1194.979373 = -62024.111953 nChanged 4 SP:Iteration 13F (114.815973 sec): 3 clusters Score: Raw -63221.574193 + Penalty 1196.380871 = -62025.193322 nChanged 4 SP:Iteration 14Q (114.817428 sec): 3 clusters Score: Raw -63223.437588 + Penalty 1197.683274 = -62025.754314 nChanged 4 SP:Iteration 15Q (114.818871 sec): 3 clusters Score: Raw -63224.694986 + Penalty 1198.725561 = -62025.969425 nChanged 2 SP:Iteration 16Q (114.820362 sec): 3 clusters Score: Raw -63225.195518 + Penalty 1198.503887 = -62026.691631 nChanged 1 SP:Iteration 17Q (114.821949 sec): 3 clusters Score: Raw -63226.458282 + Penalty 1198.515877 = -62027.942405 nChanged 2 SP:Iteration 18Q (114.823506 sec): 3 clusters Score: Raw -63226.767829 + Penalty 1198.811295 = -62027.956533 nChanged 1 SP:Iteration 19Q (114.825033 sec): 3 clusters Score: Raw -63226.982946 + Penalty 1199.517556 = -62027.465390 nChanged 2 SP:Iteration 20F (114.826521 sec): 3 clusters Score: Raw -63227.540168 + Penalty 1201.137992 = -62026.402177 nChanged 4 SP:Iteration 21F (114.828087 sec): 3 clusters Score: Raw -63228.725774 + Penalty 1202.607834 = -62026.117939 nChanged 4 SP:Iteration 22F (114.829575 sec): 3 clusters Score: Raw -63231.203494 + Penalty 1203.349345 = -62027.854149 nChanged 2 SP:Iteration 23Q (114.831039 sec): 3 clusters Score: Raw -63231.692339 + Penalty 1203.349345 = -62028.342994 nChanged 0 SP:Iteration 24F (114.832500 sec): 3 clusters Score: Raw -63231.692339 + Penalty 1203.349345 = -62028.342994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.835300 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.836367 sec): 3 clusters Score: Raw -39393.756646 + Penalty 765.836161 = -38627.920485 nChanged 157 SP:Iteration 1F (114.837464 sec): 3 clusters Score: Raw -39505.955272 + Penalty 765.776406 = -38740.178866 nChanged 47 SP:Iteration 2F (114.838545 sec): 3 clusters Score: Raw -39533.454688 + Penalty 766.883028 = -38766.571660 nChanged 29 SP:Iteration 3F (114.839619 sec): 3 clusters Score: Raw -39552.990709 + Penalty 773.550773 = -38779.439937 nChanged 29 SP:Iteration 4F (114.840691 sec): 3 clusters Score: Raw -39571.523328 + Penalty 783.911551 = -38787.611777 nChanged 22 SP:Iteration 5Q (114.841710 sec): 3 clusters Score: Raw -39592.603186 + Penalty 799.835925 = -38792.767261 nChanged 23 SP:Iteration 6Q (114.842729 sec): 3 clusters Score: Raw -39618.041331 + Penalty 810.801861 = -38807.239470 nChanged 18 SP:Iteration 7Q (114.843815 sec): 3 clusters Score: Raw -39633.314544 + Penalty 817.896109 = -38815.418435 nChanged 12 SP:Iteration 8Q (114.844883 sec): 3 clusters Score: Raw -39641.703275 + Penalty 821.701387 = -38820.001888 nChanged 13 SP:Iteration 9Q (114.845941 sec): 3 clusters Score: Raw -39653.986445 + Penalty 821.289262 = -38832.697184 nChanged 9 SP:Iteration 10F (114.846994 sec): 3 clusters Score: Raw -39664.358837 + Penalty 817.782084 = -38846.576753 nChanged 7 SP:Iteration 11Q (114.848004 sec): 3 clusters Score: Raw -39671.561158 + Penalty 815.069261 = -38856.491896 nChanged 4 SP:Iteration 12Q (114.849010 sec): 3 clusters Score: Raw -39673.461358 + Penalty 815.069261 = -38858.392097 nChanged 0 SP:Iteration 13F (114.850086 sec): 3 clusters Score: Raw -39673.461358 + Penalty 815.069261 = -38858.392097 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.859207 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.860538 sec): 3 clusters Score: Raw -56816.324442 + Penalty 1837.485523 = -54978.838919 nChanged 152 SP:Iteration 1F (114.861842 sec): 3 clusters Score: Raw -56923.034652 + Penalty 1837.656373 = -55085.378278 nChanged 42 SP:Iteration 2F (114.863146 sec): 3 clusters Score: Raw -56967.469897 + Penalty 1839.231983 = -55128.237914 nChanged 34 SP:Iteration 3F (114.864451 sec): 3 clusters Score: Raw -56997.657951 + Penalty 1840.906775 = -55156.751175 nChanged 16 SP:Iteration 4Q (114.865747 sec): 3 clusters Score: Raw -57011.888925 + Penalty 1844.501906 = -55167.387018 nChanged 18 SP:Iteration 5Q (114.867036 sec): 3 clusters Score: Raw -57032.762269 + Penalty 1849.044916 = -55183.717353 nChanged 25 SP:Iteration 6Q (114.868321 sec): 3 clusters Score: Raw -57065.752279 + Penalty 1853.018875 = -55212.733403 nChanged 26 SP:Iteration 7Q (114.869577 sec): 3 clusters Score: Raw -57108.760629 + Penalty 1859.774181 = -55248.986448 nChanged 32 SP:Iteration 8F (114.870861 sec): 3 clusters Score: Raw -57172.424214 + Penalty 1864.099101 = -55308.325113 nChanged 30 SP:Iteration 9Q (114.872147 sec): 3 clusters Score: Raw -57234.985443 + Penalty 1869.823771 = -55365.161672 nChanged 30 SP:Iteration 10F (114.873454 sec): 3 clusters Score: Raw -57300.542137 + Penalty 1879.104238 = -55421.437900 nChanged 27 SP:Iteration 11Q (114.874688 sec): 3 clusters Score: Raw -57354.496820 + Penalty 1883.951291 = -55470.545529 nChanged 14 SP:Iteration 12Q (114.875919 sec): 3 clusters Score: Raw -57380.832395 + Penalty 1886.159968 = -55494.672427 nChanged 13 SP:Iteration 13Q (114.877124 sec): 3 clusters Score: Raw -57406.803223 + Penalty 1888.118264 = -55518.684959 nChanged 8 SP:Iteration 14Q (114.878304 sec): 3 clusters Score: Raw -57430.632500 + Penalty 1889.336307 = -55541.296193 nChanged 11 SP:Iteration 15Q (114.879498 sec): 3 clusters Score: Raw -57448.265477 + Penalty 1890.321373 = -55557.944104 nChanged 8 SP:Iteration 16Q (114.880674 sec): 3 clusters Score: Raw -57457.883648 + Penalty 1890.040174 = -55567.843474 nChanged 3 SP:Iteration 17Q (114.881904 sec): 3 clusters Score: Raw -57461.626676 + Penalty 1890.231319 = -55571.395357 nChanged 2 SP:Iteration 18Q (114.883062 sec): 3 clusters Score: Raw -57463.786619 + Penalty 1890.231319 = -55573.555300 nChanged 0 SP:Iteration 19F (114.884402 sec): 3 clusters Score: Raw -57463.786619 + Penalty 1890.231319 = -55573.555300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.886124 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.887086 sec): 3 clusters Score: Raw -33873.100658 + Penalty 862.748190 = -33010.352468 nChanged 132 SP:Iteration 1F (114.888109 sec): 3 clusters Score: Raw -34025.207241 + Penalty 867.853182 = -33157.354059 nChanged 44 SP:Iteration 2F (114.889115 sec): 3 clusters Score: Raw -34069.191441 + Penalty 871.742727 = -33197.448715 nChanged 20 SP:Iteration 3Q (114.890085 sec): 3 clusters Score: Raw -34099.173059 + Penalty 876.143942 = -33223.029117 nChanged 18 SP:Iteration 4Q (114.891043 sec): 3 clusters Score: Raw -34116.244485 + Penalty 879.404884 = -33236.839601 nChanged 8 SP:Iteration 5Q (114.891990 sec): 3 clusters Score: Raw -34122.413337 + Penalty 879.275178 = -33243.138159 nChanged 5 SP:Iteration 6Q (114.892942 sec): 3 clusters Score: Raw -34129.242692 + Penalty 880.777944 = -33248.464747 nChanged 8 SP:Iteration 7Q (114.893944 sec): 3 clusters Score: Raw -34138.057509 + Penalty 880.961006 = -33257.096504 nChanged 11 SP:Iteration 8Q (114.894890 sec): 3 clusters Score: Raw -34147.961292 + Penalty 880.396914 = -33267.564378 nChanged 4 SP:Iteration 9Q (114.895823 sec): 3 clusters Score: Raw -34151.110706 + Penalty 878.197590 = -33272.913116 nChanged 3 SP:Iteration 10F (114.896798 sec): 3 clusters Score: Raw -34153.172673 + Penalty 877.520892 = -33275.651780 nChanged 2 SP:Iteration 11Q (114.897698 sec): 3 clusters Score: Raw -34156.024985 + Penalty 875.605335 = -33280.419650 nChanged 3 SP:Iteration 12Q (114.898592 sec): 3 clusters Score: Raw -34158.875838 + Penalty 876.016257 = -33282.859581 nChanged 2 SP:Iteration 13Q (114.899486 sec): 3 clusters Score: Raw -34161.697553 + Penalty 876.016257 = -33285.681296 nChanged 0 SP:Iteration 14F (114.900428 sec): 3 clusters Score: Raw -34161.697553 + Penalty 876.016257 = -33285.681296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.901278 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.901688 sec): 3 clusters Score: Raw -10863.290932 + Penalty 93.388309 = -10769.902623 nChanged 56 SP:Iteration 1F (114.902097 sec): 3 clusters Score: Raw -10941.723410 + Penalty 311.773064 = -10629.950346 nChanged 6 SP:Iteration 2F (114.902505 sec): 3 clusters Score: Raw -10946.838302 + Penalty 34.018850 = -10912.819451 nChanged 1 SP:Iteration 3Q (114.902867 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 4F (114.903232 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.903823 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.904112 sec): 3 clusters Score: Raw -2694.636524 + Penalty 271.775276 = -2422.861247 nChanged 4 SP:Iteration 1F (114.904392 sec): 3 clusters Score: Raw -2704.632931 + Penalty 271.775276 = -2432.857654 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.909561 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.912225 sec): 3 clusters Score: Raw -118371.596741 + Penalty 984.729488 = -117386.867253 nChanged 507 SP:Iteration 1F (114.914762 sec): 3 clusters Score: Raw -118736.945399 + Penalty 984.466840 = -117752.478559 nChanged 142 SP:Iteration 2F (114.917292 sec): 3 clusters Score: Raw -118866.338451 + Penalty 985.467006 = -117880.871445 nChanged 97 SP:Iteration 3F (114.919823 sec): 3 clusters Score: Raw -118956.100799 + Penalty 988.074953 = -117968.025846 nChanged 80 SP:Iteration 4F (114.922599 sec): 3 clusters Score: Raw -119021.590230 + Penalty 990.676465 = -118030.913765 nChanged 49 SP:Iteration 5Q (114.925242 sec): 3 clusters Score: Raw -119053.037268 + Penalty 992.965253 = -118060.072015 nChanged 28 SP:Iteration 6Q (114.927772 sec): 3 clusters Score: Raw -119064.007453 + Penalty 994.804043 = -118069.203410 nChanged 19 SP:Iteration 7Q (114.930292 sec): 3 clusters Score: Raw -119070.110397 + Penalty 995.829098 = -118074.281300 nChanged 15 SP:Iteration 8Q (114.932728 sec): 3 clusters Score: Raw -119076.281011 + Penalty 996.628401 = -118079.652610 nChanged 12 SP:Iteration 9Q (114.935167 sec): 3 clusters Score: Raw -119079.845882 + Penalty 997.098777 = -118082.747104 nChanged 7 SP:Iteration 10F (114.937693 sec): 3 clusters Score: Raw -119082.200362 + Penalty 997.447297 = -118084.753065 nChanged 7 SP:Iteration 11Q (114.940211 sec): 3 clusters Score: Raw -119084.274371 + Penalty 997.356244 = -118086.918127 nChanged 2 SP:Iteration 12Q (114.942887 sec): 3 clusters Score: Raw -119085.038062 + Penalty 997.189000 = -118087.849062 nChanged 1 SP:Iteration 13Q (114.945475 sec): 3 clusters Score: Raw -119085.284387 + Penalty 997.189000 = -118088.095387 nChanged 0 SP:Iteration 14F (114.948067 sec): 3 clusters Score: Raw -119085.284387 + Penalty 997.189000 = -118088.095387 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.952149 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.953759 sec): 3 clusters Score: Raw -70084.638258 + Penalty 890.235349 = -69194.402910 nChanged 305 SP:Iteration 1F (114.955429 sec): 3 clusters Score: Raw -70307.125139 + Penalty 884.878280 = -69422.246859 nChanged 96 SP:Iteration 2F (114.957093 sec): 3 clusters Score: Raw -70381.216381 + Penalty 876.565814 = -69504.650567 nChanged 56 SP:Iteration 3F (114.958764 sec): 3 clusters Score: Raw -70424.468866 + Penalty 872.172409 = -69552.296457 nChanged 33 SP:Iteration 4Q (114.960457 sec): 3 clusters Score: Raw -70452.681157 + Penalty 870.013490 = -69582.667667 nChanged 25 SP:Iteration 5Q (114.962109 sec): 3 clusters Score: Raw -70469.929811 + Penalty 868.771130 = -69601.158681 nChanged 11 SP:Iteration 6Q (114.963659 sec): 3 clusters Score: Raw -70474.647572 + Penalty 867.050939 = -69607.596634 nChanged 5 SP:Iteration 7Q (114.965189 sec): 3 clusters Score: Raw -70477.248074 + Penalty 865.205540 = -69612.042534 nChanged 7 SP:Iteration 8Q (114.966717 sec): 3 clusters Score: Raw -70480.141430 + Penalty 863.855662 = -69616.285768 nChanged 2 SP:Iteration 9Q (114.968288 sec): 3 clusters Score: Raw -70482.017244 + Penalty 863.387271 = -69618.629972 nChanged 1 SP:Iteration 10F (114.969860 sec): 3 clusters Score: Raw -70482.395121 + Penalty 863.414847 = -69618.980274 nChanged 1 SP:Iteration 11Q (114.971396 sec): 3 clusters Score: Raw -70482.289395 + Penalty 863.414847 = -69618.874548 nChanged 0 SP:Iteration 12F (114.972943 sec): 3 clusters Score: Raw -70482.289395 + Penalty 863.414847 = -69618.874548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.975271 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.976636 sec): 3 clusters Score: Raw -55603.526599 + Penalty 1783.999931 = -53819.526668 nChanged 200 SP:Iteration 1F (114.977976 sec): 3 clusters Score: Raw -55804.152727 + Penalty 1782.589459 = -54021.563268 nChanged 60 SP:Iteration 2F (114.979311 sec): 3 clusters Score: Raw -55865.453257 + Penalty 1782.556472 = -54082.896785 nChanged 27 SP:Iteration 3Q (114.980631 sec): 3 clusters Score: Raw -55904.281187 + Penalty 1785.124834 = -54119.156353 nChanged 30 SP:Iteration 4Q (114.981959 sec): 3 clusters Score: Raw -55943.473522 + Penalty 1790.996878 = -54152.476644 nChanged 25 SP:Iteration 5Q (114.983274 sec): 3 clusters Score: Raw -55984.957058 + Penalty 1798.900210 = -54186.056847 nChanged 26 SP:Iteration 6Q (114.984577 sec): 3 clusters Score: Raw -56032.561684 + Penalty 1803.897483 = -54228.664201 nChanged 28 SP:Iteration 7Q (114.985862 sec): 3 clusters Score: Raw -56074.662589 + Penalty 1811.259838 = -54263.402751 nChanged 19 SP:Iteration 8Q (114.987237 sec): 3 clusters Score: Raw -56103.744951 + Penalty 1814.698218 = -54289.046733 nChanged 9 SP:Iteration 9Q (114.988566 sec): 3 clusters Score: Raw -56113.505796 + Penalty 1817.313324 = -54296.192472 nChanged 8 SP:Iteration 10F (114.989971 sec): 3 clusters Score: Raw -56123.619638 + Penalty 1820.270740 = -54303.348898 nChanged 6 SP:Iteration 11Q (114.991251 sec): 3 clusters Score: Raw -56131.688618 + Penalty 1820.270740 = -54311.417878 nChanged 0 SP:Iteration 12F (114.992614 sec): 3 clusters Score: Raw -56131.688618 + Penalty 1820.270740 = -54311.417878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.993249 sec): 2 clusters Score: Raw -2468.909018 + Penalty 70.790586 = -2398.118433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.993547 sec): 3 clusters Score: Raw -2528.237197 + Penalty 146.569616 = -2381.667580 nChanged 10 SP:Iteration 1F (114.993829 sec): 3 clusters Score: Raw -2565.041252 + Penalty 152.191106 = -2412.850146 nChanged 2 SP:Iteration 2Q (114.994096 sec): 3 clusters Score: Raw -2568.565196 + Penalty 157.107149 = -2411.458048 nChanged 1 SP:Iteration 3F (114.994373 sec): 3 clusters Score: Raw -2571.681092 + Penalty 163.414572 = -2408.266520 nChanged 1 SP:Iteration 4F (114.994653 sec): 3 clusters Score: Raw -2574.851848 + Penalty 163.414572 = -2411.437276 nChanged 0 Score: Raw -3036461.601350 + Penalty 21765.891922 = -3014695.709428 Splitting cluster 39 changes total score from -2994173.954787 to -3014695.709428 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.475366 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.476285 sec): 3 clusters Score: Raw -30637.572269 + Penalty 1884.909182 = -28752.663088 nChanged 85 SP:Iteration 1F (115.477186 sec): 3 clusters Score: Raw -30788.222852 + Penalty 1884.965475 = -28903.257377 nChanged 22 SP:Iteration 2F (115.478090 sec): 3 clusters Score: Raw -30831.802610 + Penalty 1884.832734 = -28946.969876 nChanged 10 SP:Iteration 3Q (115.478937 sec): 3 clusters Score: Raw -30847.017085 + Penalty 1885.126220 = -28961.890865 nChanged 5 SP:Iteration 4Q (115.479758 sec): 3 clusters Score: Raw -30858.996037 + Penalty 1885.393404 = -28973.602633 nChanged 4 SP:Iteration 5Q (115.480575 sec): 3 clusters Score: Raw -30874.634620 + Penalty 1885.487609 = -28989.147011 nChanged 4 SP:Iteration 6Q (115.481389 sec): 3 clusters Score: Raw -30885.783472 + Penalty 1885.464992 = -29000.318480 nChanged 1 SP:Iteration 7Q (115.482199 sec): 3 clusters Score: Raw -30887.835527 + Penalty 1885.464992 = -29002.370535 nChanged 0 SP:Iteration 8F (115.483058 sec): 3 clusters Score: Raw -30887.835527 + Penalty 1885.464992 = -29002.370535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.489278 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.491855 sec): 3 clusters Score: Raw -111889.111439 + Penalty 1945.830697 = -109943.280742 nChanged 427 SP:Iteration 1F (115.494377 sec): 3 clusters Score: Raw -112157.682057 + Penalty 1947.637901 = -110210.044156 nChanged 127 SP:Iteration 2F (115.496919 sec): 3 clusters Score: Raw -112251.119022 + Penalty 1951.178819 = -110299.940204 nChanged 71 SP:Iteration 3F (115.499424 sec): 3 clusters Score: Raw -112311.965870 + Penalty 1954.925532 = -110357.040337 nChanged 51 SP:Iteration 4Q (115.501872 sec): 3 clusters Score: Raw -112359.394729 + Penalty 1959.237258 = -110400.157470 nChanged 45 SP:Iteration 5Q (115.504284 sec): 3 clusters Score: Raw -112401.691954 + Penalty 1963.161088 = -110438.530866 nChanged 34 SP:Iteration 6Q (115.506626 sec): 3 clusters Score: Raw -112430.284647 + Penalty 1966.946997 = -110463.337650 nChanged 36 SP:Iteration 7Q (115.508970 sec): 3 clusters Score: Raw -112461.947869 + Penalty 1973.791480 = -110488.156389 nChanged 37 SP:Iteration 8Q (115.511329 sec): 3 clusters Score: Raw -112493.711041 + Penalty 1978.588347 = -110515.122694 nChanged 27 SP:Iteration 9Q (115.513647 sec): 3 clusters Score: Raw -112517.231559 + Penalty 1988.008623 = -110529.222936 nChanged 40 SP:Iteration 10F (115.516024 sec): 3 clusters Score: Raw -112557.753397 + Penalty 1996.555221 = -110561.198176 nChanged 35 SP:Iteration 11Q (115.518284 sec): 3 clusters Score: Raw -112584.422866 + Penalty 2001.402307 = -110583.020559 nChanged 16 SP:Iteration 12Q (115.520550 sec): 3 clusters Score: Raw -112596.477702 + Penalty 2005.318201 = -110591.159501 nChanged 16 SP:Iteration 13Q (115.522788 sec): 3 clusters Score: Raw -112609.076525 + Penalty 2009.950611 = -110599.125914 nChanged 15 SP:Iteration 14Q (115.525040 sec): 3 clusters Score: Raw -112623.817993 + Penalty 2014.401844 = -110609.416149 nChanged 13 SP:Iteration 15Q (115.527384 sec): 3 clusters Score: Raw -112636.974826 + Penalty 2019.451069 = -110617.523757 nChanged 16 SP:Iteration 16Q (115.529783 sec): 3 clusters Score: Raw -112652.364547 + Penalty 2024.247071 = -110628.117476 nChanged 17 SP:Iteration 17Q (115.532044 sec): 3 clusters Score: Raw -112668.228329 + Penalty 2027.215829 = -110641.012499 nChanged 9 SP:Iteration 18Q (115.534244 sec): 3 clusters Score: Raw -112677.324350 + Penalty 2029.916601 = -110647.407749 nChanged 9 SP:Iteration 19Q (115.536431 sec): 3 clusters Score: Raw -112687.732493 + Penalty 2031.574482 = -110656.158010 nChanged 6 SP:Iteration 20F (115.538772 sec): 3 clusters Score: Raw -112692.782948 + Penalty 2034.024726 = -110658.758222 nChanged 3 SP:Iteration 21Q (115.540947 sec): 3 clusters Score: Raw -112695.900750 + Penalty 2035.317580 = -110660.583170 nChanged 2 SP:Iteration 22Q (115.543128 sec): 3 clusters Score: Raw -112696.775618 + Penalty 2035.317580 = -110661.458038 nChanged 0 SP:Iteration 23F (115.545472 sec): 3 clusters Score: Raw -112696.775618 + Penalty 2035.317580 = -110661.458038 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.548339 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.549924 sec): 3 clusters Score: Raw -62910.890147 + Penalty 934.351287 = -61976.538860 nChanged 276 SP:Iteration 1F (115.551432 sec): 3 clusters Score: Raw -63124.185447 + Penalty 965.475198 = -62158.710249 nChanged 96 SP:Iteration 2F (115.552926 sec): 3 clusters Score: Raw -63210.006779 + Penalty 1019.560152 = -62190.446627 nChanged 55 SP:Iteration 3F (115.554412 sec): 3 clusters Score: Raw -63276.532604 + Penalty 1063.378847 = -62213.153757 nChanged 31 SP:Iteration 4Q (115.555885 sec): 3 clusters Score: Raw -63314.219489 + Penalty 1096.697399 = -62217.522090 nChanged 20 SP:Iteration 5Q (115.557328 sec): 3 clusters Score: Raw -63337.176210 + Penalty 1103.345202 = -62233.831008 nChanged 4 SP:Iteration 6Q (115.558863 sec): 3 clusters Score: Raw -63339.961719 + Penalty 1112.349779 = -62227.611940 nChanged 5 SP:Iteration 7F (115.560486 sec): 3 clusters Score: Raw -63346.814308 + Penalty 1116.347479 = -62230.466829 nChanged 3 SP:Iteration 8Q (115.561978 sec): 3 clusters Score: Raw -63349.263413 + Penalty 1116.347479 = -62232.915934 nChanged 0 SP:Iteration 9F (115.563529 sec): 3 clusters Score: Raw -63349.263413 + Penalty 1116.347479 = -62232.915934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.565894 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.567334 sec): 3 clusters Score: Raw -58920.066518 + Penalty 1851.479682 = -57068.586836 nChanged 163 SP:Iteration 1F (115.568750 sec): 3 clusters Score: Raw -59095.849643 + Penalty 1851.327795 = -57244.521848 nChanged 40 SP:Iteration 2F (115.570115 sec): 3 clusters Score: Raw -59132.767706 + Penalty 1851.454418 = -57281.313287 nChanged 14 SP:Iteration 3Q (115.571448 sec): 3 clusters Score: Raw -59145.150304 + Penalty 1851.435534 = -57293.714769 nChanged 5 SP:Iteration 4Q (115.572845 sec): 3 clusters Score: Raw -59148.904007 + Penalty 1851.434113 = -57297.469894 nChanged 4 SP:Iteration 5Q (115.574207 sec): 3 clusters Score: Raw -59152.561846 + Penalty 1851.428827 = -57301.133020 nChanged 4 SP:Iteration 6Q (115.575539 sec): 3 clusters Score: Raw -59155.147976 + Penalty 1851.420899 = -57303.727077 nChanged 3 SP:Iteration 7Q (115.576872 sec): 3 clusters Score: Raw -59158.976699 + Penalty 1851.404941 = -57307.571759 nChanged 1 SP:Iteration 8Q (115.578223 sec): 3 clusters Score: Raw -59160.961661 + Penalty 1851.385853 = -57309.575809 nChanged 1 SP:Iteration 9Q (115.579617 sec): 3 clusters Score: Raw -59161.759422 + Penalty 1851.385853 = -57310.373570 nChanged 0 SP:Iteration 10F (115.581035 sec): 3 clusters Score: Raw -59161.759422 + Penalty 1851.385853 = -57310.373570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.582580 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.583454 sec): 3 clusters Score: Raw -30559.925626 + Penalty 1195.084544 = -29364.841082 nChanged 100 SP:Iteration 1F (115.584306 sec): 3 clusters Score: Raw -30696.726259 + Penalty 1216.199194 = -29480.527065 nChanged 37 SP:Iteration 2F (115.585173 sec): 3 clusters Score: Raw -30747.039330 + Penalty 1230.641686 = -29516.397645 nChanged 19 SP:Iteration 3F (115.586020 sec): 3 clusters Score: Raw -30769.516148 + Penalty 1240.849278 = -29528.666870 nChanged 8 SP:Iteration 4Q (115.586841 sec): 3 clusters Score: Raw -30779.018805 + Penalty 1243.890915 = -29535.127890 nChanged 4 SP:Iteration 5Q (115.587657 sec): 3 clusters Score: Raw -30783.434409 + Penalty 1245.381018 = -29538.053391 nChanged 2 SP:Iteration 6Q (115.588471 sec): 3 clusters Score: Raw -30786.366882 + Penalty 1249.387667 = -29536.979216 nChanged 1 SP:Iteration 7F (115.589314 sec): 3 clusters Score: Raw -30789.543191 + Penalty 1250.251382 = -29539.291808 nChanged 1 SP:Iteration 8Q (115.590135 sec): 3 clusters Score: Raw -30792.099961 + Penalty 1255.243333 = -29536.856628 nChanged 4 SP:Iteration 9F (115.591037 sec): 3 clusters Score: Raw -30801.178594 + Penalty 1258.671820 = -29542.506774 nChanged 1 SP:Iteration 10F (115.591923 sec): 3 clusters Score: Raw -30805.105466 + Penalty 1262.236662 = -29542.868804 nChanged 2 SP:Iteration 11Q (115.592746 sec): 3 clusters Score: Raw -30806.869978 + Penalty 1262.236662 = -29544.633316 nChanged 0 SP:Iteration 12F (115.593623 sec): 3 clusters Score: Raw -30806.869978 + Penalty 1262.236662 = -29544.633316 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.596800 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.598671 sec): 3 clusters Score: Raw -77736.879120 + Penalty 1459.105287 = -76277.773833 nChanged 313 SP:Iteration 1F (115.600472 sec): 3 clusters Score: Raw -77924.301296 + Penalty 1453.761091 = -76470.540205 nChanged 99 SP:Iteration 2F (115.602400 sec): 3 clusters Score: Raw -78006.244391 + Penalty 1449.130202 = -76557.114189 nChanged 52 SP:Iteration 3F (115.604311 sec): 3 clusters Score: Raw -78056.515871 + Penalty 1443.494544 = -76613.021327 nChanged 41 SP:Iteration 4Q (115.606080 sec): 3 clusters Score: Raw -78100.385981 + Penalty 1436.692700 = -76663.693281 nChanged 44 SP:Iteration 5Q (115.607830 sec): 3 clusters Score: Raw -78149.405606 + Penalty 1426.831089 = -76722.574517 nChanged 36 SP:Iteration 6Q (115.609576 sec): 3 clusters Score: Raw -78196.380307 + Penalty 1419.594127 = -76776.786180 nChanged 24 SP:Iteration 7Q (115.611277 sec): 3 clusters Score: Raw -78220.562083 + Penalty 1416.004594 = -76804.557489 nChanged 18 SP:Iteration 8Q (115.612965 sec): 3 clusters Score: Raw -78239.029447 + Penalty 1415.258068 = -76823.771380 nChanged 22 SP:Iteration 9Q (115.614733 sec): 3 clusters Score: Raw -78254.497443 + Penalty 1415.062883 = -76839.434560 nChanged 21 SP:Iteration 10F (115.616534 sec): 3 clusters Score: Raw -78272.153070 + Penalty 1418.973218 = -76853.179851 nChanged 22 SP:Iteration 11Q (115.618228 sec): 3 clusters Score: Raw -78289.499115 + Penalty 1423.656545 = -76865.842571 nChanged 23 SP:Iteration 12Q (115.619906 sec): 3 clusters Score: Raw -78303.461069 + Penalty 1429.671716 = -76873.789353 nChanged 15 SP:Iteration 13Q (115.621581 sec): 3 clusters Score: Raw -78312.183383 + Penalty 1432.842547 = -76879.340836 nChanged 12 SP:Iteration 14Q (115.623255 sec): 3 clusters Score: Raw -78321.746228 + Penalty 1435.806145 = -76885.940083 nChanged 8 SP:Iteration 15Q (115.625048 sec): 3 clusters Score: Raw -78328.004184 + Penalty 1436.893055 = -76891.111129 nChanged 9 SP:Iteration 16Q (115.626861 sec): 3 clusters Score: Raw -78334.955249 + Penalty 1437.515745 = -76897.439504 nChanged 6 SP:Iteration 17Q (115.628654 sec): 3 clusters Score: Raw -78338.271928 + Penalty 1439.300581 = -76898.971347 nChanged 4 SP:Iteration 18Q (115.630377 sec): 3 clusters Score: Raw -78340.243401 + Penalty 1441.276825 = -76898.966577 nChanged 7 SP:Iteration 19F (115.632159 sec): 3 clusters Score: Raw -78342.898542 + Penalty 1442.328843 = -76900.569699 nChanged 3 SP:Iteration 20F (115.633926 sec): 3 clusters Score: Raw -78343.706695 + Penalty 1443.498623 = -76900.208072 nChanged 3 SP:Iteration 21F (115.635690 sec): 3 clusters Score: Raw -78344.929095 + Penalty 1444.590178 = -76900.338917 nChanged 3 SP:Iteration 22Q (115.637368 sec): 3 clusters Score: Raw -78346.152101 + Penalty 1445.531017 = -76900.621084 nChanged 2 SP:Iteration 23Q (115.639049 sec): 3 clusters Score: Raw -78346.752224 + Penalty 1445.897708 = -76900.854516 nChanged 1 SP:Iteration 24Q (115.640763 sec): 3 clusters Score: Raw -78346.891842 + Penalty 1446.323454 = -76900.568388 nChanged 1 SP:Iteration 25F (115.642661 sec): 3 clusters Score: Raw -78346.965402 + Penalty 1446.323454 = -76900.641948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.644468 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.645505 sec): 3 clusters Score: Raw -31076.895684 + Penalty 872.679400 = -30204.216284 nChanged 126 SP:Iteration 1F (115.646500 sec): 3 clusters Score: Raw -31193.285170 + Penalty 865.280189 = -30328.004980 nChanged 34 SP:Iteration 2F (115.647485 sec): 3 clusters Score: Raw -31229.634614 + Penalty 857.146480 = -30372.488134 nChanged 25 SP:Iteration 3F (115.648468 sec): 3 clusters Score: Raw -31263.637440 + Penalty 846.947643 = -30416.689797 nChanged 17 SP:Iteration 4Q (115.649392 sec): 3 clusters Score: Raw -31285.613363 + Penalty 847.814434 = -30437.798929 nChanged 3 SP:Iteration 5Q (115.650305 sec): 3 clusters Score: Raw -31289.307666 + Penalty 845.555283 = -30443.752382 nChanged 3 SP:Iteration 6Q (115.651217 sec): 3 clusters Score: Raw -31295.135521 + Penalty 836.564377 = -30458.571144 nChanged 5 SP:Iteration 7Q (115.652130 sec): 3 clusters Score: Raw -31300.377317 + Penalty 832.873776 = -30467.503541 nChanged 5 SP:Iteration 8Q (115.653037 sec): 3 clusters Score: Raw -31304.268796 + Penalty 830.808820 = -30473.459976 nChanged 7 SP:Iteration 9Q (115.653946 sec): 3 clusters Score: Raw -31311.667193 + Penalty 829.299974 = -30482.367219 nChanged 2 SP:Iteration 10F (115.654883 sec): 3 clusters Score: Raw -31313.074244 + Penalty 830.948907 = -30482.125337 nChanged 3 SP:Iteration 11F (115.655821 sec): 3 clusters Score: Raw -31315.779050 + Penalty 841.464851 = -30474.314199 nChanged 6 SP:Iteration 12F (115.656843 sec): 3 clusters Score: Raw -31327.148433 + Penalty 833.849137 = -30493.299296 nChanged 2 SP:Iteration 13Q (115.657782 sec): 3 clusters Score: Raw -31328.782204 + Penalty 837.387566 = -30491.394639 nChanged 2 SP:Iteration 14F (115.658793 sec): 3 clusters Score: Raw -31330.286536 + Penalty 839.674463 = -30490.612073 nChanged 1 SP:Iteration 15F (115.659792 sec): 3 clusters Score: Raw -31331.384379 + Penalty 842.269522 = -30489.114857 nChanged 1 SP:Iteration 16F (115.660774 sec): 3 clusters Score: Raw -31331.768687 + Penalty 845.497457 = -30486.271231 nChanged 1 SP:Iteration 17F (115.661754 sec): 3 clusters Score: Raw -31332.734984 + Penalty 844.683186 = -30488.051798 nChanged 3 SP:Iteration 18Q (115.662692 sec): 3 clusters Score: Raw -31336.510796 + Penalty 847.210210 = -30489.300585 nChanged 2 SP:Iteration 19Q (115.663584 sec): 3 clusters Score: Raw -31337.264337 + Penalty 851.620795 = -30485.643542 nChanged 2 SP:Iteration 20F (115.664526 sec): 3 clusters Score: Raw -31338.241544 + Penalty 851.620795 = -30486.620749 nChanged 0 Deleting Class 39 (10 points): Lose 295.624894 but Gain 296.056524 Iteration 225F (116.168012 sec): 25 clusters Score: Raw -3015486.061565 + Penalty 21438.682742 = -2994047.378823 nChanged 10 Iteration 226F (116.639549 sec): 25 clusters Score: Raw -3015613.374453 + Penalty 21459.297221 = -2994154.077232 nChanged 1 Iteration 227Q (116.760166 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Iteration 228F (117.228481 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.363332 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.368744 sec): 3 clusters Score: Raw -228778.965067 + Penalty 312.312332 = -228466.652735 nChanged 1298 SP:Iteration 1F (117.373756 sec): 3 clusters Score: Raw -229448.456636 + Penalty 311.865205 = -229136.591431 nChanged 271 SP:Iteration 2F (117.378856 sec): 3 clusters Score: Raw -229552.009043 + Penalty 311.060455 = -229240.948588 nChanged 155 SP:Iteration 3F (117.384002 sec): 3 clusters Score: Raw -229584.814776 + Penalty 310.850375 = -229273.964401 nChanged 108 SP:Iteration 4Q (117.388967 sec): 3 clusters Score: Raw -229609.229115 + Penalty 311.269719 = -229297.959396 nChanged 107 SP:Iteration 5Q (117.394207 sec): 3 clusters Score: Raw -229647.390956 + Penalty 312.702555 = -229334.688401 nChanged 137 SP:Iteration 6Q (117.399705 sec): 3 clusters Score: Raw -229714.202367 + Penalty 315.256681 = -229398.945686 nChanged 174 SP:Iteration 7F (117.405072 sec): 3 clusters Score: Raw -229826.690627 + Penalty 318.891166 = -229507.799461 nChanged 216 SP:Iteration 8F (117.410151 sec): 3 clusters Score: Raw -230034.763441 + Penalty 327.029664 = -229707.733777 nChanged 221 SP:Iteration 9F (117.415098 sec): 3 clusters Score: Raw -230272.322300 + Penalty 335.420059 = -229936.902240 nChanged 159 SP:Iteration 10F (117.420047 sec): 3 clusters Score: Raw -230454.548833 + Penalty 326.814717 = -230127.734116 nChanged 79 SP:Iteration 11Q (117.424984 sec): 3 clusters Score: Raw -230550.561954 + Penalty 320.611725 = -230229.950229 nChanged 36 SP:Iteration 12Q (117.430259 sec): 3 clusters Score: Raw -230592.188122 + Penalty 337.356326 = -230254.831796 nChanged 9 SP:Iteration 13Q (117.434566 sec): 3 clusters Score: Raw -230600.375410 + Penalty 382.944066 = -230217.431344 nChanged 4 SP:Iteration 14F (117.439269 sec): 3 clusters Score: Raw -230603.747252 + Penalty 382.944066 = -230220.803186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.440641 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.440987 sec): 3 clusters Score: Raw -3493.041203 + Penalty 291.284077 = -3201.757126 nChanged 9 SP:Iteration 1F (117.441295 sec): 3 clusters Score: Raw -3518.182095 + Penalty 309.785511 = -3208.396584 nChanged 3 SP:Iteration 2F (117.441595 sec): 3 clusters Score: Raw -3542.080365 + Penalty 309.785511 = -3232.294854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.442533 sec): 2 clusters Score: Raw -2380.272035 + Penalty 55.434597 = -2324.837438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.442812 sec): 3 clusters Score: Raw -2433.228383 + Penalty 122.812040 = -2310.416343 nChanged 6 SP:Iteration 1F (117.443087 sec): 3 clusters Score: Raw -2453.186471 + Penalty 122.812040 = -2330.374430 nChanged 0 Score: Raw -3036390.067332 + Penalty 21654.667859 = -3014735.399474 Splitting cluster 3 changes total score from -2994177.289580 to -3014735.399474 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.927903 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.931536 sec): 3 clusters Score: Raw -149174.466906 + Penalty 720.848963 = -148453.617944 nChanged 732 SP:Iteration 1F (117.934850 sec): 3 clusters Score: Raw -149555.233345 + Penalty 718.915241 = -148836.318104 nChanged 160 SP:Iteration 2F (117.938145 sec): 3 clusters Score: Raw -149646.709903 + Penalty 715.753194 = -148930.956709 nChanged 142 SP:Iteration 3F (117.941348 sec): 3 clusters Score: Raw -149728.050311 + Penalty 717.527400 = -149010.522911 nChanged 127 SP:Iteration 4F (117.944554 sec): 3 clusters Score: Raw -149821.202371 + Penalty 720.659545 = -149100.542826 nChanged 144 SP:Iteration 5F (117.947916 sec): 3 clusters Score: Raw -149958.144295 + Penalty 735.416730 = -149222.727566 nChanged 129 SP:Iteration 6F (117.951277 sec): 3 clusters Score: Raw -150073.927451 + Penalty 742.866989 = -149331.060462 nChanged 78 SP:Iteration 7Q (117.954741 sec): 3 clusters Score: Raw -150138.387463 + Penalty 745.963984 = -149392.423479 nChanged 53 SP:Iteration 8Q (117.958238 sec): 3 clusters Score: Raw -150180.607960 + Penalty 771.422894 = -149409.185066 nChanged 43 SP:Iteration 9Q (117.961741 sec): 3 clusters Score: Raw -150216.265985 + Penalty 776.496604 = -149439.769381 nChanged 23 SP:Iteration 10F (117.965230 sec): 3 clusters Score: Raw -150232.578015 + Penalty 781.927555 = -149450.650460 nChanged 9 SP:Iteration 11Q (117.968640 sec): 3 clusters Score: Raw -150238.617752 + Penalty 787.975161 = -149450.642591 nChanged 9 SP:Iteration 12F (117.971900 sec): 3 clusters Score: Raw -150243.371796 + Penalty 793.724326 = -149449.647470 nChanged 6 SP:Iteration 13F (117.975110 sec): 3 clusters Score: Raw -150248.395688 + Penalty 785.238160 = -149463.157529 nChanged 1 SP:Iteration 14Q (117.978144 sec): 3 clusters Score: Raw -150248.946210 + Penalty 781.547560 = -149467.398650 nChanged 1 SP:Iteration 15Q (117.981184 sec): 3 clusters Score: Raw -150249.443658 + Penalty 777.066819 = -149472.376840 nChanged 2 SP:Iteration 16Q (117.984148 sec): 3 clusters Score: Raw -150249.938146 + Penalty 778.342120 = -149471.596025 nChanged 1 SP:Iteration 17F (117.987377 sec): 3 clusters Score: Raw -150251.283903 + Penalty 778.976853 = -149472.307050 nChanged 1 SP:Iteration 18Q (117.990330 sec): 3 clusters Score: Raw -150252.406678 + Penalty 778.976853 = -149473.429824 nChanged 0 SP:Iteration 19F (117.993635 sec): 3 clusters Score: Raw -150252.406678 + Penalty 778.976853 = -149473.429824 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.090723 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.133052 sec): 3 clusters Score: Raw -1697216.491752 + Penalty 650.677395 = -1696565.814357 nChanged 10371 SP:Iteration 1F (118.173878 sec): 3 clusters Score: Raw -1703115.278756 + Penalty 780.653774 = -1702334.624982 nChanged 3823 SP:Iteration 2F (118.214507 sec): 3 clusters Score: Raw -1706873.732923 + Penalty 899.487382 = -1705974.245541 nChanged 2192 SP:Iteration 3F (118.255026 sec): 3 clusters Score: Raw -1708848.428047 + Penalty 995.743106 = -1707852.684942 nChanged 1466 SP:Iteration 4F (118.297398 sec): 3 clusters Score: Raw -1710042.055222 + Penalty 1070.199208 = -1708971.856013 nChanged 930 SP:Iteration 5Q (118.337006 sec): 3 clusters Score: Raw -1710727.284731 + Penalty 1133.108834 = -1709594.175897 nChanged 616 SP:Iteration 6Q (118.374228 sec): 3 clusters Score: Raw -1711171.425820 + Penalty 1186.736025 = -1709984.689795 nChanged 420 SP:Iteration 7Q (118.409704 sec): 3 clusters Score: Raw -1711506.858953 + Penalty 1215.749757 = -1710291.109196 nChanged 256 SP:Iteration 8Q (118.444641 sec): 3 clusters Score: Raw -1711721.485820 + Penalty 1222.720492 = -1710498.765328 nChanged 137 SP:Iteration 9Q (118.478436 sec): 3 clusters Score: Raw -1711826.119335 + Penalty 1214.419503 = -1710611.699832 nChanged 80 SP:Iteration 10F (118.523570 sec): 3 clusters Score: Raw -1711878.231716 + Penalty 1210.847727 = -1710667.383990 nChanged 40 SP:Iteration 11Q (118.560992 sec): 3 clusters Score: Raw -1711903.688240 + Penalty 1211.330850 = -1710692.357391 nChanged 27 SP:Iteration 12Q (118.593974 sec): 3 clusters Score: Raw -1711919.825412 + Penalty 1215.190352 = -1710704.635059 nChanged 22 SP:Iteration 13Q (118.626512 sec): 3 clusters Score: Raw -1711933.346877 + Penalty 1217.390171 = -1710715.956706 nChanged 13 SP:Iteration 14Q (118.658775 sec): 3 clusters Score: Raw -1711940.363522 + Penalty 1214.224338 = -1710726.139184 nChanged 9 SP:Iteration 15Q (118.691050 sec): 3 clusters Score: Raw -1711944.309582 + Penalty 1216.134950 = -1710728.174632 nChanged 4 SP:Iteration 16Q (118.728333 sec): 3 clusters Score: Raw -1711945.448268 + Penalty 1218.398844 = -1710727.049424 nChanged 3 SP:Iteration 17F (118.773791 sec): 3 clusters Score: Raw -1711947.022222 + Penalty 1215.196976 = -1710731.825246 nChanged 4 SP:Iteration 18Q (118.810819 sec): 3 clusters Score: Raw -1711948.215415 + Penalty 1217.861734 = -1710730.353680 nChanged 3 SP:Iteration 19F (118.855649 sec): 3 clusters Score: Raw -1711948.587414 + Penalty 1222.825943 = -1710725.761471 nChanged 3 SP:Iteration 20F (118.902293 sec): 3 clusters Score: Raw -1711949.508741 + Penalty 1222.041549 = -1710727.467192 nChanged 2 SP:Iteration 21Q (118.939381 sec): 3 clusters Score: Raw -1711949.914208 + Penalty 1221.388722 = -1710728.525487 nChanged 1 SP:Iteration 22Q (118.976501 sec): 3 clusters Score: Raw -1711950.085505 + Penalty 1222.110452 = -1710727.975053 nChanged 1 SP:Iteration 23F (119.021454 sec): 3 clusters Score: Raw -1711950.358067 + Penalty 1222.110452 = -1710728.247616 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.036738 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.038668 sec): 3 clusters Score: Raw -83587.855056 + Penalty 1377.090206 = -82210.764850 nChanged 340 SP:Iteration 1F (119.040558 sec): 3 clusters Score: Raw -83831.776494 + Penalty 1389.528917 = -82442.247577 nChanged 105 SP:Iteration 2F (119.042406 sec): 3 clusters Score: Raw -83934.224603 + Penalty 1400.469007 = -82533.755595 nChanged 83 SP:Iteration 3F (119.044348 sec): 3 clusters Score: Raw -84006.154201 + Penalty 1409.320286 = -82596.833914 nChanged 46 SP:Iteration 4Q (119.046169 sec): 3 clusters Score: Raw -84039.411656 + Penalty 1416.951228 = -82622.460427 nChanged 28 SP:Iteration 5Q (119.048001 sec): 3 clusters Score: Raw -84060.806784 + Penalty 1425.292012 = -82635.514772 nChanged 20 SP:Iteration 6Q (119.049874 sec): 3 clusters Score: Raw -84081.897300 + Penalty 1429.627839 = -82652.269461 nChanged 20 SP:Iteration 7Q (119.051689 sec): 3 clusters Score: Raw -84100.212229 + Penalty 1432.820908 = -82667.391320 nChanged 12 SP:Iteration 8Q (119.053465 sec): 3 clusters Score: Raw -84113.652486 + Penalty 1434.346276 = -82679.306210 nChanged 12 SP:Iteration 9Q (119.055221 sec): 3 clusters Score: Raw -84125.169076 + Penalty 1436.349497 = -82688.819579 nChanged 5 SP:Iteration 10F (119.057063 sec): 3 clusters Score: Raw -84127.933196 + Penalty 1436.061605 = -82691.871592 nChanged 5 SP:Iteration 11Q (119.058805 sec): 3 clusters Score: Raw -84131.281902 + Penalty 1434.337449 = -82696.944454 nChanged 6 SP:Iteration 12Q (119.060543 sec): 3 clusters Score: Raw -84140.752734 + Penalty 1435.536310 = -82705.216424 nChanged 3 SP:Iteration 13Q (119.062325 sec): 3 clusters Score: Raw -84143.734441 + Penalty 1436.498547 = -82707.235894 nChanged 2 SP:Iteration 14Q (119.064057 sec): 3 clusters Score: Raw -84145.845004 + Penalty 1436.732564 = -82709.112439 nChanged 3 SP:Iteration 15Q (119.065938 sec): 3 clusters Score: Raw -84147.826397 + Penalty 1438.784009 = -82709.042388 nChanged 5 SP:Iteration 16F (119.067944 sec): 3 clusters Score: Raw -84151.010709 + Penalty 1439.832189 = -82711.178520 nChanged 3 SP:Iteration 17Q (119.069735 sec): 3 clusters Score: Raw -84153.273763 + Penalty 1439.871069 = -82713.402694 nChanged 2 SP:Iteration 18Q (119.071460 sec): 3 clusters Score: Raw -84155.947746 + Penalty 1439.871069 = -82716.076676 nChanged 0 SP:Iteration 19F (119.073306 sec): 3 clusters Score: Raw -84155.947746 + Penalty 1439.871069 = -82716.076676 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.076952 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.078802 sec): 3 clusters Score: Raw -65357.611971 + Penalty 1975.781587 = -63381.830384 nChanged 243 SP:Iteration 1F (119.080588 sec): 3 clusters Score: Raw -65608.752374 + Penalty 1975.642153 = -63633.110221 nChanged 61 SP:Iteration 2F (119.082227 sec): 3 clusters Score: Raw -65691.537743 + Penalty 1975.200787 = -63716.336955 nChanged 38 SP:Iteration 3Q (119.083860 sec): 3 clusters Score: Raw -65747.727007 + Penalty 1974.868499 = -63772.858508 nChanged 29 SP:Iteration 4Q (119.085439 sec): 3 clusters Score: Raw -65782.911480 + Penalty 1974.276987 = -63808.634493 nChanged 16 SP:Iteration 5Q (119.086993 sec): 3 clusters Score: Raw -65798.752908 + Penalty 1973.786113 = -63824.966795 nChanged 10 SP:Iteration 6Q (119.088523 sec): 3 clusters Score: Raw -65805.399261 + Penalty 1973.296364 = -63832.102897 nChanged 6 SP:Iteration 7Q (119.090117 sec): 3 clusters Score: Raw -65810.032064 + Penalty 1973.051787 = -63836.980277 nChanged 6 SP:Iteration 8Q (119.091675 sec): 3 clusters Score: Raw -65816.403336 + Penalty 1973.296364 = -63843.106972 nChanged 4 SP:Iteration 9Q (119.093246 sec): 3 clusters Score: Raw -65820.946383 + Penalty 1973.419318 = -63847.527066 nChanged 1 SP:Iteration 10F (119.094898 sec): 3 clusters Score: Raw -65821.279796 + Penalty 1973.419318 = -63847.860479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.095957 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.096226 sec): 3 clusters Score: Raw -1979.244663 + Penalty 396.227381 = -1583.017282 nChanged 7 SP:Iteration 1F (119.096491 sec): 3 clusters Score: Raw -2038.440455 + Penalty 396.227381 = -1642.213075 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.099386 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.100932 sec): 3 clusters Score: Raw -62871.697870 + Penalty 1177.945716 = -61693.752154 nChanged 253 SP:Iteration 1F (119.102419 sec): 3 clusters Score: Raw -63097.372480 + Penalty 1189.551730 = -61907.820750 nChanged 84 SP:Iteration 2F (119.103902 sec): 3 clusters Score: Raw -63167.293468 + Penalty 1196.761249 = -61970.532220 nChanged 41 SP:Iteration 3F (119.105360 sec): 3 clusters Score: Raw -63201.390865 + Penalty 1203.731507 = -61997.659358 nChanged 29 SP:Iteration 4Q (119.106908 sec): 3 clusters Score: Raw -63235.854653 + Penalty 1212.552937 = -62023.301716 nChanged 24 SP:Iteration 5Q (119.108355 sec): 3 clusters Score: Raw -63263.579425 + Penalty 1214.983877 = -62048.595548 nChanged 19 SP:Iteration 6Q (119.109801 sec): 3 clusters Score: Raw -63277.253664 + Penalty 1214.786310 = -62062.467355 nChanged 6 SP:Iteration 7Q (119.111248 sec): 3 clusters Score: Raw -63282.939139 + Penalty 1213.213257 = -62069.725882 nChanged 5 SP:Iteration 8Q (119.112694 sec): 3 clusters Score: Raw -63286.403306 + Penalty 1212.586850 = -62073.816456 nChanged 3 SP:Iteration 9Q (119.114188 sec): 3 clusters Score: Raw -63289.594452 + Penalty 1212.168833 = -62077.425619 nChanged 2 SP:Iteration 10F (119.115666 sec): 3 clusters Score: Raw -63290.945989 + Penalty 1210.267344 = -62080.678645 nChanged 1 SP:Iteration 11Q (119.117132 sec): 3 clusters Score: Raw -63291.895200 + Penalty 1210.267344 = -62081.627856 nChanged 0 SP:Iteration 12F (119.118582 sec): 3 clusters Score: Raw -63291.895200 + Penalty 1210.267344 = -62081.627856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.121778 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.122826 sec): 3 clusters Score: Raw -39379.879060 + Penalty 769.150267 = -38610.728793 nChanged 164 SP:Iteration 1F (119.123917 sec): 3 clusters Score: Raw -39492.304544 + Penalty 779.881594 = -38712.422949 nChanged 57 SP:Iteration 2F (119.124994 sec): 3 clusters Score: Raw -39539.705763 + Penalty 799.177048 = -38740.528716 nChanged 38 SP:Iteration 3F (119.126064 sec): 3 clusters Score: Raw -39578.498020 + Penalty 822.934302 = -38755.563718 nChanged 30 SP:Iteration 4F (119.127093 sec): 3 clusters Score: Raw -39606.629378 + Penalty 846.645119 = -38759.984259 nChanged 18 SP:Iteration 5Q (119.128108 sec): 3 clusters Score: Raw -39622.374098 + Penalty 870.093190 = -38752.280908 nChanged 15 SP:Iteration 6F (119.129148 sec): 3 clusters Score: Raw -39636.728645 + Penalty 890.442105 = -38746.286540 nChanged 12 SP:Iteration 7F (119.130256 sec): 3 clusters Score: Raw -39650.456873 + Penalty 910.615973 = -38739.840900 nChanged 10 SP:Iteration 8F (119.131358 sec): 3 clusters Score: Raw -39669.809205 + Penalty 927.364963 = -38742.444242 nChanged 6 SP:Iteration 9Q (119.132384 sec): 3 clusters Score: Raw -39679.754340 + Penalty 950.230193 = -38729.524147 nChanged 9 SP:Iteration 10F (119.133453 sec): 3 clusters Score: Raw -39689.510618 + Penalty 957.893188 = -38731.617431 nChanged 3 SP:Iteration 11Q (119.134456 sec): 3 clusters Score: Raw -39693.986570 + Penalty 971.833282 = -38722.153288 nChanged 4 SP:Iteration 12F (119.135484 sec): 3 clusters Score: Raw -39696.684508 + Penalty 973.801139 = -38722.883369 nChanged 1 SP:Iteration 13Q (119.136434 sec): 3 clusters Score: Raw -39697.084153 + Penalty 978.900181 = -38718.183971 nChanged 2 SP:Iteration 14F (119.137453 sec): 3 clusters Score: Raw -39699.149896 + Penalty 984.352176 = -38714.797720 nChanged 2 SP:Iteration 15F (119.138471 sec): 3 clusters Score: Raw -39700.777160 + Penalty 984.352176 = -38716.424985 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.147935 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.149267 sec): 3 clusters Score: Raw -56824.972066 + Penalty 1842.084755 = -54982.887311 nChanged 183 SP:Iteration 1F (119.150579 sec): 3 clusters Score: Raw -56997.162573 + Penalty 1850.935142 = -55146.227431 nChanged 55 SP:Iteration 2F (119.151907 sec): 3 clusters Score: Raw -57063.351435 + Penalty 1861.649939 = -55201.701496 nChanged 33 SP:Iteration 3F (119.153217 sec): 3 clusters Score: Raw -57109.519662 + Penalty 1874.085852 = -55235.433811 nChanged 28 SP:Iteration 4Q (119.154549 sec): 3 clusters Score: Raw -57150.475636 + Penalty 1885.510861 = -55264.964775 nChanged 30 SP:Iteration 5Q (119.155907 sec): 3 clusters Score: Raw -57219.701129 + Penalty 1895.521324 = -55324.179805 nChanged 25 SP:Iteration 6Q (119.157192 sec): 3 clusters Score: Raw -57278.224775 + Penalty 1901.624271 = -55376.600503 nChanged 14 SP:Iteration 7Q (119.158413 sec): 3 clusters Score: Raw -57310.287367 + Penalty 1906.558623 = -55403.728744 nChanged 15 SP:Iteration 8Q (119.159617 sec): 3 clusters Score: Raw -57355.615278 + Penalty 1906.643624 = -55448.971654 nChanged 21 SP:Iteration 9Q (119.160797 sec): 3 clusters Score: Raw -57403.398140 + Penalty 1907.156858 = -55496.241282 nChanged 16 SP:Iteration 10F (119.162102 sec): 3 clusters Score: Raw -57432.931105 + Penalty 1907.444363 = -55525.486742 nChanged 7 SP:Iteration 11Q (119.163339 sec): 3 clusters Score: Raw -57445.125416 + Penalty 1907.872884 = -55537.252532 nChanged 4 SP:Iteration 12Q (119.164561 sec): 3 clusters Score: Raw -57451.445613 + Penalty 1908.173675 = -55543.271938 nChanged 2 SP:Iteration 13Q (119.165772 sec): 3 clusters Score: Raw -57454.105027 + Penalty 1908.173675 = -55545.931353 nChanged 0 SP:Iteration 14F (119.167144 sec): 3 clusters Score: Raw -57454.105027 + Penalty 1908.173675 = -55545.931353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.169594 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.170596 sec): 3 clusters Score: Raw -33845.615708 + Penalty 857.802639 = -32987.813069 nChanged 138 SP:Iteration 1F (119.171580 sec): 3 clusters Score: Raw -33962.876376 + Penalty 860.424513 = -33102.451862 nChanged 35 SP:Iteration 2F (119.172567 sec): 3 clusters Score: Raw -33994.398246 + Penalty 860.885420 = -33133.512826 nChanged 24 SP:Iteration 3F (119.173510 sec): 3 clusters Score: Raw -34022.059200 + Penalty 860.650113 = -33161.409087 nChanged 19 SP:Iteration 4Q (119.174442 sec): 3 clusters Score: Raw -34044.037838 + Penalty 861.961108 = -33182.076731 nChanged 18 SP:Iteration 5Q (119.175367 sec): 3 clusters Score: Raw -34067.387536 + Penalty 866.113082 = -33201.274454 nChanged 19 SP:Iteration 6Q (119.176295 sec): 3 clusters Score: Raw -34090.908232 + Penalty 868.683420 = -33222.224812 nChanged 12 SP:Iteration 7Q (119.177222 sec): 3 clusters Score: Raw -34105.680129 + Penalty 871.975757 = -33233.704372 nChanged 10 SP:Iteration 8Q (119.178146 sec): 3 clusters Score: Raw -34118.914370 + Penalty 873.778164 = -33245.136206 nChanged 4 SP:Iteration 9Q (119.179065 sec): 3 clusters Score: Raw -34125.453325 + Penalty 877.206130 = -33248.247196 nChanged 3 SP:Iteration 10F (119.180007 sec): 3 clusters Score: Raw -34129.261052 + Penalty 878.762217 = -33250.498834 nChanged 3 SP:Iteration 11Q (119.180921 sec): 3 clusters Score: Raw -34133.210114 + Penalty 878.762217 = -33254.447897 nChanged 0 SP:Iteration 12F (119.181907 sec): 3 clusters Score: Raw -34133.210114 + Penalty 878.762217 = -33254.447897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.183399 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.183849 sec): 3 clusters Score: Raw -10853.493941 + Penalty 70.153667 = -10783.340274 nChanged 49 SP:Iteration 1F (119.184292 sec): 3 clusters Score: Raw -10913.163810 + Penalty 71.384043 = -10841.779767 nChanged 8 SP:Iteration 2F (119.184724 sec): 3 clusters Score: Raw -10917.895045 + Penalty 71.025936 = -10846.869108 nChanged 4 SP:Iteration 3Q (119.185172 sec): 3 clusters Score: Raw -10918.369023 + Penalty 71.025936 = -10847.343087 nChanged 0 SP:Iteration 4F (119.185616 sec): 3 clusters Score: Raw -10918.369023 + Penalty 71.025936 = -10847.343087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.186538 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.186821 sec): 3 clusters Score: Raw -2681.485323 + Penalty 277.083578 = -2404.401745 nChanged 4 SP:Iteration 1F (119.187098 sec): 3 clusters Score: Raw -2691.091717 + Penalty 289.869811 = -2401.221906 nChanged 2 SP:Iteration 2F (119.187374 sec): 3 clusters Score: Raw -2696.806486 + Penalty 295.885560 = -2400.920926 nChanged 1 SP:Iteration 3F (119.187652 sec): 3 clusters Score: Raw -2701.803576 + Penalty 295.885560 = -2405.918017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.194477 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.197142 sec): 3 clusters Score: Raw -118334.449275 + Penalty 984.676230 = -117349.773045 nChanged 530 SP:Iteration 1F (119.199896 sec): 3 clusters Score: Raw -118644.171286 + Penalty 984.508958 = -117659.662328 nChanged 148 SP:Iteration 2F (119.202453 sec): 3 clusters Score: Raw -118749.777322 + Penalty 984.421152 = -117765.356170 nChanged 91 SP:Iteration 3F (119.204988 sec): 3 clusters Score: Raw -118817.825162 + Penalty 984.322994 = -117833.502167 nChanged 70 SP:Iteration 4F (119.207519 sec): 3 clusters Score: Raw -118860.244357 + Penalty 984.568140 = -117875.676217 nChanged 60 SP:Iteration 5Q (119.210035 sec): 3 clusters Score: Raw -118905.577915 + Penalty 985.524557 = -117920.053358 nChanged 62 SP:Iteration 6Q (119.212549 sec): 3 clusters Score: Raw -118957.083169 + Penalty 985.553964 = -117971.529205 nChanged 47 SP:Iteration 7Q (119.215095 sec): 3 clusters Score: Raw -118990.508733 + Penalty 985.903163 = -118004.605569 nChanged 49 SP:Iteration 8Q (119.217632 sec): 3 clusters Score: Raw -119014.101666 + Penalty 987.002744 = -118027.098922 nChanged 33 SP:Iteration 9Q (119.220102 sec): 3 clusters Score: Raw -119028.540675 + Penalty 987.641954 = -118040.898720 nChanged 23 SP:Iteration 10F (119.222660 sec): 3 clusters Score: Raw -119038.115081 + Penalty 988.358706 = -118049.756375 nChanged 18 SP:Iteration 11Q (119.225227 sec): 3 clusters Score: Raw -119046.059321 + Penalty 989.377711 = -118056.681610 nChanged 18 SP:Iteration 12Q (119.227746 sec): 3 clusters Score: Raw -119054.727852 + Penalty 990.638971 = -118064.088881 nChanged 15 SP:Iteration 13Q (119.230197 sec): 3 clusters Score: Raw -119061.049829 + Penalty 991.759186 = -118069.290642 nChanged 10 SP:Iteration 14Q (119.232864 sec): 3 clusters Score: Raw -119065.492049 + Penalty 992.172957 = -118073.319093 nChanged 8 SP:Iteration 15Q (119.235420 sec): 3 clusters Score: Raw -119068.334893 + Penalty 992.658230 = -118075.676663 nChanged 7 SP:Iteration 16Q (119.237902 sec): 3 clusters Score: Raw -119070.637454 + Penalty 993.359124 = -118077.278330 nChanged 7 SP:Iteration 17Q (119.240389 sec): 3 clusters Score: Raw -119072.699359 + Penalty 993.649773 = -118079.049586 nChanged 6 SP:Iteration 18Q (119.242806 sec): 3 clusters Score: Raw -119074.644299 + Penalty 993.718518 = -118080.925781 nChanged 1 SP:Iteration 19Q (119.245302 sec): 3 clusters Score: Raw -119074.953454 + Penalty 993.581299 = -118081.372156 nChanged 1 SP:Iteration 20F (119.247860 sec): 3 clusters Score: Raw -119075.344391 + Penalty 993.581299 = -118081.763092 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.252428 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.254000 sec): 3 clusters Score: Raw -70110.342401 + Penalty 892.223499 = -69218.118902 nChanged 302 SP:Iteration 1F (119.255548 sec): 3 clusters Score: Raw -70393.718509 + Penalty 886.381408 = -69507.337101 nChanged 110 SP:Iteration 2F (119.257095 sec): 3 clusters Score: Raw -70493.699125 + Penalty 884.898854 = -69608.800271 nChanged 49 SP:Iteration 3F (119.258639 sec): 3 clusters Score: Raw -70524.647856 + Penalty 886.335714 = -69638.312142 nChanged 29 SP:Iteration 4Q (119.260192 sec): 3 clusters Score: Raw -70539.403983 + Penalty 888.838980 = -69650.565003 nChanged 20 SP:Iteration 5Q (119.261725 sec): 3 clusters Score: Raw -70546.581309 + Penalty 892.421589 = -69654.159720 nChanged 16 SP:Iteration 6Q (119.263238 sec): 3 clusters Score: Raw -70551.220889 + Penalty 893.728746 = -69657.492143 nChanged 5 SP:Iteration 7Q (119.264875 sec): 3 clusters Score: Raw -70553.441301 + Penalty 895.564317 = -69657.876984 nChanged 7 SP:Iteration 8Q (119.266519 sec): 3 clusters Score: Raw -70555.191446 + Penalty 896.878502 = -69658.312944 nChanged 5 SP:Iteration 9Q (119.268125 sec): 3 clusters Score: Raw -70556.140960 + Penalty 897.632547 = -69658.508413 nChanged 5 SP:Iteration 10F (119.269703 sec): 3 clusters Score: Raw -70556.951119 + Penalty 898.978987 = -69657.972132 nChanged 5 SP:Iteration 11F (119.271286 sec): 3 clusters Score: Raw -70557.803821 + Penalty 900.129503 = -69657.674318 nChanged 4 SP:Iteration 12F (119.272852 sec): 3 clusters Score: Raw -70558.531648 + Penalty 901.751867 = -69656.779781 nChanged 6 SP:Iteration 13F (119.274430 sec): 3 clusters Score: Raw -70559.590900 + Penalty 903.088052 = -69656.502848 nChanged 5 SP:Iteration 14F (119.275995 sec): 3 clusters Score: Raw -70560.384685 + Penalty 904.693113 = -69655.691572 nChanged 6 SP:Iteration 15F (119.277538 sec): 3 clusters Score: Raw -70562.145965 + Penalty 908.057925 = -69654.088040 nChanged 12 SP:Iteration 16F (119.279077 sec): 3 clusters Score: Raw -70566.124178 + Penalty 912.611723 = -69653.512455 nChanged 15 SP:Iteration 17F (119.280617 sec): 3 clusters Score: Raw -70571.457816 + Penalty 919.781902 = -69651.675914 nChanged 22 SP:Iteration 18F (119.282310 sec): 3 clusters Score: Raw -70580.591979 + Penalty 927.686282 = -69652.905697 nChanged 23 SP:Iteration 19Q (119.283995 sec): 3 clusters Score: Raw -70589.884900 + Penalty 935.431869 = -69654.453031 nChanged 23 SP:Iteration 20F (119.285679 sec): 3 clusters Score: Raw -70598.618867 + Penalty 945.802666 = -69652.816200 nChanged 22 SP:Iteration 21F (119.287284 sec): 3 clusters Score: Raw -70609.526609 + Penalty 954.987783 = -69654.538827 nChanged 19 SP:Iteration 22Q (119.288895 sec): 3 clusters Score: Raw -70618.180979 + Penalty 960.651667 = -69657.529312 nChanged 9 SP:Iteration 23Q (119.290493 sec): 3 clusters Score: Raw -70622.588619 + Penalty 963.373464 = -69659.215155 nChanged 7 SP:Iteration 24Q (119.292078 sec): 3 clusters Score: Raw -70624.935104 + Penalty 966.116235 = -69658.818868 nChanged 4 SP:Iteration 25F (119.293630 sec): 3 clusters Score: Raw -70626.448167 + Penalty 967.364959 = -69659.083208 nChanged 3 SP:Iteration 26Q (119.295106 sec): 3 clusters Score: Raw -70626.983943 + Penalty 967.733570 = -69659.250373 nChanged 1 SP:Iteration 27Q (119.296579 sec): 3 clusters Score: Raw -70627.233288 + Penalty 967.687690 = -69659.545597 nChanged 1 SP:Iteration 28Q (119.298199 sec): 3 clusters Score: Raw -70627.351329 + Penalty 967.856030 = -69659.495298 nChanged 1 SP:Iteration 29F (119.299964 sec): 3 clusters Score: Raw -70627.310933 + Penalty 967.856030 = -69659.454903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.302425 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.303848 sec): 3 clusters Score: Raw -55622.948854 + Penalty 1789.546722 = -53833.402132 nChanged 180 SP:Iteration 1F (119.305251 sec): 3 clusters Score: Raw -55796.976623 + Penalty 1797.077592 = -53999.899030 nChanged 63 SP:Iteration 2F (119.306649 sec): 3 clusters Score: Raw -55887.852519 + Penalty 1806.542879 = -54081.309640 nChanged 47 SP:Iteration 3F (119.308000 sec): 3 clusters Score: Raw -55979.317039 + Penalty 1817.880918 = -54161.436121 nChanged 34 SP:Iteration 4F (119.309351 sec): 3 clusters Score: Raw -56044.726193 + Penalty 1820.220795 = -54224.505398 nChanged 23 SP:Iteration 5Q (119.310629 sec): 3 clusters Score: Raw -56084.403747 + Penalty 1820.443867 = -54263.959880 nChanged 21 SP:Iteration 6Q (119.311958 sec): 3 clusters Score: Raw -56107.413725 + Penalty 1821.753320 = -54285.660405 nChanged 11 SP:Iteration 7Q (119.313275 sec): 3 clusters Score: Raw -56121.500953 + Penalty 1826.626702 = -54294.874251 nChanged 10 SP:Iteration 8Q (119.314594 sec): 3 clusters Score: Raw -56135.041679 + Penalty 1827.424098 = -54307.617581 nChanged 3 SP:Iteration 9Q (119.315850 sec): 3 clusters Score: Raw -56139.884149 + Penalty 1827.534028 = -54312.350121 nChanged 4 SP:Iteration 10F (119.317182 sec): 3 clusters Score: Raw -56147.651469 + Penalty 1826.965804 = -54320.685666 nChanged 3 SP:Iteration 11Q (119.318418 sec): 3 clusters Score: Raw -56150.916513 + Penalty 1827.006518 = -54323.909995 nChanged 2 SP:Iteration 12Q (119.319655 sec): 3 clusters Score: Raw -56152.888674 + Penalty 1827.006518 = -54325.882156 nChanged 0 SP:Iteration 13F (119.320985 sec): 3 clusters Score: Raw -56152.888674 + Penalty 1827.006518 = -54325.882156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.322710 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.323662 sec): 3 clusters Score: Raw -30649.559103 + Penalty 1884.697046 = -28764.862058 nChanged 92 SP:Iteration 1F (119.324569 sec): 3 clusters Score: Raw -30775.106049 + Penalty 1882.672356 = -28892.433693 nChanged 23 SP:Iteration 2F (119.325473 sec): 3 clusters Score: Raw -30824.752220 + Penalty 1881.562858 = -28943.189362 nChanged 15 SP:Iteration 3Q (119.326347 sec): 3 clusters Score: Raw -30863.639775 + Penalty 1881.404366 = -28982.235409 nChanged 8 SP:Iteration 4Q (119.327175 sec): 3 clusters Score: Raw -30876.699665 + Penalty 1880.999530 = -28995.700136 nChanged 4 SP:Iteration 5Q (119.328004 sec): 3 clusters Score: Raw -30880.496885 + Penalty 1880.999530 = -28999.497355 nChanged 2 SP:Iteration 6Q (119.328833 sec): 3 clusters Score: Raw -30885.285858 + Penalty 1880.805592 = -29004.480266 nChanged 1 SP:Iteration 7Q (119.329660 sec): 3 clusters Score: Raw -30887.047900 + Penalty 1880.805592 = -29006.242308 nChanged 0 SP:Iteration 8F (119.330594 sec): 3 clusters Score: Raw -30887.047900 + Penalty 1880.805592 = -29006.242308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.335279 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.337688 sec): 3 clusters Score: Raw -111892.867289 + Penalty 1946.275635 = -109946.591654 nChanged 407 SP:Iteration 1F (119.340047 sec): 3 clusters Score: Raw -112175.049436 + Penalty 1949.787039 = -110225.262397 nChanged 127 SP:Iteration 2F (119.342435 sec): 3 clusters Score: Raw -112277.825033 + Penalty 1952.550709 = -110325.274324 nChanged 72 SP:Iteration 3F (119.344789 sec): 3 clusters Score: Raw -112337.753335 + Penalty 1955.333473 = -110382.419862 nChanged 50 SP:Iteration 4Q (119.347142 sec): 3 clusters Score: Raw -112380.541568 + Penalty 1958.465743 = -110422.075824 nChanged 40 SP:Iteration 5Q (119.349543 sec): 3 clusters Score: Raw -112412.442913 + Penalty 1960.471136 = -110451.971778 nChanged 26 SP:Iteration 6Q (119.351936 sec): 3 clusters Score: Raw -112426.148369 + Penalty 1961.454172 = -110464.694196 nChanged 18 SP:Iteration 7Q (119.354281 sec): 3 clusters Score: Raw -112435.185065 + Penalty 1964.166463 = -110471.018602 nChanged 15 SP:Iteration 8Q (119.356617 sec): 3 clusters Score: Raw -112447.740993 + Penalty 1965.042233 = -110482.698760 nChanged 21 SP:Iteration 9Q (119.358947 sec): 3 clusters Score: Raw -112460.145894 + Penalty 1966.150060 = -110493.995835 nChanged 12 SP:Iteration 10F (119.361292 sec): 3 clusters Score: Raw -112465.013188 + Penalty 1967.152121 = -110497.861067 nChanged 8 SP:Iteration 11Q (119.363624 sec): 3 clusters Score: Raw -112469.039528 + Penalty 1967.353509 = -110501.686019 nChanged 2 SP:Iteration 12Q (119.366187 sec): 3 clusters Score: Raw -112469.444777 + Penalty 1967.443652 = -110502.001124 nChanged 3 SP:Iteration 13Q (119.368700 sec): 3 clusters Score: Raw -112470.053619 + Penalty 1967.443652 = -110502.609967 nChanged 0 SP:Iteration 14F (119.371074 sec): 3 clusters Score: Raw -112470.053619 + Penalty 1967.443652 = -110502.609967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.374148 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.375654 sec): 3 clusters Score: Raw -62908.471311 + Penalty 925.394520 = -61983.076792 nChanged 266 SP:Iteration 1F (119.377124 sec): 3 clusters Score: Raw -63131.095820 + Penalty 924.562796 = -62206.533024 nChanged 95 SP:Iteration 2F (119.378579 sec): 3 clusters Score: Raw -63219.566059 + Penalty 922.816510 = -62296.749549 nChanged 61 SP:Iteration 3F (119.380073 sec): 3 clusters Score: Raw -63261.697813 + Penalty 922.511800 = -62339.186013 nChanged 37 SP:Iteration 4F (119.381571 sec): 3 clusters Score: Raw -63285.243062 + Penalty 925.361470 = -62359.881592 nChanged 35 SP:Iteration 5Q (119.383022 sec): 3 clusters Score: Raw -63321.529881 + Penalty 931.286390 = -62390.243491 nChanged 32 SP:Iteration 6Q (119.384472 sec): 3 clusters Score: Raw -63346.414533 + Penalty 932.264589 = -62414.149945 nChanged 22 SP:Iteration 7Q (119.386035 sec): 3 clusters Score: Raw -63365.545196 + Penalty 936.986426 = -62428.558770 nChanged 19 SP:Iteration 8Q (119.387546 sec): 3 clusters Score: Raw -63381.140679 + Penalty 938.262098 = -62442.878581 nChanged 20 SP:Iteration 9Q (119.388996 sec): 3 clusters Score: Raw -63395.417097 + Penalty 940.313836 = -62455.103261 nChanged 13 SP:Iteration 10F (119.390573 sec): 3 clusters Score: Raw -63409.508328 + Penalty 940.850094 = -62468.658234 nChanged 14 SP:Iteration 11Q (119.392050 sec): 3 clusters Score: Raw -63429.035710 + Penalty 940.423127 = -62488.612583 nChanged 8 SP:Iteration 12Q (119.393508 sec): 3 clusters Score: Raw -63434.895544 + Penalty 942.073508 = -62492.822036 nChanged 4 SP:Iteration 13Q (119.394948 sec): 3 clusters Score: Raw -63437.205244 + Penalty 942.934950 = -62494.270294 nChanged 2 SP:Iteration 14Q (119.396380 sec): 3 clusters Score: Raw -63438.659039 + Penalty 944.708342 = -62493.950697 nChanged 3 SP:Iteration 15F (119.397982 sec): 3 clusters Score: Raw -63441.466798 + Penalty 946.397547 = -62495.069251 nChanged 3 SP:Iteration 16Q (119.399412 sec): 3 clusters Score: Raw -63443.513169 + Penalty 948.222107 = -62495.291063 nChanged 3 SP:Iteration 17Q (119.400832 sec): 3 clusters Score: Raw -63446.255270 + Penalty 949.326018 = -62496.929252 nChanged 2 SP:Iteration 18Q (119.402274 sec): 3 clusters Score: Raw -63446.997241 + Penalty 950.482152 = -62496.515089 nChanged 1 SP:Iteration 19F (119.403869 sec): 3 clusters Score: Raw -63447.324076 + Penalty 950.482152 = -62496.841925 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.406679 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.408123 sec): 3 clusters Score: Raw -58911.354504 + Penalty 1852.249158 = -57059.105346 nChanged 154 SP:Iteration 1F (119.409484 sec): 3 clusters Score: Raw -59059.252467 + Penalty 1853.344224 = -57205.908243 nChanged 49 SP:Iteration 2F (119.410830 sec): 3 clusters Score: Raw -59114.856617 + Penalty 1855.111142 = -57259.745475 nChanged 25 SP:Iteration 3Q (119.412247 sec): 3 clusters Score: Raw -59137.057683 + Penalty 1855.743795 = -57281.313888 nChanged 12 SP:Iteration 4Q (119.413653 sec): 3 clusters Score: Raw -59151.229350 + Penalty 1856.280075 = -57294.949275 nChanged 10 SP:Iteration 5Q (119.415052 sec): 3 clusters Score: Raw -59162.841553 + Penalty 1856.458937 = -57306.382616 nChanged 10 SP:Iteration 6Q (119.416454 sec): 3 clusters Score: Raw -59177.152515 + Penalty 1857.404714 = -57319.747801 nChanged 14 SP:Iteration 7Q (119.417785 sec): 3 clusters Score: Raw -59193.583081 + Penalty 1858.879454 = -57334.703627 nChanged 12 SP:Iteration 8Q (119.419108 sec): 3 clusters Score: Raw -59209.630945 + Penalty 1858.843834 = -57350.787111 nChanged 11 SP:Iteration 9Q (119.420517 sec): 3 clusters Score: Raw -59218.409859 + Penalty 1858.767906 = -57359.641953 nChanged 7 SP:Iteration 10F (119.421932 sec): 3 clusters Score: Raw -59227.202173 + Penalty 1859.057753 = -57368.144420 nChanged 11 SP:Iteration 11Q (119.423319 sec): 3 clusters Score: Raw -59238.322365 + Penalty 1859.020070 = -57379.302294 nChanged 4 SP:Iteration 12Q (119.424704 sec): 3 clusters Score: Raw -59241.975467 + Penalty 1858.929710 = -57383.045757 nChanged 1 SP:Iteration 13Q (119.426108 sec): 3 clusters Score: Raw -59244.745297 + Penalty 1858.447637 = -57386.297660 nChanged 3 SP:Iteration 14Q (119.427485 sec): 3 clusters Score: Raw -59247.307593 + Penalty 1858.275811 = -57389.031783 nChanged 4 SP:Iteration 15Q (119.428854 sec): 3 clusters Score: Raw -59252.319531 + Penalty 1857.608135 = -57394.711396 nChanged 3 SP:Iteration 16Q (119.430178 sec): 3 clusters Score: Raw -59254.245110 + Penalty 1856.722112 = -57397.522997 nChanged 5 SP:Iteration 17Q (119.431573 sec): 3 clusters Score: Raw -59258.635702 + Penalty 1855.694889 = -57402.940813 nChanged 5 SP:Iteration 18Q (119.432957 sec): 3 clusters Score: Raw -59262.898241 + Penalty 1855.470812 = -57407.427429 nChanged 1 SP:Iteration 19Q (119.434340 sec): 3 clusters Score: Raw -59263.495006 + Penalty 1855.470812 = -57408.024194 nChanged 0 SP:Iteration 20F (119.435756 sec): 3 clusters Score: Raw -59263.495006 + Penalty 1855.470812 = -57408.024194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.437760 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.438654 sec): 3 clusters Score: Raw -30538.279940 + Penalty 1169.567493 = -29368.712447 nChanged 97 SP:Iteration 1F (119.439503 sec): 3 clusters Score: Raw -30638.688246 + Penalty 1168.596875 = -29470.091371 nChanged 36 SP:Iteration 2F (119.440347 sec): 3 clusters Score: Raw -30686.217356 + Penalty 1168.753412 = -29517.463945 nChanged 15 SP:Iteration 3Q (119.441236 sec): 3 clusters Score: Raw -30709.479230 + Penalty 1168.232817 = -29541.246412 nChanged 7 SP:Iteration 4Q (119.442101 sec): 3 clusters Score: Raw -30717.300188 + Penalty 1167.785587 = -29549.514601 nChanged 12 SP:Iteration 5Q (119.442962 sec): 3 clusters Score: Raw -30734.927455 + Penalty 1167.843143 = -29567.084312 nChanged 4 SP:Iteration 6Q (119.443857 sec): 3 clusters Score: Raw -30740.766301 + Penalty 1167.648313 = -29573.117988 nChanged 5 SP:Iteration 7Q (119.444717 sec): 3 clusters Score: Raw -30745.628756 + Penalty 1167.648313 = -29577.980444 nChanged 0 SP:Iteration 8F (119.445601 sec): 3 clusters Score: Raw -30745.628756 + Penalty 1167.648313 = -29577.980444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.449139 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.451122 sec): 3 clusters Score: Raw -77737.059455 + Penalty 1464.889397 = -76272.170057 nChanged 312 SP:Iteration 1F (119.453027 sec): 3 clusters Score: Raw -77939.512078 + Penalty 1465.481610 = -76474.030468 nChanged 84 SP:Iteration 2F (119.454980 sec): 3 clusters Score: Raw -78002.791131 + Penalty 1464.183665 = -76538.607466 nChanged 60 SP:Iteration 3F (119.456887 sec): 3 clusters Score: Raw -78050.601539 + Penalty 1464.086769 = -76586.514771 nChanged 46 SP:Iteration 4Q (119.458789 sec): 3 clusters Score: Raw -78085.781677 + Penalty 1467.578991 = -76618.202686 nChanged 43 SP:Iteration 5Q (119.460673 sec): 3 clusters Score: Raw -78118.902718 + Penalty 1472.408121 = -76646.494598 nChanged 31 SP:Iteration 6Q (119.462497 sec): 3 clusters Score: Raw -78138.125127 + Penalty 1479.386831 = -76658.738296 nChanged 25 SP:Iteration 7Q (119.464383 sec): 3 clusters Score: Raw -78154.448129 + Penalty 1487.258673 = -76667.189456 nChanged 19 SP:Iteration 8Q (119.466284 sec): 3 clusters Score: Raw -78170.238648 + Penalty 1492.747611 = -76677.491036 nChanged 20 SP:Iteration 9Q (119.468159 sec): 3 clusters Score: Raw -78191.609707 + Penalty 1500.296630 = -76691.313076 nChanged 19 SP:Iteration 10F (119.469918 sec): 3 clusters Score: Raw -78210.257730 + Penalty 1502.474605 = -76707.783125 nChanged 10 SP:Iteration 11Q (119.471642 sec): 3 clusters Score: Raw -78225.032088 + Penalty 1508.220823 = -76716.811265 nChanged 15 SP:Iteration 12Q (119.473389 sec): 3 clusters Score: Raw -78253.025377 + Penalty 1519.030514 = -76733.994863 nChanged 16 SP:Iteration 13Q (119.475180 sec): 3 clusters Score: Raw -78269.792216 + Penalty 1525.609125 = -76744.183091 nChanged 13 SP:Iteration 14Q (119.476937 sec): 3 clusters Score: Raw -78289.817418 + Penalty 1530.920601 = -76758.896817 nChanged 13 SP:Iteration 15Q (119.478664 sec): 3 clusters Score: Raw -78301.274498 + Penalty 1538.802400 = -76762.472098 nChanged 9 SP:Iteration 16Q (119.480372 sec): 3 clusters Score: Raw -78312.634199 + Penalty 1538.572396 = -76774.061803 nChanged 1 SP:Iteration 17Q (119.481979 sec): 3 clusters Score: Raw -78313.760839 + Penalty 1539.988941 = -76773.771898 nChanged 1 SP:Iteration 18F (119.483838 sec): 3 clusters Score: Raw -78314.348740 + Penalty 1539.988941 = -76774.359799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.486037 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.487058 sec): 3 clusters Score: Raw -31086.823360 + Penalty 882.531615 = -30204.291745 nChanged 127 SP:Iteration 1F (119.488057 sec): 3 clusters Score: Raw -31236.921035 + Penalty 881.999031 = -30354.922004 nChanged 40 SP:Iteration 2F (119.489050 sec): 3 clusters Score: Raw -31284.389935 + Penalty 880.650519 = -30403.739415 nChanged 19 SP:Iteration 3Q (119.490020 sec): 3 clusters Score: Raw -31311.161542 + Penalty 880.141754 = -30431.019788 nChanged 12 SP:Iteration 4Q (119.490959 sec): 3 clusters Score: Raw -31321.121452 + Penalty 880.070719 = -30441.050733 nChanged 3 SP:Iteration 5Q (119.491880 sec): 3 clusters Score: Raw -31322.503269 + Penalty 880.707132 = -30441.796137 nChanged 3 SP:Iteration 6Q (119.492923 sec): 3 clusters Score: Raw -31323.780724 + Penalty 880.667066 = -30443.113658 nChanged 1 SP:Iteration 7Q (119.493896 sec): 3 clusters Score: Raw -31325.991232 + Penalty 880.789366 = -30445.201867 nChanged 1 SP:Iteration 8Q (119.494858 sec): 3 clusters Score: Raw -31326.405552 + Penalty 881.152718 = -30445.252834 nChanged 2 SP:Iteration 9Q (119.495817 sec): 3 clusters Score: Raw -31327.023651 + Penalty 881.627244 = -30445.396408 nChanged 3 SP:Iteration 10F (119.496805 sec): 3 clusters Score: Raw -31328.391220 + Penalty 881.849115 = -30446.542105 nChanged 3 SP:Iteration 11Q (119.497761 sec): 3 clusters Score: Raw -31329.968328 + Penalty 882.394846 = -30447.573482 nChanged 3 SP:Iteration 12Q (119.498718 sec): 3 clusters Score: Raw -31331.158107 + Penalty 882.822472 = -30448.335634 nChanged 2 SP:Iteration 13Q (119.499687 sec): 3 clusters Score: Raw -31331.764051 + Penalty 883.395024 = -30448.369027 nChanged 3 SP:Iteration 14Q (119.500644 sec): 3 clusters Score: Raw -31334.004452 + Penalty 884.044602 = -30449.959849 nChanged 3 SP:Iteration 15Q (119.501597 sec): 3 clusters Score: Raw -31335.047432 + Penalty 883.895030 = -30451.152402 nChanged 1 SP:Iteration 16Q (119.502549 sec): 3 clusters Score: Raw -31337.219700 + Penalty 883.425890 = -30453.793810 nChanged 2 SP:Iteration 17Q (119.503505 sec): 3 clusters Score: Raw -31340.051580 + Penalty 883.219603 = -30456.831977 nChanged 3 SP:Iteration 18Q (119.504455 sec): 3 clusters Score: Raw -31342.730779 + Penalty 882.566909 = -30460.163870 nChanged 5 SP:Iteration 19Q (119.505384 sec): 3 clusters Score: Raw -31350.442465 + Penalty 882.378166 = -30468.064299 nChanged 3 SP:Iteration 20F (119.506331 sec): 3 clusters Score: Raw -31352.743076 + Penalty 882.815305 = -30469.927771 nChanged 5 SP:Iteration 21Q (119.507242 sec): 3 clusters Score: Raw -31355.781532 + Penalty 883.061229 = -30472.720302 nChanged 2 SP:Iteration 22Q (119.508160 sec): 3 clusters Score: Raw -31358.132104 + Penalty 883.029499 = -30475.102606 nChanged 2 SP:Iteration 23Q (119.509112 sec): 3 clusters Score: Raw -31359.814698 + Penalty 883.115878 = -30476.698820 nChanged 1 SP:Iteration 24Q (119.510059 sec): 3 clusters Score: Raw -31361.129268 + Penalty 883.295824 = -30477.833444 nChanged 1 SP:Iteration 25Q (119.511003 sec): 3 clusters Score: Raw -31362.970816 + Penalty 883.498784 = -30479.472032 nChanged 1 SP:Iteration 26Q (119.511949 sec): 3 clusters Score: Raw -31364.454549 + Penalty 883.752986 = -30480.701563 nChanged 1 SP:Iteration 27Q (119.512917 sec): 3 clusters Score: Raw -31365.740614 + Penalty 883.784867 = -30481.955747 nChanged 1 SP:Iteration 28Q (119.513866 sec): 3 clusters Score: Raw -31366.133270 + Penalty 883.949698 = -30482.183571 nChanged 1 SP:Iteration 29Q (119.514809 sec): 3 clusters Score: Raw -31366.420085 + Penalty 883.948177 = -30482.471908 nChanged 1 SP:Iteration 30F (119.515798 sec): 3 clusters Score: Raw -31367.086980 + Penalty 883.859428 = -30483.227552 nChanged 2 SP:Iteration 31Q (119.516743 sec): 3 clusters Score: Raw -31369.532126 + Penalty 883.895449 = -30485.636677 nChanged 3 SP:Iteration 32Q (119.517688 sec): 3 clusters Score: Raw -31372.381007 + Penalty 883.895449 = -30488.485558 nChanged 0 SP:Iteration 33F (119.518680 sec): 3 clusters Score: Raw -31372.381007 + Penalty 883.895449 = -30488.485558 nChanged 0 Iteration 229F (120.020189 sec): 26 clusters Score: Raw -3015709.165391 + Penalty 21654.667859 = -2994054.497532 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015709.165391 + Penalty 21654.667859 = -2994054.497532Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.157404 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.162717 sec): 3 clusters Score: Raw -228813.836320 + Penalty 324.649656 = -228489.186664 nChanged 1314 SP:Iteration 1F (120.167965 sec): 3 clusters Score: Raw -230106.829674 + Penalty 329.511902 = -229777.317772 nChanged 270 SP:Iteration 2F (120.173173 sec): 3 clusters Score: Raw -230314.457731 + Penalty 331.655064 = -229982.802668 nChanged 121 SP:Iteration 3Q (120.178029 sec): 3 clusters Score: Raw -230390.562391 + Penalty 333.445331 = -230057.117060 nChanged 87 SP:Iteration 4Q (120.182865 sec): 3 clusters Score: Raw -230441.501298 + Penalty 336.320761 = -230105.180537 nChanged 53 SP:Iteration 5Q (120.187910 sec): 3 clusters Score: Raw -230463.836532 + Penalty 338.301545 = -230125.534987 nChanged 48 SP:Iteration 6Q (120.192657 sec): 3 clusters Score: Raw -230480.027513 + Penalty 339.869989 = -230140.157525 nChanged 43 SP:Iteration 7Q (120.197470 sec): 3 clusters Score: Raw -230492.774376 + Penalty 341.253435 = -230151.520941 nChanged 38 SP:Iteration 8Q (120.202412 sec): 3 clusters Score: Raw -230503.059435 + Penalty 342.532241 = -230160.527194 nChanged 23 SP:Iteration 9Q (120.207200 sec): 3 clusters Score: Raw -230508.706225 + Penalty 344.162735 = -230164.543490 nChanged 22 SP:Iteration 10F (120.212532 sec): 3 clusters Score: Raw -230513.197722 + Penalty 345.347299 = -230167.850422 nChanged 18 SP:Iteration 11Q (120.217262 sec): 3 clusters Score: Raw -230515.838658 + Penalty 346.021666 = -230169.816992 nChanged 16 SP:Iteration 12Q (120.221957 sec): 3 clusters Score: Raw -230518.110958 + Penalty 346.788059 = -230171.322899 nChanged 9 SP:Iteration 13Q (120.226654 sec): 3 clusters Score: Raw -230519.246381 + Penalty 347.302259 = -230171.944122 nChanged 9 SP:Iteration 14Q (120.231276 sec): 3 clusters Score: Raw -230520.241655 + Penalty 348.601075 = -230171.640580 nChanged 13 SP:Iteration 15F (120.236469 sec): 3 clusters Score: Raw -230521.465618 + Penalty 349.313986 = -230172.151632 nChanged 8 SP:Iteration 16Q (120.241161 sec): 3 clusters Score: Raw -230522.583751 + Penalty 350.035194 = -230172.548557 nChanged 11 SP:Iteration 17Q (120.246026 sec): 3 clusters Score: Raw -230524.862967 + Penalty 350.252142 = -230174.610826 nChanged 8 SP:Iteration 18Q (120.250668 sec): 3 clusters Score: Raw -230526.233638 + Penalty 350.903272 = -230175.330366 nChanged 8 SP:Iteration 19Q (120.255328 sec): 3 clusters Score: Raw -230527.232686 + Penalty 351.924831 = -230175.307854 nChanged 8 SP:Iteration 20F (120.260362 sec): 3 clusters Score: Raw -230528.427569 + Penalty 352.894686 = -230175.532883 nChanged 9 SP:Iteration 21Q (120.265021 sec): 3 clusters Score: Raw -230529.456895 + Penalty 353.811924 = -230175.644971 nChanged 10 SP:Iteration 22Q (120.269993 sec): 3 clusters Score: Raw -230530.547997 + Penalty 354.480051 = -230176.067946 nChanged 11 SP:Iteration 23Q (120.274668 sec): 3 clusters Score: Raw -230531.935144 + Penalty 355.202840 = -230176.732304 nChanged 9 SP:Iteration 24Q (120.279193 sec): 3 clusters Score: Raw -230533.266472 + Penalty 355.294844 = -230177.971628 nChanged 8 SP:Iteration 25Q (120.283811 sec): 3 clusters Score: Raw -230534.810182 + Penalty 355.447795 = -230179.362387 nChanged 12 SP:Iteration 26Q (120.288600 sec): 3 clusters Score: Raw -230536.077338 + Penalty 356.195787 = -230179.881551 nChanged 7 SP:Iteration 27Q (120.293536 sec): 3 clusters Score: Raw -230536.951662 + Penalty 356.544220 = -230180.407442 nChanged 8 SP:Iteration 28Q (120.298375 sec): 3 clusters Score: Raw -230538.478837 + Penalty 357.799957 = -230180.678881 nChanged 10 SP:Iteration 29Q (120.303253 sec): 3 clusters Score: Raw -230540.084248 + Penalty 358.482448 = -230181.601800 nChanged 5 SP:Iteration 30F (120.308463 sec): 3 clusters Score: Raw -230540.403109 + Penalty 358.831203 = -230181.571906 nChanged 5 SP:Iteration 31F (120.313719 sec): 3 clusters Score: Raw -230540.652620 + Penalty 359.342532 = -230181.310088 nChanged 5 SP:Iteration 32F (120.319051 sec): 3 clusters Score: Raw -230540.969197 + Penalty 360.176726 = -230180.792471 nChanged 7 SP:Iteration 33F (120.324420 sec): 3 clusters Score: Raw -230541.508817 + Penalty 360.862559 = -230180.646258 nChanged 7 SP:Iteration 34F (120.329694 sec): 3 clusters Score: Raw -230542.407219 + Penalty 361.298458 = -230181.108760 nChanged 10 SP:Iteration 35Q (120.334404 sec): 3 clusters Score: Raw -230544.270256 + Penalty 361.428162 = -230182.842094 nChanged 11 SP:Iteration 36Q (120.339210 sec): 3 clusters Score: Raw -230546.880475 + Penalty 362.608007 = -230184.272468 nChanged 12 SP:Iteration 37Q (120.343661 sec): 3 clusters Score: Raw -230549.372635 + Penalty 363.564138 = -230185.808497 nChanged 13 SP:Iteration 38Q (120.348089 sec): 3 clusters Score: Raw -230551.477782 + Penalty 363.987620 = -230187.490162 nChanged 12 SP:Iteration 39Q (120.352586 sec): 3 clusters Score: Raw -230555.317854 + Penalty 364.938113 = -230190.379742 nChanged 12 SP:Iteration 40F (120.357572 sec): 3 clusters Score: Raw -230560.415412 + Penalty 364.601436 = -230195.813976 nChanged 13 SP:Iteration 41Q (120.362011 sec): 3 clusters Score: Raw -230566.674573 + Penalty 365.277116 = -230201.397457 nChanged 11 SP:Iteration 42Q (120.366587 sec): 3 clusters Score: Raw -230569.414657 + Penalty 365.992055 = -230203.422602 nChanged 7 SP:Iteration 43Q (120.371291 sec): 3 clusters Score: Raw -230570.692952 + Penalty 367.062756 = -230203.630196 nChanged 10 SP:Iteration 44Q (120.375662 sec): 3 clusters Score: Raw -230572.143682 + Penalty 367.272003 = -230204.871679 nChanged 8 SP:Iteration 45Q (120.380148 sec): 3 clusters Score: Raw -230573.279462 + Penalty 368.248654 = -230205.030808 nChanged 7 SP:Iteration 46Q (120.384524 sec): 3 clusters Score: Raw -230573.903092 + Penalty 367.838556 = -230206.064535 nChanged 4 SP:Iteration 47Q (120.388993 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 48Q (120.393344 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 49F (120.398491 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.399856 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.400168 sec): 3 clusters Score: Raw -3486.045279 + Penalty 326.116961 = -3159.928318 nChanged 11 SP:Iteration 1F (120.400468 sec): 3 clusters Score: Raw -3522.023161 + Penalty 326.160994 = -3195.862168 nChanged 2 SP:Iteration 2Q (120.400751 sec): 3 clusters Score: Raw -3529.269412 + Penalty 326.160994 = -3203.108418 nChanged 0 SP:Iteration 3F (120.401047 sec): 3 clusters Score: Raw -3529.269412 + Penalty 326.160994 = -3203.108418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.401955 sec): 2 clusters Score: Raw -1893.963309 + Penalty 46.340592 = -1847.622717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.402197 sec): 3 clusters Score: Raw -1921.462592 + Penalty 97.304321 = -1824.158271 nChanged 6 SP:Iteration 1F (120.402431 sec): 3 clusters Score: Raw -1939.355468 + Penalty 106.099468 = -1833.256000 nChanged 2 SP:Iteration 2F (120.402667 sec): 3 clusters Score: Raw -1945.630211 + Penalty 110.621698 = -1835.008513 nChanged 1 SP:Iteration 3Q (120.402894 sec): 3 clusters Score: Raw -1946.650129 + Penalty 110.621698 = -1836.028431 nChanged 0 SP:Iteration 4F (120.403126 sec): 3 clusters Score: Raw -1946.650129 + Penalty 110.621698 = -1836.028431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.409594 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.412962 sec): 3 clusters Score: Raw -149206.403288 + Penalty 729.038441 = -148477.364847 nChanged 754 SP:Iteration 1F (120.416512 sec): 3 clusters Score: Raw -149699.360827 + Penalty 738.060333 = -148961.300494 nChanged 168 SP:Iteration 2F (120.419896 sec): 3 clusters Score: Raw -149821.508061 + Penalty 749.279868 = -149072.228192 nChanged 128 SP:Iteration 3F (120.423115 sec): 3 clusters Score: Raw -149906.894615 + Penalty 755.329990 = -149151.564625 nChanged 99 SP:Iteration 4F (120.426358 sec): 3 clusters Score: Raw -149979.610612 + Penalty 761.121243 = -149218.489369 nChanged 95 SP:Iteration 5F (120.429658 sec): 3 clusters Score: Raw -150054.401550 + Penalty 762.875334 = -149291.526216 nChanged 84 SP:Iteration 6Q (120.432872 sec): 3 clusters Score: Raw -150098.521757 + Penalty 766.297794 = -149332.223963 nChanged 56 SP:Iteration 7Q (120.436321 sec): 3 clusters Score: Raw -150115.548234 + Penalty 771.247593 = -149344.300640 nChanged 31 SP:Iteration 8Q (120.439683 sec): 3 clusters Score: Raw -150128.850380 + Penalty 776.792336 = -149352.058043 nChanged 32 SP:Iteration 9Q (120.442882 sec): 3 clusters Score: Raw -150143.466116 + Penalty 782.429197 = -149361.036919 nChanged 30 SP:Iteration 10F (120.446087 sec): 3 clusters Score: Raw -150153.040053 + Penalty 785.882098 = -149367.157955 nChanged 19 SP:Iteration 11Q (120.449312 sec): 3 clusters Score: Raw -150158.059014 + Penalty 785.395996 = -149372.663018 nChanged 17 SP:Iteration 12Q (120.452721 sec): 3 clusters Score: Raw -150163.320913 + Penalty 786.086621 = -149377.234293 nChanged 21 SP:Iteration 13Q (120.456003 sec): 3 clusters Score: Raw -150169.955266 + Penalty 792.559981 = -149377.395284 nChanged 20 SP:Iteration 14Q (120.459206 sec): 3 clusters Score: Raw -150176.205533 + Penalty 798.308372 = -149377.897160 nChanged 12 SP:Iteration 15Q (120.462422 sec): 3 clusters Score: Raw -150178.893229 + Penalty 799.936781 = -149378.956448 nChanged 10 SP:Iteration 16Q (120.465669 sec): 3 clusters Score: Raw -150181.469986 + Penalty 804.973900 = -149376.496086 nChanged 10 SP:Iteration 17F (120.469165 sec): 3 clusters Score: Raw -150184.270720 + Penalty 806.709373 = -149377.561347 nChanged 8 SP:Iteration 18Q (120.472483 sec): 3 clusters Score: Raw -150187.924470 + Penalty 807.375163 = -149380.549307 nChanged 11 SP:Iteration 19Q (120.475788 sec): 3 clusters Score: Raw -150193.099713 + Penalty 808.900878 = -149384.198835 nChanged 18 SP:Iteration 20F (120.479076 sec): 3 clusters Score: Raw -150203.917029 + Penalty 817.605468 = -149386.311561 nChanged 16 SP:Iteration 21Q (120.482291 sec): 3 clusters Score: Raw -150212.423011 + Penalty 820.053391 = -149392.369620 nChanged 13 SP:Iteration 22Q (120.485500 sec): 3 clusters Score: Raw -150218.304957 + Penalty 823.963182 = -149394.341775 nChanged 19 SP:Iteration 23Q (120.488693 sec): 3 clusters Score: Raw -150228.812478 + Penalty 831.988689 = -149396.823789 nChanged 15 SP:Iteration 24Q (120.491849 sec): 3 clusters Score: Raw -150237.229888 + Penalty 839.204324 = -149398.025563 nChanged 14 SP:Iteration 25Q (120.494969 sec): 3 clusters Score: Raw -150244.130891 + Penalty 838.593432 = -149405.537459 nChanged 5 SP:Iteration 26Q (120.498026 sec): 3 clusters Score: Raw -150247.281953 + Penalty 835.823968 = -149411.457986 nChanged 8 SP:Iteration 27Q (120.501257 sec): 3 clusters Score: Raw -150255.575339 + Penalty 827.604898 = -149427.970441 nChanged 12 SP:Iteration 28Q (120.504364 sec): 3 clusters Score: Raw -150266.075151 + Penalty 826.912463 = -149439.162688 nChanged 9 SP:Iteration 29Q (120.507374 sec): 3 clusters Score: Raw -150271.355379 + Penalty 827.400403 = -149443.954976 nChanged 4 SP:Iteration 30F (120.510599 sec): 3 clusters Score: Raw -150274.109627 + Penalty 830.098625 = -149444.011002 nChanged 3 SP:Iteration 31Q (120.513520 sec): 3 clusters Score: Raw -150274.621702 + Penalty 833.464932 = -149441.156770 nChanged 3 SP:Iteration 32F (120.516811 sec): 3 clusters Score: Raw -150276.480984 + Penalty 834.006625 = -149442.474359 nChanged 3 SP:Iteration 33Q (120.519911 sec): 3 clusters Score: Raw -150277.582053 + Penalty 833.657720 = -149443.924334 nChanged 3 SP:Iteration 34Q (120.522798 sec): 3 clusters Score: Raw -150278.465028 + Penalty 836.328099 = -149442.136929 nChanged 3 SP:Iteration 35F (120.526034 sec): 3 clusters Score: Raw -150279.652826 + Penalty 840.287198 = -149439.365628 nChanged 4 SP:Iteration 36F (120.529355 sec): 3 clusters Score: Raw -150282.325172 + Penalty 841.053395 = -149441.271777 nChanged 2 SP:Iteration 37Q (120.532186 sec): 3 clusters Score: Raw -150283.321096 + Penalty 843.581952 = -149439.739144 nChanged 3 SP:Iteration 38F (120.535602 sec): 3 clusters Score: Raw -150285.760856 + Penalty 843.808022 = -149441.952834 nChanged 3 SP:Iteration 39Q (120.538405 sec): 3 clusters Score: Raw -150288.552605 + Penalty 845.181707 = -149443.370898 nChanged 3 SP:Iteration 40F (120.541610 sec): 3 clusters Score: Raw -150292.356655 + Penalty 845.654741 = -149446.701914 nChanged 2 SP:Iteration 41Q (120.544356 sec): 3 clusters Score: Raw -150293.426488 + Penalty 845.654741 = -149447.771747 nChanged 0 SP:Iteration 42F (120.547557 sec): 3 clusters Score: Raw -150293.426488 + Penalty 845.654741 = -149447.771747 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.644447 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.685810 sec): 3 clusters Score: Raw -1697277.167235 + Penalty 676.702629 = -1696600.464606 nChanged 10326 SP:Iteration 1F (120.726342 sec): 3 clusters Score: Raw -1706204.538748 + Penalty 818.573270 = -1705385.965478 nChanged 3651 SP:Iteration 2F (120.766346 sec): 3 clusters Score: Raw -1710411.424342 + Penalty 930.616358 = -1709480.807984 nChanged 1027 SP:Iteration 3Q (120.808722 sec): 3 clusters Score: Raw -1711501.726966 + Penalty 1009.742455 = -1710491.984511 nChanged 289 SP:Iteration 4Q (120.843771 sec): 3 clusters Score: Raw -1711778.879764 + Penalty 1061.057848 = -1710717.821916 nChanged 91 SP:Iteration 5Q (120.876022 sec): 3 clusters Score: Raw -1711864.137054 + Penalty 1078.501584 = -1710785.635470 nChanged 22 SP:Iteration 6Q (120.907898 sec): 3 clusters Score: Raw -1711885.965500 + Penalty 1077.559301 = -1710808.406199 nChanged 12 SP:Iteration 7Q (120.939955 sec): 3 clusters Score: Raw -1711900.834531 + Penalty 1047.702699 = -1710853.131831 nChanged 10 SP:Iteration 8Q (120.971084 sec): 3 clusters Score: Raw -1711912.960366 + Penalty 1043.966620 = -1710868.993746 nChanged 5 SP:Iteration 9Q (121.002467 sec): 3 clusters Score: Raw -1711917.330096 + Penalty 1043.561578 = -1710873.768518 nChanged 2 SP:Iteration 10F (121.042833 sec): 3 clusters Score: Raw -1711917.498075 + Penalty 1043.561578 = -1710873.936497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.058749 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.060696 sec): 3 clusters Score: Raw -83566.796285 + Penalty 1352.172361 = -82214.623924 nChanged 348 SP:Iteration 1F (121.062584 sec): 3 clusters Score: Raw -83834.420025 + Penalty 1342.112055 = -82492.307970 nChanged 114 SP:Iteration 2F (121.064447 sec): 3 clusters Score: Raw -83915.599205 + Penalty 1338.936887 = -82576.662318 nChanged 56 SP:Iteration 3F (121.066386 sec): 3 clusters Score: Raw -83938.761513 + Penalty 1340.229715 = -82598.531798 nChanged 28 SP:Iteration 4Q (121.068409 sec): 3 clusters Score: Raw -83955.008383 + Penalty 1342.875098 = -82612.133284 nChanged 32 SP:Iteration 5Q (121.070422 sec): 3 clusters Score: Raw -83972.765524 + Penalty 1345.482874 = -82627.282650 nChanged 25 SP:Iteration 6Q (121.072299 sec): 3 clusters Score: Raw -83982.931942 + Penalty 1348.554913 = -82634.377029 nChanged 16 SP:Iteration 7Q (121.074128 sec): 3 clusters Score: Raw -83989.390992 + Penalty 1349.980275 = -82639.410717 nChanged 7 SP:Iteration 8Q (121.075961 sec): 3 clusters Score: Raw -83992.241141 + Penalty 1350.045051 = -82642.196090 nChanged 9 SP:Iteration 9Q (121.077826 sec): 3 clusters Score: Raw -83997.291800 + Penalty 1351.418190 = -82645.873610 nChanged 11 SP:Iteration 10F (121.079670 sec): 3 clusters Score: Raw -84004.331822 + Penalty 1354.409560 = -82649.922261 nChanged 19 SP:Iteration 11Q (121.081543 sec): 3 clusters Score: Raw -84014.148299 + Penalty 1356.185845 = -82657.962454 nChanged 12 SP:Iteration 12Q (121.083414 sec): 3 clusters Score: Raw -84020.535216 + Penalty 1357.533167 = -82663.002049 nChanged 10 SP:Iteration 13Q (121.085302 sec): 3 clusters Score: Raw -84024.983729 + Penalty 1358.878224 = -82666.105505 nChanged 8 SP:Iteration 14Q (121.087166 sec): 3 clusters Score: Raw -84031.280073 + Penalty 1359.924169 = -82671.355904 nChanged 11 SP:Iteration 15Q (121.089019 sec): 3 clusters Score: Raw -84036.416507 + Penalty 1360.315051 = -82676.101455 nChanged 5 SP:Iteration 16Q (121.090850 sec): 3 clusters Score: Raw -84037.198984 + Penalty 1360.679925 = -82676.519059 nChanged 3 SP:Iteration 17Q (121.092727 sec): 3 clusters Score: Raw -84038.135432 + Penalty 1360.679925 = -82677.455507 nChanged 0 SP:Iteration 18F (121.094725 sec): 3 clusters Score: Raw -84038.135432 + Penalty 1360.679925 = -82677.455507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.097955 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.099608 sec): 3 clusters Score: Raw -65349.122830 + Penalty 1971.995534 = -63377.127296 nChanged 245 SP:Iteration 1F (121.101362 sec): 3 clusters Score: Raw -65580.622402 + Penalty 1971.701955 = -63608.920447 nChanged 58 SP:Iteration 2F (121.103096 sec): 3 clusters Score: Raw -65638.340034 + Penalty 1970.858321 = -63667.481714 nChanged 24 SP:Iteration 3Q (121.104766 sec): 3 clusters Score: Raw -65664.083011 + Penalty 1971.315417 = -63692.767594 nChanged 23 SP:Iteration 4Q (121.106390 sec): 3 clusters Score: Raw -65687.555568 + Penalty 1974.265050 = -63713.290518 nChanged 15 SP:Iteration 5Q (121.107989 sec): 3 clusters Score: Raw -65714.111106 + Penalty 1976.474534 = -63737.636572 nChanged 15 SP:Iteration 6Q (121.109558 sec): 3 clusters Score: Raw -65732.667767 + Penalty 1979.552820 = -63753.114946 nChanged 11 SP:Iteration 7Q (121.111116 sec): 3 clusters Score: Raw -65743.892355 + Penalty 1980.064969 = -63763.827387 nChanged 6 SP:Iteration 8Q (121.112667 sec): 3 clusters Score: Raw -65749.381050 + Penalty 1980.056351 = -63769.324699 nChanged 3 SP:Iteration 9Q (121.114257 sec): 3 clusters Score: Raw -65751.055418 + Penalty 1980.056351 = -63770.999067 nChanged 0 SP:Iteration 10F (121.115881 sec): 3 clusters Score: Raw -65751.055418 + Penalty 1980.056351 = -63770.999067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.116426 sec): 2 clusters Score: Raw -579.172213 + Penalty 43.944492 = -535.227722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.116639 sec): 3 clusters Score: Raw -620.875768 + Penalty 71.409799 = -549.465969 nChanged 0 Score: Raw -3036431.554685 + Penalty 21786.514197 = -3014645.040488 Splitting cluster 8 changes total score from -2994054.497532 to -3014645.040488 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.600573 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.600854 sec): 3 clusters Score: Raw -1967.192421 + Penalty 297.012206 = -1670.180215 nChanged 6 SP:Iteration 1F (121.601122 sec): 3 clusters Score: Raw -1986.815316 + Penalty 315.608815 = -1671.206500 nChanged 1 SP:Iteration 2Q (121.601407 sec): 3 clusters Score: Raw -1996.050283 + Penalty 315.608815 = -1680.441468 nChanged 0 SP:Iteration 3F (121.601671 sec): 3 clusters Score: Raw -1996.050283 + Penalty 315.608815 = -1680.441468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.604179 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.605748 sec): 3 clusters Score: Raw -62859.292015 + Penalty 1172.126527 = -61687.165487 nChanged 267 SP:Iteration 1F (121.607262 sec): 3 clusters Score: Raw -63044.744192 + Penalty 1178.394160 = -61866.350033 nChanged 83 SP:Iteration 2F (121.608767 sec): 3 clusters Score: Raw -63112.543490 + Penalty 1184.655033 = -61927.888457 nChanged 52 SP:Iteration 3F (121.610314 sec): 3 clusters Score: Raw -63154.877515 + Penalty 1186.579674 = -61968.297841 nChanged 28 SP:Iteration 4Q (121.611836 sec): 3 clusters Score: Raw -63169.591773 + Penalty 1189.282633 = -61980.309140 nChanged 18 SP:Iteration 5Q (121.613338 sec): 3 clusters Score: Raw -63181.162190 + Penalty 1193.871547 = -61987.290643 nChanged 27 SP:Iteration 6Q (121.614838 sec): 3 clusters Score: Raw -63203.684293 + Penalty 1195.499706 = -62008.184587 nChanged 21 SP:Iteration 7Q (121.616341 sec): 3 clusters Score: Raw -63218.697566 + Penalty 1193.893812 = -62024.803754 nChanged 16 SP:Iteration 8Q (121.617847 sec): 3 clusters Score: Raw -63226.387853 + Penalty 1192.386890 = -62034.000963 nChanged 12 SP:Iteration 9Q (121.619367 sec): 3 clusters Score: Raw -63232.832577 + Penalty 1193.736323 = -62039.096254 nChanged 11 SP:Iteration 10F (121.620897 sec): 3 clusters Score: Raw -63241.463764 + Penalty 1193.439363 = -62048.024401 nChanged 16 SP:Iteration 11Q (121.622409 sec): 3 clusters Score: Raw -63253.928607 + Penalty 1189.080919 = -62064.847688 nChanged 9 SP:Iteration 12Q (121.623920 sec): 3 clusters Score: Raw -63260.367565 + Penalty 1187.374780 = -62072.992784 nChanged 5 SP:Iteration 13Q (121.625426 sec): 3 clusters Score: Raw -63263.373970 + Penalty 1186.674024 = -62076.699946 nChanged 2 SP:Iteration 14Q (121.626935 sec): 3 clusters Score: Raw -63264.429489 + Penalty 1186.909485 = -62077.520004 nChanged 1 SP:Iteration 15Q (121.628442 sec): 3 clusters Score: Raw -63264.976644 + Penalty 1186.909485 = -62078.067159 nChanged 0 SP:Iteration 16F (121.630008 sec): 3 clusters Score: Raw -63264.976644 + Penalty 1186.909485 = -62078.067159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.632850 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.633934 sec): 3 clusters Score: Raw -39382.713448 + Penalty 765.244267 = -38617.469182 nChanged 153 SP:Iteration 1F (121.635084 sec): 3 clusters Score: Raw -39491.553025 + Penalty 761.460115 = -38730.092909 nChanged 61 SP:Iteration 2F (121.636195 sec): 3 clusters Score: Raw -39538.563432 + Penalty 757.482357 = -38781.081076 nChanged 35 SP:Iteration 3F (121.637297 sec): 3 clusters Score: Raw -39568.204839 + Penalty 753.990893 = -38814.213946 nChanged 23 SP:Iteration 4Q (121.638390 sec): 3 clusters Score: Raw -39594.012963 + Penalty 753.448267 = -38840.564696 nChanged 16 SP:Iteration 5Q (121.639439 sec): 3 clusters Score: Raw -39605.289004 + Penalty 752.542760 = -38852.746245 nChanged 12 SP:Iteration 6Q (121.640467 sec): 3 clusters Score: Raw -39610.520952 + Penalty 753.976667 = -38856.544284 nChanged 9 SP:Iteration 7Q (121.641489 sec): 3 clusters Score: Raw -39615.319229 + Penalty 755.349440 = -38859.969789 nChanged 7 SP:Iteration 8Q (121.642530 sec): 3 clusters Score: Raw -39619.883417 + Penalty 753.364613 = -38866.518804 nChanged 10 SP:Iteration 9Q (121.643596 sec): 3 clusters Score: Raw -39627.449658 + Penalty 758.645178 = -38868.804481 nChanged 7 SP:Iteration 10F (121.644733 sec): 3 clusters Score: Raw -39631.782993 + Penalty 762.456406 = -38869.326587 nChanged 5 SP:Iteration 11Q (121.645776 sec): 3 clusters Score: Raw -39633.564666 + Penalty 768.522390 = -38865.042275 nChanged 7 SP:Iteration 12F (121.646867 sec): 3 clusters Score: Raw -39635.737608 + Penalty 771.449262 = -38864.288347 nChanged 3 SP:Iteration 13F (121.647958 sec): 3 clusters Score: Raw -39636.931415 + Penalty 775.631091 = -38861.300324 nChanged 5 SP:Iteration 14F (121.649019 sec): 3 clusters Score: Raw -39638.204967 + Penalty 778.338451 = -38859.866516 nChanged 2 SP:Iteration 15F (121.650059 sec): 3 clusters Score: Raw -39639.401415 + Penalty 779.617261 = -38859.784153 nChanged 1 SP:Iteration 16F (121.651093 sec): 3 clusters Score: Raw -39640.391906 + Penalty 777.996002 = -38862.395905 nChanged 4 SP:Iteration 17Q (121.652091 sec): 3 clusters Score: Raw -39642.544654 + Penalty 781.138010 = -38861.406643 nChanged 3 SP:Iteration 18F (121.653135 sec): 3 clusters Score: Raw -39644.569027 + Penalty 780.412192 = -38864.156835 nChanged 1 SP:Iteration 19Q (121.654110 sec): 3 clusters Score: Raw -39647.300699 + Penalty 782.329145 = -38864.971555 nChanged 4 SP:Iteration 20F (121.655149 sec): 3 clusters Score: Raw -39649.039813 + Penalty 782.745323 = -38866.294490 nChanged 2 SP:Iteration 21Q (121.656121 sec): 3 clusters Score: Raw -39650.048626 + Penalty 780.604373 = -38869.444253 nChanged 1 SP:Iteration 22Q (121.657091 sec): 3 clusters Score: Raw -39651.086426 + Penalty 780.953088 = -38870.133338 nChanged 1 SP:Iteration 23Q (121.658059 sec): 3 clusters Score: Raw -39652.295444 + Penalty 783.521164 = -38868.774279 nChanged 1 SP:Iteration 24F (121.659098 sec): 3 clusters Score: Raw -39652.738094 + Penalty 783.521164 = -38869.216930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.661342 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.662712 sec): 3 clusters Score: Raw -56844.279911 + Penalty 1847.236742 = -54997.043169 nChanged 162 SP:Iteration 1F (121.664059 sec): 3 clusters Score: Raw -57045.292715 + Penalty 1861.218089 = -55184.074626 nChanged 57 SP:Iteration 2F (121.665408 sec): 3 clusters Score: Raw -57156.812105 + Penalty 1873.895606 = -55282.916500 nChanged 35 SP:Iteration 3F (121.666759 sec): 3 clusters Score: Raw -57224.147635 + Penalty 1880.149194 = -55343.998441 nChanged 23 SP:Iteration 4Q (121.668157 sec): 3 clusters Score: Raw -57265.569217 + Penalty 1886.562267 = -55379.006950 nChanged 19 SP:Iteration 5Q (121.669520 sec): 3 clusters Score: Raw -57298.932991 + Penalty 1893.590029 = -55405.342962 nChanged 13 SP:Iteration 6Q (121.670864 sec): 3 clusters Score: Raw -57325.681499 + Penalty 1897.370257 = -55428.311242 nChanged 8 SP:Iteration 7Q (121.672173 sec): 3 clusters Score: Raw -57337.594878 + Penalty 1900.734436 = -55436.860441 nChanged 9 SP:Iteration 8Q (121.673420 sec): 3 clusters Score: Raw -57357.185744 + Penalty 1900.882154 = -55456.303590 nChanged 5 SP:Iteration 9Q (121.674667 sec): 3 clusters Score: Raw -57370.750016 + Penalty 1903.634236 = -55467.115779 nChanged 8 SP:Iteration 10F (121.676046 sec): 3 clusters Score: Raw -57392.164983 + Penalty 1905.862979 = -55486.302004 nChanged 8 SP:Iteration 11Q (121.677274 sec): 3 clusters Score: Raw -57409.406303 + Penalty 1907.596643 = -55501.809660 nChanged 4 SP:Iteration 12Q (121.678487 sec): 3 clusters Score: Raw -57415.039114 + Penalty 1910.193481 = -55504.845633 nChanged 4 SP:Iteration 13Q (121.679708 sec): 3 clusters Score: Raw -57423.985135 + Penalty 1913.269291 = -55510.715844 nChanged 5 SP:Iteration 14Q (121.680913 sec): 3 clusters Score: Raw -57435.111243 + Penalty 1912.932657 = -55522.178586 nChanged 1 SP:Iteration 15Q (121.682110 sec): 3 clusters Score: Raw -57436.569190 + Penalty 1912.932657 = -55523.636533 nChanged 0 SP:Iteration 16F (121.683473 sec): 3 clusters Score: Raw -57436.569190 + Penalty 1912.932657 = -55523.636533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.685238 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.686277 sec): 3 clusters Score: Raw -33856.190757 + Penalty 857.112745 = -32999.078013 nChanged 133 SP:Iteration 1F (121.687297 sec): 3 clusters Score: Raw -33987.163130 + Penalty 857.323969 = -33129.839161 nChanged 33 SP:Iteration 2F (121.688315 sec): 3 clusters Score: Raw -34021.574459 + Penalty 857.370602 = -33164.203858 nChanged 17 SP:Iteration 3Q (121.689320 sec): 3 clusters Score: Raw -34038.589650 + Penalty 856.796368 = -33181.793282 nChanged 8 SP:Iteration 4Q (121.690329 sec): 3 clusters Score: Raw -34048.516429 + Penalty 856.455190 = -33192.061239 nChanged 9 SP:Iteration 5Q (121.691331 sec): 3 clusters Score: Raw -34057.309799 + Penalty 856.163263 = -33201.146536 nChanged 3 SP:Iteration 6Q (121.692331 sec): 3 clusters Score: Raw -34060.519720 + Penalty 856.325534 = -33204.194186 nChanged 5 SP:Iteration 7Q (121.693327 sec): 3 clusters Score: Raw -34063.776909 + Penalty 855.363513 = -33208.413397 nChanged 5 SP:Iteration 8Q (121.694325 sec): 3 clusters Score: Raw -34067.300797 + Penalty 854.988482 = -33212.312315 nChanged 2 SP:Iteration 9Q (121.695323 sec): 3 clusters Score: Raw -34068.143861 + Penalty 854.988482 = -33213.155379 nChanged 0 SP:Iteration 10F (121.696349 sec): 3 clusters Score: Raw -34068.143861 + Penalty 854.988482 = -33213.155379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.697170 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.697622 sec): 3 clusters Score: Raw -10858.413787 + Penalty 69.149304 = -10789.264484 nChanged 51 SP:Iteration 1F (121.698063 sec): 3 clusters Score: Raw -10901.758698 + Penalty 69.108412 = -10832.650286 nChanged 11 SP:Iteration 2F (121.698517 sec): 3 clusters Score: Raw -10907.843349 + Penalty 62.507123 = -10845.336226 nChanged 12 SP:Iteration 3F (121.698906 sec): 3 clusters Score: Raw -10921.093759 + Penalty 58.733011 = -10862.360748 nChanged 19 SP:Iteration 4F (121.699295 sec): 3 clusters Score: Raw -10945.389951 + Penalty 34.018850 = -10911.371101 nChanged 4 SP:Iteration 5Q (121.699658 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 6F (121.700022 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.700607 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.700892 sec): 3 clusters Score: Raw -2677.895344 + Penalty 276.170617 = -2401.724727 nChanged 5 SP:Iteration 1F (121.701171 sec): 3 clusters Score: Raw -2690.862204 + Penalty 286.735008 = -2404.127197 nChanged 2 SP:Iteration 2Q (121.701442 sec): 3 clusters Score: Raw -2697.472118 + Penalty 286.735008 = -2410.737110 nChanged 0 SP:Iteration 3F (121.701719 sec): 3 clusters Score: Raw -2697.472118 + Penalty 286.735008 = -2410.737110 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.708444 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.711148 sec): 3 clusters Score: Raw -118349.542127 + Penalty 999.320349 = -117350.221778 nChanged 548 SP:Iteration 1F (121.713866 sec): 3 clusters Score: Raw -118727.418835 + Penalty 1020.832955 = -117706.585880 nChanged 157 SP:Iteration 2F (121.716488 sec): 3 clusters Score: Raw -118880.686668 + Penalty 1041.294101 = -117839.392567 nChanged 127 SP:Iteration 3F (121.719130 sec): 3 clusters Score: Raw -119019.600644 + Penalty 1059.667021 = -117959.933622 nChanged 79 SP:Iteration 4F (121.721760 sec): 3 clusters Score: Raw -119095.344766 + Penalty 1068.046107 = -118027.298658 nChanged 48 SP:Iteration 5Q (121.724306 sec): 3 clusters Score: Raw -119124.314597 + Penalty 1071.654472 = -118052.660125 nChanged 27 SP:Iteration 6Q (121.726817 sec): 3 clusters Score: Raw -119134.505689 + Penalty 1072.399522 = -118062.106167 nChanged 10 SP:Iteration 7Q (121.729317 sec): 3 clusters Score: Raw -119137.940760 + Penalty 1075.536941 = -118062.403819 nChanged 11 SP:Iteration 8Q (121.731861 sec): 3 clusters Score: Raw -119143.141925 + Penalty 1076.708513 = -118066.433413 nChanged 8 SP:Iteration 9Q (121.734468 sec): 3 clusters Score: Raw -119145.307985 + Penalty 1078.406055 = -118066.901930 nChanged 5 SP:Iteration 10F (121.737327 sec): 3 clusters Score: Raw -119147.152508 + Penalty 1079.451960 = -118067.700548 nChanged 3 SP:Iteration 11Q (121.739890 sec): 3 clusters Score: Raw -119148.272412 + Penalty 1080.054200 = -118068.218212 nChanged 3 SP:Iteration 12Q (121.742474 sec): 3 clusters Score: Raw -119148.789893 + Penalty 1080.265348 = -118068.524545 nChanged 1 SP:Iteration 13Q (121.745050 sec): 3 clusters Score: Raw -119148.860722 + Penalty 1080.265348 = -118068.595374 nChanged 0 SP:Iteration 14F (121.747920 sec): 3 clusters Score: Raw -119148.860722 + Penalty 1080.265348 = -118068.595374 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.758252 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.759870 sec): 3 clusters Score: Raw -70090.519611 + Penalty 900.318005 = -69190.201605 nChanged 309 SP:Iteration 1F (121.761452 sec): 3 clusters Score: Raw -70301.638095 + Penalty 915.090267 = -69386.547828 nChanged 121 SP:Iteration 2F (121.763021 sec): 3 clusters Score: Raw -70403.551468 + Penalty 924.308862 = -69479.242606 nChanged 66 SP:Iteration 3F (121.764581 sec): 3 clusters Score: Raw -70450.898550 + Penalty 942.388241 = -69508.510310 nChanged 45 SP:Iteration 4F (121.766181 sec): 3 clusters Score: Raw -70498.794638 + Penalty 981.347720 = -69517.446918 nChanged 41 SP:Iteration 5F (121.767756 sec): 3 clusters Score: Raw -70548.911075 + Penalty 997.531712 = -69551.379363 nChanged 19 SP:Iteration 6Q (121.769460 sec): 3 clusters Score: Raw -70570.358221 + Penalty 1000.246878 = -69570.111343 nChanged 11 SP:Iteration 7Q (121.771106 sec): 3 clusters Score: Raw -70581.102006 + Penalty 1008.717352 = -69572.384654 nChanged 9 SP:Iteration 8Q (121.772706 sec): 3 clusters Score: Raw -70592.186170 + Penalty 1017.357268 = -69574.828902 nChanged 8 SP:Iteration 9Q (121.774229 sec): 3 clusters Score: Raw -70600.110550 + Penalty 1015.651275 = -69584.459275 nChanged 4 SP:Iteration 10F (121.775803 sec): 3 clusters Score: Raw -70606.955895 + Penalty 1019.170309 = -69587.785586 nChanged 5 SP:Iteration 11Q (121.777256 sec): 3 clusters Score: Raw -70613.794215 + Penalty 1020.729646 = -69593.064569 nChanged 4 SP:Iteration 12Q (121.778688 sec): 3 clusters Score: Raw -70617.132253 + Penalty 1025.217014 = -69591.915239 nChanged 5 SP:Iteration 13F (121.780269 sec): 3 clusters Score: Raw -70624.329109 + Penalty 1029.818341 = -69594.510768 nChanged 3 SP:Iteration 14Q (121.781680 sec): 3 clusters Score: Raw -70628.241331 + Penalty 1029.542644 = -69598.698687 nChanged 1 SP:Iteration 15Q (121.783067 sec): 3 clusters Score: Raw -70628.911152 + Penalty 1028.672134 = -69600.239018 nChanged 2 SP:Iteration 16Q (121.784445 sec): 3 clusters Score: Raw -70630.700189 + Penalty 1028.994910 = -69601.705279 nChanged 1 SP:Iteration 17Q (121.785907 sec): 3 clusters Score: Raw -70631.141532 + Penalty 1028.531120 = -69602.610412 nChanged 2 SP:Iteration 18Q (121.787343 sec): 3 clusters Score: Raw -70632.296942 + Penalty 1028.023469 = -69604.273473 nChanged 1 SP:Iteration 19Q (121.788813 sec): 3 clusters Score: Raw -70632.594868 + Penalty 1028.023469 = -69604.571399 nChanged 0 SP:Iteration 20F (121.790477 sec): 3 clusters Score: Raw -70632.594868 + Penalty 1028.023469 = -69604.571399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.792804 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.794218 sec): 3 clusters Score: Raw -55599.048103 + Penalty 1786.911309 = -53812.136795 nChanged 195 SP:Iteration 1F (121.795581 sec): 3 clusters Score: Raw -55765.144357 + Penalty 1788.000888 = -53977.143469 nChanged 58 SP:Iteration 2F (121.796949 sec): 3 clusters Score: Raw -55817.777621 + Penalty 1787.965070 = -54029.812552 nChanged 30 SP:Iteration 3Q (121.798284 sec): 3 clusters Score: Raw -55842.659746 + Penalty 1788.392463 = -54054.267283 nChanged 23 SP:Iteration 4Q (121.799636 sec): 3 clusters Score: Raw -55863.364920 + Penalty 1790.161610 = -54073.203310 nChanged 18 SP:Iteration 5Q (121.800984 sec): 3 clusters Score: Raw -55879.140495 + Penalty 1792.278985 = -54086.861510 nChanged 10 SP:Iteration 6Q (121.802426 sec): 3 clusters Score: Raw -55887.543361 + Penalty 1794.907417 = -54092.635944 nChanged 9 SP:Iteration 7Q (121.803826 sec): 3 clusters Score: Raw -55896.449653 + Penalty 1798.713157 = -54097.736496 nChanged 8 SP:Iteration 8Q (121.805232 sec): 3 clusters Score: Raw -55902.236491 + Penalty 1801.040753 = -54101.195738 nChanged 4 SP:Iteration 9Q (121.806627 sec): 3 clusters Score: Raw -55905.483418 + Penalty 1801.815308 = -54103.668110 nChanged 2 SP:Iteration 10F (121.808005 sec): 3 clusters Score: Raw -55906.633619 + Penalty 1801.540388 = -54105.093231 nChanged 2 SP:Iteration 11Q (121.809374 sec): 3 clusters Score: Raw -55908.843909 + Penalty 1801.231464 = -54107.612445 nChanged 1 SP:Iteration 12Q (121.810716 sec): 3 clusters Score: Raw -55910.202097 + Penalty 1801.191057 = -54109.011040 nChanged 2 SP:Iteration 13Q (121.812052 sec): 3 clusters Score: Raw -55912.092701 + Penalty 1801.193707 = -54110.898994 nChanged 1 SP:Iteration 14Q (121.813384 sec): 3 clusters Score: Raw -55912.559660 + Penalty 1801.193707 = -54111.365953 nChanged 0 SP:Iteration 15F (121.814728 sec): 3 clusters Score: Raw -55912.559660 + Penalty 1801.193707 = -54111.365953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.816319 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.817262 sec): 3 clusters Score: Raw -30610.616418 + Penalty 1886.006066 = -28724.610352 nChanged 84 SP:Iteration 1F (121.818188 sec): 3 clusters Score: Raw -30751.655068 + Penalty 1886.390601 = -28865.264467 nChanged 13 SP:Iteration 2Q (121.819055 sec): 3 clusters Score: Raw -30773.436283 + Penalty 1886.641119 = -28886.795164 nChanged 9 SP:Iteration 3Q (121.819912 sec): 3 clusters Score: Raw -30786.366715 + Penalty 1886.658843 = -28899.707872 nChanged 3 SP:Iteration 4Q (121.820770 sec): 3 clusters Score: Raw -30790.754650 + Penalty 1886.641119 = -28904.113531 nChanged 1 SP:Iteration 5Q (121.821625 sec): 3 clusters Score: Raw -30791.461391 + Penalty 1886.641119 = -28904.820272 nChanged 0 SP:Iteration 6F (121.822513 sec): 3 clusters Score: Raw -30791.461391 + Penalty 1886.641119 = -28904.820272 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.827098 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.829595 sec): 3 clusters Score: Raw -111884.153048 + Penalty 1941.284285 = -109942.868764 nChanged 395 SP:Iteration 1F (121.832058 sec): 3 clusters Score: Raw -112131.719753 + Penalty 1937.155455 = -110194.564298 nChanged 124 SP:Iteration 2F (121.834518 sec): 3 clusters Score: Raw -112232.905062 + Penalty 1933.476855 = -110299.428208 nChanged 88 SP:Iteration 3F (121.837227 sec): 3 clusters Score: Raw -112316.163422 + Penalty 1931.499548 = -110384.663874 nChanged 67 SP:Iteration 4F (121.839779 sec): 3 clusters Score: Raw -112374.389672 + Penalty 1930.498730 = -110443.890942 nChanged 50 SP:Iteration 5Q (121.842301 sec): 3 clusters Score: Raw -112422.878797 + Penalty 1929.922247 = -110492.956549 nChanged 37 SP:Iteration 6Q (121.844841 sec): 3 clusters Score: Raw -112452.286357 + Penalty 1933.270056 = -110519.016301 nChanged 39 SP:Iteration 7Q (121.847380 sec): 3 clusters Score: Raw -112490.942097 + Penalty 1939.704361 = -110551.237736 nChanged 36 SP:Iteration 8Q (121.850052 sec): 3 clusters Score: Raw -112522.588466 + Penalty 1944.175651 = -110578.412815 nChanged 33 SP:Iteration 9Q (121.852691 sec): 3 clusters Score: Raw -112554.014985 + Penalty 1948.723723 = -110605.291262 nChanged 18 SP:Iteration 10F (121.855262 sec): 3 clusters Score: Raw -112568.797817 + Penalty 1953.946204 = -110614.851613 nChanged 11 SP:Iteration 11Q (121.857809 sec): 3 clusters Score: Raw -112574.102118 + Penalty 1956.324857 = -110617.777262 nChanged 8 SP:Iteration 12Q (121.860423 sec): 3 clusters Score: Raw -112579.457543 + Penalty 1959.270284 = -110620.187259 nChanged 6 SP:Iteration 13Q (121.862889 sec): 3 clusters Score: Raw -112583.938317 + Penalty 1959.368466 = -110624.569851 nChanged 3 SP:Iteration 14Q (121.865323 sec): 3 clusters Score: Raw -112586.432294 + Penalty 1961.331312 = -110625.100982 nChanged 5 SP:Iteration 15Q (121.867715 sec): 3 clusters Score: Raw -112590.056261 + Penalty 1962.357125 = -110627.699137 nChanged 4 SP:Iteration 16Q (121.870357 sec): 3 clusters Score: Raw -112595.285860 + Penalty 1965.374227 = -110629.911633 nChanged 6 SP:Iteration 17Q (121.872907 sec): 3 clusters Score: Raw -112601.091627 + Penalty 1966.816892 = -110634.274735 nChanged 8 SP:Iteration 18Q (121.875333 sec): 3 clusters Score: Raw -112609.432135 + Penalty 1969.258371 = -110640.173764 nChanged 4 SP:Iteration 19Q (121.877753 sec): 3 clusters Score: Raw -112613.476640 + Penalty 1969.054973 = -110644.421667 nChanged 3 SP:Iteration 20F (121.880292 sec): 3 clusters Score: Raw -112620.658402 + Penalty 1970.059127 = -110650.599275 nChanged 4 SP:Iteration 21Q (121.882721 sec): 3 clusters Score: Raw -112622.966806 + Penalty 1971.133262 = -110651.833545 nChanged 2 SP:Iteration 22Q (121.885121 sec): 3 clusters Score: Raw -112624.359574 + Penalty 1974.557587 = -110649.801987 nChanged 3 SP:Iteration 23F (121.887682 sec): 3 clusters Score: Raw -112625.788550 + Penalty 1974.378781 = -110651.409769 nChanged 1 SP:Iteration 24Q (121.890103 sec): 3 clusters Score: Raw -112628.117373 + Penalty 1975.196214 = -110652.921159 nChanged 2 SP:Iteration 25Q (121.892478 sec): 3 clusters Score: Raw -112630.189771 + Penalty 1977.295336 = -110652.894435 nChanged 3 SP:Iteration 26F (121.894969 sec): 3 clusters Score: Raw -112633.634273 + Penalty 1981.192045 = -110652.442227 nChanged 5 SP:Iteration 27F (121.897490 sec): 3 clusters Score: Raw -112636.621112 + Penalty 1982.740527 = -110653.880585 nChanged 3 SP:Iteration 28Q (121.899891 sec): 3 clusters Score: Raw -112638.767075 + Penalty 1983.577695 = -110655.189380 nChanged 2 SP:Iteration 29Q (121.902350 sec): 3 clusters Score: Raw -112639.600352 + Penalty 1984.064364 = -110655.535987 nChanged 1 SP:Iteration 30F (121.905085 sec): 3 clusters Score: Raw -112641.016119 + Penalty 1984.171592 = -110656.844528 nChanged 2 SP:Iteration 31Q (121.907549 sec): 3 clusters Score: Raw -112642.657889 + Penalty 1985.228862 = -110657.429028 nChanged 2 SP:Iteration 32Q (121.910011 sec): 3 clusters Score: Raw -112644.374553 + Penalty 1986.615410 = -110657.759143 nChanged 4 SP:Iteration 33Q (121.912455 sec): 3 clusters Score: Raw -112647.344268 + Penalty 1988.610214 = -110658.734054 nChanged 2 SP:Iteration 34Q (121.914813 sec): 3 clusters Score: Raw -112648.512591 + Penalty 1988.610214 = -110659.902377 nChanged 0 SP:Iteration 35F (121.917307 sec): 3 clusters Score: Raw -112648.512591 + Penalty 1988.610214 = -110659.902377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.920420 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.921979 sec): 3 clusters Score: Raw -62883.991478 + Penalty 924.440807 = -61959.550670 nChanged 256 SP:Iteration 1F (121.923512 sec): 3 clusters Score: Raw -63118.766339 + Penalty 935.436425 = -62183.329914 nChanged 120 SP:Iteration 2F (121.925087 sec): 3 clusters Score: Raw -63290.205776 + Penalty 952.308964 = -62337.896813 nChanged 69 SP:Iteration 3F (121.926732 sec): 3 clusters Score: Raw -63388.178687 + Penalty 967.890051 = -62420.288636 nChanged 35 SP:Iteration 4Q (121.928291 sec): 3 clusters Score: Raw -63433.419803 + Penalty 971.700394 = -62461.719409 nChanged 12 SP:Iteration 5Q (121.929807 sec): 3 clusters Score: Raw -63440.669355 + Penalty 973.714888 = -62466.954467 nChanged 7 SP:Iteration 6Q (121.931221 sec): 3 clusters Score: Raw -63446.162482 + Penalty 973.005195 = -62473.157287 nChanged 4 SP:Iteration 7Q (121.932612 sec): 3 clusters Score: Raw -63448.641053 + Penalty 974.300038 = -62474.341015 nChanged 2 SP:Iteration 8Q (121.934036 sec): 3 clusters Score: Raw -63450.236853 + Penalty 974.867283 = -62475.369571 nChanged 1 SP:Iteration 9Q (121.935436 sec): 3 clusters Score: Raw -63451.579953 + Penalty 976.576796 = -62475.003157 nChanged 2 SP:Iteration 10F (121.937044 sec): 3 clusters Score: Raw -63452.648303 + Penalty 977.549600 = -62475.098703 nChanged 1 SP:Iteration 11Q (121.938534 sec): 3 clusters Score: Raw -63452.603003 + Penalty 979.068579 = -62473.534424 nChanged 1 SP:Iteration 12F (121.940169 sec): 3 clusters Score: Raw -63452.712001 + Penalty 982.097797 = -62470.614204 nChanged 2 SP:Iteration 13F (121.941728 sec): 3 clusters Score: Raw -63453.378092 + Penalty 980.473616 = -62472.904476 nChanged 2 SP:Iteration 14Q (121.943115 sec): 3 clusters Score: Raw -63454.246955 + Penalty 981.386195 = -62472.860759 nChanged 1 SP:Iteration 15F (121.944641 sec): 3 clusters Score: Raw -63454.367371 + Penalty 982.121975 = -62472.245396 nChanged 1 SP:Iteration 16F (121.946233 sec): 3 clusters Score: Raw -63454.714095 + Penalty 985.503153 = -62469.210942 nChanged 2 SP:Iteration 17F (121.947786 sec): 3 clusters Score: Raw -63455.588500 + Penalty 985.503153 = -62470.085347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.950572 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.952080 sec): 3 clusters Score: Raw -58896.396089 + Penalty 1852.094354 = -57044.301735 nChanged 186 SP:Iteration 1F (121.953576 sec): 3 clusters Score: Raw -59048.213004 + Penalty 1852.366949 = -57195.846054 nChanged 43 SP:Iteration 2F (121.954993 sec): 3 clusters Score: Raw -59094.023934 + Penalty 1851.540751 = -57242.483183 nChanged 22 SP:Iteration 3Q (121.956358 sec): 3 clusters Score: Raw -59120.623551 + Penalty 1851.068343 = -57269.555209 nChanged 13 SP:Iteration 4Q (121.957801 sec): 3 clusters Score: Raw -59137.356457 + Penalty 1851.914577 = -57285.441880 nChanged 15 SP:Iteration 5Q (121.959241 sec): 3 clusters Score: Raw -59150.550231 + Penalty 1852.848043 = -57297.702188 nChanged 9 SP:Iteration 6Q (121.960669 sec): 3 clusters Score: Raw -59161.614300 + Penalty 1852.723547 = -57308.890754 nChanged 9 SP:Iteration 7Q (121.962089 sec): 3 clusters Score: Raw -59169.136691 + Penalty 1853.282189 = -57315.854502 nChanged 8 SP:Iteration 8Q (121.963451 sec): 3 clusters Score: Raw -59178.523300 + Penalty 1855.112279 = -57323.411021 nChanged 9 SP:Iteration 9Q (121.964809 sec): 3 clusters Score: Raw -59195.102515 + Penalty 1857.077517 = -57338.024998 nChanged 9 SP:Iteration 10F (121.966199 sec): 3 clusters Score: Raw -59207.624917 + Penalty 1858.389787 = -57349.235130 nChanged 9 SP:Iteration 11Q (121.967558 sec): 3 clusters Score: Raw -59219.126444 + Penalty 1859.058955 = -57360.067489 nChanged 4 SP:Iteration 12Q (121.969001 sec): 3 clusters Score: Raw -59225.216203 + Penalty 1858.776680 = -57366.439523 nChanged 3 SP:Iteration 13Q (121.970461 sec): 3 clusters Score: Raw -59227.160805 + Penalty 1858.718560 = -57368.442245 nChanged 3 SP:Iteration 14Q (121.971892 sec): 3 clusters Score: Raw -59228.947037 + Penalty 1859.721731 = -57369.225306 nChanged 4 SP:Iteration 15Q (121.973310 sec): 3 clusters Score: Raw -59234.537012 + Penalty 1859.965968 = -57374.571043 nChanged 1 SP:Iteration 16Q (121.974715 sec): 3 clusters Score: Raw -59236.370144 + Penalty 1860.467387 = -57375.902758 nChanged 4 SP:Iteration 17Q (121.976059 sec): 3 clusters Score: Raw -59239.907449 + Penalty 1861.142794 = -57378.764656 nChanged 2 SP:Iteration 18Q (121.977408 sec): 3 clusters Score: Raw -59241.433685 + Penalty 1861.503223 = -57379.930462 nChanged 1 SP:Iteration 19Q (121.978750 sec): 3 clusters Score: Raw -59244.279867 + Penalty 1862.248244 = -57382.031623 nChanged 2 SP:Iteration 20F (121.980155 sec): 3 clusters Score: Raw -59245.158536 + Penalty 1862.782322 = -57382.376214 nChanged 2 SP:Iteration 21Q (121.981499 sec): 3 clusters Score: Raw -59246.355658 + Penalty 1862.598524 = -57383.757134 nChanged 1 SP:Iteration 22Q (121.982860 sec): 3 clusters Score: Raw -59247.732620 + Penalty 1862.598524 = -57385.134096 nChanged 0 SP:Iteration 23F (121.984276 sec): 3 clusters Score: Raw -59247.732620 + Penalty 1862.598524 = -57385.134096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.986227 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.987112 sec): 3 clusters Score: Raw -30545.241628 + Penalty 1169.530380 = -29375.711247 nChanged 94 SP:Iteration 1F (121.987977 sec): 3 clusters Score: Raw -30644.766046 + Penalty 1174.774284 = -29469.991762 nChanged 30 SP:Iteration 2F (121.988837 sec): 3 clusters Score: Raw -30678.235699 + Penalty 1189.659727 = -29488.575972 nChanged 17 SP:Iteration 3Q (121.989682 sec): 3 clusters Score: Raw -30703.572694 + Penalty 1204.003601 = -29499.569094 nChanged 18 SP:Iteration 4Q (121.990525 sec): 3 clusters Score: Raw -30722.071386 + Penalty 1212.156283 = -29509.915102 nChanged 6 SP:Iteration 5Q (121.991363 sec): 3 clusters Score: Raw -30731.039822 + Penalty 1222.255509 = -29508.784313 nChanged 6 SP:Iteration 6F (121.992215 sec): 3 clusters Score: Raw -30741.565607 + Penalty 1232.894832 = -29508.670775 nChanged 7 SP:Iteration 7F (121.993069 sec): 3 clusters Score: Raw -30753.253748 + Penalty 1233.144703 = -29520.109045 nChanged 1 SP:Iteration 8Q (121.993897 sec): 3 clusters Score: Raw -30754.073504 + Penalty 1233.144703 = -29520.928801 nChanged 0 SP:Iteration 9F (121.994748 sec): 3 clusters Score: Raw -30754.073504 + Penalty 1233.144703 = -29520.928801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.998162 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.000062 sec): 3 clusters Score: Raw -77749.577460 + Penalty 1458.314940 = -76291.262520 nChanged 307 SP:Iteration 1F (122.001926 sec): 3 clusters Score: Raw -77924.393711 + Penalty 1460.413420 = -76463.980291 nChanged 86 SP:Iteration 2F (122.003923 sec): 3 clusters Score: Raw -77984.197624 + Penalty 1466.800846 = -76517.396778 nChanged 64 SP:Iteration 3F (122.005894 sec): 3 clusters Score: Raw -78023.124883 + Penalty 1473.626911 = -76549.497972 nChanged 51 SP:Iteration 4F (122.007732 sec): 3 clusters Score: Raw -78055.714427 + Penalty 1482.158043 = -76573.556384 nChanged 42 SP:Iteration 5Q (122.009549 sec): 3 clusters Score: Raw -78084.042485 + Penalty 1493.044607 = -76590.997878 nChanged 40 SP:Iteration 6Q (122.011412 sec): 3 clusters Score: Raw -78116.183427 + Penalty 1501.298598 = -76614.884829 nChanged 34 SP:Iteration 7Q (122.013268 sec): 3 clusters Score: Raw -78151.015591 + Penalty 1513.669445 = -76637.346146 nChanged 44 SP:Iteration 8Q (122.015089 sec): 3 clusters Score: Raw -78206.033562 + Penalty 1524.272826 = -76681.760735 nChanged 47 SP:Iteration 9F (122.016894 sec): 3 clusters Score: Raw -78275.870858 + Penalty 1525.886541 = -76749.984317 nChanged 40 SP:Iteration 10F (122.018698 sec): 3 clusters Score: Raw -78335.302384 + Penalty 1525.970100 = -76809.332284 nChanged 31 SP:Iteration 11Q (122.020499 sec): 3 clusters Score: Raw -78364.922108 + Penalty 1523.561132 = -76841.360977 nChanged 24 SP:Iteration 12Q (122.022248 sec): 3 clusters Score: Raw -78386.452027 + Penalty 1520.222414 = -76866.229613 nChanged 10 SP:Iteration 13Q (122.023941 sec): 3 clusters Score: Raw -78391.764548 + Penalty 1519.442184 = -76872.322364 nChanged 4 SP:Iteration 14Q (122.025657 sec): 3 clusters Score: Raw -78394.662951 + Penalty 1518.929351 = -76875.733600 nChanged 3 SP:Iteration 15Q (122.027351 sec): 3 clusters Score: Raw -78395.410263 + Penalty 1518.929351 = -76876.480912 nChanged 0 SP:Iteration 16F (122.029155 sec): 3 clusters Score: Raw -78395.410263 + Penalty 1518.929351 = -76876.480912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.031393 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.032435 sec): 3 clusters Score: Raw -31076.843211 + Penalty 879.875119 = -30196.968093 nChanged 129 SP:Iteration 1F (122.033457 sec): 3 clusters Score: Raw -31223.678033 + Penalty 877.890920 = -30345.787113 nChanged 40 SP:Iteration 2F (122.034482 sec): 3 clusters Score: Raw -31261.791153 + Penalty 874.472668 = -30387.318485 nChanged 14 SP:Iteration 3Q (122.035506 sec): 3 clusters Score: Raw -31289.433894 + Penalty 873.909872 = -30415.524023 nChanged 16 SP:Iteration 4Q (122.036500 sec): 3 clusters Score: Raw -31312.097291 + Penalty 874.142990 = -30437.954301 nChanged 13 SP:Iteration 5Q (122.037483 sec): 3 clusters Score: Raw -31326.531090 + Penalty 875.154318 = -30451.376772 nChanged 10 SP:Iteration 6Q (122.038460 sec): 3 clusters Score: Raw -31337.415829 + Penalty 876.259474 = -30461.156355 nChanged 10 SP:Iteration 7Q (122.039419 sec): 3 clusters Score: Raw -31345.340218 + Penalty 877.568866 = -30467.771352 nChanged 5 SP:Iteration 8Q (122.040357 sec): 3 clusters Score: Raw -31350.145552 + Penalty 878.430949 = -30471.714603 nChanged 7 SP:Iteration 9Q (122.041290 sec): 3 clusters Score: Raw -31355.888201 + Penalty 880.842614 = -30475.045587 nChanged 8 SP:Iteration 10F (122.042266 sec): 3 clusters Score: Raw -31363.544684 + Penalty 884.052471 = -30479.492213 nChanged 10 SP:Iteration 11Q (122.043201 sec): 3 clusters Score: Raw -31376.795309 + Penalty 885.906107 = -30490.889202 nChanged 11 SP:Iteration 12Q (122.044136 sec): 3 clusters Score: Raw -31391.277347 + Penalty 885.841316 = -30505.436030 nChanged 13 SP:Iteration 13Q (122.045071 sec): 3 clusters Score: Raw -31406.133851 + Penalty 887.215935 = -30518.917916 nChanged 5 SP:Iteration 14Q (122.045996 sec): 3 clusters Score: Raw -31410.675625 + Penalty 888.859969 = -30521.815655 nChanged 6 SP:Iteration 15Q (122.046920 sec): 3 clusters Score: Raw -31416.962947 + Penalty 889.544274 = -30527.418673 nChanged 2 SP:Iteration 16Q (122.047895 sec): 3 clusters Score: Raw -31418.191182 + Penalty 889.716321 = -30528.474861 nChanged 2 SP:Iteration 17Q (122.048818 sec): 3 clusters Score: Raw -31419.567034 + Penalty 889.716321 = -30529.850713 nChanged 0 SP:Iteration 18F (122.049798 sec): 3 clusters Score: Raw -31419.567034 + Penalty 889.716321 = -30529.850713 nChanged 0 Deleting Class 8 (7 points): Lose 201.242362 but Gain 242.597262 Iteration 230F (122.560366 sec): 26 clusters Score: Raw -3015549.410382 + Penalty 21542.512038 = -2994006.898344 nChanged 7 Deleting Class 11 (2 points): Lose 64.434442 but Gain 100.203217 Iteration 231F (123.039769 sec): 25 clusters Score: Raw -3015589.748129 + Penalty 21459.297221 = -2994130.450909 nChanged 3 Iteration 232Q (123.154825 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Iteration 233F (123.636990 sec): 25 clusters Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015636.586801 + Penalty 21459.297221 = -2994177.289580Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.769737 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.775320 sec): 3 clusters Score: Raw -228820.591872 + Penalty 307.037574 = -228513.554298 nChanged 1291 SP:Iteration 1F (123.780517 sec): 3 clusters Score: Raw -229769.802270 + Penalty 303.677457 = -229466.124813 nChanged 273 SP:Iteration 2F (123.785602 sec): 3 clusters Score: Raw -230003.735867 + Penalty 304.437580 = -229699.298288 nChanged 197 SP:Iteration 3F (123.790834 sec): 3 clusters Score: Raw -230140.654675 + Penalty 307.170644 = -229833.484031 nChanged 131 SP:Iteration 4Q (123.796314 sec): 3 clusters Score: Raw -230212.285960 + Penalty 310.267288 = -229902.018672 nChanged 101 SP:Iteration 5Q (123.801596 sec): 3 clusters Score: Raw -230256.926956 + Penalty 313.948082 = -229942.978874 nChanged 95 SP:Iteration 6Q (123.806845 sec): 3 clusters Score: Raw -230300.373556 + Penalty 317.630519 = -229982.743037 nChanged 85 SP:Iteration 7Q (123.812226 sec): 3 clusters Score: Raw -230337.020947 + Penalty 321.184819 = -230015.836129 nChanged 79 SP:Iteration 8Q (123.817454 sec): 3 clusters Score: Raw -230368.434459 + Penalty 324.628123 = -230043.806336 nChanged 75 SP:Iteration 9Q (123.822548 sec): 3 clusters Score: Raw -230404.219200 + Penalty 327.300015 = -230076.919184 nChanged 63 SP:Iteration 10F (123.827826 sec): 3 clusters Score: Raw -230428.363443 + Penalty 329.874065 = -230098.489377 nChanged 59 SP:Iteration 11Q (123.832782 sec): 3 clusters Score: Raw -230450.970337 + Penalty 332.174915 = -230118.795422 nChanged 49 SP:Iteration 12Q (123.837707 sec): 3 clusters Score: Raw -230463.082321 + Penalty 333.516707 = -230129.565613 nChanged 30 SP:Iteration 13Q (123.843011 sec): 3 clusters Score: Raw -230469.331017 + Penalty 335.373937 = -230133.957080 nChanged 37 SP:Iteration 14Q (123.848027 sec): 3 clusters Score: Raw -230477.734798 + Penalty 336.637253 = -230141.097545 nChanged 28 SP:Iteration 15Q (123.852904 sec): 3 clusters Score: Raw -230484.610691 + Penalty 338.190281 = -230146.420410 nChanged 31 SP:Iteration 16Q (123.857861 sec): 3 clusters Score: Raw -230490.590052 + Penalty 339.446044 = -230151.144009 nChanged 15 SP:Iteration 17Q (123.862764 sec): 3 clusters Score: Raw -230492.599521 + Penalty 340.222933 = -230152.376589 nChanged 16 SP:Iteration 18Q (123.867634 sec): 3 clusters Score: Raw -230495.185225 + Penalty 341.289261 = -230153.895965 nChanged 16 SP:Iteration 19Q (123.872562 sec): 3 clusters Score: Raw -230498.139372 + Penalty 342.366531 = -230155.772842 nChanged 18 SP:Iteration 20F (123.878064 sec): 3 clusters Score: Raw -230501.675763 + Penalty 343.981100 = -230157.694663 nChanged 19 SP:Iteration 21Q (123.883055 sec): 3 clusters Score: Raw -230504.571629 + Penalty 344.916612 = -230159.655017 nChanged 11 SP:Iteration 22Q (123.887886 sec): 3 clusters Score: Raw -230505.405367 + Penalty 345.331063 = -230160.074303 nChanged 7 SP:Iteration 23Q (123.892876 sec): 3 clusters Score: Raw -230505.997514 + Penalty 345.994971 = -230160.002543 nChanged 9 SP:Iteration 24F (123.898270 sec): 3 clusters Score: Raw -230506.886537 + Penalty 346.255444 = -230160.631093 nChanged 6 SP:Iteration 25Q (123.903170 sec): 3 clusters Score: Raw -230507.464161 + Penalty 346.343955 = -230161.120206 nChanged 1 SP:Iteration 26Q (123.908210 sec): 3 clusters Score: Raw -230507.478589 + Penalty 346.490405 = -230160.988184 nChanged 2 SP:Iteration 27F (123.913548 sec): 3 clusters Score: Raw -230507.571350 + Penalty 346.685073 = -230160.886277 nChanged 4 SP:Iteration 28F (123.918866 sec): 3 clusters Score: Raw -230508.404431 + Penalty 346.580740 = -230161.823691 nChanged 3 SP:Iteration 29Q (123.923753 sec): 3 clusters Score: Raw -230508.533030 + Penalty 346.662899 = -230161.870131 nChanged 1 SP:Iteration 30F (123.928907 sec): 3 clusters Score: Raw -230508.620043 + Penalty 346.662899 = -230161.957144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.930240 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.930563 sec): 3 clusters Score: Raw -3465.794380 + Penalty 281.369959 = -3184.424421 nChanged 12 SP:Iteration 1F (123.930869 sec): 3 clusters Score: Raw -3506.715279 + Penalty 356.787763 = -3149.927517 nChanged 5 SP:Iteration 2F (123.931192 sec): 3 clusters Score: Raw -3538.625173 + Penalty 356.787763 = -3181.837410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.932095 sec): 2 clusters Score: Raw -2380.272035 + Penalty 55.434597 = -2324.837438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.932367 sec): 3 clusters Score: Raw -2436.900972 + Penalty 110.363189 = -2326.537783 nChanged 6 SP:Iteration 1F (123.932635 sec): 3 clusters Score: Raw -2448.689038 + Penalty 110.363189 = -2338.325849 nChanged 0 Score: Raw -3036385.569900 + Penalty 21618.570614 = -3014766.999286 Splitting cluster 3 changes total score from -2994177.289580 to -3014766.999286 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.416483 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.419864 sec): 3 clusters Score: Raw -149181.958025 + Penalty 719.923828 = -148462.034197 nChanged 761 SP:Iteration 1F (124.423203 sec): 3 clusters Score: Raw -149679.977326 + Penalty 721.741782 = -148958.235543 nChanged 148 SP:Iteration 2F (124.426523 sec): 3 clusters Score: Raw -149757.226634 + Penalty 723.936941 = -149033.289692 nChanged 91 SP:Iteration 3F (124.429983 sec): 3 clusters Score: Raw -149794.891765 + Penalty 725.761248 = -149069.130517 nChanged 60 SP:Iteration 4Q (124.433476 sec): 3 clusters Score: Raw -149812.291128 + Penalty 727.383038 = -149084.908090 nChanged 46 SP:Iteration 5Q (124.436890 sec): 3 clusters Score: Raw -149825.063647 + Penalty 728.249406 = -149096.814241 nChanged 33 SP:Iteration 6Q (124.440312 sec): 3 clusters Score: Raw -149831.492516 + Penalty 730.120956 = -149101.371560 nChanged 23 SP:Iteration 7Q (124.443973 sec): 3 clusters Score: Raw -149835.369561 + Penalty 731.851415 = -149103.518146 nChanged 24 SP:Iteration 8Q (124.447337 sec): 3 clusters Score: Raw -149842.210007 + Penalty 733.628595 = -149108.581412 nChanged 23 SP:Iteration 9Q (124.450743 sec): 3 clusters Score: Raw -149848.168787 + Penalty 735.657600 = -149112.511187 nChanged 23 SP:Iteration 10F (124.454168 sec): 3 clusters Score: Raw -149853.821602 + Penalty 737.609971 = -149116.211631 nChanged 32 SP:Iteration 11Q (124.457643 sec): 3 clusters Score: Raw -149863.102572 + Penalty 740.042037 = -149123.060536 nChanged 38 SP:Iteration 12Q (124.461130 sec): 3 clusters Score: Raw -149873.181158 + Penalty 742.617052 = -149130.564106 nChanged 30 SP:Iteration 13Q (124.464527 sec): 3 clusters Score: Raw -149882.542375 + Penalty 744.700747 = -149137.841627 nChanged 37 SP:Iteration 14Q (124.467887 sec): 3 clusters Score: Raw -149902.382520 + Penalty 751.656576 = -149150.725945 nChanged 61 SP:Iteration 15Q (124.471257 sec): 3 clusters Score: Raw -149946.389317 + Penalty 764.869512 = -149181.519805 nChanged 76 SP:Iteration 16Q (124.474772 sec): 3 clusters Score: Raw -150019.036654 + Penalty 775.601660 = -149243.434995 nChanged 71 SP:Iteration 17Q (124.478464 sec): 3 clusters Score: Raw -150074.274722 + Penalty 784.195203 = -149290.079519 nChanged 48 SP:Iteration 18Q (124.481894 sec): 3 clusters Score: Raw -150106.700923 + Penalty 786.123444 = -149320.577479 nChanged 37 SP:Iteration 19Q (124.485297 sec): 3 clusters Score: Raw -150128.840235 + Penalty 789.327245 = -149339.512990 nChanged 38 SP:Iteration 20F (124.488683 sec): 3 clusters Score: Raw -150155.052465 + Penalty 793.096011 = -149361.956453 nChanged 48 SP:Iteration 21Q (124.492111 sec): 3 clusters Score: Raw -150184.886574 + Penalty 801.945824 = -149382.940750 nChanged 33 SP:Iteration 22Q (124.495659 sec): 3 clusters Score: Raw -150205.114769 + Penalty 812.372651 = -149392.742118 nChanged 25 SP:Iteration 23Q (124.499040 sec): 3 clusters Score: Raw -150219.820383 + Penalty 822.127669 = -149397.692714 nChanged 16 SP:Iteration 24Q (124.502425 sec): 3 clusters Score: Raw -150229.522576 + Penalty 819.998420 = -149409.524156 nChanged 14 SP:Iteration 25Q (124.505835 sec): 3 clusters Score: Raw -150237.764682 + Penalty 825.898993 = -149411.865689 nChanged 15 SP:Iteration 26Q (124.509512 sec): 3 clusters Score: Raw -150245.026796 + Penalty 827.189036 = -149417.837760 nChanged 8 SP:Iteration 27Q (124.513011 sec): 3 clusters Score: Raw -150248.038312 + Penalty 827.961517 = -149420.076795 nChanged 2 SP:Iteration 28Q (124.516348 sec): 3 clusters Score: Raw -150248.458051 + Penalty 825.632801 = -149422.825249 nChanged 1 SP:Iteration 29Q (124.519636 sec): 3 clusters Score: Raw -150249.492903 + Penalty 822.496371 = -149426.996533 nChanged 1 SP:Iteration 30F (124.523045 sec): 3 clusters Score: Raw -150250.699474 + Penalty 821.160620 = -149429.538853 nChanged 1 SP:Iteration 31Q (124.526314 sec): 3 clusters Score: Raw -150250.977208 + Penalty 818.324918 = -149432.652290 nChanged 1 SP:Iteration 32Q (124.529621 sec): 3 clusters Score: Raw -150251.090290 + Penalty 815.889475 = -149435.200815 nChanged 1 SP:Iteration 33Q (124.532982 sec): 3 clusters Score: Raw -150252.158368 + Penalty 812.906200 = -149439.252168 nChanged 1 SP:Iteration 34Q (124.536333 sec): 3 clusters Score: Raw -150253.229212 + Penalty 815.828043 = -149437.401168 nChanged 2 SP:Iteration 35F (124.539748 sec): 3 clusters Score: Raw -150253.586069 + Penalty 816.206872 = -149437.379198 nChanged 1 SP:Iteration 36F (124.543523 sec): 3 clusters Score: Raw -150253.585398 + Penalty 816.095975 = -149437.489422 nChanged 1 SP:Iteration 37Q (124.546899 sec): 3 clusters Score: Raw -150253.694287 + Penalty 814.163184 = -149439.531103 nChanged 1 SP:Iteration 38Q (124.550181 sec): 3 clusters Score: Raw -150254.223318 + Penalty 814.163184 = -149440.060134 nChanged 0 SP:Iteration 39F (124.553627 sec): 3 clusters Score: Raw -150254.223318 + Penalty 814.163184 = -149440.060134 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (124.651379 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (124.694149 sec): 3 clusters Score: Raw -1697224.352134 + Penalty 601.570946 = -1696622.781188 nChanged 10340 SP:Iteration 1F (124.735838 sec): 3 clusters Score: Raw -1700651.059729 + Penalty 589.309774 = -1700061.749955 nChanged 3379 SP:Iteration 2F (124.776940 sec): 3 clusters Score: Raw -1703823.324348 + Penalty 578.136012 = -1703245.188336 nChanged 3638 SP:Iteration 3F (124.818792 sec): 3 clusters Score: Raw -1708551.307180 + Penalty 614.810287 = -1707936.496893 nChanged 2045 SP:Iteration 4F (124.858344 sec): 3 clusters Score: Raw -1710972.932889 + Penalty 726.189551 = -1710246.743338 nChanged 672 SP:Iteration 5Q (124.894927 sec): 3 clusters Score: Raw -1711673.033729 + Penalty 964.897120 = -1710708.136609 nChanged 178 SP:Iteration 6Q (124.927435 sec): 3 clusters Score: Raw -1711865.386073 + Penalty 1120.287978 = -1710745.098095 nChanged 26 SP:Iteration 7Q (124.958997 sec): 3 clusters Score: Raw -1711901.676626 + Penalty 1135.410908 = -1710766.265718 nChanged 8 SP:Iteration 8Q (124.990185 sec): 3 clusters Score: Raw -1711910.024163 + Penalty 1124.424502 = -1710785.599661 nChanged 3 SP:Iteration 9Q (125.021400 sec): 3 clusters Score: Raw -1711911.903514 + Penalty 1124.424502 = -1710787.479012 nChanged 0 SP:Iteration 10F (125.061609 sec): 3 clusters Score: Raw -1711911.903514 + Penalty 1124.424502 = -1710787.479012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.076898 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.078894 sec): 3 clusters Score: Raw -83541.692351 + Penalty 1368.221556 = -82173.470795 nChanged 330 SP:Iteration 1F (125.080808 sec): 3 clusters Score: Raw -83753.662736 + Penalty 1373.125241 = -82380.537495 nChanged 118 SP:Iteration 2F (125.082722 sec): 3 clusters Score: Raw -83833.626473 + Penalty 1374.720911 = -82458.905563 nChanged 76 SP:Iteration 3F (125.084634 sec): 3 clusters Score: Raw -83906.890311 + Penalty 1378.279110 = -82528.611201 nChanged 60 SP:Iteration 4F (125.086547 sec): 3 clusters Score: Raw -83964.058771 + Penalty 1382.058409 = -82582.000362 nChanged 39 SP:Iteration 5Q (125.088457 sec): 3 clusters Score: Raw -83998.244044 + Penalty 1391.203593 = -82607.040451 nChanged 41 SP:Iteration 6Q (125.090362 sec): 3 clusters Score: Raw -84034.339070 + Penalty 1396.868923 = -82637.470147 nChanged 30 SP:Iteration 7Q (125.092275 sec): 3 clusters Score: Raw -84058.548729 + Penalty 1402.952402 = -82655.596326 nChanged 24 SP:Iteration 8Q (125.094161 sec): 3 clusters Score: Raw -84077.110754 + Penalty 1408.119983 = -82668.990771 nChanged 21 SP:Iteration 9Q (125.096039 sec): 3 clusters Score: Raw -84090.845261 + Penalty 1411.962980 = -82678.882281 nChanged 15 SP:Iteration 10F (125.098031 sec): 3 clusters Score: Raw -84102.454799 + Penalty 1414.039533 = -82688.415267 nChanged 11 SP:Iteration 11Q (125.099946 sec): 3 clusters Score: Raw -84108.833202 + Penalty 1414.860925 = -82693.972277 nChanged 9 SP:Iteration 12Q (125.101794 sec): 3 clusters Score: Raw -84114.423589 + Penalty 1417.650919 = -82696.772670 nChanged 12 SP:Iteration 13Q (125.103632 sec): 3 clusters Score: Raw -84120.132600 + Penalty 1419.494703 = -82700.637897 nChanged 7 SP:Iteration 14Q (125.105479 sec): 3 clusters Score: Raw -84122.686249 + Penalty 1420.952628 = -82701.733622 nChanged 4 SP:Iteration 15Q (125.107314 sec): 3 clusters Score: Raw -84125.863611 + Penalty 1422.758170 = -82703.105441 nChanged 6 SP:Iteration 16Q (125.109307 sec): 3 clusters Score: Raw -84129.221051 + Penalty 1423.543641 = -82705.677410 nChanged 3 SP:Iteration 17Q (125.111266 sec): 3 clusters Score: Raw -84129.743252 + Penalty 1424.265121 = -82705.478132 nChanged 1 SP:Iteration 18F (125.113269 sec): 3 clusters Score: Raw -84130.215856 + Penalty 1424.306980 = -82705.908876 nChanged 1 SP:Iteration 19Q (125.115131 sec): 3 clusters Score: Raw -84130.629435 + Penalty 1424.364211 = -82706.265224 nChanged 1 SP:Iteration 20F (125.117061 sec): 3 clusters Score: Raw -84130.793553 + Penalty 1424.364211 = -82706.429342 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.120824 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.122522 sec): 3 clusters Score: Raw -65333.307681 + Penalty 1971.813702 = -63361.493980 nChanged 227 SP:Iteration 1F (125.124226 sec): 3 clusters Score: Raw -65520.237171 + Penalty 1970.894098 = -63549.343073 nChanged 68 SP:Iteration 2F (125.126005 sec): 3 clusters Score: Raw -65606.161080 + Penalty 1969.875064 = -63636.286016 nChanged 37 SP:Iteration 3Q (125.127748 sec): 3 clusters Score: Raw -65651.200609 + Penalty 1968.771443 = -63682.429166 nChanged 31 SP:Iteration 4Q (125.129473 sec): 3 clusters Score: Raw -65689.581020 + Penalty 1967.813055 = -63721.767966 nChanged 21 SP:Iteration 5Q (125.131120 sec): 3 clusters Score: Raw -65721.525173 + Penalty 1966.141276 = -63755.383898 nChanged 23 SP:Iteration 6Q (125.132704 sec): 3 clusters Score: Raw -65747.487730 + Penalty 1965.541841 = -63781.945889 nChanged 16 SP:Iteration 7Q (125.134316 sec): 3 clusters Score: Raw -65764.449218 + Penalty 1965.860645 = -63798.588573 nChanged 15 SP:Iteration 8Q (125.135920 sec): 3 clusters Score: Raw -65777.601999 + Penalty 1965.769152 = -63811.832846 nChanged 7 SP:Iteration 9Q (125.137495 sec): 3 clusters Score: Raw -65783.699374 + Penalty 1966.174972 = -63817.524402 nChanged 4 SP:Iteration 10F (125.139126 sec): 3 clusters Score: Raw -65786.998612 + Penalty 1965.606513 = -63821.392100 nChanged 4 SP:Iteration 11Q (125.140698 sec): 3 clusters Score: Raw -65790.382477 + Penalty 1965.646189 = -63824.736288 nChanged 4 SP:Iteration 12Q (125.142408 sec): 3 clusters Score: Raw -65795.334873 + Penalty 1965.352453 = -63829.982420 nChanged 2 SP:Iteration 13Q (125.144107 sec): 3 clusters Score: Raw -65798.552229 + Penalty 1964.909545 = -63833.642684 nChanged 4 SP:Iteration 14Q (125.145790 sec): 3 clusters Score: Raw -65802.481200 + Penalty 1964.857120 = -63837.624080 nChanged 3 SP:Iteration 15Q (125.147384 sec): 3 clusters Score: Raw -65805.059887 + Penalty 1964.934299 = -63840.125588 nChanged 2 SP:Iteration 16Q (125.148951 sec): 3 clusters Score: Raw -65806.117279 + Penalty 1964.775988 = -63841.341292 nChanged 1 SP:Iteration 17Q (125.150515 sec): 3 clusters Score: Raw -65806.848069 + Penalty 1964.775988 = -63842.072082 nChanged 0 SP:Iteration 18F (125.152306 sec): 3 clusters Score: Raw -65806.848069 + Penalty 1964.775988 = -63842.072082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.153349 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.153615 sec): 3 clusters Score: Raw -1963.782586 + Penalty 281.855587 = -1681.926999 nChanged 10 SP:Iteration 1F (125.153875 sec): 3 clusters Score: Raw -2008.165458 + Penalty 372.604103 = -1635.561354 nChanged 4 SP:Iteration 2F (125.154133 sec): 3 clusters Score: Raw -2033.287811 + Penalty 372.604103 = -1660.683707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.157036 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.158612 sec): 3 clusters Score: Raw -62855.056734 + Penalty 1176.369345 = -61678.687389 nChanged 242 SP:Iteration 1F (125.160164 sec): 3 clusters Score: Raw -63034.072572 + Penalty 1186.633827 = -61847.438745 nChanged 85 SP:Iteration 2F (125.161679 sec): 3 clusters Score: Raw -63124.035548 + Penalty 1188.226569 = -61935.808979 nChanged 53 SP:Iteration 3F (125.163208 sec): 3 clusters Score: Raw -63178.509177 + Penalty 1183.142211 = -61995.366966 nChanged 41 SP:Iteration 4F (125.164717 sec): 3 clusters Score: Raw -63216.901368 + Penalty 1176.341021 = -62040.560347 nChanged 20 SP:Iteration 5Q (125.166245 sec): 3 clusters Score: Raw -63234.830700 + Penalty 1174.455440 = -62060.375259 nChanged 17 SP:Iteration 6Q (125.167833 sec): 3 clusters Score: Raw -63250.294532 + Penalty 1170.711677 = -62079.582855 nChanged 13 SP:Iteration 7Q (125.169318 sec): 3 clusters Score: Raw -63263.144845 + Penalty 1166.442542 = -62096.702304 nChanged 12 SP:Iteration 8Q (125.170794 sec): 3 clusters Score: Raw -63276.246986 + Penalty 1161.551053 = -62114.695933 nChanged 9 SP:Iteration 9Q (125.172269 sec): 3 clusters Score: Raw -63282.929597 + Penalty 1159.668644 = -62123.260953 nChanged 3 SP:Iteration 10F (125.173808 sec): 3 clusters Score: Raw -63284.073724 + Penalty 1156.904515 = -62127.169209 nChanged 4 SP:Iteration 11Q (125.175417 sec): 3 clusters Score: Raw -63286.773049 + Penalty 1154.418232 = -62132.354818 nChanged 8 SP:Iteration 12Q (125.177025 sec): 3 clusters Score: Raw -63292.013782 + Penalty 1151.703618 = -62140.310164 nChanged 8 SP:Iteration 13Q (125.178595 sec): 3 clusters Score: Raw -63296.209279 + Penalty 1150.691296 = -62145.517983 nChanged 4 SP:Iteration 14Q (125.180124 sec): 3 clusters Score: Raw -63297.441913 + Penalty 1150.273136 = -62147.168777 nChanged 2 SP:Iteration 15Q (125.181622 sec): 3 clusters Score: Raw -63297.862034 + Penalty 1149.994493 = -62147.867541 nChanged 1 SP:Iteration 16Q (125.183105 sec): 3 clusters Score: Raw -63298.273789 + Penalty 1149.388279 = -62148.885510 nChanged 1 SP:Iteration 17Q (125.184582 sec): 3 clusters Score: Raw -63299.253846 + Penalty 1149.388279 = -62149.865566 nChanged 0 SP:Iteration 18F (125.186107 sec): 3 clusters Score: Raw -63299.253846 + Penalty 1149.388279 = -62149.865566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.189279 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.190355 sec): 3 clusters Score: Raw -39416.068253 + Penalty 766.920761 = -38649.147493 nChanged 161 SP:Iteration 1F (125.191421 sec): 3 clusters Score: Raw -39536.342206 + Penalty 778.020646 = -38758.321561 nChanged 54 SP:Iteration 2F (125.192482 sec): 3 clusters Score: Raw -39578.675662 + Penalty 783.938618 = -38794.737045 nChanged 24 SP:Iteration 3F (125.193541 sec): 3 clusters Score: Raw -39594.852321 + Penalty 788.949208 = -38805.903113 nChanged 12 SP:Iteration 4Q (125.194609 sec): 3 clusters Score: Raw -39601.304728 + Penalty 797.505286 = -38803.799442 nChanged 13 SP:Iteration 5F (125.195680 sec): 3 clusters Score: Raw -39613.992769 + Penalty 806.592373 = -38807.400396 nChanged 11 SP:Iteration 6Q (125.196735 sec): 3 clusters Score: Raw -39627.057458 + Penalty 815.039953 = -38812.017505 nChanged 11 SP:Iteration 7Q (125.197783 sec): 3 clusters Score: Raw -39641.696774 + Penalty 820.818980 = -38820.877794 nChanged 6 SP:Iteration 8Q (125.198830 sec): 3 clusters Score: Raw -39648.861038 + Penalty 827.911599 = -38820.949438 nChanged 6 SP:Iteration 9Q (125.199879 sec): 3 clusters Score: Raw -39654.425113 + Penalty 830.371762 = -38824.053351 nChanged 2 SP:Iteration 10F (125.200932 sec): 3 clusters Score: Raw -39656.177285 + Penalty 831.284874 = -38824.892412 nChanged 1 SP:Iteration 11Q (125.201969 sec): 3 clusters Score: Raw -39656.232988 + Penalty 831.284874 = -38824.948114 nChanged 0 SP:Iteration 12F (125.203057 sec): 3 clusters Score: Raw -39656.232988 + Penalty 831.284874 = -38824.948114 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.212786 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.214174 sec): 3 clusters Score: Raw -56836.672123 + Penalty 1836.481899 = -55000.190224 nChanged 169 SP:Iteration 1F (125.215500 sec): 3 clusters Score: Raw -57007.261805 + Penalty 1837.991715 = -55169.270089 nChanged 58 SP:Iteration 2F (125.216840 sec): 3 clusters Score: Raw -57081.126104 + Penalty 1841.227821 = -55239.898283 nChanged 34 SP:Iteration 3F (125.218190 sec): 3 clusters Score: Raw -57126.684558 + Penalty 1846.697402 = -55279.987155 nChanged 30 SP:Iteration 4Q (125.219505 sec): 3 clusters Score: Raw -57162.181314 + Penalty 1852.091306 = -55310.090009 nChanged 24 SP:Iteration 5Q (125.220811 sec): 3 clusters Score: Raw -57192.118422 + Penalty 1856.273838 = -55335.844584 nChanged 18 SP:Iteration 6Q (125.222130 sec): 3 clusters Score: Raw -57220.307983 + Penalty 1856.539797 = -55363.768187 nChanged 9 SP:Iteration 7Q (125.223424 sec): 3 clusters Score: Raw -57232.613523 + Penalty 1856.209661 = -55376.403862 nChanged 9 SP:Iteration 8Q (125.224710 sec): 3 clusters Score: Raw -57248.650242 + Penalty 1858.098341 = -55390.551901 nChanged 13 SP:Iteration 9Q (125.225991 sec): 3 clusters Score: Raw -57275.990138 + Penalty 1863.022417 = -55412.967721 nChanged 15 SP:Iteration 10F (125.227414 sec): 3 clusters Score: Raw -57300.872324 + Penalty 1869.872043 = -55431.000281 nChanged 14 SP:Iteration 11Q (125.228744 sec): 3 clusters Score: Raw -57323.086636 + Penalty 1875.734663 = -55447.351972 nChanged 10 SP:Iteration 12Q (125.230057 sec): 3 clusters Score: Raw -57334.463886 + Penalty 1878.701185 = -55455.762701 nChanged 7 SP:Iteration 13Q (125.231360 sec): 3 clusters Score: Raw -57346.543924 + Penalty 1883.180763 = -55463.363160 nChanged 12 SP:Iteration 14Q (125.232644 sec): 3 clusters Score: Raw -57375.445837 + Penalty 1888.869298 = -55486.576539 nChanged 13 SP:Iteration 15Q (125.233859 sec): 3 clusters Score: Raw -57411.910513 + Penalty 1889.666343 = -55522.244170 nChanged 7 SP:Iteration 16Q (125.235057 sec): 3 clusters Score: Raw -57426.708334 + Penalty 1892.549189 = -55534.159146 nChanged 11 SP:Iteration 17Q (125.236251 sec): 3 clusters Score: Raw -57446.861411 + Penalty 1896.037888 = -55550.823523 nChanged 7 SP:Iteration 18Q (125.237474 sec): 3 clusters Score: Raw -57457.602738 + Penalty 1898.366487 = -55559.236252 nChanged 4 SP:Iteration 19Q (125.238662 sec): 3 clusters Score: Raw -57462.007796 + Penalty 1900.417416 = -55561.590380 nChanged 4 SP:Iteration 20F (125.239994 sec): 3 clusters Score: Raw -57467.127593 + Penalty 1900.417416 = -55566.710177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.242513 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.243547 sec): 3 clusters Score: Raw -33854.527158 + Penalty 858.300494 = -32996.226665 nChanged 130 SP:Iteration 1F (125.244565 sec): 3 clusters Score: Raw -33968.832382 + Penalty 859.823775 = -33109.008608 nChanged 41 SP:Iteration 2F (125.245536 sec): 3 clusters Score: Raw -34011.628817 + Penalty 859.597095 = -33152.031722 nChanged 18 SP:Iteration 3Q (125.246493 sec): 3 clusters Score: Raw -34030.731499 + Penalty 859.866754 = -33170.864745 nChanged 10 SP:Iteration 4Q (125.247448 sec): 3 clusters Score: Raw -34038.472237 + Penalty 859.795061 = -33178.677176 nChanged 4 SP:Iteration 5Q (125.248399 sec): 3 clusters Score: Raw -34039.719583 + Penalty 858.992111 = -33180.727472 nChanged 2 SP:Iteration 6Q (125.249353 sec): 3 clusters Score: Raw -34041.595808 + Penalty 858.122747 = -33183.473061 nChanged 4 SP:Iteration 7Q (125.250306 sec): 3 clusters Score: Raw -34045.500300 + Penalty 857.746753 = -33187.753547 nChanged 3 SP:Iteration 8Q (125.251258 sec): 3 clusters Score: Raw -34046.986483 + Penalty 857.777770 = -33189.208713 nChanged 5 SP:Iteration 9Q (125.252253 sec): 3 clusters Score: Raw -34052.276858 + Penalty 857.629873 = -33194.646986 nChanged 5 SP:Iteration 10F (125.253220 sec): 3 clusters Score: Raw -34054.817040 + Penalty 857.401811 = -33197.415229 nChanged 4 SP:Iteration 11Q (125.254191 sec): 3 clusters Score: Raw -34056.450530 + Penalty 857.560139 = -33198.890391 nChanged 2 SP:Iteration 12Q (125.255145 sec): 3 clusters Score: Raw -34057.088832 + Penalty 857.381739 = -33199.707093 nChanged 1 SP:Iteration 13Q (125.256098 sec): 3 clusters Score: Raw -34057.477276 + Penalty 857.350934 = -33200.126342 nChanged 1 SP:Iteration 14Q (125.257051 sec): 3 clusters Score: Raw -34057.752638 + Penalty 857.381937 = -33200.370701 nChanged 1 SP:Iteration 15Q (125.258021 sec): 3 clusters Score: Raw -34058.354164 + Penalty 857.333184 = -33201.020980 nChanged 2 SP:Iteration 16Q (125.258971 sec): 3 clusters Score: Raw -34059.999182 + Penalty 857.099789 = -33202.899393 nChanged 1 SP:Iteration 17Q (125.259921 sec): 3 clusters Score: Raw -34062.236934 + Penalty 857.099789 = -33205.137145 nChanged 0 SP:Iteration 18F (125.260886 sec): 3 clusters Score: Raw -34062.236934 + Penalty 857.099789 = -33205.137145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.262369 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.262821 sec): 3 clusters Score: Raw -10857.623533 + Penalty 67.632377 = -10789.991156 nChanged 48 SP:Iteration 1F (125.263244 sec): 3 clusters Score: Raw -10888.680231 + Penalty 67.437744 = -10821.242486 nChanged 11 SP:Iteration 2F (125.263650 sec): 3 clusters Score: Raw -10895.149051 + Penalty 67.413171 = -10827.735881 nChanged 8 SP:Iteration 3F (125.264052 sec): 3 clusters Score: Raw -10898.343352 + Penalty 66.818917 = -10831.524435 nChanged 9 SP:Iteration 4F (125.264457 sec): 3 clusters Score: Raw -10899.824092 + Penalty 67.315491 = -10832.508601 nChanged 6 SP:Iteration 5Q (125.264866 sec): 3 clusters Score: Raw -10901.499780 + Penalty 68.838128 = -10832.661651 nChanged 13 SP:Iteration 6F (125.265295 sec): 3 clusters Score: Raw -10914.705651 + Penalty 120.542916 = -10794.162735 nChanged 20 SP:Iteration 7F (125.265724 sec): 3 clusters Score: Raw -10943.802064 + Penalty 34.018850 = -10909.783214 nChanged 4 SP:Iteration 8Q (125.266105 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 9F (125.266485 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.267440 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.267724 sec): 3 clusters Score: Raw -2683.163538 + Penalty 274.209401 = -2408.954137 nChanged 3 SP:Iteration 1F (125.268001 sec): 3 clusters Score: Raw -2691.659119 + Penalty 280.104614 = -2411.554505 nChanged 2 SP:Iteration 2Q (125.268267 sec): 3 clusters Score: Raw -2695.672047 + Penalty 285.558773 = -2410.113274 nChanged 1 SP:Iteration 3F (125.268547 sec): 3 clusters Score: Raw -2697.629609 + Penalty 292.687069 = -2404.942540 nChanged 1 SP:Iteration 4F (125.268827 sec): 3 clusters Score: Raw -2701.550921 + Penalty 301.760309 = -2399.790612 nChanged 1 SP:Iteration 5F (125.269107 sec): 3 clusters Score: Raw -2704.858497 + Penalty 301.760309 = -2403.098188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.276134 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.278924 sec): 3 clusters Score: Raw -118348.099937 + Penalty 985.548186 = -117362.551750 nChanged 515 SP:Iteration 1F (125.281478 sec): 3 clusters Score: Raw -118709.466391 + Penalty 986.149190 = -117723.317201 nChanged 152 SP:Iteration 2F (125.284026 sec): 3 clusters Score: Raw -118839.527772 + Penalty 985.567793 = -117853.959978 nChanged 126 SP:Iteration 3F (125.286514 sec): 3 clusters Score: Raw -118958.522056 + Penalty 980.265467 = -117978.256589 nChanged 97 SP:Iteration 4F (125.289002 sec): 3 clusters Score: Raw -119016.972567 + Penalty 974.903560 = -118042.069007 nChanged 64 SP:Iteration 5Q (125.291499 sec): 3 clusters Score: Raw -119050.122501 + Penalty 971.631783 = -118078.490718 nChanged 39 SP:Iteration 6Q (125.294225 sec): 3 clusters Score: Raw -119066.781586 + Penalty 967.497587 = -118099.283998 nChanged 30 SP:Iteration 7Q (125.296876 sec): 3 clusters Score: Raw -119082.216473 + Penalty 963.437836 = -118118.778638 nChanged 30 SP:Iteration 8Q (125.299315 sec): 3 clusters Score: Raw -119096.710536 + Penalty 961.428726 = -118135.281809 nChanged 14 SP:Iteration 9Q (125.301816 sec): 3 clusters Score: Raw -119104.252763 + Penalty 959.820221 = -118144.432542 nChanged 18 SP:Iteration 10F (125.304529 sec): 3 clusters Score: Raw -119112.968631 + Penalty 957.257917 = -118155.710714 nChanged 18 SP:Iteration 11Q (125.307134 sec): 3 clusters Score: Raw -119120.152195 + Penalty 956.397133 = -118163.755063 nChanged 13 SP:Iteration 12Q (125.309794 sec): 3 clusters Score: Raw -119124.996392 + Penalty 956.799021 = -118168.197372 nChanged 6 SP:Iteration 13Q (125.312421 sec): 3 clusters Score: Raw -119126.194567 + Penalty 957.326876 = -118168.867691 nChanged 3 SP:Iteration 14Q (125.314839 sec): 3 clusters Score: Raw -119126.469493 + Penalty 957.507814 = -118168.961679 nChanged 1 SP:Iteration 15Q (125.317253 sec): 3 clusters Score: Raw -119126.569387 + Penalty 957.748099 = -118168.821288 nChanged 1 SP:Iteration 16F (125.319736 sec): 3 clusters Score: Raw -119126.641467 + Penalty 957.748099 = -118168.893368 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.324482 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.326224 sec): 3 clusters Score: Raw -70099.036232 + Penalty 893.095001 = -69205.941231 nChanged 314 SP:Iteration 1F (125.327864 sec): 3 clusters Score: Raw -70330.651908 + Penalty 902.001270 = -69428.650638 nChanged 97 SP:Iteration 2F (125.329589 sec): 3 clusters Score: Raw -70409.263056 + Penalty 913.148060 = -69496.114996 nChanged 49 SP:Iteration 3F (125.331344 sec): 3 clusters Score: Raw -70454.704001 + Penalty 921.342876 = -69533.361125 nChanged 44 SP:Iteration 4F (125.332980 sec): 3 clusters Score: Raw -70484.583248 + Penalty 928.284707 = -69556.298542 nChanged 27 SP:Iteration 5Q (125.334594 sec): 3 clusters Score: Raw -70500.105482 + Penalty 934.419908 = -69565.685575 nChanged 21 SP:Iteration 6Q (125.336345 sec): 3 clusters Score: Raw -70511.608536 + Penalty 938.176695 = -69573.431841 nChanged 8 SP:Iteration 7Q (125.338061 sec): 3 clusters Score: Raw -70515.284214 + Penalty 946.735809 = -69568.548405 nChanged 13 SP:Iteration 8F (125.339680 sec): 3 clusters Score: Raw -70520.961753 + Penalty 954.489308 = -69566.472445 nChanged 10 SP:Iteration 9F (125.341464 sec): 3 clusters Score: Raw -70526.781544 + Penalty 965.178210 = -69561.603334 nChanged 13 SP:Iteration 10F (125.343209 sec): 3 clusters Score: Raw -70538.026780 + Penalty 983.326351 = -69554.700429 nChanged 20 SP:Iteration 11F (125.344909 sec): 3 clusters Score: Raw -70560.276467 + Penalty 995.464933 = -69564.811535 nChanged 21 SP:Iteration 12Q (125.346515 sec): 3 clusters Score: Raw -70586.447133 + Penalty 1001.581854 = -69584.865279 nChanged 16 SP:Iteration 13Q (125.348127 sec): 3 clusters Score: Raw -70603.425862 + Penalty 1004.766788 = -69598.659074 nChanged 7 SP:Iteration 14Q (125.349697 sec): 3 clusters Score: Raw -70612.967147 + Penalty 1006.537992 = -69606.429154 nChanged 10 SP:Iteration 15Q (125.351250 sec): 3 clusters Score: Raw -70624.956426 + Penalty 1012.117486 = -69612.838940 nChanged 7 SP:Iteration 16Q (125.352751 sec): 3 clusters Score: Raw -70629.994478 + Penalty 1016.867074 = -69613.127404 nChanged 6 SP:Iteration 17Q (125.354231 sec): 3 clusters Score: Raw -70637.230732 + Penalty 1016.784690 = -69620.446042 nChanged 7 SP:Iteration 18Q (125.355702 sec): 3 clusters Score: Raw -70644.529292 + Penalty 1012.775840 = -69631.753453 nChanged 3 SP:Iteration 19Q (125.357167 sec): 3 clusters Score: Raw -70646.330240 + Penalty 1012.045103 = -69634.285137 nChanged 1 SP:Iteration 20F (125.358851 sec): 3 clusters Score: Raw -70646.690072 + Penalty 1012.045103 = -69634.644969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.361340 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.362791 sec): 3 clusters Score: Raw -55602.045319 + Penalty 1787.350043 = -53814.695277 nChanged 189 SP:Iteration 1F (125.364170 sec): 3 clusters Score: Raw -55757.484463 + Penalty 1787.976891 = -53969.507572 nChanged 58 SP:Iteration 2F (125.365521 sec): 3 clusters Score: Raw -55829.371955 + Penalty 1788.783556 = -54040.588399 nChanged 34 SP:Iteration 3F (125.366906 sec): 3 clusters Score: Raw -55873.603491 + Penalty 1789.414869 = -54084.188622 nChanged 22 SP:Iteration 4Q (125.368278 sec): 3 clusters Score: Raw -55900.429705 + Penalty 1788.689268 = -54111.740437 nChanged 13 SP:Iteration 5Q (125.369646 sec): 3 clusters Score: Raw -55914.438015 + Penalty 1788.949418 = -54125.488596 nChanged 9 SP:Iteration 6Q (125.370994 sec): 3 clusters Score: Raw -55921.516439 + Penalty 1788.743885 = -54132.772554 nChanged 3 SP:Iteration 7Q (125.372349 sec): 3 clusters Score: Raw -55923.852078 + Penalty 1788.901974 = -54134.950104 nChanged 1 SP:Iteration 8Q (125.373806 sec): 3 clusters Score: Raw -55924.033501 + Penalty 1788.901974 = -54135.131527 nChanged 0 SP:Iteration 9F (125.375261 sec): 3 clusters Score: Raw -55924.033501 + Penalty 1788.901974 = -54135.131527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.377013 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.377922 sec): 3 clusters Score: Raw -30625.281086 + Penalty 1885.352612 = -28739.928473 nChanged 78 SP:Iteration 1F (125.378817 sec): 3 clusters Score: Raw -30738.026494 + Penalty 1885.642415 = -28852.384079 nChanged 25 SP:Iteration 2F (125.379709 sec): 3 clusters Score: Raw -30783.615411 + Penalty 1885.575222 = -28898.040189 nChanged 9 SP:Iteration 3Q (125.380566 sec): 3 clusters Score: Raw -30804.425927 + Penalty 1886.094869 = -28918.331058 nChanged 10 SP:Iteration 4Q (125.381418 sec): 3 clusters Score: Raw -30827.369600 + Penalty 1886.231193 = -28941.138408 nChanged 9 SP:Iteration 5Q (125.382268 sec): 3 clusters Score: Raw -30846.926379 + Penalty 1886.209249 = -28960.717129 nChanged 5 SP:Iteration 6Q (125.383111 sec): 3 clusters Score: Raw -30851.870952 + Penalty 1886.181681 = -28965.689271 nChanged 1 SP:Iteration 7Q (125.383954 sec): 3 clusters Score: Raw -30852.415836 + Penalty 1886.181681 = -28966.234154 nChanged 0 SP:Iteration 8F (125.384843 sec): 3 clusters Score: Raw -30852.415836 + Penalty 1886.181681 = -28966.234154 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.389546 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.392029 sec): 3 clusters Score: Raw -111876.154375 + Penalty 1944.613765 = -109931.540610 nChanged 395 SP:Iteration 1F (125.394492 sec): 3 clusters Score: Raw -112100.254520 + Penalty 1945.592122 = -110154.662398 nChanged 112 SP:Iteration 2F (125.396934 sec): 3 clusters Score: Raw -112193.461317 + Penalty 1949.054019 = -110244.407298 nChanged 76 SP:Iteration 3F (125.399411 sec): 3 clusters Score: Raw -112264.694546 + Penalty 1951.609849 = -110313.084697 nChanged 69 SP:Iteration 4F (125.401945 sec): 3 clusters Score: Raw -112332.130211 + Penalty 1957.311702 = -110374.818509 nChanged 72 SP:Iteration 5F (125.404476 sec): 3 clusters Score: Raw -112413.541465 + Penalty 1964.675729 = -110448.865735 nChanged 67 SP:Iteration 6F (125.407076 sec): 3 clusters Score: Raw -112491.934497 + Penalty 1970.688287 = -110521.246210 nChanged 61 SP:Iteration 7Q (125.409700 sec): 3 clusters Score: Raw -112562.002721 + Penalty 1973.934429 = -110588.068292 nChanged 33 SP:Iteration 8Q (125.412310 sec): 3 clusters Score: Raw -112587.498598 + Penalty 1976.793609 = -110610.704989 nChanged 24 SP:Iteration 9Q (125.414889 sec): 3 clusters Score: Raw -112606.734881 + Penalty 1980.319603 = -110626.415278 nChanged 18 SP:Iteration 10F (125.417469 sec): 3 clusters Score: Raw -112614.879131 + Penalty 1983.680339 = -110631.198792 nChanged 13 SP:Iteration 11Q (125.419896 sec): 3 clusters Score: Raw -112623.488881 + Penalty 1987.430086 = -110636.058795 nChanged 13 SP:Iteration 12Q (125.422256 sec): 3 clusters Score: Raw -112631.604787 + Penalty 1989.306857 = -110642.297929 nChanged 7 SP:Iteration 13Q (125.424646 sec): 3 clusters Score: Raw -112635.621713 + Penalty 1990.088987 = -110645.532726 nChanged 3 SP:Iteration 14Q (125.427091 sec): 3 clusters Score: Raw -112637.790456 + Penalty 1991.518815 = -110646.271640 nChanged 5 SP:Iteration 15Q (125.429463 sec): 3 clusters Score: Raw -112640.541930 + Penalty 1993.040605 = -110647.501325 nChanged 6 SP:Iteration 16Q (125.431897 sec): 3 clusters Score: Raw -112642.639406 + Penalty 1994.693636 = -110647.945770 nChanged 5 SP:Iteration 17Q (125.434437 sec): 3 clusters Score: Raw -112644.729525 + Penalty 1996.068501 = -110648.661024 nChanged 6 SP:Iteration 18Q (125.436841 sec): 3 clusters Score: Raw -112649.177778 + Penalty 1998.011760 = -110651.166018 nChanged 7 SP:Iteration 19Q (125.439180 sec): 3 clusters Score: Raw -112657.036668 + Penalty 2000.210066 = -110656.826602 nChanged 7 SP:Iteration 20F (125.441775 sec): 3 clusters Score: Raw -112661.452630 + Penalty 2002.121350 = -110659.331280 nChanged 7 SP:Iteration 21Q (125.444303 sec): 3 clusters Score: Raw -112668.165580 + Penalty 2005.375167 = -110662.790414 nChanged 9 SP:Iteration 22Q (125.446723 sec): 3 clusters Score: Raw -112678.131817 + Penalty 2008.457150 = -110669.674667 nChanged 10 SP:Iteration 23Q (125.449127 sec): 3 clusters Score: Raw -112685.409974 + Penalty 2011.459615 = -110673.950360 nChanged 8 SP:Iteration 24Q (125.451472 sec): 3 clusters Score: Raw -112691.938806 + Penalty 2014.229299 = -110677.709507 nChanged 9 SP:Iteration 25Q (125.453782 sec): 3 clusters Score: Raw -112696.768411 + Penalty 2015.173335 = -110681.595076 nChanged 4 SP:Iteration 26Q (125.456084 sec): 3 clusters Score: Raw -112700.897135 + Penalty 2015.523414 = -110685.373721 nChanged 3 SP:Iteration 27Q (125.458419 sec): 3 clusters Score: Raw -112702.344495 + Penalty 2016.418662 = -110685.925832 nChanged 3 SP:Iteration 28Q (125.460831 sec): 3 clusters Score: Raw -112704.985990 + Penalty 2017.133434 = -110687.852556 nChanged 2 SP:Iteration 29Q (125.463210 sec): 3 clusters Score: Raw -112706.991966 + Penalty 2017.386082 = -110689.605885 nChanged 1 SP:Iteration 30F (125.465669 sec): 3 clusters Score: Raw -112707.612493 + Penalty 2017.735082 = -110689.877411 nChanged 1 SP:Iteration 31Q (125.467962 sec): 3 clusters Score: Raw -112709.098519 + Penalty 2019.248012 = -110689.850507 nChanged 4 SP:Iteration 32F (125.470443 sec): 3 clusters Score: Raw -112712.512513 + Penalty 2019.700087 = -110692.812426 nChanged 4 SP:Iteration 33Q (125.472749 sec): 3 clusters Score: Raw -112714.531972 + Penalty 2020.261239 = -110694.270733 nChanged 1 SP:Iteration 34Q (125.475132 sec): 3 clusters Score: Raw -112715.259941 + Penalty 2023.140131 = -110692.119810 nChanged 5 SP:Iteration 35F (125.477741 sec): 3 clusters Score: Raw -112720.409659 + Penalty 2024.215260 = -110696.194399 nChanged 4 SP:Iteration 36Q (125.480211 sec): 3 clusters Score: Raw -112724.272586 + Penalty 2024.523341 = -110699.749245 nChanged 1 SP:Iteration 37Q (125.482491 sec): 3 clusters Score: Raw -112724.689400 + Penalty 2024.523341 = -110700.166059 nChanged 0 SP:Iteration 38F (125.484940 sec): 3 clusters Score: Raw -112724.689400 + Penalty 2024.523341 = -110700.166059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.488198 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.489834 sec): 3 clusters Score: Raw -62898.264583 + Penalty 922.473731 = -61975.790851 nChanged 246 SP:Iteration 1F (125.491359 sec): 3 clusters Score: Raw -63130.783942 + Penalty 921.722075 = -62209.061867 nChanged 103 SP:Iteration 2F (125.492863 sec): 3 clusters Score: Raw -63243.761177 + Penalty 920.951521 = -62322.809656 nChanged 58 SP:Iteration 3F (125.494368 sec): 3 clusters Score: Raw -63303.775556 + Penalty 923.879645 = -62379.895912 nChanged 38 SP:Iteration 4F (125.495906 sec): 3 clusters Score: Raw -63339.245165 + Penalty 931.441244 = -62407.803921 nChanged 33 SP:Iteration 5Q (125.497394 sec): 3 clusters Score: Raw -63361.412215 + Penalty 937.382250 = -62424.029965 nChanged 17 SP:Iteration 6Q (125.498863 sec): 3 clusters Score: Raw -63370.972631 + Penalty 942.989208 = -62427.983422 nChanged 13 SP:Iteration 7Q (125.500330 sec): 3 clusters Score: Raw -63378.252446 + Penalty 947.223357 = -62431.029088 nChanged 10 SP:Iteration 8Q (125.501796 sec): 3 clusters Score: Raw -63382.883125 + Penalty 951.613134 = -62431.269991 nChanged 12 SP:Iteration 9Q (125.503251 sec): 3 clusters Score: Raw -63388.000494 + Penalty 957.908567 = -62430.091927 nChanged 15 SP:Iteration 10F (125.504764 sec): 3 clusters Score: Raw -63394.140749 + Penalty 960.347892 = -62433.792856 nChanged 9 SP:Iteration 11Q (125.506218 sec): 3 clusters Score: Raw -63401.609496 + Penalty 964.533578 = -62437.075919 nChanged 13 SP:Iteration 12Q (125.507667 sec): 3 clusters Score: Raw -63408.678718 + Penalty 966.097601 = -62442.581117 nChanged 9 SP:Iteration 13Q (125.509233 sec): 3 clusters Score: Raw -63415.030143 + Penalty 967.976282 = -62447.053861 nChanged 8 SP:Iteration 14Q (125.510749 sec): 3 clusters Score: Raw -63418.995785 + Penalty 970.603885 = -62448.391900 nChanged 9 SP:Iteration 15Q (125.512253 sec): 3 clusters Score: Raw -63423.721282 + Penalty 970.787993 = -62452.933288 nChanged 6 SP:Iteration 16Q (125.513689 sec): 3 clusters Score: Raw -63429.602591 + Penalty 971.031166 = -62458.571425 nChanged 4 SP:Iteration 17Q (125.515117 sec): 3 clusters Score: Raw -63431.742519 + Penalty 972.393569 = -62459.348950 nChanged 2 SP:Iteration 18Q (125.516542 sec): 3 clusters Score: Raw -63432.364529 + Penalty 972.393569 = -62459.970960 nChanged 0 SP:Iteration 19F (125.518072 sec): 3 clusters Score: Raw -63432.364529 + Penalty 972.393569 = -62459.970960 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.520873 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.522289 sec): 3 clusters Score: Raw -58901.348929 + Penalty 1851.399298 = -57049.949631 nChanged 178 SP:Iteration 1F (125.523683 sec): 3 clusters Score: Raw -59063.166945 + Penalty 1851.238525 = -57211.928420 nChanged 46 SP:Iteration 2F (125.525096 sec): 3 clusters Score: Raw -59114.264119 + Penalty 1851.253814 = -57263.010305 nChanged 33 SP:Iteration 3Q (125.526485 sec): 3 clusters Score: Raw -59147.030384 + Penalty 1851.227295 = -57295.803089 nChanged 17 SP:Iteration 4Q (125.527916 sec): 3 clusters Score: Raw -59167.230460 + Penalty 1851.281014 = -57315.949445 nChanged 14 SP:Iteration 5Q (125.529309 sec): 3 clusters Score: Raw -59178.223045 + Penalty 1851.225958 = -57326.997087 nChanged 2 SP:Iteration 6Q (125.530677 sec): 3 clusters Score: Raw -59179.377726 + Penalty 1851.225958 = -57328.151768 nChanged 0 SP:Iteration 7F (125.532074 sec): 3 clusters Score: Raw -59179.377726 + Penalty 1851.225958 = -57328.151768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.534123 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.535051 sec): 3 clusters Score: Raw -30537.157765 + Penalty 1170.428058 = -29366.729707 nChanged 94 SP:Iteration 1F (125.535965 sec): 3 clusters Score: Raw -30627.383906 + Penalty 1173.092927 = -29454.290980 nChanged 22 SP:Iteration 2F (125.536882 sec): 3 clusters Score: Raw -30661.455774 + Penalty 1176.542492 = -29484.913282 nChanged 21 SP:Iteration 3F (125.537797 sec): 3 clusters Score: Raw -30691.074658 + Penalty 1181.197337 = -29509.877321 nChanged 12 SP:Iteration 4Q (125.538687 sec): 3 clusters Score: Raw -30700.107147 + Penalty 1182.112644 = -29517.994503 nChanged 7 SP:Iteration 5Q (125.539552 sec): 3 clusters Score: Raw -30707.001482 + Penalty 1183.965193 = -29523.036289 nChanged 6 SP:Iteration 6Q (125.540434 sec): 3 clusters Score: Raw -30712.146394 + Penalty 1190.808301 = -29521.338093 nChanged 9 SP:Iteration 7F (125.541368 sec): 3 clusters Score: Raw -30722.952253 + Penalty 1198.992938 = -29523.959315 nChanged 9 SP:Iteration 8Q (125.542273 sec): 3 clusters Score: Raw -30732.026170 + Penalty 1205.281262 = -29526.744908 nChanged 6 SP:Iteration 9Q (125.543172 sec): 3 clusters Score: Raw -30740.568752 + Penalty 1211.668133 = -29528.900618 nChanged 5 SP:Iteration 10F (125.544087 sec): 3 clusters Score: Raw -30744.821683 + Penalty 1212.674065 = -29532.147618 nChanged 1 SP:Iteration 11Q (125.544945 sec): 3 clusters Score: Raw -30745.563240 + Penalty 1212.674065 = -29532.889175 nChanged 0 SP:Iteration 12F (125.545823 sec): 3 clusters Score: Raw -30745.563240 + Penalty 1212.674065 = -29532.889175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.549402 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.551303 sec): 3 clusters Score: Raw -77765.484780 + Penalty 1459.134092 = -76306.350688 nChanged 287 SP:Iteration 1F (125.553162 sec): 3 clusters Score: Raw -77990.876913 + Penalty 1459.276854 = -76531.600059 nChanged 110 SP:Iteration 2F (125.554999 sec): 3 clusters Score: Raw -78082.579111 + Penalty 1467.775126 = -76614.803985 nChanged 51 SP:Iteration 3F (125.556840 sec): 3 clusters Score: Raw -78114.434032 + Penalty 1476.104733 = -76638.329299 nChanged 38 SP:Iteration 4Q (125.558711 sec): 3 clusters Score: Raw -78142.814777 + Penalty 1481.820373 = -76660.994403 nChanged 26 SP:Iteration 5Q (125.560606 sec): 3 clusters Score: Raw -78160.431878 + Penalty 1485.126039 = -76675.305839 nChanged 18 SP:Iteration 6Q (125.562496 sec): 3 clusters Score: Raw -78175.750966 + Penalty 1491.165117 = -76684.585848 nChanged 14 SP:Iteration 7Q (125.564403 sec): 3 clusters Score: Raw -78187.539090 + Penalty 1495.315840 = -76692.223250 nChanged 8 SP:Iteration 8Q (125.566300 sec): 3 clusters Score: Raw -78192.250956 + Penalty 1496.300153 = -76695.950804 nChanged 11 SP:Iteration 9Q (125.568328 sec): 3 clusters Score: Raw -78202.164353 + Penalty 1499.647559 = -76702.516795 nChanged 13 SP:Iteration 10F (125.570296 sec): 3 clusters Score: Raw -78212.465555 + Penalty 1509.443576 = -76703.021978 nChanged 12 SP:Iteration 11Q (125.572235 sec): 3 clusters Score: Raw -78223.185897 + Penalty 1516.893123 = -76706.292773 nChanged 12 SP:Iteration 12Q (125.574114 sec): 3 clusters Score: Raw -78231.255870 + Penalty 1518.275156 = -76712.980714 nChanged 4 SP:Iteration 13Q (125.576117 sec): 3 clusters Score: Raw -78233.642763 + Penalty 1524.055910 = -76709.586853 nChanged 4 SP:Iteration 14F (125.578144 sec): 3 clusters Score: Raw -78237.706224 + Penalty 1527.178526 = -76710.527698 nChanged 5 SP:Iteration 15Q (125.580003 sec): 3 clusters Score: Raw -78240.256141 + Penalty 1528.161102 = -76712.095039 nChanged 2 SP:Iteration 16Q (125.581813 sec): 3 clusters Score: Raw -78241.495318 + Penalty 1528.448374 = -76713.046944 nChanged 1 SP:Iteration 17Q (125.583618 sec): 3 clusters Score: Raw -78242.168649 + Penalty 1529.351032 = -76712.817617 nChanged 1 SP:Iteration 18F (125.585472 sec): 3 clusters Score: Raw -78243.635999 + Penalty 1531.445994 = -76712.190005 nChanged 1 SP:Iteration 19F (125.587327 sec): 3 clusters Score: Raw -78244.439453 + Penalty 1531.445994 = -76712.993459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.589556 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.590551 sec): 3 clusters Score: Raw -31060.663409 + Penalty 882.531216 = -30178.132193 nChanged 116 SP:Iteration 1F (125.591528 sec): 3 clusters Score: Raw -31167.400496 + Penalty 882.779118 = -30284.621378 nChanged 51 SP:Iteration 2F (125.592505 sec): 3 clusters Score: Raw -31247.674684 + Penalty 882.754113 = -30364.920571 nChanged 32 SP:Iteration 3F (125.593480 sec): 3 clusters Score: Raw -31296.496982 + Penalty 882.729941 = -30413.767041 nChanged 16 SP:Iteration 4Q (125.594430 sec): 3 clusters Score: Raw -31317.328453 + Penalty 882.381288 = -30434.947165 nChanged 14 SP:Iteration 5Q (125.595375 sec): 3 clusters Score: Raw -31330.033568 + Penalty 882.585502 = -30447.448066 nChanged 9 SP:Iteration 6Q (125.596314 sec): 3 clusters Score: Raw -31336.626042 + Penalty 882.628057 = -30453.997986 nChanged 4 SP:Iteration 7Q (125.597256 sec): 3 clusters Score: Raw -31342.434510 + Penalty 882.929815 = -30459.504694 nChanged 7 SP:Iteration 8Q (125.598193 sec): 3 clusters Score: Raw -31360.557239 + Penalty 883.596027 = -30476.961212 nChanged 13 SP:Iteration 9Q (125.599128 sec): 3 clusters Score: Raw -31397.073909 + Penalty 883.495120 = -30513.578788 nChanged 9 SP:Iteration 10F (125.600101 sec): 3 clusters Score: Raw -31415.488375 + Penalty 882.158068 = -30533.330307 nChanged 11 SP:Iteration 11Q (125.601020 sec): 3 clusters Score: Raw -31430.833106 + Penalty 880.395202 = -30550.437903 nChanged 6 SP:Iteration 12Q (125.601935 sec): 3 clusters Score: Raw -31441.437434 + Penalty 880.125341 = -30561.312093 nChanged 7 SP:Iteration 13Q (125.602844 sec): 3 clusters Score: Raw -31454.076606 + Penalty 879.095430 = -30574.981176 nChanged 6 SP:Iteration 14Q (125.603748 sec): 3 clusters Score: Raw -31463.953862 + Penalty 877.709379 = -30586.244483 nChanged 4 SP:Iteration 15Q (125.604651 sec): 3 clusters Score: Raw -31466.936780 + Penalty 877.709379 = -30589.227401 nChanged 0 SP:Iteration 16F (125.605626 sec): 3 clusters Score: Raw -31466.936780 + Penalty 877.709379 = -30589.227401 nChanged 0 Iteration 234F (126.104549 sec): 26 clusters Score: Raw -3015704.498427 + Penalty 21618.570614 = -2994085.927813 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015704.498427 + Penalty 21618.570614 = -2994085.927813Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.238695 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.244171 sec): 3 clusters Score: Raw -228813.862412 + Penalty 319.531830 = -228494.330583 nChanged 1317 SP:Iteration 1F (126.249653 sec): 3 clusters Score: Raw -229953.395927 + Penalty 328.640860 = -229624.755067 nChanged 268 SP:Iteration 2F (126.255189 sec): 3 clusters Score: Raw -230231.162470 + Penalty 332.115519 = -229899.046951 nChanged 200 SP:Iteration 3F (126.260343 sec): 3 clusters Score: Raw -230406.115041 + Penalty 335.055996 = -230071.059045 nChanged 114 SP:Iteration 4Q (126.265364 sec): 3 clusters Score: Raw -230461.309870 + Penalty 335.445521 = -230125.864349 nChanged 58 SP:Iteration 5Q (126.270186 sec): 3 clusters Score: Raw -230480.965135 + Penalty 337.424586 = -230143.540550 nChanged 50 SP:Iteration 6Q (126.274996 sec): 3 clusters Score: Raw -230495.514312 + Penalty 340.076429 = -230155.437883 nChanged 42 SP:Iteration 7Q (126.280154 sec): 3 clusters Score: Raw -230506.098145 + Penalty 340.963055 = -230165.135090 nChanged 25 SP:Iteration 8Q (126.285030 sec): 3 clusters Score: Raw -230510.519295 + Penalty 343.036371 = -230167.482924 nChanged 26 SP:Iteration 9Q (126.289781 sec): 3 clusters Score: Raw -230514.593985 + Penalty 343.806386 = -230170.787600 nChanged 19 SP:Iteration 10F (126.294953 sec): 3 clusters Score: Raw -230517.577475 + Penalty 345.129906 = -230172.447569 nChanged 18 SP:Iteration 11Q (126.299661 sec): 3 clusters Score: Raw -230520.194606 + Penalty 346.046164 = -230174.148442 nChanged 17 SP:Iteration 12Q (126.304341 sec): 3 clusters Score: Raw -230522.250012 + Penalty 347.087360 = -230175.162652 nChanged 13 SP:Iteration 13Q (126.309036 sec): 3 clusters Score: Raw -230523.546093 + Penalty 348.147384 = -230175.398709 nChanged 11 SP:Iteration 14Q (126.314135 sec): 3 clusters Score: Raw -230524.443363 + Penalty 348.720097 = -230175.723266 nChanged 8 SP:Iteration 15Q (126.318806 sec): 3 clusters Score: Raw -230525.722371 + Penalty 349.554893 = -230176.167478 nChanged 8 SP:Iteration 16Q (126.323463 sec): 3 clusters Score: Raw -230526.807957 + Penalty 349.985673 = -230176.822284 nChanged 6 SP:Iteration 17Q (126.328137 sec): 3 clusters Score: Raw -230527.397378 + Penalty 350.967102 = -230176.430276 nChanged 8 SP:Iteration 18F (126.333250 sec): 3 clusters Score: Raw -230528.089615 + Penalty 351.476199 = -230176.613417 nChanged 7 SP:Iteration 19Q (126.337890 sec): 3 clusters Score: Raw -230529.256679 + Penalty 352.197832 = -230177.058847 nChanged 6 SP:Iteration 20F (126.343059 sec): 3 clusters Score: Raw -230530.052175 + Penalty 352.851818 = -230177.200356 nChanged 8 SP:Iteration 21Q (126.348036 sec): 3 clusters Score: Raw -230530.942942 + Penalty 353.697022 = -230177.245920 nChanged 8 SP:Iteration 22Q (126.352820 sec): 3 clusters Score: Raw -230532.002809 + Penalty 354.477023 = -230177.525786 nChanged 9 SP:Iteration 23Q (126.357689 sec): 3 clusters Score: Raw -230533.506431 + Penalty 355.540533 = -230177.965898 nChanged 11 SP:Iteration 24Q (126.362328 sec): 3 clusters Score: Raw -230534.975734 + Penalty 356.339798 = -230178.635935 nChanged 8 SP:Iteration 25Q (126.366930 sec): 3 clusters Score: Raw -230535.927891 + Penalty 356.043667 = -230179.884224 nChanged 8 SP:Iteration 26Q (126.371629 sec): 3 clusters Score: Raw -230536.670601 + Penalty 356.836941 = -230179.833661 nChanged 8 SP:Iteration 27F (126.376827 sec): 3 clusters Score: Raw -230537.657265 + Penalty 357.341711 = -230180.315555 nChanged 9 SP:Iteration 28Q (126.381698 sec): 3 clusters Score: Raw -230539.202744 + Penalty 358.329755 = -230180.872989 nChanged 11 SP:Iteration 29Q (126.386479 sec): 3 clusters Score: Raw -230541.115278 + Penalty 358.948814 = -230182.166465 nChanged 5 SP:Iteration 30F (126.391696 sec): 3 clusters Score: Raw -230541.470860 + Penalty 359.433841 = -230182.037018 nChanged 6 SP:Iteration 31F (126.396898 sec): 3 clusters Score: Raw -230541.882089 + Penalty 360.042218 = -230181.839871 nChanged 10 SP:Iteration 32F (126.401959 sec): 3 clusters Score: Raw -230542.666788 + Penalty 360.701704 = -230181.965083 nChanged 8 SP:Iteration 33Q (126.406671 sec): 3 clusters Score: Raw -230543.543884 + Penalty 361.391238 = -230182.152647 nChanged 7 SP:Iteration 34Q (126.411505 sec): 3 clusters Score: Raw -230544.546510 + Penalty 362.272052 = -230182.274459 nChanged 12 SP:Iteration 35Q (126.416267 sec): 3 clusters Score: Raw -230546.858720 + Penalty 363.745966 = -230183.112754 nChanged 13 SP:Iteration 36Q (126.420912 sec): 3 clusters Score: Raw -230548.915549 + Penalty 364.313274 = -230184.602275 nChanged 9 SP:Iteration 37Q (126.425609 sec): 3 clusters Score: Raw -230550.223989 + Penalty 365.119288 = -230185.104701 nChanged 8 SP:Iteration 38Q (126.430328 sec): 3 clusters Score: Raw -230551.766399 + Penalty 365.635246 = -230186.131153 nChanged 7 SP:Iteration 39Q (126.434958 sec): 3 clusters Score: Raw -230553.641664 + Penalty 365.546097 = -230188.095567 nChanged 7 SP:Iteration 40F (126.440025 sec): 3 clusters Score: Raw -230556.118498 + Penalty 365.595084 = -230190.523414 nChanged 11 SP:Iteration 41Q (126.444625 sec): 3 clusters Score: Raw -230561.715193 + Penalty 366.307947 = -230195.407246 nChanged 14 SP:Iteration 42Q (126.449420 sec): 3 clusters Score: Raw -230567.779450 + Penalty 366.982088 = -230200.797362 nChanged 8 SP:Iteration 43Q (126.454002 sec): 3 clusters Score: Raw -230570.129475 + Penalty 367.775921 = -230202.353554 nChanged 11 SP:Iteration 44Q (126.458774 sec): 3 clusters Score: Raw -230571.510751 + Penalty 368.487756 = -230203.022995 nChanged 7 SP:Iteration 45Q (126.463407 sec): 3 clusters Score: Raw -230572.579081 + Penalty 368.100388 = -230204.478693 nChanged 9 SP:Iteration 46Q (126.467906 sec): 3 clusters Score: Raw -230574.354381 + Penalty 367.838556 = -230206.515825 nChanged 3 SP:Iteration 47Q (126.472487 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 48Q (126.476967 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 49F (126.482290 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.483596 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.483906 sec): 3 clusters Score: Raw -3461.454039 + Penalty 265.299750 = -3196.154288 nChanged 10 SP:Iteration 1F (126.484210 sec): 3 clusters Score: Raw -3476.363731 + Penalty 282.236330 = -3194.127402 nChanged 3 SP:Iteration 2F (126.484517 sec): 3 clusters Score: Raw -3485.473530 + Penalty 277.727973 = -3207.745557 nChanged 2 SP:Iteration 3Q (126.484808 sec): 3 clusters Score: Raw -3492.800916 + Penalty 277.727973 = -3215.072942 nChanged 0 SP:Iteration 4F (126.485106 sec): 3 clusters Score: Raw -3492.800916 + Penalty 277.727973 = -3215.072942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.485987 sec): 2 clusters Score: Raw -1023.173620 + Penalty 40.838401 = -982.335219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.486207 sec): 3 clusters Score: Raw -1057.281147 + Penalty 78.866025 = -978.415122 nChanged 1 SP:Iteration 1F (126.486422 sec): 3 clusters Score: Raw -1067.716507 + Penalty 78.866025 = -988.850482 nChanged 0 Score: Raw -3036429.978558 + Penalty 21763.238387 = -3014666.740171 Splitting cluster 3 changes total score from -2994085.927813 to -3014666.740171 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.977839 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.981447 sec): 3 clusters Score: Raw -149203.682926 + Penalty 718.312813 = -148485.370113 nChanged 719 SP:Iteration 1F (126.984772 sec): 3 clusters Score: Raw -149604.537909 + Penalty 716.192610 = -148888.345298 nChanged 157 SP:Iteration 2F (126.987986 sec): 3 clusters Score: Raw -149699.579687 + Penalty 714.193443 = -148985.386243 nChanged 134 SP:Iteration 3F (126.991194 sec): 3 clusters Score: Raw -149768.035207 + Penalty 714.461657 = -149053.573550 nChanged 89 SP:Iteration 4F (126.994474 sec): 3 clusters Score: Raw -149804.241060 + Penalty 715.593497 = -149088.647563 nChanged 67 SP:Iteration 5Q (126.997819 sec): 3 clusters Score: Raw -149834.460648 + Penalty 717.220065 = -149117.240583 nChanged 71 SP:Iteration 6Q (127.001064 sec): 3 clusters Score: Raw -149868.861043 + Penalty 720.242475 = -149148.618568 nChanged 64 SP:Iteration 7Q (127.004296 sec): 3 clusters Score: Raw -149898.551494 + Penalty 724.604567 = -149173.946927 nChanged 73 SP:Iteration 8Q (127.007578 sec): 3 clusters Score: Raw -149943.007613 + Penalty 730.211803 = -149212.795810 nChanged 84 SP:Iteration 9Q (127.010804 sec): 3 clusters Score: Raw -150012.150591 + Penalty 744.220204 = -149267.930387 nChanged 96 SP:Iteration 10F (127.014223 sec): 3 clusters Score: Raw -150114.835483 + Penalty 741.971098 = -149372.864385 nChanged 80 SP:Iteration 11Q (127.017645 sec): 3 clusters Score: Raw -150191.856337 + Penalty 755.916047 = -149435.940290 nChanged 36 SP:Iteration 12Q (127.020827 sec): 3 clusters Score: Raw -150225.371291 + Penalty 762.620068 = -149462.751223 nChanged 24 SP:Iteration 13Q (127.023916 sec): 3 clusters Score: Raw -150254.156147 + Penalty 770.886829 = -149483.269317 nChanged 8 SP:Iteration 14Q (127.026814 sec): 3 clusters Score: Raw -150261.900559 + Penalty 771.746713 = -149490.153846 nChanged 1 SP:Iteration 15Q (127.029644 sec): 3 clusters Score: Raw -150262.106955 + Penalty 771.746713 = -149490.360242 nChanged 0 SP:Iteration 16F (127.032845 sec): 3 clusters Score: Raw -150262.106955 + Penalty 771.746713 = -149490.360242 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.130589 sec): 2 clusters Score: Raw -1711873.516691 + Penalty 303.648299 = -1711569.868392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.171257 sec): 3 clusters Score: Raw -1697198.177694 + Penalty 574.194174 = -1696623.983520 nChanged 10327 SP:Iteration 1F (127.212101 sec): 3 clusters Score: Raw -1701616.766549 + Penalty 502.079086 = -1701114.687463 nChanged 4339 SP:Iteration 2F (127.252381 sec): 3 clusters Score: Raw -1705257.207668 + Penalty 469.794487 = -1704787.413181 nChanged 3608 SP:Iteration 3F (127.292578 sec): 3 clusters Score: Raw -1709874.515416 + Penalty 518.333203 = -1709356.182213 nChanged 1508 SP:Iteration 4F (127.332235 sec): 3 clusters Score: Raw -1711654.474446 + Penalty 559.676309 = -1711094.798138 nChanged 218 SP:Iteration 5Q (127.369814 sec): 3 clusters Score: Raw -1711891.188499 + Penalty 517.629664 = -1711373.558835 nChanged 17 SP:Iteration 6Q (127.401724 sec): 3 clusters Score: Raw -1711906.232471 + Penalty 522.378654 = -1711383.853818 nChanged 2 SP:Iteration 7Q (127.433721 sec): 3 clusters Score: Raw -1711909.681206 + Penalty 522.378654 = -1711387.302552 nChanged 0 SP:Iteration 8F (127.474197 sec): 3 clusters Score: Raw -1711909.681206 + Penalty 522.378654 = -1711387.302552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.489825 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.491725 sec): 3 clusters Score: Raw -83555.733180 + Penalty 1359.081112 = -82196.652068 nChanged 317 SP:Iteration 1F (127.493573 sec): 3 clusters Score: Raw -83784.218823 + Penalty 1350.453456 = -82433.765367 nChanged 125 SP:Iteration 2F (127.495474 sec): 3 clusters Score: Raw -83888.665636 + Penalty 1347.015465 = -82541.650171 nChanged 77 SP:Iteration 3F (127.497449 sec): 3 clusters Score: Raw -83954.259225 + Penalty 1353.552995 = -82600.706230 nChanged 59 SP:Iteration 4F (127.499442 sec): 3 clusters Score: Raw -84003.170343 + Penalty 1372.093447 = -82631.076896 nChanged 48 SP:Iteration 5Q (127.501377 sec): 3 clusters Score: Raw -84040.819245 + Penalty 1388.219785 = -82652.599460 nChanged 33 SP:Iteration 6Q (127.503273 sec): 3 clusters Score: Raw -84062.489700 + Penalty 1391.351894 = -82671.137806 nChanged 19 SP:Iteration 7Q (127.505142 sec): 3 clusters Score: Raw -84074.542421 + Penalty 1396.262955 = -82678.279465 nChanged 12 SP:Iteration 8Q (127.506996 sec): 3 clusters Score: Raw -84080.094907 + Penalty 1398.596867 = -82681.498040 nChanged 10 SP:Iteration 9Q (127.508871 sec): 3 clusters Score: Raw -84085.731647 + Penalty 1398.798132 = -82686.933515 nChanged 5 SP:Iteration 10F (127.510823 sec): 3 clusters Score: Raw -84088.169938 + Penalty 1398.064518 = -82690.105419 nChanged 3 SP:Iteration 11Q (127.512745 sec): 3 clusters Score: Raw -84090.573044 + Penalty 1402.435638 = -82688.137405 nChanged 4 SP:Iteration 12F (127.514628 sec): 3 clusters Score: Raw -84092.425455 + Penalty 1403.913316 = -82688.512139 nChanged 4 SP:Iteration 13Q (127.516522 sec): 3 clusters Score: Raw -84094.129956 + Penalty 1405.927683 = -82688.202274 nChanged 2 SP:Iteration 14F (127.518371 sec): 3 clusters Score: Raw -84095.076675 + Penalty 1412.086837 = -82682.989838 nChanged 5 SP:Iteration 15F (127.520216 sec): 3 clusters Score: Raw -84097.962312 + Penalty 1415.503528 = -82682.458784 nChanged 4 SP:Iteration 16F (127.522061 sec): 3 clusters Score: Raw -84099.422267 + Penalty 1417.421412 = -82682.000855 nChanged 1 SP:Iteration 17F (127.523906 sec): 3 clusters Score: Raw -84101.019737 + Penalty 1418.938323 = -82682.081414 nChanged 4 SP:Iteration 18Q (127.525758 sec): 3 clusters Score: Raw -84105.421763 + Penalty 1422.455285 = -82682.966478 nChanged 2 SP:Iteration 19Q (127.527611 sec): 3 clusters Score: Raw -84106.905187 + Penalty 1424.152536 = -82682.752651 nChanged 3 SP:Iteration 20F (127.529473 sec): 3 clusters Score: Raw -84109.324519 + Penalty 1424.207897 = -82685.116622 nChanged 2 SP:Iteration 21Q (127.531322 sec): 3 clusters Score: Raw -84110.772153 + Penalty 1424.516227 = -82686.255926 nChanged 1 SP:Iteration 22Q (127.533198 sec): 3 clusters Score: Raw -84110.951341 + Penalty 1424.516227 = -82686.435113 nChanged 0 SP:Iteration 23F (127.535049 sec): 3 clusters Score: Raw -84110.951341 + Penalty 1424.516227 = -82686.435113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.538727 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.540372 sec): 3 clusters Score: Raw -65354.889461 + Penalty 1970.419147 = -63384.470314 nChanged 224 SP:Iteration 1F (127.541990 sec): 3 clusters Score: Raw -65601.309435 + Penalty 1969.655180 = -63631.654256 nChanged 63 SP:Iteration 2F (127.543692 sec): 3 clusters Score: Raw -65675.137999 + Penalty 1970.779589 = -63704.358410 nChanged 27 SP:Iteration 3Q (127.545284 sec): 3 clusters Score: Raw -65703.226103 + Penalty 1969.703981 = -63733.522122 nChanged 20 SP:Iteration 4Q (127.546868 sec): 3 clusters Score: Raw -65726.226692 + Penalty 1969.314345 = -63756.912347 nChanged 17 SP:Iteration 5Q (127.548425 sec): 3 clusters Score: Raw -65748.101390 + Penalty 1970.730462 = -63777.370927 nChanged 14 SP:Iteration 6Q (127.550018 sec): 3 clusters Score: Raw -65761.503234 + Penalty 1971.196654 = -63790.306580 nChanged 10 SP:Iteration 7Q (127.551590 sec): 3 clusters Score: Raw -65775.495653 + Penalty 1972.508491 = -63802.987161 nChanged 7 SP:Iteration 8Q (127.553146 sec): 3 clusters Score: Raw -65782.336363 + Penalty 1973.559521 = -63808.776842 nChanged 6 SP:Iteration 9Q (127.554688 sec): 3 clusters Score: Raw -65786.898411 + Penalty 1974.092858 = -63812.805553 nChanged 6 SP:Iteration 10F (127.556339 sec): 3 clusters Score: Raw -65794.600884 + Penalty 1974.899299 = -63819.701585 nChanged 7 SP:Iteration 11Q (127.557906 sec): 3 clusters Score: Raw -65804.164820 + Penalty 1974.899892 = -63829.264928 nChanged 2 SP:Iteration 12Q (127.559443 sec): 3 clusters Score: Raw -65806.045745 + Penalty 1974.899892 = -63831.145854 nChanged 0 SP:Iteration 13F (127.561027 sec): 3 clusters Score: Raw -65806.045745 + Penalty 1974.899892 = -63831.145854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.562131 sec): 2 clusters Score: Raw -1450.468024 + Penalty 48.252215 = -1402.215809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.562374 sec): 3 clusters Score: Raw -1475.167585 + Penalty 88.409868 = -1386.757717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.563288 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.563555 sec): 3 clusters Score: Raw -1967.490901 + Penalty 383.645631 = -1583.845271 nChanged 7 SP:Iteration 1F (127.563817 sec): 3 clusters Score: Raw -2015.330030 + Penalty 429.876667 = -1585.453363 nChanged 1 SP:Iteration 2Q (127.564066 sec): 3 clusters Score: Raw -2032.965504 + Penalty 429.876667 = -1603.088837 nChanged 0 SP:Iteration 3F (127.564326 sec): 3 clusters Score: Raw -2032.965504 + Penalty 429.876667 = -1603.088837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.567244 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.568767 sec): 3 clusters Score: Raw -62886.201295 + Penalty 1182.713387 = -61703.487908 nChanged 242 SP:Iteration 1F (127.570250 sec): 3 clusters Score: Raw -63092.804475 + Penalty 1193.357526 = -61899.446949 nChanged 68 SP:Iteration 2F (127.571698 sec): 3 clusters Score: Raw -63154.153334 + Penalty 1198.289144 = -61955.864190 nChanged 38 SP:Iteration 3F (127.573170 sec): 3 clusters Score: Raw -63189.188585 + Penalty 1198.348391 = -61990.840194 nChanged 34 SP:Iteration 4Q (127.574609 sec): 3 clusters Score: Raw -63225.974024 + Penalty 1199.768580 = -62026.205444 nChanged 21 SP:Iteration 5Q (127.576183 sec): 3 clusters Score: Raw -63242.269682 + Penalty 1202.634066 = -62039.635616 nChanged 10 SP:Iteration 6Q (127.577737 sec): 3 clusters Score: Raw -63249.854319 + Penalty 1204.888630 = -62044.965689 nChanged 7 SP:Iteration 7Q (127.579244 sec): 3 clusters Score: Raw -63253.743747 + Penalty 1205.979528 = -62047.764219 nChanged 2 SP:Iteration 8Q (127.580726 sec): 3 clusters Score: Raw -63255.971468 + Penalty 1205.864646 = -62050.106822 nChanged 2 SP:Iteration 9Q (127.582243 sec): 3 clusters Score: Raw -63257.117603 + Penalty 1205.570343 = -62051.547259 nChanged 2 SP:Iteration 10F (127.583814 sec): 3 clusters Score: Raw -63257.740970 + Penalty 1205.991541 = -62051.749428 nChanged 2 SP:Iteration 11Q (127.585365 sec): 3 clusters Score: Raw -63258.147785 + Penalty 1205.991541 = -62052.156243 nChanged 0 SP:Iteration 12F (127.586882 sec): 3 clusters Score: Raw -63258.147785 + Penalty 1205.991541 = -62052.156243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.590098 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.591144 sec): 3 clusters Score: Raw -39400.388001 + Penalty 796.231701 = -38604.156300 nChanged 161 SP:Iteration 1F (127.592190 sec): 3 clusters Score: Raw -39555.861015 + Penalty 833.011018 = -38722.849996 nChanged 53 SP:Iteration 2F (127.593247 sec): 3 clusters Score: Raw -39614.177474 + Penalty 858.690421 = -38755.487053 nChanged 20 SP:Iteration 3Q (127.594269 sec): 3 clusters Score: Raw -39636.294035 + Penalty 877.748442 = -38758.545593 nChanged 13 SP:Iteration 4Q (127.595292 sec): 3 clusters Score: Raw -39652.437520 + Penalty 898.948901 = -38753.488619 nChanged 9 SP:Iteration 5F (127.596315 sec): 3 clusters Score: Raw -39667.173172 + Penalty 922.232739 = -38744.940433 nChanged 8 SP:Iteration 6F (127.597346 sec): 3 clusters Score: Raw -39683.752567 + Penalty 936.728961 = -38747.023606 nChanged 5 SP:Iteration 7Q (127.598330 sec): 3 clusters Score: Raw -39703.519624 + Penalty 952.553380 = -38750.966244 nChanged 9 SP:Iteration 8Q (127.599274 sec): 3 clusters Score: Raw -39721.237550 + Penalty 956.803779 = -38764.433771 nChanged 3 SP:Iteration 9Q (127.600195 sec): 3 clusters Score: Raw -39725.503758 + Penalty 962.710505 = -38762.793253 nChanged 1 SP:Iteration 10F (127.601215 sec): 3 clusters Score: Raw -39726.379911 + Penalty 968.739159 = -38757.640752 nChanged 1 SP:Iteration 11F (127.602236 sec): 3 clusters Score: Raw -39728.059288 + Penalty 968.739159 = -38759.320129 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.611898 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.613301 sec): 3 clusters Score: Raw -56820.328310 + Penalty 1838.366331 = -54981.961979 nChanged 155 SP:Iteration 1F (127.614663 sec): 3 clusters Score: Raw -56967.290557 + Penalty 1840.953185 = -55126.337372 nChanged 44 SP:Iteration 2F (127.615967 sec): 3 clusters Score: Raw -57018.004854 + Penalty 1844.160007 = -55173.844847 nChanged 34 SP:Iteration 3F (127.617283 sec): 3 clusters Score: Raw -57056.480471 + Penalty 1848.874467 = -55207.606003 nChanged 24 SP:Iteration 4Q (127.618587 sec): 3 clusters Score: Raw -57091.189122 + Penalty 1858.314065 = -55232.875056 nChanged 26 SP:Iteration 5Q (127.619896 sec): 3 clusters Score: Raw -57136.501331 + Penalty 1867.823766 = -55268.677565 nChanged 27 SP:Iteration 6Q (127.621178 sec): 3 clusters Score: Raw -57172.198084 + Penalty 1877.256320 = -55294.941763 nChanged 17 SP:Iteration 7Q (127.622460 sec): 3 clusters Score: Raw -57195.489095 + Penalty 1880.489629 = -55314.999467 nChanged 7 SP:Iteration 8Q (127.623750 sec): 3 clusters Score: Raw -57203.037700 + Penalty 1881.643985 = -55321.393715 nChanged 4 SP:Iteration 9Q (127.625013 sec): 3 clusters Score: Raw -57208.602591 + Penalty 1882.418229 = -55326.184361 nChanged 1 SP:Iteration 10F (127.626318 sec): 3 clusters Score: Raw -57210.012002 + Penalty 1882.418229 = -55327.593772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.628707 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.629674 sec): 3 clusters Score: Raw -33888.205954 + Penalty 841.399762 = -33046.806192 nChanged 131 SP:Iteration 1F (127.630622 sec): 3 clusters Score: Raw -34011.411186 + Penalty 830.596538 = -33180.814648 nChanged 36 SP:Iteration 2F (127.631567 sec): 3 clusters Score: Raw -34061.570475 + Penalty 819.711514 = -33241.858961 nChanged 24 SP:Iteration 3F (127.632511 sec): 3 clusters Score: Raw -34099.338381 + Penalty 807.601253 = -33291.737128 nChanged 14 SP:Iteration 4Q (127.633436 sec): 3 clusters Score: Raw -34118.134856 + Penalty 803.917522 = -33314.217334 nChanged 8 SP:Iteration 5Q (127.634339 sec): 3 clusters Score: Raw -34125.736924 + Penalty 802.175386 = -33323.561538 nChanged 3 SP:Iteration 6Q (127.635231 sec): 3 clusters Score: Raw -34128.416527 + Penalty 802.175386 = -33326.241141 nChanged 0 SP:Iteration 7F (127.636173 sec): 3 clusters Score: Raw -34128.416527 + Penalty 802.175386 = -33326.241141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.637662 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.638105 sec): 3 clusters Score: Raw -10856.628982 + Penalty 112.500306 = -10744.128676 nChanged 58 SP:Iteration 1F (127.638520 sec): 3 clusters Score: Raw -10941.398417 + Penalty 34.018850 = -10907.379567 nChanged 6 SP:Iteration 2Q (127.638882 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 3F (127.639244 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.640170 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.640462 sec): 3 clusters Score: Raw -2697.267254 + Penalty 280.676516 = -2416.590738 nChanged 6 SP:Iteration 1F (127.640743 sec): 3 clusters Score: Raw -2717.421416 + Penalty 299.354425 = -2418.066991 nChanged 3 SP:Iteration 2F (127.641021 sec): 3 clusters Score: Raw -2731.199391 + Penalty 299.354425 = -2431.844966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.648318 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.650937 sec): 3 clusters Score: Raw -118352.444093 + Penalty 987.014232 = -117365.429862 nChanged 514 SP:Iteration 1F (127.653449 sec): 3 clusters Score: Raw -118680.645034 + Penalty 993.203838 = -117687.441197 nChanged 156 SP:Iteration 2F (127.655955 sec): 3 clusters Score: Raw -118847.528702 + Penalty 997.407248 = -117850.121454 nChanged 118 SP:Iteration 3F (127.658469 sec): 3 clusters Score: Raw -118951.244808 + Penalty 996.831760 = -117954.413048 nChanged 88 SP:Iteration 4F (127.660980 sec): 3 clusters Score: Raw -119010.780564 + Penalty 993.420277 = -118017.360287 nChanged 67 SP:Iteration 5Q (127.663486 sec): 3 clusters Score: Raw -119051.393371 + Penalty 991.007605 = -118060.385765 nChanged 42 SP:Iteration 6Q (127.665975 sec): 3 clusters Score: Raw -119072.471229 + Penalty 988.589389 = -118083.881839 nChanged 29 SP:Iteration 7Q (127.668410 sec): 3 clusters Score: Raw -119087.473987 + Penalty 987.601538 = -118099.872450 nChanged 16 SP:Iteration 8Q (127.670865 sec): 3 clusters Score: Raw -119095.223572 + Penalty 985.124225 = -118110.099347 nChanged 13 SP:Iteration 9Q (127.673295 sec): 3 clusters Score: Raw -119100.548887 + Penalty 983.923890 = -118116.624998 nChanged 14 SP:Iteration 10F (127.675802 sec): 3 clusters Score: Raw -119107.355207 + Penalty 982.033789 = -118125.321418 nChanged 11 SP:Iteration 11Q (127.678400 sec): 3 clusters Score: Raw -119113.410841 + Penalty 980.138432 = -118133.272408 nChanged 11 SP:Iteration 12Q (127.680957 sec): 3 clusters Score: Raw -119116.832496 + Penalty 978.800270 = -118138.032225 nChanged 8 SP:Iteration 13Q (127.683478 sec): 3 clusters Score: Raw -119119.479283 + Penalty 977.765217 = -118141.714067 nChanged 6 SP:Iteration 14Q (127.686124 sec): 3 clusters Score: Raw -119121.640743 + Penalty 976.781320 = -118144.859423 nChanged 4 SP:Iteration 15Q (127.688659 sec): 3 clusters Score: Raw -119122.580447 + Penalty 975.694482 = -118146.885964 nChanged 5 SP:Iteration 16Q (127.691150 sec): 3 clusters Score: Raw -119123.379389 + Penalty 974.936135 = -118148.443254 nChanged 5 SP:Iteration 17Q (127.693645 sec): 3 clusters Score: Raw -119124.646131 + Penalty 973.974319 = -118150.671812 nChanged 6 SP:Iteration 18Q (127.696126 sec): 3 clusters Score: Raw -119126.908837 + Penalty 972.854558 = -118154.054279 nChanged 11 SP:Iteration 19Q (127.698613 sec): 3 clusters Score: Raw -119130.509243 + Penalty 972.116091 = -118158.393153 nChanged 3 SP:Iteration 20F (127.701200 sec): 3 clusters Score: Raw -119132.021585 + Penalty 971.826159 = -118160.195427 nChanged 3 SP:Iteration 21Q (127.703653 sec): 3 clusters Score: Raw -119132.310571 + Penalty 972.026773 = -118160.283798 nChanged 3 SP:Iteration 22Q (127.706132 sec): 3 clusters Score: Raw -119132.541170 + Penalty 972.026773 = -118160.514397 nChanged 0 SP:Iteration 23F (127.708668 sec): 3 clusters Score: Raw -119132.541170 + Penalty 972.026773 = -118160.514397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.713472 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.715183 sec): 3 clusters Score: Raw -70095.844150 + Penalty 898.033163 = -69197.810987 nChanged 312 SP:Iteration 1F (127.716809 sec): 3 clusters Score: Raw -70310.973744 + Penalty 896.639395 = -69414.334349 nChanged 85 SP:Iteration 2F (127.718354 sec): 3 clusters Score: Raw -70370.028587 + Penalty 892.319517 = -69477.709070 nChanged 67 SP:Iteration 3F (127.719902 sec): 3 clusters Score: Raw -70410.925600 + Penalty 890.211190 = -69520.714410 nChanged 40 SP:Iteration 4F (127.721443 sec): 3 clusters Score: Raw -70435.941800 + Penalty 888.494228 = -69547.447571 nChanged 28 SP:Iteration 5Q (127.723048 sec): 3 clusters Score: Raw -70449.939075 + Penalty 887.956254 = -69561.982820 nChanged 17 SP:Iteration 6Q (127.724615 sec): 3 clusters Score: Raw -70462.768016 + Penalty 888.506945 = -69574.261071 nChanged 12 SP:Iteration 7Q (127.726179 sec): 3 clusters Score: Raw -70469.306792 + Penalty 887.831353 = -69581.475438 nChanged 6 SP:Iteration 8Q (127.727746 sec): 3 clusters Score: Raw -70472.864920 + Penalty 886.613557 = -69586.251363 nChanged 9 SP:Iteration 9Q (127.729307 sec): 3 clusters Score: Raw -70476.597988 + Penalty 886.012533 = -69590.585455 nChanged 5 SP:Iteration 10F (127.730847 sec): 3 clusters Score: Raw -70477.519833 + Penalty 885.243102 = -69592.276731 nChanged 7 SP:Iteration 11Q (127.732381 sec): 3 clusters Score: Raw -70479.478289 + Penalty 884.194300 = -69595.283989 nChanged 3 SP:Iteration 12Q (127.733914 sec): 3 clusters Score: Raw -70480.349961 + Penalty 883.475753 = -69596.874208 nChanged 1 SP:Iteration 13Q (127.735447 sec): 3 clusters Score: Raw -70481.242896 + Penalty 881.775477 = -69599.467419 nChanged 5 SP:Iteration 14Q (127.737004 sec): 3 clusters Score: Raw -70485.672069 + Penalty 880.999771 = -69604.672298 nChanged 4 SP:Iteration 15Q (127.738547 sec): 3 clusters Score: Raw -70487.658720 + Penalty 880.960547 = -69606.698173 nChanged 2 SP:Iteration 16Q (127.740121 sec): 3 clusters Score: Raw -70487.948717 + Penalty 880.973373 = -69606.975343 nChanged 2 SP:Iteration 17Q (127.741675 sec): 3 clusters Score: Raw -70488.182569 + Penalty 880.426791 = -69607.755778 nChanged 5 SP:Iteration 18Q (127.743350 sec): 3 clusters Score: Raw -70489.981792 + Penalty 880.526456 = -69609.455336 nChanged 3 SP:Iteration 19Q (127.744988 sec): 3 clusters Score: Raw -70490.454759 + Penalty 880.638821 = -69609.815938 nChanged 2 SP:Iteration 20F (127.746623 sec): 3 clusters Score: Raw -70490.790326 + Penalty 880.893845 = -69609.896481 nChanged 2 SP:Iteration 21Q (127.748201 sec): 3 clusters Score: Raw -70491.089740 + Penalty 880.826649 = -69610.263090 nChanged 4 SP:Iteration 22Q (127.749753 sec): 3 clusters Score: Raw -70492.879183 + Penalty 880.184627 = -69612.694556 nChanged 6 SP:Iteration 23Q (127.751281 sec): 3 clusters Score: Raw -70494.885096 + Penalty 881.409072 = -69613.476024 nChanged 5 SP:Iteration 24Q (127.752800 sec): 3 clusters Score: Raw -70496.342806 + Penalty 881.865150 = -69614.477656 nChanged 3 SP:Iteration 25Q (127.754352 sec): 3 clusters Score: Raw -70497.193805 + Penalty 881.865150 = -69615.328655 nChanged 0 SP:Iteration 26F (127.755949 sec): 3 clusters Score: Raw -70497.193805 + Penalty 881.865150 = -69615.328655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.758313 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.759663 sec): 3 clusters Score: Raw -55644.954139 + Penalty 1787.399422 = -53857.554718 nChanged 189 SP:Iteration 1F (127.760991 sec): 3 clusters Score: Raw -55834.623371 + Penalty 1787.106490 = -54047.516881 nChanged 44 SP:Iteration 2F (127.762338 sec): 3 clusters Score: Raw -55882.205750 + Penalty 1786.570116 = -54095.635634 nChanged 23 SP:Iteration 3Q (127.763651 sec): 3 clusters Score: Raw -55912.045035 + Penalty 1788.079441 = -54123.965595 nChanged 19 SP:Iteration 4Q (127.764947 sec): 3 clusters Score: Raw -55936.048073 + Penalty 1789.069287 = -54146.978786 nChanged 20 SP:Iteration 5Q (127.766238 sec): 3 clusters Score: Raw -55968.045477 + Penalty 1792.672360 = -54175.373118 nChanged 23 SP:Iteration 6Q (127.767530 sec): 3 clusters Score: Raw -56002.230388 + Penalty 1796.701379 = -54205.529009 nChanged 20 SP:Iteration 7Q (127.768812 sec): 3 clusters Score: Raw -56031.468276 + Penalty 1803.596922 = -54227.871354 nChanged 19 SP:Iteration 8Q (127.770086 sec): 3 clusters Score: Raw -56062.109346 + Penalty 1812.058003 = -54250.051343 nChanged 20 SP:Iteration 9Q (127.771325 sec): 3 clusters Score: Raw -56088.921630 + Penalty 1819.459084 = -54269.462546 nChanged 14 SP:Iteration 10F (127.772630 sec): 3 clusters Score: Raw -56111.220319 + Penalty 1826.733576 = -54284.486743 nChanged 18 SP:Iteration 11Q (127.773891 sec): 3 clusters Score: Raw -56141.177714 + Penalty 1831.684734 = -54309.492980 nChanged 12 SP:Iteration 12Q (127.775114 sec): 3 clusters Score: Raw -56161.090685 + Penalty 1832.682145 = -54328.408540 nChanged 7 SP:Iteration 13Q (127.776424 sec): 3 clusters Score: Raw -56171.115460 + Penalty 1834.548495 = -54336.566965 nChanged 3 SP:Iteration 14Q (127.777708 sec): 3 clusters Score: Raw -56173.915485 + Penalty 1834.736292 = -54339.179193 nChanged 2 SP:Iteration 15Q (127.778980 sec): 3 clusters Score: Raw -56177.538978 + Penalty 1836.121514 = -54341.417465 nChanged 2 SP:Iteration 16Q (127.780252 sec): 3 clusters Score: Raw -56179.081082 + Penalty 1836.334279 = -54342.746803 nChanged 2 SP:Iteration 17Q (127.781459 sec): 3 clusters Score: Raw -56181.672386 + Penalty 1836.334279 = -54345.338107 nChanged 0 SP:Iteration 18F (127.782801 sec): 3 clusters Score: Raw -56181.672386 + Penalty 1836.334279 = -54345.338107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.784520 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.785401 sec): 3 clusters Score: Raw -30609.977374 + Penalty 1886.380318 = -28723.597055 nChanged 85 SP:Iteration 1F (127.786272 sec): 3 clusters Score: Raw -30735.279562 + Penalty 1886.364337 = -28848.915225 nChanged 17 SP:Iteration 2Q (127.787233 sec): 3 clusters Score: Raw -30765.808231 + Penalty 1886.011123 = -28879.797108 nChanged 12 SP:Iteration 3Q (127.788114 sec): 3 clusters Score: Raw -30788.301677 + Penalty 1885.931160 = -28902.370518 nChanged 9 SP:Iteration 4Q (127.788986 sec): 3 clusters Score: Raw -30816.536492 + Penalty 1885.644620 = -28930.891873 nChanged 7 SP:Iteration 5Q (127.789849 sec): 3 clusters Score: Raw -30832.754042 + Penalty 1885.437756 = -28947.316286 nChanged 4 SP:Iteration 6Q (127.790720 sec): 3 clusters Score: Raw -30838.983420 + Penalty 1885.437756 = -28953.545664 nChanged 2 SP:Iteration 7Q (127.791637 sec): 3 clusters Score: Raw -30840.367334 + Penalty 1885.437756 = -28954.929578 nChanged 0 SP:Iteration 8F (127.792618 sec): 3 clusters Score: Raw -30840.367334 + Penalty 1885.437756 = -28954.929578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.797581 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.800322 sec): 3 clusters Score: Raw -111891.178267 + Penalty 1948.977339 = -109942.200928 nChanged 427 SP:Iteration 1F (127.802857 sec): 3 clusters Score: Raw -112264.405971 + Penalty 1957.922927 = -110306.483044 nChanged 146 SP:Iteration 2F (127.805277 sec): 3 clusters Score: Raw -112409.466823 + Penalty 1965.686259 = -110443.780564 nChanged 73 SP:Iteration 3F (127.807708 sec): 3 clusters Score: Raw -112487.600555 + Penalty 1972.056714 = -110515.543841 nChanged 59 SP:Iteration 4Q (127.810302 sec): 3 clusters Score: Raw -112554.853161 + Penalty 1980.464711 = -110574.388449 nChanged 47 SP:Iteration 5Q (127.812825 sec): 3 clusters Score: Raw -112591.096916 + Penalty 1983.052961 = -110608.043954 nChanged 24 SP:Iteration 6Q (127.815198 sec): 3 clusters Score: Raw -112609.916647 + Penalty 1984.778837 = -110625.137810 nChanged 13 SP:Iteration 7Q (127.817518 sec): 3 clusters Score: Raw -112617.017013 + Penalty 1986.844842 = -110630.172171 nChanged 9 SP:Iteration 8Q (127.819804 sec): 3 clusters Score: Raw -112621.554502 + Penalty 1987.917515 = -110633.636987 nChanged 7 SP:Iteration 9Q (127.822087 sec): 3 clusters Score: Raw -112625.769809 + Penalty 1989.116981 = -110636.652828 nChanged 5 SP:Iteration 10F (127.824440 sec): 3 clusters Score: Raw -112628.082357 + Penalty 1990.732985 = -110637.349372 nChanged 5 SP:Iteration 11Q (127.826783 sec): 3 clusters Score: Raw -112629.957195 + Penalty 1990.929097 = -110639.028098 nChanged 2 SP:Iteration 12Q (127.829144 sec): 3 clusters Score: Raw -112631.249839 + Penalty 1991.598767 = -110639.651071 nChanged 2 SP:Iteration 13Q (127.831475 sec): 3 clusters Score: Raw -112633.163735 + Penalty 1992.727765 = -110640.435971 nChanged 3 SP:Iteration 14Q (127.833765 sec): 3 clusters Score: Raw -112635.399065 + Penalty 1993.761957 = -110641.637108 nChanged 4 SP:Iteration 15Q (127.836036 sec): 3 clusters Score: Raw -112638.088683 + Penalty 1994.916926 = -110643.171757 nChanged 3 SP:Iteration 16Q (127.838346 sec): 3 clusters Score: Raw -112640.244431 + Penalty 1994.916926 = -110645.327505 nChanged 0 SP:Iteration 17F (127.840829 sec): 3 clusters Score: Raw -112640.244431 + Penalty 1994.916926 = -110645.327505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.843953 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.845443 sec): 3 clusters Score: Raw -62882.969590 + Penalty 919.906208 = -61963.063383 nChanged 266 SP:Iteration 1F (127.846897 sec): 3 clusters Score: Raw -63074.433441 + Penalty 915.060799 = -62159.372642 nChanged 98 SP:Iteration 2F (127.848356 sec): 3 clusters Score: Raw -63185.261681 + Penalty 912.444648 = -62272.817033 nChanged 68 SP:Iteration 3F (127.849851 sec): 3 clusters Score: Raw -63273.658237 + Penalty 913.936659 = -62359.721578 nChanged 71 SP:Iteration 4F (127.851329 sec): 3 clusters Score: Raw -63352.127147 + Penalty 920.532471 = -62431.594676 nChanged 43 SP:Iteration 5F (127.852800 sec): 3 clusters Score: Raw -63405.466861 + Penalty 926.317552 = -62479.149309 nChanged 21 SP:Iteration 6Q (127.854196 sec): 3 clusters Score: Raw -63428.478026 + Penalty 928.824238 = -62499.653787 nChanged 14 SP:Iteration 7Q (127.855549 sec): 3 clusters Score: Raw -63444.209455 + Penalty 931.735409 = -62512.474046 nChanged 6 SP:Iteration 8Q (127.856867 sec): 3 clusters Score: Raw -63448.976365 + Penalty 931.353496 = -62517.622868 nChanged 4 SP:Iteration 9Q (127.858165 sec): 3 clusters Score: Raw -63455.089108 + Penalty 934.527695 = -62520.561413 nChanged 5 SP:Iteration 10F (127.859681 sec): 3 clusters Score: Raw -63461.175488 + Penalty 937.062338 = -62524.113150 nChanged 2 SP:Iteration 11Q (127.860983 sec): 3 clusters Score: Raw -63462.082545 + Penalty 937.062338 = -62525.020207 nChanged 0 SP:Iteration 12F (127.862483 sec): 3 clusters Score: Raw -63462.082545 + Penalty 937.062338 = -62525.020207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.865298 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.866722 sec): 3 clusters Score: Raw -58902.989975 + Penalty 1852.024191 = -57050.965784 nChanged 179 SP:Iteration 1F (127.868075 sec): 3 clusters Score: Raw -59067.610798 + Penalty 1853.357030 = -57214.253768 nChanged 56 SP:Iteration 2F (127.869424 sec): 3 clusters Score: Raw -59132.192539 + Penalty 1854.395368 = -57277.797171 nChanged 21 SP:Iteration 3Q (127.870754 sec): 3 clusters Score: Raw -59163.942324 + Penalty 1856.137528 = -57307.804795 nChanged 29 SP:Iteration 4Q (127.872066 sec): 3 clusters Score: Raw -59201.934067 + Penalty 1856.563245 = -57345.370822 nChanged 15 SP:Iteration 5Q (127.873372 sec): 3 clusters Score: Raw -59221.555239 + Penalty 1857.846390 = -57363.708850 nChanged 11 SP:Iteration 6Q (127.874777 sec): 3 clusters Score: Raw -59228.120473 + Penalty 1858.929652 = -57369.190821 nChanged 7 SP:Iteration 7Q (127.876176 sec): 3 clusters Score: Raw -59236.803210 + Penalty 1859.851866 = -57376.951344 nChanged 13 SP:Iteration 8Q (127.877559 sec): 3 clusters Score: Raw -59249.372137 + Penalty 1860.965145 = -57388.406992 nChanged 9 SP:Iteration 9Q (127.878906 sec): 3 clusters Score: Raw -59254.979765 + Penalty 1861.982130 = -57392.997635 nChanged 7 SP:Iteration 10F (127.880254 sec): 3 clusters Score: Raw -59261.144109 + Penalty 1863.297356 = -57397.846752 nChanged 9 SP:Iteration 11Q (127.881562 sec): 3 clusters Score: Raw -59271.525027 + Penalty 1863.815115 = -57407.709912 nChanged 6 SP:Iteration 12Q (127.882865 sec): 3 clusters Score: Raw -59276.145273 + Penalty 1864.769510 = -57411.375763 nChanged 3 SP:Iteration 13Q (127.884167 sec): 3 clusters Score: Raw -59277.957633 + Penalty 1866.800130 = -57411.157503 nChanged 7 SP:Iteration 14F (127.885540 sec): 3 clusters Score: Raw -59283.741093 + Penalty 1867.484201 = -57416.256892 nChanged 8 SP:Iteration 15Q (127.886842 sec): 3 clusters Score: Raw -59295.094063 + Penalty 1869.364806 = -57425.729257 nChanged 10 SP:Iteration 16Q (127.888142 sec): 3 clusters Score: Raw -59308.087253 + Penalty 1870.891193 = -57437.196059 nChanged 9 SP:Iteration 17Q (127.889491 sec): 3 clusters Score: Raw -59319.366354 + Penalty 1870.954615 = -57448.411738 nChanged 8 SP:Iteration 18Q (127.890795 sec): 3 clusters Score: Raw -59327.863774 + Penalty 1871.369932 = -57456.493842 nChanged 2 SP:Iteration 19Q (127.892085 sec): 3 clusters Score: Raw -59329.391361 + Penalty 1871.470775 = -57457.920586 nChanged 2 SP:Iteration 20F (127.893438 sec): 3 clusters Score: Raw -59332.482963 + Penalty 1871.672730 = -57460.810233 nChanged 1 SP:Iteration 21Q (127.894711 sec): 3 clusters Score: Raw -59332.912689 + Penalty 1871.672730 = -57461.239959 nChanged 0 SP:Iteration 22F (127.896137 sec): 3 clusters Score: Raw -59332.912689 + Penalty 1871.672730 = -57461.239959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.898131 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.898993 sec): 3 clusters Score: Raw -30552.735366 + Penalty 1168.587973 = -29384.147393 nChanged 101 SP:Iteration 1F (127.899839 sec): 3 clusters Score: Raw -30652.658450 + Penalty 1168.393533 = -29484.264917 nChanged 29 SP:Iteration 2F (127.900685 sec): 3 clusters Score: Raw -30699.908040 + Penalty 1169.133514 = -29530.774526 nChanged 23 SP:Iteration 3F (127.901561 sec): 3 clusters Score: Raw -30728.852951 + Penalty 1170.355772 = -29558.497179 nChanged 9 SP:Iteration 4Q (127.902384 sec): 3 clusters Score: Raw -30738.176828 + Penalty 1170.121135 = -29568.055693 nChanged 7 SP:Iteration 5Q (127.903207 sec): 3 clusters Score: Raw -30743.325651 + Penalty 1172.054464 = -29571.271187 nChanged 7 SP:Iteration 6Q (127.904030 sec): 3 clusters Score: Raw -30751.513024 + Penalty 1172.751097 = -29578.761927 nChanged 7 SP:Iteration 7Q (127.904851 sec): 3 clusters Score: Raw -30760.354241 + Penalty 1172.454230 = -29587.900011 nChanged 6 SP:Iteration 8Q (127.905673 sec): 3 clusters Score: Raw -30768.405346 + Penalty 1173.446512 = -29594.958833 nChanged 6 SP:Iteration 9Q (127.906494 sec): 3 clusters Score: Raw -30772.802680 + Penalty 1173.411632 = -29599.391048 nChanged 2 SP:Iteration 10F (127.907395 sec): 3 clusters Score: Raw -30774.405011 + Penalty 1173.411632 = -29600.993380 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.910946 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.912818 sec): 3 clusters Score: Raw -77730.805978 + Penalty 1461.727124 = -76269.078854 nChanged 307 SP:Iteration 1F (127.914625 sec): 3 clusters Score: Raw -77914.128422 + Penalty 1461.727124 = -76452.401298 nChanged 96 SP:Iteration 2F (127.916429 sec): 3 clusters Score: Raw -77966.574440 + Penalty 1461.867797 = -76504.706643 nChanged 42 SP:Iteration 3Q (127.918198 sec): 3 clusters Score: Raw -77989.587239 + Penalty 1461.954673 = -76527.632566 nChanged 30 SP:Iteration 4Q (127.919965 sec): 3 clusters Score: Raw -78006.311902 + Penalty 1461.752719 = -76544.559182 nChanged 23 SP:Iteration 5Q (127.921725 sec): 3 clusters Score: Raw -78016.534561 + Penalty 1461.615218 = -76554.919344 nChanged 20 SP:Iteration 6Q (127.923486 sec): 3 clusters Score: Raw -78032.262333 + Penalty 1461.169486 = -76571.092848 nChanged 19 SP:Iteration 7Q (127.925251 sec): 3 clusters Score: Raw -78042.492395 + Penalty 1460.833750 = -76581.658646 nChanged 17 SP:Iteration 8Q (127.927008 sec): 3 clusters Score: Raw -78056.224603 + Penalty 1459.576136 = -76596.648467 nChanged 24 SP:Iteration 9Q (127.928765 sec): 3 clusters Score: Raw -78067.319570 + Penalty 1457.486021 = -76609.833549 nChanged 23 SP:Iteration 10F (127.930536 sec): 3 clusters Score: Raw -78081.914510 + Penalty 1453.849131 = -76628.065378 nChanged 29 SP:Iteration 11Q (127.932325 sec): 3 clusters Score: Raw -78095.907900 + Penalty 1449.999356 = -76645.908543 nChanged 25 SP:Iteration 12Q (127.934119 sec): 3 clusters Score: Raw -78112.824381 + Penalty 1445.810184 = -76667.014197 nChanged 26 SP:Iteration 13Q (127.935898 sec): 3 clusters Score: Raw -78125.912662 + Penalty 1442.678452 = -76683.234210 nChanged 18 SP:Iteration 14Q (127.937640 sec): 3 clusters Score: Raw -78136.435998 + Penalty 1440.668624 = -76695.767374 nChanged 15 SP:Iteration 15Q (127.939375 sec): 3 clusters Score: Raw -78145.898463 + Penalty 1436.957711 = -76708.940751 nChanged 21 SP:Iteration 16Q (127.941266 sec): 3 clusters Score: Raw -78159.959628 + Penalty 1433.369934 = -76726.589694 nChanged 23 SP:Iteration 17Q (127.943137 sec): 3 clusters Score: Raw -78175.139985 + Penalty 1429.455903 = -76745.684083 nChanged 19 SP:Iteration 18Q (127.944944 sec): 3 clusters Score: Raw -78186.408518 + Penalty 1426.847722 = -76759.560796 nChanged 12 SP:Iteration 19Q (127.946685 sec): 3 clusters Score: Raw -78193.576390 + Penalty 1423.303743 = -76770.272647 nChanged 12 SP:Iteration 20F (127.948490 sec): 3 clusters Score: Raw -78202.467853 + Penalty 1419.014684 = -76783.453169 nChanged 17 SP:Iteration 21Q (127.950240 sec): 3 clusters Score: Raw -78213.250330 + Penalty 1414.302395 = -76798.947935 nChanged 8 SP:Iteration 22Q (127.951946 sec): 3 clusters Score: Raw -78221.681194 + Penalty 1411.376955 = -76810.304239 nChanged 10 SP:Iteration 23Q (127.953682 sec): 3 clusters Score: Raw -78232.368489 + Penalty 1408.066537 = -76824.301952 nChanged 6 SP:Iteration 24Q (127.955379 sec): 3 clusters Score: Raw -78241.271431 + Penalty 1406.956414 = -76834.315017 nChanged 6 SP:Iteration 25Q (127.957065 sec): 3 clusters Score: Raw -78246.851072 + Penalty 1405.320978 = -76841.530093 nChanged 8 SP:Iteration 26Q (127.958749 sec): 3 clusters Score: Raw -78249.727129 + Penalty 1405.258850 = -76844.468279 nChanged 3 SP:Iteration 27Q (127.960427 sec): 3 clusters Score: Raw -78251.153605 + Penalty 1404.850878 = -76846.302727 nChanged 2 SP:Iteration 28Q (127.962106 sec): 3 clusters Score: Raw -78252.489648 + Penalty 1402.807268 = -76849.682379 nChanged 3 SP:Iteration 29Q (127.963880 sec): 3 clusters Score: Raw -78254.137574 + Penalty 1401.027487 = -76853.110087 nChanged 2 SP:Iteration 30F (127.965739 sec): 3 clusters Score: Raw -78257.826456 + Penalty 1401.257056 = -76856.569401 nChanged 2 SP:Iteration 31Q (127.967447 sec): 3 clusters Score: Raw -78258.268908 + Penalty 1401.257056 = -76857.011853 nChanged 0 SP:Iteration 32F (127.969222 sec): 3 clusters Score: Raw -78258.268908 + Penalty 1401.257056 = -76857.011853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.971388 sec): 2 clusters Score: Raw -31240.979055 + Penalty 441.148540 = -30799.830515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.972355 sec): 3 clusters Score: Raw -31077.437369 + Penalty 882.572379 = -30194.864990 nChanged 131 SP:Iteration 1F (127.973360 sec): 3 clusters Score: Raw -31195.832967 + Penalty 886.878964 = -30308.954003 nChanged 47 SP:Iteration 2F (127.974354 sec): 3 clusters Score: Raw -31268.277279 + Penalty 892.315752 = -30375.961526 nChanged 42 SP:Iteration 3F (127.975345 sec): 3 clusters Score: Raw -31324.584221 + Penalty 893.967147 = -30430.617074 nChanged 17 SP:Iteration 4Q (127.976300 sec): 3 clusters Score: Raw -31341.176170 + Penalty 895.864816 = -30445.311354 nChanged 9 SP:Iteration 5Q (127.977257 sec): 3 clusters Score: Raw -31353.025096 + Penalty 897.094424 = -30455.930671 nChanged 7 SP:Iteration 6Q (127.978207 sec): 3 clusters Score: Raw -31363.024726 + Penalty 895.933508 = -30467.091218 nChanged 7 SP:Iteration 7Q (127.979161 sec): 3 clusters Score: Raw -31373.683159 + Penalty 896.490936 = -30477.192222 nChanged 6 SP:Iteration 8Q (127.980135 sec): 3 clusters Score: Raw -31376.993995 + Penalty 896.162721 = -30480.831275 nChanged 3 SP:Iteration 9Q (127.981079 sec): 3 clusters Score: Raw -31379.957372 + Penalty 895.561533 = -30484.395839 nChanged 1 SP:Iteration 10F (127.982075 sec): 3 clusters Score: Raw -31380.239276 + Penalty 895.561533 = -30484.677743 nChanged 0 Deleting Class 11 (7 points): Lose 76.413327 but Gain 131.348236 Iteration 235F (128.498649 sec): 26 clusters Score: Raw -3015673.401576 + Penalty 21606.866374 = -2994066.535203 nChanged 7 Iteration 236F (128.983981 sec): 26 clusters Score: Raw -3015700.464580 + Penalty 21603.771233 = -2994096.693347 nChanged 5 Iteration 237Q (129.098252 sec): 26 clusters Score: Raw -3015706.566970 + Penalty 21614.618126 = -2994091.948844 nChanged 3 Iteration 238F (129.581261 sec): 26 clusters Score: Raw -3015722.078158 + Penalty 21614.618126 = -2994107.460032 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015722.078158 + Penalty 21614.618126 = -2994107.460032Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.720359 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.725584 sec): 3 clusters Score: Raw -228825.566276 + Penalty 313.136381 = -228512.429895 nChanged 1322 SP:Iteration 1F (129.730763 sec): 3 clusters Score: Raw -229753.214455 + Penalty 314.451584 = -229438.762871 nChanged 357 SP:Iteration 2F (129.736286 sec): 3 clusters Score: Raw -230062.224165 + Penalty 315.685144 = -229746.539021 nChanged 263 SP:Iteration 3F (129.741386 sec): 3 clusters Score: Raw -230257.279226 + Penalty 318.561082 = -229938.718144 nChanged 127 SP:Iteration 4Q (129.746446 sec): 3 clusters Score: Raw -230321.277114 + Penalty 321.882785 = -229999.394329 nChanged 91 SP:Iteration 5Q (129.751650 sec): 3 clusters Score: Raw -230362.634740 + Penalty 325.067060 = -230037.567681 nChanged 74 SP:Iteration 6Q (129.756633 sec): 3 clusters Score: Raw -230394.847137 + Penalty 327.752219 = -230067.094918 nChanged 65 SP:Iteration 7Q (129.761522 sec): 3 clusters Score: Raw -230421.877511 + Penalty 331.748976 = -230090.128535 nChanged 73 SP:Iteration 8Q (129.766363 sec): 3 clusters Score: Raw -230449.826346 + Penalty 334.098788 = -230115.727559 nChanged 60 SP:Iteration 9Q (129.771168 sec): 3 clusters Score: Raw -230469.341715 + Penalty 336.122051 = -230133.219664 nChanged 41 SP:Iteration 10F (129.776307 sec): 3 clusters Score: Raw -230479.617513 + Penalty 338.161517 = -230141.455996 nChanged 42 SP:Iteration 11Q (129.781031 sec): 3 clusters Score: Raw -230491.223355 + Penalty 339.783050 = -230151.440305 nChanged 31 SP:Iteration 12Q (129.786208 sec): 3 clusters Score: Raw -230497.585876 + Penalty 340.579073 = -230157.006803 nChanged 20 SP:Iteration 13Q (129.790960 sec): 3 clusters Score: Raw -230500.564930 + Penalty 341.373697 = -230159.191233 nChanged 16 SP:Iteration 14Q (129.795764 sec): 3 clusters Score: Raw -230502.354350 + Penalty 342.625050 = -230159.729300 nChanged 15 SP:Iteration 15Q (129.800441 sec): 3 clusters Score: Raw -230504.013005 + Penalty 343.117868 = -230160.895137 nChanged 11 SP:Iteration 16Q (129.805139 sec): 3 clusters Score: Raw -230505.190177 + Penalty 343.562645 = -230161.627532 nChanged 9 SP:Iteration 17Q (129.809845 sec): 3 clusters Score: Raw -230506.320564 + Penalty 344.282682 = -230162.037882 nChanged 17 SP:Iteration 18Q (129.814625 sec): 3 clusters Score: Raw -230508.784982 + Penalty 345.111895 = -230163.673087 nChanged 14 SP:Iteration 19Q (129.819682 sec): 3 clusters Score: Raw -230510.614187 + Penalty 345.687742 = -230164.926445 nChanged 9 SP:Iteration 20F (129.824825 sec): 3 clusters Score: Raw -230511.476403 + Penalty 345.842553 = -230165.633850 nChanged 5 SP:Iteration 21Q (129.829530 sec): 3 clusters Score: Raw -230512.111244 + Penalty 345.464870 = -230166.646374 nChanged 6 SP:Iteration 22Q (129.834232 sec): 3 clusters Score: Raw -230512.701945 + Penalty 345.834016 = -230166.867929 nChanged 7 SP:Iteration 23Q (129.839296 sec): 3 clusters Score: Raw -230513.683122 + Penalty 346.835427 = -230166.847695 nChanged 10 SP:Iteration 24F (129.844486 sec): 3 clusters Score: Raw -230514.934200 + Penalty 348.147686 = -230166.786514 nChanged 12 SP:Iteration 25F (129.849704 sec): 3 clusters Score: Raw -230516.264084 + Penalty 348.932837 = -230167.331246 nChanged 9 SP:Iteration 26Q (129.854657 sec): 3 clusters Score: Raw -230517.166840 + Penalty 350.316163 = -230166.850677 nChanged 12 SP:Iteration 27F (129.859775 sec): 3 clusters Score: Raw -230519.253212 + Penalty 350.905731 = -230168.347481 nChanged 8 SP:Iteration 28Q (129.864372 sec): 3 clusters Score: Raw -230521.944793 + Penalty 351.108541 = -230170.836252 nChanged 8 SP:Iteration 29Q (129.868950 sec): 3 clusters Score: Raw -230523.741503 + Penalty 352.245544 = -230171.495960 nChanged 10 SP:Iteration 30F (129.873972 sec): 3 clusters Score: Raw -230525.326436 + Penalty 352.760133 = -230172.566302 nChanged 7 SP:Iteration 31Q (129.878648 sec): 3 clusters Score: Raw -230526.042861 + Penalty 353.294755 = -230172.748107 nChanged 8 SP:Iteration 32Q (129.883400 sec): 3 clusters Score: Raw -230527.583286 + Penalty 353.821912 = -230173.761374 nChanged 11 SP:Iteration 33Q (129.888190 sec): 3 clusters Score: Raw -230529.551231 + Penalty 355.013097 = -230174.538133 nChanged 11 SP:Iteration 34Q (129.892819 sec): 3 clusters Score: Raw -230531.194461 + Penalty 355.492636 = -230175.701825 nChanged 10 SP:Iteration 35Q (129.897373 sec): 3 clusters Score: Raw -230532.628127 + Penalty 355.223957 = -230177.404170 nChanged 7 SP:Iteration 36Q (129.901943 sec): 3 clusters Score: Raw -230534.257239 + Penalty 355.489009 = -230178.768230 nChanged 10 SP:Iteration 37Q (129.906484 sec): 3 clusters Score: Raw -230535.489731 + Penalty 356.075253 = -230179.414478 nChanged 8 SP:Iteration 38Q (129.911071 sec): 3 clusters Score: Raw -230536.394491 + Penalty 355.882648 = -230180.511843 nChanged 6 SP:Iteration 39Q (129.915752 sec): 3 clusters Score: Raw -230537.397104 + Penalty 356.453513 = -230180.943591 nChanged 11 SP:Iteration 40F (129.921130 sec): 3 clusters Score: Raw -230538.844760 + Penalty 357.533630 = -230181.311129 nChanged 7 SP:Iteration 41Q (129.925752 sec): 3 clusters Score: Raw -230539.829265 + Penalty 358.561523 = -230181.267742 nChanged 8 SP:Iteration 42F (129.930793 sec): 3 clusters Score: Raw -230540.544653 + Penalty 359.113110 = -230181.431543 nChanged 7 SP:Iteration 43Q (129.935361 sec): 3 clusters Score: Raw -230541.250216 + Penalty 359.830843 = -230181.419373 nChanged 6 SP:Iteration 44F (129.940639 sec): 3 clusters Score: Raw -230541.619648 + Penalty 360.456430 = -230181.163218 nChanged 7 SP:Iteration 45F (129.945743 sec): 3 clusters Score: Raw -230542.197349 + Penalty 360.863237 = -230181.334113 nChanged 10 SP:Iteration 46Q (129.950505 sec): 3 clusters Score: Raw -230543.374852 + Penalty 361.146627 = -230182.228225 nChanged 9 SP:Iteration 47Q (129.955334 sec): 3 clusters Score: Raw -230544.758584 + Penalty 362.070816 = -230182.687768 nChanged 11 SP:Iteration 48Q (129.959836 sec): 3 clusters Score: Raw -230547.179087 + Penalty 363.088296 = -230184.090790 nChanged 13 SP:Iteration 49Q (129.964292 sec): 3 clusters Score: Raw -230549.220361 + Penalty 363.001707 = -230186.218654 nChanged 8 SP:Iteration 50F (129.969506 sec): 3 clusters Score: Raw -230550.627607 + Penalty 364.194188 = -230186.433419 nChanged 9 SP:Iteration 51Q (129.973986 sec): 3 clusters Score: Raw -230553.601865 + Penalty 364.166440 = -230189.435424 nChanged 10 SP:Iteration 52Q (129.978505 sec): 3 clusters Score: Raw -230556.848977 + Penalty 365.244466 = -230191.604511 nChanged 9 SP:Iteration 53Q (129.983176 sec): 3 clusters Score: Raw -230561.707085 + Penalty 365.530161 = -230196.176924 nChanged 11 SP:Iteration 54Q (129.987992 sec): 3 clusters Score: Raw -230567.859538 + Penalty 367.163973 = -230200.695565 nChanged 12 SP:Iteration 55Q (129.992482 sec): 3 clusters Score: Raw -230570.151756 + Penalty 367.569171 = -230202.582585 nChanged 11 SP:Iteration 56Q (129.996918 sec): 3 clusters Score: Raw -230571.551683 + Penalty 368.275922 = -230203.275761 nChanged 7 SP:Iteration 57Q (130.001404 sec): 3 clusters Score: Raw -230572.641276 + Penalty 367.885863 = -230204.755414 nChanged 9 SP:Iteration 58Q (130.005759 sec): 3 clusters Score: Raw -230574.417187 + Penalty 367.838556 = -230206.578631 nChanged 2 SP:Iteration 59Q (130.010124 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 60F (130.015287 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 61F (130.020615 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.021997 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.022315 sec): 3 clusters Score: Raw -3505.987796 + Penalty 298.430599 = -3207.557197 nChanged 12 SP:Iteration 1F (130.022620 sec): 3 clusters Score: Raw -3553.227053 + Penalty 298.430599 = -3254.796453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.023518 sec): 2 clusters Score: Raw -1190.231679 + Penalty 32.945330 = -1157.286350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.023735 sec): 3 clusters Score: Raw -1233.603044 + Penalty 65.118467 = -1168.484577 nChanged 2 SP:Iteration 1F (130.023945 sec): 3 clusters Score: Raw -1238.157549 + Penalty 65.890660 = -1172.266890 nChanged 1 SP:Iteration 2F (130.024155 sec): 3 clusters Score: Raw -1239.550990 + Penalty 65.890660 = -1173.660330 nChanged 0 Score: Raw -3036449.229843 + Penalty 21734.844075 = -3014714.385768 Splitting cluster 3 changes total score from -2994107.460032 to -3014714.385768 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.517289 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.520693 sec): 3 clusters Score: Raw -149187.264109 + Penalty 723.169043 = -148464.095067 nChanged 774 SP:Iteration 1F (130.523916 sec): 3 clusters Score: Raw -149668.965421 + Penalty 732.120379 = -148936.845042 nChanged 216 SP:Iteration 2F (130.527204 sec): 3 clusters Score: Raw -149867.826165 + Penalty 744.524857 = -149123.301308 nChanged 174 SP:Iteration 3F (130.530468 sec): 3 clusters Score: Raw -150018.010367 + Penalty 753.157885 = -149264.852482 nChanged 125 SP:Iteration 4F (130.533777 sec): 3 clusters Score: Raw -150102.247205 + Penalty 760.431645 = -149341.815560 nChanged 68 SP:Iteration 5Q (130.536948 sec): 3 clusters Score: Raw -150137.584904 + Penalty 764.701816 = -149372.883088 nChanged 44 SP:Iteration 6Q (130.540163 sec): 3 clusters Score: Raw -150158.592665 + Penalty 771.011778 = -149387.580887 nChanged 40 SP:Iteration 7Q (130.543379 sec): 3 clusters Score: Raw -150180.906285 + Penalty 777.055224 = -149403.851061 nChanged 34 SP:Iteration 8Q (130.546470 sec): 3 clusters Score: Raw -150196.366782 + Penalty 782.379577 = -149413.987205 nChanged 31 SP:Iteration 9Q (130.549724 sec): 3 clusters Score: Raw -150208.185346 + Penalty 785.916247 = -149422.269099 nChanged 18 SP:Iteration 10F (130.553149 sec): 3 clusters Score: Raw -150214.292029 + Penalty 789.930869 = -149424.361160 nChanged 14 SP:Iteration 11Q (130.556267 sec): 3 clusters Score: Raw -150217.381007 + Penalty 792.138432 = -149425.242575 nChanged 9 SP:Iteration 12Q (130.559320 sec): 3 clusters Score: Raw -150218.978090 + Penalty 795.184889 = -149423.793200 nChanged 6 SP:Iteration 13F (130.562544 sec): 3 clusters Score: Raw -150220.792511 + Penalty 797.754606 = -149423.037904 nChanged 9 SP:Iteration 14F (130.565720 sec): 3 clusters Score: Raw -150223.856614 + Penalty 798.388720 = -149425.467894 nChanged 12 SP:Iteration 15Q (130.569059 sec): 3 clusters Score: Raw -150227.982761 + Penalty 799.146379 = -149428.836383 nChanged 11 SP:Iteration 16Q (130.572368 sec): 3 clusters Score: Raw -150231.288046 + Penalty 797.881275 = -149433.406771 nChanged 6 SP:Iteration 17Q (130.575411 sec): 3 clusters Score: Raw -150232.830432 + Penalty 798.413339 = -149434.417093 nChanged 8 SP:Iteration 18Q (130.578372 sec): 3 clusters Score: Raw -150235.047665 + Penalty 800.884390 = -149434.163275 nChanged 8 SP:Iteration 19F (130.581544 sec): 3 clusters Score: Raw -150236.930016 + Penalty 800.848738 = -149436.081278 nChanged 8 SP:Iteration 20F (130.585035 sec): 3 clusters Score: Raw -150238.884234 + Penalty 798.780019 = -149440.104216 nChanged 11 SP:Iteration 21Q (130.588059 sec): 3 clusters Score: Raw -150245.992751 + Penalty 801.275151 = -149444.717600 nChanged 12 SP:Iteration 22Q (130.591006 sec): 3 clusters Score: Raw -150249.490802 + Penalty 799.197217 = -149450.293585 nChanged 5 SP:Iteration 23Q (130.593983 sec): 3 clusters Score: Raw -150250.543373 + Penalty 800.479607 = -149450.063766 nChanged 6 SP:Iteration 24F (130.597306 sec): 3 clusters Score: Raw -150251.762811 + Penalty 802.614815 = -149449.147996 nChanged 5 SP:Iteration 25F (130.600576 sec): 3 clusters Score: Raw -150252.547325 + Penalty 802.269588 = -149450.277737 nChanged 5 SP:Iteration 26Q (130.603500 sec): 3 clusters Score: Raw -150254.661757 + Penalty 802.891656 = -149451.770100 nChanged 4 SP:Iteration 27Q (130.606421 sec): 3 clusters Score: Raw -150256.044409 + Penalty 803.268034 = -149452.776375 nChanged 5 SP:Iteration 28Q (130.609382 sec): 3 clusters Score: Raw -150257.051192 + Penalty 803.643167 = -149453.408025 nChanged 6 SP:Iteration 29Q (130.612266 sec): 3 clusters Score: Raw -150259.333160 + Penalty 809.292468 = -149450.040692 nChanged 7 SP:Iteration 30F (130.615432 sec): 3 clusters Score: Raw -150262.809063 + Penalty 813.747939 = -149449.061123 nChanged 9 SP:Iteration 31F (130.618920 sec): 3 clusters Score: Raw -150266.520171 + Penalty 819.020643 = -149447.499527 nChanged 7 SP:Iteration 32F (130.622173 sec): 3 clusters Score: Raw -150269.649473 + Penalty 823.535783 = -149446.113691 nChanged 8 SP:Iteration 33F (130.625341 sec): 3 clusters Score: Raw -150274.187083 + Penalty 825.929879 = -149448.257204 nChanged 6 SP:Iteration 34Q (130.628144 sec): 3 clusters Score: Raw -150276.769723 + Penalty 824.203746 = -149452.565976 nChanged 5 SP:Iteration 35Q (130.630930 sec): 3 clusters Score: Raw -150279.076976 + Penalty 826.692852 = -149452.384124 nChanged 4 SP:Iteration 36F (130.634130 sec): 3 clusters Score: Raw -150281.019300 + Penalty 831.080959 = -149449.938341 nChanged 4 SP:Iteration 37F (130.637296 sec): 3 clusters Score: Raw -150282.411933 + Penalty 831.882120 = -149450.529813 nChanged 3 SP:Iteration 38Q (130.640060 sec): 3 clusters Score: Raw -150282.482818 + Penalty 832.710485 = -149449.772333 nChanged 2 SP:Iteration 39F (130.643345 sec): 3 clusters Score: Raw -150282.557170 + Penalty 831.909215 = -149450.647955 nChanged 2 SP:Iteration 40F (130.646570 sec): 3 clusters Score: Raw -150282.952130 + Penalty 832.398987 = -149450.553143 nChanged 1 SP:Iteration 41F (130.649843 sec): 3 clusters Score: Raw -150283.039699 + Penalty 835.082653 = -149447.957047 nChanged 3 SP:Iteration 42F (130.653297 sec): 3 clusters Score: Raw -150285.139189 + Penalty 834.271169 = -149450.868020 nChanged 2 SP:Iteration 43Q (130.656294 sec): 3 clusters Score: Raw -150285.793191 + Penalty 834.271169 = -149451.522021 nChanged 0 SP:Iteration 44F (130.659710 sec): 3 clusters Score: Raw -150285.793191 + Penalty 834.271169 = -149451.522021 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.759129 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.802690 sec): 3 clusters Score: Raw -1697098.551507 + Penalty 551.023228 = -1696547.528279 nChanged 10343 SP:Iteration 1F (130.847413 sec): 3 clusters Score: Raw -1706915.236086 + Penalty 659.476769 = -1706255.759317 nChanged 3676 SP:Iteration 2F (130.893137 sec): 3 clusters Score: Raw -1711389.430323 + Penalty 939.964844 = -1710449.465479 nChanged 316 SP:Iteration 3Q (130.939291 sec): 3 clusters Score: Raw -1711735.792509 + Penalty 1145.668191 = -1710590.124319 nChanged 15 SP:Iteration 4Q (130.976874 sec): 3 clusters Score: Raw -1711763.962413 + Penalty 1215.337302 = -1710548.625110 nChanged 3 SP:Iteration 5F (131.022178 sec): 3 clusters Score: Raw -1711771.673488 + Penalty 1252.750092 = -1710518.923396 nChanged 2 SP:Iteration 6F (131.068311 sec): 3 clusters Score: Raw -1711775.559199 + Penalty 1269.925728 = -1710505.633470 nChanged 1 SP:Iteration 7F (131.108267 sec): 3 clusters Score: Raw -1711777.887569 + Penalty 1269.925728 = -1710507.961841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.124438 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.126407 sec): 3 clusters Score: Raw -83558.718794 + Penalty 1361.158906 = -82197.559888 nChanged 336 SP:Iteration 1F (131.128274 sec): 3 clusters Score: Raw -83822.349855 + Penalty 1354.834452 = -82467.515403 nChanged 121 SP:Iteration 2F (131.130141 sec): 3 clusters Score: Raw -83905.113836 + Penalty 1351.012622 = -82554.101214 nChanged 58 SP:Iteration 3F (131.131998 sec): 3 clusters Score: Raw -83943.572843 + Penalty 1347.190310 = -82596.382533 nChanged 36 SP:Iteration 4Q (131.133877 sec): 3 clusters Score: Raw -83965.063380 + Penalty 1344.791882 = -82620.271498 nChanged 16 SP:Iteration 5Q (131.135816 sec): 3 clusters Score: Raw -83973.414372 + Penalty 1344.633750 = -82628.780622 nChanged 18 SP:Iteration 6Q (131.137736 sec): 3 clusters Score: Raw -83982.202479 + Penalty 1344.287184 = -82637.915295 nChanged 9 SP:Iteration 7Q (131.139638 sec): 3 clusters Score: Raw -83984.178370 + Penalty 1345.486728 = -82638.691642 nChanged 7 SP:Iteration 8Q (131.141492 sec): 3 clusters Score: Raw -83985.942281 + Penalty 1345.385285 = -82640.556996 nChanged 10 SP:Iteration 9Q (131.143345 sec): 3 clusters Score: Raw -83989.195708 + Penalty 1347.052169 = -82642.143539 nChanged 12 SP:Iteration 10F (131.145218 sec): 3 clusters Score: Raw -83992.776890 + Penalty 1347.700869 = -82645.076021 nChanged 14 SP:Iteration 11Q (131.147071 sec): 3 clusters Score: Raw -84000.009428 + Penalty 1352.014500 = -82647.994927 nChanged 23 SP:Iteration 12Q (131.148935 sec): 3 clusters Score: Raw -84015.256932 + Penalty 1361.348358 = -82653.908574 nChanged 24 SP:Iteration 13Q (131.150814 sec): 3 clusters Score: Raw -84032.098585 + Penalty 1371.879785 = -82660.218800 nChanged 23 SP:Iteration 14Q (131.152810 sec): 3 clusters Score: Raw -84047.470237 + Penalty 1379.877884 = -82667.592354 nChanged 20 SP:Iteration 15Q (131.154819 sec): 3 clusters Score: Raw -84058.282939 + Penalty 1385.222576 = -82673.060363 nChanged 14 SP:Iteration 16Q (131.156761 sec): 3 clusters Score: Raw -84065.390613 + Penalty 1392.269318 = -82673.121295 nChanged 13 SP:Iteration 17Q (131.158637 sec): 3 clusters Score: Raw -84073.454978 + Penalty 1399.097468 = -82674.357510 nChanged 12 SP:Iteration 18Q (131.160496 sec): 3 clusters Score: Raw -84079.826952 + Penalty 1405.255764 = -82674.571188 nChanged 11 SP:Iteration 19Q (131.162399 sec): 3 clusters Score: Raw -84085.129895 + Penalty 1408.391505 = -82676.738391 nChanged 5 SP:Iteration 20F (131.164286 sec): 3 clusters Score: Raw -84087.887545 + Penalty 1410.145074 = -82677.742471 nChanged 3 SP:Iteration 21Q (131.166250 sec): 3 clusters Score: Raw -84089.977387 + Penalty 1414.005562 = -82675.971825 nChanged 5 SP:Iteration 22F (131.168286 sec): 3 clusters Score: Raw -84094.070029 + Penalty 1421.071695 = -82672.998334 nChanged 6 SP:Iteration 23F (131.170279 sec): 3 clusters Score: Raw -84099.292276 + Penalty 1429.650582 = -82669.641694 nChanged 8 SP:Iteration 24F (131.172183 sec): 3 clusters Score: Raw -84105.790870 + Penalty 1432.615376 = -82673.175494 nChanged 5 SP:Iteration 25Q (131.174083 sec): 3 clusters Score: Raw -84109.251603 + Penalty 1432.592719 = -82676.658884 nChanged 1 SP:Iteration 26Q (131.175940 sec): 3 clusters Score: Raw -84109.814798 + Penalty 1434.916987 = -82674.897811 nChanged 2 SP:Iteration 27F (131.177787 sec): 3 clusters Score: Raw -84111.436584 + Penalty 1436.047432 = -82675.389152 nChanged 1 SP:Iteration 28Q (131.179647 sec): 3 clusters Score: Raw -84111.538044 + Penalty 1436.047432 = -82675.490613 nChanged 0 SP:Iteration 29F (131.181513 sec): 3 clusters Score: Raw -84111.538044 + Penalty 1436.047432 = -82675.490613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.185303 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.187078 sec): 3 clusters Score: Raw -65329.746290 + Penalty 1972.638486 = -63357.107804 nChanged 228 SP:Iteration 1F (131.188775 sec): 3 clusters Score: Raw -65573.467735 + Penalty 1971.411716 = -63602.056019 nChanged 82 SP:Iteration 2F (131.190409 sec): 3 clusters Score: Raw -65700.165701 + Penalty 1971.456243 = -63728.709457 nChanged 42 SP:Iteration 3F (131.192065 sec): 3 clusters Score: Raw -65751.819130 + Penalty 1972.039302 = -63779.779828 nChanged 26 SP:Iteration 4Q (131.193655 sec): 3 clusters Score: Raw -65788.950912 + Penalty 1972.554661 = -63816.396251 nChanged 23 SP:Iteration 5Q (131.195209 sec): 3 clusters Score: Raw -65813.184665 + Penalty 1972.927416 = -63840.257249 nChanged 8 SP:Iteration 6Q (131.196757 sec): 3 clusters Score: Raw -65825.959908 + Penalty 1973.296364 = -63852.663544 nChanged 6 SP:Iteration 7Q (131.198300 sec): 3 clusters Score: Raw -65830.397183 + Penalty 1973.657282 = -63856.739902 nChanged 2 SP:Iteration 8Q (131.199887 sec): 3 clusters Score: Raw -65831.505463 + Penalty 1974.008378 = -63857.497085 nChanged 2 SP:Iteration 9Q (131.201463 sec): 3 clusters Score: Raw -65833.739462 + Penalty 1974.352953 = -63859.386509 nChanged 2 SP:Iteration 10F (131.203069 sec): 3 clusters Score: Raw -65835.940905 + Penalty 1974.522654 = -63861.418251 nChanged 1 SP:Iteration 11Q (131.204608 sec): 3 clusters Score: Raw -65836.552575 + Penalty 1974.522654 = -63862.029921 nChanged 0 SP:Iteration 12F (131.206227 sec): 3 clusters Score: Raw -65836.552575 + Penalty 1974.522654 = -63862.029921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.207264 sec): 2 clusters Score: Raw -1301.511127 + Penalty 56.009322 = -1245.501805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.207502 sec): 3 clusters Score: Raw -1330.918868 + Penalty 124.179948 = -1206.738920 nChanged 2 SP:Iteration 1F (131.207734 sec): 3 clusters Score: Raw -1337.507589 + Penalty 124.179948 = -1213.327641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.208573 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.208838 sec): 3 clusters Score: Raw -1950.106944 + Penalty 288.873195 = -1661.233749 nChanged 6 SP:Iteration 1F (131.209102 sec): 3 clusters Score: Raw -1982.976112 + Penalty 420.846732 = -1562.129379 nChanged 5 SP:Iteration 2F (131.209366 sec): 3 clusters Score: Raw -2020.961505 + Penalty 420.846732 = -1600.114773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.212138 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.213665 sec): 3 clusters Score: Raw -62848.214580 + Penalty 1168.752787 = -61679.461793 nChanged 244 SP:Iteration 1F (131.215155 sec): 3 clusters Score: Raw -63041.367287 + Penalty 1172.865641 = -61868.501645 nChanged 72 SP:Iteration 2F (131.216633 sec): 3 clusters Score: Raw -63113.886457 + Penalty 1176.186996 = -61937.699461 nChanged 55 SP:Iteration 3F (131.218269 sec): 3 clusters Score: Raw -63163.354355 + Penalty 1176.778319 = -61986.576036 nChanged 38 SP:Iteration 4F (131.219848 sec): 3 clusters Score: Raw -63190.630440 + Penalty 1176.451194 = -62014.179246 nChanged 21 SP:Iteration 5Q (131.221407 sec): 3 clusters Score: Raw -63209.698094 + Penalty 1176.737024 = -62032.961070 nChanged 28 SP:Iteration 6Q (131.222891 sec): 3 clusters Score: Raw -63231.285750 + Penalty 1175.398216 = -62055.887534 nChanged 24 SP:Iteration 7Q (131.224343 sec): 3 clusters Score: Raw -63249.409251 + Penalty 1173.727567 = -62075.681684 nChanged 18 SP:Iteration 8Q (131.225849 sec): 3 clusters Score: Raw -63262.806025 + Penalty 1171.785940 = -62091.020085 nChanged 13 SP:Iteration 9Q (131.227326 sec): 3 clusters Score: Raw -63274.018924 + Penalty 1169.884906 = -62104.134018 nChanged 9 SP:Iteration 10F (131.228833 sec): 3 clusters Score: Raw -63282.446471 + Penalty 1168.790828 = -62113.655643 nChanged 9 SP:Iteration 11Q (131.230288 sec): 3 clusters Score: Raw -63289.604594 + Penalty 1169.266381 = -62120.338212 nChanged 6 SP:Iteration 12Q (131.231783 sec): 3 clusters Score: Raw -63292.969634 + Penalty 1167.649407 = -62125.320227 nChanged 5 SP:Iteration 13Q (131.233256 sec): 3 clusters Score: Raw -63295.601432 + Penalty 1165.826961 = -62129.774471 nChanged 6 SP:Iteration 14Q (131.234770 sec): 3 clusters Score: Raw -63301.133050 + Penalty 1165.238910 = -62135.894140 nChanged 6 SP:Iteration 15Q (131.236240 sec): 3 clusters Score: Raw -63306.181126 + Penalty 1163.650829 = -62142.530297 nChanged 8 SP:Iteration 16Q (131.237753 sec): 3 clusters Score: Raw -63311.635670 + Penalty 1163.482940 = -62148.152729 nChanged 4 SP:Iteration 17Q (131.239245 sec): 3 clusters Score: Raw -63314.051823 + Penalty 1163.342241 = -62150.709582 nChanged 4 SP:Iteration 18Q (131.240742 sec): 3 clusters Score: Raw -63316.515939 + Penalty 1163.023421 = -62153.492518 nChanged 3 SP:Iteration 19Q (131.242213 sec): 3 clusters Score: Raw -63318.185076 + Penalty 1162.973824 = -62155.211252 nChanged 1 SP:Iteration 20F (131.243702 sec): 3 clusters Score: Raw -63318.663236 + Penalty 1162.941814 = -62155.721422 nChanged 1 SP:Iteration 21Q (131.245166 sec): 3 clusters Score: Raw -63319.209168 + Penalty 1162.798877 = -62156.410291 nChanged 1 SP:Iteration 22Q (131.246622 sec): 3 clusters Score: Raw -63319.560169 + Penalty 1162.754445 = -62156.805725 nChanged 1 SP:Iteration 23Q (131.248063 sec): 3 clusters Score: Raw -63319.929735 + Penalty 1162.754445 = -62157.175290 nChanged 0 SP:Iteration 24F (131.249530 sec): 3 clusters Score: Raw -63319.929735 + Penalty 1162.754445 = -62157.175290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.252902 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.254005 sec): 3 clusters Score: Raw -39407.153262 + Penalty 786.572860 = -38620.580402 nChanged 169 SP:Iteration 1F (131.255092 sec): 3 clusters Score: Raw -39556.708783 + Penalty 803.236983 = -38753.471799 nChanged 50 SP:Iteration 2F (131.256184 sec): 3 clusters Score: Raw -39602.019978 + Penalty 821.243899 = -38780.776079 nChanged 23 SP:Iteration 3Q (131.257214 sec): 3 clusters Score: Raw -39624.333733 + Penalty 830.074865 = -38794.258868 nChanged 13 SP:Iteration 4Q (131.258244 sec): 3 clusters Score: Raw -39636.349116 + Penalty 841.393925 = -38794.955192 nChanged 11 SP:Iteration 5Q (131.259275 sec): 3 clusters Score: Raw -39649.437721 + Penalty 849.189535 = -38800.248186 nChanged 8 SP:Iteration 6Q (131.260294 sec): 3 clusters Score: Raw -39660.315226 + Penalty 863.518679 = -38796.796547 nChanged 7 SP:Iteration 7F (131.261332 sec): 3 clusters Score: Raw -39667.516503 + Penalty 864.747066 = -38802.769437 nChanged 3 SP:Iteration 8Q (131.262338 sec): 3 clusters Score: Raw -39669.532531 + Penalty 871.891471 = -38797.641060 nChanged 2 SP:Iteration 9F (131.263381 sec): 3 clusters Score: Raw -39671.354589 + Penalty 874.591248 = -38796.763341 nChanged 2 SP:Iteration 10F (131.264427 sec): 3 clusters Score: Raw -39672.749033 + Penalty 880.311850 = -38792.437183 nChanged 2 SP:Iteration 11F (131.265467 sec): 3 clusters Score: Raw -39674.237524 + Penalty 882.161452 = -38792.076072 nChanged 1 SP:Iteration 12F (131.266507 sec): 3 clusters Score: Raw -39675.959706 + Penalty 882.568099 = -38793.391606 nChanged 1 SP:Iteration 13Q (131.267501 sec): 3 clusters Score: Raw -39679.558960 + Penalty 880.020254 = -38799.538705 nChanged 2 SP:Iteration 14Q (131.268554 sec): 3 clusters Score: Raw -39682.545583 + Penalty 882.309804 = -38800.235779 nChanged 1 SP:Iteration 15Q (131.269588 sec): 3 clusters Score: Raw -39683.741888 + Penalty 882.536901 = -38801.204987 nChanged 1 SP:Iteration 16Q (131.270635 sec): 3 clusters Score: Raw -39684.311667 + Penalty 884.901615 = -38799.410052 nChanged 1 SP:Iteration 17F (131.271725 sec): 3 clusters Score: Raw -39684.374163 + Penalty 884.901615 = -38799.472548 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.281626 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.282937 sec): 3 clusters Score: Raw -56818.201595 + Penalty 1837.781876 = -54980.419719 nChanged 177 SP:Iteration 1F (131.284223 sec): 3 clusters Score: Raw -57002.302334 + Penalty 1843.666850 = -55158.635484 nChanged 69 SP:Iteration 2F (131.285682 sec): 3 clusters Score: Raw -57104.960546 + Penalty 1850.851259 = -55254.109287 nChanged 48 SP:Iteration 3F (131.287059 sec): 3 clusters Score: Raw -57169.373932 + Penalty 1857.945032 = -55311.428900 nChanged 28 SP:Iteration 4Q (131.288395 sec): 3 clusters Score: Raw -57214.877936 + Penalty 1864.958317 = -55349.919618 nChanged 24 SP:Iteration 5Q (131.289665 sec): 3 clusters Score: Raw -57248.899070 + Penalty 1872.091483 = -55376.807586 nChanged 20 SP:Iteration 6Q (131.290925 sec): 3 clusters Score: Raw -57281.873318 + Penalty 1875.705006 = -55406.168312 nChanged 15 SP:Iteration 7Q (131.292171 sec): 3 clusters Score: Raw -57298.595548 + Penalty 1875.349086 = -55423.246462 nChanged 12 SP:Iteration 8Q (131.293436 sec): 3 clusters Score: Raw -57314.449413 + Penalty 1875.678523 = -55438.770890 nChanged 7 SP:Iteration 9Q (131.294664 sec): 3 clusters Score: Raw -57325.383260 + Penalty 1876.880510 = -55448.502750 nChanged 10 SP:Iteration 10F (131.295979 sec): 3 clusters Score: Raw -57350.297721 + Penalty 1878.171281 = -55472.126441 nChanged 11 SP:Iteration 11Q (131.297213 sec): 3 clusters Score: Raw -57372.339970 + Penalty 1878.479111 = -55493.860859 nChanged 7 SP:Iteration 12Q (131.298412 sec): 3 clusters Score: Raw -57383.425856 + Penalty 1879.597907 = -55503.827949 nChanged 5 SP:Iteration 13Q (131.299608 sec): 3 clusters Score: Raw -57389.873541 + Penalty 1880.507727 = -55509.365814 nChanged 5 SP:Iteration 14Q (131.300799 sec): 3 clusters Score: Raw -57400.131974 + Penalty 1882.208498 = -55517.923476 nChanged 4 SP:Iteration 15Q (131.301995 sec): 3 clusters Score: Raw -57410.366317 + Penalty 1884.492709 = -55525.873609 nChanged 5 SP:Iteration 16Q (131.303175 sec): 3 clusters Score: Raw -57416.344686 + Penalty 1885.677808 = -55530.666877 nChanged 6 SP:Iteration 17Q (131.304353 sec): 3 clusters Score: Raw -57429.112944 + Penalty 1887.670103 = -55541.442841 nChanged 5 SP:Iteration 18Q (131.305526 sec): 3 clusters Score: Raw -57439.022361 + Penalty 1888.061926 = -55550.960435 nChanged 4 SP:Iteration 19Q (131.306697 sec): 3 clusters Score: Raw -57443.810088 + Penalty 1889.443974 = -55554.366114 nChanged 2 SP:Iteration 20F (131.308004 sec): 3 clusters Score: Raw -57447.300441 + Penalty 1890.628844 = -55556.671597 nChanged 2 SP:Iteration 21Q (131.309198 sec): 3 clusters Score: Raw -57450.895756 + Penalty 1890.628844 = -55560.266912 nChanged 0 SP:Iteration 22F (131.310505 sec): 3 clusters Score: Raw -57450.895756 + Penalty 1890.628844 = -55560.266912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.312870 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.313835 sec): 3 clusters Score: Raw -33849.620534 + Penalty 842.840465 = -33006.780069 nChanged 136 SP:Iteration 1F (131.314782 sec): 3 clusters Score: Raw -34009.512271 + Penalty 837.144533 = -33172.367738 nChanged 37 SP:Iteration 2F (131.315727 sec): 3 clusters Score: Raw -34051.410475 + Penalty 836.059610 = -33215.350864 nChanged 15 SP:Iteration 3Q (131.316691 sec): 3 clusters Score: Raw -34075.440232 + Penalty 837.522582 = -33237.917650 nChanged 8 SP:Iteration 4Q (131.317620 sec): 3 clusters Score: Raw -34082.934715 + Penalty 835.212773 = -33247.721942 nChanged 9 SP:Iteration 5Q (131.318649 sec): 3 clusters Score: Raw -34089.742011 + Penalty 834.750029 = -33254.991982 nChanged 4 SP:Iteration 6Q (131.319630 sec): 3 clusters Score: Raw -34091.999622 + Penalty 834.290471 = -33257.709151 nChanged 1 SP:Iteration 7Q (131.320585 sec): 3 clusters Score: Raw -34092.200659 + Penalty 835.139397 = -33257.061261 nChanged 1 SP:Iteration 8F (131.321567 sec): 3 clusters Score: Raw -34092.774921 + Penalty 834.820066 = -33257.954855 nChanged 1 SP:Iteration 9Q (131.322504 sec): 3 clusters Score: Raw -34094.118330 + Penalty 833.993226 = -33260.125104 nChanged 2 SP:Iteration 10F (131.323447 sec): 3 clusters Score: Raw -34094.761120 + Penalty 833.993226 = -33260.767894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.324871 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.325318 sec): 3 clusters Score: Raw -10857.651412 + Penalty 65.970674 = -10791.680738 nChanged 55 SP:Iteration 1F (131.325752 sec): 3 clusters Score: Raw -10906.672309 + Penalty 64.880112 = -10841.792197 nChanged 16 SP:Iteration 2F (131.326177 sec): 3 clusters Score: Raw -10927.227711 + Penalty 34.018850 = -10893.208860 nChanged 15 SP:Iteration 3F (131.326539 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.327449 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.327733 sec): 3 clusters Score: Raw -2676.914715 + Penalty 268.094296 = -2408.820418 nChanged 7 SP:Iteration 1F (131.328013 sec): 3 clusters Score: Raw -2696.535043 + Penalty 268.094296 = -2428.440747 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.335087 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.337726 sec): 3 clusters Score: Raw -118331.153639 + Penalty 996.251892 = -117334.901748 nChanged 548 SP:Iteration 1F (131.340340 sec): 3 clusters Score: Raw -118666.972983 + Penalty 1014.547032 = -117652.425951 nChanged 161 SP:Iteration 2F (131.342908 sec): 3 clusters Score: Raw -118823.571983 + Penalty 1036.601431 = -117786.970552 nChanged 115 SP:Iteration 3F (131.345489 sec): 3 clusters Score: Raw -118934.287582 + Penalty 1070.483199 = -117863.804383 nChanged 68 SP:Iteration 4F (131.348080 sec): 3 clusters Score: Raw -119001.463442 + Penalty 1119.800725 = -117881.662717 nChanged 41 SP:Iteration 5Q (131.350624 sec): 3 clusters Score: Raw -119053.068683 + Penalty 1162.016876 = -117891.051808 nChanged 28 SP:Iteration 6Q (131.353329 sec): 3 clusters Score: Raw -119092.113484 + Penalty 1199.142291 = -117892.971193 nChanged 14 SP:Iteration 7Q (131.355846 sec): 3 clusters Score: Raw -119117.458247 + Penalty 1226.850777 = -117890.607471 nChanged 11 SP:Iteration 8F (131.358444 sec): 3 clusters Score: Raw -119133.653390 + Penalty 1226.451916 = -117907.201474 nChanged 5 SP:Iteration 9Q (131.360642 sec): 3 clusters Score: Raw -119142.097017 + Penalty 1225.783969 = -117916.313049 nChanged 1 SP:Iteration 10F (131.363171 sec): 3 clusters Score: Raw -119142.537576 + Penalty 1225.657790 = -117916.879787 nChanged 1 SP:Iteration 11Q (131.365341 sec): 3 clusters Score: Raw -119144.184206 + Penalty 1225.657790 = -117918.526416 nChanged 0 SP:Iteration 12F (131.367961 sec): 3 clusters Score: Raw -119144.184206 + Penalty 1225.657790 = -117918.526416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.372700 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.374397 sec): 3 clusters Score: Raw -70106.319063 + Penalty 885.075613 = -69221.243450 nChanged 311 SP:Iteration 1F (131.376065 sec): 3 clusters Score: Raw -70338.062793 + Penalty 879.634462 = -69458.428331 nChanged 85 SP:Iteration 2F (131.377686 sec): 3 clusters Score: Raw -70415.338205 + Penalty 869.832264 = -69545.505941 nChanged 60 SP:Iteration 3F (131.379277 sec): 3 clusters Score: Raw -70479.117331 + Penalty 866.786327 = -69612.331004 nChanged 38 SP:Iteration 4Q (131.380849 sec): 3 clusters Score: Raw -70506.431145 + Penalty 867.100670 = -69639.330474 nChanged 25 SP:Iteration 5Q (131.382411 sec): 3 clusters Score: Raw -70520.400771 + Penalty 870.266773 = -69650.133998 nChanged 22 SP:Iteration 6Q (131.383975 sec): 3 clusters Score: Raw -70530.160411 + Penalty 872.173346 = -69657.987065 nChanged 12 SP:Iteration 7Q (131.385652 sec): 3 clusters Score: Raw -70533.422875 + Penalty 873.971610 = -69659.451265 nChanged 10 SP:Iteration 8Q (131.387250 sec): 3 clusters Score: Raw -70535.768927 + Penalty 876.231512 = -69659.537415 nChanged 10 SP:Iteration 9Q (131.388874 sec): 3 clusters Score: Raw -70539.270884 + Penalty 879.592334 = -69659.678550 nChanged 16 SP:Iteration 10F (131.390504 sec): 3 clusters Score: Raw -70544.108085 + Penalty 882.626456 = -69661.481629 nChanged 15 SP:Iteration 11Q (131.392054 sec): 3 clusters Score: Raw -70549.443453 + Penalty 886.764825 = -69662.678627 nChanged 15 SP:Iteration 12Q (131.393595 sec): 3 clusters Score: Raw -70554.669446 + Penalty 888.544845 = -69666.124601 nChanged 7 SP:Iteration 13Q (131.395108 sec): 3 clusters Score: Raw -70556.426504 + Penalty 890.313243 = -69666.113261 nChanged 7 SP:Iteration 14F (131.396721 sec): 3 clusters Score: Raw -70558.247656 + Penalty 891.944195 = -69666.303461 nChanged 6 SP:Iteration 15Q (131.398261 sec): 3 clusters Score: Raw -70560.110397 + Penalty 893.039889 = -69667.070508 nChanged 4 SP:Iteration 16Q (131.399802 sec): 3 clusters Score: Raw -70561.003200 + Penalty 894.459225 = -69666.543975 nChanged 5 SP:Iteration 17F (131.401390 sec): 3 clusters Score: Raw -70562.310882 + Penalty 896.151568 = -69666.159314 nChanged 6 SP:Iteration 18F (131.402955 sec): 3 clusters Score: Raw -70563.682590 + Penalty 898.745647 = -69664.936943 nChanged 9 SP:Iteration 19F (131.404505 sec): 3 clusters Score: Raw -70567.606197 + Penalty 902.082328 = -69665.523869 nChanged 13 SP:Iteration 20F (131.406051 sec): 3 clusters Score: Raw -70571.963200 + Penalty 906.063407 = -69665.899793 nChanged 13 SP:Iteration 21Q (131.407561 sec): 3 clusters Score: Raw -70575.206707 + Penalty 910.448336 = -69664.758371 nChanged 14 SP:Iteration 22F (131.409111 sec): 3 clusters Score: Raw -70578.444604 + Penalty 914.951233 = -69663.493371 nChanged 14 SP:Iteration 23F (131.410658 sec): 3 clusters Score: Raw -70582.798670 + Penalty 921.607562 = -69661.191108 nChanged 18 SP:Iteration 24F (131.412240 sec): 3 clusters Score: Raw -70589.508666 + Penalty 930.554304 = -69658.954362 nChanged 21 SP:Iteration 25F (131.413835 sec): 3 clusters Score: Raw -70596.595981 + Penalty 936.276992 = -69660.318990 nChanged 15 SP:Iteration 26Q (131.415372 sec): 3 clusters Score: Raw -70602.674732 + Penalty 941.885159 = -69660.789573 nChanged 17 SP:Iteration 27Q (131.416964 sec): 3 clusters Score: Raw -70609.616663 + Penalty 947.045338 = -69662.571325 nChanged 14 SP:Iteration 28Q (131.418617 sec): 3 clusters Score: Raw -70614.982563 + Penalty 950.018140 = -69664.964423 nChanged 6 SP:Iteration 29Q (131.420231 sec): 3 clusters Score: Raw -70616.923939 + Penalty 952.198499 = -69664.725440 nChanged 4 SP:Iteration 30F (131.421888 sec): 3 clusters Score: Raw -70618.124424 + Penalty 954.933550 = -69663.190874 nChanged 4 SP:Iteration 31F (131.423576 sec): 3 clusters Score: Raw -70619.959138 + Penalty 958.228774 = -69661.730364 nChanged 5 SP:Iteration 32F (131.425145 sec): 3 clusters Score: Raw -70622.311038 + Penalty 959.993696 = -69662.317342 nChanged 3 SP:Iteration 33Q (131.426630 sec): 3 clusters Score: Raw -70622.776025 + Penalty 960.356063 = -69662.419962 nChanged 1 SP:Iteration 34Q (131.428151 sec): 3 clusters Score: Raw -70622.734349 + Penalty 960.356063 = -69662.378287 nChanged 0 SP:Iteration 35F (131.429797 sec): 3 clusters Score: Raw -70622.734349 + Penalty 960.356063 = -69662.378287 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.432104 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.433459 sec): 3 clusters Score: Raw -55627.046733 + Penalty 1787.642692 = -53839.404041 nChanged 195 SP:Iteration 1F (131.434826 sec): 3 clusters Score: Raw -55805.146112 + Penalty 1789.827391 = -54015.318721 nChanged 45 SP:Iteration 2F (131.436157 sec): 3 clusters Score: Raw -55858.683698 + Penalty 1792.567833 = -54066.115865 nChanged 26 SP:Iteration 3Q (131.437473 sec): 3 clusters Score: Raw -55889.474773 + Penalty 1795.089035 = -54094.385738 nChanged 18 SP:Iteration 4Q (131.438781 sec): 3 clusters Score: Raw -55906.436880 + Penalty 1798.421665 = -54108.015215 nChanged 15 SP:Iteration 5Q (131.440099 sec): 3 clusters Score: Raw -55916.881229 + Penalty 1799.363061 = -54117.518168 nChanged 8 SP:Iteration 6Q (131.441417 sec): 3 clusters Score: Raw -55931.074995 + Penalty 1800.953891 = -54130.121104 nChanged 6 SP:Iteration 7Q (131.442715 sec): 3 clusters Score: Raw -55936.926480 + Penalty 1802.010135 = -54134.916345 nChanged 5 SP:Iteration 8Q (131.444014 sec): 3 clusters Score: Raw -55943.436658 + Penalty 1803.960618 = -54139.476040 nChanged 5 SP:Iteration 9Q (131.445319 sec): 3 clusters Score: Raw -55948.730806 + Penalty 1806.204092 = -54142.526714 nChanged 5 SP:Iteration 10F (131.446659 sec): 3 clusters Score: Raw -55953.320017 + Penalty 1806.204092 = -54147.115926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.448338 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.449294 sec): 3 clusters Score: Raw -30617.392932 + Penalty 1886.459935 = -28730.932997 nChanged 84 SP:Iteration 1F (131.450198 sec): 3 clusters Score: Raw -30739.878216 + Penalty 1886.168372 = -28853.709843 nChanged 21 SP:Iteration 2F (131.451101 sec): 3 clusters Score: Raw -30789.827488 + Penalty 1885.933603 = -28903.893885 nChanged 10 SP:Iteration 3Q (131.452002 sec): 3 clusters Score: Raw -30816.881463 + Penalty 1885.899205 = -28930.982257 nChanged 5 SP:Iteration 4Q (131.452883 sec): 3 clusters Score: Raw -30824.689127 + Penalty 1885.972687 = -28938.716440 nChanged 4 SP:Iteration 5Q (131.453746 sec): 3 clusters Score: Raw -30831.253050 + Penalty 1885.990139 = -28945.262911 nChanged 5 SP:Iteration 6Q (131.454604 sec): 3 clusters Score: Raw -30840.606516 + Penalty 1885.936850 = -28954.669666 nChanged 3 SP:Iteration 7Q (131.455460 sec): 3 clusters Score: Raw -30845.581647 + Penalty 1885.989937 = -28959.591710 nChanged 1 SP:Iteration 8Q (131.456311 sec): 3 clusters Score: Raw -30846.832603 + Penalty 1885.989937 = -28960.842666 nChanged 0 SP:Iteration 9F (131.457204 sec): 3 clusters Score: Raw -30846.832603 + Penalty 1885.989937 = -28960.842666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.461982 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.464426 sec): 3 clusters Score: Raw -111862.337828 + Penalty 1950.273610 = -109912.064217 nChanged 442 SP:Iteration 1F (131.466807 sec): 3 clusters Score: Raw -112133.861019 + Penalty 1963.168415 = -110170.692603 nChanged 141 SP:Iteration 2F (131.469259 sec): 3 clusters Score: Raw -112306.473245 + Penalty 1979.097450 = -110327.375795 nChanged 116 SP:Iteration 3F (131.471724 sec): 3 clusters Score: Raw -112450.186829 + Penalty 1992.719804 = -110457.467025 nChanged 84 SP:Iteration 4F (131.474289 sec): 3 clusters Score: Raw -112555.474545 + Penalty 2003.595262 = -110551.879283 nChanged 61 SP:Iteration 5Q (131.476742 sec): 3 clusters Score: Raw -112625.806491 + Penalty 2010.557193 = -110615.249298 nChanged 30 SP:Iteration 6Q (131.479053 sec): 3 clusters Score: Raw -112658.819916 + Penalty 2015.548452 = -110643.271464 nChanged 19 SP:Iteration 7Q (131.481306 sec): 3 clusters Score: Raw -112677.195654 + Penalty 2017.831678 = -110659.363976 nChanged 8 SP:Iteration 8Q (131.483554 sec): 3 clusters Score: Raw -112681.305283 + Penalty 2018.272462 = -110663.032821 nChanged 4 SP:Iteration 9Q (131.485916 sec): 3 clusters Score: Raw -112684.076219 + Penalty 2019.602966 = -110664.473253 nChanged 3 SP:Iteration 10F (131.488436 sec): 3 clusters Score: Raw -112686.320989 + Penalty 2019.736474 = -110666.584515 nChanged 1 SP:Iteration 11Q (131.490766 sec): 3 clusters Score: Raw -112687.409591 + Penalty 2019.736474 = -110667.673117 nChanged 0 SP:Iteration 12F (131.493145 sec): 3 clusters Score: Raw -112687.409591 + Penalty 2019.736474 = -110667.673117 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.496213 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.497743 sec): 3 clusters Score: Raw -62896.598269 + Penalty 924.596600 = -61972.001669 nChanged 269 SP:Iteration 1F (131.499270 sec): 3 clusters Score: Raw -63062.140703 + Penalty 925.747023 = -62136.393680 nChanged 78 SP:Iteration 2F (131.500813 sec): 3 clusters Score: Raw -63111.934597 + Penalty 927.712857 = -62184.221740 nChanged 52 SP:Iteration 3F (131.502325 sec): 3 clusters Score: Raw -63159.894989 + Penalty 932.142019 = -62227.752971 nChanged 53 SP:Iteration 4F (131.503844 sec): 3 clusters Score: Raw -63210.495667 + Penalty 935.961140 = -62274.534528 nChanged 50 SP:Iteration 5F (131.505361 sec): 3 clusters Score: Raw -63256.875419 + Penalty 937.827546 = -62319.047873 nChanged 38 SP:Iteration 6F (131.506878 sec): 3 clusters Score: Raw -63285.401015 + Penalty 938.785750 = -62346.615265 nChanged 19 SP:Iteration 7Q (131.508357 sec): 3 clusters Score: Raw -63302.798165 + Penalty 940.716207 = -62362.081958 nChanged 17 SP:Iteration 8Q (131.509817 sec): 3 clusters Score: Raw -63318.530579 + Penalty 939.234626 = -62379.295954 nChanged 11 SP:Iteration 9Q (131.511289 sec): 3 clusters Score: Raw -63331.803835 + Penalty 936.767513 = -62395.036322 nChanged 11 SP:Iteration 10F (131.512803 sec): 3 clusters Score: Raw -63353.621119 + Penalty 932.983583 = -62420.637536 nChanged 12 SP:Iteration 11Q (131.514290 sec): 3 clusters Score: Raw -63364.206125 + Penalty 932.491732 = -62431.714392 nChanged 7 SP:Iteration 12Q (131.515722 sec): 3 clusters Score: Raw -63366.868444 + Penalty 931.393900 = -62435.474543 nChanged 2 SP:Iteration 13Q (131.517147 sec): 3 clusters Score: Raw -63366.994934 + Penalty 930.852203 = -62436.142731 nChanged 1 SP:Iteration 14Q (131.518574 sec): 3 clusters Score: Raw -63367.126756 + Penalty 930.852203 = -62436.274554 nChanged 0 SP:Iteration 15F (131.520204 sec): 3 clusters Score: Raw -63367.126756 + Penalty 930.852203 = -62436.274554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.523020 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.524491 sec): 3 clusters Score: Raw -58927.466160 + Penalty 1851.324291 = -57076.141869 nChanged 162 SP:Iteration 1F (131.525866 sec): 3 clusters Score: Raw -59075.640472 + Penalty 1851.035009 = -57224.605463 nChanged 39 SP:Iteration 2F (131.527224 sec): 3 clusters Score: Raw -59110.953323 + Penalty 1850.919578 = -57260.033745 nChanged 17 SP:Iteration 3Q (131.528567 sec): 3 clusters Score: Raw -59124.848328 + Penalty 1850.614866 = -57274.233461 nChanged 11 SP:Iteration 4Q (131.529896 sec): 3 clusters Score: Raw -59133.381555 + Penalty 1850.112506 = -57283.269049 nChanged 10 SP:Iteration 5Q (131.531250 sec): 3 clusters Score: Raw -59144.293213 + Penalty 1849.351833 = -57294.941381 nChanged 14 SP:Iteration 6Q (131.532591 sec): 3 clusters Score: Raw -59162.041856 + Penalty 1849.550762 = -57312.491094 nChanged 6 SP:Iteration 7Q (131.533935 sec): 3 clusters Score: Raw -59167.973998 + Penalty 1849.455091 = -57318.518907 nChanged 4 SP:Iteration 8Q (131.535313 sec): 3 clusters Score: Raw -59172.229689 + Penalty 1849.388440 = -57322.841249 nChanged 2 SP:Iteration 9Q (131.536660 sec): 3 clusters Score: Raw -59173.230658 + Penalty 1849.233590 = -57323.997068 nChanged 1 SP:Iteration 10F (131.538020 sec): 3 clusters Score: Raw -59173.836867 + Penalty 1849.083384 = -57324.753483 nChanged 1 SP:Iteration 11Q (131.539362 sec): 3 clusters Score: Raw -59174.623702 + Penalty 1849.083384 = -57325.540317 nChanged 0 SP:Iteration 12F (131.540719 sec): 3 clusters Score: Raw -59174.623702 + Penalty 1849.083384 = -57325.540317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.542660 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.543530 sec): 3 clusters Score: Raw -30536.463475 + Penalty 1168.310130 = -29368.153346 nChanged 99 SP:Iteration 1F (131.544383 sec): 3 clusters Score: Raw -30624.641173 + Penalty 1167.627077 = -29457.014095 nChanged 20 SP:Iteration 2F (131.545237 sec): 3 clusters Score: Raw -30643.950874 + Penalty 1168.165868 = -29475.785006 nChanged 14 SP:Iteration 3Q (131.546082 sec): 3 clusters Score: Raw -30671.939641 + Penalty 1168.067576 = -29503.872066 nChanged 16 SP:Iteration 4Q (131.546921 sec): 3 clusters Score: Raw -30691.956740 + Penalty 1168.398527 = -29523.558213 nChanged 10 SP:Iteration 5Q (131.547761 sec): 3 clusters Score: Raw -30703.416533 + Penalty 1167.618537 = -29535.797996 nChanged 5 SP:Iteration 6Q (131.548592 sec): 3 clusters Score: Raw -30712.135270 + Penalty 1166.898668 = -29545.236601 nChanged 2 SP:Iteration 7Q (131.549430 sec): 3 clusters Score: Raw -30717.799083 + Penalty 1166.570041 = -29551.229042 nChanged 1 SP:Iteration 8Q (131.550262 sec): 3 clusters Score: Raw -30721.647430 + Penalty 1166.376330 = -29555.271100 nChanged 2 SP:Iteration 9Q (131.551091 sec): 3 clusters Score: Raw -30724.380611 + Penalty 1166.376330 = -29558.004281 nChanged 0 SP:Iteration 10F (131.552036 sec): 3 clusters Score: Raw -30724.380611 + Penalty 1166.376330 = -29558.004281 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.555657 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.557589 sec): 3 clusters Score: Raw -77730.583676 + Penalty 1461.653767 = -76268.929909 nChanged 289 SP:Iteration 1F (131.559422 sec): 3 clusters Score: Raw -77899.411394 + Penalty 1460.628998 = -76438.782396 nChanged 101 SP:Iteration 2F (131.561248 sec): 3 clusters Score: Raw -77974.629893 + Penalty 1460.982309 = -76513.647584 nChanged 69 SP:Iteration 3F (131.563050 sec): 3 clusters Score: Raw -78034.634479 + Penalty 1467.059318 = -76567.575161 nChanged 60 SP:Iteration 4F (131.564859 sec): 3 clusters Score: Raw -78078.404389 + Penalty 1471.186135 = -76607.218254 nChanged 36 SP:Iteration 5Q (131.566621 sec): 3 clusters Score: Raw -78103.304294 + Penalty 1476.912059 = -76626.392235 nChanged 27 SP:Iteration 6Q (131.568441 sec): 3 clusters Score: Raw -78120.538133 + Penalty 1484.464367 = -76636.073766 nChanged 26 SP:Iteration 7Q (131.570368 sec): 3 clusters Score: Raw -78138.837540 + Penalty 1491.917877 = -76646.919662 nChanged 30 SP:Iteration 8Q (131.572263 sec): 3 clusters Score: Raw -78161.113423 + Penalty 1507.050041 = -76654.063381 nChanged 23 SP:Iteration 9Q (131.574083 sec): 3 clusters Score: Raw -78180.887337 + Penalty 1523.720933 = -76657.166404 nChanged 22 SP:Iteration 10F (131.575966 sec): 3 clusters Score: Raw -78206.379545 + Penalty 1545.697579 = -76660.681966 nChanged 29 SP:Iteration 11Q (131.577869 sec): 3 clusters Score: Raw -78254.498052 + Penalty 1570.032383 = -76684.465669 nChanged 29 SP:Iteration 12Q (131.579635 sec): 3 clusters Score: Raw -78306.185261 + Penalty 1572.593365 = -76733.591895 nChanged 18 SP:Iteration 13Q (131.581331 sec): 3 clusters Score: Raw -78328.589189 + Penalty 1577.729959 = -76750.859229 nChanged 13 SP:Iteration 14Q (131.583005 sec): 3 clusters Score: Raw -78349.022015 + Penalty 1582.687010 = -76766.335005 nChanged 12 SP:Iteration 15Q (131.584641 sec): 3 clusters Score: Raw -78363.965036 + Penalty 1584.261504 = -76779.703532 nChanged 9 SP:Iteration 16Q (131.586281 sec): 3 clusters Score: Raw -78371.882367 + Penalty 1579.780797 = -76792.101570 nChanged 9 SP:Iteration 17Q (131.588075 sec): 3 clusters Score: Raw -78378.395150 + Penalty 1579.275463 = -76799.119687 nChanged 1 SP:Iteration 18Q (131.589797 sec): 3 clusters Score: Raw -78378.567144 + Penalty 1579.275463 = -76799.291680 nChanged 0 SP:Iteration 19F (131.591686 sec): 3 clusters Score: Raw -78378.567144 + Penalty 1579.275463 = -76799.291680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.593836 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.594807 sec): 3 clusters Score: Raw -31215.491246 + Penalty 881.328479 = -30334.162768 nChanged 120 SP:Iteration 1F (131.595763 sec): 3 clusters Score: Raw -31321.327871 + Penalty 881.136804 = -30440.191066 nChanged 38 SP:Iteration 2F (131.596717 sec): 3 clusters Score: Raw -31365.885708 + Penalty 882.341257 = -30483.544451 nChanged 23 SP:Iteration 3F (131.597676 sec): 3 clusters Score: Raw -31396.603950 + Penalty 882.293843 = -30514.310107 nChanged 13 SP:Iteration 4Q (131.598618 sec): 3 clusters Score: Raw -31413.864616 + Penalty 883.594238 = -30530.270378 nChanged 11 SP:Iteration 5Q (131.599558 sec): 3 clusters Score: Raw -31437.303704 + Penalty 883.251658 = -30554.052045 nChanged 11 SP:Iteration 6Q (131.600491 sec): 3 clusters Score: Raw -31449.529022 + Penalty 883.235734 = -30566.293289 nChanged 9 SP:Iteration 7Q (131.601417 sec): 3 clusters Score: Raw -31460.197034 + Penalty 883.642416 = -30576.554618 nChanged 2 SP:Iteration 8Q (131.602347 sec): 3 clusters Score: Raw -31462.341474 + Penalty 883.468268 = -30578.873207 nChanged 2 SP:Iteration 9Q (131.603267 sec): 3 clusters Score: Raw -31467.720048 + Penalty 883.450229 = -30584.269819 nChanged 5 SP:Iteration 10F (131.604236 sec): 3 clusters Score: Raw -31474.762339 + Penalty 883.098178 = -30591.664161 nChanged 3 SP:Iteration 11Q (131.605212 sec): 3 clusters Score: Raw -31478.519816 + Penalty 882.898975 = -30595.620842 nChanged 3 SP:Iteration 12Q (131.606174 sec): 3 clusters Score: Raw -31480.991789 + Penalty 882.785395 = -30598.206394 nChanged 1 SP:Iteration 13Q (131.607130 sec): 3 clusters Score: Raw -31481.839912 + Penalty 882.747825 = -30599.092087 nChanged 1 SP:Iteration 14Q (131.608085 sec): 3 clusters Score: Raw -31482.548422 + Penalty 882.643552 = -30599.904871 nChanged 1 SP:Iteration 15Q (131.609044 sec): 3 clusters Score: Raw -31482.851518 + Penalty 882.643552 = -30600.207966 nChanged 0 SP:Iteration 16F (131.609996 sec): 3 clusters Score: Raw -31482.851518 + Penalty 882.643552 = -30600.207966 nChanged 0 Iteration 239F (132.125974 sec): 27 clusters Score: Raw -3015770.659067 + Penalty 21734.844075 = -2994035.814991 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015770.659067 + Penalty 21734.844075 = -2994035.814991Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.258257 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.263426 sec): 3 clusters Score: Raw -228813.159343 + Penalty 311.513012 = -228501.646331 nChanged 1310 SP:Iteration 1F (132.268580 sec): 3 clusters Score: Raw -229988.108414 + Penalty 326.167304 = -229661.941111 nChanged 338 SP:Iteration 2F (132.274031 sec): 3 clusters Score: Raw -230377.771232 + Penalty 357.859612 = -230019.911620 nChanged 152 SP:Iteration 3F (132.279185 sec): 3 clusters Score: Raw -230558.350713 + Penalty 355.405135 = -230202.945577 nChanged 34 SP:Iteration 4Q (132.283688 sec): 3 clusters Score: Raw -230597.015663 + Penalty 342.796431 = -230254.219232 nChanged 2 SP:Iteration 5Q (132.287777 sec): 3 clusters Score: Raw -230596.360607 + Penalty 311.985305 = -230284.375301 nChanged 3 SP:Iteration 6Q (132.291770 sec): 3 clusters Score: Raw -230596.899556 + Penalty 155.743991 = -230441.155564 nChanged 2 SP:Iteration 7Q (132.295867 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP:Iteration 8F (132.299825 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.301116 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.301478 sec): 3 clusters Score: Raw -3470.870342 + Penalty 295.641255 = -3175.229086 nChanged 15 SP:Iteration 1F (132.301783 sec): 3 clusters Score: Raw -3516.502921 + Penalty 331.913998 = -3184.588923 nChanged 4 SP:Iteration 2F (132.302081 sec): 3 clusters Score: Raw -3551.234457 + Penalty 331.913998 = -3219.320459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.302922 sec): 2 clusters Score: Raw -631.899445 + Penalty 20.873633 = -611.025812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.303117 sec): 3 clusters Score: Raw -646.195812 + Penalty 44.219145 = -601.976667 nChanged 2 SP:Iteration 1F (132.303308 sec): 3 clusters Score: Raw -659.566229 + Penalty 51.634778 = -607.931451 nChanged 1 SP:Iteration 2F (132.303498 sec): 3 clusters Score: Raw -669.852455 + Penalty 51.634778 = -618.217677 nChanged 0 Score: Raw -3036486.966677 + Penalty 21882.511974 = -3014604.454703 Splitting cluster 3 changes total score from -2994035.814991 to -3014604.454703 So it's getting split into cluster 12. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.805275 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.808875 sec): 3 clusters Score: Raw -149216.691242 + Penalty 743.672310 = -148473.018931 nChanged 740 SP:Iteration 1F (132.812239 sec): 3 clusters Score: Raw -149796.389684 + Penalty 768.107313 = -149028.282370 nChanged 197 SP:Iteration 2F (132.815442 sec): 3 clusters Score: Raw -149976.852468 + Penalty 791.194333 = -149185.658135 nChanged 136 SP:Iteration 3F (132.818670 sec): 3 clusters Score: Raw -150079.213144 + Penalty 799.997292 = -149279.215852 nChanged 64 SP:Iteration 4Q (132.822022 sec): 3 clusters Score: Raw -150117.458934 + Penalty 802.393449 = -149315.065484 nChanged 49 SP:Iteration 5Q (132.825258 sec): 3 clusters Score: Raw -150137.652609 + Penalty 807.670475 = -149329.982135 nChanged 37 SP:Iteration 6Q (132.828459 sec): 3 clusters Score: Raw -150150.372396 + Penalty 810.729699 = -149339.642697 nChanged 19 SP:Iteration 7Q (132.831623 sec): 3 clusters Score: Raw -150159.354938 + Penalty 812.773950 = -149346.580989 nChanged 26 SP:Iteration 8Q (132.834777 sec): 3 clusters Score: Raw -150171.558748 + Penalty 823.602130 = -149347.956618 nChanged 25 SP:Iteration 9Q (132.838201 sec): 3 clusters Score: Raw -150182.723851 + Penalty 831.595459 = -149351.128393 nChanged 19 SP:Iteration 10F (132.841578 sec): 3 clusters Score: Raw -150190.577317 + Penalty 836.267779 = -149354.309538 nChanged 16 SP:Iteration 11Q (132.844735 sec): 3 clusters Score: Raw -150196.455050 + Penalty 841.113925 = -149355.341126 nChanged 18 SP:Iteration 12Q (132.847969 sec): 3 clusters Score: Raw -150205.614360 + Penalty 848.794888 = -149356.819472 nChanged 16 SP:Iteration 13Q (132.851087 sec): 3 clusters Score: Raw -150215.521278 + Penalty 846.501697 = -149369.019582 nChanged 17 SP:Iteration 14Q (132.854215 sec): 3 clusters Score: Raw -150225.735648 + Penalty 844.396654 = -149381.338994 nChanged 13 SP:Iteration 15Q (132.857291 sec): 3 clusters Score: Raw -150233.191680 + Penalty 841.151118 = -149392.040562 nChanged 12 SP:Iteration 16Q (132.860358 sec): 3 clusters Score: Raw -150241.958317 + Penalty 839.237241 = -149402.721076 nChanged 9 SP:Iteration 17Q (132.863361 sec): 3 clusters Score: Raw -150246.955594 + Penalty 840.441115 = -149406.514479 nChanged 8 SP:Iteration 18Q (132.866345 sec): 3 clusters Score: Raw -150250.456397 + Penalty 843.530599 = -149406.925798 nChanged 12 SP:Iteration 19Q (132.869335 sec): 3 clusters Score: Raw -150256.642141 + Penalty 844.518796 = -149412.123345 nChanged 11 SP:Iteration 20F (132.872834 sec): 3 clusters Score: Raw -150263.817931 + Penalty 843.669655 = -149420.148276 nChanged 8 SP:Iteration 21Q (132.875810 sec): 3 clusters Score: Raw -150271.201655 + Penalty 841.488759 = -149429.712896 nChanged 7 SP:Iteration 22Q (132.878700 sec): 3 clusters Score: Raw -150279.293702 + Penalty 842.334460 = -149436.959241 nChanged 2 SP:Iteration 23Q (132.881506 sec): 3 clusters Score: Raw -150280.093807 + Penalty 840.922844 = -149439.170964 nChanged 2 SP:Iteration 24Q (132.884298 sec): 3 clusters Score: Raw -150280.655212 + Penalty 841.686457 = -149438.968755 nChanged 2 SP:Iteration 25F (132.887547 sec): 3 clusters Score: Raw -150281.755046 + Penalty 842.914714 = -149438.840332 nChanged 3 SP:Iteration 26F (132.890843 sec): 3 clusters Score: Raw -150284.548566 + Penalty 844.677919 = -149439.870647 nChanged 4 SP:Iteration 27Q (132.893627 sec): 3 clusters Score: Raw -150287.906524 + Penalty 846.683463 = -149441.223060 nChanged 2 SP:Iteration 28Q (132.896374 sec): 3 clusters Score: Raw -150288.170316 + Penalty 846.683463 = -149441.486853 nChanged 0 SP:Iteration 29F (132.899586 sec): 3 clusters Score: Raw -150288.170316 + Penalty 846.683463 = -149441.486853 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.996807 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.038160 sec): 3 clusters Score: Raw -1697220.608917 + Penalty 614.606310 = -1696606.002607 nChanged 10374 SP:Iteration 1F (133.078199 sec): 3 clusters Score: Raw -1706675.943534 + Penalty 615.267023 = -1706060.676511 nChanged 3119 SP:Iteration 2F (133.118213 sec): 3 clusters Score: Raw -1710400.301800 + Penalty 566.522824 = -1709833.778976 nChanged 939 SP:Iteration 3Q (133.159868 sec): 3 clusters Score: Raw -1711436.299385 + Penalty 502.129903 = -1710934.169482 nChanged 270 SP:Iteration 4Q (133.194384 sec): 3 clusters Score: Raw -1711719.572930 + Penalty 476.168552 = -1711243.404378 nChanged 66 SP:Iteration 5Q (133.226650 sec): 3 clusters Score: Raw -1711771.130814 + Penalty 469.404612 = -1711301.726202 nChanged 36 SP:Iteration 6Q (133.258252 sec): 3 clusters Score: Raw -1711792.906030 + Penalty 471.273733 = -1711321.632297 nChanged 21 SP:Iteration 7Q (133.289524 sec): 3 clusters Score: Raw -1711804.167135 + Penalty 465.704517 = -1711338.462618 nChanged 14 SP:Iteration 8Q (133.321339 sec): 3 clusters Score: Raw -1711811.936526 + Penalty 462.354171 = -1711349.582355 nChanged 10 SP:Iteration 9Q (133.352431 sec): 3 clusters Score: Raw -1711815.777396 + Penalty 454.592281 = -1711361.185115 nChanged 5 SP:Iteration 10F (133.392303 sec): 3 clusters Score: Raw -1711817.563258 + Penalty 454.354239 = -1711363.209020 nChanged 3 SP:Iteration 11Q (133.424400 sec): 3 clusters Score: Raw -1711817.920702 + Penalty 454.354239 = -1711363.566463 nChanged 0 SP:Iteration 12F (133.464681 sec): 3 clusters Score: Raw -1711817.920702 + Penalty 454.354239 = -1711363.566463 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.480225 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.482154 sec): 3 clusters Score: Raw -83563.839361 + Penalty 1363.763764 = -82200.075596 nChanged 327 SP:Iteration 1F (133.484053 sec): 3 clusters Score: Raw -83752.046927 + Penalty 1361.142157 = -82390.904770 nChanged 116 SP:Iteration 2F (133.485907 sec): 3 clusters Score: Raw -83855.478841 + Penalty 1360.206733 = -82495.272108 nChanged 77 SP:Iteration 3F (133.487804 sec): 3 clusters Score: Raw -83925.355087 + Penalty 1361.441353 = -82563.913734 nChanged 62 SP:Iteration 4F (133.489707 sec): 3 clusters Score: Raw -83976.941737 + Penalty 1363.506436 = -82613.435301 nChanged 46 SP:Iteration 5Q (133.491567 sec): 3 clusters Score: Raw -84009.039200 + Penalty 1364.540490 = -82644.498709 nChanged 31 SP:Iteration 6Q (133.493385 sec): 3 clusters Score: Raw -84037.667737 + Penalty 1365.764514 = -82671.903223 nChanged 30 SP:Iteration 7Q (133.495200 sec): 3 clusters Score: Raw -84057.734493 + Penalty 1367.351162 = -82690.383331 nChanged 17 SP:Iteration 8Q (133.497013 sec): 3 clusters Score: Raw -84066.651444 + Penalty 1368.129592 = -82698.521853 nChanged 15 SP:Iteration 9Q (133.498821 sec): 3 clusters Score: Raw -84076.566048 + Penalty 1369.040168 = -82707.525879 nChanged 9 SP:Iteration 10F (133.500716 sec): 3 clusters Score: Raw -84079.183415 + Penalty 1369.332079 = -82709.851336 nChanged 5 SP:Iteration 11Q (133.502589 sec): 3 clusters Score: Raw -84081.368936 + Penalty 1370.207711 = -82711.161225 nChanged 4 SP:Iteration 12Q (133.504438 sec): 3 clusters Score: Raw -84082.461186 + Penalty 1370.501120 = -82711.960066 nChanged 5 SP:Iteration 13Q (133.506357 sec): 3 clusters Score: Raw -84085.179070 + Penalty 1370.842081 = -82714.336989 nChanged 5 SP:Iteration 14Q (133.508386 sec): 3 clusters Score: Raw -84086.632092 + Penalty 1371.105653 = -82715.526439 nChanged 3 SP:Iteration 15Q (133.510308 sec): 3 clusters Score: Raw -84087.305104 + Penalty 1371.429197 = -82715.875907 nChanged 3 SP:Iteration 16Q (133.512142 sec): 3 clusters Score: Raw -84088.307758 + Penalty 1371.447079 = -82716.860679 nChanged 4 SP:Iteration 17Q (133.514001 sec): 3 clusters Score: Raw -84090.903429 + Penalty 1371.189033 = -82719.714397 nChanged 3 SP:Iteration 18Q (133.515853 sec): 3 clusters Score: Raw -84091.756222 + Penalty 1370.236144 = -82721.520079 nChanged 4 SP:Iteration 19Q (133.517773 sec): 3 clusters Score: Raw -84093.139120 + Penalty 1369.350307 = -82723.788813 nChanged 4 SP:Iteration 20F (133.519679 sec): 3 clusters Score: Raw -84094.323663 + Penalty 1368.493845 = -82725.829818 nChanged 5 SP:Iteration 21Q (133.521634 sec): 3 clusters Score: Raw -84098.088977 + Penalty 1367.823846 = -82730.265131 nChanged 3 SP:Iteration 22Q (133.523588 sec): 3 clusters Score: Raw -84099.085375 + Penalty 1367.565437 = -82731.519938 nChanged 1 SP:Iteration 23Q (133.525526 sec): 3 clusters Score: Raw -84099.513018 + Penalty 1367.099712 = -82732.413307 nChanged 2 SP:Iteration 24Q (133.527338 sec): 3 clusters Score: Raw -84100.595434 + Penalty 1366.898846 = -82733.696588 nChanged 1 SP:Iteration 25Q (133.529136 sec): 3 clusters Score: Raw -84101.160806 + Penalty 1366.660604 = -82734.500202 nChanged 1 SP:Iteration 26Q (133.531059 sec): 3 clusters Score: Raw -84101.339869 + Penalty 1366.660604 = -82734.679265 nChanged 0 SP:Iteration 27F (133.533119 sec): 3 clusters Score: Raw -84101.339869 + Penalty 1366.660604 = -82734.679265 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.536917 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.538705 sec): 3 clusters Score: Raw -65305.422219 + Penalty 1974.155259 = -63331.266960 nChanged 273 SP:Iteration 1F (133.540488 sec): 3 clusters Score: Raw -65542.268660 + Penalty 1975.239236 = -63567.029424 nChanged 68 SP:Iteration 2F (133.542259 sec): 3 clusters Score: Raw -65617.522927 + Penalty 1974.847728 = -63642.675199 nChanged 35 SP:Iteration 3Q (133.544007 sec): 3 clusters Score: Raw -65660.331101 + Penalty 1976.856792 = -63683.474309 nChanged 37 SP:Iteration 4Q (133.545666 sec): 3 clusters Score: Raw -65722.279370 + Penalty 1977.972625 = -63744.306744 nChanged 24 SP:Iteration 5Q (133.547304 sec): 3 clusters Score: Raw -65758.861569 + Penalty 1979.105127 = -63779.756441 nChanged 17 SP:Iteration 6Q (133.548907 sec): 3 clusters Score: Raw -65780.966426 + Penalty 1979.909004 = -63801.057422 nChanged 13 SP:Iteration 7Q (133.550497 sec): 3 clusters Score: Raw -65802.086934 + Penalty 1980.826489 = -63821.260444 nChanged 7 SP:Iteration 8Q (133.552079 sec): 3 clusters Score: Raw -65809.731918 + Penalty 1981.638574 = -63828.093344 nChanged 6 SP:Iteration 9Q (133.553767 sec): 3 clusters Score: Raw -65820.870703 + Penalty 1982.808906 = -63838.061797 nChanged 9 SP:Iteration 10F (133.555597 sec): 3 clusters Score: Raw -65833.649526 + Penalty 1982.733245 = -63850.916281 nChanged 7 SP:Iteration 11Q (133.557315 sec): 3 clusters Score: Raw -65840.345019 + Penalty 1983.378364 = -63856.966654 nChanged 5 SP:Iteration 12Q (133.558964 sec): 3 clusters Score: Raw -65847.967473 + Penalty 1983.543593 = -63864.423880 nChanged 8 SP:Iteration 13Q (133.560564 sec): 3 clusters Score: Raw -65855.827157 + Penalty 1983.390272 = -63872.436885 nChanged 6 SP:Iteration 14Q (133.562152 sec): 3 clusters Score: Raw -65862.061236 + Penalty 1984.324365 = -63877.736871 nChanged 6 SP:Iteration 15Q (133.563850 sec): 3 clusters Score: Raw -65869.382149 + Penalty 1984.373643 = -63885.008506 nChanged 2 SP:Iteration 16Q (133.565514 sec): 3 clusters Score: Raw -65871.791272 + Penalty 1984.578807 = -63887.212465 nChanged 1 SP:Iteration 17Q (133.567076 sec): 3 clusters Score: Raw -65872.685183 + Penalty 1984.932043 = -63887.753140 nChanged 1 SP:Iteration 18Q (133.568628 sec): 3 clusters Score: Raw -65873.633404 + Penalty 1985.210007 = -63888.423398 nChanged 1 SP:Iteration 19Q (133.570179 sec): 3 clusters Score: Raw -65874.340563 + Penalty 1985.501528 = -63888.839035 nChanged 1 SP:Iteration 20F (133.571974 sec): 3 clusters Score: Raw -65875.399897 + Penalty 1985.354419 = -63890.045478 nChanged 1 SP:Iteration 21Q (133.573649 sec): 3 clusters Score: Raw -65875.665909 + Penalty 1985.354419 = -63890.311490 nChanged 0 SP:Iteration 22F (133.575423 sec): 3 clusters Score: Raw -65875.665909 + Penalty 1985.354419 = -63890.311490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.576479 sec): 2 clusters Score: Raw -1301.511127 + Penalty 56.009322 = -1245.501805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.576713 sec): 3 clusters Score: Raw -1332.451136 + Penalty 101.711956 = -1230.739179 nChanged 1 SP:Iteration 1Q (133.576936 sec): 3 clusters Score: Raw -1334.196683 + Penalty 101.711956 = -1232.484726 nChanged 0 SP:Iteration 2F (133.577161 sec): 3 clusters Score: Raw -1334.196683 + Penalty 101.711956 = -1232.484726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.578004 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.578268 sec): 3 clusters Score: Raw -1959.095043 + Penalty 256.910741 = -1702.184302 nChanged 2 SP:Iteration 1F (133.578528 sec): 3 clusters Score: Raw -1971.473625 + Penalty 258.825496 = -1712.648129 nChanged 1 SP:Iteration 2Q (133.578780 sec): 3 clusters Score: Raw -1973.794950 + Penalty 262.747514 = -1711.047435 nChanged 1 SP:Iteration 3F (133.579039 sec): 3 clusters Score: Raw -1974.848787 + Penalty 262.747514 = -1712.101273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.581877 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.583431 sec): 3 clusters Score: Raw -62850.360068 + Penalty 1169.807987 = -61680.552081 nChanged 250 SP:Iteration 1F (133.584966 sec): 3 clusters Score: Raw -63116.306535 + Penalty 1165.519912 = -61950.786623 nChanged 93 SP:Iteration 2F (133.586497 sec): 3 clusters Score: Raw -63220.146540 + Penalty 1160.888810 = -62059.257730 nChanged 56 SP:Iteration 3F (133.588099 sec): 3 clusters Score: Raw -63284.218280 + Penalty 1159.553615 = -62124.664665 nChanged 19 SP:Iteration 4Q (133.589728 sec): 3 clusters Score: Raw -63298.361654 + Penalty 1158.397007 = -62139.964646 nChanged 7 SP:Iteration 5Q (133.591331 sec): 3 clusters Score: Raw -63301.789138 + Penalty 1158.290379 = -62143.498759 nChanged 5 SP:Iteration 6Q (133.592873 sec): 3 clusters Score: Raw -63303.994299 + Penalty 1158.234349 = -62145.759951 nChanged 3 SP:Iteration 7Q (133.594407 sec): 3 clusters Score: Raw -63304.654999 + Penalty 1158.234349 = -62146.420650 nChanged 0 SP:Iteration 8F (133.595939 sec): 3 clusters Score: Raw -63304.654999 + Penalty 1158.234349 = -62146.420650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.596956 sec): 2 clusters Score: Raw -619.290834 + Penalty 29.215625 = -590.075209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.597167 sec): 3 clusters Score: Raw -637.406808 + Penalty 61.999873 = -575.406935 nChanged 2 SP:Iteration 1F (133.597375 sec): 3 clusters Score: Raw -650.202934 + Penalty 61.999873 = -588.203060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.600602 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.601748 sec): 3 clusters Score: Raw -39388.687837 + Penalty 763.140090 = -38625.547747 nChanged 170 SP:Iteration 1F (133.602810 sec): 3 clusters Score: Raw -39511.670745 + Penalty 763.652695 = -38748.018050 nChanged 48 SP:Iteration 2F (133.603884 sec): 3 clusters Score: Raw -39555.979561 + Penalty 763.205347 = -38792.774214 nChanged 25 SP:Iteration 3F (133.605012 sec): 3 clusters Score: Raw -39594.184365 + Penalty 768.389142 = -38825.795223 nChanged 31 SP:Iteration 4F (133.606115 sec): 3 clusters Score: Raw -39634.784829 + Penalty 781.482799 = -38853.302031 nChanged 29 SP:Iteration 5F (133.607249 sec): 3 clusters Score: Raw -39658.816498 + Penalty 791.471163 = -38867.345335 nChanged 18 SP:Iteration 6Q (133.608309 sec): 3 clusters Score: Raw -39670.423202 + Penalty 797.285621 = -38873.137581 nChanged 8 SP:Iteration 7Q (133.609327 sec): 3 clusters Score: Raw -39673.355192 + Penalty 800.705687 = -38872.649505 nChanged 4 SP:Iteration 8F (133.610371 sec): 3 clusters Score: Raw -39674.575670 + Penalty 800.705687 = -38873.869983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.619881 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.621297 sec): 3 clusters Score: Raw -56795.742725 + Penalty 1837.259499 = -54958.483226 nChanged 162 SP:Iteration 1F (133.622700 sec): 3 clusters Score: Raw -56977.216104 + Penalty 1838.736438 = -55138.479667 nChanged 62 SP:Iteration 2F (133.624112 sec): 3 clusters Score: Raw -57048.169115 + Penalty 1841.239797 = -55206.929318 nChanged 34 SP:Iteration 3F (133.625524 sec): 3 clusters Score: Raw -57080.958722 + Penalty 1844.881762 = -55236.076959 nChanged 24 SP:Iteration 4Q (133.626919 sec): 3 clusters Score: Raw -57105.216513 + Penalty 1849.049725 = -55256.166788 nChanged 16 SP:Iteration 5Q (133.628288 sec): 3 clusters Score: Raw -57126.090816 + Penalty 1855.008863 = -55271.081953 nChanged 18 SP:Iteration 6Q (133.629614 sec): 3 clusters Score: Raw -57153.226899 + Penalty 1866.176448 = -55287.050451 nChanged 25 SP:Iteration 7Q (133.630952 sec): 3 clusters Score: Raw -57191.110139 + Penalty 1876.980342 = -55314.129797 nChanged 20 SP:Iteration 8Q (133.632269 sec): 3 clusters Score: Raw -57224.416455 + Penalty 1883.282702 = -55341.133753 nChanged 17 SP:Iteration 9Q (133.633660 sec): 3 clusters Score: Raw -57256.440731 + Penalty 1889.861779 = -55366.578952 nChanged 13 SP:Iteration 10F (133.635079 sec): 3 clusters Score: Raw -57280.359006 + Penalty 1894.909710 = -55385.449296 nChanged 11 SP:Iteration 11Q (133.636397 sec): 3 clusters Score: Raw -57300.585077 + Penalty 1897.436559 = -55403.148519 nChanged 7 SP:Iteration 12Q (133.637665 sec): 3 clusters Score: Raw -57312.455428 + Penalty 1899.333635 = -55413.121793 nChanged 9 SP:Iteration 13Q (133.639018 sec): 3 clusters Score: Raw -57326.612998 + Penalty 1901.480787 = -55425.132212 nChanged 8 SP:Iteration 14Q (133.640335 sec): 3 clusters Score: Raw -57338.293944 + Penalty 1906.470590 = -55431.823354 nChanged 10 SP:Iteration 15Q (133.641641 sec): 3 clusters Score: Raw -57363.109680 + Penalty 1908.620432 = -55454.489248 nChanged 7 SP:Iteration 16Q (133.642937 sec): 3 clusters Score: Raw -57375.902415 + Penalty 1908.415954 = -55467.486461 nChanged 8 SP:Iteration 17Q (133.644208 sec): 3 clusters Score: Raw -57388.949528 + Penalty 1908.957889 = -55479.991639 nChanged 7 SP:Iteration 18Q (133.645429 sec): 3 clusters Score: Raw -57405.460280 + Penalty 1909.441316 = -55496.018964 nChanged 10 SP:Iteration 19Q (133.646644 sec): 3 clusters Score: Raw -57420.104243 + Penalty 1912.000649 = -55508.103594 nChanged 7 SP:Iteration 20F (133.648006 sec): 3 clusters Score: Raw -57437.202499 + Penalty 1913.250697 = -55523.951802 nChanged 4 SP:Iteration 21Q (133.649279 sec): 3 clusters Score: Raw -57442.833327 + Penalty 1912.891459 = -55529.941868 nChanged 1 SP:Iteration 22Q (133.650536 sec): 3 clusters Score: Raw -57444.021283 + Penalty 1912.116097 = -55531.905187 nChanged 2 SP:Iteration 23Q (133.651792 sec): 3 clusters Score: Raw -57445.211854 + Penalty 1911.751150 = -55533.460704 nChanged 1 SP:Iteration 24Q (133.653021 sec): 3 clusters Score: Raw -57445.921368 + Penalty 1911.384104 = -55534.537264 nChanged 1 SP:Iteration 25Q (133.654278 sec): 3 clusters Score: Raw -57448.094618 + Penalty 1910.643695 = -55537.450923 nChanged 2 SP:Iteration 26Q (133.655535 sec): 3 clusters Score: Raw -57451.002228 + Penalty 1908.725909 = -55542.276320 nChanged 5 SP:Iteration 27Q (133.656829 sec): 3 clusters Score: Raw -57456.574818 + Penalty 1908.342161 = -55548.232656 nChanged 1 SP:Iteration 28Q (133.658079 sec): 3 clusters Score: Raw -57457.023473 + Penalty 1908.342161 = -55548.681311 nChanged 0 SP:Iteration 29F (133.659448 sec): 3 clusters Score: Raw -57457.023473 + Penalty 1908.342161 = -55548.681311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.661805 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.662793 sec): 3 clusters Score: Raw -33859.840146 + Penalty 852.309107 = -33007.531038 nChanged 130 SP:Iteration 1F (133.663762 sec): 3 clusters Score: Raw -33951.527324 + Penalty 847.695193 = -33103.832131 nChanged 36 SP:Iteration 2F (133.664726 sec): 3 clusters Score: Raw -33997.503796 + Penalty 844.474002 = -33153.029794 nChanged 26 SP:Iteration 3F (133.665689 sec): 3 clusters Score: Raw -34024.305082 + Penalty 840.226597 = -33184.078485 nChanged 27 SP:Iteration 4F (133.666647 sec): 3 clusters Score: Raw -34060.828271 + Penalty 834.251348 = -33226.576923 nChanged 21 SP:Iteration 5Q (133.667599 sec): 3 clusters Score: Raw -34083.633045 + Penalty 831.858895 = -33251.774150 nChanged 7 SP:Iteration 6Q (133.668539 sec): 3 clusters Score: Raw -34090.647325 + Penalty 830.720575 = -33259.926749 nChanged 5 SP:Iteration 7Q (133.669475 sec): 3 clusters Score: Raw -34097.155948 + Penalty 830.679573 = -33266.476375 nChanged 3 SP:Iteration 8Q (133.670409 sec): 3 clusters Score: Raw -34100.061308 + Penalty 830.371221 = -33269.690087 nChanged 2 SP:Iteration 9Q (133.671424 sec): 3 clusters Score: Raw -34100.817245 + Penalty 830.371221 = -33270.446024 nChanged 0 SP:Iteration 10F (133.672411 sec): 3 clusters Score: Raw -34100.817245 + Penalty 830.371221 = -33270.446024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.673861 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.674290 sec): 3 clusters Score: Raw -10862.172571 + Penalty 63.945393 = -10798.227178 nChanged 48 SP:Iteration 1F (133.674721 sec): 3 clusters Score: Raw -10913.077708 + Penalty 58.506179 = -10854.571528 nChanged 23 SP:Iteration 2F (133.675111 sec): 3 clusters Score: Raw -10947.552279 + Penalty 34.018850 = -10913.533429 nChanged 1 SP:Iteration 3Q (133.675474 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP:Iteration 4F (133.675835 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.676754 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.677042 sec): 3 clusters Score: Raw -2699.772920 + Penalty 273.546513 = -2426.226407 nChanged 4 SP:Iteration 1F (133.677320 sec): 3 clusters Score: Raw -2704.642054 + Penalty 273.546513 = -2431.095541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.684447 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.687122 sec): 3 clusters Score: Raw -118355.788286 + Penalty 988.177712 = -117367.610574 nChanged 561 SP:Iteration 1F (133.689805 sec): 3 clusters Score: Raw -118695.252595 + Penalty 987.083356 = -117708.169239 nChanged 132 SP:Iteration 2F (133.692468 sec): 3 clusters Score: Raw -118790.271233 + Penalty 982.128894 = -117808.142339 nChanged 113 SP:Iteration 3F (133.695119 sec): 3 clusters Score: Raw -118864.406409 + Penalty 978.735562 = -117885.670847 nChanged 78 SP:Iteration 4F (133.697702 sec): 3 clusters Score: Raw -118933.827670 + Penalty 972.057249 = -117961.770421 nChanged 69 SP:Iteration 5F (133.700279 sec): 3 clusters Score: Raw -118990.198515 + Penalty 965.664610 = -118024.533905 nChanged 54 SP:Iteration 6Q (133.702884 sec): 3 clusters Score: Raw -119030.494313 + Penalty 961.474916 = -118069.019397 nChanged 43 SP:Iteration 7Q (133.705686 sec): 3 clusters Score: Raw -119066.600990 + Penalty 958.378085 = -118108.222906 nChanged 38 SP:Iteration 8Q (133.708470 sec): 3 clusters Score: Raw -119092.728802 + Penalty 958.137051 = -118134.591751 nChanged 30 SP:Iteration 9Q (133.711248 sec): 3 clusters Score: Raw -119105.972664 + Penalty 956.051763 = -118149.920901 nChanged 26 SP:Iteration 10F (133.713876 sec): 3 clusters Score: Raw -119121.086139 + Penalty 955.213267 = -118165.872872 nChanged 17 SP:Iteration 11Q (133.716399 sec): 3 clusters Score: Raw -119128.596128 + Penalty 954.826812 = -118173.769316 nChanged 15 SP:Iteration 12Q (133.718957 sec): 3 clusters Score: Raw -119135.436391 + Penalty 953.371368 = -118182.065023 nChanged 10 SP:Iteration 13Q (133.721524 sec): 3 clusters Score: Raw -119139.048653 + Penalty 952.362517 = -118186.686136 nChanged 11 SP:Iteration 14Q (133.724085 sec): 3 clusters Score: Raw -119143.519006 + Penalty 952.873534 = -118190.645472 nChanged 9 SP:Iteration 15Q (133.726758 sec): 3 clusters Score: Raw -119145.970821 + Penalty 952.977356 = -118192.993465 nChanged 6 SP:Iteration 16Q (133.729470 sec): 3 clusters Score: Raw -119147.887206 + Penalty 953.317675 = -118194.569530 nChanged 5 SP:Iteration 17Q (133.731982 sec): 3 clusters Score: Raw -119148.730516 + Penalty 953.226366 = -118195.504149 nChanged 2 SP:Iteration 18Q (133.734474 sec): 3 clusters Score: Raw -119149.137130 + Penalty 952.996117 = -118196.141013 nChanged 1 SP:Iteration 19Q (133.736970 sec): 3 clusters Score: Raw -119149.397757 + Penalty 952.831629 = -118196.566128 nChanged 1 SP:Iteration 20F (133.739804 sec): 3 clusters Score: Raw -119149.407712 + Penalty 952.687148 = -118196.720563 nChanged 1 SP:Iteration 21Q (133.742465 sec): 3 clusters Score: Raw -119149.566206 + Penalty 952.687148 = -118196.879057 nChanged 0 SP:Iteration 22F (133.745046 sec): 3 clusters Score: Raw -119149.566206 + Penalty 952.687148 = -118196.879057 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.749714 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.751382 sec): 3 clusters Score: Raw -70101.021914 + Penalty 892.171098 = -69208.850816 nChanged 308 SP:Iteration 1F (133.752998 sec): 3 clusters Score: Raw -70371.342749 + Penalty 884.361807 = -69486.980942 nChanged 80 SP:Iteration 2F (133.754611 sec): 3 clusters Score: Raw -70418.654001 + Penalty 879.467781 = -69539.186220 nChanged 38 SP:Iteration 3Q (133.756240 sec): 3 clusters Score: Raw -70441.867510 + Penalty 875.939999 = -69565.927511 nChanged 21 SP:Iteration 4Q (133.757916 sec): 3 clusters Score: Raw -70452.138100 + Penalty 870.490992 = -69581.647108 nChanged 20 SP:Iteration 5Q (133.759579 sec): 3 clusters Score: Raw -70464.569071 + Penalty 868.933166 = -69595.635905 nChanged 17 SP:Iteration 6Q (133.761183 sec): 3 clusters Score: Raw -70473.909884 + Penalty 869.580107 = -69604.329778 nChanged 17 SP:Iteration 7Q (133.762784 sec): 3 clusters Score: Raw -70482.637022 + Penalty 868.654755 = -69613.982267 nChanged 18 SP:Iteration 8Q (133.764379 sec): 3 clusters Score: Raw -70494.162603 + Penalty 868.641944 = -69625.520660 nChanged 16 SP:Iteration 9Q (133.765972 sec): 3 clusters Score: Raw -70510.441011 + Penalty 867.713278 = -69642.727732 nChanged 26 SP:Iteration 10F (133.767579 sec): 3 clusters Score: Raw -70525.084371 + Penalty 869.965612 = -69655.118758 nChanged 17 SP:Iteration 11Q (133.769246 sec): 3 clusters Score: Raw -70531.154311 + Penalty 872.915664 = -69658.238647 nChanged 12 SP:Iteration 12Q (133.770847 sec): 3 clusters Score: Raw -70534.951988 + Penalty 875.476328 = -69659.475661 nChanged 12 SP:Iteration 13Q (133.772527 sec): 3 clusters Score: Raw -70539.509500 + Penalty 878.248731 = -69661.260768 nChanged 12 SP:Iteration 14Q (133.774205 sec): 3 clusters Score: Raw -70543.700340 + Penalty 881.135439 = -69662.564902 nChanged 13 SP:Iteration 15Q (133.775875 sec): 3 clusters Score: Raw -70548.105129 + Penalty 883.749111 = -69664.356019 nChanged 11 SP:Iteration 16Q (133.777470 sec): 3 clusters Score: Raw -70551.207776 + Penalty 886.466582 = -69664.741194 nChanged 14 SP:Iteration 17Q (133.779026 sec): 3 clusters Score: Raw -70554.987283 + Penalty 888.192663 = -69666.794619 nChanged 7 SP:Iteration 18Q (133.780573 sec): 3 clusters Score: Raw -70557.013650 + Penalty 890.875015 = -69666.138635 nChanged 10 SP:Iteration 19F (133.782159 sec): 3 clusters Score: Raw -70560.024472 + Penalty 892.760392 = -69667.264080 nChanged 7 SP:Iteration 20F (133.783792 sec): 3 clusters Score: Raw -70561.388389 + Penalty 893.890910 = -69667.497480 nChanged 4 SP:Iteration 21Q (133.785399 sec): 3 clusters Score: Raw -70562.033703 + Penalty 895.313742 = -69666.719961 nChanged 5 SP:Iteration 22F (133.787024 sec): 3 clusters Score: Raw -70562.811300 + Penalty 896.706928 = -69666.104372 nChanged 5 SP:Iteration 23F (133.788623 sec): 3 clusters Score: Raw -70563.803010 + Penalty 899.923177 = -69663.879833 nChanged 11 SP:Iteration 24F (133.790205 sec): 3 clusters Score: Raw -70568.282958 + Penalty 902.662860 = -69665.620098 nChanged 11 SP:Iteration 25Q (133.791791 sec): 3 clusters Score: Raw -70571.905202 + Penalty 906.023288 = -69665.881914 nChanged 11 SP:Iteration 26Q (133.793355 sec): 3 clusters Score: Raw -70574.615699 + Penalty 911.428102 = -69663.187597 nChanged 17 SP:Iteration 27F (133.794939 sec): 3 clusters Score: Raw -70579.005498 + Penalty 917.570481 = -69661.435018 nChanged 17 SP:Iteration 28F (133.796513 sec): 3 clusters Score: Raw -70584.835426 + Penalty 924.504160 = -69660.331266 nChanged 19 SP:Iteration 29F (133.798089 sec): 3 clusters Score: Raw -70591.204704 + Penalty 932.175786 = -69659.028918 nChanged 19 SP:Iteration 30F (133.799705 sec): 3 clusters Score: Raw -70597.698388 + Penalty 939.061973 = -69658.636415 nChanged 15 SP:Iteration 31F (133.801301 sec): 3 clusters Score: Raw -70603.336811 + Penalty 945.535842 = -69657.800969 nChanged 18 SP:Iteration 32F (133.802875 sec): 3 clusters Score: Raw -70610.998182 + Penalty 948.535972 = -69662.462210 nChanged 12 SP:Iteration 33Q (133.804422 sec): 3 clusters Score: Raw -70615.590092 + Penalty 952.018329 = -69663.571763 nChanged 8 SP:Iteration 34Q (133.806071 sec): 3 clusters Score: Raw -70618.919509 + Penalty 954.596613 = -69664.322896 nChanged 4 SP:Iteration 35Q (133.807713 sec): 3 clusters Score: Raw -70620.885638 + Penalty 958.108804 = -69662.776834 nChanged 5 SP:Iteration 36F (133.809395 sec): 3 clusters Score: Raw -70622.860523 + Penalty 960.580496 = -69662.280026 nChanged 4 SP:Iteration 37F (133.811034 sec): 3 clusters Score: Raw -70623.615764 + Penalty 961.294034 = -69662.321729 nChanged 2 SP:Iteration 38Q (133.812578 sec): 3 clusters Score: Raw -70623.777370 + Penalty 961.294034 = -69662.483335 nChanged 0 SP:Iteration 39F (133.814141 sec): 3 clusters Score: Raw -70623.777370 + Penalty 961.294034 = -69662.483335 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.816534 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.817923 sec): 3 clusters Score: Raw -55612.376408 + Penalty 1779.481954 = -53832.894454 nChanged 202 SP:Iteration 1F (133.819286 sec): 3 clusters Score: Raw -55807.548937 + Penalty 1772.503420 = -54035.045517 nChanged 59 SP:Iteration 2F (133.820672 sec): 3 clusters Score: Raw -55878.978360 + Penalty 1767.904183 = -54111.074177 nChanged 28 SP:Iteration 3Q (133.822021 sec): 3 clusters Score: Raw -55918.702625 + Penalty 1761.866218 = -54156.836407 nChanged 25 SP:Iteration 4Q (133.823363 sec): 3 clusters Score: Raw -55952.551260 + Penalty 1756.176844 = -54196.374416 nChanged 20 SP:Iteration 5Q (133.824690 sec): 3 clusters Score: Raw -55987.029539 + Penalty 1752.689085 = -54234.340455 nChanged 15 SP:Iteration 6Q (133.826000 sec): 3 clusters Score: Raw -56006.984133 + Penalty 1752.868820 = -54254.115313 nChanged 9 SP:Iteration 7Q (133.827364 sec): 3 clusters Score: Raw -56017.322411 + Penalty 1753.682632 = -54263.639779 nChanged 6 SP:Iteration 8Q (133.828732 sec): 3 clusters Score: Raw -56022.562250 + Penalty 1754.691097 = -54267.871154 nChanged 5 SP:Iteration 9Q (133.830102 sec): 3 clusters Score: Raw -56027.422074 + Penalty 1754.936448 = -54272.485626 nChanged 6 SP:Iteration 10F (133.831524 sec): 3 clusters Score: Raw -56035.260916 + Penalty 1755.385429 = -54279.875488 nChanged 6 SP:Iteration 11Q (133.832890 sec): 3 clusters Score: Raw -56041.123621 + Penalty 1756.950001 = -54284.173619 nChanged 7 SP:Iteration 12Q (133.834244 sec): 3 clusters Score: Raw -56049.643669 + Penalty 1758.139774 = -54291.503895 nChanged 6 SP:Iteration 13Q (133.835621 sec): 3 clusters Score: Raw -56056.724808 + Penalty 1761.055078 = -54295.669730 nChanged 8 SP:Iteration 14Q (133.836988 sec): 3 clusters Score: Raw -56063.331412 + Penalty 1763.576533 = -54299.754879 nChanged 7 SP:Iteration 15Q (133.838334 sec): 3 clusters Score: Raw -56069.972838 + Penalty 1766.010433 = -54303.962406 nChanged 5 SP:Iteration 16Q (133.839710 sec): 3 clusters Score: Raw -56075.193563 + Penalty 1769.446705 = -54305.746857 nChanged 7 SP:Iteration 17Q (133.841069 sec): 3 clusters Score: Raw -56083.051432 + Penalty 1773.645570 = -54309.405862 nChanged 8 SP:Iteration 18Q (133.842407 sec): 3 clusters Score: Raw -56096.419702 + Penalty 1778.515844 = -54317.903858 nChanged 9 SP:Iteration 19Q (133.843697 sec): 3 clusters Score: Raw -56104.491717 + Penalty 1781.830402 = -54322.661315 nChanged 6 SP:Iteration 20F (133.845104 sec): 3 clusters Score: Raw -56113.724028 + Penalty 1786.171091 = -54327.552937 nChanged 10 SP:Iteration 21Q (133.846456 sec): 3 clusters Score: Raw -56124.049123 + Penalty 1789.566296 = -54334.482827 nChanged 6 SP:Iteration 22Q (133.847805 sec): 3 clusters Score: Raw -56129.195832 + Penalty 1791.252881 = -54337.942951 nChanged 3 SP:Iteration 23Q (133.849122 sec): 3 clusters Score: Raw -56130.617660 + Penalty 1791.853444 = -54338.764216 nChanged 3 SP:Iteration 24Q (133.850468 sec): 3 clusters Score: Raw -56135.305364 + Penalty 1794.200689 = -54341.104674 nChanged 4 SP:Iteration 25Q (133.851812 sec): 3 clusters Score: Raw -56139.202046 + Penalty 1795.344320 = -54343.857726 nChanged 2 SP:Iteration 26Q (133.853116 sec): 3 clusters Score: Raw -56140.750831 + Penalty 1795.344320 = -54345.406511 nChanged 0 SP:Iteration 27F (133.854544 sec): 3 clusters Score: Raw -56140.750831 + Penalty 1795.344320 = -54345.406511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.856259 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.857222 sec): 3 clusters Score: Raw -30620.799892 + Penalty 1885.809465 = -28734.990427 nChanged 78 SP:Iteration 1F (133.858148 sec): 3 clusters Score: Raw -30740.182552 + Penalty 1884.802963 = -28855.379589 nChanged 27 SP:Iteration 2F (133.859076 sec): 3 clusters Score: Raw -30792.662951 + Penalty 1881.866028 = -28910.796923 nChanged 20 SP:Iteration 3F (133.860012 sec): 3 clusters Score: Raw -30834.465990 + Penalty 1880.269359 = -28954.196631 nChanged 11 SP:Iteration 4Q (133.860870 sec): 3 clusters Score: Raw -30863.985340 + Penalty 1879.616196 = -28984.369143 nChanged 8 SP:Iteration 5Q (133.861744 sec): 3 clusters Score: Raw -30888.700380 + Penalty 1879.024902 = -29009.675478 nChanged 7 SP:Iteration 6Q (133.862586 sec): 3 clusters Score: Raw -30897.971457 + Penalty 1879.250445 = -29018.721011 nChanged 1 SP:Iteration 7Q (133.863426 sec): 3 clusters Score: Raw -30902.916945 + Penalty 1879.686097 = -29023.230848 nChanged 2 SP:Iteration 8Q (133.864263 sec): 3 clusters Score: Raw -30909.578546 + Penalty 1879.686097 = -29029.892449 nChanged 0 SP:Iteration 9F (133.865153 sec): 3 clusters Score: Raw -30909.578546 + Penalty 1879.686097 = -29029.892449 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.869920 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.872544 sec): 3 clusters Score: Raw -111921.136269 + Penalty 1943.452145 = -109977.684124 nChanged 427 SP:Iteration 1F (133.874999 sec): 3 clusters Score: Raw -112229.138383 + Penalty 1943.684425 = -110285.453959 nChanged 125 SP:Iteration 2F (133.877415 sec): 3 clusters Score: Raw -112346.300937 + Penalty 1944.518390 = -110401.782547 nChanged 63 SP:Iteration 3Q (133.879815 sec): 3 clusters Score: Raw -112395.930064 + Penalty 1946.291652 = -110449.638412 nChanged 45 SP:Iteration 4Q (133.882204 sec): 3 clusters Score: Raw -112432.184382 + Penalty 1947.655665 = -110484.528717 nChanged 40 SP:Iteration 5Q (133.884602 sec): 3 clusters Score: Raw -112463.824973 + Penalty 1950.536490 = -110513.288483 nChanged 27 SP:Iteration 6Q (133.886981 sec): 3 clusters Score: Raw -112485.785434 + Penalty 1951.882469 = -110533.902965 nChanged 28 SP:Iteration 7Q (133.889381 sec): 3 clusters Score: Raw -112501.368490 + Penalty 1952.374962 = -110548.993528 nChanged 21 SP:Iteration 8Q (133.891793 sec): 3 clusters Score: Raw -112515.382621 + Penalty 1952.192681 = -110563.189941 nChanged 17 SP:Iteration 9Q (133.894209 sec): 3 clusters Score: Raw -112528.184514 + Penalty 1952.481481 = -110575.703033 nChanged 12 SP:Iteration 10F (133.896597 sec): 3 clusters Score: Raw -112537.669363 + Penalty 1953.268552 = -110584.400811 nChanged 12 SP:Iteration 11Q (133.898952 sec): 3 clusters Score: Raw -112545.528224 + Penalty 1954.466414 = -110591.061811 nChanged 11 SP:Iteration 12Q (133.901300 sec): 3 clusters Score: Raw -112550.407159 + Penalty 1955.113259 = -110595.293899 nChanged 4 SP:Iteration 13Q (133.903644 sec): 3 clusters Score: Raw -112552.652298 + Penalty 1955.301413 = -110597.350885 nChanged 3 SP:Iteration 14Q (133.906221 sec): 3 clusters Score: Raw -112554.278715 + Penalty 1955.175189 = -110599.103525 nChanged 5 SP:Iteration 15Q (133.908705 sec): 3 clusters Score: Raw -112556.739441 + Penalty 1955.528211 = -110601.211230 nChanged 4 SP:Iteration 16Q (133.911431 sec): 3 clusters Score: Raw -112558.354277 + Penalty 1955.751728 = -110602.602549 nChanged 4 SP:Iteration 17Q (133.913862 sec): 3 clusters Score: Raw -112561.908717 + Penalty 1955.955128 = -110605.953589 nChanged 7 SP:Iteration 18Q (133.916237 sec): 3 clusters Score: Raw -112568.918352 + Penalty 1956.214469 = -110612.703883 nChanged 5 SP:Iteration 19Q (133.918647 sec): 3 clusters Score: Raw -112572.074963 + Penalty 1956.915699 = -110615.159264 nChanged 5 SP:Iteration 20F (133.921064 sec): 3 clusters Score: Raw -112573.743434 + Penalty 1957.284706 = -110616.458728 nChanged 3 SP:Iteration 21Q (133.923510 sec): 3 clusters Score: Raw -112574.678891 + Penalty 1957.893140 = -110616.785752 nChanged 3 SP:Iteration 22Q (133.925950 sec): 3 clusters Score: Raw -112575.425249 + Penalty 1957.895175 = -110617.530075 nChanged 1 SP:Iteration 23Q (133.928369 sec): 3 clusters Score: Raw -112575.959078 + Penalty 1957.895175 = -110618.063903 nChanged 0 SP:Iteration 24F (133.930891 sec): 3 clusters Score: Raw -112575.959078 + Penalty 1957.895175 = -110618.063903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.934065 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.935689 sec): 3 clusters Score: Raw -62893.844005 + Penalty 928.833120 = -61965.010885 nChanged 258 SP:Iteration 1F (133.937216 sec): 3 clusters Score: Raw -63089.871764 + Penalty 929.909338 = -62159.962425 nChanged 81 SP:Iteration 2F (133.938856 sec): 3 clusters Score: Raw -63143.545949 + Penalty 930.442669 = -62213.103280 nChanged 46 SP:Iteration 3F (133.940460 sec): 3 clusters Score: Raw -63200.800319 + Penalty 930.735510 = -62270.064809 nChanged 43 SP:Iteration 4F (133.942057 sec): 3 clusters Score: Raw -63248.389712 + Penalty 930.845387 = -62317.544325 nChanged 39 SP:Iteration 5F (133.943603 sec): 3 clusters Score: Raw -63287.826105 + Penalty 932.079716 = -62355.746389 nChanged 34 SP:Iteration 6Q (133.945075 sec): 3 clusters Score: Raw -63310.555937 + Penalty 936.378598 = -62374.177340 nChanged 25 SP:Iteration 7Q (133.946525 sec): 3 clusters Score: Raw -63325.114844 + Penalty 944.680876 = -62380.433969 nChanged 25 SP:Iteration 8Q (133.947957 sec): 3 clusters Score: Raw -63341.171369 + Penalty 950.308774 = -62390.862595 nChanged 17 SP:Iteration 9Q (133.949417 sec): 3 clusters Score: Raw -63352.750560 + Penalty 955.569583 = -62397.180977 nChanged 17 SP:Iteration 10F (133.950921 sec): 3 clusters Score: Raw -63363.576723 + Penalty 960.694336 = -62402.882388 nChanged 19 SP:Iteration 11Q (133.952357 sec): 3 clusters Score: Raw -63382.625478 + Penalty 961.824043 = -62420.801435 nChanged 12 SP:Iteration 12Q (133.953787 sec): 3 clusters Score: Raw -63391.652686 + Penalty 964.101965 = -62427.550721 nChanged 13 SP:Iteration 13Q (133.955200 sec): 3 clusters Score: Raw -63400.140469 + Penalty 966.454672 = -62433.685797 nChanged 11 SP:Iteration 14Q (133.956600 sec): 3 clusters Score: Raw -63409.152123 + Penalty 966.778926 = -62442.373197 nChanged 5 SP:Iteration 15Q (133.957988 sec): 3 clusters Score: Raw -63413.431530 + Penalty 967.898449 = -62445.533081 nChanged 7 SP:Iteration 16Q (133.959402 sec): 3 clusters Score: Raw -63416.792184 + Penalty 969.368011 = -62447.424173 nChanged 7 SP:Iteration 17Q (133.960803 sec): 3 clusters Score: Raw -63419.218636 + Penalty 970.098115 = -62449.120521 nChanged 5 SP:Iteration 18Q (133.962223 sec): 3 clusters Score: Raw -63420.688529 + Penalty 970.405584 = -62450.282945 nChanged 4 SP:Iteration 19Q (133.963646 sec): 3 clusters Score: Raw -63422.879482 + Penalty 972.188851 = -62450.690630 nChanged 3 SP:Iteration 20F (133.965148 sec): 3 clusters Score: Raw -63424.249986 + Penalty 971.194073 = -62453.055913 nChanged 4 SP:Iteration 21Q (133.966530 sec): 3 clusters Score: Raw -63425.982833 + Penalty 971.888799 = -62454.094035 nChanged 2 SP:Iteration 22Q (133.967899 sec): 3 clusters Score: Raw -63426.814339 + Penalty 971.308113 = -62455.506225 nChanged 1 SP:Iteration 23Q (133.969296 sec): 3 clusters Score: Raw -63427.439064 + Penalty 970.933826 = -62456.505238 nChanged 1 SP:Iteration 24Q (133.970678 sec): 3 clusters Score: Raw -63427.595244 + Penalty 970.933826 = -62456.661418 nChanged 0 SP:Iteration 25F (133.972272 sec): 3 clusters Score: Raw -63427.595244 + Penalty 970.933826 = -62456.661418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.975110 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.976576 sec): 3 clusters Score: Raw -58903.728880 + Penalty 1847.652742 = -57056.076138 nChanged 185 SP:Iteration 1F (133.977961 sec): 3 clusters Score: Raw -59070.772773 + Penalty 1846.947119 = -57223.825654 nChanged 49 SP:Iteration 2F (133.979397 sec): 3 clusters Score: Raw -59127.784050 + Penalty 1847.308226 = -57280.475823 nChanged 24 SP:Iteration 3Q (133.980822 sec): 3 clusters Score: Raw -59152.328287 + Penalty 1847.270696 = -57305.057591 nChanged 15 SP:Iteration 4Q (133.982188 sec): 3 clusters Score: Raw -59167.848122 + Penalty 1848.402827 = -57319.445296 nChanged 11 SP:Iteration 5Q (133.983569 sec): 3 clusters Score: Raw -59177.585327 + Penalty 1849.755877 = -57327.829450 nChanged 12 SP:Iteration 6Q (133.984929 sec): 3 clusters Score: Raw -59188.671424 + Penalty 1851.382036 = -57337.289388 nChanged 10 SP:Iteration 7Q (133.986288 sec): 3 clusters Score: Raw -59196.735310 + Penalty 1852.740717 = -57343.994593 nChanged 10 SP:Iteration 8Q (133.987656 sec): 3 clusters Score: Raw -59205.586702 + Penalty 1853.099767 = -57352.486936 nChanged 6 SP:Iteration 9Q (133.989171 sec): 3 clusters Score: Raw -59213.886391 + Penalty 1853.490810 = -57360.395581 nChanged 2 SP:Iteration 10F (133.990659 sec): 3 clusters Score: Raw -59214.617013 + Penalty 1853.689898 = -57360.927114 nChanged 1 SP:Iteration 11Q (133.992105 sec): 3 clusters Score: Raw -59215.356770 + Penalty 1853.776989 = -57361.579781 nChanged 2 SP:Iteration 12Q (133.993531 sec): 3 clusters Score: Raw -59218.177926 + Penalty 1853.669832 = -57364.508094 nChanged 3 SP:Iteration 13Q (133.994902 sec): 3 clusters Score: Raw -59223.285206 + Penalty 1853.855358 = -57369.429848 nChanged 3 SP:Iteration 14Q (133.996251 sec): 3 clusters Score: Raw -59227.633773 + Penalty 1853.902415 = -57373.731358 nChanged 2 SP:Iteration 15Q (133.997699 sec): 3 clusters Score: Raw -59229.305138 + Penalty 1853.914286 = -57375.390852 nChanged 2 SP:Iteration 16Q (133.999119 sec): 3 clusters Score: Raw -59230.284267 + Penalty 1853.916608 = -57376.367659 nChanged 2 SP:Iteration 17Q (134.000510 sec): 3 clusters Score: Raw -59232.575974 + Penalty 1854.068302 = -57378.507673 nChanged 4 SP:Iteration 18Q (134.001876 sec): 3 clusters Score: Raw -59239.008642 + Penalty 1854.972633 = -57384.036009 nChanged 8 SP:Iteration 19Q (134.003250 sec): 3 clusters Score: Raw -59246.672678 + Penalty 1855.703140 = -57390.969538 nChanged 10 SP:Iteration 20F (134.004736 sec): 3 clusters Score: Raw -59259.808327 + Penalty 1856.905282 = -57402.903045 nChanged 11 SP:Iteration 21Q (134.006161 sec): 3 clusters Score: Raw -59272.431954 + Penalty 1858.796698 = -57413.635256 nChanged 9 SP:Iteration 22Q (134.007589 sec): 3 clusters Score: Raw -59283.188874 + Penalty 1860.949353 = -57422.239521 nChanged 9 SP:Iteration 23Q (134.009016 sec): 3 clusters Score: Raw -59293.715412 + Penalty 1862.564322 = -57431.151090 nChanged 7 SP:Iteration 24Q (134.010439 sec): 3 clusters Score: Raw -59299.913039 + Penalty 1865.196835 = -57434.716204 nChanged 8 SP:Iteration 25Q (134.011849 sec): 3 clusters Score: Raw -59307.514697 + Penalty 1866.210121 = -57441.304576 nChanged 5 SP:Iteration 26Q (134.013223 sec): 3 clusters Score: Raw -59314.978035 + Penalty 1866.998978 = -57447.979057 nChanged 3 SP:Iteration 27Q (134.014581 sec): 3 clusters Score: Raw -59321.603581 + Penalty 1867.466681 = -57454.136901 nChanged 4 SP:Iteration 28Q (134.015939 sec): 3 clusters Score: Raw -59328.405200 + Penalty 1867.674208 = -57460.730992 nChanged 1 SP:Iteration 29Q (134.017285 sec): 3 clusters Score: Raw -59329.151082 + Penalty 1867.674208 = -57461.476875 nChanged 0 SP:Iteration 30F (134.018673 sec): 3 clusters Score: Raw -59329.151082 + Penalty 1867.674208 = -57461.476875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.020625 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.021510 sec): 3 clusters Score: Raw -30539.881733 + Penalty 1167.097229 = -29372.784504 nChanged 109 SP:Iteration 1F (134.022381 sec): 3 clusters Score: Raw -30657.204802 + Penalty 1164.679306 = -29492.525495 nChanged 23 SP:Iteration 2F (134.023250 sec): 3 clusters Score: Raw -30679.748350 + Penalty 1164.243681 = -29515.504669 nChanged 17 SP:Iteration 3Q (134.024128 sec): 3 clusters Score: Raw -30698.355350 + Penalty 1165.627123 = -29532.728227 nChanged 14 SP:Iteration 4Q (134.024974 sec): 3 clusters Score: Raw -30710.613454 + Penalty 1168.131372 = -29542.482082 nChanged 13 SP:Iteration 5Q (134.025816 sec): 3 clusters Score: Raw -30718.961954 + Penalty 1169.222385 = -29549.739570 nChanged 4 SP:Iteration 6Q (134.026655 sec): 3 clusters Score: Raw -30721.875967 + Penalty 1170.096370 = -29551.779596 nChanged 4 SP:Iteration 7Q (134.027498 sec): 3 clusters Score: Raw -30723.213558 + Penalty 1170.295165 = -29552.918393 nChanged 1 SP:Iteration 8Q (134.028356 sec): 3 clusters Score: Raw -30729.308416 + Penalty 1170.742284 = -29558.566133 nChanged 2 SP:Iteration 9Q (134.029193 sec): 3 clusters Score: Raw -30730.604536 + Penalty 1170.389957 = -29560.214579 nChanged 1 SP:Iteration 10F (134.030053 sec): 3 clusters Score: Raw -30732.638070 + Penalty 1170.389957 = -29562.248113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.033611 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.035652 sec): 3 clusters Score: Raw -77764.111301 + Penalty 1459.622764 = -76304.488536 nChanged 313 SP:Iteration 1F (134.037618 sec): 3 clusters Score: Raw -77956.769872 + Penalty 1457.792542 = -76498.977330 nChanged 86 SP:Iteration 2F (134.039575 sec): 3 clusters Score: Raw -78006.513962 + Penalty 1457.649987 = -76548.863976 nChanged 41 SP:Iteration 3Q (134.041531 sec): 3 clusters Score: Raw -78033.403618 + Penalty 1457.496178 = -76575.907439 nChanged 39 SP:Iteration 4Q (134.043349 sec): 3 clusters Score: Raw -78055.860811 + Penalty 1457.917444 = -76597.943367 nChanged 27 SP:Iteration 5Q (134.045202 sec): 3 clusters Score: Raw -78073.244621 + Penalty 1459.876161 = -76613.368461 nChanged 30 SP:Iteration 6Q (134.047082 sec): 3 clusters Score: Raw -78088.636427 + Penalty 1463.616564 = -76625.019863 nChanged 20 SP:Iteration 7Q (134.048985 sec): 3 clusters Score: Raw -78099.731590 + Penalty 1467.429039 = -76632.302551 nChanged 19 SP:Iteration 8Q (134.050974 sec): 3 clusters Score: Raw -78112.265693 + Penalty 1472.719835 = -76639.545858 nChanged 27 SP:Iteration 9Q (134.052958 sec): 3 clusters Score: Raw -78129.818631 + Penalty 1477.904331 = -76651.914300 nChanged 18 SP:Iteration 10F (134.054810 sec): 3 clusters Score: Raw -78140.069700 + Penalty 1483.323061 = -76656.746639 nChanged 15 SP:Iteration 11Q (134.056621 sec): 3 clusters Score: Raw -78148.540514 + Penalty 1490.231279 = -76658.309235 nChanged 13 SP:Iteration 12Q (134.058418 sec): 3 clusters Score: Raw -78159.454657 + Penalty 1498.203325 = -76661.251332 nChanged 17 SP:Iteration 13Q (134.060207 sec): 3 clusters Score: Raw -78174.905024 + Penalty 1510.447537 = -76664.457486 nChanged 20 SP:Iteration 14Q (134.061990 sec): 3 clusters Score: Raw -78200.313336 + Penalty 1525.656335 = -76674.657001 nChanged 22 SP:Iteration 15Q (134.063839 sec): 3 clusters Score: Raw -78223.695128 + Penalty 1537.668681 = -76686.026446 nChanged 15 SP:Iteration 16Q (134.065630 sec): 3 clusters Score: Raw -78245.802537 + Penalty 1548.266504 = -76697.536033 nChanged 18 SP:Iteration 17Q (134.067354 sec): 3 clusters Score: Raw -78273.265174 + Penalty 1552.329890 = -76720.935284 nChanged 14 SP:Iteration 18Q (134.069050 sec): 3 clusters Score: Raw -78295.856902 + Penalty 1554.706322 = -76741.150580 nChanged 12 SP:Iteration 19Q (134.070720 sec): 3 clusters Score: Raw -78309.291431 + Penalty 1560.162967 = -76749.128463 nChanged 14 SP:Iteration 20F (134.072653 sec): 3 clusters Score: Raw -78326.302605 + Penalty 1561.340703 = -76764.961902 nChanged 8 SP:Iteration 21Q (134.074437 sec): 3 clusters Score: Raw -78338.840776 + Penalty 1562.309251 = -76776.531525 nChanged 8 SP:Iteration 22Q (134.076183 sec): 3 clusters Score: Raw -78346.094030 + Penalty 1564.482483 = -76781.611547 nChanged 7 SP:Iteration 23Q (134.077921 sec): 3 clusters Score: Raw -78353.969277 + Penalty 1566.552998 = -76787.416280 nChanged 9 SP:Iteration 24Q (134.079585 sec): 3 clusters Score: Raw -78366.332181 + Penalty 1567.253330 = -76799.078851 nChanged 6 SP:Iteration 25Q (134.081204 sec): 3 clusters Score: Raw -78373.842338 + Penalty 1569.342164 = -76804.500175 nChanged 7 SP:Iteration 26Q (134.082814 sec): 3 clusters Score: Raw -78379.974349 + Penalty 1573.507206 = -76806.467144 nChanged 6 SP:Iteration 27Q (134.084419 sec): 3 clusters Score: Raw -78386.914636 + Penalty 1577.576955 = -76809.337681 nChanged 7 SP:Iteration 28Q (134.086021 sec): 3 clusters Score: Raw -78398.112313 + Penalty 1576.016869 = -76822.095445 nChanged 3 SP:Iteration 29Q (134.087621 sec): 3 clusters Score: Raw -78400.135443 + Penalty 1574.214056 = -76825.921387 nChanged 6 SP:Iteration 30F (134.089555 sec): 3 clusters Score: Raw -78405.196475 + Penalty 1572.230827 = -76832.965648 nChanged 4 SP:Iteration 31Q (134.091180 sec): 3 clusters Score: Raw -78410.637156 + Penalty 1573.559934 = -76837.077223 nChanged 5 SP:Iteration 32Q (134.092777 sec): 3 clusters Score: Raw -78422.742681 + Penalty 1574.229505 = -76848.513175 nChanged 6 SP:Iteration 33Q (134.094348 sec): 3 clusters Score: Raw -78429.101393 + Penalty 1574.184440 = -76854.916952 nChanged 2 SP:Iteration 34Q (134.095947 sec): 3 clusters Score: Raw -78430.960122 + Penalty 1576.291205 = -76854.668916 nChanged 2 SP:Iteration 35F (134.097765 sec): 3 clusters Score: Raw -78432.384939 + Penalty 1576.291205 = -76856.093734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.099955 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.101024 sec): 3 clusters Score: Raw -31273.515475 + Penalty 895.085495 = -30378.429980 nChanged 133 SP:Iteration 1F (134.102003 sec): 3 clusters Score: Raw -31504.059926 + Penalty 899.437276 = -30604.622650 nChanged 25 SP:Iteration 2F (134.102984 sec): 3 clusters Score: Raw -31539.564083 + Penalty 902.221431 = -30637.342652 nChanged 8 SP:Iteration 3Q (134.103913 sec): 3 clusters Score: Raw -31550.617970 + Penalty 903.901207 = -30646.716763 nChanged 5 SP:Iteration 4Q (134.104919 sec): 3 clusters Score: Raw -31558.684057 + Penalty 902.802288 = -30655.881769 nChanged 5 SP:Iteration 5Q (134.105887 sec): 3 clusters Score: Raw -31563.627945 + Penalty 902.471989 = -30661.155956 nChanged 6 SP:Iteration 6Q (134.106850 sec): 3 clusters Score: Raw -31566.547928 + Penalty 902.780686 = -30663.767242 nChanged 1 SP:Iteration 7Q (134.107809 sec): 3 clusters Score: Raw -31566.860742 + Penalty 903.130150 = -30663.730591 nChanged 1 SP:Iteration 8F (134.108786 sec): 3 clusters Score: Raw -31567.540055 + Penalty 903.743876 = -30663.796180 nChanged 1 SP:Iteration 9Q (134.109702 sec): 3 clusters Score: Raw -31567.916081 + Penalty 904.407978 = -30663.508103 nChanged 1 SP:Iteration 10F (134.110682 sec): 3 clusters Score: Raw -31568.708058 + Penalty 905.216202 = -30663.491856 nChanged 1 SP:Iteration 11F (134.111664 sec): 3 clusters Score: Raw -31569.436748 + Penalty 903.885946 = -30665.550802 nChanged 1 SP:Iteration 12Q (134.112584 sec): 3 clusters Score: Raw -31570.479257 + Penalty 903.885946 = -30666.593311 nChanged 0 SP:Iteration 13F (134.113596 sec): 3 clusters Score: Raw -31570.479257 + Penalty 903.885946 = -30666.593311 nChanged 0 Deleting Class 12 (3 points): Lose 136.588810 but Gain 195.132581 Iteration 240F (134.647711 sec): 27 clusters Score: Raw -3015671.807091 + Penalty 21670.591831 = -2994001.215260 nChanged 3 Iteration 241F (135.144495 sec): 27 clusters Score: Raw -3015708.610390 + Penalty 21670.591831 = -2994038.018559 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015708.610390 + Penalty 21670.591831 = -2994038.018559Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.280927 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.286097 sec): 3 clusters Score: Raw -228750.066937 + Penalty 310.769970 = -228439.296967 nChanged 1287 SP:Iteration 1F (135.291299 sec): 3 clusters Score: Raw -229678.429916 + Penalty 307.747490 = -229370.682426 nChanged 408 SP:Iteration 2F (135.296479 sec): 3 clusters Score: Raw -230070.156409 + Penalty 305.094610 = -229765.061799 nChanged 173 SP:Iteration 3F (135.301640 sec): 3 clusters Score: Raw -230201.194021 + Penalty 304.322691 = -229896.871330 nChanged 92 SP:Iteration 4Q (135.307093 sec): 3 clusters Score: Raw -230247.021971 + Penalty 304.191318 = -229942.830653 nChanged 58 SP:Iteration 5Q (135.312429 sec): 3 clusters Score: Raw -230265.815458 + Penalty 303.665552 = -229962.149905 nChanged 40 SP:Iteration 6Q (135.317290 sec): 3 clusters Score: Raw -230278.121026 + Penalty 303.183317 = -229974.937709 nChanged 29 SP:Iteration 7Q (135.322224 sec): 3 clusters Score: Raw -230285.369070 + Penalty 302.785212 = -229982.583858 nChanged 29 SP:Iteration 8Q (135.327181 sec): 3 clusters Score: Raw -230289.661535 + Penalty 302.260600 = -229987.400934 nChanged 24 SP:Iteration 9Q (135.332131 sec): 3 clusters Score: Raw -230292.797469 + Penalty 302.124274 = -229990.673196 nChanged 19 SP:Iteration 10F (135.337261 sec): 3 clusters Score: Raw -230295.455798 + Penalty 301.889138 = -229993.566661 nChanged 15 SP:Iteration 11Q (135.342258 sec): 3 clusters Score: Raw -230297.460061 + Penalty 301.553194 = -229995.906866 nChanged 17 SP:Iteration 12Q (135.347390 sec): 3 clusters Score: Raw -230301.412037 + Penalty 301.151076 = -230000.260961 nChanged 19 SP:Iteration 13Q (135.352193 sec): 3 clusters Score: Raw -230304.910876 + Penalty 300.587538 = -230004.323338 nChanged 21 SP:Iteration 14Q (135.357061 sec): 3 clusters Score: Raw -230308.741715 + Penalty 300.219879 = -230008.521836 nChanged 23 SP:Iteration 15Q (135.362006 sec): 3 clusters Score: Raw -230311.618916 + Penalty 299.829059 = -230011.789858 nChanged 15 SP:Iteration 16Q (135.367054 sec): 3 clusters Score: Raw -230314.124827 + Penalty 299.189480 = -230014.935348 nChanged 13 SP:Iteration 17Q (135.371843 sec): 3 clusters Score: Raw -230316.893435 + Penalty 298.703253 = -230018.190182 nChanged 19 SP:Iteration 18Q (135.376728 sec): 3 clusters Score: Raw -230321.525930 + Penalty 298.413123 = -230023.112807 nChanged 25 SP:Iteration 19Q (135.381738 sec): 3 clusters Score: Raw -230327.654061 + Penalty 298.248307 = -230029.405753 nChanged 26 SP:Iteration 20F (135.386886 sec): 3 clusters Score: Raw -230337.001679 + Penalty 298.095012 = -230038.906667 nChanged 31 SP:Iteration 21Q (135.391626 sec): 3 clusters Score: Raw -230343.792397 + Penalty 297.858425 = -230045.933971 nChanged 24 SP:Iteration 22Q (135.396444 sec): 3 clusters Score: Raw -230347.026556 + Penalty 297.714032 = -230049.312524 nChanged 16 SP:Iteration 23Q (135.401143 sec): 3 clusters Score: Raw -230349.210803 + Penalty 297.582259 = -230051.628545 nChanged 10 SP:Iteration 24Q (135.405854 sec): 3 clusters Score: Raw -230349.967466 + Penalty 297.543103 = -230052.424363 nChanged 12 SP:Iteration 25Q (135.410859 sec): 3 clusters Score: Raw -230350.960532 + Penalty 297.526587 = -230053.433946 nChanged 10 SP:Iteration 26Q (135.415640 sec): 3 clusters Score: Raw -230351.538259 + Penalty 297.502614 = -230054.035645 nChanged 7 SP:Iteration 27Q (135.420563 sec): 3 clusters Score: Raw -230351.826628 + Penalty 297.403929 = -230054.422699 nChanged 8 SP:Iteration 28Q (135.425688 sec): 3 clusters Score: Raw -230352.254868 + Penalty 297.074874 = -230055.179994 nChanged 7 SP:Iteration 29Q (135.430748 sec): 3 clusters Score: Raw -230352.835936 + Penalty 296.687143 = -230056.148792 nChanged 6 SP:Iteration 30F (135.435763 sec): 3 clusters Score: Raw -230353.353298 + Penalty 296.468886 = -230056.884412 nChanged 10 SP:Iteration 31Q (135.440547 sec): 3 clusters Score: Raw -230354.423954 + Penalty 296.134497 = -230058.289457 nChanged 13 SP:Iteration 32Q (135.445658 sec): 3 clusters Score: Raw -230356.228272 + Penalty 295.620966 = -230060.607306 nChanged 17 SP:Iteration 33Q (135.450369 sec): 3 clusters Score: Raw -230359.380043 + Penalty 295.409994 = -230063.970048 nChanged 21 SP:Iteration 34Q (135.455038 sec): 3 clusters Score: Raw -230363.624121 + Penalty 295.598720 = -230068.025401 nChanged 23 SP:Iteration 35Q (135.459793 sec): 3 clusters Score: Raw -230368.247252 + Penalty 295.744566 = -230072.502686 nChanged 18 SP:Iteration 36Q (135.464829 sec): 3 clusters Score: Raw -230369.828851 + Penalty 295.819143 = -230074.009707 nChanged 11 SP:Iteration 37Q (135.469848 sec): 3 clusters Score: Raw -230371.087586 + Penalty 295.579349 = -230075.508237 nChanged 12 SP:Iteration 38Q (135.474585 sec): 3 clusters Score: Raw -230372.237555 + Penalty 295.475459 = -230076.762096 nChanged 9 SP:Iteration 39Q (135.479648 sec): 3 clusters Score: Raw -230372.920098 + Penalty 295.497427 = -230077.422671 nChanged 9 SP:Iteration 40F (135.484895 sec): 3 clusters Score: Raw -230374.035518 + Penalty 295.619442 = -230078.416076 nChanged 6 SP:Iteration 41Q (135.489892 sec): 3 clusters Score: Raw -230374.795971 + Penalty 295.402312 = -230079.393659 nChanged 10 SP:Iteration 42Q (135.494815 sec): 3 clusters Score: Raw -230376.093709 + Penalty 295.006637 = -230081.087072 nChanged 12 SP:Iteration 43Q (135.499666 sec): 3 clusters Score: Raw -230377.039988 + Penalty 294.768841 = -230082.271147 nChanged 10 SP:Iteration 44Q (135.504529 sec): 3 clusters Score: Raw -230378.033089 + Penalty 294.421106 = -230083.611984 nChanged 8 SP:Iteration 45Q (135.509534 sec): 3 clusters Score: Raw -230378.571181 + Penalty 294.305003 = -230084.266179 nChanged 3 SP:Iteration 46Q (135.514645 sec): 3 clusters Score: Raw -230378.668989 + Penalty 294.293319 = -230084.375670 nChanged 1 SP:Iteration 47Q (135.519511 sec): 3 clusters Score: Raw -230378.702331 + Penalty 294.291641 = -230084.410690 nChanged 1 SP:Iteration 48Q (135.524396 sec): 3 clusters Score: Raw -230378.766932 + Penalty 294.248936 = -230084.517995 nChanged 2 SP:Iteration 49Q (135.529374 sec): 3 clusters Score: Raw -230378.907487 + Penalty 294.239680 = -230084.667806 nChanged 1 SP:Iteration 50F (135.534699 sec): 3 clusters Score: Raw -230378.934726 + Penalty 294.239680 = -230084.695045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.535993 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.536315 sec): 3 clusters Score: Raw -3470.677988 + Penalty 304.164772 = -3166.513217 nChanged 17 SP:Iteration 1F (135.536623 sec): 3 clusters Score: Raw -3530.690384 + Penalty 308.893264 = -3221.797120 nChanged 2 SP:Iteration 2Q (135.536900 sec): 3 clusters Score: Raw -3542.596995 + Penalty 308.893264 = -3233.703731 nChanged 0 SP:Iteration 3F (135.537199 sec): 3 clusters Score: Raw -3542.596995 + Penalty 308.893264 = -3233.703731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.538011 sec): 2 clusters Score: Raw -446.631881 + Penalty 8.958797 = -437.673084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.538202 sec): 3 clusters Score: Raw -447.788207 + Penalty 17.917595 = -429.870613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.544851 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.548188 sec): 3 clusters Score: Raw -149156.245639 + Penalty 721.282578 = -148434.963062 nChanged 753 SP:Iteration 1F (135.551426 sec): 3 clusters Score: Raw -149591.430670 + Penalty 723.085051 = -148868.345619 nChanged 228 SP:Iteration 2F (135.554625 sec): 3 clusters Score: Raw -149799.800805 + Penalty 729.686407 = -149070.114398 nChanged 177 SP:Iteration 3F (135.557847 sec): 3 clusters Score: Raw -149955.225305 + Penalty 740.233040 = -149214.992265 nChanged 134 SP:Iteration 4F (135.561160 sec): 3 clusters Score: Raw -150059.837279 + Penalty 750.534647 = -149309.302631 nChanged 107 SP:Iteration 5F (135.564732 sec): 3 clusters Score: Raw -150123.924183 + Penalty 761.762816 = -149362.161367 nChanged 55 SP:Iteration 6Q (135.568277 sec): 3 clusters Score: Raw -150153.598955 + Penalty 767.316453 = -149386.282502 nChanged 39 SP:Iteration 7Q (135.571816 sec): 3 clusters Score: Raw -150180.668300 + Penalty 777.524106 = -149403.144194 nChanged 37 SP:Iteration 8Q (135.575327 sec): 3 clusters Score: Raw -150206.388861 + Penalty 784.681402 = -149421.707460 nChanged 23 SP:Iteration 9Q (135.578701 sec): 3 clusters Score: Raw -150221.927914 + Penalty 792.426173 = -149429.501742 nChanged 16 SP:Iteration 10F (135.581969 sec): 3 clusters Score: Raw -150231.902116 + Penalty 799.747289 = -149432.154827 nChanged 13 SP:Iteration 11Q (135.585006 sec): 3 clusters Score: Raw -150239.375411 + Penalty 803.680883 = -149435.694528 nChanged 15 SP:Iteration 12Q (135.587971 sec): 3 clusters Score: Raw -150254.742118 + Penalty 808.335623 = -149446.406495 nChanged 11 SP:Iteration 13Q (135.590903 sec): 3 clusters Score: Raw -150266.478766 + Penalty 813.107996 = -149453.370770 nChanged 13 SP:Iteration 14Q (135.593854 sec): 3 clusters Score: Raw -150275.865555 + Penalty 815.123089 = -149460.742466 nChanged 12 SP:Iteration 15Q (135.596741 sec): 3 clusters Score: Raw -150283.288037 + Penalty 819.187303 = -149464.100734 nChanged 7 SP:Iteration 16Q (135.599539 sec): 3 clusters Score: Raw -150287.015755 + Penalty 822.303068 = -149464.712687 nChanged 6 SP:Iteration 17Q (135.602332 sec): 3 clusters Score: Raw -150290.180486 + Penalty 823.131654 = -149467.048832 nChanged 6 SP:Iteration 18Q (135.605086 sec): 3 clusters Score: Raw -150292.611948 + Penalty 826.460633 = -149466.151316 nChanged 4 SP:Iteration 19F (135.608343 sec): 3 clusters Score: Raw -150293.971273 + Penalty 826.460633 = -149467.510640 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.708196 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.750558 sec): 3 clusters Score: Raw -1697021.273073 + Penalty 636.807640 = -1696384.465432 nChanged 10505 SP:Iteration 1F (135.793394 sec): 3 clusters Score: Raw -1705584.054076 + Penalty 895.209334 = -1704688.844742 nChanged 4255 SP:Iteration 2F (135.836323 sec): 3 clusters Score: Raw -1710892.734152 + Penalty 1047.711664 = -1709845.022488 nChanged 659 SP:Iteration 3Q (135.878964 sec): 3 clusters Score: Raw -1711621.297718 + Penalty 1089.288689 = -1710532.009029 nChanged 130 SP:Iteration 4Q (135.914438 sec): 3 clusters Score: Raw -1711719.966885 + Penalty 1123.314387 = -1710596.652499 nChanged 70 SP:Iteration 5Q (135.949379 sec): 3 clusters Score: Raw -1711770.921365 + Penalty 1141.334585 = -1710629.586780 nChanged 36 SP:Iteration 6Q (135.984296 sec): 3 clusters Score: Raw -1711794.145110 + Penalty 1146.573637 = -1710647.571473 nChanged 12 SP:Iteration 7Q (136.019520 sec): 3 clusters Score: Raw -1711799.020847 + Penalty 1150.537814 = -1710648.483033 nChanged 3 SP:Iteration 8Q (136.054097 sec): 3 clusters Score: Raw -1711800.316882 + Penalty 1151.146565 = -1710649.170318 nChanged 1 SP:Iteration 9Q (136.088841 sec): 3 clusters Score: Raw -1711800.581174 + Penalty 1150.653079 = -1710649.928094 nChanged 1 SP:Iteration 10F (136.131711 sec): 3 clusters Score: Raw -1711800.740024 + Penalty 1150.653079 = -1710650.086945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.147999 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.149994 sec): 3 clusters Score: Raw -83566.551604 + Penalty 1368.254244 = -82198.297360 nChanged 329 SP:Iteration 1F (136.151973 sec): 3 clusters Score: Raw -83765.939717 + Penalty 1377.520497 = -82388.419221 nChanged 87 SP:Iteration 2F (136.153955 sec): 3 clusters Score: Raw -83823.480100 + Penalty 1388.933767 = -82434.546332 nChanged 67 SP:Iteration 3F (136.155886 sec): 3 clusters Score: Raw -83872.829353 + Penalty 1403.986281 = -82468.843071 nChanged 53 SP:Iteration 4F (136.157814 sec): 3 clusters Score: Raw -83919.834379 + Penalty 1414.837441 = -82504.996938 nChanged 35 SP:Iteration 5Q (136.159776 sec): 3 clusters Score: Raw -83949.771701 + Penalty 1424.220411 = -82525.551290 nChanged 31 SP:Iteration 6Q (136.161735 sec): 3 clusters Score: Raw -83975.480770 + Penalty 1435.450202 = -82540.030568 nChanged 31 SP:Iteration 7Q (136.163669 sec): 3 clusters Score: Raw -84000.898273 + Penalty 1448.896343 = -82552.001930 nChanged 25 SP:Iteration 8Q (136.165549 sec): 3 clusters Score: Raw -84018.616470 + Penalty 1458.297797 = -82560.318673 nChanged 22 SP:Iteration 9Q (136.167413 sec): 3 clusters Score: Raw -84034.171511 + Penalty 1469.564822 = -82564.606689 nChanged 18 SP:Iteration 10F (136.169357 sec): 3 clusters Score: Raw -84050.586412 + Penalty 1486.137544 = -82564.448868 nChanged 22 SP:Iteration 11F (136.171306 sec): 3 clusters Score: Raw -84066.921308 + Penalty 1494.974296 = -82571.947012 nChanged 14 SP:Iteration 12Q (136.173140 sec): 3 clusters Score: Raw -84078.687109 + Penalty 1501.201727 = -82577.485382 nChanged 12 SP:Iteration 13Q (136.174963 sec): 3 clusters Score: Raw -84086.452910 + Penalty 1507.505696 = -82578.947214 nChanged 11 SP:Iteration 14Q (136.176988 sec): 3 clusters Score: Raw -84094.128788 + Penalty 1509.735190 = -82584.393598 nChanged 10 SP:Iteration 15Q (136.178941 sec): 3 clusters Score: Raw -84104.065576 + Penalty 1513.756445 = -82590.309131 nChanged 14 SP:Iteration 16Q (136.180828 sec): 3 clusters Score: Raw -84115.834370 + Penalty 1511.988290 = -82603.846080 nChanged 8 SP:Iteration 17Q (136.182669 sec): 3 clusters Score: Raw -84122.313162 + Penalty 1513.956046 = -82608.357116 nChanged 8 SP:Iteration 18Q (136.184543 sec): 3 clusters Score: Raw -84128.711000 + Penalty 1518.679376 = -82610.031624 nChanged 7 SP:Iteration 19Q (136.186366 sec): 3 clusters Score: Raw -84134.906789 + Penalty 1518.921904 = -82615.984884 nChanged 5 SP:Iteration 20F (136.188356 sec): 3 clusters Score: Raw -84139.119832 + Penalty 1522.171634 = -82616.948198 nChanged 2 SP:Iteration 21Q (136.190131 sec): 3 clusters Score: Raw -84141.602406 + Penalty 1530.067239 = -82611.535167 nChanged 3 SP:Iteration 22F (136.192035 sec): 3 clusters Score: Raw -84144.682610 + Penalty 1532.469440 = -82612.213170 nChanged 1 SP:Iteration 23Q (136.193756 sec): 3 clusters Score: Raw -84146.754236 + Penalty 1533.294146 = -82613.460090 nChanged 1 SP:Iteration 24Q (136.195442 sec): 3 clusters Score: Raw -84147.628541 + Penalty 1533.294146 = -82614.334396 nChanged 0 SP:Iteration 25F (136.197324 sec): 3 clusters Score: Raw -84147.628541 + Penalty 1533.294146 = -82614.334396 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.200725 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.202478 sec): 3 clusters Score: Raw -65309.566025 + Penalty 1976.905543 = -63332.660481 nChanged 242 SP:Iteration 1F (136.204127 sec): 3 clusters Score: Raw -65518.760015 + Penalty 1978.979525 = -63539.780491 nChanged 64 SP:Iteration 2F (136.205913 sec): 3 clusters Score: Raw -65582.377705 + Penalty 1978.564714 = -63603.812990 nChanged 35 SP:Iteration 3Q (136.207694 sec): 3 clusters Score: Raw -65618.580363 + Penalty 1977.447566 = -63641.132797 nChanged 19 SP:Iteration 4Q (136.209460 sec): 3 clusters Score: Raw -65635.298530 + Penalty 1976.890758 = -63658.407772 nChanged 7 SP:Iteration 5Q (136.211206 sec): 3 clusters Score: Raw -65643.800757 + Penalty 1976.980084 = -63666.820674 nChanged 13 SP:Iteration 6Q (136.212891 sec): 3 clusters Score: Raw -65657.839451 + Penalty 1977.362175 = -63680.477277 nChanged 12 SP:Iteration 7Q (136.214527 sec): 3 clusters Score: Raw -65669.067549 + Penalty 1977.738768 = -63691.328781 nChanged 7 SP:Iteration 8Q (136.216140 sec): 3 clusters Score: Raw -65674.863179 + Penalty 1978.119458 = -63696.743721 nChanged 8 SP:Iteration 9Q (136.217802 sec): 3 clusters Score: Raw -65686.160165 + Penalty 1978.520219 = -63707.639945 nChanged 14 SP:Iteration 10F (136.219468 sec): 3 clusters Score: Raw -65698.290471 + Penalty 1978.900856 = -63719.389616 nChanged 10 SP:Iteration 11Q (136.221076 sec): 3 clusters Score: Raw -65709.831809 + Penalty 1979.272754 = -63730.559055 nChanged 8 SP:Iteration 12Q (136.222683 sec): 3 clusters Score: Raw -65716.571243 + Penalty 1979.095575 = -63737.475668 nChanged 1 SP:Iteration 13Q (136.224285 sec): 3 clusters Score: Raw -65717.008573 + Penalty 1979.095575 = -63737.912998 nChanged 0 SP:Iteration 14F (136.225947 sec): 3 clusters Score: Raw -65717.008573 + Penalty 1979.095575 = -63737.912998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.226538 sec): 2 clusters Score: Raw -1360.683317 + Penalty 58.197847 = -1302.485470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.226773 sec): 3 clusters Score: Raw -1416.590704 + Penalty 134.692497 = -1281.898207 nChanged 2 SP:Iteration 1F (136.227001 sec): 3 clusters Score: Raw -1435.611456 + Penalty 134.692497 = -1300.918959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.227543 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.227809 sec): 3 clusters Score: Raw -1952.326168 + Penalty 260.406570 = -1691.919598 nChanged 7 SP:Iteration 1F (136.228069 sec): 3 clusters Score: Raw -1975.388372 + Penalty 257.821187 = -1717.567185 nChanged 1 SP:Iteration 2Q (136.228323 sec): 3 clusters Score: Raw -1977.284493 + Penalty 257.821187 = -1719.463306 nChanged 0 SP:Iteration 3F (136.228582 sec): 3 clusters Score: Raw -1977.284493 + Penalty 257.821187 = -1719.463306 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.231253 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.232857 sec): 3 clusters Score: Raw -62846.542321 + Penalty 1172.488312 = -61674.054009 nChanged 247 SP:Iteration 1F (136.234371 sec): 3 clusters Score: Raw -63012.382955 + Penalty 1177.783541 = -61834.599414 nChanged 94 SP:Iteration 2F (136.235862 sec): 3 clusters Score: Raw -63100.175220 + Penalty 1178.555001 = -61921.620219 nChanged 52 SP:Iteration 3F (136.237452 sec): 3 clusters Score: Raw -63154.879066 + Penalty 1177.873804 = -61977.005262 nChanged 48 SP:Iteration 4F (136.238996 sec): 3 clusters Score: Raw -63199.252578 + Penalty 1176.309230 = -62022.943348 nChanged 35 SP:Iteration 5Q (136.240490 sec): 3 clusters Score: Raw -63230.696716 + Penalty 1181.320868 = -62049.375848 nChanged 26 SP:Iteration 6Q (136.242109 sec): 3 clusters Score: Raw -63255.329589 + Penalty 1185.204701 = -62070.124888 nChanged 18 SP:Iteration 7Q (136.243727 sec): 3 clusters Score: Raw -63272.177155 + Penalty 1185.971970 = -62086.205185 nChanged 15 SP:Iteration 8Q (136.245337 sec): 3 clusters Score: Raw -63286.023944 + Penalty 1185.231047 = -62100.792897 nChanged 7 SP:Iteration 9Q (136.246864 sec): 3 clusters Score: Raw -63292.979308 + Penalty 1185.863077 = -62107.116231 nChanged 1 SP:Iteration 10F (136.248357 sec): 3 clusters Score: Raw -63294.262717 + Penalty 1184.133857 = -62110.128860 nChanged 2 SP:Iteration 11Q (136.249833 sec): 3 clusters Score: Raw -63295.485907 + Penalty 1182.707769 = -62112.778138 nChanged 1 SP:Iteration 12Q (136.251351 sec): 3 clusters Score: Raw -63296.000218 + Penalty 1181.233968 = -62114.766251 nChanged 1 SP:Iteration 13Q (136.252853 sec): 3 clusters Score: Raw -63296.151983 + Penalty 1181.233968 = -62114.918016 nChanged 0 SP:Iteration 14F (136.254359 sec): 3 clusters Score: Raw -63296.151983 + Penalty 1181.233968 = -62114.918016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.254915 sec): 2 clusters Score: Raw -679.929586 + Penalty 30.778525 = -649.151062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.255129 sec): 3 clusters Score: Raw -706.730221 + Penalty 54.495424 = -652.234797 nChanged 0 Score: Raw -3036413.649224 + Penalty 21779.234465 = -3014634.414759 Splitting cluster 11 changes total score from -2994038.018559 to -3014634.414759 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.765739 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.766786 sec): 3 clusters Score: Raw -39384.170715 + Penalty 770.801948 = -38613.368766 nChanged 155 SP:Iteration 1F (136.767812 sec): 3 clusters Score: Raw -39511.671729 + Penalty 788.279210 = -38723.392518 nChanged 56 SP:Iteration 2F (136.768836 sec): 3 clusters Score: Raw -39563.954260 + Penalty 811.933534 = -38752.020727 nChanged 36 SP:Iteration 3F (136.769861 sec): 3 clusters Score: Raw -39598.690458 + Penalty 836.063099 = -38762.627359 nChanged 23 SP:Iteration 4Q (136.770880 sec): 3 clusters Score: Raw -39630.136392 + Penalty 856.577623 = -38773.558769 nChanged 17 SP:Iteration 5Q (136.771890 sec): 3 clusters Score: Raw -39653.474319 + Penalty 865.995625 = -38787.478694 nChanged 9 SP:Iteration 6Q (136.772881 sec): 3 clusters Score: Raw -39663.674886 + Penalty 869.632449 = -38794.042437 nChanged 6 SP:Iteration 7Q (136.773861 sec): 3 clusters Score: Raw -39666.582732 + Penalty 869.494003 = -38797.088728 nChanged 4 SP:Iteration 8Q (136.774834 sec): 3 clusters Score: Raw -39669.581213 + Penalty 873.682464 = -38795.898749 nChanged 2 SP:Iteration 9F (136.775854 sec): 3 clusters Score: Raw -39672.034488 + Penalty 874.914181 = -38797.120306 nChanged 3 SP:Iteration 10F (136.776934 sec): 3 clusters Score: Raw -39677.738442 + Penalty 878.424973 = -38799.313469 nChanged 2 SP:Iteration 11Q (136.777950 sec): 3 clusters Score: Raw -39679.241704 + Penalty 878.492145 = -38800.749559 nChanged 1 SP:Iteration 12Q (136.778953 sec): 3 clusters Score: Raw -39679.656108 + Penalty 878.492145 = -38801.163963 nChanged 0 SP:Iteration 13F (136.780016 sec): 3 clusters Score: Raw -39679.656108 + Penalty 878.492145 = -38801.163963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.782265 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.783603 sec): 3 clusters Score: Raw -56853.208469 + Penalty 1843.878597 = -55009.329872 nChanged 171 SP:Iteration 1F (136.784932 sec): 3 clusters Score: Raw -57071.483969 + Penalty 1848.579641 = -55222.904328 nChanged 55 SP:Iteration 2F (136.786297 sec): 3 clusters Score: Raw -57126.365089 + Penalty 1851.398539 = -55274.966550 nChanged 24 SP:Iteration 3Q (136.787608 sec): 3 clusters Score: Raw -57153.673707 + Penalty 1852.622791 = -55301.050916 nChanged 11 SP:Iteration 4Q (136.788881 sec): 3 clusters Score: Raw -57164.315854 + Penalty 1853.584364 = -55310.731490 nChanged 6 SP:Iteration 5Q (136.790151 sec): 3 clusters Score: Raw -57170.408700 + Penalty 1854.017372 = -55316.391328 nChanged 4 SP:Iteration 6Q (136.791422 sec): 3 clusters Score: Raw -57174.926381 + Penalty 1854.596985 = -55320.329396 nChanged 3 SP:Iteration 7Q (136.792691 sec): 3 clusters Score: Raw -57177.284680 + Penalty 1854.648867 = -55322.635813 nChanged 1 SP:Iteration 8Q (136.793988 sec): 3 clusters Score: Raw -57178.948627 + Penalty 1853.888908 = -55325.059718 nChanged 1 SP:Iteration 9Q (136.795285 sec): 3 clusters Score: Raw -57180.044995 + Penalty 1853.940085 = -55326.104910 nChanged 1 SP:Iteration 10F (136.796584 sec): 3 clusters Score: Raw -57181.027321 + Penalty 1853.940085 = -55327.087236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.798307 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.799291 sec): 3 clusters Score: Raw -33866.741449 + Penalty 863.499135 = -33003.242314 nChanged 133 SP:Iteration 1F (136.800232 sec): 3 clusters Score: Raw -33982.734867 + Penalty 871.432939 = -33111.301928 nChanged 43 SP:Iteration 2F (136.801173 sec): 3 clusters Score: Raw -34031.130420 + Penalty 877.330699 = -33153.799721 nChanged 25 SP:Iteration 3F (136.802115 sec): 3 clusters Score: Raw -34059.008873 + Penalty 874.900399 = -33184.108474 nChanged 20 SP:Iteration 4Q (136.803037 sec): 3 clusters Score: Raw -34088.004088 + Penalty 873.684550 = -33214.319537 nChanged 17 SP:Iteration 5Q (136.803957 sec): 3 clusters Score: Raw -34112.218966 + Penalty 872.411491 = -33239.807475 nChanged 11 SP:Iteration 6Q (136.804866 sec): 3 clusters Score: Raw -34127.233252 + Penalty 873.845206 = -33253.388046 nChanged 9 SP:Iteration 7Q (136.805764 sec): 3 clusters Score: Raw -34139.541630 + Penalty 873.137989 = -33266.403641 nChanged 6 SP:Iteration 8Q (136.806652 sec): 3 clusters Score: Raw -34148.277843 + Penalty 874.001221 = -33274.276622 nChanged 6 SP:Iteration 9Q (136.807557 sec): 3 clusters Score: Raw -34153.020248 + Penalty 873.442611 = -33279.577637 nChanged 1 SP:Iteration 10F (136.808503 sec): 3 clusters Score: Raw -34155.269974 + Penalty 873.532572 = -33281.737402 nChanged 1 SP:Iteration 11Q (136.809457 sec): 3 clusters Score: Raw -34155.971937 + Penalty 873.532572 = -33282.439365 nChanged 0 SP:Iteration 12F (136.810445 sec): 3 clusters Score: Raw -34155.971937 + Penalty 873.532572 = -33282.439365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.811254 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.811663 sec): 3 clusters Score: Raw -10857.633608 + Penalty 67.777918 = -10789.855690 nChanged 51 SP:Iteration 1F (136.812102 sec): 3 clusters Score: Raw -10887.669032 + Penalty 67.557937 = -10820.111095 nChanged 20 SP:Iteration 2F (136.812540 sec): 3 clusters Score: Raw -10911.338093 + Penalty 67.676194 = -10843.661898 nChanged 3 SP:Iteration 3Q (136.812978 sec): 3 clusters Score: Raw -10914.845942 + Penalty 68.271151 = -10846.574791 nChanged 2 SP:Iteration 4Q (136.813418 sec): 3 clusters Score: Raw -10915.006854 + Penalty 68.138294 = -10846.868560 nChanged 1 SP:Iteration 5Q (136.813854 sec): 3 clusters Score: Raw -10915.643071 + Penalty 68.235495 = -10847.407575 nChanged 1 SP:Iteration 6Q (136.814290 sec): 3 clusters Score: Raw -10916.380699 + Penalty 68.235495 = -10848.145204 nChanged 0 SP:Iteration 7F (136.814728 sec): 3 clusters Score: Raw -10916.380699 + Penalty 68.235495 = -10848.145204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.815330 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.815611 sec): 3 clusters Score: Raw -2693.800562 + Penalty 275.264755 = -2418.535807 nChanged 4 SP:Iteration 1F (136.815896 sec): 3 clusters Score: Raw -2704.351106 + Penalty 279.993400 = -2424.357706 nChanged 1 SP:Iteration 2Q (136.816164 sec): 3 clusters Score: Raw -2710.227982 + Penalty 286.062297 = -2424.165685 nChanged 1 SP:Iteration 3F (136.816457 sec): 3 clusters Score: Raw -2713.962478 + Penalty 286.062297 = -2427.900181 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.823189 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.825799 sec): 3 clusters Score: Raw -118350.670649 + Penalty 986.522805 = -117364.147845 nChanged 538 SP:Iteration 1F (136.828355 sec): 3 clusters Score: Raw -118699.218142 + Penalty 989.156269 = -117710.061873 nChanged 135 SP:Iteration 2F (136.830893 sec): 3 clusters Score: Raw -118785.666155 + Penalty 994.269353 = -117791.396802 nChanged 97 SP:Iteration 3F (136.833457 sec): 3 clusters Score: Raw -118846.821898 + Penalty 998.675014 = -117848.146883 nChanged 56 SP:Iteration 4Q (136.836070 sec): 3 clusters Score: Raw -118868.727206 + Penalty 1004.689231 = -117864.037975 nChanged 37 SP:Iteration 5Q (136.838659 sec): 3 clusters Score: Raw -118885.145816 + Penalty 1012.044970 = -117873.100846 nChanged 39 SP:Iteration 6Q (136.841273 sec): 3 clusters Score: Raw -118907.035901 + Penalty 1017.952677 = -117889.083224 nChanged 30 SP:Iteration 7Q (136.844058 sec): 3 clusters Score: Raw -118925.348543 + Penalty 1025.017011 = -117900.331532 nChanged 30 SP:Iteration 8Q (136.846774 sec): 3 clusters Score: Raw -118944.175750 + Penalty 1035.939116 = -117908.236634 nChanged 37 SP:Iteration 9Q (136.849374 sec): 3 clusters Score: Raw -118963.760679 + Penalty 1041.641716 = -117922.118963 nChanged 25 SP:Iteration 10F (136.851908 sec): 3 clusters Score: Raw -118973.387364 + Penalty 1046.946375 = -117926.440989 nChanged 13 SP:Iteration 11Q (136.854447 sec): 3 clusters Score: Raw -118980.065651 + Penalty 1053.451772 = -117926.613879 nChanged 22 SP:Iteration 12Q (136.856983 sec): 3 clusters Score: Raw -118992.840155 + Penalty 1064.446093 = -117928.394061 nChanged 27 SP:Iteration 13Q (136.859542 sec): 3 clusters Score: Raw -119007.473501 + Penalty 1073.929674 = -117933.543827 nChanged 23 SP:Iteration 14Q (136.862221 sec): 3 clusters Score: Raw -119022.592526 + Penalty 1088.474912 = -117934.117614 nChanged 25 SP:Iteration 15Q (136.864990 sec): 3 clusters Score: Raw -119041.329797 + Penalty 1109.802066 = -117931.527731 nChanged 35 SP:Iteration 16F (136.867616 sec): 3 clusters Score: Raw -119073.640887 + Penalty 1123.603450 = -117950.037437 nChanged 22 SP:Iteration 17Q (136.870140 sec): 3 clusters Score: Raw -119096.625871 + Penalty 1137.084922 = -117959.540949 nChanged 25 SP:Iteration 18Q (136.872570 sec): 3 clusters Score: Raw -119127.583271 + Penalty 1146.392039 = -117981.191232 nChanged 19 SP:Iteration 19Q (136.874943 sec): 3 clusters Score: Raw -119144.553094 + Penalty 1151.335275 = -117993.217819 nChanged 16 SP:Iteration 20F (136.877721 sec): 3 clusters Score: Raw -119156.540968 + Penalty 1152.891400 = -118003.649568 nChanged 4 SP:Iteration 21Q (136.880193 sec): 3 clusters Score: Raw -119161.564488 + Penalty 1154.045744 = -118007.518743 nChanged 2 SP:Iteration 22Q (136.882519 sec): 3 clusters Score: Raw -119162.523206 + Penalty 1153.645344 = -118008.877862 nChanged 2 SP:Iteration 23Q (136.884808 sec): 3 clusters Score: Raw -119163.051500 + Penalty 1153.645344 = -118009.406156 nChanged 0 SP:Iteration 24F (136.887495 sec): 3 clusters Score: Raw -119163.051500 + Penalty 1153.645344 = -118009.406156 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.898304 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.899998 sec): 3 clusters Score: Raw -70101.238895 + Penalty 897.790774 = -69203.448121 nChanged 306 SP:Iteration 1F (136.901584 sec): 3 clusters Score: Raw -70355.112752 + Penalty 907.778229 = -69447.334523 nChanged 103 SP:Iteration 2F (136.903161 sec): 3 clusters Score: Raw -70439.022021 + Penalty 916.570593 = -69522.451428 nChanged 46 SP:Iteration 3F (136.904717 sec): 3 clusters Score: Raw -70469.244101 + Penalty 919.584199 = -69549.659903 nChanged 33 SP:Iteration 4Q (136.906257 sec): 3 clusters Score: Raw -70499.974338 + Penalty 920.134883 = -69579.839455 nChanged 31 SP:Iteration 5Q (136.907826 sec): 3 clusters Score: Raw -70523.804053 + Penalty 922.108166 = -69601.695887 nChanged 26 SP:Iteration 6Q (136.909521 sec): 3 clusters Score: Raw -70537.872566 + Penalty 921.162574 = -69616.709992 nChanged 17 SP:Iteration 7Q (136.911174 sec): 3 clusters Score: Raw -70546.152745 + Penalty 921.141144 = -69625.011601 nChanged 9 SP:Iteration 8Q (136.912736 sec): 3 clusters Score: Raw -70549.756347 + Penalty 920.264904 = -69629.491443 nChanged 6 SP:Iteration 9Q (136.914263 sec): 3 clusters Score: Raw -70551.604795 + Penalty 920.578263 = -69631.026531 nChanged 4 SP:Iteration 10F (136.915837 sec): 3 clusters Score: Raw -70552.006962 + Penalty 920.229773 = -69631.777189 nChanged 1 SP:Iteration 11Q (136.917385 sec): 3 clusters Score: Raw -70552.160270 + Penalty 920.229773 = -69631.930497 nChanged 0 SP:Iteration 12F (136.918927 sec): 3 clusters Score: Raw -70552.160270 + Penalty 920.229773 = -69631.930497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.921267 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.922622 sec): 3 clusters Score: Raw -55614.683933 + Penalty 1787.732177 = -53826.951756 nChanged 177 SP:Iteration 1F (136.924005 sec): 3 clusters Score: Raw -55762.147062 + Penalty 1790.318710 = -53971.828352 nChanged 59 SP:Iteration 2F (136.925431 sec): 3 clusters Score: Raw -55851.804767 + Penalty 1794.091130 = -54057.713637 nChanged 44 SP:Iteration 3F (136.926768 sec): 3 clusters Score: Raw -55915.254359 + Penalty 1797.279138 = -54117.975221 nChanged 39 SP:Iteration 4F (136.928101 sec): 3 clusters Score: Raw -55986.320689 + Penalty 1794.338214 = -54191.982475 nChanged 32 SP:Iteration 5Q (136.929416 sec): 3 clusters Score: Raw -56041.188209 + Penalty 1792.700997 = -54248.487213 nChanged 26 SP:Iteration 6Q (136.930695 sec): 3 clusters Score: Raw -56093.617985 + Penalty 1796.204969 = -54297.413017 nChanged 17 SP:Iteration 7Q (136.931957 sec): 3 clusters Score: Raw -56126.990797 + Penalty 1796.512333 = -54330.478463 nChanged 14 SP:Iteration 8Q (136.933204 sec): 3 clusters Score: Raw -56142.256594 + Penalty 1799.336175 = -54342.920419 nChanged 12 SP:Iteration 9Q (136.934448 sec): 3 clusters Score: Raw -56159.973657 + Penalty 1802.650746 = -54357.322911 nChanged 5 SP:Iteration 10F (136.935777 sec): 3 clusters Score: Raw -56168.143931 + Penalty 1803.329981 = -54364.813951 nChanged 3 SP:Iteration 11Q (136.936981 sec): 3 clusters Score: Raw -56170.748894 + Penalty 1804.740733 = -54366.008160 nChanged 2 SP:Iteration 12Q (136.938191 sec): 3 clusters Score: Raw -56173.480053 + Penalty 1806.728644 = -54366.751409 nChanged 3 SP:Iteration 13Q (136.939437 sec): 3 clusters Score: Raw -56177.710867 + Penalty 1807.417049 = -54370.293818 nChanged 1 SP:Iteration 14Q (136.940661 sec): 3 clusters Score: Raw -56180.842310 + Penalty 1808.160678 = -54372.681632 nChanged 3 SP:Iteration 15Q (136.942039 sec): 3 clusters Score: Raw -56184.042162 + Penalty 1809.441933 = -54374.600229 nChanged 2 SP:Iteration 16Q (136.943338 sec): 3 clusters Score: Raw -56185.556751 + Penalty 1809.441933 = -54376.114818 nChanged 0 SP:Iteration 17F (136.944737 sec): 3 clusters Score: Raw -56185.556751 + Penalty 1809.441933 = -54376.114818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.946273 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.947221 sec): 3 clusters Score: Raw -30625.454033 + Penalty 1885.959453 = -28739.494580 nChanged 101 SP:Iteration 1F (136.948126 sec): 3 clusters Score: Raw -30773.447038 + Penalty 1884.970395 = -28888.476642 nChanged 20 SP:Iteration 2F (136.949034 sec): 3 clusters Score: Raw -30801.752892 + Penalty 1884.352850 = -28917.400042 nChanged 8 SP:Iteration 3Q (136.949905 sec): 3 clusters Score: Raw -30818.409853 + Penalty 1883.783971 = -28934.625883 nChanged 5 SP:Iteration 4Q (136.950739 sec): 3 clusters Score: Raw -30824.253997 + Penalty 1883.507378 = -28940.746619 nChanged 4 SP:Iteration 5Q (136.951567 sec): 3 clusters Score: Raw -30831.711149 + Penalty 1883.234238 = -28948.476911 nChanged 2 SP:Iteration 6Q (136.952394 sec): 3 clusters Score: Raw -30837.094660 + Penalty 1883.271053 = -28953.823608 nChanged 3 SP:Iteration 7Q (136.953222 sec): 3 clusters Score: Raw -30842.875744 + Penalty 1882.848809 = -28960.026935 nChanged 3 SP:Iteration 8Q (136.954053 sec): 3 clusters Score: Raw -30847.055487 + Penalty 1882.232633 = -28964.822853 nChanged 5 SP:Iteration 9Q (136.954883 sec): 3 clusters Score: Raw -30876.293234 + Penalty 1882.248493 = -28994.044741 nChanged 7 SP:Iteration 10F (136.955751 sec): 3 clusters Score: Raw -30897.076164 + Penalty 1882.248493 = -29014.827671 nChanged 2 SP:Iteration 11Q (136.956595 sec): 3 clusters Score: Raw -30899.638109 + Penalty 1882.084146 = -29017.553963 nChanged 1 SP:Iteration 12Q (136.957460 sec): 3 clusters Score: Raw -30900.839807 + Penalty 1882.084146 = -29018.755661 nChanged 0 SP:Iteration 13F (136.958387 sec): 3 clusters Score: Raw -30900.839807 + Penalty 1882.084146 = -29018.755661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.963153 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.965606 sec): 3 clusters Score: Raw -111888.177253 + Penalty 1943.259188 = -109944.918065 nChanged 422 SP:Iteration 1F (136.967979 sec): 3 clusters Score: Raw -112145.594391 + Penalty 1943.650659 = -110201.943732 nChanged 114 SP:Iteration 2F (136.970331 sec): 3 clusters Score: Raw -112241.674819 + Penalty 1943.999028 = -110297.675792 nChanged 70 SP:Iteration 3F (136.972704 sec): 3 clusters Score: Raw -112296.534231 + Penalty 1944.288848 = -110352.245383 nChanged 51 SP:Iteration 4Q (136.975125 sec): 3 clusters Score: Raw -112329.448097 + Penalty 1943.933144 = -110385.514953 nChanged 38 SP:Iteration 5Q (136.977672 sec): 3 clusters Score: Raw -112350.046497 + Penalty 1943.537555 = -110406.508942 nChanged 32 SP:Iteration 6Q (136.980190 sec): 3 clusters Score: Raw -112371.727341 + Penalty 1942.999229 = -110428.728113 nChanged 26 SP:Iteration 7Q (136.982587 sec): 3 clusters Score: Raw -112394.415138 + Penalty 1942.681299 = -110451.733839 nChanged 29 SP:Iteration 8Q (136.984919 sec): 3 clusters Score: Raw -112426.764824 + Penalty 1943.241620 = -110483.523203 nChanged 41 SP:Iteration 9Q (136.987347 sec): 3 clusters Score: Raw -112468.360081 + Penalty 1943.780016 = -110524.580065 nChanged 37 SP:Iteration 10F (136.989788 sec): 3 clusters Score: Raw -112493.368571 + Penalty 1944.728255 = -110548.640316 nChanged 37 SP:Iteration 11Q (136.992128 sec): 3 clusters Score: Raw -112513.882744 + Penalty 1947.672868 = -110566.209876 nChanged 30 SP:Iteration 12Q (136.994551 sec): 3 clusters Score: Raw -112533.162996 + Penalty 1951.050320 = -110582.112676 nChanged 26 SP:Iteration 13Q (136.997057 sec): 3 clusters Score: Raw -112553.566296 + Penalty 1953.554589 = -110600.011707 nChanged 28 SP:Iteration 14Q (136.999476 sec): 3 clusters Score: Raw -112568.953045 + Penalty 1955.560014 = -110613.393031 nChanged 13 SP:Iteration 15Q (137.001822 sec): 3 clusters Score: Raw -112577.040931 + Penalty 1958.815938 = -110618.224993 nChanged 20 SP:Iteration 16Q (137.004232 sec): 3 clusters Score: Raw -112589.394080 + Penalty 1961.468575 = -110627.925504 nChanged 16 SP:Iteration 17Q (137.006574 sec): 3 clusters Score: Raw -112599.185524 + Penalty 1965.400598 = -110633.784926 nChanged 19 SP:Iteration 18Q (137.008875 sec): 3 clusters Score: Raw -112611.414359 + Penalty 1970.013031 = -110641.401328 nChanged 22 SP:Iteration 19Q (137.011374 sec): 3 clusters Score: Raw -112626.282923 + Penalty 1975.454976 = -110650.827947 nChanged 23 SP:Iteration 20F (137.013912 sec): 3 clusters Score: Raw -112643.968783 + Penalty 1980.960688 = -110663.008095 nChanged 21 SP:Iteration 21Q (137.016238 sec): 3 clusters Score: Raw -112660.108611 + Penalty 1984.365923 = -110675.742689 nChanged 12 SP:Iteration 22Q (137.018523 sec): 3 clusters Score: Raw -112668.912092 + Penalty 1986.351697 = -110682.560395 nChanged 7 SP:Iteration 23Q (137.020785 sec): 3 clusters Score: Raw -112673.527637 + Penalty 1987.443462 = -110686.084175 nChanged 7 SP:Iteration 24Q (137.023026 sec): 3 clusters Score: Raw -112676.849557 + Penalty 1987.892452 = -110688.957105 nChanged 4 SP:Iteration 25Q (137.025267 sec): 3 clusters Score: Raw -112678.825736 + Penalty 1988.485969 = -110690.339767 nChanged 3 SP:Iteration 26Q (137.027551 sec): 3 clusters Score: Raw -112680.383612 + Penalty 1989.251118 = -110691.132493 nChanged 4 SP:Iteration 27Q (137.029836 sec): 3 clusters Score: Raw -112683.242969 + Penalty 1989.719837 = -110693.523132 nChanged 2 SP:Iteration 28Q (137.032063 sec): 3 clusters Score: Raw -112683.667883 + Penalty 1990.601022 = -110693.066861 nChanged 2 SP:Iteration 29F (137.034401 sec): 3 clusters Score: Raw -112684.501264 + Penalty 1990.601022 = -110693.900242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.037579 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.039165 sec): 3 clusters Score: Raw -62913.499290 + Penalty 927.656969 = -61985.842321 nChanged 280 SP:Iteration 1F (137.040654 sec): 3 clusters Score: Raw -63176.671984 + Penalty 931.421204 = -62245.250780 nChanged 100 SP:Iteration 2F (137.042111 sec): 3 clusters Score: Raw -63300.842593 + Penalty 937.148556 = -62363.694036 nChanged 50 SP:Iteration 3F (137.043691 sec): 3 clusters Score: Raw -63347.148025 + Penalty 939.551390 = -62407.596635 nChanged 33 SP:Iteration 4Q (137.045188 sec): 3 clusters Score: Raw -63365.533114 + Penalty 944.016355 = -62421.516759 nChanged 21 SP:Iteration 5Q (137.046685 sec): 3 clusters Score: Raw -63378.649174 + Penalty 948.653318 = -62429.995856 nChanged 15 SP:Iteration 6Q (137.048159 sec): 3 clusters Score: Raw -63390.664121 + Penalty 954.037812 = -62436.626309 nChanged 16 SP:Iteration 7Q (137.049664 sec): 3 clusters Score: Raw -63400.614949 + Penalty 958.981445 = -62441.633504 nChanged 17 SP:Iteration 8Q (137.051157 sec): 3 clusters Score: Raw -63412.274194 + Penalty 959.923672 = -62452.350522 nChanged 11 SP:Iteration 9Q (137.052572 sec): 3 clusters Score: Raw -63418.685817 + Penalty 962.063511 = -62456.622306 nChanged 8 SP:Iteration 10F (137.054031 sec): 3 clusters Score: Raw -63424.421556 + Penalty 963.295051 = -62461.126505 nChanged 8 SP:Iteration 11Q (137.055450 sec): 3 clusters Score: Raw -63429.390441 + Penalty 964.170655 = -62465.219786 nChanged 5 SP:Iteration 12Q (137.056876 sec): 3 clusters Score: Raw -63432.019269 + Penalty 964.453712 = -62467.565557 nChanged 1 SP:Iteration 13Q (137.058268 sec): 3 clusters Score: Raw -63432.270278 + Penalty 964.291086 = -62467.979193 nChanged 1 SP:Iteration 14Q (137.059666 sec): 3 clusters Score: Raw -63432.469134 + Penalty 965.139534 = -62467.329600 nChanged 1 SP:Iteration 15F (137.061151 sec): 3 clusters Score: Raw -63432.744768 + Penalty 965.139534 = -62467.605233 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.063934 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.065309 sec): 3 clusters Score: Raw -58911.828887 + Penalty 1852.694939 = -57059.133948 nChanged 181 SP:Iteration 1F (137.066679 sec): 3 clusters Score: Raw -59092.631951 + Penalty 1853.473821 = -57239.158130 nChanged 40 SP:Iteration 2F (137.068046 sec): 3 clusters Score: Raw -59136.957659 + Penalty 1854.630196 = -57282.327463 nChanged 16 SP:Iteration 3Q (137.069384 sec): 3 clusters Score: Raw -59153.465936 + Penalty 1855.406648 = -57298.059289 nChanged 11 SP:Iteration 4Q (137.070810 sec): 3 clusters Score: Raw -59160.441140 + Penalty 1855.693666 = -57304.747474 nChanged 3 SP:Iteration 5Q (137.072234 sec): 3 clusters Score: Raw -59162.790077 + Penalty 1855.793096 = -57306.996980 nChanged 3 SP:Iteration 6Q (137.073652 sec): 3 clusters Score: Raw -59163.884976 + Penalty 1856.051343 = -57307.833633 nChanged 1 SP:Iteration 7Q (137.075068 sec): 3 clusters Score: Raw -59164.542359 + Penalty 1856.002489 = -57308.539870 nChanged 2 SP:Iteration 8Q (137.076472 sec): 3 clusters Score: Raw -59166.525136 + Penalty 1856.167644 = -57310.357492 nChanged 3 SP:Iteration 9Q (137.077880 sec): 3 clusters Score: Raw -59170.349580 + Penalty 1856.570168 = -57313.779412 nChanged 3 SP:Iteration 10F (137.079297 sec): 3 clusters Score: Raw -59173.590703 + Penalty 1856.682435 = -57316.908268 nChanged 1 SP:Iteration 11Q (137.080652 sec): 3 clusters Score: Raw -59175.556107 + Penalty 1856.475604 = -57319.080503 nChanged 1 SP:Iteration 12Q (137.081989 sec): 3 clusters Score: Raw -59176.185110 + Penalty 1856.475604 = -57319.709506 nChanged 0 SP:Iteration 13F (137.083355 sec): 3 clusters Score: Raw -59176.185110 + Penalty 1856.475604 = -57319.709506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.085327 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.086188 sec): 3 clusters Score: Raw -30537.856636 + Penalty 1176.804750 = -29361.051886 nChanged 93 SP:Iteration 1F (137.087031 sec): 3 clusters Score: Raw -30617.021462 + Penalty 1195.728292 = -29421.293170 nChanged 41 SP:Iteration 2F (137.087872 sec): 3 clusters Score: Raw -30677.949202 + Penalty 1212.174339 = -29465.774863 nChanged 25 SP:Iteration 3F (137.088712 sec): 3 clusters Score: Raw -30716.298456 + Penalty 1229.556349 = -29486.742107 nChanged 20 SP:Iteration 4F (137.089552 sec): 3 clusters Score: Raw -30744.542951 + Penalty 1237.927138 = -29506.615813 nChanged 13 SP:Iteration 5Q (137.090367 sec): 3 clusters Score: Raw -30766.057693 + Penalty 1243.107552 = -29522.950141 nChanged 8 SP:Iteration 6Q (137.091168 sec): 3 clusters Score: Raw -30776.110720 + Penalty 1245.854054 = -29530.256666 nChanged 5 SP:Iteration 7Q (137.091982 sec): 3 clusters Score: Raw -30783.989088 + Penalty 1249.571074 = -29534.418013 nChanged 3 SP:Iteration 8Q (137.092796 sec): 3 clusters Score: Raw -30789.076901 + Penalty 1251.255964 = -29537.820937 nChanged 3 SP:Iteration 9Q (137.093592 sec): 3 clusters Score: Raw -30794.203739 + Penalty 1252.650199 = -29541.553540 nChanged 2 SP:Iteration 10F (137.094471 sec): 3 clusters Score: Raw -30795.631957 + Penalty 1252.650199 = -29542.981758 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.098029 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.099885 sec): 3 clusters Score: Raw -77761.800388 + Penalty 1462.684236 = -76299.116151 nChanged 313 SP:Iteration 1F (137.101834 sec): 3 clusters Score: Raw -78011.357837 + Penalty 1462.122282 = -76549.235555 nChanged 96 SP:Iteration 2F (137.103743 sec): 3 clusters Score: Raw -78101.087395 + Penalty 1459.725883 = -76641.361512 nChanged 59 SP:Iteration 3F (137.105576 sec): 3 clusters Score: Raw -78157.361212 + Penalty 1456.122330 = -76701.238882 nChanged 35 SP:Iteration 4Q (137.107376 sec): 3 clusters Score: Raw -78183.250200 + Penalty 1453.397972 = -76729.852228 nChanged 22 SP:Iteration 5Q (137.109264 sec): 3 clusters Score: Raw -78198.534759 + Penalty 1453.336490 = -76745.198268 nChanged 16 SP:Iteration 6Q (137.111083 sec): 3 clusters Score: Raw -78210.098677 + Penalty 1453.143282 = -76756.955395 nChanged 12 SP:Iteration 7Q (137.112869 sec): 3 clusters Score: Raw -78216.286734 + Penalty 1452.736941 = -76763.549793 nChanged 3 SP:Iteration 8Q (137.114653 sec): 3 clusters Score: Raw -78217.750510 + Penalty 1451.645105 = -76766.105405 nChanged 2 SP:Iteration 9Q (137.116422 sec): 3 clusters Score: Raw -78219.322963 + Penalty 1451.359718 = -76767.963245 nChanged 2 SP:Iteration 10F (137.118210 sec): 3 clusters Score: Raw -78219.851779 + Penalty 1451.359718 = -76768.492061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.120364 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.121329 sec): 3 clusters Score: Raw -31223.495224 + Penalty 887.144043 = -30336.351181 nChanged 137 SP:Iteration 1F (137.122279 sec): 3 clusters Score: Raw -31370.436850 + Penalty 884.464376 = -30485.972474 nChanged 41 SP:Iteration 2F (137.123229 sec): 3 clusters Score: Raw -31434.344057 + Penalty 880.767456 = -30553.576600 nChanged 29 SP:Iteration 3F (137.124186 sec): 3 clusters Score: Raw -31468.113997 + Penalty 879.726252 = -30588.387744 nChanged 20 SP:Iteration 4Q (137.125100 sec): 3 clusters Score: Raw -31492.738399 + Penalty 877.385600 = -30615.352799 nChanged 13 SP:Iteration 5Q (137.126011 sec): 3 clusters Score: Raw -31513.766911 + Penalty 877.091631 = -30636.675280 nChanged 11 SP:Iteration 6Q (137.126912 sec): 3 clusters Score: Raw -31530.177130 + Penalty 876.843125 = -30653.334004 nChanged 10 SP:Iteration 7Q (137.127809 sec): 3 clusters Score: Raw -31550.052061 + Penalty 876.676198 = -30673.375863 nChanged 8 SP:Iteration 8Q (137.128699 sec): 3 clusters Score: Raw -31574.967499 + Penalty 872.712838 = -30702.254660 nChanged 7 SP:Iteration 9Q (137.129579 sec): 3 clusters Score: Raw -31581.932132 + Penalty 870.408967 = -30711.523165 nChanged 4 SP:Iteration 10F (137.130524 sec): 3 clusters Score: Raw -31587.694725 + Penalty 869.178180 = -30718.516545 nChanged 4 SP:Iteration 11Q (137.131403 sec): 3 clusters Score: Raw -31592.237794 + Penalty 867.684909 = -30724.552885 nChanged 3 SP:Iteration 12Q (137.132281 sec): 3 clusters Score: Raw -31602.273013 + Penalty 866.891083 = -30735.381931 nChanged 4 SP:Iteration 13Q (137.133153 sec): 3 clusters Score: Raw -31603.914906 + Penalty 866.384161 = -30737.530745 nChanged 2 SP:Iteration 14Q (137.134027 sec): 3 clusters Score: Raw -31605.794525 + Penalty 865.286135 = -30740.508390 nChanged 2 SP:Iteration 15Q (137.134897 sec): 3 clusters Score: Raw -31607.397907 + Penalty 865.286135 = -30742.111772 nChanged 0 SP:Iteration 16F (137.135840 sec): 3 clusters Score: Raw -31607.397907 + Penalty 865.286135 = -30742.111772 nChanged 0 Deleting Class 12 (3 points): Lose 44.194709 but Gain 84.381656 Iteration 242F (137.658868 sec): 27 clusters Score: Raw -3015691.145525 + Penalty 21667.397284 = -2994023.748241 nChanged 3 Iteration 243F (138.154704 sec): 27 clusters Score: Raw -3015715.478347 + Penalty 21667.397284 = -2994048.081063 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -3015715.478347 + Penalty 21667.397284 = -2994048.081063Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 1 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.288473 sec): 2 clusters Score: Raw -230599.990752 + Penalty 155.743991 = -230444.246761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.293792 sec): 3 clusters Score: Raw -228799.205564 + Penalty 309.317383 = -228489.888181 nChanged 1298 SP:Iteration 1F (138.299054 sec): 3 clusters Score: Raw -229640.495024 + Penalty 308.121185 = -229332.373839 nChanged 283 SP:Iteration 2F (138.304272 sec): 3 clusters Score: Raw -229886.833909 + Penalty 307.503521 = -229579.330387 nChanged 218 SP:Iteration 3F (138.309444 sec): 3 clusters Score: Raw -230072.049299 + Penalty 306.961092 = -229765.088207 nChanged 161 SP:Iteration 4F (138.314791 sec): 3 clusters Score: Raw -230154.704503 + Penalty 306.842976 = -229847.861527 nChanged 103 SP:Iteration 5Q (138.320063 sec): 3 clusters Score: Raw -230194.026699 + Penalty 306.807328 = -229887.219371 nChanged 73 SP:Iteration 6Q (138.325089 sec): 3 clusters Score: Raw -230219.781828 + Penalty 306.917597 = -229912.864231 nChanged 49 SP:Iteration 7Q (138.330362 sec): 3 clusters Score: Raw -230235.681380 + Penalty 307.266973 = -229928.414408 nChanged 35 SP:Iteration 8Q (138.335639 sec): 3 clusters Score: Raw -230244.690989 + Penalty 307.460482 = -229937.230507 nChanged 36 SP:Iteration 9Q (138.340975 sec): 3 clusters Score: Raw -230251.414831 + Penalty 307.459462 = -229943.955369 nChanged 30 SP:Iteration 10F (138.346293 sec): 3 clusters Score: Raw -230256.669760 + Penalty 307.582519 = -229949.087241 nChanged 24 SP:Iteration 11Q (138.351591 sec): 3 clusters Score: Raw -230260.898937 + Penalty 308.108132 = -229952.790805 nChanged 28 SP:Iteration 12Q (138.356583 sec): 3 clusters Score: Raw -230266.207459 + Penalty 308.513727 = -229957.693732 nChanged 23 SP:Iteration 13Q (138.361556 sec): 3 clusters Score: Raw -230272.293193 + Penalty 309.231123 = -229963.062070 nChanged 35 SP:Iteration 14Q (138.366537 sec): 3 clusters Score: Raw -230281.136861 + Penalty 309.680574 = -229971.456287 nChanged 31 SP:Iteration 15Q (138.371529 sec): 3 clusters Score: Raw -230287.655357 + Penalty 310.423088 = -229977.232269 nChanged 29 SP:Iteration 16Q (138.376487 sec): 3 clusters Score: Raw -230294.504205 + Penalty 311.127762 = -229983.376443 nChanged 26 SP:Iteration 17Q (138.381732 sec): 3 clusters Score: Raw -230301.083357 + Penalty 312.136500 = -229988.946857 nChanged 39 SP:Iteration 18Q (138.386930 sec): 3 clusters Score: Raw -230311.151877 + Penalty 313.119671 = -229998.032205 nChanged 40 SP:Iteration 19Q (138.392289 sec): 3 clusters Score: Raw -230320.744041 + Penalty 314.208936 = -230006.535105 nChanged 29 SP:Iteration 20F (138.397619 sec): 3 clusters Score: Raw -230328.806218 + Penalty 315.062991 = -230013.743227 nChanged 28 SP:Iteration 21Q (138.402676 sec): 3 clusters Score: Raw -230334.403820 + Penalty 316.107383 = -230018.296437 nChanged 27 SP:Iteration 22Q (138.407683 sec): 3 clusters Score: Raw -230339.918680 + Penalty 317.472452 = -230022.446228 nChanged 31 SP:Iteration 23Q (138.412648 sec): 3 clusters Score: Raw -230346.646583 + Penalty 318.631408 = -230028.015175 nChanged 33 SP:Iteration 24Q (138.418044 sec): 3 clusters Score: Raw -230354.557754 + Penalty 319.921410 = -230034.636344 nChanged 35 SP:Iteration 25Q (138.423001 sec): 3 clusters Score: Raw -230362.826092 + Penalty 320.678706 = -230042.147386 nChanged 30 SP:Iteration 26Q (138.428097 sec): 3 clusters Score: Raw -230371.519540 + Penalty 321.696917 = -230049.822623 nChanged 35 SP:Iteration 27Q (138.433271 sec): 3 clusters Score: Raw -230382.392142 + Penalty 323.063998 = -230059.328144 nChanged 41 SP:Iteration 28Q (138.438478 sec): 3 clusters Score: Raw -230393.778488 + Penalty 324.197601 = -230069.580887 nChanged 37 SP:Iteration 29Q (138.443638 sec): 3 clusters Score: Raw -230404.660471 + Penalty 325.662737 = -230078.997734 nChanged 39 SP:Iteration 30F (138.448929 sec): 3 clusters Score: Raw -230416.804582 + Penalty 326.686330 = -230090.118253 nChanged 27 SP:Iteration 31Q (138.453962 sec): 3 clusters Score: Raw -230423.316185 + Penalty 327.710385 = -230095.605800 nChanged 30 SP:Iteration 32Q (138.458884 sec): 3 clusters Score: Raw -230430.102624 + Penalty 328.813372 = -230101.289252 nChanged 34 SP:Iteration 33Q (138.463764 sec): 3 clusters Score: Raw -230435.927476 + Penalty 329.653690 = -230106.273786 nChanged 23 SP:Iteration 34Q (138.468640 sec): 3 clusters Score: Raw -230439.194072 + Penalty 330.609237 = -230108.584835 nChanged 18 SP:Iteration 35Q (138.473463 sec): 3 clusters Score: Raw -230441.694189 + Penalty 331.121517 = -230110.572672 nChanged 15 SP:Iteration 36Q (138.478303 sec): 3 clusters Score: Raw -230443.867666 + Penalty 331.980665 = -230111.887001 nChanged 19 SP:Iteration 37Q (138.483541 sec): 3 clusters Score: Raw -230446.946904 + Penalty 332.780437 = -230114.166467 nChanged 13 SP:Iteration 38Q (138.488346 sec): 3 clusters Score: Raw -230448.819913 + Penalty 333.977498 = -230114.842414 nChanged 17 SP:Iteration 39Q (138.493618 sec): 3 clusters Score: Raw -230455.481710 + Penalty 335.333381 = -230120.148330 nChanged 26 SP:Iteration 40F (138.498797 sec): 3 clusters Score: Raw -230463.361788 + Penalty 336.874193 = -230126.487595 nChanged 24 SP:Iteration 41Q (138.503625 sec): 3 clusters Score: Raw -230472.657320 + Penalty 338.399236 = -230134.258084 nChanged 23 SP:Iteration 42Q (138.508455 sec): 3 clusters Score: Raw -230478.848939 + Penalty 339.485003 = -230139.363936 nChanged 19 SP:Iteration 43Q (138.513467 sec): 3 clusters Score: Raw -230485.899708 + Penalty 340.258051 = -230145.641656 nChanged 16 SP:Iteration 44Q (138.518431 sec): 3 clusters Score: Raw -230492.397596 + Penalty 341.419384 = -230150.978212 nChanged 15 SP:Iteration 45Q (138.523215 sec): 3 clusters Score: Raw -230496.294617 + Penalty 342.251876 = -230154.042741 nChanged 15 SP:Iteration 46Q (138.528053 sec): 3 clusters Score: Raw -230498.808786 + Penalty 343.166345 = -230155.642441 nChanged 13 SP:Iteration 47Q (138.532776 sec): 3 clusters Score: Raw -230500.934164 + Penalty 344.046750 = -230156.887415 nChanged 15 SP:Iteration 48Q (138.537638 sec): 3 clusters Score: Raw -230503.665313 + Penalty 344.988646 = -230158.676668 nChanged 9 SP:Iteration 49Q (138.542763 sec): 3 clusters Score: Raw -230505.457183 + Penalty 345.658579 = -230159.798604 nChanged 8 SP:Iteration 50F (138.548231 sec): 3 clusters Score: Raw -230506.365027 + Penalty 345.496537 = -230160.868491 nChanged 4 SP:Iteration 51Q (138.553222 sec): 3 clusters Score: Raw -230506.512018 + Penalty 346.165717 = -230160.346301 nChanged 7 SP:Iteration 52F (138.558376 sec): 3 clusters Score: Raw -230507.021804 + Penalty 347.079028 = -230159.942777 nChanged 9 SP:Iteration 53F (138.563462 sec): 3 clusters Score: Raw -230508.102044 + Penalty 347.278954 = -230160.823090 nChanged 6 SP:Iteration 54Q (138.568149 sec): 3 clusters Score: Raw -230509.072012 + Penalty 347.262780 = -230161.809232 nChanged 5 SP:Iteration 55Q (138.572807 sec): 3 clusters Score: Raw -230509.613285 + Penalty 347.286109 = -230162.327176 nChanged 5 SP:Iteration 56Q (138.577459 sec): 3 clusters Score: Raw -230510.515009 + Penalty 347.711482 = -230162.803527 nChanged 7 SP:Iteration 57Q (138.582365 sec): 3 clusters Score: Raw -230511.755198 + Penalty 347.876039 = -230163.879159 nChanged 9 SP:Iteration 58Q (138.587046 sec): 3 clusters Score: Raw -230513.486504 + Penalty 348.326566 = -230165.159938 nChanged 11 SP:Iteration 59Q (138.591767 sec): 3 clusters Score: Raw -230514.532356 + Penalty 349.039845 = -230165.492512 nChanged 11 SP:Iteration 60F (138.597058 sec): 3 clusters Score: Raw -230515.551924 + Penalty 349.282799 = -230166.269125 nChanged 6 SP:Iteration 61Q (138.601837 sec): 3 clusters Score: Raw -230515.987442 + Penalty 350.013381 = -230165.974062 nChanged 6 SP:Iteration 62F (138.606895 sec): 3 clusters Score: Raw -230516.929015 + Penalty 350.671184 = -230166.257831 nChanged 7 SP:Iteration 63Q (138.611601 sec): 3 clusters Score: Raw -230518.273138 + Penalty 351.100667 = -230167.172471 nChanged 3 SP:Iteration 64Q (138.616628 sec): 3 clusters Score: Raw -230519.119739 + Penalty 351.408374 = -230167.711365 nChanged 6 SP:Iteration 65Q (138.621434 sec): 3 clusters Score: Raw -230521.988820 + Penalty 351.581664 = -230170.407156 nChanged 9 SP:Iteration 66Q (138.626217 sec): 3 clusters Score: Raw -230524.030283 + Penalty 352.543909 = -230171.486374 nChanged 9 SP:Iteration 67Q (138.630941 sec): 3 clusters Score: Raw -230525.652426 + Penalty 353.397899 = -230172.254527 nChanged 13 SP:Iteration 68Q (138.635568 sec): 3 clusters Score: Raw -230527.254204 + Penalty 353.641578 = -230173.612626 nChanged 12 SP:Iteration 69Q (138.640503 sec): 3 clusters Score: Raw -230529.344672 + Penalty 354.635386 = -230174.709286 nChanged 8 SP:Iteration 70F (138.646056 sec): 3 clusters Score: Raw -230530.268991 + Penalty 355.691386 = -230174.577604 nChanged 12 SP:Iteration 71F (138.651433 sec): 3 clusters Score: Raw -230532.560702 + Penalty 356.103206 = -230176.457497 nChanged 12 SP:Iteration 72Q (138.656003 sec): 3 clusters Score: Raw -230534.618930 + Penalty 355.591720 = -230179.027210 nChanged 9 SP:Iteration 73Q (138.660774 sec): 3 clusters Score: Raw -230536.013192 + Penalty 356.409256 = -230179.603936 nChanged 6 SP:Iteration 74Q (138.665597 sec): 3 clusters Score: Raw -230536.729239 + Penalty 356.027353 = -230180.701885 nChanged 10 SP:Iteration 75Q (138.670188 sec): 3 clusters Score: Raw -230538.144990 + Penalty 357.112482 = -230181.032508 nChanged 9 SP:Iteration 76Q (138.674729 sec): 3 clusters Score: Raw -230539.701050 + Penalty 358.095229 = -230181.605821 nChanged 6 SP:Iteration 77Q (138.679394 sec): 3 clusters Score: Raw -230540.408301 + Penalty 358.569011 = -230181.839290 nChanged 7 SP:Iteration 78Q (138.684361 sec): 3 clusters Score: Raw -230540.805439 + Penalty 358.752247 = -230182.053192 nChanged 6 SP:Iteration 79Q (138.688890 sec): 3 clusters Score: Raw -230541.307335 + Penalty 359.450400 = -230181.856935 nChanged 6 SP:Iteration 80F (138.693997 sec): 3 clusters Score: Raw -230541.625761 + Penalty 360.087489 = -230181.538272 nChanged 5 SP:Iteration 81F (138.699607 sec): 3 clusters Score: Raw -230541.954883 + Penalty 360.512969 = -230181.441914 nChanged 8 SP:Iteration 82F (138.704874 sec): 3 clusters Score: Raw -230542.790977 + Penalty 360.334998 = -230182.455979 nChanged 7 SP:Iteration 83Q (138.709385 sec): 3 clusters Score: Raw -230544.029246 + Penalty 360.329759 = -230183.699487 nChanged 8 SP:Iteration 84Q (138.714118 sec): 3 clusters Score: Raw -230545.801292 + Penalty 361.606453 = -230184.194839 nChanged 11 SP:Iteration 85Q (138.718919 sec): 3 clusters Score: Raw -230548.056084 + Penalty 362.998368 = -230185.057716 nChanged 14 SP:Iteration 86Q (138.723622 sec): 3 clusters Score: Raw -230551.464458 + Penalty 363.946061 = -230187.518397 nChanged 17 SP:Iteration 87Q (138.728139 sec): 3 clusters Score: Raw -230555.589836 + Penalty 365.117756 = -230190.472080 nChanged 11 SP:Iteration 88Q (138.732602 sec): 3 clusters Score: Raw -230559.543307 + Penalty 365.794420 = -230193.748888 nChanged 11 SP:Iteration 89Q (138.737077 sec): 3 clusters Score: Raw -230565.900317 + Penalty 366.740173 = -230199.160145 nChanged 13 SP:Iteration 90F (138.742410 sec): 3 clusters Score: Raw -230569.600588 + Penalty 366.937825 = -230202.662763 nChanged 10 SP:Iteration 91Q (138.747204 sec): 3 clusters Score: Raw -230571.301232 + Penalty 368.227356 = -230203.073875 nChanged 9 SP:Iteration 92Q (138.752011 sec): 3 clusters Score: Raw -230572.627351 + Penalty 367.765315 = -230204.862036 nChanged 9 SP:Iteration 93Q (138.756778 sec): 3 clusters Score: Raw -230574.256392 + Penalty 367.838556 = -230206.417835 nChanged 3 SP:Iteration 94Q (138.761150 sec): 3 clusters Score: Raw -230574.999777 + Penalty 368.240681 = -230206.759096 nChanged 3 SP:Iteration 95Q (138.765522 sec): 3 clusters Score: Raw -230575.578785 + Penalty 368.957022 = -230206.621762 nChanged 3 SP:Iteration 96F (138.770563 sec): 3 clusters Score: Raw -230575.780879 + Penalty 368.957022 = -230206.823856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.771892 sec): 2 clusters Score: Raw -3413.795541 + Penalty 121.940303 = -3291.855238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.772209 sec): 3 clusters Score: Raw -3466.178533 + Penalty 243.432916 = -3222.745618 nChanged 10 SP:Iteration 1F (138.772531 sec): 3 clusters Score: Raw -3477.563143 + Penalty 269.413073 = -3208.150070 nChanged 6 SP:Iteration 2F (138.772828 sec): 3 clusters Score: Raw -3494.298108 + Penalty 278.174450 = -3216.123658 nChanged 1 SP:Iteration 3Q (138.773115 sec): 3 clusters Score: Raw -3499.327285 + Penalty 284.984479 = -3214.342805 nChanged 1 SP:Iteration 4F (138.773410 sec): 3 clusters Score: Raw -3504.078580 + Penalty 291.888976 = -3212.189604 nChanged 1 SP:Iteration 5F (138.773704 sec): 3 clusters Score: Raw -3510.583307 + Penalty 291.888976 = -3218.694331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.774528 sec): 2 clusters Score: Raw -446.631881 + Penalty 8.958797 = -437.673084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.774719 sec): 3 clusters Score: Raw -448.547013 + Penalty 17.917595 = -430.629418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 4 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.781618 sec): 2 clusters Score: Raw -150211.172845 + Penalty 360.399776 = -149850.773069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.785221 sec): 3 clusters Score: Raw -149202.844306 + Penalty 720.829699 = -148482.014607 nChanged 765 SP:Iteration 1F (138.788639 sec): 3 clusters Score: Raw -149666.738737 + Penalty 719.622234 = -148947.116503 nChanged 188 SP:Iteration 2F (138.791953 sec): 3 clusters Score: Raw -149768.981374 + Penalty 718.671759 = -149050.309614 nChanged 116 SP:Iteration 3F (138.795456 sec): 3 clusters Score: Raw -149832.429050 + Penalty 718.847133 = -149113.581917 nChanged 84 SP:Iteration 4Q (138.798868 sec): 3 clusters Score: Raw -149869.326096 + Penalty 719.224266 = -149150.101829 nChanged 78 SP:Iteration 5Q (138.802229 sec): 3 clusters Score: Raw -149905.573442 + Penalty 719.719294 = -149185.854148 nChanged 71 SP:Iteration 6Q (138.805529 sec): 3 clusters Score: Raw -149930.193378 + Penalty 720.349704 = -149209.843674 nChanged 50 SP:Iteration 7Q (138.809000 sec): 3 clusters Score: Raw -149947.913520 + Penalty 722.182229 = -149225.731291 nChanged 48 SP:Iteration 8Q (138.812510 sec): 3 clusters Score: Raw -149965.484080 + Penalty 724.115057 = -149241.369022 nChanged 45 SP:Iteration 9Q (138.816051 sec): 3 clusters Score: Raw -149984.439455 + Penalty 731.373688 = -149253.065767 nChanged 43 SP:Iteration 10F (138.819481 sec): 3 clusters Score: Raw -150013.310052 + Penalty 736.516077 = -149276.793975 nChanged 49 SP:Iteration 11Q (138.822834 sec): 3 clusters Score: Raw -150050.136705 + Penalty 739.328796 = -149310.807909 nChanged 50 SP:Iteration 12Q (138.826094 sec): 3 clusters Score: Raw -150085.744285 + Penalty 747.346667 = -149338.397618 nChanged 45 SP:Iteration 13Q (138.829345 sec): 3 clusters Score: Raw -150113.956992 + Penalty 757.075756 = -149356.881235 nChanged 41 SP:Iteration 14Q (138.832686 sec): 3 clusters Score: Raw -150135.530168 + Penalty 763.753490 = -149371.776678 nChanged 35 SP:Iteration 15Q (138.836113 sec): 3 clusters Score: Raw -150151.286163 + Penalty 771.137741 = -149380.148422 nChanged 30 SP:Iteration 16Q (138.839470 sec): 3 clusters Score: Raw -150168.472911 + Penalty 778.017574 = -149390.455337 nChanged 27 SP:Iteration 17Q (138.842999 sec): 3 clusters Score: Raw -150185.240579 + Penalty 787.311763 = -149397.928817 nChanged 25 SP:Iteration 18Q (138.846310 sec): 3 clusters Score: Raw -150196.507499 + Penalty 796.665468 = -149399.842032 nChanged 16 SP:Iteration 19Q (138.849843 sec): 3 clusters Score: Raw -150202.375729 + Penalty 804.960576 = -149397.415153 nChanged 13 SP:Iteration 20F (138.853065 sec): 3 clusters Score: Raw -150207.669018 + Penalty 813.213969 = -149394.455049 nChanged 10 SP:Iteration 21F (138.856296 sec): 3 clusters Score: Raw -150212.071806 + Penalty 818.593956 = -149393.477850 nChanged 17 SP:Iteration 22F (138.859568 sec): 3 clusters Score: Raw -150222.714057 + Penalty 824.696865 = -149398.017192 nChanged 18 SP:Iteration 23Q (138.862941 sec): 3 clusters Score: Raw -150234.660588 + Penalty 830.947689 = -149403.712898 nChanged 11 SP:Iteration 24Q (138.866396 sec): 3 clusters Score: Raw -150241.091046 + Penalty 838.129458 = -149402.961588 nChanged 9 SP:Iteration 25F (138.869714 sec): 3 clusters Score: Raw -150248.987665 + Penalty 834.811217 = -149414.176447 nChanged 6 SP:Iteration 26Q (138.872773 sec): 3 clusters Score: Raw -150256.166455 + Penalty 834.017392 = -149422.149062 nChanged 5 SP:Iteration 27Q (138.875779 sec): 3 clusters Score: Raw -150261.450991 + Penalty 831.908288 = -149429.542703 nChanged 6 SP:Iteration 28Q (138.878779 sec): 3 clusters Score: Raw -150268.559788 + Penalty 827.915379 = -149440.644410 nChanged 7 SP:Iteration 29Q (138.881900 sec): 3 clusters Score: Raw -150273.215173 + Penalty 823.444275 = -149449.770897 nChanged 5 SP:Iteration 30F (138.885252 sec): 3 clusters Score: Raw -150275.364647 + Penalty 823.208380 = -149452.156267 nChanged 4 SP:Iteration 31Q (138.888144 sec): 3 clusters Score: Raw -150277.756224 + Penalty 820.922145 = -149456.834079 nChanged 5 SP:Iteration 32Q (138.891151 sec): 3 clusters Score: Raw -150281.104007 + Penalty 824.265215 = -149456.838792 nChanged 4 SP:Iteration 33Q (138.894077 sec): 3 clusters Score: Raw -150282.636473 + Penalty 827.704899 = -149454.931573 nChanged 2 SP:Iteration 34F (138.897407 sec): 3 clusters Score: Raw -150283.233554 + Penalty 827.704899 = -149455.528655 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 5 (21557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.997733 sec): 2 clusters Score: Raw -1711738.075656 + Penalty 303.631878 = -1711434.443778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.040617 sec): 3 clusters Score: Raw -1697044.340005 + Penalty 607.004753 = -1696437.335251 nChanged 10268 SP:Iteration 1F (139.082532 sec): 3 clusters Score: Raw -1700578.822083 + Penalty 596.602253 = -1699982.219830 nChanged 3040 SP:Iteration 2F (139.124693 sec): 3 clusters Score: Raw -1701686.494080 + Penalty 578.225172 = -1701108.268908 nChanged 1946 SP:Iteration 3F (139.166854 sec): 3 clusters Score: Raw -1702778.141959 + Penalty 549.023336 = -1702229.118623 nChanged 1821 SP:Iteration 4F (139.208795 sec): 3 clusters Score: Raw -1704253.594863 + Penalty 509.609682 = -1703743.985181 nChanged 2662 SP:Iteration 5F (139.250068 sec): 3 clusters Score: Raw -1707442.534651 + Penalty 473.662383 = -1706968.872268 nChanged 2576 SP:Iteration 6F (139.291029 sec): 3 clusters Score: Raw -1710723.313467 + Penalty 482.521295 = -1710240.792172 nChanged 844 SP:Iteration 7Q (139.334317 sec): 3 clusters Score: Raw -1711662.982077 + Penalty 486.462302 = -1711176.519775 nChanged 113 SP:Iteration 8Q (139.367624 sec): 3 clusters Score: Raw -1711770.433921 + Penalty 496.625901 = -1711273.808021 nChanged 30 SP:Iteration 9Q (139.399295 sec): 3 clusters Score: Raw -1711785.667879 + Penalty 498.662796 = -1711287.005083 nChanged 13 SP:Iteration 10F (139.440406 sec): 3 clusters Score: Raw -1711789.650569 + Penalty 503.921855 = -1711285.728714 nChanged 7 SP:Iteration 11F (139.481356 sec): 3 clusters Score: Raw -1711792.546841 + Penalty 500.203832 = -1711292.343009 nChanged 6 SP:Iteration 12Q (139.512906 sec): 3 clusters Score: Raw -1711797.491407 + Penalty 502.766487 = -1711294.724920 nChanged 3 SP:Iteration 13Q (139.544562 sec): 3 clusters Score: Raw -1711799.521291 + Penalty 507.103611 = -1711292.417680 nChanged 3 SP:Iteration 14F (139.585543 sec): 3 clusters Score: Raw -1711800.409255 + Penalty 507.410104 = -1711292.999152 nChanged 3 SP:Iteration 15Q (139.617302 sec): 3 clusters Score: Raw -1711800.630937 + Penalty 507.410104 = -1711293.220834 nChanged 0 SP:Iteration 16F (139.658178 sec): 3 clusters Score: Raw -1711800.630937 + Penalty 507.410104 = -1711293.220834 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.674665 sec): 2 clusters Score: Raw -84074.072864 + Penalty 682.102401 = -83391.970463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.676644 sec): 3 clusters Score: Raw -83546.651948 + Penalty 1375.084521 = -82171.567428 nChanged 343 SP:Iteration 1F (139.678596 sec): 3 clusters Score: Raw -83750.806571 + Penalty 1401.569492 = -82349.237078 nChanged 137 SP:Iteration 2F (139.680541 sec): 3 clusters Score: Raw -83888.906901 + Penalty 1425.916788 = -82462.990113 nChanged 78 SP:Iteration 3F (139.682646 sec): 3 clusters Score: Raw -83960.876736 + Penalty 1444.561186 = -82516.315550 nChanged 43 SP:Iteration 4Q (139.684712 sec): 3 clusters Score: Raw -84001.833347 + Penalty 1456.670095 = -82545.163252 nChanged 25 SP:Iteration 5Q (139.686671 sec): 3 clusters Score: Raw -84023.659467 + Penalty 1468.300890 = -82555.358577 nChanged 32 SP:Iteration 6Q (139.688535 sec): 3 clusters Score: Raw -84050.186338 + Penalty 1474.740837 = -82575.445501 nChanged 15 SP:Iteration 7Q (139.690370 sec): 3 clusters Score: Raw -84059.460333 + Penalty 1481.447721 = -82578.012612 nChanged 11 SP:Iteration 8Q (139.692195 sec): 3 clusters Score: Raw -84068.086952 + Penalty 1485.276643 = -82582.810308 nChanged 8 SP:Iteration 9Q (139.694049 sec): 3 clusters Score: Raw -84075.585651 + Penalty 1489.296836 = -82586.288815 nChanged 8 SP:Iteration 10F (139.696016 sec): 3 clusters Score: Raw -84080.721566 + Penalty 1492.518246 = -82588.203320 nChanged 8 SP:Iteration 11Q (139.697819 sec): 3 clusters Score: Raw -84087.614847 + Penalty 1492.550506 = -82595.064341 nChanged 6 SP:Iteration 12Q (139.699790 sec): 3 clusters Score: Raw -84092.854737 + Penalty 1491.952091 = -82600.902646 nChanged 4 SP:Iteration 13Q (139.701730 sec): 3 clusters Score: Raw -84096.132992 + Penalty 1494.890413 = -82601.242579 nChanged 5 SP:Iteration 14Q (139.703507 sec): 3 clusters Score: Raw -84098.500854 + Penalty 1495.011402 = -82603.489452 nChanged 3 SP:Iteration 15Q (139.705291 sec): 3 clusters Score: Raw -84100.205648 + Penalty 1494.865668 = -82605.339981 nChanged 4 SP:Iteration 16Q (139.707108 sec): 3 clusters Score: Raw -84102.196832 + Penalty 1499.054519 = -82603.142313 nChanged 5 SP:Iteration 17F (139.709072 sec): 3 clusters Score: Raw -84104.817862 + Penalty 1499.188581 = -82605.629281 nChanged 1 SP:Iteration 18Q (139.710878 sec): 3 clusters Score: Raw -84105.688124 + Penalty 1498.817697 = -82606.870428 nChanged 1 SP:Iteration 19Q (139.712666 sec): 3 clusters Score: Raw -84105.846968 + Penalty 1499.380796 = -82606.466172 nChanged 1 SP:Iteration 20F (139.714717 sec): 3 clusters Score: Raw -84105.870822 + Penalty 1499.380796 = -82606.490026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.718099 sec): 2 clusters Score: Raw -65613.261514 + Penalty 986.648182 = -64626.613332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.719892 sec): 3 clusters Score: Raw -65326.051988 + Penalty 1973.220869 = -63352.831119 nChanged 240 SP:Iteration 1F (139.721685 sec): 3 clusters Score: Raw -65557.887092 + Penalty 1972.790893 = -63585.096199 nChanged 63 SP:Iteration 2F (139.723350 sec): 3 clusters Score: Raw -65632.476403 + Penalty 1972.027353 = -63660.449049 nChanged 42 SP:Iteration 3F (139.724983 sec): 3 clusters Score: Raw -65682.014420 + Penalty 1972.044200 = -63709.970220 nChanged 23 SP:Iteration 4Q (139.726592 sec): 3 clusters Score: Raw -65706.770930 + Penalty 1972.308575 = -63734.462355 nChanged 20 SP:Iteration 5Q (139.728189 sec): 3 clusters Score: Raw -65731.151377 + Penalty 1972.582135 = -63758.569242 nChanged 15 SP:Iteration 6Q (139.729836 sec): 3 clusters Score: Raw -65747.525943 + Penalty 1973.673986 = -63773.851958 nChanged 17 SP:Iteration 7Q (139.731452 sec): 3 clusters Score: Raw -65763.675958 + Penalty 1973.943522 = -63789.732435 nChanged 8 SP:Iteration 8Q (139.733035 sec): 3 clusters Score: Raw -65770.589906 + Penalty 1973.955124 = -63796.634782 nChanged 8 SP:Iteration 9Q (139.734614 sec): 3 clusters Score: Raw -65777.128101 + Penalty 1973.815556 = -63803.312546 nChanged 3 SP:Iteration 10F (139.736247 sec): 3 clusters Score: Raw -65779.967284 + Penalty 1973.422891 = -63806.544393 nChanged 3 SP:Iteration 11Q (139.737826 sec): 3 clusters Score: Raw -65783.479579 + Penalty 1973.296364 = -63810.183216 nChanged 5 SP:Iteration 12Q (139.739408 sec): 3 clusters Score: Raw -65789.881041 + Penalty 1973.171297 = -63816.709744 nChanged 3 SP:Iteration 13Q (139.740987 sec): 3 clusters Score: Raw -65791.653309 + Penalty 1972.939693 = -63818.713616 nChanged 6 SP:Iteration 14Q (139.742563 sec): 3 clusters Score: Raw -65798.726887 + Penalty 1972.800228 = -63825.926659 nChanged 7 SP:Iteration 15Q (139.744138 sec): 3 clusters Score: Raw -65808.365799 + Penalty 1973.054121 = -63835.311679 nChanged 6 SP:Iteration 16Q (139.745756 sec): 3 clusters Score: Raw -65813.708014 + Penalty 1972.932608 = -63840.775405 nChanged 3 SP:Iteration 17Q (139.747354 sec): 3 clusters Score: Raw -65817.381952 + Penalty 1972.819370 = -63844.562583 nChanged 3 SP:Iteration 18Q (139.749073 sec): 3 clusters Score: Raw -65821.136156 + Penalty 1972.816114 = -63848.320041 nChanged 2 SP:Iteration 19Q (139.750759 sec): 3 clusters Score: Raw -65823.084020 + Penalty 1972.689849 = -63850.394171 nChanged 1 SP:Iteration 20F (139.752460 sec): 3 clusters Score: Raw -65825.487179 + Penalty 1972.689849 = -63852.797331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.753063 sec): 2 clusters Score: Raw -1424.453228 + Penalty 58.368354 = -1366.084873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.753303 sec): 3 clusters Score: Raw -1462.364993 + Penalty 113.293769 = -1349.071224 nChanged 2 SP:Iteration 1F (139.753534 sec): 3 clusters Score: Raw -1469.452866 + Penalty 111.141385 = -1358.311481 nChanged 1 SP:Iteration 2Q (139.753757 sec): 3 clusters Score: Raw -1473.857142 + Penalty 111.141385 = -1362.715757 nChanged 0 SP:Iteration 3F (139.753986 sec): 3 clusters Score: Raw -1473.857142 + Penalty 111.141385 = -1362.715757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.754526 sec): 2 clusters Score: Raw -1853.437248 + Penalty 129.412748 = -1724.024499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.754794 sec): 3 clusters Score: Raw -1953.959361 + Penalty 278.923886 = -1675.035475 nChanged 2 SP:Iteration 1F (139.755058 sec): 3 clusters Score: Raw -1967.275290 + Penalty 305.585604 = -1661.689686 nChanged 2 SP:Iteration 2F (139.755322 sec): 3 clusters Score: Raw -1981.120461 + Penalty 305.585604 = -1675.534857 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 10 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.757976 sec): 2 clusters Score: Raw -63201.163134 + Penalty 584.006826 = -62617.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.759613 sec): 3 clusters Score: Raw -62844.640549 + Penalty 1169.714780 = -61674.925769 nChanged 257 SP:Iteration 1F (139.761134 sec): 3 clusters Score: Raw -62986.793464 + Penalty 1171.560048 = -61815.233415 nChanged 68 SP:Iteration 2F (139.762634 sec): 3 clusters Score: Raw -63041.792693 + Penalty 1172.484177 = -61869.308516 nChanged 49 SP:Iteration 3F (139.764137 sec): 3 clusters Score: Raw -63081.139044 + Penalty 1172.347372 = -61908.791672 nChanged 28 SP:Iteration 4Q (139.765675 sec): 3 clusters Score: Raw -63105.511962 + Penalty 1171.930870 = -61933.581092 nChanged 26 SP:Iteration 5Q (139.767207 sec): 3 clusters Score: Raw -63134.054783 + Penalty 1170.896274 = -61963.158509 nChanged 34 SP:Iteration 6Q (139.768783 sec): 3 clusters Score: Raw -63173.829826 + Penalty 1170.461070 = -62003.368756 nChanged 33 SP:Iteration 7Q (139.770282 sec): 3 clusters Score: Raw -63217.511540 + Penalty 1170.429935 = -62047.081606 nChanged 29 SP:Iteration 8Q (139.771771 sec): 3 clusters Score: Raw -63244.020535 + Penalty 1169.624111 = -62074.396424 nChanged 25 SP:Iteration 9Q (139.773261 sec): 3 clusters Score: Raw -63273.268178 + Penalty 1169.608026 = -62103.660152 nChanged 18 SP:Iteration 10F (139.774772 sec): 3 clusters Score: Raw -63287.181662 + Penalty 1169.331542 = -62117.850120 nChanged 9 SP:Iteration 11Q (139.776213 sec): 3 clusters Score: Raw -63295.886576 + Penalty 1169.927776 = -62125.958800 nChanged 7 SP:Iteration 12Q (139.777692 sec): 3 clusters Score: Raw -63302.038793 + Penalty 1170.697533 = -62131.341260 nChanged 4 SP:Iteration 13Q (139.779168 sec): 3 clusters Score: Raw -63309.136177 + Penalty 1171.218412 = -62137.917765 nChanged 7 SP:Iteration 14Q (139.780624 sec): 3 clusters Score: Raw -63314.620643 + Penalty 1171.321158 = -62143.299485 nChanged 7 SP:Iteration 15Q (139.782195 sec): 3 clusters Score: Raw -63318.452785 + Penalty 1171.539323 = -62146.913461 nChanged 1 SP:Iteration 16Q (139.783772 sec): 3 clusters Score: Raw -63319.358491 + Penalty 1171.721248 = -62147.637243 nChanged 1 SP:Iteration 17Q (139.785311 sec): 3 clusters Score: Raw -63320.220954 + Penalty 1171.683583 = -62148.537371 nChanged 2 SP:Iteration 18Q (139.786771 sec): 3 clusters Score: Raw -63320.608981 + Penalty 1171.683583 = -62148.925398 nChanged 0 SP:Iteration 19F (139.788259 sec): 3 clusters Score: Raw -63320.608981 + Penalty 1171.683583 = -62148.925398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.788798 sec): 2 clusters Score: Raw -622.164149 + Penalty 29.215625 = -592.948525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.789009 sec): 3 clusters Score: Raw -652.379769 + Penalty 62.695357 = -589.684412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.791867 sec): 2 clusters Score: Raw -39628.278066 + Penalty 383.987698 = -39244.290369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.792988 sec): 3 clusters Score: Raw -39392.213081 + Penalty 786.995298 = -38605.217784 nChanged 154 SP:Iteration 1F (139.794085 sec): 3 clusters Score: Raw -39515.023059 + Penalty 826.641176 = -38688.381883 nChanged 53 SP:Iteration 2F (139.795172 sec): 3 clusters Score: Raw -39584.020357 + Penalty 863.593058 = -38720.427300 nChanged 37 SP:Iteration 3F (139.796256 sec): 3 clusters Score: Raw -39626.434387 + Penalty 893.945184 = -38732.489203 nChanged 20 SP:Iteration 4Q (139.797322 sec): 3 clusters Score: Raw -39651.793505 + Penalty 906.078323 = -38745.715182 nChanged 17 SP:Iteration 5Q (139.798350 sec): 3 clusters Score: Raw -39668.076455 + Penalty 919.631750 = -38748.444705 nChanged 6 SP:Iteration 6Q (139.799352 sec): 3 clusters Score: Raw -39679.072239 + Penalty 927.345583 = -38751.726656 nChanged 8 SP:Iteration 7Q (139.800339 sec): 3 clusters Score: Raw -39690.040731 + Penalty 945.396039 = -38744.644692 nChanged 10 SP:Iteration 8F (139.801423 sec): 3 clusters Score: Raw -39701.634068 + Penalty 947.225189 = -38754.408879 nChanged 2 SP:Iteration 9Q (139.802436 sec): 3 clusters Score: Raw -39703.168577 + Penalty 950.087432 = -38753.081145 nChanged 3 SP:Iteration 10F (139.803528 sec): 3 clusters Score: Raw -39706.822160 + Penalty 949.514186 = -38757.307974 nChanged 1 SP:Iteration 11Q (139.804543 sec): 3 clusters Score: Raw -39708.340750 + Penalty 949.514186 = -38758.826564 nChanged 0 SP:Iteration 12F (139.805621 sec): 3 clusters Score: Raw -39708.340750 + Penalty 949.514186 = -38758.826564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.815006 sec): 2 clusters Score: Raw -57033.553440 + Penalty 918.686583 = -56114.866857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.816465 sec): 3 clusters Score: Raw -56813.842514 + Penalty 1838.576437 = -54975.266077 nChanged 176 SP:Iteration 1F (139.817888 sec): 3 clusters Score: Raw -56961.519167 + Penalty 1839.476300 = -55122.042867 nChanged 40 SP:Iteration 2F (139.819319 sec): 3 clusters Score: Raw -57009.334083 + Penalty 1839.577600 = -55169.756483 nChanged 23 SP:Iteration 3Q (139.820668 sec): 3 clusters Score: Raw -57032.563073 + Penalty 1839.125925 = -55193.437148 nChanged 14 SP:Iteration 4Q (139.821993 sec): 3 clusters Score: Raw -57042.159141 + Penalty 1838.887655 = -55203.271485 nChanged 8 SP:Iteration 5Q (139.823328 sec): 3 clusters Score: Raw -57050.376368 + Penalty 1839.281986 = -55211.094383 nChanged 11 SP:Iteration 6Q (139.824643 sec): 3 clusters Score: Raw -57057.493628 + Penalty 1839.604086 = -55217.889542 nChanged 12 SP:Iteration 7Q (139.825958 sec): 3 clusters Score: Raw -57067.308938 + Penalty 1840.003463 = -55227.305475 nChanged 12 SP:Iteration 8Q (139.827286 sec): 3 clusters Score: Raw -57078.854429 + Penalty 1841.481119 = -55237.373310 nChanged 14 SP:Iteration 9Q (139.828593 sec): 3 clusters Score: Raw -57091.858427 + Penalty 1842.307914 = -55249.550513 nChanged 5 SP:Iteration 10F (139.829935 sec): 3 clusters Score: Raw -57094.172782 + Penalty 1843.239011 = -55250.933770 nChanged 5 SP:Iteration 11Q (139.831260 sec): 3 clusters Score: Raw -57097.789737 + Penalty 1843.840714 = -55253.949024 nChanged 5 SP:Iteration 12Q (139.832576 sec): 3 clusters Score: Raw -57102.401053 + Penalty 1844.856744 = -55257.544309 nChanged 4 SP:Iteration 13Q (139.833889 sec): 3 clusters Score: Raw -57103.659934 + Penalty 1844.856744 = -55258.803190 nChanged 0 SP:Iteration 14F (139.835238 sec): 3 clusters Score: Raw -57103.659934 + Penalty 1844.856744 = -55258.803190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.837075 sec): 2 clusters Score: Raw -34037.167021 + Penalty 428.651725 = -33608.515296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.838117 sec): 3 clusters Score: Raw -33877.175590 + Penalty 856.265160 = -33020.910430 nChanged 135 SP:Iteration 1F (139.839089 sec): 3 clusters Score: Raw -34019.871042 + Penalty 857.413921 = -33162.457121 nChanged 37 SP:Iteration 2F (139.840054 sec): 3 clusters Score: Raw -34054.080592 + Penalty 857.448954 = -33196.631638 nChanged 15 SP:Iteration 3Q (139.840998 sec): 3 clusters Score: Raw -34067.920745 + Penalty 857.536670 = -33210.384075 nChanged 7 SP:Iteration 4Q (139.841938 sec): 3 clusters Score: Raw -34072.074752 + Penalty 857.518929 = -33214.555823 nChanged 4 SP:Iteration 5Q (139.842877 sec): 3 clusters Score: Raw -34077.161312 + Penalty 857.567979 = -33219.593333 nChanged 4 SP:Iteration 6Q (139.843810 sec): 3 clusters Score: Raw -34081.386200 + Penalty 857.701897 = -33223.684304 nChanged 1 SP:Iteration 7Q (139.844743 sec): 3 clusters Score: Raw -34082.078556 + Penalty 857.701897 = -33224.376659 nChanged 0 SP:Iteration 8F (139.845757 sec): 3 clusters Score: Raw -34082.078556 + Penalty 857.701897 = -33224.376659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.846593 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.847052 sec): 3 clusters Score: Raw -10857.379419 + Penalty 59.220142 = -10798.159277 nChanged 55 SP:Iteration 1F (139.847459 sec): 3 clusters Score: Raw -10937.490051 + Penalty 34.018850 = -10903.471201 nChanged 10 SP:Iteration 2F (139.847837 sec): 2 clusters Score: Raw -10949.625740 + Penalty 34.018850 = -10915.606890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.848424 sec): 2 clusters Score: Raw -2636.294496 + Penalty 135.887638 = -2500.406858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.848715 sec): 3 clusters Score: Raw -2690.720426 + Penalty 274.249265 = -2416.471161 nChanged 2 SP:Iteration 1Q (139.848991 sec): 3 clusters Score: Raw -2697.469348 + Penalty 277.377475 = -2420.091873 nChanged 1 SP:Iteration 2Q (139.849263 sec): 3 clusters Score: Raw -2699.824546 + Penalty 277.377475 = -2422.447071 nChanged 0 SP:Iteration 3F (139.849545 sec): 3 clusters Score: Raw -2699.824546 + Penalty 277.377475 = -2422.447071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 28 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.854873 sec): 2 clusters Score: Raw -119086.375924 + Penalty 492.114114 = -118594.261810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.857517 sec): 3 clusters Score: Raw -118331.389571 + Penalty 987.248241 = -117344.141329 nChanged 527 SP:Iteration 1F (139.860113 sec): 3 clusters Score: Raw -118678.900137 + Penalty 995.040380 = -117683.859757 nChanged 160 SP:Iteration 2F (139.862720 sec): 3 clusters Score: Raw -118807.390271 + Penalty 1001.719041 = -117805.671230 nChanged 90 SP:Iteration 3F (139.865409 sec): 3 clusters Score: Raw -118885.616015 + Penalty 1005.019720 = -117880.596295 nChanged 73 SP:Iteration 4F (139.868258 sec): 3 clusters Score: Raw -118952.932919 + Penalty 1004.512380 = -117948.420539 nChanged 54 SP:Iteration 5Q (139.870999 sec): 3 clusters Score: Raw -119000.816809 + Penalty 1004.463529 = -117996.353280 nChanged 49 SP:Iteration 6Q (139.873614 sec): 3 clusters Score: Raw -119036.558113 + Penalty 1005.367940 = -118031.190173 nChanged 26 SP:Iteration 7Q (139.876086 sec): 3 clusters Score: Raw -119058.284036 + Penalty 1006.558003 = -118051.726032 nChanged 27 SP:Iteration 8Q (139.878595 sec): 3 clusters Score: Raw -119071.563315 + Penalty 1007.715638 = -118063.847676 nChanged 14 SP:Iteration 9Q (139.881064 sec): 3 clusters Score: Raw -119079.315680 + Penalty 1009.203499 = -118070.112182 nChanged 12 SP:Iteration 10F (139.883938 sec): 3 clusters Score: Raw -119087.550158 + Penalty 1009.487252 = -118078.062906 nChanged 5 SP:Iteration 11Q (139.886541 sec): 3 clusters Score: Raw -119091.046780 + Penalty 1009.340476 = -118081.706304 nChanged 4 SP:Iteration 12Q (139.889027 sec): 3 clusters Score: Raw -119092.626636 + Penalty 1009.350122 = -118083.276513 nChanged 5 SP:Iteration 13Q (139.891520 sec): 3 clusters Score: Raw -119094.788886 + Penalty 1009.605719 = -118085.183167 nChanged 5 SP:Iteration 14Q (139.894028 sec): 3 clusters Score: Raw -119097.738929 + Penalty 1010.154056 = -118087.584873 nChanged 3 SP:Iteration 15Q (139.896476 sec): 3 clusters Score: Raw -119098.785777 + Penalty 1010.495457 = -118088.290320 nChanged 2 SP:Iteration 16Q (139.898967 sec): 3 clusters Score: Raw -119099.882957 + Penalty 1010.951133 = -118088.931824 nChanged 4 SP:Iteration 17Q (139.901458 sec): 3 clusters Score: Raw -119101.909839 + Penalty 1011.651462 = -118090.258377 nChanged 6 SP:Iteration 18Q (139.903994 sec): 3 clusters Score: Raw -119104.979851 + Penalty 1011.397222 = -118093.582629 nChanged 3 SP:Iteration 19Q (139.906439 sec): 3 clusters Score: Raw -119106.871448 + Penalty 1010.993751 = -118095.877697 nChanged 7 SP:Iteration 20F (139.909032 sec): 3 clusters Score: Raw -119110.412981 + Penalty 1010.016328 = -118100.396652 nChanged 6 SP:Iteration 21Q (139.911515 sec): 3 clusters Score: Raw -119112.037297 + Penalty 1009.886306 = -118102.150991 nChanged 3 SP:Iteration 22Q (139.914055 sec): 3 clusters Score: Raw -119112.674225 + Penalty 1009.886306 = -118102.787920 nChanged 0 SP:Iteration 23F (139.916803 sec): 3 clusters Score: Raw -119112.674225 + Penalty 1009.886306 = -118102.787920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 33 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.921113 sec): 2 clusters Score: Raw -70542.584371 + Penalty 447.516364 = -70095.068006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.922763 sec): 3 clusters Score: Raw -70105.698968 + Penalty 920.686211 = -69185.012757 nChanged 311 SP:Iteration 1F (139.924455 sec): 3 clusters Score: Raw -70411.475955 + Penalty 938.267201 = -69473.208753 nChanged 90 SP:Iteration 2F (139.926059 sec): 3 clusters Score: Raw -70504.948843 + Penalty 963.640537 = -69541.308307 nChanged 65 SP:Iteration 3F (139.927713 sec): 3 clusters Score: Raw -70571.660949 + Penalty 970.966531 = -69600.694418 nChanged 33 SP:Iteration 4Q (139.929307 sec): 3 clusters Score: Raw -70596.303587 + Penalty 976.628805 = -69619.674781 nChanged 18 SP:Iteration 5Q (139.930866 sec): 3 clusters Score: Raw -70610.255971 + Penalty 979.201012 = -69631.054959 nChanged 12 SP:Iteration 6Q (139.932453 sec): 3 clusters Score: Raw -70621.257431 + Penalty 983.806611 = -69637.450821 nChanged 5 SP:Iteration 7Q (139.934020 sec): 3 clusters Score: Raw -70628.118804 + Penalty 986.199354 = -69641.919450 nChanged 8 SP:Iteration 8Q (139.935569 sec): 3 clusters Score: Raw -70631.973013 + Penalty 989.565090 = -69642.407923 nChanged 5 SP:Iteration 9Q (139.937105 sec): 3 clusters Score: Raw -70634.980711 + Penalty 990.496129 = -69644.484582 nChanged 1 SP:Iteration 10F (139.938728 sec): 3 clusters Score: Raw -70636.304495 + Penalty 991.580109 = -69644.724385 nChanged 2 SP:Iteration 11Q (139.940224 sec): 3 clusters Score: Raw -70638.096612 + Penalty 994.001007 = -69644.095605 nChanged 3 SP:Iteration 12F (139.941872 sec): 3 clusters Score: Raw -70640.579801 + Penalty 995.821323 = -69644.758478 nChanged 2 SP:Iteration 13Q (139.943399 sec): 3 clusters Score: Raw -70641.254186 + Penalty 995.821323 = -69645.432863 nChanged 0 SP:Iteration 14F (139.945013 sec): 3 clusters Score: Raw -70641.254186 + Penalty 995.821323 = -69645.432863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 34 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.947482 sec): 2 clusters Score: Raw -55849.848548 + Penalty 893.225537 = -54956.623011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.948974 sec): 3 clusters Score: Raw -55608.266032 + Penalty 1787.480216 = -53820.785816 nChanged 184 SP:Iteration 1F (139.950414 sec): 3 clusters Score: Raw -55777.732227 + Penalty 1791.476663 = -53986.255564 nChanged 61 SP:Iteration 2F (139.951844 sec): 3 clusters Score: Raw -55836.870313 + Penalty 1795.643791 = -54041.226522 nChanged 35 SP:Iteration 3F (139.953221 sec): 3 clusters Score: Raw -55897.630009 + Penalty 1797.726629 = -54099.903380 nChanged 29 SP:Iteration 4Q (139.954562 sec): 3 clusters Score: Raw -55963.049713 + Penalty 1802.669059 = -54160.380654 nChanged 31 SP:Iteration 5Q (139.955896 sec): 3 clusters Score: Raw -56009.337590 + Penalty 1807.515887 = -54201.821703 nChanged 16 SP:Iteration 6Q (139.957222 sec): 3 clusters Score: Raw -56038.359212 + Penalty 1809.548573 = -54228.810639 nChanged 13 SP:Iteration 7Q (139.958530 sec): 3 clusters Score: Raw -56056.884220 + Penalty 1810.719360 = -54246.164860 nChanged 9 SP:Iteration 8Q (139.959866 sec): 3 clusters Score: Raw -56071.651294 + Penalty 1812.885195 = -54258.766099 nChanged 16 SP:Iteration 9Q (139.961180 sec): 3 clusters Score: Raw -56097.979393 + Penalty 1813.248422 = -54284.730971 nChanged 8 SP:Iteration 10F (139.962544 sec): 3 clusters Score: Raw -56112.165470 + Penalty 1815.225393 = -54296.940077 nChanged 5 SP:Iteration 11Q (139.963828 sec): 3 clusters Score: Raw -56117.618159 + Penalty 1818.645744 = -54298.972415 nChanged 8 SP:Iteration 12Q (139.965123 sec): 3 clusters Score: Raw -56128.386037 + Penalty 1822.087009 = -54306.299028 nChanged 9 SP:Iteration 13Q (139.966404 sec): 3 clusters Score: Raw -56140.911684 + Penalty 1822.268807 = -54318.642877 nChanged 5 SP:Iteration 14Q (139.967699 sec): 3 clusters Score: Raw -56147.941047 + Penalty 1823.285147 = -54324.655900 nChanged 5 SP:Iteration 15Q (139.969219 sec): 3 clusters Score: Raw -56157.354899 + Penalty 1822.530424 = -54334.824474 nChanged 6 SP:Iteration 16Q (139.970494 sec): 3 clusters Score: Raw -56167.155501 + Penalty 1823.195777 = -54343.959724 nChanged 6 SP:Iteration 17Q (139.971764 sec): 3 clusters Score: Raw -56172.295530 + Penalty 1824.192128 = -54348.103401 nChanged 2 SP:Iteration 18Q (139.973127 sec): 3 clusters Score: Raw -56173.406818 + Penalty 1824.192128 = -54349.214689 nChanged 0 SP:Iteration 19F (139.974568 sec): 3 clusters Score: Raw -56173.406818 + Penalty 1824.192128 = -54349.214689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.976165 sec): 2 clusters Score: Raw -30651.796148 + Penalty 942.896460 = -29708.899688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.977075 sec): 3 clusters Score: Raw -30636.995348 + Penalty 1884.659821 = -28752.335527 nChanged 76 SP:Iteration 1F (139.977962 sec): 3 clusters Score: Raw -30764.800247 + Penalty 1884.037207 = -28880.763040 nChanged 24 SP:Iteration 2F (139.978853 sec): 3 clusters Score: Raw -30806.526222 + Penalty 1884.027805 = -28922.498416 nChanged 13 SP:Iteration 3Q (139.979701 sec): 3 clusters Score: Raw -30831.464836 + Penalty 1883.926513 = -28947.538323 nChanged 6 SP:Iteration 4Q (139.980538 sec): 3 clusters Score: Raw -30843.685681 + Penalty 1884.033018 = -28959.652663 nChanged 1 SP:Iteration 5Q (139.981372 sec): 3 clusters Score: Raw -30845.411804 + Penalty 1884.219184 = -28961.192621 nChanged 3 SP:Iteration 6Q (139.982244 sec): 3 clusters Score: Raw -30849.724859 + Penalty 1883.903695 = -28965.821165 nChanged 3 SP:Iteration 7Q (139.983117 sec): 3 clusters Score: Raw -30852.443218 + Penalty 1883.903695 = -28968.539523 nChanged 0 SP:Iteration 8F (139.984044 sec): 3 clusters Score: Raw -30852.443218 + Penalty 1883.903695 = -28968.539523 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 44 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.988880 sec): 2 clusters Score: Raw -112497.372744 + Penalty 971.890008 = -111525.482736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.991413 sec): 3 clusters Score: Raw -111871.123882 + Penalty 1943.974659 = -109927.149223 nChanged 413 SP:Iteration 1F (139.993834 sec): 3 clusters Score: Raw -112099.128188 + Penalty 1944.213335 = -110154.914853 nChanged 115 SP:Iteration 2F (139.996323 sec): 3 clusters Score: Raw -112197.282367 + Penalty 1944.616699 = -110252.665669 nChanged 93 SP:Iteration 3F (139.998848 sec): 3 clusters Score: Raw -112281.694943 + Penalty 1944.952642 = -110336.742302 nChanged 82 SP:Iteration 4F (140.001450 sec): 3 clusters Score: Raw -112349.834293 + Penalty 1946.335561 = -110403.498731 nChanged 48 SP:Iteration 5Q (140.004101 sec): 3 clusters Score: Raw -112395.704176 + Penalty 1948.260680 = -110447.443496 nChanged 52 SP:Iteration 6Q (140.006628 sec): 3 clusters Score: Raw -112439.671398 + Penalty 1950.787722 = -110488.883677 nChanged 38 SP:Iteration 7Q (140.009050 sec): 3 clusters Score: Raw -112468.904723 + Penalty 1953.842081 = -110515.062642 nChanged 36 SP:Iteration 8Q (140.011486 sec): 3 clusters Score: Raw -112492.791304 + Penalty 1957.551970 = -110535.239333 nChanged 26 SP:Iteration 9Q (140.013937 sec): 3 clusters Score: Raw -112512.973143 + Penalty 1961.390938 = -110551.582205 nChanged 29 SP:Iteration 10F (140.016544 sec): 3 clusters Score: Raw -112533.929959 + Penalty 1964.921333 = -110569.008626 nChanged 24 SP:Iteration 11Q (140.019131 sec): 3 clusters Score: Raw -112552.058935 + Penalty 1969.059795 = -110582.999140 nChanged 19 SP:Iteration 12Q (140.021591 sec): 3 clusters Score: Raw -112564.120095 + Penalty 1971.795954 = -110592.324141 nChanged 17 SP:Iteration 13Q (140.024131 sec): 3 clusters Score: Raw -112575.612253 + Penalty 1974.061413 = -110601.550840 nChanged 14 SP:Iteration 14Q (140.026581 sec): 3 clusters Score: Raw -112583.734963 + Penalty 1975.643404 = -110608.091559 nChanged 8 SP:Iteration 15Q (140.028949 sec): 3 clusters Score: Raw -112587.344670 + Penalty 1977.529498 = -110609.815172 nChanged 8 SP:Iteration 16Q (140.031338 sec): 3 clusters Score: Raw -112592.488853 + Penalty 1981.034067 = -110611.454786 nChanged 11 SP:Iteration 17Q (140.033725 sec): 3 clusters Score: Raw -112602.972729 + Penalty 1984.891267 = -110618.081462 nChanged 14 SP:Iteration 18Q (140.036089 sec): 3 clusters Score: Raw -112611.281990 + Penalty 1986.689024 = -110624.592966 nChanged 9 SP:Iteration 19Q (140.038396 sec): 3 clusters Score: Raw -112618.435120 + Penalty 1987.658564 = -110630.776556 nChanged 7 SP:Iteration 20F (140.040858 sec): 3 clusters Score: Raw -112623.145159 + Penalty 1987.917058 = -110635.228101 nChanged 5 SP:Iteration 21Q (140.043194 sec): 3 clusters Score: Raw -112626.424202 + Penalty 1989.784468 = -110636.639734 nChanged 5 SP:Iteration 22Q (140.045540 sec): 3 clusters Score: Raw -112629.313671 + Penalty 1990.101087 = -110639.212584 nChanged 3 SP:Iteration 23Q (140.047828 sec): 3 clusters Score: Raw -112631.519005 + Penalty 1990.038462 = -110641.480543 nChanged 1 SP:Iteration 24Q (140.050350 sec): 3 clusters Score: Raw -112633.253473 + Penalty 1990.471554 = -110642.781920 nChanged 1 SP:Iteration 25Q (140.052743 sec): 3 clusters Score: Raw -112633.472857 + Penalty 1990.516911 = -110642.955945 nChanged 1 SP:Iteration 26Q (140.055088 sec): 3 clusters Score: Raw -112633.816770 + Penalty 1990.865991 = -110642.950780 nChanged 2 SP:Iteration 27F (140.057592 sec): 3 clusters Score: Raw -112634.796861 + Penalty 1990.865991 = -110643.930871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 45 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.060990 sec): 2 clusters Score: Raw -63288.161510 + Penalty 462.044872 = -62826.116638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.062555 sec): 3 clusters Score: Raw -62924.373305 + Penalty 899.416085 = -62024.957220 nChanged 270 SP:Iteration 1F (140.064089 sec): 3 clusters Score: Raw -63152.941352 + Penalty 886.763918 = -62266.177434 nChanged 80 SP:Iteration 2F (140.065703 sec): 3 clusters Score: Raw -63237.518775 + Penalty 885.232239 = -62352.286536 nChanged 40 SP:Iteration 3F (140.067298 sec): 3 clusters Score: Raw -63279.081379 + Penalty 886.209488 = -62392.871890 nChanged 31 SP:Iteration 4Q (140.068815 sec): 3 clusters Score: Raw -63304.561203 + Penalty 889.164667 = -62415.396537 nChanged 25 SP:Iteration 5Q (140.070339 sec): 3 clusters Score: Raw -63320.261462 + Penalty 890.683230 = -62429.578232 nChanged 12 SP:Iteration 6Q (140.071895 sec): 3 clusters Score: Raw -63326.144098 + Penalty 892.133077 = -62434.011020 nChanged 11 SP:Iteration 7Q (140.073441 sec): 3 clusters Score: Raw -63333.031276 + Penalty 893.149907 = -62439.881368 nChanged 7 SP:Iteration 8Q (140.075023 sec): 3 clusters Score: Raw -63336.753820 + Penalty 893.526839 = -62443.226982 nChanged 4 SP:Iteration 9Q (140.076581 sec): 3 clusters Score: Raw -63339.197972 + Penalty 896.922917 = -62442.275055 nChanged 8 SP:Iteration 10F (140.078215 sec): 3 clusters Score: Raw -63342.059620 + Penalty 900.088131 = -62441.971490 nChanged 10 SP:Iteration 11F (140.079813 sec): 3 clusters Score: Raw -63348.971709 + Penalty 902.414622 = -62446.557087 nChanged 8 SP:Iteration 12Q (140.081262 sec): 3 clusters Score: Raw -63356.262576 + Penalty 906.093968 = -62450.168607 nChanged 9 SP:Iteration 13Q (140.082846 sec): 3 clusters Score: Raw -63359.778807 + Penalty 906.377274 = -62453.401532 nChanged 3 SP:Iteration 14Q (140.084386 sec): 3 clusters Score: Raw -63361.457055 + Penalty 906.942971 = -62454.514083 nChanged 1 SP:Iteration 15Q (140.085925 sec): 3 clusters Score: Raw -63361.639913 + Penalty 908.331395 = -62453.308518 nChanged 3 SP:Iteration 16F (140.087462 sec): 3 clusters Score: Raw -63362.538682 + Penalty 909.385827 = -62453.152855 nChanged 2 SP:Iteration 17F (140.088982 sec): 3 clusters Score: Raw -63362.859344 + Penalty 910.960488 = -62451.898855 nChanged 3 SP:Iteration 18F (140.090487 sec): 3 clusters Score: Raw -63364.527487 + Penalty 911.835424 = -62452.692063 nChanged 4 SP:Iteration 19Q (140.091925 sec): 3 clusters Score: Raw -63367.853151 + Penalty 913.481645 = -62454.371505 nChanged 5 SP:Iteration 20F (140.093458 sec): 3 clusters Score: Raw -63369.374005 + Penalty 915.421604 = -62453.952401 nChanged 4 SP:Iteration 21F (140.094980 sec): 3 clusters Score: Raw -63369.936675 + Penalty 916.382473 = -62453.554202 nChanged 2 SP:Iteration 22F (140.096485 sec): 3 clusters Score: Raw -63370.400359 + Penalty 917.333416 = -62453.066943 nChanged 2 SP:Iteration 23F (140.097977 sec): 3 clusters Score: Raw -63370.788158 + Penalty 918.824079 = -62451.964079 nChanged 3 SP:Iteration 24F (140.099532 sec): 3 clusters Score: Raw -63371.079644 + Penalty 919.299881 = -62451.779763 nChanged 1 SP:Iteration 25F (140.101057 sec): 3 clusters Score: Raw -63371.138300 + Penalty 919.299881 = -62451.838418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 46 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.103834 sec): 2 clusters Score: Raw -59133.395865 + Penalty 925.732626 = -58207.663239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.105249 sec): 3 clusters Score: Raw -58903.769570 + Penalty 1851.638309 = -57052.131260 nChanged 187 SP:Iteration 1F (140.106647 sec): 3 clusters Score: Raw -59070.605516 + Penalty 1851.408491 = -57219.197025 nChanged 50 SP:Iteration 2F (140.108043 sec): 3 clusters Score: Raw -59128.974893 + Penalty 1851.511480 = -57277.463413 nChanged 27 SP:Iteration 3Q (140.109444 sec): 3 clusters Score: Raw -59157.716754 + Penalty 1851.635159 = -57306.081595 nChanged 16 SP:Iteration 4Q (140.110815 sec): 3 clusters Score: Raw -59172.166035 + Penalty 1851.606882 = -57320.559153 nChanged 10 SP:Iteration 5Q (140.112182 sec): 3 clusters Score: Raw -59178.838710 + Penalty 1851.502047 = -57327.336663 nChanged 4 SP:Iteration 6Q (140.113555 sec): 3 clusters Score: Raw -59182.238834 + Penalty 1851.437715 = -57330.801120 nChanged 3 SP:Iteration 7Q (140.114920 sec): 3 clusters Score: Raw -59183.430782 + Penalty 1851.370140 = -57332.060642 nChanged 3 SP:Iteration 8Q (140.116386 sec): 3 clusters Score: Raw -59184.817481 + Penalty 1851.297072 = -57333.520409 nChanged 2 SP:Iteration 9Q (140.117843 sec): 3 clusters Score: Raw -59188.387413 + Penalty 1851.252011 = -57337.135402 nChanged 2 SP:Iteration 10F (140.119316 sec): 3 clusters Score: Raw -59191.657735 + Penalty 1851.231448 = -57340.426287 nChanged 2 SP:Iteration 11Q (140.120680 sec): 3 clusters Score: Raw -59193.830568 + Penalty 1851.181890 = -57342.648678 nChanged 1 SP:Iteration 12Q (140.122066 sec): 3 clusters Score: Raw -59194.487730 + Penalty 1851.181890 = -57343.305840 nChanged 2 SP:Iteration 13Q (140.123474 sec): 3 clusters Score: Raw -59196.611326 + Penalty 1851.292622 = -57345.318704 nChanged 3 SP:Iteration 14Q (140.124862 sec): 3 clusters Score: Raw -59199.784448 + Penalty 1851.303489 = -57348.480958 nChanged 1 SP:Iteration 15Q (140.126253 sec): 3 clusters Score: Raw -59200.766947 + Penalty 1851.326905 = -57349.440042 nChanged 1 SP:Iteration 16Q (140.127598 sec): 3 clusters Score: Raw -59201.366320 + Penalty 1851.326905 = -57350.039416 nChanged 0 SP:Iteration 17F (140.128968 sec): 3 clusters Score: Raw -59201.366320 + Penalty 1851.326905 = -57350.039416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.131028 sec): 2 clusters Score: Raw -30664.336105 + Penalty 584.571593 = -30079.764511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.131906 sec): 3 clusters Score: Raw -30567.345557 + Penalty 1168.527127 = -29398.818430 nChanged 101 SP:Iteration 1F (140.132773 sec): 3 clusters Score: Raw -30688.121894 + Penalty 1167.941545 = -29520.180349 nChanged 21 SP:Iteration 2F (140.133639 sec): 3 clusters Score: Raw -30711.097219 + Penalty 1167.686430 = -29543.410789 nChanged 8 SP:Iteration 3Q (140.134490 sec): 3 clusters Score: Raw -30719.873785 + Penalty 1168.182757 = -29551.691028 nChanged 8 SP:Iteration 4Q (140.135339 sec): 3 clusters Score: Raw -30728.883660 + Penalty 1167.470640 = -29561.413020 nChanged 5 SP:Iteration 5Q (140.136189 sec): 3 clusters Score: Raw -30734.422421 + Penalty 1167.282179 = -29567.140243 nChanged 3 SP:Iteration 6Q (140.137037 sec): 3 clusters Score: Raw -30738.733169 + Penalty 1168.140422 = -29570.592747 nChanged 3 SP:Iteration 7Q (140.137884 sec): 3 clusters Score: Raw -30744.331037 + Penalty 1168.276161 = -29576.054877 nChanged 3 SP:Iteration 8Q (140.138733 sec): 3 clusters Score: Raw -30747.026789 + Penalty 1168.276161 = -29578.750628 nChanged 0 SP:Iteration 9F (140.139599 sec): 3 clusters Score: Raw -30747.026789 + Penalty 1168.276161 = -29578.750628 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 72 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.143324 sec): 2 clusters Score: Raw -78204.341299 + Penalty 730.863562 = -77473.477737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.145245 sec): 3 clusters Score: Raw -77761.738381 + Penalty 1452.112476 = -76309.625905 nChanged 314 SP:Iteration 1F (140.147104 sec): 3 clusters Score: Raw -77975.152433 + Penalty 1441.787725 = -76533.364708 nChanged 105 SP:Iteration 2F (140.148947 sec): 3 clusters Score: Raw -78093.680335 + Penalty 1437.305392 = -76656.374943 nChanged 76 SP:Iteration 3F (140.150933 sec): 3 clusters Score: Raw -78178.699453 + Penalty 1438.116441 = -76740.583013 nChanged 70 SP:Iteration 4F (140.152894 sec): 3 clusters Score: Raw -78257.677512 + Penalty 1444.226673 = -76813.450839 nChanged 46 SP:Iteration 5Q (140.154734 sec): 3 clusters Score: Raw -78303.185310 + Penalty 1453.284628 = -76849.900682 nChanged 31 SP:Iteration 6Q (140.156506 sec): 3 clusters Score: Raw -78327.818400 + Penalty 1463.965071 = -76863.853330 nChanged 28 SP:Iteration 7Q (140.158266 sec): 3 clusters Score: Raw -78347.193165 + Penalty 1468.862555 = -76878.330610 nChanged 17 SP:Iteration 8Q (140.160061 sec): 3 clusters Score: Raw -78358.078328 + Penalty 1472.064020 = -76886.014308 nChanged 13 SP:Iteration 9Q (140.161951 sec): 3 clusters Score: Raw -78366.631218 + Penalty 1476.384820 = -76890.246397 nChanged 10 SP:Iteration 10F (140.163904 sec): 3 clusters Score: Raw -78371.011368 + Penalty 1479.038674 = -76891.972694 nChanged 6 SP:Iteration 11Q (140.165657 sec): 3 clusters Score: Raw -78374.211648 + Penalty 1483.211960 = -76890.999689 nChanged 9 SP:Iteration 12F (140.167464 sec): 3 clusters Score: Raw -78378.464187 + Penalty 1488.138270 = -76890.325917 nChanged 12 SP:Iteration 13F (140.169283 sec): 3 clusters Score: Raw -78383.948222 + Penalty 1491.363406 = -76892.584815 nChanged 10 SP:Iteration 14Q (140.171043 sec): 3 clusters Score: Raw -78389.437285 + Penalty 1494.595128 = -76894.842157 nChanged 10 SP:Iteration 15Q (140.172824 sec): 3 clusters Score: Raw -78395.378224 + Penalty 1496.445818 = -76898.932406 nChanged 4 SP:Iteration 16Q (140.174599 sec): 3 clusters Score: Raw -78396.994482 + Penalty 1497.461739 = -76899.532743 nChanged 2 SP:Iteration 17Q (140.176401 sec): 3 clusters Score: Raw -78397.491801 + Penalty 1497.956237 = -76899.535563 nChanged 1 SP:Iteration 18Q (140.178274 sec): 3 clusters Score: Raw -78397.695628 + Penalty 1498.393619 = -76899.302009 nChanged 1 SP:Iteration 19F (140.180172 sec): 3 clusters Score: Raw -78397.884298 + Penalty 1498.393619 = -76899.490679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.182488 sec): 2 clusters Score: Raw -31381.029159 + Penalty 440.708415 = -30940.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.183527 sec): 3 clusters Score: Raw -31210.655817 + Penalty 879.227981 = -30331.427837 nChanged 118 SP:Iteration 1F (140.184540 sec): 3 clusters Score: Raw -31387.042697 + Penalty 868.523238 = -30518.519459 nChanged 57 SP:Iteration 2F (140.185547 sec): 3 clusters Score: Raw -31464.753204 + Penalty 860.333841 = -30604.419364 nChanged 24 SP:Iteration 3F (140.186529 sec): 3 clusters Score: Raw -31491.989388 + Penalty 857.068188 = -30634.921200 nChanged 12 SP:Iteration 4Q (140.187497 sec): 3 clusters Score: Raw -31511.637595 + Penalty 859.183029 = -30652.454566 nChanged 7 SP:Iteration 5Q (140.188455 sec): 3 clusters Score: Raw -31515.709761 + Penalty 857.552145 = -30658.157617 nChanged 4 SP:Iteration 6Q (140.189412 sec): 3 clusters Score: Raw -31518.973091 + Penalty 854.271072 = -30664.702019 nChanged 5 SP:Iteration 7Q (140.190366 sec): 3 clusters Score: Raw -31524.665111 + Penalty 853.469420 = -30671.195690 nChanged 2 SP:Iteration 8Q (140.191316 sec): 3 clusters Score: Raw -31528.215421 + Penalty 853.438968 = -30674.776453 nChanged 3 SP:Iteration 9Q (140.192264 sec): 3 clusters Score: Raw -31531.353384 + Penalty 854.364658 = -30676.988726 nChanged 2 SP:Iteration 10F (140.193268 sec): 3 clusters Score: Raw -31532.083314 + Penalty 853.419452 = -30678.663862 nChanged 1 SP:Iteration 11Q (140.194214 sec): 3 clusters Score: Raw -31540.222373 + Penalty 858.437222 = -30681.785151 nChanged 6 SP:Iteration 12Q (140.195155 sec): 3 clusters Score: Raw -31544.525558 + Penalty 860.488317 = -30684.037241 nChanged 5 SP:Iteration 13Q (140.196095 sec): 3 clusters Score: Raw -31549.012635 + Penalty 862.861174 = -30686.151461 nChanged 4 SP:Iteration 14Q (140.197034 sec): 3 clusters Score: Raw -31552.649880 + Penalty 863.527900 = -30689.121980 nChanged 3 SP:Iteration 15Q (140.197974 sec): 3 clusters Score: Raw -31555.007869 + Penalty 866.438976 = -30688.568893 nChanged 5 SP:Iteration 16F (140.198986 sec): 3 clusters Score: Raw -31560.302489 + Penalty 866.483135 = -30693.819354 nChanged 2 SP:Iteration 17Q (140.199928 sec): 3 clusters Score: Raw -31561.420498 + Penalty 866.483135 = -30694.937363 nChanged 0 SP:Iteration 18F (140.200943 sec): 3 clusters Score: Raw -31561.420498 + Penalty 866.483135 = -30694.937363 nChanged 0 Time taken for this iteration:139.137470 seconds. 300->27 Clusters: Score -2994048.081063, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 244 (time per iteration =574.765881 ms) Total iterations: 5947 (time per iteration =23.582121 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 11032853750.000000 (time per metric unit =12.711387ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 275821343750.000000 (time per metric unit=508.455485ps) That took 140.242875 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 14 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22606 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 22606 points ------ Starting initial clusters from distinct float masks Not enough masks (215) to generate starting clusters (300), so starting with (216) clusters instead. Assigned 216 initial classes from 215 unique masks. Deleting Class 169 (8 points): Lose 90.316409 but Gain 1591.776580 Iteration 0F (2.927704 sec): 215 clusters Score: Raw -1743569.145681 + Penalty 178474.332161 = -1565094.813519 nChanged 10294 Deleting Class 181 (2 points): Lose 8.461844 but Gain 1479.100467 Iteration 1F (4.937735 sec): 181 clusters Score: Raw -1776450.196855 + Penalty 161717.985408 = -1614732.211447 nChanged 3836 Deleting Class 86 (1 points): Lose 9.462742 but Gain 1554.953246 Iteration 2F (6.648616 sec): 167 clusters Score: Raw -1785120.925834 + Penalty 152403.777060 = -1632717.148774 nChanged 1934 Deleting Class 123 (2 points): Lose 12.130075 but Gain 1438.490399 Iteration 3F (8.267814 sec): 158 clusters Score: Raw -1789186.799741 + Penalty 147731.470616 = -1641455.329125 nChanged 1399 Deleting Class 100 (13 points): Lose 81.217502 but Gain 1486.461831 Iteration 4F (9.843158 sec): 154 clusters Score: Raw -1792123.695882 + Penalty 144730.605415 = -1647393.090467 nChanged 1182 Deleting Class 145 (12 points): Lose 62.412830 but Gain 1438.353573 Iteration 5F (11.393847 sec): 152 clusters Score: Raw -1794044.066973 + Penalty 142290.227307 = -1651753.839667 nChanged 1009 Deleting Class 61 (17 points): Lose 108.529382 but Gain 1471.117486 Iteration 6Q (11.583649 sec): 150 clusters Score: Raw -1795411.309422 + Penalty 140862.283082 = -1654549.026340 nChanged 850 Deleting Class 121 (9 points): Lose 164.856098 but Gain 1527.476793 Iteration 7Q (11.758284 sec): 149 clusters Score: Raw -1796445.711539 + Penalty 139358.400885 = -1657087.310654 nChanged 728 Deleting Class 103 (4 points): Lose 46.862722 but Gain 1398.991985 Iteration 8Q (11.925784 sec): 148 clusters Score: Raw -1797502.561353 + Penalty 137981.242261 = -1659521.319092 nChanged 634 Deleting Class 115 (1 points): Lose 2.798371 but Gain 1352.411609 Iteration 9Q (12.081126 sec): 147 clusters Score: Raw -1798492.406179 + Penalty 135460.517467 = -1663031.888711 nChanged 520 Deleting Class 111 (6 points): Lose 60.431093 but Gain 1404.123467 Iteration 10F (13.575298 sec): 145 clusters Score: Raw -1799547.400090 + Penalty 134360.881211 = -1665186.518878 nChanged 364 Deleting Class 127 (3 points): Lose 25.860626 but Gain 1365.048331 Iteration 11Q (13.720304 sec): 144 clusters Score: Raw -1800273.418167 + Penalty 132972.745055 = -1667300.673112 nChanged 298 Deleting Class 139 (5 points): Lose 30.694293 but Gain 1363.130476 Iteration 12Q (13.861113 sec): 143 clusters Score: Raw -1800552.870306 + Penalty 131780.997385 = -1668771.872921 nChanged 217 Deleting Class 48 (3 points): Lose 27.810313 but Gain 1359.727951 Iteration 13Q (13.991479 sec): 142 clusters Score: Raw -1800792.897378 + Penalty 130508.493507 = -1670284.403871 nChanged 185 Deleting Class 144 (9 points): Lose 68.425784 but Gain 1388.289345 Iteration 14Q (14.124570 sec): 141 clusters Score: Raw -1801050.217980 + Penalty 129226.744063 = -1671823.473917 nChanged 186 Deleting Class 64 (9 points): Lose 90.196681 but Gain 1408.663253 Iteration 15Q (14.248139 sec): 140 clusters Score: Raw -1801225.559515 + Penalty 127908.767659 = -1673316.791856 nChanged 140 Deleting Class 175 (1 points): Lose 7.776737 but Gain 1311.263724 Iteration 16Q (14.368599 sec): 139 clusters Score: Raw -1801396.230555 + Penalty 126642.185198 = -1674754.045357 nChanged 102 Deleting Class 66 (15 points): Lose 160.436052 but Gain 1455.939277 Iteration 17Q (14.489442 sec): 138 clusters Score: Raw -1801322.419866 + Penalty 125240.954372 = -1676081.465493 nChanged 79 Deleting Class 53 (66 points): Lose 235.981705 but Gain 1530.171427 Iteration 18Q (14.606230 sec): 137 clusters Score: Raw -1801188.468238 + Penalty 123853.763824 = -1677334.704414 nChanged 118 Deleting Class 63 (31 points): Lose 196.826784 but Gain 1469.875217 Iteration 19Q (14.727472 sec): 136 clusters Score: Raw -1801185.828605 + Penalty 122486.511540 = -1678699.317065 nChanged 82 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1801185.828605 + Penalty 122486.511540 = -1678699.317065Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 1 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.813299 sec): 2 clusters Score: Raw -38177.004911 + Penalty 974.784937 = -37202.219974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.814379 sec): 3 clusters Score: Raw -38138.096371 + Penalty 1949.698936 = -36188.397435 nChanged 92 SP:Iteration 1F (14.815447 sec): 3 clusters Score: Raw -38298.808046 + Penalty 1949.601465 = -36349.206581 nChanged 26 SP:Iteration 2F (14.816525 sec): 3 clusters Score: Raw -38353.878024 + Penalty 1949.459535 = -36404.418488 nChanged 10 SP:Iteration 3Q (14.817575 sec): 3 clusters Score: Raw -38370.433790 + Penalty 1949.367597 = -36421.066193 nChanged 6 SP:Iteration 4Q (14.818605 sec): 3 clusters Score: Raw -38377.240105 + Penalty 1949.300169 = -36427.939936 nChanged 3 SP:Iteration 5Q (14.819617 sec): 3 clusters Score: Raw -38379.997250 + Penalty 1949.273327 = -36430.723923 nChanged 1 SP:Iteration 6Q (14.820629 sec): 3 clusters Score: Raw -38381.406702 + Penalty 1949.245923 = -36432.160779 nChanged 1 SP:Iteration 7Q (14.821628 sec): 3 clusters Score: Raw -38383.596752 + Penalty 1949.197535 = -36434.399217 nChanged 2 SP:Iteration 8Q (14.822620 sec): 3 clusters Score: Raw -38385.953717 + Penalty 1949.197535 = -36436.756182 nChanged 2 SP:Iteration 9Q (14.823670 sec): 3 clusters Score: Raw -38389.260834 + Penalty 1949.139780 = -36440.121054 nChanged 2 SP:Iteration 10F (14.824775 sec): 3 clusters Score: Raw -38392.630977 + Penalty 1949.048741 = -36443.582236 nChanged 3 SP:Iteration 11Q (14.825835 sec): 3 clusters Score: Raw -38395.075058 + Penalty 1949.048741 = -36446.026317 nChanged 0 SP:Iteration 12F (14.826912 sec): 3 clusters Score: Raw -38395.075058 + Penalty 1949.048741 = -36446.026317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.827549 sec): 2 clusters Score: Raw -1364.258077 + Penalty 18.584592 = -1345.673486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.827770 sec): 3 clusters Score: Raw -1370.947692 + Penalty 38.289843 = -1332.657849 nChanged 6 SP:Iteration 1F (14.827980 sec): 3 clusters Score: Raw -1377.034545 + Penalty 40.531163 = -1336.503383 nChanged 2 SP:Iteration 2F (14.828189 sec): 3 clusters Score: Raw -1378.776932 + Penalty 40.531163 = -1338.245770 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.834419 sec): 2 clusters Score: Raw -97627.203736 + Penalty 699.652634 = -96927.551102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.836858 sec): 3 clusters Score: Raw -97066.231930 + Penalty 1400.608160 = -95665.623770 nChanged 436 SP:Iteration 1F (14.839252 sec): 3 clusters Score: Raw -97348.418750 + Penalty 1399.659605 = -95948.759145 nChanged 112 SP:Iteration 2F (14.841680 sec): 3 clusters Score: Raw -97425.381482 + Penalty 1398.508295 = -96026.873187 nChanged 65 SP:Iteration 3F (14.844081 sec): 3 clusters Score: Raw -97485.147372 + Penalty 1397.037723 = -96088.109649 nChanged 56 SP:Iteration 4F (14.846505 sec): 3 clusters Score: Raw -97553.645232 + Penalty 1396.888258 = -96156.756975 nChanged 68 SP:Iteration 5F (14.848917 sec): 3 clusters Score: Raw -97638.527340 + Penalty 1400.339807 = -96238.187532 nChanged 77 SP:Iteration 6F (14.851324 sec): 3 clusters Score: Raw -97751.575643 + Penalty 1406.780097 = -96344.795546 nChanged 75 SP:Iteration 7F (14.853723 sec): 3 clusters Score: Raw -97902.480832 + Penalty 1416.464996 = -96486.015836 nChanged 72 SP:Iteration 8F (14.856163 sec): 3 clusters Score: Raw -98042.432000 + Penalty 1428.186085 = -96614.245914 nChanged 64 SP:Iteration 9F (14.858598 sec): 3 clusters Score: Raw -98114.218997 + Penalty 1436.357614 = -96677.861383 nChanged 39 SP:Iteration 10F (14.861087 sec): 3 clusters Score: Raw -98152.914476 + Penalty 1442.929542 = -96709.984934 nChanged 27 SP:Iteration 11Q (14.863471 sec): 3 clusters Score: Raw -98172.885048 + Penalty 1446.843181 = -96726.041867 nChanged 20 SP:Iteration 12Q (14.865828 sec): 3 clusters Score: Raw -98182.629422 + Penalty 1448.384002 = -96734.245420 nChanged 5 SP:Iteration 13Q (14.868164 sec): 3 clusters Score: Raw -98186.749813 + Penalty 1449.834047 = -96736.915766 nChanged 7 SP:Iteration 14Q (14.870488 sec): 3 clusters Score: Raw -98190.982930 + Penalty 1450.559674 = -96740.423255 nChanged 2 SP:Iteration 15Q (14.872802 sec): 3 clusters Score: Raw -98192.647264 + Penalty 1451.657852 = -96740.989412 nChanged 4 SP:Iteration 16Q (14.875105 sec): 3 clusters Score: Raw -98195.059932 + Penalty 1452.470998 = -96742.588934 nChanged 3 SP:Iteration 17Q (14.877408 sec): 3 clusters Score: Raw -98196.402898 + Penalty 1453.349635 = -96743.053262 nChanged 3 SP:Iteration 18Q (14.879671 sec): 3 clusters Score: Raw -98197.201660 + Penalty 1453.564217 = -96743.637443 nChanged 2 SP:Iteration 19Q (14.881835 sec): 3 clusters Score: Raw -98197.759442 + Penalty 1453.564217 = -96744.195226 nChanged 0 SP:Iteration 20F (14.884166 sec): 3 clusters Score: Raw -98197.759442 + Penalty 1453.564217 = -96744.195226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.885615 sec): 2 clusters Score: Raw -23950.972300 + Penalty 791.060241 = -23159.912059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.886350 sec): 3 clusters Score: Raw -23933.284975 + Penalty 1583.392551 = -22349.892424 nChanged 56 SP:Iteration 1F (14.887076 sec): 3 clusters Score: Raw -24036.373053 + Penalty 1584.688442 = -22451.684611 nChanged 18 SP:Iteration 2F (14.887791 sec): 3 clusters Score: Raw -24088.851645 + Penalty 1589.116679 = -22499.734967 nChanged 9 SP:Iteration 3Q (14.888468 sec): 3 clusters Score: Raw -24106.663506 + Penalty 1594.676057 = -22511.987449 nChanged 9 SP:Iteration 4Q (14.889143 sec): 3 clusters Score: Raw -24132.192142 + Penalty 1596.557026 = -22535.635116 nChanged 6 SP:Iteration 5Q (14.889817 sec): 3 clusters Score: Raw -24146.381978 + Penalty 1596.729113 = -22549.652866 nChanged 4 SP:Iteration 6Q (14.890483 sec): 3 clusters Score: Raw -24156.356402 + Penalty 1597.094006 = -22559.262396 nChanged 2 SP:Iteration 7Q (14.891143 sec): 3 clusters Score: Raw -24158.157583 + Penalty 1597.094006 = -22561.063576 nChanged 0 SP:Iteration 8F (14.891894 sec): 3 clusters Score: Raw -24158.157583 + Penalty 1597.094006 = -22561.063576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.894411 sec): 2 clusters Score: Raw -34302.354362 + Penalty 973.537901 = -33328.816462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.895449 sec): 3 clusters Score: Raw -34252.407076 + Penalty 1949.074983 = -32303.332092 nChanged 98 SP:Iteration 1F (14.896466 sec): 3 clusters Score: Raw -34418.811378 + Penalty 1949.874028 = -32468.937350 nChanged 38 SP:Iteration 2F (14.897484 sec): 3 clusters Score: Raw -34489.489678 + Penalty 1950.309162 = -32539.180517 nChanged 8 SP:Iteration 3Q (14.898451 sec): 3 clusters Score: Raw -34512.962261 + Penalty 1950.207382 = -32562.754879 nChanged 9 SP:Iteration 4Q (14.899403 sec): 3 clusters Score: Raw -34541.104231 + Penalty 1949.800184 = -32591.304047 nChanged 9 SP:Iteration 5Q (14.900359 sec): 3 clusters Score: Raw -34565.505984 + Penalty 1949.401524 = -32616.104460 nChanged 15 SP:Iteration 6Q (14.901303 sec): 3 clusters Score: Raw -34593.484223 + Penalty 1949.504043 = -32643.980180 nChanged 15 SP:Iteration 7Q (14.902245 sec): 3 clusters Score: Raw -34647.998423 + Penalty 1948.943457 = -32699.054966 nChanged 14 SP:Iteration 8Q (14.903237 sec): 3 clusters Score: Raw -34684.773069 + Penalty 1949.008008 = -32735.765062 nChanged 13 SP:Iteration 9Q (14.904244 sec): 3 clusters Score: Raw -34718.583114 + Penalty 1948.882129 = -32769.700985 nChanged 7 SP:Iteration 10F (14.905323 sec): 3 clusters Score: Raw -34742.390037 + Penalty 1948.730067 = -32793.659970 nChanged 8 SP:Iteration 11Q (14.906315 sec): 3 clusters Score: Raw -34766.899213 + Penalty 1948.688236 = -32818.210977 nChanged 8 SP:Iteration 12Q (14.907245 sec): 3 clusters Score: Raw -34789.685802 + Penalty 1948.283490 = -32841.402312 nChanged 7 SP:Iteration 13Q (14.908139 sec): 3 clusters Score: Raw -34803.324491 + Penalty 1948.089711 = -32855.234781 nChanged 5 SP:Iteration 14Q (14.909017 sec): 3 clusters Score: Raw -34816.082926 + Penalty 1947.849661 = -32868.233265 nChanged 5 SP:Iteration 15Q (14.909908 sec): 3 clusters Score: Raw -34823.684943 + Penalty 1947.825614 = -32875.859329 nChanged 7 SP:Iteration 16Q (14.910795 sec): 3 clusters Score: Raw -34837.172717 + Penalty 1948.046322 = -32889.126394 nChanged 4 SP:Iteration 17Q (14.911674 sec): 3 clusters Score: Raw -34853.482665 + Penalty 1948.154273 = -32905.328392 nChanged 1 SP:Iteration 18Q (14.912553 sec): 3 clusters Score: Raw -34855.088238 + Penalty 1948.308486 = -32906.779752 nChanged 2 SP:Iteration 19Q (14.913430 sec): 3 clusters Score: Raw -34858.889770 + Penalty 1948.308486 = -32910.581285 nChanged 0 SP:Iteration 20F (14.914441 sec): 3 clusters Score: Raw -34858.889770 + Penalty 1948.308486 = -32910.581285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.916037 sec): 2 clusters Score: Raw -37372.221215 + Penalty 965.419570 = -36406.801646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.917043 sec): 3 clusters Score: Raw -37320.706857 + Penalty 1930.798377 = -35389.908480 nChanged 75 SP:Iteration 1F (14.917991 sec): 3 clusters Score: Raw -37416.533150 + Penalty 1930.809710 = -35485.723441 nChanged 21 SP:Iteration 2F (14.918927 sec): 3 clusters Score: Raw -37463.093488 + Penalty 1930.831013 = -35532.262475 nChanged 13 SP:Iteration 3Q (14.919830 sec): 3 clusters Score: Raw -37498.535052 + Penalty 1930.787823 = -35567.747229 nChanged 10 SP:Iteration 4Q (14.920717 sec): 3 clusters Score: Raw -37523.375842 + Penalty 1930.668659 = -35592.707183 nChanged 10 SP:Iteration 5Q (14.921599 sec): 3 clusters Score: Raw -37542.677713 + Penalty 1930.717857 = -35611.959856 nChanged 6 SP:Iteration 6Q (14.922477 sec): 3 clusters Score: Raw -37549.539167 + Penalty 1930.704390 = -35618.834777 nChanged 6 SP:Iteration 7Q (14.923387 sec): 3 clusters Score: Raw -37563.866583 + Penalty 1930.720351 = -35633.146232 nChanged 5 SP:Iteration 8Q (14.924264 sec): 3 clusters Score: Raw -37570.612178 + Penalty 1930.734730 = -35639.877448 nChanged 4 SP:Iteration 9Q (14.925142 sec): 3 clusters Score: Raw -37576.593820 + Penalty 1930.706752 = -35645.887068 nChanged 2 SP:Iteration 10F (14.926089 sec): 3 clusters Score: Raw -37579.073146 + Penalty 1930.676687 = -35648.396459 nChanged 2 SP:Iteration 11Q (14.926985 sec): 3 clusters Score: Raw -37580.411943 + Penalty 1930.677483 = -35649.734460 nChanged 1 SP:Iteration 12Q (14.927853 sec): 3 clusters Score: Raw -37585.495358 + Penalty 1930.689984 = -35654.805373 nChanged 3 SP:Iteration 13Q (14.928731 sec): 3 clusters Score: Raw -37589.814310 + Penalty 1930.712519 = -35659.101791 nChanged 5 SP:Iteration 14Q (14.929636 sec): 3 clusters Score: Raw -37599.359057 + Penalty 1930.823268 = -35668.535790 nChanged 8 SP:Iteration 15Q (14.930519 sec): 3 clusters Score: Raw -37613.345231 + Penalty 1930.791239 = -35682.553992 nChanged 6 SP:Iteration 16Q (14.931397 sec): 3 clusters Score: Raw -37628.125047 + Penalty 1930.888104 = -35697.236943 nChanged 7 SP:Iteration 17Q (14.932283 sec): 3 clusters Score: Raw -37648.431908 + Penalty 1930.857462 = -35717.574445 nChanged 4 SP:Iteration 18Q (14.933150 sec): 3 clusters Score: Raw -37661.071282 + Penalty 1930.872263 = -35730.199019 nChanged 1 SP:Iteration 19Q (14.934017 sec): 3 clusters Score: Raw -37669.131657 + Penalty 1930.857462 = -35738.274195 nChanged 1 SP:Iteration 20F (14.934947 sec): 3 clusters Score: Raw -37671.390575 + Penalty 1930.920668 = -35740.469907 nChanged 2 SP:Iteration 21Q (14.935817 sec): 3 clusters Score: Raw -37677.547815 + Penalty 1930.978808 = -35746.569008 nChanged 2 SP:Iteration 22Q (14.936677 sec): 3 clusters Score: Raw -37683.262122 + Penalty 1931.172241 = -35752.089881 nChanged 3 SP:Iteration 23Q (14.937533 sec): 3 clusters Score: Raw -37685.464925 + Penalty 1931.172241 = -35754.292684 nChanged 0 SP:Iteration 24F (14.938460 sec): 3 clusters Score: Raw -37685.464925 + Penalty 1931.172241 = -35754.292684 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 7 (6233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.966681 sec): 2 clusters Score: Raw -477354.041735 + Penalty 223.336243 = -477130.705492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.978978 sec): 3 clusters Score: Raw -473151.799752 + Penalty 449.006716 = -472702.793035 nChanged 2970 SP:Iteration 1F (14.991032 sec): 3 clusters Score: Raw -476698.466860 + Penalty 445.499083 = -476252.967777 nChanged 869 SP:Iteration 2F (15.003469 sec): 3 clusters Score: Raw -477701.799842 + Penalty 437.239694 = -477264.560148 nChanged 235 SP:Iteration 3Q (15.014940 sec): 3 clusters Score: Raw -477885.889860 + Penalty 428.725217 = -477457.164643 nChanged 155 SP:Iteration 4Q (15.026191 sec): 3 clusters Score: Raw -477969.644358 + Penalty 420.111794 = -477549.532564 nChanged 140 SP:Iteration 5Q (15.037501 sec): 3 clusters Score: Raw -478041.477697 + Penalty 411.033781 = -477630.443916 nChanged 136 SP:Iteration 6Q (15.049063 sec): 3 clusters Score: Raw -478116.514122 + Penalty 403.094563 = -477713.419559 nChanged 122 SP:Iteration 7Q (15.060274 sec): 3 clusters Score: Raw -478189.149322 + Penalty 395.902132 = -477793.247190 nChanged 97 SP:Iteration 8Q (15.071004 sec): 3 clusters Score: Raw -478240.408655 + Penalty 390.571682 = -477849.836973 nChanged 73 SP:Iteration 9Q (15.082351 sec): 3 clusters Score: Raw -478265.433083 + Penalty 386.327036 = -477879.106047 nChanged 53 SP:Iteration 10F (15.094710 sec): 3 clusters Score: Raw -478279.341071 + Penalty 381.802949 = -477897.538123 nChanged 62 SP:Iteration 11Q (15.105679 sec): 3 clusters Score: Raw -478295.613319 + Penalty 378.673681 = -477916.939638 nChanged 48 SP:Iteration 12Q (15.116612 sec): 3 clusters Score: Raw -478304.954633 + Penalty 375.813815 = -477929.140818 nChanged 32 SP:Iteration 13Q (15.127701 sec): 3 clusters Score: Raw -478308.234960 + Penalty 374.568791 = -477933.666169 nChanged 20 SP:Iteration 14Q (15.138590 sec): 3 clusters Score: Raw -478310.251373 + Penalty 373.161951 = -477937.089421 nChanged 21 SP:Iteration 15Q (15.149684 sec): 3 clusters Score: Raw -478312.177608 + Penalty 372.172982 = -477940.004626 nChanged 13 SP:Iteration 16Q (15.161008 sec): 3 clusters Score: Raw -478312.971038 + Penalty 371.470779 = -477941.500259 nChanged 12 SP:Iteration 17Q (15.171878 sec): 3 clusters Score: Raw -478313.692628 + Penalty 371.021250 = -477942.671378 nChanged 6 SP:Iteration 18Q (15.182769 sec): 3 clusters Score: Raw -478314.013552 + Penalty 370.875317 = -477943.138235 nChanged 4 SP:Iteration 19Q (15.193848 sec): 3 clusters Score: Raw -478314.199132 + Penalty 370.700053 = -477943.499080 nChanged 4 SP:Iteration 20F (15.206090 sec): 3 clusters Score: Raw -478314.370780 + Penalty 370.602035 = -477943.768745 nChanged 1 SP:Iteration 21Q (15.217392 sec): 3 clusters Score: Raw -478314.408617 + Penalty 370.496332 = -477943.912285 nChanged 3 SP:Iteration 22Q (15.228436 sec): 3 clusters Score: Raw -478314.537654 + Penalty 370.457088 = -477944.080566 nChanged 1 SP:Iteration 23Q (15.239326 sec): 3 clusters Score: Raw -478314.583255 + Penalty 370.421993 = -477944.161262 nChanged 1 SP:Iteration 24Q (15.250182 sec): 3 clusters Score: Raw -478314.624003 + Penalty 370.370633 = -477944.253370 nChanged 1 SP:Iteration 25Q (15.261450 sec): 3 clusters Score: Raw -478314.664200 + Penalty 370.370633 = -477944.293567 nChanged 0 SP:Iteration 26F (15.273679 sec): 3 clusters Score: Raw -478314.664200 + Penalty 370.370633 = -477944.293567 nChanged 0 Score: Raw -1811565.503329 + Penalty 122655.226092 = -1688910.277236 Splitting cluster 7 changes total score from -1678699.317065 to -1688910.277236 So it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.691778 sec): 2 clusters Score: Raw -1740.928002 + Penalty 67.275619 = -1673.652383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.692043 sec): 3 clusters Score: Raw -1752.824598 + Penalty 135.164536 = -1617.660062 nChanged 4 SP:Iteration 1F (16.692300 sec): 3 clusters Score: Raw -1759.075210 + Penalty 138.906409 = -1620.168801 nChanged 1 SP:Iteration 2Q (16.692550 sec): 3 clusters Score: Raw -1759.657994 + Penalty 138.906409 = -1620.751585 nChanged 0 SP:Iteration 3F (16.692802 sec): 3 clusters Score: Raw -1759.657994 + Penalty 138.906409 = -1620.751585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.693290 sec): 2 clusters Score: Raw -900.101620 + Penalty 251.340462 = -648.761158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.693513 sec): 3 clusters Score: Raw -891.663717 + Penalty 251.340462 = -640.323255 nChanged 1 SP:Iteration 1F (16.693713 sec): 2 clusters Score: Raw -900.101620 + Penalty 251.340462 = -648.761158 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.707463 sec): 2 clusters Score: Raw -240648.865664 + Penalty 265.993287 = -240382.872377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.712970 sec): 3 clusters Score: Raw -238692.786436 + Penalty 521.031927 = -238171.754509 nChanged 1393 SP:Iteration 1F (16.718350 sec): 3 clusters Score: Raw -239566.167460 + Penalty 507.099991 = -239059.067469 nChanged 356 SP:Iteration 2F (16.724016 sec): 3 clusters Score: Raw -239778.327359 + Penalty 502.110166 = -239276.217193 nChanged 270 SP:Iteration 3F (16.729823 sec): 3 clusters Score: Raw -239983.263406 + Penalty 502.892479 = -239480.370927 nChanged 217 SP:Iteration 4F (16.735539 sec): 3 clusters Score: Raw -240126.941598 + Penalty 506.682185 = -239620.259413 nChanged 164 SP:Iteration 5F (16.741216 sec): 3 clusters Score: Raw -240222.257779 + Penalty 513.927053 = -239708.330726 nChanged 138 SP:Iteration 6Q (16.746794 sec): 3 clusters Score: Raw -240294.209876 + Penalty 520.515902 = -239773.693974 nChanged 114 SP:Iteration 7Q (16.752504 sec): 3 clusters Score: Raw -240348.939227 + Penalty 526.305772 = -239822.633455 nChanged 89 SP:Iteration 8Q (16.757968 sec): 3 clusters Score: Raw -240378.065415 + Penalty 532.598212 = -239845.467204 nChanged 69 SP:Iteration 9Q (16.763799 sec): 3 clusters Score: Raw -240391.535911 + Penalty 537.750355 = -239853.785557 nChanged 45 SP:Iteration 10F (16.769218 sec): 3 clusters Score: Raw -240398.351142 + Penalty 542.045766 = -239856.305376 nChanged 38 SP:Iteration 11Q (16.774735 sec): 3 clusters Score: Raw -240408.225285 + Penalty 546.737628 = -239861.487657 nChanged 42 SP:Iteration 12Q (16.780218 sec): 3 clusters Score: Raw -240416.796022 + Penalty 551.025792 = -239865.770231 nChanged 38 SP:Iteration 13Q (16.785502 sec): 3 clusters Score: Raw -240422.846784 + Penalty 554.665016 = -239868.181768 nChanged 32 SP:Iteration 14Q (16.790954 sec): 3 clusters Score: Raw -240428.851144 + Penalty 558.402127 = -239870.449018 nChanged 34 SP:Iteration 15Q (16.796685 sec): 3 clusters Score: Raw -240435.494558 + Penalty 561.724571 = -239873.769986 nChanged 32 SP:Iteration 16Q (16.801977 sec): 3 clusters Score: Raw -240442.598074 + Penalty 565.115170 = -239877.482905 nChanged 32 SP:Iteration 17Q (16.807228 sec): 3 clusters Score: Raw -240451.943785 + Penalty 569.188582 = -239882.755203 nChanged 39 SP:Iteration 18Q (16.812589 sec): 3 clusters Score: Raw -240463.818104 + Penalty 572.484022 = -239891.334082 nChanged 29 SP:Iteration 19Q (16.817909 sec): 3 clusters Score: Raw -240472.692709 + Penalty 577.018188 = -239895.674521 nChanged 40 SP:Iteration 20F (16.823279 sec): 3 clusters Score: Raw -240483.670874 + Penalty 580.980984 = -239902.689890 nChanged 35 SP:Iteration 21Q (16.828859 sec): 3 clusters Score: Raw -240492.777457 + Penalty 585.186525 = -239907.590932 nChanged 34 SP:Iteration 22Q (16.834467 sec): 3 clusters Score: Raw -240500.374302 + Penalty 588.783937 = -239911.590365 nChanged 32 SP:Iteration 23Q (16.839626 sec): 3 clusters Score: Raw -240506.709941 + Penalty 591.234783 = -239915.475158 nChanged 27 SP:Iteration 24Q (16.844936 sec): 3 clusters Score: Raw -240513.176666 + Penalty 594.522763 = -239918.653904 nChanged 33 SP:Iteration 25Q (16.850037 sec): 3 clusters Score: Raw -240519.695533 + Penalty 598.005364 = -239921.690169 nChanged 38 SP:Iteration 26Q (16.855100 sec): 3 clusters Score: Raw -240526.930638 + Penalty 599.148926 = -239927.781712 nChanged 27 SP:Iteration 27Q (16.860249 sec): 3 clusters Score: Raw -240532.399759 + Penalty 600.968533 = -239931.431226 nChanged 24 SP:Iteration 28Q (16.865622 sec): 3 clusters Score: Raw -240536.218886 + Penalty 602.771586 = -239933.447300 nChanged 19 SP:Iteration 29Q (16.870731 sec): 3 clusters Score: Raw -240538.855134 + Penalty 605.313152 = -239933.541982 nChanged 21 SP:Iteration 30F (16.876035 sec): 3 clusters Score: Raw -240541.606318 + Penalty 607.580095 = -239934.026223 nChanged 17 SP:Iteration 31Q (16.881194 sec): 3 clusters Score: Raw -240544.600158 + Penalty 610.437623 = -239934.162536 nChanged 21 SP:Iteration 32Q (16.886177 sec): 3 clusters Score: Raw -240547.850997 + Penalty 610.792945 = -239937.058052 nChanged 11 SP:Iteration 33Q (16.891266 sec): 3 clusters Score: Raw -240549.322988 + Penalty 611.284217 = -239938.038771 nChanged 7 SP:Iteration 34Q (16.896633 sec): 3 clusters Score: Raw -240550.179335 + Penalty 612.059012 = -239938.120323 nChanged 6 SP:Iteration 35Q (16.901684 sec): 3 clusters Score: Raw -240550.729206 + Penalty 612.716912 = -239938.012294 nChanged 6 SP:Iteration 36F (16.906989 sec): 3 clusters Score: Raw -240551.985760 + Penalty 613.205276 = -239938.780484 nChanged 9 SP:Iteration 37Q (16.911938 sec): 3 clusters Score: Raw -240553.518998 + Penalty 613.657673 = -239939.861325 nChanged 5 SP:Iteration 38Q (16.917265 sec): 3 clusters Score: Raw -240553.891697 + Penalty 614.198075 = -239939.693622 nChanged 7 SP:Iteration 39F (16.922748 sec): 3 clusters Score: Raw -240554.574068 + Penalty 614.354365 = -239940.219703 nChanged 5 SP:Iteration 40F (16.928459 sec): 3 clusters Score: Raw -240555.580880 + Penalty 614.299498 = -239941.281382 nChanged 7 SP:Iteration 41Q (16.933766 sec): 3 clusters Score: Raw -240557.518536 + Penalty 615.002853 = -239942.515683 nChanged 11 SP:Iteration 42Q (16.938810 sec): 3 clusters Score: Raw -240559.766476 + Penalty 616.779697 = -239942.986780 nChanged 11 SP:Iteration 43Q (16.943783 sec): 3 clusters Score: Raw -240562.018048 + Penalty 617.219265 = -239944.798783 nChanged 10 SP:Iteration 44Q (16.948870 sec): 3 clusters Score: Raw -240563.649403 + Penalty 618.092353 = -239945.557050 nChanged 12 SP:Iteration 45Q (16.953771 sec): 3 clusters Score: Raw -240566.193805 + Penalty 619.121439 = -239947.072366 nChanged 9 SP:Iteration 46Q (16.958664 sec): 3 clusters Score: Raw -240567.741397 + Penalty 620.206954 = -239947.534443 nChanged 14 SP:Iteration 47Q (16.964073 sec): 3 clusters Score: Raw -240571.734892 + Penalty 619.928012 = -239951.806880 nChanged 14 SP:Iteration 48Q (16.969211 sec): 3 clusters Score: Raw -240575.493499 + Penalty 619.610652 = -239955.882847 nChanged 14 SP:Iteration 49Q (16.974296 sec): 3 clusters Score: Raw -240578.840139 + Penalty 620.858413 = -239957.981727 nChanged 15 SP:Iteration 50F (16.979796 sec): 3 clusters Score: Raw -240583.828018 + Penalty 621.016433 = -239962.811585 nChanged 22 SP:Iteration 51Q (16.984865 sec): 3 clusters Score: Raw -240590.937987 + Penalty 622.948854 = -239967.989133 nChanged 20 SP:Iteration 52Q (16.989803 sec): 3 clusters Score: Raw -240600.173616 + Penalty 623.646154 = -239976.527462 nChanged 20 SP:Iteration 53Q (16.995072 sec): 3 clusters Score: Raw -240606.431792 + Penalty 623.972753 = -239982.459040 nChanged 23 SP:Iteration 54Q (17.000236 sec): 3 clusters Score: Raw -240614.569362 + Penalty 624.078725 = -239990.490636 nChanged 20 SP:Iteration 55Q (17.005065 sec): 3 clusters Score: Raw -240622.521052 + Penalty 624.201071 = -239998.319981 nChanged 16 SP:Iteration 56Q (17.009819 sec): 3 clusters Score: Raw -240627.216946 + Penalty 624.417776 = -240002.799170 nChanged 10 SP:Iteration 57Q (17.014549 sec): 3 clusters Score: Raw -240629.150314 + Penalty 624.669512 = -240004.480803 nChanged 12 SP:Iteration 58Q (17.019266 sec): 3 clusters Score: Raw -240631.327635 + Penalty 624.169163 = -240007.158472 nChanged 10 SP:Iteration 59Q (17.023981 sec): 3 clusters Score: Raw -240633.671917 + Penalty 625.067992 = -240008.603925 nChanged 3 SP:Iteration 60F (17.029599 sec): 3 clusters Score: Raw -240634.428127 + Penalty 626.159658 = -240008.268469 nChanged 4 SP:Iteration 61F (17.035118 sec): 3 clusters Score: Raw -240635.177368 + Penalty 626.447977 = -240008.729391 nChanged 1 SP:Iteration 62Q (17.039984 sec): 3 clusters Score: Raw -240635.286025 + Penalty 626.672772 = -240008.613253 nChanged 1 SP:Iteration 63F (17.045460 sec): 3 clusters Score: Raw -240635.340432 + Penalty 627.058024 = -240008.282408 nChanged 1 SP:Iteration 64F (17.051154 sec): 3 clusters Score: Raw -240635.384777 + Penalty 627.058024 = -240008.326753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.056388 sec): 2 clusters Score: Raw -47781.721274 + Penalty 777.330377 = -47004.390897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.057602 sec): 3 clusters Score: Raw -47573.578733 + Penalty 1550.582966 = -46022.995767 nChanged 174 SP:Iteration 1F (17.058741 sec): 3 clusters Score: Raw -47755.524925 + Penalty 1546.647413 = -46208.877512 nChanged 41 SP:Iteration 2F (17.059892 sec): 3 clusters Score: Raw -47820.689911 + Penalty 1544.925072 = -46275.764839 nChanged 38 SP:Iteration 3F (17.061150 sec): 3 clusters Score: Raw -47876.273666 + Penalty 1541.927159 = -46334.346507 nChanged 31 SP:Iteration 4F (17.062380 sec): 3 clusters Score: Raw -47913.132745 + Penalty 1541.170590 = -46371.962155 nChanged 23 SP:Iteration 5Q (17.063532 sec): 3 clusters Score: Raw -47936.048855 + Penalty 1542.880716 = -46393.168139 nChanged 13 SP:Iteration 6Q (17.064645 sec): 3 clusters Score: Raw -47947.944946 + Penalty 1542.237853 = -46405.707093 nChanged 9 SP:Iteration 7Q (17.065736 sec): 3 clusters Score: Raw -47953.997224 + Penalty 1542.423717 = -46411.573507 nChanged 9 SP:Iteration 8Q (17.066827 sec): 3 clusters Score: Raw -47961.306212 + Penalty 1544.050906 = -46417.255306 nChanged 6 SP:Iteration 9Q (17.067916 sec): 3 clusters Score: Raw -47965.167674 + Penalty 1547.050053 = -46418.117622 nChanged 5 SP:Iteration 10F (17.069051 sec): 3 clusters Score: Raw -47969.203304 + Penalty 1548.718063 = -46420.485241 nChanged 3 SP:Iteration 11Q (17.070149 sec): 3 clusters Score: Raw -47970.920889 + Penalty 1552.299032 = -46418.621858 nChanged 4 SP:Iteration 12F (17.071287 sec): 3 clusters Score: Raw -47976.030781 + Penalty 1556.488648 = -46419.542133 nChanged 6 SP:Iteration 13Q (17.072374 sec): 3 clusters Score: Raw -47979.366548 + Penalty 1559.184621 = -46420.181927 nChanged 4 SP:Iteration 14Q (17.073460 sec): 3 clusters Score: Raw -47982.562487 + Penalty 1563.328244 = -46419.234243 nChanged 4 SP:Iteration 15F (17.074601 sec): 3 clusters Score: Raw -47988.589467 + Penalty 1564.270466 = -46424.319001 nChanged 3 SP:Iteration 16Q (17.075688 sec): 3 clusters Score: Raw -47989.614885 + Penalty 1567.581723 = -46422.033161 nChanged 4 SP:Iteration 17F (17.076831 sec): 3 clusters Score: Raw -47992.781689 + Penalty 1570.056415 = -46422.725273 nChanged 4 SP:Iteration 18Q (17.077917 sec): 3 clusters Score: Raw -47998.391414 + Penalty 1574.098852 = -46424.292562 nChanged 4 SP:Iteration 19Q (17.079000 sec): 3 clusters Score: Raw -48003.599493 + Penalty 1574.944393 = -46428.655100 nChanged 3 SP:Iteration 20F (17.080138 sec): 3 clusters Score: Raw -48005.536010 + Penalty 1576.572080 = -46428.963930 nChanged 1 SP:Iteration 21Q (17.081218 sec): 3 clusters Score: Raw -48006.369179 + Penalty 1576.977651 = -46429.391528 nChanged 1 SP:Iteration 22Q (17.082298 sec): 3 clusters Score: Raw -48007.157729 + Penalty 1577.278473 = -46429.879255 nChanged 1 SP:Iteration 23Q (17.083378 sec): 3 clusters Score: Raw -48008.438121 + Penalty 1579.582157 = -46428.855964 nChanged 1 SP:Iteration 24F (17.084514 sec): 3 clusters Score: Raw -48011.310454 + Penalty 1584.085362 = -46427.225092 nChanged 5 SP:Iteration 25F (17.085650 sec): 3 clusters Score: Raw -48015.294357 + Penalty 1584.085362 = -46431.208995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087573 sec): 2 clusters Score: Raw -44220.264236 + Penalty 455.966199 = -43764.298037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.088718 sec): 3 clusters Score: Raw -43966.723441 + Penalty 913.209980 = -43053.513461 nChanged 198 SP:Iteration 1F (17.089844 sec): 3 clusters Score: Raw -44119.890436 + Penalty 916.063907 = -43203.826529 nChanged 45 SP:Iteration 2F (17.090978 sec): 3 clusters Score: Raw -44169.581423 + Penalty 919.953513 = -43249.627910 nChanged 35 SP:Iteration 3F (17.092140 sec): 3 clusters Score: Raw -44198.483110 + Penalty 926.457263 = -43272.025847 nChanged 25 SP:Iteration 4Q (17.093537 sec): 3 clusters Score: Raw -44216.277321 + Penalty 934.841352 = -43281.435969 nChanged 26 SP:Iteration 5Q (17.094864 sec): 3 clusters Score: Raw -44243.520300 + Penalty 936.568233 = -43306.952067 nChanged 21 SP:Iteration 6Q (17.096102 sec): 3 clusters Score: Raw -44265.493625 + Penalty 940.234163 = -43325.259463 nChanged 18 SP:Iteration 7Q (17.097319 sec): 3 clusters Score: Raw -44284.654502 + Penalty 947.636499 = -43337.018004 nChanged 14 SP:Iteration 8Q (17.098475 sec): 3 clusters Score: Raw -44294.150765 + Penalty 950.031931 = -43344.118834 nChanged 7 SP:Iteration 9Q (17.099616 sec): 3 clusters Score: Raw -44307.584778 + Penalty 951.759941 = -43355.824837 nChanged 7 SP:Iteration 10F (17.100831 sec): 3 clusters Score: Raw -44315.774568 + Penalty 958.483412 = -43357.291156 nChanged 6 SP:Iteration 11Q (17.101976 sec): 3 clusters Score: Raw -44320.516735 + Penalty 959.313441 = -43361.203293 nChanged 1 SP:Iteration 12Q (17.103121 sec): 3 clusters Score: Raw -44321.035279 + Penalty 959.313441 = -43361.721837 nChanged 0 SP:Iteration 13F (17.104295 sec): 3 clusters Score: Raw -44321.035279 + Penalty 959.313441 = -43361.721837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.106048 sec): 2 clusters Score: Raw -32663.784918 + Penalty 403.266848 = -32260.518070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106976 sec): 3 clusters Score: Raw -32496.213273 + Penalty 814.342743 = -31681.870531 nChanged 133 SP:Iteration 1F (17.107881 sec): 3 clusters Score: Raw -32635.893430 + Penalty 815.539605 = -31820.353825 nChanged 29 SP:Iteration 2F (17.108785 sec): 3 clusters Score: Raw -32667.746458 + Penalty 821.825259 = -31845.921199 nChanged 23 SP:Iteration 3F (17.109688 sec): 3 clusters Score: Raw -32692.677244 + Penalty 821.218477 = -31871.458767 nChanged 12 SP:Iteration 4Q (17.110566 sec): 3 clusters Score: Raw -32702.020653 + Penalty 822.899761 = -31879.120892 nChanged 12 SP:Iteration 5Q (17.111444 sec): 3 clusters Score: Raw -32711.651350 + Penalty 824.898250 = -31886.753099 nChanged 7 SP:Iteration 6Q (17.112320 sec): 3 clusters Score: Raw -32715.390619 + Penalty 825.536395 = -31889.854223 nChanged 4 SP:Iteration 7Q (17.113193 sec): 3 clusters Score: Raw -32717.375472 + Penalty 827.060830 = -31890.314643 nChanged 3 SP:Iteration 8Q (17.114064 sec): 3 clusters Score: Raw -32722.202092 + Penalty 827.504618 = -31894.697474 nChanged 1 SP:Iteration 9Q (17.114933 sec): 3 clusters Score: Raw -32722.850851 + Penalty 828.248638 = -31894.602213 nChanged 1 SP:Iteration 10F (17.115834 sec): 3 clusters Score: Raw -32723.460242 + Penalty 828.908582 = -31894.551660 nChanged 1 SP:Iteration 11F (17.116735 sec): 3 clusters Score: Raw -32723.813097 + Penalty 829.435123 = -31894.377974 nChanged 1 SP:Iteration 12F (17.117637 sec): 3 clusters Score: Raw -32724.200021 + Penalty 830.032965 = -31894.167056 nChanged 1 SP:Iteration 13F (17.118543 sec): 3 clusters Score: Raw -32725.225726 + Penalty 831.116324 = -31894.109402 nChanged 2 SP:Iteration 14F (17.119445 sec): 3 clusters Score: Raw -32726.894093 + Penalty 831.116324 = -31895.777769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.120918 sec): 2 clusters Score: Raw -33194.494357 + Penalty 652.240547 = -32542.253810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.121790 sec): 3 clusters Score: Raw -33081.301203 + Penalty 1304.076262 = -31777.224941 nChanged 100 SP:Iteration 1F (17.122649 sec): 3 clusters Score: Raw -33198.697500 + Penalty 1303.452984 = -31895.244516 nChanged 24 SP:Iteration 2F (17.123504 sec): 3 clusters Score: Raw -33221.933321 + Penalty 1302.886052 = -31919.047268 nChanged 4 SP:Iteration 3Q (17.124344 sec): 3 clusters Score: Raw -33225.247505 + Penalty 1301.027178 = -31924.220326 nChanged 6 SP:Iteration 4Q (17.125182 sec): 3 clusters Score: Raw -33227.818270 + Penalty 1301.021075 = -31926.797195 nChanged 2 SP:Iteration 5Q (17.126095 sec): 3 clusters Score: Raw -33230.294008 + Penalty 1299.944296 = -31930.349712 nChanged 6 SP:Iteration 6Q (17.126969 sec): 3 clusters Score: Raw -33235.918804 + Penalty 1299.891076 = -31936.027727 nChanged 3 SP:Iteration 7Q (17.127840 sec): 3 clusters Score: Raw -33240.503936 + Penalty 1299.626757 = -31940.877180 nChanged 2 SP:Iteration 8Q (17.128711 sec): 3 clusters Score: Raw -33241.894691 + Penalty 1299.385875 = -31942.508816 nChanged 2 SP:Iteration 9Q (17.129580 sec): 3 clusters Score: Raw -33242.816813 + Penalty 1298.866074 = -31943.950739 nChanged 1 SP:Iteration 10F (17.130465 sec): 3 clusters Score: Raw -33243.001584 + Penalty 1298.866074 = -31944.135511 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.135631 sec): 2 clusters Score: Raw -131716.533773 + Penalty 624.691169 = -131091.842604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.138482 sec): 3 clusters Score: Raw -130909.943786 + Penalty 1254.170177 = -129655.773608 nChanged 628 SP:Iteration 1F (17.141471 sec): 3 clusters Score: Raw -131307.758891 + Penalty 1261.109357 = -130046.649533 nChanged 146 SP:Iteration 2F (17.144332 sec): 3 clusters Score: Raw -131401.394716 + Penalty 1269.378996 = -130132.015721 nChanged 97 SP:Iteration 3F (17.147123 sec): 3 clusters Score: Raw -131465.672312 + Penalty 1278.675935 = -130186.996377 nChanged 96 SP:Iteration 4F (17.149958 sec): 3 clusters Score: Raw -131543.159628 + Penalty 1289.988110 = -130253.171518 nChanged 91 SP:Iteration 5F (17.152764 sec): 3 clusters Score: Raw -131623.119742 + Penalty 1304.557363 = -130318.562378 nChanged 71 SP:Iteration 6Q (17.155506 sec): 3 clusters Score: Raw -131696.309358 + Penalty 1313.168053 = -130383.141305 nChanged 54 SP:Iteration 7Q (17.158282 sec): 3 clusters Score: Raw -131752.036833 + Penalty 1318.135149 = -130433.901684 nChanged 48 SP:Iteration 8Q (17.161145 sec): 3 clusters Score: Raw -131814.364909 + Penalty 1319.198369 = -130495.166540 nChanged 43 SP:Iteration 9Q (17.163971 sec): 3 clusters Score: Raw -131890.936663 + Penalty 1313.486901 = -130577.449762 nChanged 50 SP:Iteration 10F (17.166883 sec): 3 clusters Score: Raw -132018.745905 + Penalty 1308.952491 = -130709.793415 nChanged 35 SP:Iteration 11Q (17.169540 sec): 3 clusters Score: Raw -132060.340621 + Penalty 1304.856103 = -130755.484517 nChanged 29 SP:Iteration 12Q (17.171983 sec): 3 clusters Score: Raw -132078.859990 + Penalty 1301.279320 = -130777.580670 nChanged 17 SP:Iteration 13Q (17.174427 sec): 3 clusters Score: Raw -132087.989326 + Penalty 1299.578695 = -130788.410632 nChanged 10 SP:Iteration 14Q (17.176882 sec): 3 clusters Score: Raw -132091.704137 + Penalty 1296.492879 = -130795.211258 nChanged 8 SP:Iteration 15Q (17.179346 sec): 3 clusters Score: Raw -132094.256264 + Penalty 1295.929022 = -130798.327241 nChanged 2 SP:Iteration 16Q (17.181843 sec): 3 clusters Score: Raw -132094.874068 + Penalty 1295.688880 = -130799.185188 nChanged 2 SP:Iteration 17Q (17.184509 sec): 3 clusters Score: Raw -132095.639472 + Penalty 1295.437749 = -130800.201723 nChanged 1 SP:Iteration 18Q (17.186962 sec): 3 clusters Score: Raw -132095.799784 + Penalty 1295.437749 = -130800.362035 nChanged 0 SP:Iteration 19F (17.189758 sec): 3 clusters Score: Raw -132095.799784 + Penalty 1295.437749 = -130800.362035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.193249 sec): 2 clusters Score: Raw -41384.969440 + Penalty 451.997109 = -40932.972331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.194371 sec): 3 clusters Score: Raw -41125.913557 + Penalty 910.618018 = -40215.295540 nChanged 156 SP:Iteration 1F (17.195412 sec): 3 clusters Score: Raw -41228.304156 + Penalty 919.059360 = -40309.244796 nChanged 50 SP:Iteration 2F (17.196449 sec): 3 clusters Score: Raw -41258.231444 + Penalty 932.173798 = -40326.057646 nChanged 36 SP:Iteration 3F (17.197486 sec): 3 clusters Score: Raw -41282.410989 + Penalty 946.160740 = -40336.250250 nChanged 26 SP:Iteration 4F (17.198522 sec): 3 clusters Score: Raw -41296.837207 + Penalty 963.647036 = -40333.190171 nChanged 24 SP:Iteration 5F (17.199575 sec): 3 clusters Score: Raw -41312.766977 + Penalty 978.720921 = -40334.046056 nChanged 21 SP:Iteration 6Q (17.200613 sec): 3 clusters Score: Raw -41327.077751 + Penalty 996.058451 = -40331.019300 nChanged 19 SP:Iteration 7F (17.201745 sec): 3 clusters Score: Raw -41342.564135 + Penalty 1021.201589 = -40321.362545 nChanged 16 SP:Iteration 8F (17.202833 sec): 3 clusters Score: Raw -41361.465417 + Penalty 1041.184673 = -40320.280744 nChanged 12 SP:Iteration 9F (17.203917 sec): 3 clusters Score: Raw -41375.666823 + Penalty 1055.874696 = -40319.792127 nChanged 8 SP:Iteration 10F (17.204996 sec): 3 clusters Score: Raw -41384.839945 + Penalty 1059.836759 = -40325.003186 nChanged 4 SP:Iteration 11Q (17.205993 sec): 3 clusters Score: Raw -41388.799220 + Penalty 1066.826649 = -40321.972571 nChanged 3 SP:Iteration 12F (17.207026 sec): 3 clusters Score: Raw -41389.989868 + Penalty 1070.763632 = -40319.226237 nChanged 2 SP:Iteration 13F (17.208060 sec): 3 clusters Score: Raw -41391.026064 + Penalty 1079.626056 = -40311.400008 nChanged 2 SP:Iteration 14F (17.209091 sec): 3 clusters Score: Raw -41392.429074 + Penalty 1089.367967 = -40303.061108 nChanged 2 SP:Iteration 15F (17.210127 sec): 3 clusters Score: Raw -41394.497852 + Penalty 1090.507379 = -40303.990473 nChanged 1 SP:Iteration 16Q (17.211067 sec): 3 clusters Score: Raw -41396.258064 + Penalty 1084.360216 = -40311.897848 nChanged 2 SP:Iteration 17Q (17.212000 sec): 3 clusters Score: Raw -41396.800132 + Penalty 1084.360216 = -40312.439916 nChanged 0 SP:Iteration 18F (17.213036 sec): 3 clusters Score: Raw -41396.800132 + Penalty 1084.360216 = -40312.439916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.213571 sec): 2 clusters Score: Raw -1665.180091 + Penalty 121.900538 = -1543.279553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.213819 sec): 3 clusters Score: Raw -1666.368121 + Penalty 247.659847 = -1418.708274 nChanged 1 SP:Iteration 1Q (17.214064 sec): 3 clusters Score: Raw -1669.592117 + Penalty 247.659847 = -1421.932270 nChanged 0 SP:Iteration 2F (17.214304 sec): 3 clusters Score: Raw -1669.592117 + Penalty 247.659847 = -1421.932270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.214753 sec): 2 clusters Score: Raw -154.264228 + Penalty 22.438998 = -131.825231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.214947 sec): 3 clusters Score: Raw -151.498494 + Penalty 44.877995 = -106.620498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.215587 sec): 2 clusters Score: Raw -5223.023230 + Penalty 308.301849 = -4914.721381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.215904 sec): 3 clusters Score: Raw -5197.460604 + Penalty 620.770456 = -4576.690148 nChanged 5 SP:Iteration 1F (17.216223 sec): 3 clusters Score: Raw -5207.555224 + Penalty 620.742987 = -4586.812237 nChanged 5 SP:Iteration 2F (17.216538 sec): 3 clusters Score: Raw -5215.665825 + Penalty 620.623336 = -4595.042489 nChanged 3 SP:Iteration 3Q (17.216851 sec): 3 clusters Score: Raw -5219.278243 + Penalty 609.791407 = -4609.486837 nChanged 4 SP:Iteration 4F (17.217164 sec): 3 clusters Score: Raw -5228.666255 + Penalty 609.390081 = -4619.276174 nChanged 3 SP:Iteration 5Q (17.217472 sec): 3 clusters Score: Raw -5236.299704 + Penalty 609.390081 = -4626.909623 nChanged 0 SP:Iteration 6F (17.217785 sec): 3 clusters Score: Raw -5236.299704 + Penalty 609.390081 = -4626.909623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.218290 sec): 2 clusters Score: Raw -1574.215498 + Penalty 223.843339 = -1350.372159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.218535 sec): 3 clusters Score: Raw -1581.443679 + Penalty 448.078660 = -1133.365019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.219263 sec): 2 clusters Score: Raw -7810.236733 + Penalty 338.674201 = -7471.562532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.219651 sec): 3 clusters Score: Raw -7799.372242 + Penalty 684.935926 = -7114.436316 nChanged 17 SP:Iteration 1F (17.220031 sec): 3 clusters Score: Raw -7825.155768 + Penalty 686.921847 = -7138.233921 nChanged 5 SP:Iteration 2F (17.220411 sec): 3 clusters Score: Raw -7835.879654 + Penalty 689.444999 = -7146.434654 nChanged 1 SP:Iteration 3Q (17.220784 sec): 3 clusters Score: Raw -7839.815006 + Penalty 689.444999 = -7150.370007 nChanged 0 SP:Iteration 4F (17.221163 sec): 3 clusters Score: Raw -7839.815006 + Penalty 689.444999 = -7150.370007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.222254 sec): 2 clusters Score: Raw -21644.235238 + Penalty 878.662546 = -20765.572692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.222886 sec): 3 clusters Score: Raw -21669.207560 + Penalty 1757.325092 = -19911.882467 nChanged 41 SP:Iteration 1F (17.223496 sec): 3 clusters Score: Raw -21777.162575 + Penalty 1757.256538 = -20019.906037 nChanged 10 SP:Iteration 2Q (17.224086 sec): 3 clusters Score: Raw -21803.777019 + Penalty 1757.174586 = -20046.602432 nChanged 2 SP:Iteration 3Q (17.224697 sec): 3 clusters Score: Raw -21807.201102 + Penalty 1757.174586 = -20050.026515 nChanged 0 SP:Iteration 4F (17.225334 sec): 3 clusters Score: Raw -21807.201102 + Penalty 1757.174586 = -20050.026515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.226313 sec): 2 clusters Score: Raw -19274.730876 + Penalty 624.905717 = -18649.825159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.226899 sec): 3 clusters Score: Raw -19209.464614 + Penalty 1246.166867 = -17963.297747 nChanged 46 SP:Iteration 1F (17.227474 sec): 3 clusters Score: Raw -19283.416713 + Penalty 1240.835286 = -18042.581427 nChanged 15 SP:Iteration 2F (17.228049 sec): 3 clusters Score: Raw -19302.047612 + Penalty 1237.088582 = -18064.959030 nChanged 9 SP:Iteration 3Q (17.228616 sec): 3 clusters Score: Raw -19313.184452 + Penalty 1232.132635 = -18081.051817 nChanged 6 SP:Iteration 4Q (17.229177 sec): 3 clusters Score: Raw -19318.532348 + Penalty 1232.132635 = -18086.399712 nChanged 0 SP:Iteration 5F (17.229749 sec): 3 clusters Score: Raw -19318.532348 + Penalty 1232.132635 = -18086.399712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.230238 sec): 2 clusters Score: Raw -1014.154069 + Penalty 224.817818 = -789.336251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.230467 sec): 3 clusters Score: Raw -1012.159227 + Penalty 426.105780 = -586.053447 nChanged 1 SP:Iteration 1F (17.230694 sec): 3 clusters Score: Raw -1013.426375 + Penalty 426.105780 = -587.320594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.231903 sec): 2 clusters Score: Raw -20912.745680 + Penalty 273.589331 = -20639.156349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.232624 sec): 3 clusters Score: Raw -20784.756503 + Penalty 538.379157 = -20246.377346 nChanged 99 SP:Iteration 1F (17.233332 sec): 3 clusters Score: Raw -20882.191958 + Penalty 538.008729 = -20344.183230 nChanged 31 SP:Iteration 2F (17.234031 sec): 3 clusters Score: Raw -20927.927663 + Penalty 534.904534 = -20393.023129 nChanged 16 SP:Iteration 3F (17.234755 sec): 3 clusters Score: Raw -20945.072044 + Penalty 535.546809 = -20409.525235 nChanged 9 SP:Iteration 4Q (17.235472 sec): 3 clusters Score: Raw -20959.285708 + Penalty 537.380955 = -20421.904753 nChanged 7 SP:Iteration 5Q (17.236155 sec): 3 clusters Score: Raw -20974.766660 + Penalty 540.806449 = -20433.960211 nChanged 8 SP:Iteration 6Q (17.236832 sec): 3 clusters Score: Raw -20996.026740 + Penalty 543.873401 = -20452.153339 nChanged 9 SP:Iteration 7Q (17.237506 sec): 3 clusters Score: Raw -21009.150176 + Penalty 545.866625 = -20463.283551 nChanged 9 SP:Iteration 8Q (17.238178 sec): 3 clusters Score: Raw -21024.341051 + Penalty 547.429683 = -20476.911368 nChanged 7 SP:Iteration 9Q (17.238845 sec): 3 clusters Score: Raw -21041.676381 + Penalty 546.034595 = -20495.641786 nChanged 9 SP:Iteration 10F (17.239557 sec): 3 clusters Score: Raw -21054.477417 + Penalty 545.796477 = -20508.680941 nChanged 7 SP:Iteration 11Q (17.240213 sec): 3 clusters Score: Raw -21060.152689 + Penalty 544.416067 = -20515.736623 nChanged 4 SP:Iteration 12Q (17.240863 sec): 3 clusters Score: Raw -21062.632563 + Penalty 543.620856 = -20519.011707 nChanged 4 SP:Iteration 13Q (17.241511 sec): 3 clusters Score: Raw -21068.272107 + Penalty 543.108375 = -20525.163732 nChanged 4 SP:Iteration 14Q (17.242143 sec): 3 clusters Score: Raw -21072.398230 + Penalty 542.864560 = -20529.533670 nChanged 4 SP:Iteration 15Q (17.242784 sec): 3 clusters Score: Raw -21081.070568 + Penalty 543.310269 = -20537.760299 nChanged 2 SP:Iteration 16Q (17.243426 sec): 3 clusters Score: Raw -21084.671391 + Penalty 543.532672 = -20541.138719 nChanged 1 SP:Iteration 17Q (17.244049 sec): 3 clusters Score: Raw -21085.959648 + Penalty 543.867702 = -20542.091946 nChanged 1 SP:Iteration 18Q (17.244708 sec): 3 clusters Score: Raw -21086.993950 + Penalty 544.536023 = -20542.457927 nChanged 1 SP:Iteration 19Q (17.245349 sec): 3 clusters Score: Raw -21088.661914 + Penalty 544.536023 = -20544.125891 nChanged 0 SP:Iteration 20F (17.246054 sec): 3 clusters Score: Raw -21088.661914 + Penalty 544.536023 = -20544.125891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.246521 sec): 2 clusters Score: Raw -231.030082 + Penalty 74.056731 = -156.973351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.246732 sec): 3 clusters Score: Raw -232.197647 + Penalty 180.214147 = -51.983501 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.251490 sec): 2 clusters Score: Raw -80245.316329 + Penalty 909.097704 = -79336.218625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.253288 sec): 3 clusters Score: Raw -79895.951473 + Penalty 1818.881752 = -78077.069722 nChanged 275 SP:Iteration 1F (17.254992 sec): 3 clusters Score: Raw -80095.626465 + Penalty 1820.984561 = -78274.641904 nChanged 64 SP:Iteration 2F (17.256674 sec): 3 clusters Score: Raw -80158.368463 + Penalty 1824.319241 = -78334.049222 nChanged 47 SP:Iteration 3F (17.258482 sec): 3 clusters Score: Raw -80214.248813 + Penalty 1830.698031 = -78383.550782 nChanged 51 SP:Iteration 4F (17.260277 sec): 3 clusters Score: Raw -80267.415548 + Penalty 1836.671319 = -78430.744228 nChanged 41 SP:Iteration 5Q (17.262043 sec): 3 clusters Score: Raw -80311.902356 + Penalty 1844.352964 = -78467.549391 nChanged 35 SP:Iteration 6Q (17.263732 sec): 3 clusters Score: Raw -80355.554891 + Penalty 1848.471103 = -78507.083788 nChanged 34 SP:Iteration 7Q (17.265401 sec): 3 clusters Score: Raw -80394.610781 + Penalty 1850.606623 = -78544.004158 nChanged 26 SP:Iteration 8Q (17.267020 sec): 3 clusters Score: Raw -80416.372437 + Penalty 1850.403029 = -78565.969409 nChanged 15 SP:Iteration 9Q (17.268632 sec): 3 clusters Score: Raw -80429.013879 + Penalty 1849.802729 = -78579.211149 nChanged 7 SP:Iteration 10F (17.270303 sec): 3 clusters Score: Raw -80437.774168 + Penalty 1850.884928 = -78586.889240 nChanged 5 SP:Iteration 11Q (17.271914 sec): 3 clusters Score: Raw -80444.778806 + Penalty 1852.427889 = -78592.350916 nChanged 11 SP:Iteration 12Q (17.273598 sec): 3 clusters Score: Raw -80458.454025 + Penalty 1852.227508 = -78606.226517 nChanged 14 SP:Iteration 13Q (17.275244 sec): 3 clusters Score: Raw -80473.709107 + Penalty 1851.178548 = -78622.530559 nChanged 18 SP:Iteration 14Q (17.276857 sec): 3 clusters Score: Raw -80492.207286 + Penalty 1849.488791 = -78642.718495 nChanged 16 SP:Iteration 15Q (17.278442 sec): 3 clusters Score: Raw -80509.475539 + Penalty 1848.267527 = -78661.208013 nChanged 10 SP:Iteration 16Q (17.280018 sec): 3 clusters Score: Raw -80516.241636 + Penalty 1847.801813 = -78668.439823 nChanged 6 SP:Iteration 17Q (17.281625 sec): 3 clusters Score: Raw -80520.658441 + Penalty 1847.526905 = -78673.131536 nChanged 1 SP:Iteration 18Q (17.283227 sec): 3 clusters Score: Raw -80521.200755 + Penalty 1847.225287 = -78673.975468 nChanged 1 SP:Iteration 19Q (17.284803 sec): 3 clusters Score: Raw -80521.523627 + Penalty 1846.873431 = -78674.650196 nChanged 1 SP:Iteration 20F (17.286473 sec): 3 clusters Score: Raw -80522.050436 + Penalty 1845.939271 = -78676.111165 nChanged 3 SP:Iteration 21Q (17.288072 sec): 3 clusters Score: Raw -80525.230231 + Penalty 1845.226450 = -78680.003781 nChanged 4 SP:Iteration 22Q (17.289682 sec): 3 clusters Score: Raw -80528.608909 + Penalty 1845.080801 = -78683.528107 nChanged 3 SP:Iteration 23Q (17.291407 sec): 3 clusters Score: Raw -80531.645918 + Penalty 1844.827139 = -78686.818779 nChanged 2 SP:Iteration 24Q (17.293090 sec): 3 clusters Score: Raw -80532.842689 + Penalty 1845.032038 = -78687.810651 nChanged 2 SP:Iteration 25Q (17.294787 sec): 3 clusters Score: Raw -80534.065476 + Penalty 1845.032038 = -78689.033439 nChanged 0 SP:Iteration 26F (17.296608 sec): 3 clusters Score: Raw -80534.065476 + Penalty 1845.032038 = -78689.033439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.300103 sec): 2 clusters Score: Raw -325.868320 + Penalty 116.502029 = -209.366291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.300338 sec): 3 clusters Score: Raw -320.433828 + Penalty 215.179492 = -105.254336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.300849 sec): 2 clusters Score: Raw -990.696112 + Penalty 362.681803 = -628.014310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.301081 sec): 3 clusters Score: Raw -1111.092250 + Penalty 724.229015 = -386.863236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.301861 sec): 2 clusters Score: Raw -10193.482410 + Penalty 476.556511 = -9716.925899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.302297 sec): 3 clusters Score: Raw -10178.826987 + Penalty 951.773171 = -9227.053816 nChanged 17 SP:Iteration 1F (17.302722 sec): 3 clusters Score: Raw -10214.308359 + Penalty 950.607383 = -9263.700977 nChanged 10 SP:Iteration 2F (17.303133 sec): 3 clusters Score: Raw -10260.326523 + Penalty 949.986864 = -9310.339659 nChanged 7 SP:Iteration 3F (17.303543 sec): 3 clusters Score: Raw -10267.862823 + Penalty 949.527183 = -9318.335640 nChanged 3 SP:Iteration 4Q (17.303944 sec): 3 clusters Score: Raw -10270.592765 + Penalty 949.577762 = -9321.015003 nChanged 4 SP:Iteration 5Q (17.304346 sec): 3 clusters Score: Raw -10276.431301 + Penalty 952.433276 = -9323.998026 nChanged 3 SP:Iteration 6Q (17.304745 sec): 3 clusters Score: Raw -10282.390241 + Penalty 955.152017 = -9327.238224 nChanged 3 SP:Iteration 7Q (17.305144 sec): 3 clusters Score: Raw -10285.422946 + Penalty 955.521271 = -9329.901675 nChanged 2 SP:Iteration 8Q (17.305541 sec): 3 clusters Score: Raw -10286.023962 + Penalty 953.697463 = -9332.326499 nChanged 1 SP:Iteration 9Q (17.305966 sec): 3 clusters Score: Raw -10288.222262 + Penalty 953.697463 = -9334.524799 nChanged 0 SP:Iteration 10F (17.306375 sec): 3 clusters Score: Raw -10288.222262 + Penalty 953.697463 = -9334.524799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.307744 sec): 2 clusters Score: Raw -31366.315009 + Penalty 463.176000 = -30903.139009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.308581 sec): 3 clusters Score: Raw -31187.599335 + Penalty 927.627802 = -30259.971532 nChanged 119 SP:Iteration 1F (17.309392 sec): 3 clusters Score: Raw -31250.428322 + Penalty 927.009476 = -30323.418846 nChanged 27 SP:Iteration 2F (17.310203 sec): 3 clusters Score: Raw -31267.639867 + Penalty 925.899953 = -30341.739914 nChanged 21 SP:Iteration 3F (17.311013 sec): 3 clusters Score: Raw -31285.908439 + Penalty 925.832198 = -30360.076241 nChanged 14 SP:Iteration 4Q (17.311822 sec): 3 clusters Score: Raw -31293.696680 + Penalty 924.652907 = -30369.043772 nChanged 10 SP:Iteration 5Q (17.312632 sec): 3 clusters Score: Raw -31299.690974 + Penalty 923.362638 = -30376.328336 nChanged 10 SP:Iteration 6Q (17.313440 sec): 3 clusters Score: Raw -31305.942854 + Penalty 919.701047 = -30386.241807 nChanged 8 SP:Iteration 7Q (17.314247 sec): 3 clusters Score: Raw -31313.120984 + Penalty 917.787015 = -30395.333969 nChanged 7 SP:Iteration 8Q (17.315053 sec): 3 clusters Score: Raw -31318.995946 + Penalty 915.968927 = -30403.027019 nChanged 10 SP:Iteration 9Q (17.315858 sec): 3 clusters Score: Raw -31325.484516 + Penalty 915.895481 = -30409.589035 nChanged 6 SP:Iteration 10F (17.316667 sec): 3 clusters Score: Raw -31329.472975 + Penalty 919.110286 = -30410.362689 nChanged 7 SP:Iteration 11Q (17.317470 sec): 3 clusters Score: Raw -31336.477891 + Penalty 920.960951 = -30415.516940 nChanged 5 SP:Iteration 12Q (17.318274 sec): 3 clusters Score: Raw -31341.730650 + Penalty 924.336603 = -30417.394047 nChanged 5 SP:Iteration 13Q (17.319078 sec): 3 clusters Score: Raw -31346.947647 + Penalty 929.075385 = -30417.872262 nChanged 7 SP:Iteration 14Q (17.319880 sec): 3 clusters Score: Raw -31353.663924 + Penalty 931.712290 = -30421.951634 nChanged 4 SP:Iteration 15Q (17.320681 sec): 3 clusters Score: Raw -31356.504258 + Penalty 934.900373 = -30421.603885 nChanged 5 SP:Iteration 16F (17.321489 sec): 3 clusters Score: Raw -31359.083767 + Penalty 934.900373 = -30424.183394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.322013 sec): 2 clusters Score: Raw -1738.949487 + Penalty 218.042238 = -1520.907248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.322267 sec): 3 clusters Score: Raw -1781.026997 + Penalty 403.643303 = -1377.383694 nChanged 3 SP:Iteration 1F (17.322517 sec): 3 clusters Score: Raw -1785.292718 + Penalty 369.213213 = -1416.079506 nChanged 1 SP:Iteration 2Q (17.322749 sec): 3 clusters Score: Raw -1792.367373 + Penalty 369.213213 = -1423.154160 nChanged 0 SP:Iteration 3F (17.322980 sec): 3 clusters Score: Raw -1792.367373 + Penalty 369.213213 = -1423.154160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.323799 sec): 2 clusters Score: Raw -10557.318420 + Penalty 513.470082 = -10043.848338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.324242 sec): 3 clusters Score: Raw -10565.557156 + Penalty 1027.062071 = -9538.495085 nChanged 20 SP:Iteration 1F (17.324679 sec): 3 clusters Score: Raw -10607.977614 + Penalty 1026.940165 = -9581.037449 nChanged 5 SP:Iteration 2Q (17.325101 sec): 3 clusters Score: Raw -10626.780483 + Penalty 1026.657950 = -9600.122533 nChanged 3 SP:Iteration 3Q (17.325522 sec): 3 clusters Score: Raw -10632.384924 + Penalty 1026.741920 = -9605.643004 nChanged 3 SP:Iteration 4Q (17.325971 sec): 3 clusters Score: Raw -10635.781753 + Penalty 1026.741920 = -9609.039832 nChanged 0 SP:Iteration 5F (17.326405 sec): 3 clusters Score: Raw -10635.781753 + Penalty 1026.741920 = -9609.039832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.326887 sec): 2 clusters Score: Raw -795.771915 + Penalty 124.145258 = -671.626656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.327114 sec): 3 clusters Score: Raw -790.501369 + Penalty 248.290517 = -542.210852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.327557 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.327739 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.328302 sec): 2 clusters Score: Raw -3443.399673 + Penalty 411.920770 = -3031.478903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.328591 sec): 3 clusters Score: Raw -3510.992260 + Penalty 816.188486 = -2694.803774 nChanged 4 SP:Iteration 1F (17.328876 sec): 3 clusters Score: Raw -3529.953358 + Penalty 821.253235 = -2708.700123 nChanged 1 SP:Iteration 2Q (17.329151 sec): 3 clusters Score: Raw -3531.452179 + Penalty 821.253235 = -2710.198944 nChanged 0 SP:Iteration 3F (17.329435 sec): 3 clusters Score: Raw -3531.452179 + Penalty 821.253235 = -2710.198944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.329893 sec): 2 clusters Score: Raw -158.455589 + Penalty 41.989455 = -116.466134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.330094 sec): 3 clusters Score: Raw -153.346955 + Penalty 83.978911 = -69.368044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.330605 sec): 2 clusters Score: Raw -1878.373352 + Penalty 287.939143 = -1590.434210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.330854 sec): 3 clusters Score: Raw -1879.015415 + Penalty 575.878285 = -1303.137130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.331313 sec): 2 clusters Score: Raw -252.976657 + Penalty 115.041339 = -137.935318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.331524 sec): 3 clusters Score: Raw -246.644730 + Penalty 223.336676 = -23.308054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.332759 sec): 2 clusters Score: Raw -29384.048164 + Penalty 860.932607 = -28523.115557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.333503 sec): 3 clusters Score: Raw -29302.863586 + Penalty 1720.345438 = -27582.518147 nChanged 56 SP:Iteration 1F (17.334246 sec): 3 clusters Score: Raw -29381.826646 + Penalty 1717.227716 = -27664.598930 nChanged 21 SP:Iteration 2F (17.335055 sec): 3 clusters Score: Raw -29425.693822 + Penalty 1715.648185 = -27710.045637 nChanged 14 SP:Iteration 3Q (17.335877 sec): 3 clusters Score: Raw -29449.585060 + Penalty 1714.516117 = -27735.068943 nChanged 7 SP:Iteration 4Q (17.336597 sec): 3 clusters Score: Raw -29460.040910 + Penalty 1711.012567 = -27749.028342 nChanged 9 SP:Iteration 5Q (17.337315 sec): 3 clusters Score: Raw -29473.429001 + Penalty 1709.232340 = -27764.196661 nChanged 3 SP:Iteration 6Q (17.338062 sec): 3 clusters Score: Raw -29477.937187 + Penalty 1709.232340 = -27768.704847 nChanged 0 SP:Iteration 7F (17.338799 sec): 3 clusters Score: Raw -29477.937187 + Penalty 1709.232340 = -27768.704847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.339272 sec): 2 clusters Score: Raw -161.309780 + Penalty 56.319782 = -104.989998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.339472 sec): 2 clusters Score: Raw -161.309780 + Penalty 56.319782 = -104.989998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 43 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.341894 sec): 2 clusters Score: Raw -59361.877368 + Penalty 410.425997 = -58951.451371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.343468 sec): 3 clusters Score: Raw -58987.831413 + Penalty 822.653355 = -58165.178058 nChanged 255 SP:Iteration 1F (17.344945 sec): 3 clusters Score: Raw -59134.842579 + Penalty 822.072168 = -58312.770411 nChanged 59 SP:Iteration 2F (17.346405 sec): 3 clusters Score: Raw -59182.178878 + Penalty 821.620413 = -58360.558464 nChanged 43 SP:Iteration 3F (17.347860 sec): 3 clusters Score: Raw -59210.341733 + Penalty 821.498220 = -58388.843512 nChanged 32 SP:Iteration 4Q (17.349256 sec): 3 clusters Score: Raw -59230.482602 + Penalty 821.537389 = -58408.945213 nChanged 25 SP:Iteration 5Q (17.350638 sec): 3 clusters Score: Raw -59248.473946 + Penalty 821.618611 = -58426.855334 nChanged 19 SP:Iteration 6Q (17.352013 sec): 3 clusters Score: Raw -59257.099437 + Penalty 821.785291 = -58435.314146 nChanged 14 SP:Iteration 7Q (17.353395 sec): 3 clusters Score: Raw -59264.917029 + Penalty 822.327404 = -58442.589625 nChanged 14 SP:Iteration 8Q (17.354773 sec): 3 clusters Score: Raw -59271.430706 + Penalty 822.579422 = -58448.851285 nChanged 16 SP:Iteration 9Q (17.356212 sec): 3 clusters Score: Raw -59280.476256 + Penalty 822.145511 = -58458.330745 nChanged 18 SP:Iteration 10F (17.357688 sec): 3 clusters Score: Raw -59287.286813 + Penalty 821.383649 = -58465.903164 nChanged 16 SP:Iteration 11Q (17.359132 sec): 3 clusters Score: Raw -59294.729748 + Penalty 820.631616 = -58474.098133 nChanged 22 SP:Iteration 12Q (17.360532 sec): 3 clusters Score: Raw -59306.109275 + Penalty 819.262731 = -58486.846543 nChanged 22 SP:Iteration 13Q (17.361910 sec): 3 clusters Score: Raw -59313.271848 + Penalty 817.732074 = -58495.539773 nChanged 16 SP:Iteration 14Q (17.363287 sec): 3 clusters Score: Raw -59316.628590 + Penalty 817.459076 = -58499.169515 nChanged 7 SP:Iteration 15Q (17.364658 sec): 3 clusters Score: Raw -59320.119415 + Penalty 816.925545 = -58503.193869 nChanged 4 SP:Iteration 16Q (17.366027 sec): 3 clusters Score: Raw -59321.616336 + Penalty 816.385619 = -58505.230717 nChanged 7 SP:Iteration 17Q (17.367403 sec): 3 clusters Score: Raw -59323.440042 + Penalty 815.737283 = -58507.702759 nChanged 6 SP:Iteration 18Q (17.368773 sec): 3 clusters Score: Raw -59324.090270 + Penalty 815.610904 = -58508.479367 nChanged 1 SP:Iteration 19Q (17.370137 sec): 3 clusters Score: Raw -59324.078393 + Penalty 815.610904 = -58508.467489 nChanged 0 SP:Iteration 20F (17.371508 sec): 3 clusters Score: Raw -59324.078393 + Penalty 815.610904 = -58508.467489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.372555 sec): 2 clusters Score: Raw -16529.602783 + Penalty 663.746279 = -15865.856504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.373100 sec): 3 clusters Score: Raw -16506.725238 + Penalty 1316.512572 = -15190.212666 nChanged 30 SP:Iteration 1F (17.373635 sec): 3 clusters Score: Raw -16559.137619 + Penalty 1316.023375 = -15243.114244 nChanged 8 SP:Iteration 2Q (17.374191 sec): 3 clusters Score: Raw -16573.577967 + Penalty 1316.611600 = -15256.966367 nChanged 4 SP:Iteration 3Q (17.374714 sec): 3 clusters Score: Raw -16584.362849 + Penalty 1316.557102 = -15267.805747 nChanged 2 SP:Iteration 4Q (17.375232 sec): 3 clusters Score: Raw -16590.588762 + Penalty 1313.872605 = -15276.716157 nChanged 2 SP:Iteration 5Q (17.375748 sec): 3 clusters Score: Raw -16597.395412 + Penalty 1313.872605 = -15283.522807 nChanged 0 SP:Iteration 6F (17.376279 sec): 3 clusters Score: Raw -16597.395412 + Penalty 1313.872605 = -15283.522807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.376959 sec): 2 clusters Score: Raw -7246.885635 + Penalty 471.065130 = -6775.820505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.377321 sec): 3 clusters Score: Raw -7252.748319 + Penalty 943.137255 = -6309.611065 nChanged 11 SP:Iteration 1F (17.377680 sec): 3 clusters Score: Raw -7280.313884 + Penalty 945.207602 = -6335.106282 nChanged 2 SP:Iteration 2Q (17.378030 sec): 3 clusters Score: Raw -7289.654941 + Penalty 945.207602 = -6344.447339 nChanged 0 SP:Iteration 3F (17.378407 sec): 3 clusters Score: Raw -7289.654941 + Penalty 945.207602 = -6344.447339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.378931 sec): 2 clusters Score: Raw -2328.436019 + Penalty 368.833745 = -1959.602274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.379194 sec): 3 clusters Score: Raw -2352.954789 + Penalty 739.454760 = -1613.500029 nChanged 1 SP:Iteration 1Q (17.379446 sec): 3 clusters Score: Raw -2358.514465 + Penalty 739.454760 = -1619.059705 nChanged 0 SP:Iteration 2F (17.379701 sec): 3 clusters Score: Raw -2358.514465 + Penalty 739.454760 = -1619.059705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.380419 sec): 2 clusters Score: Raw -9825.473234 + Penalty 664.258155 = -9161.215079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.380816 sec): 3 clusters Score: Raw -9814.577505 + Penalty 1325.398258 = -8489.179247 nChanged 9 SP:Iteration 1F (17.381207 sec): 3 clusters Score: Raw -9844.238351 + Penalty 1326.385686 = -8517.852665 nChanged 4 SP:Iteration 2Q (17.381586 sec): 3 clusters Score: Raw -9857.538439 + Penalty 1326.573136 = -8530.965303 nChanged 1 SP:Iteration 3Q (17.381966 sec): 3 clusters Score: Raw -9858.676973 + Penalty 1326.573136 = -8532.103837 nChanged 0 SP:Iteration 4F (17.382357 sec): 3 clusters Score: Raw -9858.676973 + Penalty 1326.573136 = -8532.103837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.382815 sec): 2 clusters Score: Raw -156.723975 + Penalty 38.949282 = -117.774693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.383023 sec): 3 clusters Score: Raw -155.006134 + Penalty 77.898564 = -77.107570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.383901 sec): 2 clusters Score: Raw -14539.222738 + Penalty 331.707621 = -14207.515116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.384416 sec): 3 clusters Score: Raw -14454.332175 + Penalty 670.925882 = -13783.406293 nChanged 52 SP:Iteration 1F (17.384922 sec): 3 clusters Score: Raw -14498.997350 + Penalty 675.742814 = -13823.254536 nChanged 9 SP:Iteration 2F (17.385427 sec): 3 clusters Score: Raw -14507.060111 + Penalty 681.897836 = -13825.162276 nChanged 4 SP:Iteration 3Q (17.385930 sec): 3 clusters Score: Raw -14508.772859 + Penalty 691.180266 = -13817.592594 nChanged 4 SP:Iteration 4F (17.386441 sec): 3 clusters Score: Raw -14511.611674 + Penalty 696.586127 = -13815.025547 nChanged 4 SP:Iteration 5F (17.386935 sec): 3 clusters Score: Raw -14517.060179 + Penalty 708.754280 = -13808.305899 nChanged 8 SP:Iteration 6F (17.387427 sec): 3 clusters Score: Raw -14523.451357 + Penalty 710.466494 = -13812.984863 nChanged 5 SP:Iteration 7Q (17.387947 sec): 3 clusters Score: Raw -14527.806903 + Penalty 704.800373 = -13823.006531 nChanged 6 SP:Iteration 8Q (17.388446 sec): 3 clusters Score: Raw -14531.297674 + Penalty 711.148696 = -13820.148979 nChanged 6 SP:Iteration 9F (17.388950 sec): 3 clusters Score: Raw -14535.523918 + Penalty 707.930281 = -13827.593637 nChanged 4 SP:Iteration 10F (17.389455 sec): 3 clusters Score: Raw -14537.876325 + Penalty 717.474946 = -13820.401378 nChanged 2 SP:Iteration 11F (17.389960 sec): 3 clusters Score: Raw -14538.084835 + Penalty 724.683288 = -13813.401547 nChanged 1 SP:Iteration 12F (17.390465 sec): 3 clusters Score: Raw -14539.683876 + Penalty 731.621583 = -13808.062293 nChanged 2 SP:Iteration 13F (17.390970 sec): 3 clusters Score: Raw -14543.284799 + Penalty 731.621583 = -13811.663215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.391864 sec): 2 clusters Score: Raw -15263.898355 + Penalty 612.068472 = -14651.829883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.392385 sec): 3 clusters Score: Raw -15229.891569 + Penalty 1224.249490 = -14005.642078 nChanged 31 SP:Iteration 1F (17.392894 sec): 3 clusters Score: Raw -15275.086296 + Penalty 1222.847752 = -14052.238544 nChanged 9 SP:Iteration 2F (17.393404 sec): 3 clusters Score: Raw -15287.664439 + Penalty 1222.329973 = -14065.334467 nChanged 4 SP:Iteration 3Q (17.393904 sec): 3 clusters Score: Raw -15293.437975 + Penalty 1221.133354 = -14072.304622 nChanged 4 SP:Iteration 4Q (17.394405 sec): 3 clusters Score: Raw -15298.047688 + Penalty 1220.689050 = -14077.358638 nChanged 2 SP:Iteration 5Q (17.394908 sec): 3 clusters Score: Raw -15299.328054 + Penalty 1220.147525 = -14079.180529 nChanged 1 SP:Iteration 6Q (17.395396 sec): 3 clusters Score: Raw -15299.742226 + Penalty 1218.806516 = -14080.935711 nChanged 2 SP:Iteration 7Q (17.395884 sec): 3 clusters Score: Raw -15302.471367 + Penalty 1217.647465 = -14084.823903 nChanged 2 SP:Iteration 8Q (17.396390 sec): 3 clusters Score: Raw -15304.795823 + Penalty 1217.002578 = -14087.793245 nChanged 1 SP:Iteration 9Q (17.396889 sec): 3 clusters Score: Raw -15305.234910 + Penalty 1217.002578 = -14088.232332 nChanged 0 SP:Iteration 10F (17.397398 sec): 3 clusters Score: Raw -15305.234910 + Penalty 1217.002578 = -14088.232332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.398475 sec): 2 clusters Score: Raw -20896.126412 + Penalty 507.393833 = -20388.732580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.399117 sec): 3 clusters Score: Raw -20776.707063 + Penalty 1055.141478 = -19721.565585 nChanged 64 SP:Iteration 1F (17.399751 sec): 3 clusters Score: Raw -20854.018680 + Penalty 1096.198863 = -19757.819817 nChanged 25 SP:Iteration 2F (17.400384 sec): 3 clusters Score: Raw -20880.979123 + Penalty 1136.658093 = -19744.321029 nChanged 15 SP:Iteration 3F (17.401018 sec): 3 clusters Score: Raw -20906.214921 + Penalty 1150.764810 = -19755.450111 nChanged 5 SP:Iteration 4Q (17.401630 sec): 3 clusters Score: Raw -20911.431641 + Penalty 1157.046091 = -19754.385550 nChanged 2 SP:Iteration 5F (17.402266 sec): 3 clusters Score: Raw -20915.039876 + Penalty 1157.046091 = -19757.993785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.402832 sec): 2 clusters Score: Raw -3911.823686 + Penalty 501.247517 = -3410.576169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.403148 sec): 3 clusters Score: Raw -3968.623177 + Penalty 998.586054 = -2970.037123 nChanged 7 SP:Iteration 1F (17.403433 sec): 3 clusters Score: Raw -3997.463301 + Penalty 996.078384 = -3001.384917 nChanged 1 SP:Iteration 2Q (17.403700 sec): 3 clusters Score: Raw -4002.186375 + Penalty 993.538594 = -3008.647782 nChanged 1 SP:Iteration 3Q (17.403967 sec): 3 clusters Score: Raw -4006.551270 + Penalty 993.538594 = -3013.012676 nChanged 0 SP:Iteration 4F (17.404251 sec): 3 clusters Score: Raw -4006.551270 + Penalty 993.538594 = -3013.012676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.404720 sec): 2 clusters Score: Raw -431.726705 + Penalty 160.286461 = -271.440244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.404933 sec): 3 clusters Score: Raw -422.090347 + Penalty 327.120823 = -94.969523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.405641 sec): 2 clusters Score: Raw -8930.013088 + Penalty 634.308712 = -8295.704376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.406029 sec): 3 clusters Score: Raw -8928.675409 + Penalty 1268.617424 = -7660.057985 nChanged 8 SP:Iteration 1F (17.406411 sec): 3 clusters Score: Raw -8946.165449 + Penalty 1269.692626 = -7676.472823 nChanged 2 SP:Iteration 2Q (17.406788 sec): 3 clusters Score: Raw -8950.063127 + Penalty 1269.692626 = -7680.370501 nChanged 0 SP:Iteration 3F (17.407169 sec): 3 clusters Score: Raw -8950.063127 + Penalty 1269.692626 = -7680.370501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.407862 sec): 2 clusters Score: Raw -8896.231063 + Penalty 632.041434 = -8264.189629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.408260 sec): 3 clusters Score: Raw -8891.437020 + Penalty 1267.248094 = -7624.188926 nChanged 5 SP:Iteration 1F (17.408651 sec): 3 clusters Score: Raw -8899.071882 + Penalty 1267.223374 = -7631.848509 nChanged 1 SP:Iteration 2Q (17.409036 sec): 3 clusters Score: Raw -8900.482171 + Penalty 1267.223374 = -7633.258798 nChanged 0 SP:Iteration 3F (17.409426 sec): 3 clusters Score: Raw -8900.482171 + Penalty 1267.223374 = -7633.258798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.409896 sec): 2 clusters Score: Raw -523.232786 + Penalty 210.115330 = -313.117456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.410113 sec): 3 clusters Score: Raw -521.055267 + Penalty 411.329506 = -109.725761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.410563 sec): 2 clusters Score: Raw -83.208066 + Penalty 0.000000 = -83.208066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.410750 sec): 2 clusters Score: Raw -83.208066 + Penalty 0.000000 = -83.208066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.411231 sec): 2 clusters Score: Raw -998.554267 + Penalty 197.090964 = -801.463303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.411458 sec): 3 clusters Score: Raw -996.448935 + Penalty 367.792135 = -628.656799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.411980 sec): 2 clusters Score: Raw -2465.819254 + Penalty 498.596002 = -1967.223252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.412266 sec): 3 clusters Score: Raw -2507.483880 + Penalty 997.158243 = -1510.325637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.412717 sec): 2 clusters Score: Raw -80.061547 + Penalty 0.000000 = -80.061547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.412908 sec): 2 clusters Score: Raw -80.061547 + Penalty 0.000000 = -80.061547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.413414 sec): 2 clusters Score: Raw -1570.904411 + Penalty 154.482994 = -1416.421417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.413660 sec): 3 clusters Score: Raw -1579.684239 + Penalty 309.090403 = -1270.593837 nChanged 1 SP:Iteration 1Q (17.413901 sec): 3 clusters Score: Raw -1582.362475 + Penalty 309.090403 = -1273.272072 nChanged 0 SP:Iteration 2F (17.414146 sec): 3 clusters Score: Raw -1582.362475 + Penalty 309.090403 = -1273.272072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.414904 sec): 2 clusters Score: Raw -10095.553482 + Penalty 328.225386 = -9767.328096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.415340 sec): 3 clusters Score: Raw -10051.234395 + Penalty 658.101372 = -9393.133023 nChanged 33 SP:Iteration 1F (17.415770 sec): 3 clusters Score: Raw -10095.821205 + Penalty 659.608847 = -9436.212359 nChanged 11 SP:Iteration 2F (17.416203 sec): 3 clusters Score: Raw -10107.650665 + Penalty 659.745568 = -9447.905096 nChanged 1 SP:Iteration 3Q (17.416628 sec): 3 clusters Score: Raw -10108.723869 + Penalty 660.947923 = -9447.775947 nChanged 1 SP:Iteration 4F (17.417055 sec): 3 clusters Score: Raw -10108.536780 + Penalty 660.947923 = -9447.588858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.417537 sec): 2 clusters Score: Raw -795.714956 + Penalty 261.425584 = -534.289371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.417761 sec): 3 clusters Score: Raw -789.675705 + Penalty 524.038922 = -265.636783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.418331 sec): 2 clusters Score: Raw -4101.914350 + Penalty 606.517290 = -3495.397060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.418622 sec): 3 clusters Score: Raw -4162.140823 + Penalty 1209.983056 = -2952.157767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.419092 sec): 2 clusters Score: Raw -639.689100 + Penalty 263.378320 = -376.310779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.419313 sec): 3 clusters Score: Raw -631.902770 + Penalty 517.577669 = -114.325101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.419757 sec): 2 clusters Score: Raw -77.279496 + Penalty 0.000000 = -77.279496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.419942 sec): 2 clusters Score: Raw -77.279496 + Penalty 0.000000 = -77.279496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.420431 sec): 2 clusters Score: Raw -1188.851718 + Penalty 264.077230 = -924.774488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.420666 sec): 3 clusters Score: Raw -1192.767367 + Penalty 527.878494 = -664.888873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.421209 sec): 2 clusters Score: Raw -2464.400432 + Penalty 412.169406 = -2052.231026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.421465 sec): 3 clusters Score: Raw -2468.915134 + Penalty 823.058300 = -1645.856834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.421933 sec): 2 clusters Score: Raw -631.928472 + Penalty 235.716749 = -396.211724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.422153 sec): 3 clusters Score: Raw -618.645133 + Penalty 473.386084 = -145.259049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.422624 sec): 2 clusters Score: Raw -553.256042 + Penalty 95.750077 = -457.505965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.422836 sec): 3 clusters Score: Raw -555.594105 + Penalty 185.539316 = -370.054790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.423317 sec): 2 clusters Score: Raw -1049.686833 + Penalty 282.532379 = -767.154453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.423546 sec): 3 clusters Score: Raw -1050.684339 + Penalty 565.064759 = -485.619580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.424009 sec): 2 clusters Score: Raw -441.237400 + Penalty 221.588302 = -219.649098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.424207 sec): 2 clusters Score: Raw -441.237400 + Penalty 221.588302 = -219.649098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.424667 sec): 2 clusters Score: Raw -339.570407 + Penalty 137.661369 = -201.909038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.424880 sec): 3 clusters Score: Raw -332.122948 + Penalty 253.423580 = -78.699368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.425376 sec): 2 clusters Score: Raw -1274.187742 + Penalty 88.099115 = -1186.088628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.425612 sec): 3 clusters Score: Raw -1282.150531 + Penalty 165.514599 = -1116.635933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.426434 sec): 2 clusters Score: Raw -5153.255366 + Penalty 287.635657 = -4865.619709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.426771 sec): 3 clusters Score: Raw -5179.637257 + Penalty 590.297552 = -4589.339705 nChanged 11 SP:Iteration 1F (17.427103 sec): 3 clusters Score: Raw -5203.694301 + Penalty 594.148750 = -4609.545551 nChanged 1 SP:Iteration 2Q (17.427423 sec): 3 clusters Score: Raw -5204.912803 + Penalty 594.148750 = -4610.764053 nChanged 0 SP:Iteration 3F (17.427753 sec): 3 clusters Score: Raw -5204.912803 + Penalty 594.148750 = -4610.764053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.428288 sec): 2 clusters Score: Raw -337.178478 + Penalty 127.750842 = -209.427636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.428502 sec): 3 clusters Score: Raw -328.083976 + Penalty 313.390103 = -14.693873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.428976 sec): 2 clusters Score: Raw -158.595328 + Penalty 52.178714 = -106.416614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.429176 sec): 3 clusters Score: Raw -154.584485 + Penalty 104.357428 = -50.227057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.430263 sec): 2 clusters Score: Raw -22402.550615 + Penalty 828.848302 = -21573.702313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.430884 sec): 3 clusters Score: Raw -22363.549933 + Penalty 1651.918469 = -20711.631464 nChanged 34 SP:Iteration 1F (17.431494 sec): 3 clusters Score: Raw -22436.443429 + Penalty 1651.343591 = -20785.099838 nChanged 13 SP:Iteration 2F (17.432102 sec): 3 clusters Score: Raw -22469.586416 + Penalty 1650.090416 = -20819.496001 nChanged 6 SP:Iteration 3Q (17.432706 sec): 3 clusters Score: Raw -22481.355654 + Penalty 1650.090416 = -20831.265239 nChanged 0 SP:Iteration 4F (17.433311 sec): 3 clusters Score: Raw -22481.355654 + Penalty 1650.090416 = -20831.265239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.433776 sec): 2 clusters Score: Raw -151.015923 + Penalty 15.097708 = -135.918215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.433969 sec): 2 clusters Score: Raw -151.015923 + Penalty 15.097708 = -135.918215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.434459 sec): 2 clusters Score: Raw -1098.848644 + Penalty 310.060128 = -788.788515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.434688 sec): 3 clusters Score: Raw -1088.668713 + Penalty 609.983032 = -478.685681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.435444 sec): 2 clusters Score: Raw -10448.241952 + Penalty 755.258181 = -9692.983771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.435863 sec): 3 clusters Score: Raw -10498.419001 + Penalty 1510.462495 = -8987.956506 nChanged 5 SP:Iteration 1Q (17.436267 sec): 3 clusters Score: Raw -10519.494413 + Penalty 1510.565453 = -9008.928960 nChanged 1 SP:Iteration 2Q (17.436667 sec): 3 clusters Score: Raw -10522.278959 + Penalty 1510.565453 = -9011.713506 nChanged 0 SP:Iteration 3F (17.437080 sec): 3 clusters Score: Raw -10522.278959 + Penalty 1510.565453 = -9011.713506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 93 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.439584 sec): 2 clusters Score: Raw -64271.780686 + Penalty 582.277017 = -63689.503669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.441121 sec): 3 clusters Score: Raw -63883.986038 + Penalty 1152.990960 = -62730.995077 nChanged 280 SP:Iteration 1F (17.442613 sec): 3 clusters Score: Raw -64107.862287 + Penalty 1145.963014 = -62961.899273 nChanged 68 SP:Iteration 2F (17.444202 sec): 3 clusters Score: Raw -64147.022190 + Penalty 1135.321313 = -63011.700877 nChanged 36 SP:Iteration 3Q (17.445732 sec): 3 clusters Score: Raw -64171.338391 + Penalty 1126.081728 = -63045.256663 nChanged 25 SP:Iteration 4Q (17.447218 sec): 3 clusters Score: Raw -64184.894952 + Penalty 1121.846049 = -63063.048903 nChanged 13 SP:Iteration 5Q (17.448774 sec): 3 clusters Score: Raw -64191.190256 + Penalty 1120.674880 = -63070.515376 nChanged 14 SP:Iteration 6Q (17.450334 sec): 3 clusters Score: Raw -64197.307258 + Penalty 1116.436697 = -63080.870561 nChanged 14 SP:Iteration 7Q (17.451931 sec): 3 clusters Score: Raw -64202.027498 + Penalty 1109.482352 = -63092.545146 nChanged 11 SP:Iteration 8Q (17.453496 sec): 3 clusters Score: Raw -64206.834804 + Penalty 1109.988666 = -63096.846138 nChanged 9 SP:Iteration 9Q (17.455049 sec): 3 clusters Score: Raw -64209.778182 + Penalty 1106.835851 = -63102.942332 nChanged 11 SP:Iteration 10F (17.456590 sec): 3 clusters Score: Raw -64216.533891 + Penalty 1105.256743 = -63111.277148 nChanged 6 SP:Iteration 11Q (17.458146 sec): 3 clusters Score: Raw -64220.638654 + Penalty 1106.228065 = -63114.410589 nChanged 5 SP:Iteration 12Q (17.459697 sec): 3 clusters Score: Raw -64225.439415 + Penalty 1106.946997 = -63118.492418 nChanged 4 SP:Iteration 13Q (17.461259 sec): 3 clusters Score: Raw -64227.906233 + Penalty 1108.000970 = -63119.905264 nChanged 4 SP:Iteration 14Q (17.462819 sec): 3 clusters Score: Raw -64229.860717 + Penalty 1106.853130 = -63123.007588 nChanged 2 SP:Iteration 15Q (17.464370 sec): 3 clusters Score: Raw -64231.015485 + Penalty 1106.853130 = -63124.162355 nChanged 0 SP:Iteration 16F (17.465856 sec): 3 clusters Score: Raw -64231.015485 + Penalty 1106.853130 = -63124.162355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.466360 sec): 2 clusters Score: Raw -528.046747 + Penalty 205.148707 = -322.898039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.466584 sec): 3 clusters Score: Raw -521.449514 + Penalty 205.148707 = -316.300807 nChanged 1 SP:Iteration 1F (17.466787 sec): 2 clusters Score: Raw -528.046747 + Penalty 205.148707 = -322.898039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.467383 sec): 2 clusters Score: Raw -4705.439392 + Penalty 545.368909 = -4160.070483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.467695 sec): 3 clusters Score: Raw -4735.776034 + Penalty 1089.935079 = -3645.840955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.468164 sec): 2 clusters Score: Raw -607.640783 + Penalty 214.010118 = -393.630665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.468384 sec): 3 clusters Score: Raw -602.169851 + Penalty 426.068400 = -176.101450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.468845 sec): 2 clusters Score: Raw -327.535197 + Penalty 90.795387 = -236.739810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.469058 sec): 3 clusters Score: Raw -323.834645 + Penalty 181.590773 = -142.243872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.469508 sec): 2 clusters Score: Raw -76.641227 + Penalty 0.000000 = -76.641227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.469697 sec): 2 clusters Score: Raw -76.641227 + Penalty 0.000000 = -76.641227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.470184 sec): 2 clusters Score: Raw -1225.055894 + Penalty 219.960427 = -1005.095467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.470420 sec): 3 clusters Score: Raw -1216.204899 + Penalty 436.352005 = -779.852894 nChanged 1 SP:Iteration 1F (17.470650 sec): 3 clusters Score: Raw -1218.594702 + Penalty 432.573267 = -786.021435 nChanged 1 SP:Iteration 2F (17.470880 sec): 3 clusters Score: Raw -1220.036048 + Penalty 432.573267 = -787.462780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.471370 sec): 2 clusters Score: Raw -519.387516 + Penalty 199.137114 = -320.250401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.471589 sec): 3 clusters Score: Raw -519.314869 + Penalty 398.274229 = -121.040640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.472067 sec): 2 clusters Score: Raw -759.320480 + Penalty 90.549031 = -668.771449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.472292 sec): 3 clusters Score: Raw -766.626737 + Penalty 181.098062 = -585.528676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.472964 sec): 2 clusters Score: Raw -7797.325270 + Penalty 426.930984 = -7370.394286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.473331 sec): 3 clusters Score: Raw -7776.957101 + Penalty 846.792144 = -6930.164957 nChanged 8 SP:Iteration 1F (17.473690 sec): 3 clusters Score: Raw -7791.525992 + Penalty 843.659149 = -6947.866843 nChanged 1 SP:Iteration 2Q (17.474045 sec): 3 clusters Score: Raw -7794.168705 + Penalty 843.659149 = -6950.509556 nChanged 0 SP:Iteration 3F (17.474403 sec): 3 clusters Score: Raw -7794.168705 + Penalty 843.659149 = -6950.509556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.474853 sec): 2 clusters Score: Raw -79.008341 + Penalty 0.000000 = -79.008341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.475040 sec): 2 clusters Score: Raw -79.008341 + Penalty 0.000000 = -79.008341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.475506 sec): 2 clusters Score: Raw -435.460800 + Penalty 184.935971 = -250.524829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.475721 sec): 3 clusters Score: Raw -429.955420 + Penalty 351.591630 = -78.363790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.476176 sec): 2 clusters Score: Raw -159.232957 + Penalty 49.667058 = -109.565899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.476369 sec): 2 clusters Score: Raw -159.232957 + Penalty 49.667058 = -109.565899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.476822 sec): 2 clusters Score: Raw -170.039859 + Penalty 73.957414 = -96.082445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.477016 sec): 2 clusters Score: Raw -170.039859 + Penalty 73.957414 = -96.082445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.477475 sec): 2 clusters Score: Raw -341.900083 + Penalty 133.274037 = -208.626045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.477688 sec): 3 clusters Score: Raw -332.157770 + Penalty 274.346675 = -57.811095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.478155 sec): 2 clusters Score: Raw -512.383524 + Penalty 187.009707 = -325.373816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.478373 sec): 3 clusters Score: Raw -507.925615 + Penalty 374.019415 = -133.906201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.478848 sec): 2 clusters Score: Raw -252.359375 + Penalty 105.280446 = -147.078928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.479058 sec): 3 clusters Score: Raw -243.956785 + Penalty 224.600658 = -19.356128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.479512 sec): 2 clusters Score: Raw -162.041704 + Penalty 40.197404 = -121.844299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.479705 sec): 2 clusters Score: Raw -162.041704 + Penalty 40.197404 = -121.844299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.480156 sec): 2 clusters Score: Raw -82.195147 + Penalty 0.000000 = -82.195147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.480345 sec): 2 clusters Score: Raw -82.195147 + Penalty 0.000000 = -82.195147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.480809 sec): 2 clusters Score: Raw -445.712829 + Penalty 215.616782 = -230.096047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.481018 sec): 3 clusters Score: Raw -444.742152 + Penalty 384.193428 = -60.548724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.481473 sec): 2 clusters Score: Raw -172.174755 + Penalty 81.344041 = -90.830714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.481666 sec): 2 clusters Score: Raw -172.174755 + Penalty 81.344041 = -90.830714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.482123 sec): 2 clusters Score: Raw -264.258068 + Penalty 134.920500 = -129.337568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.482322 sec): 2 clusters Score: Raw -264.258068 + Penalty 134.920500 = -129.337568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.482765 sec): 2 clusters Score: Raw -76.328454 + Penalty 0.000000 = -76.328454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.482950 sec): 2 clusters Score: Raw -76.328454 + Penalty 0.000000 = -76.328454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.483403 sec): 2 clusters Score: Raw -222.883720 + Penalty 29.966396 = -192.917324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.483595 sec): 2 clusters Score: Raw -222.883720 + Penalty 29.966396 = -192.917324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.484043 sec): 2 clusters Score: Raw -80.162336 + Penalty 0.000000 = -80.162336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.484229 sec): 2 clusters Score: Raw -80.162336 + Penalty 0.000000 = -80.162336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.484839 sec): 2 clusters Score: Raw -4314.942904 + Penalty 43.557787 = -4271.385117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.485166 sec): 3 clusters Score: Raw -4306.423975 + Penalty 117.061260 = -4189.362716 nChanged 22 SP:Iteration 1F (17.485506 sec): 3 clusters Score: Raw -4337.998265 + Penalty 138.828455 = -4199.169810 nChanged 4 SP:Iteration 2F (17.485836 sec): 3 clusters Score: Raw -4343.194298 + Penalty 146.828107 = -4196.366191 nChanged 1 SP:Iteration 3F (17.486159 sec): 3 clusters Score: Raw -4344.222979 + Penalty 146.828107 = -4197.394873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 149 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.486634 sec): 2 clusters Score: Raw -709.137334 + Penalty 79.879921 = -629.257413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.486859 sec): 3 clusters Score: Raw -706.801117 + Penalty 160.962955 = -545.838162 nChanged 1 SP:Iteration 1F (17.487081 sec): 3 clusters Score: Raw -708.529635 + Penalty 160.962955 = -547.566681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.487525 sec): 2 clusters Score: Raw -74.968933 + Penalty 0.000000 = -74.968933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.487710 sec): 2 clusters Score: Raw -74.968933 + Penalty 0.000000 = -74.968933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 152 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.488159 sec): 2 clusters Score: Raw -79.305590 + Penalty 0.000000 = -79.305590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.488348 sec): 2 clusters Score: Raw -79.305590 + Penalty 0.000000 = -79.305590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.488810 sec): 2 clusters Score: Raw -346.261754 + Penalty 166.042146 = -180.219607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.489024 sec): 3 clusters Score: Raw -341.407088 + Penalty 332.084293 = -9.322796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.489483 sec): 2 clusters Score: Raw -258.164102 + Penalty 113.100965 = -145.063137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.489692 sec): 3 clusters Score: Raw -249.621091 + Penalty 207.310909 = -42.310182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.490157 sec): 2 clusters Score: Raw -452.903414 + Penalty 208.158738 = -244.744676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.490370 sec): 3 clusters Score: Raw -441.432756 + Penalty 208.158738 = -233.274018 nChanged 1 SP:Iteration 1F (17.490565 sec): 2 clusters Score: Raw -452.903414 + Penalty 208.158738 = -244.744676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.491018 sec): 2 clusters Score: Raw -162.934836 + Penalty 48.422987 = -114.511849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.491210 sec): 2 clusters Score: Raw -162.934836 + Penalty 48.422987 = -114.511849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.491660 sec): 2 clusters Score: Raw -77.830662 + Penalty 0.000000 = -77.830662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.491849 sec): 2 clusters Score: Raw -77.830662 + Penalty 0.000000 = -77.830662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.492310 sec): 2 clusters Score: Raw -266.267303 + Penalty 141.758099 = -124.509204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.492532 sec): 3 clusters Score: Raw -254.998427 + Penalty 280.205493 = 25.207067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.492983 sec): 2 clusters Score: Raw -81.795071 + Penalty 0.000000 = -81.795071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.493172 sec): 2 clusters Score: Raw -81.795071 + Penalty 0.000000 = -81.795071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.493627 sec): 2 clusters Score: Raw -170.259655 + Penalty 69.211635 = -101.048020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.493820 sec): 2 clusters Score: Raw -170.259655 + Penalty 69.211635 = -101.048020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.494262 sec): 2 clusters Score: Raw -78.670793 + Penalty 0.000000 = -78.670793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.494447 sec): 2 clusters Score: Raw -78.670793 + Penalty 0.000000 = -78.670793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.494914 sec): 2 clusters Score: Raw -466.222283 + Penalty 99.556023 = -366.666261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.495132 sec): 3 clusters Score: Raw -471.389589 + Penalty 199.112045 = -272.277544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.495622 sec): 2 clusters Score: Raw -998.919471 + Penalty 244.985550 = -753.933921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.495853 sec): 3 clusters Score: Raw -1008.814660 + Penalty 488.253453 = -520.561207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.496304 sec): 2 clusters Score: Raw -76.365962 + Penalty 0.000000 = -76.365962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.496493 sec): 2 clusters Score: Raw -76.365962 + Penalty 0.000000 = -76.365962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.497025 sec): 2 clusters Score: Raw -2332.829128 + Penalty 107.337938 = -2225.491190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.497290 sec): 3 clusters Score: Raw -2337.560893 + Penalty 231.083541 = -2106.477352 nChanged 1 SP:Iteration 1Q (17.497552 sec): 3 clusters Score: Raw -2343.840935 + Penalty 231.083541 = -2112.757394 nChanged 0 SP:Iteration 2F (17.497813 sec): 3 clusters Score: Raw -2343.840935 + Penalty 231.083541 = -2112.757394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.498262 sec): 2 clusters Score: Raw -80.092316 + Penalty 0.000000 = -80.092316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.498450 sec): 2 clusters Score: Raw -80.092316 + Penalty 0.000000 = -80.092316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.498893 sec): 2 clusters Score: Raw -144.389155 + Penalty 6.375183 = -138.013972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.499075 sec): 2 clusters Score: Raw -144.389155 + Penalty 6.375183 = -138.013972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.499538 sec): 2 clusters Score: Raw -77.838904 + Penalty 0.000000 = -77.838904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.499720 sec): 2 clusters Score: Raw -77.838904 + Penalty 0.000000 = -77.838904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 193 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.500185 sec): 2 clusters Score: Raw -452.905536 + Penalty 198.237874 = -254.667662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.500397 sec): 3 clusters Score: Raw -439.088826 + Penalty 386.766704 = -52.322122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.500847 sec): 2 clusters Score: Raw -82.009498 + Penalty 0.000000 = -82.009498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.501037 sec): 2 clusters Score: Raw -82.009498 + Penalty 0.000000 = -82.009498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.501475 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.501655 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 204 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.502150 sec): 2 clusters Score: Raw -1302.797304 + Penalty 124.059963 = -1178.737341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.502393 sec): 3 clusters Score: Raw -1306.487826 + Penalty 299.846792 = -1006.641034 nChanged 1 SP:Iteration 1F (17.502628 sec): 3 clusters Score: Raw -1309.181955 + Penalty 299.846792 = -1009.335163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.503072 sec): 2 clusters Score: Raw -152.307672 + Penalty 13.004191 = -139.303481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.503255 sec): 2 clusters Score: Raw -152.307672 + Penalty 13.004191 = -139.303481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 208 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.503757 sec): 2 clusters Score: Raw -1603.991650 + Penalty 273.653279 = -1330.338371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.503999 sec): 3 clusters Score: Raw -1613.067509 + Penalty 557.706465 = -1055.361043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.504451 sec): 2 clusters Score: Raw -81.537790 + Penalty 0.000000 = -81.537790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.504640 sec): 2 clusters Score: Raw -81.537790 + Penalty 0.000000 = -81.537790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.505167 sec): 2 clusters Score: Raw -2169.549479 + Penalty 202.803440 = -1966.746040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.505429 sec): 3 clusters Score: Raw -2189.648067 + Penalty 408.786964 = -1780.861103 nChanged 2 SP:Iteration 1F (17.505692 sec): 3 clusters Score: Raw -2195.855648 + Penalty 420.896690 = -1774.958958 nChanged 2 SP:Iteration 2F (17.505954 sec): 3 clusters Score: Raw -2200.650390 + Penalty 420.896690 = -1779.753700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 214 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.506425 sec): 2 clusters Score: Raw -775.336747 + Penalty 11.989476 = -763.347271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.506620 sec): 3 clusters Score: Raw -779.231566 + Penalty 23.978953 = -755.252613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 215 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.507202 sec): 2 clusters Score: Raw -4335.331208 + Penalty 367.065412 = -3968.265796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.507506 sec): 3 clusters Score: Raw -4358.006896 + Penalty 735.424540 = -3622.582355 nChanged 2 SP:Iteration 1Q (17.507798 sec): 3 clusters Score: Raw -4363.805789 + Penalty 735.424540 = -3628.381249 nChanged 0 SP:Iteration 2F (17.508097 sec): 3 clusters Score: Raw -4363.805789 + Penalty 735.424540 = -3628.381249 nChanged 0 Deleting Class 81 (5 points): Lose 108.691744 but Gain 1380.381183 Iteration 20F (18.909007 sec): 136 clusters Score: Raw -1802257.250520 + Penalty 121373.156375 = -1680884.094146 nChanged 165 Deleting Class 73 (46 points): Lose 335.282356 but Gain 1598.133346 Iteration 21Q (19.028055 sec): 135 clusters Score: Raw -1802065.725236 + Penalty 119806.193835 = -1682259.531401 nChanged 129 Deleting Class 62 (1 points): Lose 6.033201 but Gain 1268.285286 Iteration 22Q (19.146712 sec): 134 clusters Score: Raw -1802213.415263 + Penalty 118566.657252 = -1683646.758011 nChanged 77 Deleting Class 162 (3 points): Lose 37.185316 but Gain 1293.688916 Iteration 23Q (19.262925 sec): 133 clusters Score: Raw -1802233.126609 + Penalty 117318.976214 = -1684914.150395 nChanged 65 Deleting Class 74 (7 points): Lose 102.386782 but Gain 1357.011941 Iteration 24Q (19.377142 sec): 132 clusters Score: Raw -1802184.899485 + Penalty 116165.084120 = -1686019.815365 nChanged 68 Deleting Class 68 (29 points): Lose 247.658098 but Gain 1500.507381 Iteration 25Q (19.490467 sec): 131 clusters Score: Raw -1802011.189403 + Penalty 114681.469473 = -1687329.719929 nChanged 67 Deleting Class 157 (5 points): Lose 49.684923 but Gain 1296.721902 Iteration 26Q (19.604179 sec): 130 clusters Score: Raw -1802065.116246 + Penalty 113448.243029 = -1688616.873217 nChanged 34 Deleting Class 163 (1 points): Lose 2.995525 but Gain 1245.397115 Iteration 27Q (19.714987 sec): 129 clusters Score: Raw -1802115.493687 + Penalty 112205.899641 = -1689909.594046 nChanged 21 Deleting Class 126 (1 points): Lose 1.209707 but Gain 1228.719910 Iteration 28Q (19.824930 sec): 128 clusters Score: Raw -1802125.699860 + Penalty 110973.596053 = -1691152.103807 nChanged 18 Deleting Class 134 (3 points): Lose 12.589848 but Gain 1231.288766 Iteration 29Q (19.933654 sec): 127 clusters Score: Raw -1802124.653295 + Penalty 109751.622263 = -1692373.031031 nChanged 12 Deleting Class 91 (12 points): Lose 56.383206 but Gain 1251.014295 Iteration 30F (21.242703 sec): 126 clusters Score: Raw -1802080.905516 + Penalty 108508.916853 = -1693571.988663 nChanged 24 Deleting Class 195 (1 points): Lose 2.520084 but Gain 1187.300492 Iteration 31Q (21.349694 sec): 125 clusters Score: Raw -1802102.455989 + Penalty 107326.468853 = -1694775.987136 nChanged 19 Deleting Class 78 (9 points): Lose 52.893545 but Gain 1232.850211 Iteration 32Q (21.454726 sec): 124 clusters Score: Raw -1802063.285589 + Penalty 106099.989296 = -1695963.296293 nChanged 21 Deleting Class 132 (5 points): Lose 163.826987 but Gain 1343.181682 Iteration 33Q (21.560619 sec): 123 clusters Score: Raw -1801928.905088 + Penalty 104784.533197 = -1697144.371891 nChanged 22 Deleting Class 133 (2 points): Lose 10.472000 but Gain 1176.594220 Iteration 34Q (21.665436 sec): 122 clusters Score: Raw -1801960.515725 + Penalty 103605.643482 = -1698354.872243 nChanged 25 Deleting Class 193 (5 points): Lose 96.021745 but Gain 1234.920023 Iteration 35Q (21.771969 sec): 121 clusters Score: Raw -1801876.339037 + Penalty 102396.183772 = -1699480.155264 nChanged 29 Deleting Class 72 (9 points): Lose 57.233422 but Gain 1192.889091 Iteration 36Q (21.876661 sec): 120 clusters Score: Raw -1801851.957214 + Penalty 101289.592500 = -1700562.364714 nChanged 30 Deleting Class 94 (8 points): Lose 33.658971 but Gain 1176.340410 Iteration 37Q (21.981735 sec): 119 clusters Score: Raw -1801847.913692 + Penalty 100138.244916 = -1701709.668776 nChanged 27 Deleting Class 60 (6 points): Lose 46.995264 but Gain 1175.721501 Iteration 38Q (22.084890 sec): 118 clusters Score: Raw -1801815.238668 + Penalty 99008.758031 = -1702806.480637 nChanged 26 Deleting Class 107 (5 points): Lose 32.351191 but Gain 1152.056004 Iteration 39Q (22.189009 sec): 117 clusters Score: Raw -1801806.503628 + Penalty 97896.124976 = -1703910.378652 nChanged 24 Deleting Class 59 (98 points): Lose 291.956205 but Gain 1396.623484 Iteration 40F (23.385326 sec): 116 clusters Score: Raw -1801529.700375 + Penalty 96541.311927 = -1704988.388447 nChanged 107 Deleting Class 80 (14 points): Lose 79.238299 but Gain 1169.705676 Iteration 41Q (23.495635 sec): 115 clusters Score: Raw -1801599.052407 + Penalty 95086.768739 = -1706512.283668 nChanged 36 Deleting Class 77 (33 points): Lose 160.764175 but Gain 1234.458116 Iteration 42Q (23.601040 sec): 114 clusters Score: Raw -1801473.653638 + Penalty 93910.993596 = -1707562.660042 nChanged 44 Deleting Class 69 (1 points): Lose 4.239244 but Gain 1072.759768 Iteration 43Q (23.707123 sec): 113 clusters Score: Raw -1801536.791804 + Penalty 92892.475869 = -1708644.315935 nChanged 20 Deleting Class 112 (2 points): Lose 1.895945 but Gain 1069.750965 Iteration 44Q (23.811810 sec): 112 clusters Score: Raw -1801571.581963 + Penalty 91856.567622 = -1709715.014340 nChanged 9 Deleting Class 154 (4 points): Lose 149.976547 but Gain 1200.851514 Iteration 45Q (23.915529 sec): 111 clusters Score: Raw -1801439.246061 + Penalty 90724.566971 = -1710714.679090 nChanged 14 Deleting Class 102 (6 points): Lose 65.822037 but Gain 1114.291788 Iteration 46Q (24.019254 sec): 110 clusters Score: Raw -1801426.768407 + Penalty 89670.725754 = -1711756.042653 nChanged 18 Deleting Class 92 (116 points): Lose 554.322803 but Gain 1595.497287 Iteration 47Q (24.122506 sec): 109 clusters Score: Raw -1800892.779182 + Penalty 88213.139457 = -1712679.639725 nChanged 133 Deleting Class 96 (6 points): Lose 38.133067 but Gain 1078.927902 Iteration 48Q (24.231486 sec): 108 clusters Score: Raw -1801099.567966 + Penalty 87137.783540 = -1713961.784426 nChanged 42 Deleting Class 39 (3 points): Lose 12.758890 but Gain 1049.870911 Iteration 49Q (24.335888 sec): 107 clusters Score: Raw -1801125.855347 + Penalty 86102.313037 = -1715023.542310 nChanged 31 Deleting Class 76 (22 points): Lose 119.490966 but Gain 1161.485271 Iteration 50F (25.414613 sec): 106 clusters Score: Raw -1801042.164435 + Penalty 84961.108513 = -1716081.055922 nChanged 50 Deleting Class 155 (3 points): Lose 8.413928 but Gain 1032.163002 Iteration 51Q (25.518769 sec): 105 clusters Score: Raw -1801092.142481 + Penalty 83962.272100 = -1717129.870381 nChanged 32 Deleting Class 210 (1 points): Lose 25.375793 but Gain 1039.095702 Iteration 52Q (25.621219 sec): 104 clusters Score: Raw -1801093.484145 + Penalty 82934.627220 = -1718158.856924 nChanged 26 Deleting Class 9 (10 points): Lose 85.646876 but Gain 1094.392602 Iteration 53Q (25.723048 sec): 103 clusters Score: Raw -1801021.151581 + Penalty 81860.471740 = -1719160.679841 nChanged 24 Deleting Class 46 (26 points): Lose 152.580970 but Gain 1150.845666 Iteration 54Q (25.825976 sec): 102 clusters Score: Raw -1800895.559599 + Penalty 80722.086879 = -1720173.472721 nChanged 37 Deleting Class 82 (4 points): Lose 12.483127 but Gain 995.595799 Iteration 55Q (25.929277 sec): 101 clusters Score: Raw -1800940.837287 + Penalty 79721.159613 = -1721219.677674 nChanged 14 Deleting Class 165 (2 points): Lose 18.257447 but Gain 1001.106022 Iteration 56Q (26.027681 sec): 100 clusters Score: Raw -1800930.530385 + Penalty 78724.487758 = -1722206.042626 nChanged 8 Deleting Class 54 (44 points): Lose 356.757956 but Gain 1334.243202 Iteration 57Q (26.124287 sec): 99 clusters Score: Raw -1800579.091696 + Penalty 77537.815837 = -1723041.275859 nChanged 55 Deleting Class 146 (1 points): Lose 8.773396 but Gain 976.559867 Iteration 58Q (26.224874 sec): 98 clusters Score: Raw -1800810.146798 + Penalty 76646.474346 = -1724163.672452 nChanged 26 Deleting Class 56 (6 points): Lose 42.702799 but Gain 1010.878492 Iteration 59Q (26.322836 sec): 97 clusters Score: Raw -1800828.981651 + Penalty 75664.118889 = -1725164.862762 nChanged 23 Deleting Class 116 (3 points): Lose 4.380242 but Gain 960.792696 Iteration 60F (27.311921 sec): 96 clusters Score: Raw -1800844.704331 + Penalty 74730.079482 = -1726114.624849 nChanged 19 Deleting Class 113 (4 points): Lose 25.719932 but Gain 963.865701 Iteration 61Q (27.408902 sec): 95 clusters Score: Raw -1800834.048768 + Penalty 73033.737505 = -1727800.311263 nChanged 22 Deleting Class 177 (15 points): Lose 116.616921 but Gain 1051.442896 Iteration 62Q (27.504975 sec): 93 clusters Score: Raw -1800739.637847 + Penalty 72021.936510 = -1728717.701337 nChanged 32 Deleting Class 114 (7 points): Lose 125.807984 but Gain 1050.855665 Iteration 63Q (27.601227 sec): 92 clusters Score: Raw -1800666.726399 + Penalty 70978.581418 = -1729688.144980 nChanged 25 Deleting Class 95 (68 points): Lose 484.731144 but Gain 1402.937548 Iteration 64Q (27.696418 sec): 91 clusters Score: Raw -1800238.126739 + Penalty 69806.396906 = -1730431.729833 nChanged 86 Deleting Class 87 (5 points): Lose 36.320378 but Gain 984.725308 Iteration 65Q (27.794435 sec): 90 clusters Score: Raw -1800397.033389 + Penalty 68806.112454 = -1731590.920934 nChanged 27 Deleting Class 24 (13 points): Lose 50.177472 but Gain 966.708323 Iteration 66Q (27.888972 sec): 89 clusters Score: Raw -1800383.904934 + Penalty 67850.435608 = -1732533.469326 nChanged 34 Deleting Class 65 (18 points): Lose 94.112385 but Gain 953.639928 Iteration 67Q (27.983843 sec): 88 clusters Score: Raw -1800326.271678 + Penalty 66971.355446 = -1733354.916231 nChanged 41 Deleting Class 152 (1 points): Lose 1.769213 but Gain 860.929915 Iteration 68Q (28.078818 sec): 87 clusters Score: Raw -1800379.700944 + Penalty 66164.427702 = -1734215.273242 nChanged 29 Deleting Class 29 (13 points): Lose 570.373677 but Gain 1417.664287 Iteration 69Q (28.172360 sec): 86 clusters Score: Raw -1799835.453764 + Penalty 64129.378612 = -1735706.075152 nChanged 45 Deleting Class 185 (1 points): Lose 10.427535 but Gain 849.685453 Iteration 70F (29.022667 sec): 84 clusters Score: Raw -1799908.738491 + Penalty 63298.711252 = -1736610.027239 nChanged 34 Deleting Class 28 (4 points): Lose 11.415881 but Gain 842.567031 Iteration 71Q (29.116390 sec): 83 clusters Score: Raw -1800002.357211 + Penalty 62438.485152 = -1737563.872059 nChanged 38 Deleting Class 38 (51 points): Lose 292.409520 but Gain 1121.124690 Iteration 72Q (29.209633 sec): 82 clusters Score: Raw -1799784.046732 + Penalty 61657.069600 = -1738126.977132 nChanged 105 Deleting Class 42 (6 points): Lose 26.251499 but Gain 922.350534 Iteration 73Q (29.304908 sec): 81 clusters Score: Raw -1799981.936927 + Penalty 60964.616185 = -1739017.320742 nChanged 78 Deleting Class 97 (8 points): Lose 60.936408 but Gain 922.464763 Iteration 74Q (29.398634 sec): 80 clusters Score: Raw -1800067.552124 + Penalty 60057.864399 = -1740009.687725 nChanged 78 Deleting Class 36 (42 points): Lose 316.723303 but Gain 1115.428868 Iteration 75Q (29.491958 sec): 79 clusters Score: Raw -1799822.935970 + Penalty 59049.499066 = -1740773.436904 nChanged 99 Deleting Class 159 (1 points): Lose 4.788625 but Gain 799.512288 Iteration 76Q (29.584790 sec): 78 clusters Score: Raw -1799998.962077 + Penalty 58284.686926 = -1741714.275151 nChanged 90 Deleting Class 208 (19 points): Lose 236.393948 but Gain 1037.620523 Iteration 77Q (29.676522 sec): 77 clusters Score: Raw -1799863.376162 + Penalty 57281.600363 = -1742581.775799 nChanged 91 Deleting Class 57 (136 points): Lose 634.031329 but Gain 1414.503184 Iteration 78Q (29.768277 sec): 76 clusters Score: Raw -1799360.922605 + Penalty 56004.898238 = -1743356.024367 nChanged 200 Deleting Class 101 (17 points): Lose 132.112484 but Gain 872.679733 Iteration 79Q (29.863528 sec): 75 clusters Score: Raw -1799513.507438 + Penalty 55160.997536 = -1744352.509902 nChanged 105 Deleting Class 20 (22 points): Lose 66.233926 but Gain 810.897117 Iteration 80F (30.612019 sec): 74 clusters Score: Raw -1799553.138764 + Penalty 54346.389178 = -1745206.749586 nChanged 117 Deleting Class 47 (187 points): Lose 721.894931 but Gain 1432.487556 Iteration 81Q (30.704043 sec): 73 clusters Score: Raw -1798942.472774 + Penalty 53007.870698 = -1745934.602076 nChanged 283 Deleting Class 88 (2 points): Lose 45.920145 but Gain 754.734733 Iteration 82Q (30.801465 sec): 72 clusters Score: Raw -1799297.646136 + Penalty 52244.791832 = -1747052.854303 nChanged 126 Deleting Class 110 (2 points): Lose 15.754323 but Gain 718.405097 Iteration 83Q (30.893121 sec): 71 clusters Score: Raw -1799370.377816 + Penalty 51423.678732 = -1747946.699084 nChanged 94 Deleting Class 22 (196 points): Lose 902.381042 but Gain 1602.890164 Iteration 84Q (30.983877 sec): 70 clusters Score: Raw -1798524.791788 + Penalty 49876.781009 = -1748648.010779 nChanged 275 Deleting Class 158 (2 points): Lose 6.460156 but Gain 700.410335 Iteration 85Q (31.079197 sec): 69 clusters Score: Raw -1799062.639559 + Penalty 49191.981830 = -1749870.657729 nChanged 92 Deleting Class 215 (57 points): Lose 301.000050 but Gain 994.635367 Iteration 86Q (31.167534 sec): 68 clusters Score: Raw -1798832.719314 + Penalty 48210.699539 = -1750622.019775 nChanged 110 Deleting Class 34 (19 points): Lose 63.755631 but Gain 740.676832 Iteration 87Q (31.255613 sec): 67 clusters Score: Raw -1798914.662685 + Penalty 47491.923308 = -1751422.739378 nChanged 80 Deleting Class 105 (94 points): Lose 340.048512 but Gain 975.319799 Iteration 88Q (31.343706 sec): 66 clusters Score: Raw -1798641.740252 + Penalty 46552.893425 = -1752088.846827 nChanged 143 Deleting Class 106 (1 points): Lose 7.032711 but Gain 627.628649 Iteration 89Q (31.431920 sec): 65 clusters Score: Raw -1798809.701826 + Penalty 45965.584525 = -1752844.117301 nChanged 51 Deleting Class 37 (2 points): Lose 12.391090 but Gain 607.353039 Iteration 90F (32.080703 sec): 64 clusters Score: Raw -1798831.630763 + Penalty 45231.498075 = -1753600.132688 nChanged 38 Deleting Class 32 (22 points): Lose 154.577303 but Gain 735.569870 Iteration 91Q (32.167266 sec): 63 clusters Score: Raw -1798715.591946 + Penalty 44560.050871 = -1754155.541075 nChanged 46 Deleting Class 51 (215 points): Lose 724.711063 but Gain 1286.658114 Iteration 92Q (32.254715 sec): 62 clusters Score: Raw -1798066.248814 + Penalty 43456.363738 = -1754609.885076 nChanged 238 Deleting Class 166 (1 points): Lose 75.861270 but Gain 636.810555 Iteration 93Q (32.345674 sec): 61 clusters Score: Raw -1798384.354438 + Penalty 42820.809070 = -1755563.545368 nChanged 69 Deleting Class 49 (2 points): Lose 25.602714 but Gain 563.378704 Iteration 94Q (32.430608 sec): 60 clusters Score: Raw -1798398.549781 + Penalty 42271.565602 = -1756126.984179 nChanged 42 Deleting Class 79 (10 points): Lose 91.891368 but Gain 603.425466 Iteration 95Q (32.514649 sec): 59 clusters Score: Raw -1798336.823621 + Penalty 41585.443591 = -1756751.380030 nChanged 34 Deleting Class 75 (1 points): Lose 8.267652 but Gain 463.989214 Iteration 96Q (32.597991 sec): 58 clusters Score: Raw -1798400.035189 + Penalty 41138.960193 = -1757261.074997 nChanged 28 Deleting Class 19 (89 points): Lose 372.415371 but Gain 808.958225 Iteration 97Q (32.681449 sec): 57 clusters Score: Raw -1798044.840697 + Penalty 40334.067948 = -1757710.772749 nChanged 119 Deleting Class 98 (2 points): Lose 14.356949 but Gain 413.035942 Iteration 98Q (32.766536 sec): 56 clusters Score: Raw -1798207.789339 + Penalty 39916.485537 = -1758291.303802 nChanged 48 Deleting Class 204 (18 points): Lose 46.531467 but Gain 438.052364 Iteration 99Q (32.851027 sec): 55 clusters Score: Raw -1798185.189790 + Penalty 39405.229164 = -1758779.960626 nChanged 56 Deleting Class 188 (1 points): Lose 75.176316 but Gain 456.181664 Iteration 100F (33.405546 sec): 54 clusters Score: Raw -1798166.636909 + Penalty 38923.037354 = -1759243.599555 nChanged 48 Deleting Class 151 (1 points): Lose 72.110978 but Gain 440.780606 Iteration 101Q (33.488845 sec): 53 clusters Score: Raw -1798124.055973 + Penalty 38485.284960 = -1759638.771013 nChanged 36 Deleting Class 26 (2 points): Lose 23.891078 but Gain 382.892198 Iteration 102Q (33.571121 sec): 52 clusters Score: Raw -1798119.878764 + Penalty 38025.855042 = -1760094.023721 nChanged 24 Deleting Class 45 (109 points): Lose 702.940508 but Gain 1038.958311 Iteration 103Q (33.651933 sec): 51 clusters Score: Raw -1797435.667046 + Penalty 37024.634953 = -1760411.032093 nChanged 124 Deleting Class 149 (9 points): Lose 34.598291 but Gain 364.493348 Iteration 104Q (33.734658 sec): 50 clusters Score: Raw -1797698.634325 + Penalty 36671.968591 = -1761026.665734 nChanged 55 Deleting Class 104 (9 points): Lose 49.678642 but Gain 366.161980 Iteration 105Q (33.816148 sec): 49 clusters Score: Raw -1797695.727206 + Penalty 36297.041912 = -1761398.685293 nChanged 44 Deleting Class 17 (23 points): Lose 100.640326 but Gain 404.985501 Iteration 106Q (33.897662 sec): 48 clusters Score: Raw -1797636.740323 + Penalty 35900.751448 = -1761735.988875 nChanged 47 Deleting Class 33 (165 points): Lose 903.690319 but Gain 1196.394111 Iteration 107Q (33.978482 sec): 47 clusters Score: Raw -1796786.420674 + Penalty 34753.715517 = -1762032.705157 nChanged 183 Deleting Class 30 (130 points): Lose 801.746374 but Gain 1096.941443 Iteration 108Q (34.061186 sec): 46 clusters Score: Raw -1796493.549080 + Penalty 33735.880165 = -1762757.668915 nChanged 171 Deleting Class 44 (250 points): Lose 993.469760 but Gain 1288.670217 Iteration 109Q (34.143640 sec): 45 clusters Score: Raw -1796025.892530 + Penalty 32559.905010 = -1763465.987520 nChanged 319 Deleting Class 21 (154 points): Lose 695.993150 but Gain 968.141185 Iteration 110F (34.594953 sec): 44 clusters Score: Raw -1795933.781580 + Penalty 31768.179866 = -1764165.601715 nChanged 240 Deleting Class 176 (10 points): Lose 249.482042 but Gain 561.719694 Iteration 111Q (34.677017 sec): 43 clusters Score: Raw -1796081.336651 + Penalty 31196.648702 = -1764884.687949 nChanged 101 Deleting Class 141 (3 points): Lose 18.299709 but Gain 273.474282 Iteration 112Q (34.755556 sec): 42 clusters Score: Raw -1796189.570542 + Penalty 30989.880501 = -1765199.690041 nChanged 66 Deleting Class 18 (2 points): Lose 105.447732 but Gain 324.567045 Iteration 113Q (34.833589 sec): 41 clusters Score: Raw -1796206.152193 + Penalty 30680.289402 = -1765525.862791 nChanged 42 Deleting Class 83 (35 points): Lose 149.002729 but Gain 368.136726 Iteration 114Q (34.912471 sec): 40 clusters Score: Raw -1796127.073337 + Penalty 30321.131796 = -1765805.941541 nChanged 68 Deleting Class 90 (2 points): Lose 38.019634 but Gain 218.379561 Iteration 115Q (34.988293 sec): 39 clusters Score: Raw -1796220.339962 + Penalty 30125.265244 = -1766095.074719 nChanged 33 Deleting Class 70 (36 points): Lose 411.271845 but Gain 585.911060 Iteration 116Q (35.063285 sec): 38 clusters Score: Raw -1795856.019997 + Penalty 29531.853961 = -1766324.166036 nChanged 59 Deleting Class 137 (2 points): Lose 13.360486 but Gain 183.567087 Iteration 117Q (35.139152 sec): 37 clusters Score: Raw -1796013.011354 + Penalty 29340.179445 = -1766672.831908 nChanged 30 Deleting Class 207 (2 points): Lose 32.229961 but Gain 188.098061 Iteration 118Q (35.213768 sec): 36 clusters Score: Raw -1796044.777687 + Penalty 29138.722820 = -1766906.054867 nChanged 18 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1796044.777687 + Penalty 29138.722820 = -1766906.054867Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.259832 sec): 2 clusters Score: Raw -52630.975808 + Penalty 1015.208383 = -51615.767425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.261154 sec): 3 clusters Score: Raw -52473.079307 + Penalty 2031.096363 = -50441.982944 nChanged 154 SP:Iteration 1F (35.262416 sec): 3 clusters Score: Raw -52645.638706 + Penalty 2031.892174 = -50613.746531 nChanged 47 SP:Iteration 2F (35.263680 sec): 3 clusters Score: Raw -52714.068296 + Penalty 2032.889337 = -50681.178959 nChanged 25 SP:Iteration 3Q (35.264909 sec): 3 clusters Score: Raw -52741.682662 + Penalty 2033.817998 = -50707.864663 nChanged 17 SP:Iteration 4Q (35.266087 sec): 3 clusters Score: Raw -52762.893743 + Penalty 2034.394377 = -50728.499366 nChanged 13 SP:Iteration 5Q (35.267256 sec): 3 clusters Score: Raw -52786.395722 + Penalty 2034.517209 = -50751.878513 nChanged 12 SP:Iteration 6Q (35.268429 sec): 3 clusters Score: Raw -52805.218712 + Penalty 2034.667057 = -50770.551655 nChanged 10 SP:Iteration 7Q (35.269583 sec): 3 clusters Score: Raw -52820.986538 + Penalty 2034.776232 = -50786.210306 nChanged 9 SP:Iteration 8Q (35.270727 sec): 3 clusters Score: Raw -52828.787934 + Penalty 2034.790925 = -50793.997009 nChanged 5 SP:Iteration 9Q (35.271856 sec): 3 clusters Score: Raw -52830.948943 + Penalty 2034.797424 = -50796.151518 nChanged 3 SP:Iteration 10F (35.273087 sec): 3 clusters Score: Raw -52833.250357 + Penalty 2034.797109 = -50798.453248 nChanged 2 SP:Iteration 11Q (35.274308 sec): 3 clusters Score: Raw -52833.649866 + Penalty 2034.812782 = -50798.837085 nChanged 2 SP:Iteration 12Q (35.275512 sec): 3 clusters Score: Raw -52834.848168 + Penalty 2034.817629 = -50800.030539 nChanged 5 SP:Iteration 13Q (35.276709 sec): 3 clusters Score: Raw -52842.443418 + Penalty 2034.796689 = -50807.646729 nChanged 3 SP:Iteration 14Q (35.277903 sec): 3 clusters Score: Raw -52843.539937 + Penalty 2034.796689 = -50808.743248 nChanged 0 SP:Iteration 15F (35.279160 sec): 3 clusters Score: Raw -52843.539937 + Penalty 2034.796689 = -50808.743248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.279709 sec): 2 clusters Score: Raw -1299.169643 + Penalty 17.674820 = -1281.494823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.279914 sec): 3 clusters Score: Raw -1306.933605 + Penalty 35.349641 = -1271.583964 nChanged 3 SP:Iteration 1F (35.280111 sec): 3 clusters Score: Raw -1311.973977 + Penalty 35.404109 = -1276.569869 nChanged 1 SP:Iteration 2Q (35.280306 sec): 3 clusters Score: Raw -1314.131455 + Penalty 35.404109 = -1278.727347 nChanged 0 SP:Iteration 3F (35.280505 sec): 3 clusters Score: Raw -1314.131455 + Penalty 35.404109 = -1278.727347 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.286213 sec): 2 clusters Score: Raw -95741.317757 + Penalty 692.299808 = -95049.017949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.288284 sec): 3 clusters Score: Raw -95188.655492 + Penalty 1384.431880 = -93804.223612 nChanged 397 SP:Iteration 1F (35.290323 sec): 3 clusters Score: Raw -95466.185483 + Penalty 1387.602997 = -94078.582486 nChanged 115 SP:Iteration 2F (35.292339 sec): 3 clusters Score: Raw -95582.674262 + Penalty 1394.348544 = -94188.325718 nChanged 90 SP:Iteration 3F (35.294355 sec): 3 clusters Score: Raw -95722.205560 + Penalty 1405.126854 = -94317.078706 nChanged 98 SP:Iteration 4F (35.296531 sec): 3 clusters Score: Raw -95885.219707 + Penalty 1418.320068 = -94466.899639 nChanged 84 SP:Iteration 5F (35.298772 sec): 3 clusters Score: Raw -96038.079202 + Penalty 1428.348448 = -94609.730754 nChanged 61 SP:Iteration 6F (35.301019 sec): 3 clusters Score: Raw -96131.276676 + Penalty 1437.752871 = -94693.523805 nChanged 43 SP:Iteration 7Q (35.302872 sec): 3 clusters Score: Raw -96178.385949 + Penalty 1445.385928 = -94733.000022 nChanged 24 SP:Iteration 8Q (35.304710 sec): 3 clusters Score: Raw -96197.744457 + Penalty 1447.301367 = -94750.443089 nChanged 5 SP:Iteration 9Q (35.306626 sec): 3 clusters Score: Raw -96199.741301 + Penalty 1447.659318 = -94752.081983 nChanged 1 SP:Iteration 10F (35.308824 sec): 3 clusters Score: Raw -96200.064023 + Penalty 1448.567910 = -94751.496113 nChanged 2 SP:Iteration 11F (35.310992 sec): 3 clusters Score: Raw -96201.446408 + Penalty 1449.259966 = -94752.186443 nChanged 2 SP:Iteration 12Q (35.312800 sec): 3 clusters Score: Raw -96202.568420 + Penalty 1449.259966 = -94753.308454 nChanged 0 SP:Iteration 13F (35.314813 sec): 3 clusters Score: Raw -96202.568420 + Penalty 1449.259966 = -94753.308454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.316165 sec): 2 clusters Score: Raw -24896.488888 + Penalty 792.611543 = -24103.877344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.316881 sec): 3 clusters Score: Raw -24824.913479 + Penalty 1589.888603 = -23235.024877 nChanged 60 SP:Iteration 1F (35.317586 sec): 3 clusters Score: Raw -24931.641297 + Penalty 1594.710398 = -23336.930899 nChanged 24 SP:Iteration 2F (35.318289 sec): 3 clusters Score: Raw -24981.023185 + Penalty 1599.846270 = -23381.176915 nChanged 15 SP:Iteration 3F (35.318993 sec): 3 clusters Score: Raw -25019.717359 + Penalty 1601.589153 = -23418.128207 nChanged 12 SP:Iteration 4Q (35.319666 sec): 3 clusters Score: Raw -25044.308134 + Penalty 1603.089625 = -23441.218509 nChanged 7 SP:Iteration 5Q (35.320333 sec): 3 clusters Score: Raw -25059.875237 + Penalty 1602.758309 = -23457.116928 nChanged 2 SP:Iteration 6Q (35.320994 sec): 3 clusters Score: Raw -25062.739667 + Penalty 1602.753067 = -23459.986600 nChanged 1 SP:Iteration 7Q (35.321659 sec): 3 clusters Score: Raw -25063.692954 + Penalty 1602.753067 = -23460.939886 nChanged 0 SP:Iteration 8F (35.322358 sec): 3 clusters Score: Raw -25063.692954 + Penalty 1602.753067 = -23460.939886 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.324362 sec): 2 clusters Score: Raw -44132.730543 + Penalty 1008.520096 = -43124.210447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.325617 sec): 3 clusters Score: Raw -44029.430875 + Penalty 2017.030525 = -42012.400350 nChanged 144 SP:Iteration 1F (35.326851 sec): 3 clusters Score: Raw -44306.574449 + Penalty 2017.068432 = -42289.506016 nChanged 60 SP:Iteration 2F (35.328009 sec): 3 clusters Score: Raw -44490.157301 + Penalty 2017.083331 = -42473.073970 nChanged 23 SP:Iteration 3Q (35.329096 sec): 3 clusters Score: Raw -44560.354604 + Penalty 2016.976252 = -42543.378352 nChanged 27 SP:Iteration 4Q (35.330180 sec): 3 clusters Score: Raw -44623.523500 + Penalty 2017.005527 = -42606.517974 nChanged 11 SP:Iteration 5Q (35.331242 sec): 3 clusters Score: Raw -44640.294169 + Penalty 2017.005527 = -42623.288642 nChanged 4 SP:Iteration 6Q (35.332301 sec): 3 clusters Score: Raw -44650.500116 + Penalty 2017.005527 = -42633.494589 nChanged 2 SP:Iteration 7Q (35.333359 sec): 3 clusters Score: Raw -44655.126760 + Penalty 2017.005527 = -42638.121234 nChanged 2 SP:Iteration 8Q (35.334413 sec): 3 clusters Score: Raw -44658.480595 + Penalty 2017.040192 = -42641.440403 nChanged 1 SP:Iteration 9Q (35.335468 sec): 3 clusters Score: Raw -44659.457174 + Penalty 2017.076650 = -42642.380524 nChanged 1 SP:Iteration 10F (35.336643 sec): 3 clusters Score: Raw -44659.890747 + Penalty 2017.114874 = -42642.775872 nChanged 1 SP:Iteration 11Q (35.337708 sec): 3 clusters Score: Raw -44660.367927 + Penalty 2017.168143 = -42643.199783 nChanged 1 SP:Iteration 12Q (35.338771 sec): 3 clusters Score: Raw -44664.948186 + Penalty 2017.126582 = -42647.821604 nChanged 1 SP:Iteration 13Q (35.339887 sec): 3 clusters Score: Raw -44665.942680 + Penalty 2017.126582 = -42648.816097 nChanged 0 SP:Iteration 14F (35.341141 sec): 3 clusters Score: Raw -44665.942680 + Penalty 2017.126582 = -42648.816097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.342846 sec): 2 clusters Score: Raw -41168.299424 + Penalty 980.149013 = -40188.150411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.343815 sec): 3 clusters Score: Raw -41086.559653 + Penalty 1960.337251 = -39126.222402 nChanged 92 SP:Iteration 1F (35.344757 sec): 3 clusters Score: Raw -41230.190813 + Penalty 1960.381105 = -39269.809709 nChanged 33 SP:Iteration 2F (35.345716 sec): 3 clusters Score: Raw -41298.412349 + Penalty 1960.589832 = -39337.822516 nChanged 24 SP:Iteration 3F (35.346659 sec): 3 clusters Score: Raw -41355.550249 + Penalty 1960.722072 = -39394.828177 nChanged 14 SP:Iteration 4Q (35.347586 sec): 3 clusters Score: Raw -41383.193956 + Penalty 1960.877646 = -39422.316310 nChanged 12 SP:Iteration 5Q (35.348533 sec): 3 clusters Score: Raw -41408.012954 + Penalty 1960.998256 = -39447.014698 nChanged 10 SP:Iteration 6Q (35.349470 sec): 3 clusters Score: Raw -41440.439807 + Penalty 1961.263312 = -39479.176496 nChanged 12 SP:Iteration 7Q (35.350395 sec): 3 clusters Score: Raw -41469.122094 + Penalty 1961.500173 = -39507.621921 nChanged 7 SP:Iteration 8Q (35.351311 sec): 3 clusters Score: Raw -41494.439059 + Penalty 1961.476430 = -39532.962629 nChanged 7 SP:Iteration 9Q (35.352184 sec): 3 clusters Score: Raw -41503.325686 + Penalty 1961.509366 = -39541.816321 nChanged 4 SP:Iteration 10F (35.353122 sec): 3 clusters Score: Raw -41508.586759 + Penalty 1961.509366 = -39547.077393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.362131 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.366062 sec): 3 clusters Score: Raw -153983.543318 + Penalty 150.454607 = -153833.088711 nChanged 955 SP:Iteration 1F (35.369640 sec): 3 clusters Score: Raw -154791.643951 + Penalty 153.098378 = -154638.545573 nChanged 160 SP:Iteration 2F (35.373213 sec): 3 clusters Score: Raw -154921.258654 + Penalty 152.278926 = -154768.979728 nChanged 104 SP:Iteration 3F (35.377105 sec): 3 clusters Score: Raw -154975.109789 + Penalty 151.634625 = -154823.475164 nChanged 49 SP:Iteration 4Q (35.380629 sec): 3 clusters Score: Raw -154985.228839 + Penalty 151.437518 = -154833.791320 nChanged 18 SP:Iteration 5Q (35.384046 sec): 3 clusters Score: Raw -154987.333951 + Penalty 151.315674 = -154836.018277 nChanged 10 SP:Iteration 6Q (35.387642 sec): 3 clusters Score: Raw -154988.227457 + Penalty 151.374117 = -154836.853340 nChanged 8 SP:Iteration 7Q (35.391132 sec): 3 clusters Score: Raw -154989.152745 + Penalty 151.092231 = -154838.060514 nChanged 11 SP:Iteration 8Q (35.394661 sec): 3 clusters Score: Raw -154990.710209 + Penalty 150.737046 = -154839.973163 nChanged 10 SP:Iteration 9Q (35.398070 sec): 3 clusters Score: Raw -154991.662505 + Penalty 150.464721 = -154841.197784 nChanged 10 SP:Iteration 10F (35.401921 sec): 3 clusters Score: Raw -154992.704599 + Penalty 149.899567 = -154842.805032 nChanged 14 SP:Iteration 11Q (35.405454 sec): 3 clusters Score: Raw -154994.697543 + Penalty 149.672583 = -154845.024960 nChanged 10 SP:Iteration 12Q (35.409046 sec): 3 clusters Score: Raw -154995.506423 + Penalty 149.540048 = -154845.966375 nChanged 9 SP:Iteration 13Q (35.412505 sec): 3 clusters Score: Raw -154996.631285 + Penalty 149.422618 = -154847.208667 nChanged 7 SP:Iteration 14Q (35.415901 sec): 3 clusters Score: Raw -154997.168523 + Penalty 149.401765 = -154847.766758 nChanged 7 SP:Iteration 15Q (35.419313 sec): 3 clusters Score: Raw -154998.198843 + Penalty 149.162666 = -154849.036177 nChanged 10 SP:Iteration 16Q (35.422702 sec): 3 clusters Score: Raw -154999.450069 + Penalty 149.023859 = -154850.426210 nChanged 10 SP:Iteration 17Q (35.426230 sec): 3 clusters Score: Raw -155001.071696 + Penalty 148.973284 = -154852.098412 nChanged 13 SP:Iteration 18Q (35.429667 sec): 3 clusters Score: Raw -155003.669664 + Penalty 148.514801 = -154855.154863 nChanged 13 SP:Iteration 19Q (35.433064 sec): 3 clusters Score: Raw -155005.557895 + Penalty 148.264278 = -154857.293617 nChanged 12 SP:Iteration 20F (35.436601 sec): 3 clusters Score: Raw -155006.992108 + Penalty 148.104732 = -154858.887376 nChanged 9 SP:Iteration 21Q (35.440037 sec): 3 clusters Score: Raw -155007.480838 + Penalty 148.056733 = -154859.424105 nChanged 9 SP:Iteration 22Q (35.443681 sec): 3 clusters Score: Raw -155008.592742 + Penalty 147.498660 = -154861.094082 nChanged 14 SP:Iteration 23Q (35.447187 sec): 3 clusters Score: Raw -155009.976179 + Penalty 147.080414 = -154862.895765 nChanged 8 SP:Iteration 24Q (35.450915 sec): 3 clusters Score: Raw -155010.826723 + Penalty 146.971284 = -154863.855439 nChanged 7 SP:Iteration 25Q (35.454418 sec): 3 clusters Score: Raw -155011.981499 + Penalty 146.676397 = -154865.305102 nChanged 7 SP:Iteration 26Q (35.457811 sec): 3 clusters Score: Raw -155013.437033 + Penalty 145.608129 = -154867.828903 nChanged 13 SP:Iteration 27Q (35.461288 sec): 3 clusters Score: Raw -155016.783954 + Penalty 144.281374 = -154872.502580 nChanged 13 SP:Iteration 28Q (35.464743 sec): 3 clusters Score: Raw -155021.787252 + Penalty 143.890643 = -154877.896609 nChanged 17 SP:Iteration 29Q (35.468230 sec): 3 clusters Score: Raw -155028.673508 + Penalty 141.857116 = -154886.816392 nChanged 22 SP:Iteration 30F (35.471865 sec): 3 clusters Score: Raw -155035.212674 + Penalty 140.769967 = -154894.442707 nChanged 20 SP:Iteration 31Q (35.475453 sec): 3 clusters Score: Raw -155039.144656 + Penalty 140.531439 = -154898.613217 nChanged 23 SP:Iteration 32Q (35.478966 sec): 3 clusters Score: Raw -155043.475855 + Penalty 139.845524 = -154903.630332 nChanged 21 SP:Iteration 33Q (35.482375 sec): 3 clusters Score: Raw -155049.080673 + Penalty 139.124083 = -154909.956589 nChanged 23 SP:Iteration 34Q (35.485693 sec): 3 clusters Score: Raw -155054.509795 + Penalty 136.654664 = -154917.855132 nChanged 28 SP:Iteration 35Q (35.488992 sec): 3 clusters Score: Raw -155064.147004 + Penalty 134.837649 = -154929.309355 nChanged 29 SP:Iteration 36Q (35.492358 sec): 3 clusters Score: Raw -155074.355081 + Penalty 134.458401 = -154939.896680 nChanged 25 SP:Iteration 37Q (35.495631 sec): 3 clusters Score: Raw -155082.102826 + Penalty 133.264749 = -154948.838077 nChanged 27 SP:Iteration 38Q (35.498863 sec): 3 clusters Score: Raw -155091.385589 + Penalty 131.502501 = -154959.883088 nChanged 24 SP:Iteration 39Q (35.502100 sec): 3 clusters Score: Raw -155099.217807 + Penalty 131.007608 = -154968.210199 nChanged 23 SP:Iteration 40F (35.505633 sec): 3 clusters Score: Raw -155106.453516 + Penalty 130.130253 = -154976.323263 nChanged 26 SP:Iteration 41Q (35.509085 sec): 3 clusters Score: Raw -155114.660092 + Penalty 129.749580 = -154984.910512 nChanged 20 SP:Iteration 42Q (35.512408 sec): 3 clusters Score: Raw -155120.464706 + Penalty 129.654590 = -154990.810116 nChanged 14 SP:Iteration 43Q (35.515535 sec): 3 clusters Score: Raw -155122.673660 + Penalty 128.117932 = -154994.555728 nChanged 8 SP:Iteration 44Q (35.518662 sec): 3 clusters Score: Raw -155123.384909 + Penalty 127.474106 = -154995.910803 nChanged 6 SP:Iteration 45Q (35.521816 sec): 3 clusters Score: Raw -155124.051648 + Penalty 127.372978 = -154996.678670 nChanged 6 SP:Iteration 46Q (35.525000 sec): 3 clusters Score: Raw -155124.684152 + Penalty 127.328560 = -154997.355592 nChanged 10 SP:Iteration 47Q (35.528183 sec): 3 clusters Score: Raw -155126.577735 + Penalty 127.107703 = -154999.470033 nChanged 12 SP:Iteration 48Q (35.531275 sec): 3 clusters Score: Raw -155129.135509 + Penalty 126.857046 = -155002.278462 nChanged 14 SP:Iteration 49Q (35.534358 sec): 3 clusters Score: Raw -155132.254024 + Penalty 126.097736 = -155006.156288 nChanged 22 SP:Iteration 50F (35.537881 sec): 3 clusters Score: Raw -155137.959230 + Penalty 126.075958 = -155011.883273 nChanged 13 SP:Iteration 51Q (35.541287 sec): 3 clusters Score: Raw -155140.816800 + Penalty 125.604475 = -155015.212325 nChanged 18 SP:Iteration 52Q (35.544543 sec): 3 clusters Score: Raw -155145.774242 + Penalty 125.249803 = -155020.524439 nChanged 21 SP:Iteration 53Q (35.547605 sec): 3 clusters Score: Raw -155152.878992 + Penalty 124.025186 = -155028.853806 nChanged 24 SP:Iteration 54Q (35.550768 sec): 3 clusters Score: Raw -155163.207075 + Penalty 123.227626 = -155039.979449 nChanged 20 SP:Iteration 55Q (35.553917 sec): 3 clusters Score: Raw -155171.247840 + Penalty 123.535789 = -155047.712051 nChanged 17 SP:Iteration 56Q (35.556941 sec): 3 clusters Score: Raw -155175.958771 + Penalty 123.925622 = -155052.033149 nChanged 15 SP:Iteration 57Q (35.559998 sec): 3 clusters Score: Raw -155181.194316 + Penalty 124.655919 = -155056.538397 nChanged 21 SP:Iteration 58Q (35.563017 sec): 3 clusters Score: Raw -155187.745809 + Penalty 123.516712 = -155064.229097 nChanged 18 SP:Iteration 59Q (35.566066 sec): 3 clusters Score: Raw -155195.022120 + Penalty 119.544158 = -155075.477961 nChanged 24 SP:Iteration 60F (35.569697 sec): 3 clusters Score: Raw -155205.818122 + Penalty 116.228839 = -155089.589283 nChanged 26 SP:Iteration 61Q (35.572570 sec): 3 clusters Score: Raw -155228.387682 + Penalty 75.573781 = -155152.813900 nChanged 27 SP:Iteration 62Q (35.575555 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 SP:Iteration 63F (35.578352 sec): 2 clusters Score: Raw -155259.883981 + Penalty 75.573781 = -155184.310200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.579988 sec): 2 clusters Score: Raw -2311.243726 + Penalty 105.975310 = -2205.268415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.580263 sec): 3 clusters Score: Raw -2323.219978 + Penalty 222.331769 = -2100.888209 nChanged 7 SP:Iteration 1F (35.580535 sec): 3 clusters Score: Raw -2332.827548 + Penalty 228.880799 = -2103.946749 nChanged 1 SP:Iteration 2Q (35.580798 sec): 3 clusters Score: Raw -2333.489801 + Penalty 228.880799 = -2104.609002 nChanged 0 SP:Iteration 3F (35.581063 sec): 3 clusters Score: Raw -2333.489801 + Penalty 228.880799 = -2104.609002 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.594800 sec): 2 clusters Score: Raw -238118.236963 + Penalty 258.854470 = -237859.382492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.600248 sec): 3 clusters Score: Raw -236177.918302 + Penalty 517.381845 = -235660.536457 nChanged 1379 SP:Iteration 1F (35.605656 sec): 3 clusters Score: Raw -237001.037669 + Penalty 517.884737 = -236483.152933 nChanged 338 SP:Iteration 2F (35.611172 sec): 3 clusters Score: Raw -237225.928667 + Penalty 532.932422 = -236692.996245 nChanged 286 SP:Iteration 3F (35.616428 sec): 3 clusters Score: Raw -237585.709871 + Penalty 615.824881 = -236969.884990 nChanged 287 SP:Iteration 4F (35.621721 sec): 3 clusters Score: Raw -237994.276443 + Penalty 693.011870 = -237301.264574 nChanged 84 SP:Iteration 5Q (35.627079 sec): 3 clusters Score: Raw -238126.469337 + Penalty 699.549144 = -237426.920193 nChanged 12 SP:Iteration 6Q (35.631345 sec): 3 clusters Score: Raw -238137.907212 + Penalty 707.117755 = -237430.789457 nChanged 4 SP:Iteration 7Q (35.635677 sec): 3 clusters Score: Raw -238139.978486 + Penalty 708.359321 = -237431.619165 nChanged 1 SP:Iteration 8Q (35.639870 sec): 3 clusters Score: Raw -238140.303398 + Penalty 710.620849 = -237429.682549 nChanged 1 SP:Iteration 9F (35.645383 sec): 3 clusters Score: Raw -238140.243622 + Penalty 711.184161 = -237429.059461 nChanged 1 SP:Iteration 10F (35.650774 sec): 3 clusters Score: Raw -238140.125716 + Penalty 711.184161 = -237428.941555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.655855 sec): 2 clusters Score: Raw -51692.310893 + Penalty 797.738317 = -50894.572576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.657133 sec): 3 clusters Score: Raw -51472.486901 + Penalty 1595.391977 = -49877.094924 nChanged 179 SP:Iteration 1F (35.658352 sec): 3 clusters Score: Raw -51652.816445 + Penalty 1596.181006 = -50056.635440 nChanged 59 SP:Iteration 2F (35.659573 sec): 3 clusters Score: Raw -51730.400946 + Penalty 1597.676922 = -50132.724024 nChanged 33 SP:Iteration 3F (35.660789 sec): 3 clusters Score: Raw -51764.407255 + Penalty 1599.084190 = -50165.323065 nChanged 25 SP:Iteration 4Q (35.661973 sec): 3 clusters Score: Raw -51783.916991 + Penalty 1599.083982 = -50184.833009 nChanged 19 SP:Iteration 5Q (35.663156 sec): 3 clusters Score: Raw -51799.397946 + Penalty 1599.596074 = -50199.801871 nChanged 17 SP:Iteration 6Q (35.664343 sec): 3 clusters Score: Raw -51812.251980 + Penalty 1600.416464 = -50211.835516 nChanged 16 SP:Iteration 7Q (35.665530 sec): 3 clusters Score: Raw -51824.427770 + Penalty 1600.241494 = -50224.186276 nChanged 13 SP:Iteration 8Q (35.666707 sec): 3 clusters Score: Raw -51833.971881 + Penalty 1600.045397 = -50233.926484 nChanged 9 SP:Iteration 9Q (35.667883 sec): 3 clusters Score: Raw -51838.890107 + Penalty 1600.058950 = -50238.831157 nChanged 11 SP:Iteration 10F (35.669142 sec): 3 clusters Score: Raw -51848.923907 + Penalty 1601.783979 = -50247.139928 nChanged 16 SP:Iteration 11Q (35.670388 sec): 3 clusters Score: Raw -51866.250356 + Penalty 1603.531675 = -50262.718680 nChanged 10 SP:Iteration 12Q (35.671627 sec): 3 clusters Score: Raw -51878.450459 + Penalty 1605.169033 = -50273.281426 nChanged 8 SP:Iteration 13Q (35.672883 sec): 3 clusters Score: Raw -51888.814669 + Penalty 1606.833891 = -50281.980779 nChanged 4 SP:Iteration 14Q (35.674116 sec): 3 clusters Score: Raw -51892.086235 + Penalty 1608.111897 = -50283.974337 nChanged 5 SP:Iteration 15Q (35.675348 sec): 3 clusters Score: Raw -51893.881910 + Penalty 1608.111897 = -50285.770013 nChanged 0 SP:Iteration 16F (35.676623 sec): 3 clusters Score: Raw -51893.881910 + Penalty 1608.111897 = -50285.770013 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.678677 sec): 2 clusters Score: Raw -47269.465843 + Penalty 488.524296 = -46780.941548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.679885 sec): 3 clusters Score: Raw -47009.582049 + Penalty 981.171175 = -46028.410874 nChanged 192 SP:Iteration 1F (35.681068 sec): 3 clusters Score: Raw -47188.960976 + Penalty 986.837762 = -46202.123213 nChanged 65 SP:Iteration 2F (35.682250 sec): 3 clusters Score: Raw -47276.987833 + Penalty 991.978525 = -46285.009308 nChanged 34 SP:Iteration 3F (35.683452 sec): 3 clusters Score: Raw -47307.262221 + Penalty 997.898185 = -46309.364036 nChanged 24 SP:Iteration 4Q (35.684608 sec): 3 clusters Score: Raw -47337.078615 + Penalty 1005.255136 = -46331.823480 nChanged 18 SP:Iteration 5Q (35.685758 sec): 3 clusters Score: Raw -47352.842404 + Penalty 1010.190175 = -46342.652230 nChanged 18 SP:Iteration 6Q (35.686903 sec): 3 clusters Score: Raw -47363.173512 + Penalty 1011.184471 = -46351.989041 nChanged 7 SP:Iteration 7Q (35.688072 sec): 3 clusters Score: Raw -47365.051071 + Penalty 1013.334068 = -46351.717003 nChanged 4 SP:Iteration 8F (35.689314 sec): 3 clusters Score: Raw -47368.307414 + Penalty 1014.565668 = -46353.741746 nChanged 2 SP:Iteration 9Q (35.690506 sec): 3 clusters Score: Raw -47370.375909 + Penalty 1014.905045 = -46355.470865 nChanged 3 SP:Iteration 10F (35.691742 sec): 3 clusters Score: Raw -47371.953384 + Penalty 1013.890772 = -46358.062612 nChanged 4 SP:Iteration 11Q (35.692933 sec): 3 clusters Score: Raw -47373.755693 + Penalty 1013.095161 = -46360.660533 nChanged 1 SP:Iteration 12Q (35.694067 sec): 3 clusters Score: Raw -47373.940528 + Penalty 1013.095161 = -46360.845367 nChanged 0 SP:Iteration 13F (35.695277 sec): 3 clusters Score: Raw -47373.940528 + Penalty 1013.095161 = -46360.845367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.697090 sec): 2 clusters Score: Raw -41231.961342 + Penalty 465.768977 = -40766.192365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.698201 sec): 3 clusters Score: Raw -41010.630383 + Penalty 946.827848 = -40063.802534 nChanged 181 SP:Iteration 1F (35.699297 sec): 3 clusters Score: Raw -41223.445886 + Penalty 960.616473 = -40262.829414 nChanged 51 SP:Iteration 2F (35.700388 sec): 3 clusters Score: Raw -41286.533017 + Penalty 964.794171 = -40321.738846 nChanged 24 SP:Iteration 3Q (35.701456 sec): 3 clusters Score: Raw -41307.953550 + Penalty 969.894902 = -40338.058648 nChanged 16 SP:Iteration 4Q (35.702527 sec): 3 clusters Score: Raw -41323.738022 + Penalty 975.784038 = -40347.953984 nChanged 12 SP:Iteration 5Q (35.703572 sec): 3 clusters Score: Raw -41335.783141 + Penalty 983.891662 = -40351.891479 nChanged 8 SP:Iteration 6Q (35.704604 sec): 3 clusters Score: Raw -41345.217115 + Penalty 988.272985 = -40356.944130 nChanged 4 SP:Iteration 7Q (35.705626 sec): 3 clusters Score: Raw -41347.443872 + Penalty 990.437832 = -40357.006040 nChanged 2 SP:Iteration 8Q (35.706718 sec): 3 clusters Score: Raw -41351.127250 + Penalty 991.370282 = -40359.756968 nChanged 1 SP:Iteration 9Q (35.707798 sec): 3 clusters Score: Raw -41351.785794 + Penalty 992.253735 = -40359.532059 nChanged 1 SP:Iteration 10F (35.708941 sec): 3 clusters Score: Raw -41352.220020 + Penalty 992.253735 = -40359.966285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.710697 sec): 2 clusters Score: Raw -39278.497082 + Penalty 666.434157 = -38612.062925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.711717 sec): 3 clusters Score: Raw -39127.408848 + Penalty 1322.234982 = -37805.173866 nChanged 132 SP:Iteration 1F (35.712700 sec): 3 clusters Score: Raw -39283.055063 + Penalty 1309.674230 = -37973.380833 nChanged 50 SP:Iteration 2F (35.713681 sec): 3 clusters Score: Raw -39351.622549 + Penalty 1298.012984 = -38053.609565 nChanged 36 SP:Iteration 3F (35.714662 sec): 3 clusters Score: Raw -39404.866484 + Penalty 1286.973837 = -38117.892647 nChanged 28 SP:Iteration 4F (35.715646 sec): 3 clusters Score: Raw -39451.014375 + Penalty 1283.671051 = -38167.343324 nChanged 15 SP:Iteration 5Q (35.716603 sec): 3 clusters Score: Raw -39468.750099 + Penalty 1281.514065 = -38187.236034 nChanged 8 SP:Iteration 6Q (35.717553 sec): 3 clusters Score: Raw -39476.954247 + Penalty 1282.233402 = -38194.720845 nChanged 5 SP:Iteration 7Q (35.718510 sec): 3 clusters Score: Raw -39482.319528 + Penalty 1278.157260 = -38204.162268 nChanged 8 SP:Iteration 8Q (35.719464 sec): 3 clusters Score: Raw -39498.890360 + Penalty 1280.126420 = -38218.763939 nChanged 2 SP:Iteration 9Q (35.720411 sec): 3 clusters Score: Raw -39502.726470 + Penalty 1280.126420 = -38222.600049 nChanged 0 SP:Iteration 10F (35.721390 sec): 3 clusters Score: Raw -39502.726470 + Penalty 1280.126420 = -38222.600049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.725746 sec): 2 clusters Score: Raw -105550.631883 + Penalty 593.437700 = -104957.194184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.728044 sec): 3 clusters Score: Raw -104926.212131 + Penalty 1192.316388 = -103733.895743 nChanged 470 SP:Iteration 1F (35.730289 sec): 3 clusters Score: Raw -105248.828154 + Penalty 1195.705844 = -104053.122310 nChanged 114 SP:Iteration 2F (35.732526 sec): 3 clusters Score: Raw -105408.686073 + Penalty 1200.581287 = -104208.104787 nChanged 110 SP:Iteration 3F (35.734792 sec): 3 clusters Score: Raw -105601.878993 + Penalty 1202.078170 = -104399.800823 nChanged 94 SP:Iteration 4F (35.737024 sec): 3 clusters Score: Raw -105824.017859 + Penalty 1197.172669 = -104626.845190 nChanged 84 SP:Iteration 5F (35.739255 sec): 3 clusters Score: Raw -106020.320043 + Penalty 1193.049777 = -104827.270265 nChanged 70 SP:Iteration 6F (35.741713 sec): 3 clusters Score: Raw -106195.299706 + Penalty 1189.982397 = -105005.317309 nChanged 44 SP:Iteration 7Q (35.743715 sec): 3 clusters Score: Raw -106289.734422 + Penalty 1188.964612 = -105100.769809 nChanged 27 SP:Iteration 8Q (35.745574 sec): 3 clusters Score: Raw -106369.565774 + Penalty 1188.335750 = -105181.230025 nChanged 16 SP:Iteration 9Q (35.747435 sec): 3 clusters Score: Raw -106422.749166 + Penalty 1187.927939 = -105234.821227 nChanged 11 SP:Iteration 10F (35.749750 sec): 3 clusters Score: Raw -106440.356482 + Penalty 1187.846027 = -105252.510455 nChanged 7 SP:Iteration 11Q (35.751541 sec): 3 clusters Score: Raw -106451.190272 + Penalty 1187.832377 = -105263.357894 nChanged 4 SP:Iteration 12Q (35.753358 sec): 3 clusters Score: Raw -106456.940433 + Penalty 1187.723444 = -105269.216989 nChanged 3 SP:Iteration 13Q (35.755186 sec): 3 clusters Score: Raw -106458.739639 + Penalty 1187.723444 = -105271.016195 nChanged 0 SP:Iteration 14F (35.757456 sec): 3 clusters Score: Raw -106458.739639 + Penalty 1187.723444 = -105271.016195 nChanged 0 Score: Raw -1806036.505787 + Penalty 29978.306496 = -1776058.199291 Splitting cluster 15 changes total score from -1766906.054867 to -1776058.199291 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.137060 sec): 2 clusters Score: Raw -61891.894268 + Penalty 533.207092 = -61358.687175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.138559 sec): 3 clusters Score: Raw -61485.514746 + Penalty 1065.297137 = -60420.217610 nChanged 275 SP:Iteration 1F (36.140021 sec): 3 clusters Score: Raw -61682.998269 + Penalty 1057.020757 = -60625.977512 nChanged 106 SP:Iteration 2F (36.141603 sec): 3 clusters Score: Raw -61780.877402 + Penalty 1046.091001 = -60734.786401 nChanged 74 SP:Iteration 3F (36.143163 sec): 3 clusters Score: Raw -61862.976536 + Penalty 1050.013458 = -60812.963078 nChanged 49 SP:Iteration 4F (36.144694 sec): 3 clusters Score: Raw -61910.510858 + Penalty 1067.719074 = -60842.791784 nChanged 37 SP:Iteration 5F (36.146140 sec): 3 clusters Score: Raw -61945.415357 + Penalty 1089.024216 = -60856.391142 nChanged 33 SP:Iteration 6Q (36.147541 sec): 3 clusters Score: Raw -61970.050278 + Penalty 1102.982655 = -60867.067624 nChanged 19 SP:Iteration 7Q (36.148957 sec): 3 clusters Score: Raw -61981.154105 + Penalty 1116.220605 = -60864.933500 nChanged 19 SP:Iteration 8F (36.150410 sec): 3 clusters Score: Raw -61993.938382 + Penalty 1125.474452 = -60868.463930 nChanged 13 SP:Iteration 9Q (36.151789 sec): 3 clusters Score: Raw -61999.464386 + Penalty 1130.104689 = -60869.359697 nChanged 7 SP:Iteration 10F (36.153218 sec): 3 clusters Score: Raw -62002.795655 + Penalty 1134.157518 = -60868.638137 nChanged 6 SP:Iteration 11F (36.154712 sec): 3 clusters Score: Raw -62005.716318 + Penalty 1139.792431 = -60865.923887 nChanged 7 SP:Iteration 12F (36.156189 sec): 3 clusters Score: Raw -62009.713228 + Penalty 1144.191233 = -60865.521995 nChanged 6 SP:Iteration 13F (36.157639 sec): 3 clusters Score: Raw -62012.323507 + Penalty 1147.335731 = -60864.987775 nChanged 3 SP:Iteration 14F (36.159123 sec): 3 clusters Score: Raw -62012.989130 + Penalty 1149.130087 = -60863.859043 nChanged 2 SP:Iteration 15F (36.160654 sec): 3 clusters Score: Raw -62013.681709 + Penalty 1150.885561 = -60862.796148 nChanged 2 SP:Iteration 16F (36.162135 sec): 3 clusters Score: Raw -62015.021688 + Penalty 1157.769913 = -60857.251775 nChanged 7 SP:Iteration 17F (36.163596 sec): 3 clusters Score: Raw -62019.018294 + Penalty 1166.285123 = -60852.733170 nChanged 9 SP:Iteration 18F (36.165085 sec): 3 clusters Score: Raw -62022.927808 + Penalty 1171.853673 = -60851.074135 nChanged 6 SP:Iteration 19F (36.166568 sec): 3 clusters Score: Raw -62025.044475 + Penalty 1174.666873 = -60850.377602 nChanged 4 SP:Iteration 20F (36.168026 sec): 3 clusters Score: Raw -62026.463828 + Penalty 1175.672733 = -60850.791094 nChanged 1 SP:Iteration 21Q (36.169381 sec): 3 clusters Score: Raw -62026.821393 + Penalty 1177.474706 = -60849.346687 nChanged 2 SP:Iteration 22F (36.170871 sec): 3 clusters Score: Raw -62027.076117 + Penalty 1177.474706 = -60849.601410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.173835 sec): 2 clusters Score: Raw -22973.543661 + Penalty 724.306227 = -22249.237435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.174497 sec): 3 clusters Score: Raw -22902.990940 + Penalty 1443.932376 = -21459.058564 nChanged 55 SP:Iteration 1F (36.175144 sec): 3 clusters Score: Raw -22995.452193 + Penalty 1440.628693 = -21554.823500 nChanged 21 SP:Iteration 2F (36.175792 sec): 3 clusters Score: Raw -23055.914099 + Penalty 1439.101156 = -21616.812943 nChanged 19 SP:Iteration 3F (36.176438 sec): 3 clusters Score: Raw -23097.969416 + Penalty 1438.061252 = -21659.908164 nChanged 6 SP:Iteration 4Q (36.177057 sec): 3 clusters Score: Raw -23106.234543 + Penalty 1435.503987 = -21670.730555 nChanged 3 SP:Iteration 5Q (36.177653 sec): 3 clusters Score: Raw -23110.439919 + Penalty 1433.640054 = -21676.799864 nChanged 2 SP:Iteration 6Q (36.178248 sec): 3 clusters Score: Raw -23114.819663 + Penalty 1432.243500 = -21682.576164 nChanged 4 SP:Iteration 7Q (36.178840 sec): 3 clusters Score: Raw -23118.694626 + Penalty 1432.040300 = -21686.654326 nChanged 2 SP:Iteration 8Q (36.179433 sec): 3 clusters Score: Raw -23121.417160 + Penalty 1432.641928 = -21688.775232 nChanged 2 SP:Iteration 9Q (36.180024 sec): 3 clusters Score: Raw -23122.448862 + Penalty 1432.641928 = -21689.806934 nChanged 0 SP:Iteration 10F (36.180649 sec): 3 clusters Score: Raw -23122.448862 + Penalty 1432.641928 = -21689.806934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.182472 sec): 2 clusters Score: Raw -20885.584280 + Penalty 317.462869 = -20568.121411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.183193 sec): 3 clusters Score: Raw -20790.871904 + Penalty 633.251086 = -20157.620817 nChanged 95 SP:Iteration 1F (36.183900 sec): 3 clusters Score: Raw -20909.923091 + Penalty 630.950799 = -20278.972293 nChanged 32 SP:Iteration 2F (36.184604 sec): 3 clusters Score: Raw -20960.874528 + Penalty 632.539994 = -20328.334534 nChanged 16 SP:Iteration 3F (36.185309 sec): 3 clusters Score: Raw -20982.216134 + Penalty 634.076394 = -20348.139740 nChanged 13 SP:Iteration 4Q (36.185977 sec): 3 clusters Score: Raw -21005.583236 + Penalty 635.992232 = -20369.591003 nChanged 7 SP:Iteration 5Q (36.186642 sec): 3 clusters Score: Raw -21015.817536 + Penalty 636.535613 = -20379.281922 nChanged 4 SP:Iteration 6Q (36.187300 sec): 3 clusters Score: Raw -21022.243606 + Penalty 638.275097 = -20383.968509 nChanged 4 SP:Iteration 7Q (36.187942 sec): 3 clusters Score: Raw -21029.532356 + Penalty 639.905313 = -20389.627043 nChanged 4 SP:Iteration 8Q (36.188577 sec): 3 clusters Score: Raw -21033.621136 + Penalty 640.743967 = -20392.877169 nChanged 5 SP:Iteration 9Q (36.189204 sec): 3 clusters Score: Raw -21044.596490 + Penalty 640.384563 = -20404.211927 nChanged 2 SP:Iteration 10F (36.189903 sec): 3 clusters Score: Raw -21045.602201 + Penalty 641.628439 = -20403.973762 nChanged 2 SP:Iteration 11F (36.190610 sec): 3 clusters Score: Raw -21046.421078 + Penalty 641.628439 = -20404.792638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (1001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.194613 sec): 2 clusters Score: Raw -91066.818398 + Penalty 900.698293 = -90166.120105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.196558 sec): 3 clusters Score: Raw -90600.992723 + Penalty 1800.989388 = -88800.003335 nChanged 339 SP:Iteration 1F (36.198450 sec): 3 clusters Score: Raw -90864.588949 + Penalty 1799.175476 = -89065.413473 nChanged 79 SP:Iteration 2F (36.200342 sec): 3 clusters Score: Raw -90933.547451 + Penalty 1797.086438 = -89136.461013 nChanged 45 SP:Iteration 3Q (36.202226 sec): 3 clusters Score: Raw -90969.720608 + Penalty 1794.428518 = -89175.292090 nChanged 44 SP:Iteration 4Q (36.204106 sec): 3 clusters Score: Raw -91009.508008 + Penalty 1795.617076 = -89213.890932 nChanged 35 SP:Iteration 5Q (36.205982 sec): 3 clusters Score: Raw -91035.072331 + Penalty 1802.172889 = -89232.899442 nChanged 37 SP:Iteration 6Q (36.208042 sec): 3 clusters Score: Raw -91069.724824 + Penalty 1804.950877 = -89264.773947 nChanged 31 SP:Iteration 7Q (36.210081 sec): 3 clusters Score: Raw -91093.345612 + Penalty 1809.890117 = -89283.455495 nChanged 18 SP:Iteration 8Q (36.212101 sec): 3 clusters Score: Raw -91109.321341 + Penalty 1821.172351 = -89288.148990 nChanged 23 SP:Iteration 9Q (36.214036 sec): 3 clusters Score: Raw -91136.916483 + Penalty 1828.075447 = -89308.841036 nChanged 16 SP:Iteration 10F (36.215927 sec): 3 clusters Score: Raw -91154.923823 + Penalty 1831.020589 = -89323.903234 nChanged 15 SP:Iteration 11Q (36.217808 sec): 3 clusters Score: Raw -91174.853398 + Penalty 1832.525752 = -89342.327647 nChanged 17 SP:Iteration 12Q (36.219699 sec): 3 clusters Score: Raw -91197.451579 + Penalty 1834.705632 = -89362.745947 nChanged 13 SP:Iteration 13Q (36.221569 sec): 3 clusters Score: Raw -91209.700458 + Penalty 1835.533720 = -89374.166739 nChanged 11 SP:Iteration 14Q (36.223442 sec): 3 clusters Score: Raw -91220.985416 + Penalty 1837.019328 = -89383.966088 nChanged 10 SP:Iteration 15Q (36.225365 sec): 3 clusters Score: Raw -91227.433641 + Penalty 1840.818729 = -89386.614912 nChanged 5 SP:Iteration 16Q (36.227292 sec): 3 clusters Score: Raw -91230.909677 + Penalty 1842.989596 = -89387.920082 nChanged 5 SP:Iteration 17Q (36.229153 sec): 3 clusters Score: Raw -91234.799225 + Penalty 1845.386758 = -89389.412467 nChanged 4 SP:Iteration 18Q (36.230962 sec): 3 clusters Score: Raw -91239.044733 + Penalty 1846.768017 = -89392.276716 nChanged 3 SP:Iteration 19Q (36.232802 sec): 3 clusters Score: Raw -91241.479672 + Penalty 1846.768017 = -89394.711655 nChanged 0 SP:Iteration 20F (36.234726 sec): 3 clusters Score: Raw -91241.479672 + Penalty 1846.768017 = -89394.711655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.236655 sec): 2 clusters Score: Raw -40533.098302 + Penalty 516.214611 = -40016.883690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.237661 sec): 3 clusters Score: Raw -40317.568518 + Penalty 1031.787552 = -39285.780966 nChanged 140 SP:Iteration 1F (36.238648 sec): 3 clusters Score: Raw -40431.343596 + Penalty 1031.928825 = -39399.414771 nChanged 34 SP:Iteration 2F (36.239717 sec): 3 clusters Score: Raw -40457.726275 + Penalty 1031.908183 = -39425.818092 nChanged 15 SP:Iteration 3Q (36.240744 sec): 3 clusters Score: Raw -40467.229391 + Penalty 1032.316801 = -39434.912590 nChanged 13 SP:Iteration 4Q (36.241769 sec): 3 clusters Score: Raw -40475.820849 + Penalty 1032.872933 = -39442.947915 nChanged 11 SP:Iteration 5Q (36.242791 sec): 3 clusters Score: Raw -40482.311510 + Penalty 1033.749459 = -39448.562051 nChanged 12 SP:Iteration 6Q (36.243785 sec): 3 clusters Score: Raw -40491.228470 + Penalty 1034.279483 = -39456.948987 nChanged 15 SP:Iteration 7Q (36.244761 sec): 3 clusters Score: Raw -40501.479935 + Penalty 1034.373063 = -39467.106872 nChanged 9 SP:Iteration 8Q (36.245738 sec): 3 clusters Score: Raw -40506.736982 + Penalty 1035.518374 = -39471.218608 nChanged 7 SP:Iteration 9Q (36.246742 sec): 3 clusters Score: Raw -40509.775478 + Penalty 1036.061227 = -39473.714252 nChanged 3 SP:Iteration 10F (36.247729 sec): 3 clusters Score: Raw -40509.906006 + Penalty 1035.503483 = -39474.402523 nChanged 2 SP:Iteration 11Q (36.248702 sec): 3 clusters Score: Raw -40510.390048 + Penalty 1035.503483 = -39474.886565 nChanged 0 SP:Iteration 12F (36.249690 sec): 3 clusters Score: Raw -40510.390048 + Penalty 1035.503483 = -39474.886565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.250160 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.250351 sec): 2 clusters Score: Raw -74.117146 + Penalty 0.000000 = -74.117146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.251694 sec): 2 clusters Score: Raw -32112.863591 + Penalty 858.550879 = -31254.312712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.252533 sec): 3 clusters Score: Raw -32027.884928 + Penalty 1715.193658 = -30312.691270 nChanged 78 SP:Iteration 1F (36.253357 sec): 3 clusters Score: Raw -32139.633609 + Penalty 1714.455796 = -30425.177813 nChanged 18 SP:Iteration 2F (36.254179 sec): 3 clusters Score: Raw -32170.041619 + Penalty 1713.315982 = -30456.725637 nChanged 10 SP:Iteration 3Q (36.254983 sec): 3 clusters Score: Raw -32185.679107 + Penalty 1711.453657 = -30474.225450 nChanged 7 SP:Iteration 4Q (36.255761 sec): 3 clusters Score: Raw -32191.837502 + Penalty 1709.985238 = -30481.852263 nChanged 4 SP:Iteration 5Q (36.256528 sec): 3 clusters Score: Raw -32195.579169 + Penalty 1709.958967 = -30485.620202 nChanged 1 SP:Iteration 6Q (36.257295 sec): 3 clusters Score: Raw -32197.977934 + Penalty 1709.114868 = -30488.863065 nChanged 2 SP:Iteration 7Q (36.258064 sec): 3 clusters Score: Raw -32199.086939 + Penalty 1707.658076 = -30491.428863 nChanged 3 SP:Iteration 8Q (36.258832 sec): 3 clusters Score: Raw -32201.770562 + Penalty 1707.246933 = -30494.523629 nChanged 1 SP:Iteration 9Q (36.259600 sec): 3 clusters Score: Raw -32202.666437 + Penalty 1707.246933 = -30495.419504 nChanged 0 SP:Iteration 10F (36.260386 sec): 3 clusters Score: Raw -32202.666437 + Penalty 1707.246933 = -30495.419504 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 41 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.279308 sec): 2 clusters Score: Raw -322919.545874 + Penalty 275.596609 = -322643.949265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.287405 sec): 3 clusters Score: Raw -320121.697220 + Penalty 540.175501 = -319581.521719 nChanged 1953 SP:Iteration 1F (36.295132 sec): 3 clusters Score: Raw -321188.993540 + Penalty 543.694628 = -320645.298912 nChanged 616 SP:Iteration 2F (36.303112 sec): 3 clusters Score: Raw -321457.078144 + Penalty 557.935384 = -320899.142760 nChanged 304 SP:Iteration 3F (36.311184 sec): 3 clusters Score: Raw -321597.122056 + Penalty 573.647118 = -321023.474938 nChanged 264 SP:Iteration 4F (36.318859 sec): 3 clusters Score: Raw -321743.120442 + Penalty 589.005660 = -321154.114781 nChanged 272 SP:Iteration 5F (36.326592 sec): 3 clusters Score: Raw -321926.794717 + Penalty 601.486882 = -321325.307835 nChanged 289 SP:Iteration 6F (36.334171 sec): 3 clusters Score: Raw -322145.897214 + Penalty 608.199337 = -321537.697877 nChanged 265 SP:Iteration 7F (36.341707 sec): 3 clusters Score: Raw -322344.099398 + Penalty 611.478768 = -321732.620630 nChanged 217 SP:Iteration 8F (36.349465 sec): 3 clusters Score: Raw -322495.793782 + Penalty 612.355713 = -321883.438069 nChanged 189 SP:Iteration 9Q (36.356432 sec): 3 clusters Score: Raw -322616.887821 + Penalty 623.827510 = -321993.060310 nChanged 136 SP:Iteration 10F (36.363993 sec): 3 clusters Score: Raw -322692.356347 + Penalty 628.213868 = -322064.142479 nChanged 111 SP:Iteration 11Q (36.370637 sec): 3 clusters Score: Raw -322751.141113 + Penalty 630.224709 = -322120.916404 nChanged 84 SP:Iteration 12Q (36.377412 sec): 3 clusters Score: Raw -322795.037788 + Penalty 640.995652 = -322154.042136 nChanged 69 SP:Iteration 13Q (36.383879 sec): 3 clusters Score: Raw -322838.357167 + Penalty 638.473063 = -322199.884104 nChanged 56 SP:Iteration 14Q (36.390518 sec): 3 clusters Score: Raw -322873.410102 + Penalty 626.331962 = -322247.078140 nChanged 30 SP:Iteration 15Q (36.396965 sec): 3 clusters Score: Raw -322891.157580 + Penalty 610.603641 = -322280.553939 nChanged 25 SP:Iteration 16Q (36.403088 sec): 3 clusters Score: Raw -322906.225251 + Penalty 602.466653 = -322303.758597 nChanged 23 SP:Iteration 17Q (36.409878 sec): 3 clusters Score: Raw -322923.685750 + Penalty 596.208574 = -322327.477176 nChanged 16 SP:Iteration 18Q (36.416128 sec): 3 clusters Score: Raw -322935.474387 + Penalty 600.206864 = -322335.267522 nChanged 10 SP:Iteration 19Q (36.422097 sec): 3 clusters Score: Raw -322942.587737 + Penalty 609.569839 = -322333.017898 nChanged 8 SP:Iteration 20F (36.429741 sec): 3 clusters Score: Raw -322951.169102 + Penalty 622.615343 = -322328.553759 nChanged 5 SP:Iteration 21F (36.437253 sec): 3 clusters Score: Raw -322954.417648 + Penalty 624.840103 = -322329.577545 nChanged 1 SP:Iteration 22Q (36.443304 sec): 3 clusters Score: Raw -322954.519549 + Penalty 618.108146 = -322336.411403 nChanged 3 SP:Iteration 23Q (36.449388 sec): 3 clusters Score: Raw -322955.522638 + Penalty 620.314977 = -322335.207661 nChanged 2 SP:Iteration 24F (36.456994 sec): 3 clusters Score: Raw -322955.689612 + Penalty 628.502309 = -322327.187303 nChanged 2 SP:Iteration 25F (36.464674 sec): 3 clusters Score: Raw -322955.879277 + Penalty 628.502309 = -322327.376967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 43 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.470581 sec): 2 clusters Score: Raw -68962.940987 + Penalty 418.738508 = -68544.202478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.472257 sec): 3 clusters Score: Raw -68536.925023 + Penalty 835.450098 = -67701.474925 nChanged 308 SP:Iteration 1F (36.473922 sec): 3 clusters Score: Raw -68754.174477 + Penalty 833.462453 = -67920.712024 nChanged 75 SP:Iteration 2F (36.475640 sec): 3 clusters Score: Raw -68810.514740 + Penalty 831.766113 = -67978.748627 nChanged 49 SP:Iteration 3F (36.477385 sec): 3 clusters Score: Raw -68873.305777 + Penalty 831.180200 = -68042.125577 nChanged 48 SP:Iteration 4F (36.479122 sec): 3 clusters Score: Raw -68920.835148 + Penalty 830.505769 = -68090.329378 nChanged 33 SP:Iteration 5Q (36.480744 sec): 3 clusters Score: Raw -68945.840826 + Penalty 829.746083 = -68116.094743 nChanged 20 SP:Iteration 6Q (36.482320 sec): 3 clusters Score: Raw -68959.130643 + Penalty 828.588004 = -68130.542639 nChanged 12 SP:Iteration 7Q (36.483938 sec): 3 clusters Score: Raw -68966.833804 + Penalty 827.687584 = -68139.146221 nChanged 6 SP:Iteration 8Q (36.485521 sec): 3 clusters Score: Raw -68971.005972 + Penalty 826.885156 = -68144.120816 nChanged 7 SP:Iteration 9Q (36.487094 sec): 3 clusters Score: Raw -68975.199005 + Penalty 825.952313 = -68149.246691 nChanged 5 SP:Iteration 10F (36.488806 sec): 3 clusters Score: Raw -68976.652071 + Penalty 825.595646 = -68151.056425 nChanged 4 SP:Iteration 11Q (36.490461 sec): 3 clusters Score: Raw -68977.606722 + Penalty 825.297379 = -68152.309343 nChanged 1 SP:Iteration 12Q (36.492108 sec): 3 clusters Score: Raw -68977.726553 + Penalty 825.141806 = -68152.584747 nChanged 1 SP:Iteration 13Q (36.493726 sec): 3 clusters Score: Raw -68977.775783 + Penalty 824.397383 = -68153.378400 nChanged 2 SP:Iteration 14Q (36.495291 sec): 3 clusters Score: Raw -68978.459942 + Penalty 824.174917 = -68154.285025 nChanged 3 SP:Iteration 15Q (36.496892 sec): 3 clusters Score: Raw -68979.146775 + Penalty 823.975706 = -68155.171070 nChanged 2 SP:Iteration 16Q (36.498453 sec): 3 clusters Score: Raw -68979.358642 + Penalty 823.327181 = -68156.031461 nChanged 2 SP:Iteration 17Q (36.499990 sec): 3 clusters Score: Raw -68979.840450 + Penalty 823.327181 = -68156.513269 nChanged 0 SP:Iteration 18F (36.501624 sec): 3 clusters Score: Raw -68979.840450 + Penalty 823.327181 = -68156.513269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.502986 sec): 2 clusters Score: Raw -21790.174992 + Penalty 384.503733 = -21405.671259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.503655 sec): 3 clusters Score: Raw -21676.673376 + Penalty 757.430485 = -20919.242891 nChanged 71 SP:Iteration 1F (36.504314 sec): 3 clusters Score: Raw -21731.650177 + Penalty 756.947063 = -20974.703114 nChanged 26 SP:Iteration 2F (36.504974 sec): 3 clusters Score: Raw -21759.823953 + Penalty 758.112121 = -21001.711832 nChanged 19 SP:Iteration 3F (36.505608 sec): 3 clusters Score: Raw -21782.949678 + Penalty 764.690594 = -21018.259084 nChanged 13 SP:Iteration 4F (36.506244 sec): 3 clusters Score: Raw -21795.839061 + Penalty 780.183065 = -21015.655996 nChanged 9 SP:Iteration 5F (36.506929 sec): 3 clusters Score: Raw -21813.573159 + Penalty 782.110650 = -21031.462509 nChanged 8 SP:Iteration 6Q (36.507557 sec): 3 clusters Score: Raw -21824.697233 + Penalty 785.427247 = -21039.269987 nChanged 2 SP:Iteration 7Q (36.508173 sec): 3 clusters Score: Raw -21828.069343 + Penalty 788.153397 = -21039.915945 nChanged 2 SP:Iteration 8Q (36.508762 sec): 3 clusters Score: Raw -21832.483266 + Penalty 788.153397 = -21044.329869 nChanged 0 SP:Iteration 9F (36.509427 sec): 3 clusters Score: Raw -21832.483266 + Penalty 788.153397 = -21044.329869 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 52 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.512017 sec): 2 clusters Score: Raw -63898.602496 + Penalty 588.202259 = -63310.400237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.513586 sec): 3 clusters Score: Raw -63458.012471 + Penalty 1170.355679 = -62287.656793 nChanged 288 SP:Iteration 1F (36.515052 sec): 3 clusters Score: Raw -63624.392205 + Penalty 1166.971269 = -62457.420935 nChanged 89 SP:Iteration 2F (36.516516 sec): 3 clusters Score: Raw -63705.021278 + Penalty 1173.045346 = -62531.975932 nChanged 74 SP:Iteration 3F (36.517986 sec): 3 clusters Score: Raw -63781.582556 + Penalty 1186.018372 = -62595.564184 nChanged 58 SP:Iteration 4F (36.519453 sec): 3 clusters Score: Raw -63820.189464 + Penalty 1197.738337 = -62622.451127 nChanged 36 SP:Iteration 5Q (36.520948 sec): 3 clusters Score: Raw -63841.135587 + Penalty 1206.562237 = -62634.573350 nChanged 17 SP:Iteration 6Q (36.522419 sec): 3 clusters Score: Raw -63853.659054 + Penalty 1214.564844 = -62639.094210 nChanged 15 SP:Iteration 7Q (36.523879 sec): 3 clusters Score: Raw -63864.134159 + Penalty 1225.708141 = -62638.426018 nChanged 19 SP:Iteration 8F (36.525407 sec): 3 clusters Score: Raw -63875.786471 + Penalty 1239.578575 = -62636.207896 nChanged 20 SP:Iteration 9F (36.527003 sec): 3 clusters Score: Raw -63888.345836 + Penalty 1253.024511 = -62635.321326 nChanged 19 SP:Iteration 10F (36.528570 sec): 3 clusters Score: Raw -63899.727400 + Penalty 1263.891061 = -62635.836339 nChanged 16 SP:Iteration 11Q (36.530023 sec): 3 clusters Score: Raw -63910.289735 + Penalty 1275.034694 = -62635.255041 nChanged 15 SP:Iteration 12F (36.531488 sec): 3 clusters Score: Raw -63918.560187 + Penalty 1285.487842 = -62633.072345 nChanged 12 SP:Iteration 13F (36.532983 sec): 3 clusters Score: Raw -63925.804100 + Penalty 1292.529778 = -62633.274322 nChanged 10 SP:Iteration 14Q (36.534406 sec): 3 clusters Score: Raw -63932.101224 + Penalty 1297.481958 = -62634.619266 nChanged 8 SP:Iteration 15Q (36.535834 sec): 3 clusters Score: Raw -63936.844730 + Penalty 1304.503346 = -62632.341384 nChanged 7 SP:Iteration 16F (36.537332 sec): 3 clusters Score: Raw -63940.705847 + Penalty 1308.592902 = -62632.112944 nChanged 5 SP:Iteration 17F (36.538850 sec): 3 clusters Score: Raw -63943.726927 + Penalty 1308.592902 = -62635.134025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.540337 sec): 2 clusters Score: Raw -27676.207044 + Penalty 510.169625 = -27166.037419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.541171 sec): 3 clusters Score: Raw -27553.415545 + Penalty 1013.045244 = -26540.370301 nChanged 89 SP:Iteration 1F (36.541990 sec): 3 clusters Score: Raw -27658.515323 + Penalty 1007.773174 = -26650.742149 nChanged 42 SP:Iteration 2F (36.542807 sec): 3 clusters Score: Raw -27711.238696 + Penalty 1008.549566 = -26702.689130 nChanged 20 SP:Iteration 3F (36.543605 sec): 3 clusters Score: Raw -27734.874670 + Penalty 1016.665146 = -26718.209523 nChanged 16 SP:Iteration 4Q (36.544377 sec): 3 clusters Score: Raw -27748.545861 + Penalty 1022.976099 = -26725.569761 nChanged 6 SP:Iteration 5Q (36.545150 sec): 3 clusters Score: Raw -27752.671752 + Penalty 1029.805844 = -26722.865908 nChanged 4 SP:Iteration 6F (36.545935 sec): 3 clusters Score: Raw -27756.820319 + Penalty 1031.662491 = -26725.157828 nChanged 1 SP:Iteration 7Q (36.546703 sec): 3 clusters Score: Raw -27757.000699 + Penalty 1031.662491 = -26725.338208 nChanged 0 SP:Iteration 8F (36.547486 sec): 3 clusters Score: Raw -27757.000699 + Penalty 1031.662491 = -26725.338208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.548433 sec): 2 clusters Score: Raw -14468.836820 + Penalty 551.064099 = -13917.772721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.548971 sec): 3 clusters Score: Raw -14442.767933 + Penalty 1098.006559 = -13344.761375 nChanged 34 SP:Iteration 1F (36.549504 sec): 3 clusters Score: Raw -14493.666706 + Penalty 1099.807446 = -13393.859259 nChanged 9 SP:Iteration 2Q (36.550026 sec): 3 clusters Score: Raw -14509.292448 + Penalty 1100.574626 = -13408.717822 nChanged 2 SP:Iteration 3Q (36.550544 sec): 3 clusters Score: Raw -14512.093527 + Penalty 1100.780443 = -13411.313085 nChanged 1 SP:Iteration 4Q (36.551061 sec): 3 clusters Score: Raw -14512.941952 + Penalty 1100.791997 = -13412.149955 nChanged 2 SP:Iteration 5Q (36.551578 sec): 3 clusters Score: Raw -14516.702733 + Penalty 1100.962506 = -13415.740227 nChanged 2 SP:Iteration 6Q (36.552093 sec): 3 clusters Score: Raw -14520.139310 + Penalty 1101.348569 = -13418.790741 nChanged 1 SP:Iteration 7Q (36.552607 sec): 3 clusters Score: Raw -14521.405041 + Penalty 1101.348569 = -13420.056472 nChanged 0 SP:Iteration 8F (36.553135 sec): 3 clusters Score: Raw -14521.405041 + Penalty 1101.348569 = -13420.056472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.554812 sec): 2 clusters Score: Raw -39843.651329 + Penalty 945.705763 = -38897.945566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.555765 sec): 3 clusters Score: Raw -39744.945999 + Penalty 1891.320628 = -37853.625371 nChanged 86 SP:Iteration 1F (36.556722 sec): 3 clusters Score: Raw -39860.894611 + Penalty 1891.421690 = -37969.472921 nChanged 15 SP:Iteration 2Q (36.557654 sec): 3 clusters Score: Raw -39883.790194 + Penalty 1891.423881 = -37992.366312 nChanged 10 SP:Iteration 3Q (36.558598 sec): 3 clusters Score: Raw -39898.536896 + Penalty 1891.411526 = -38007.125370 nChanged 11 SP:Iteration 4Q (36.559529 sec): 3 clusters Score: Raw -39907.165958 + Penalty 1891.411526 = -38015.754433 nChanged 4 SP:Iteration 5Q (36.560446 sec): 3 clusters Score: Raw -39917.196260 + Penalty 1891.442499 = -38025.753761 nChanged 6 SP:Iteration 6Q (36.561395 sec): 3 clusters Score: Raw -39923.689428 + Penalty 1891.473634 = -38032.215795 nChanged 4 SP:Iteration 7Q (36.562328 sec): 3 clusters Score: Raw -39932.009664 + Penalty 1891.458482 = -38040.551182 nChanged 3 SP:Iteration 8Q (36.563242 sec): 3 clusters Score: Raw -39938.713581 + Penalty 1891.438998 = -38047.274583 nChanged 3 SP:Iteration 9Q (36.564154 sec): 3 clusters Score: Raw -39943.008788 + Penalty 1891.455840 = -38051.552947 nChanged 1 SP:Iteration 10F (36.565088 sec): 3 clusters Score: Raw -39943.962454 + Penalty 1891.468411 = -38052.494044 nChanged 2 SP:Iteration 11Q (36.566075 sec): 3 clusters Score: Raw -39944.841969 + Penalty 1891.469602 = -38053.372366 nChanged 1 SP:Iteration 12Q (36.567045 sec): 3 clusters Score: Raw -39945.163480 + Penalty 1891.463029 = -38053.700450 nChanged 2 SP:Iteration 13Q (36.567998 sec): 3 clusters Score: Raw -39946.161339 + Penalty 1891.516399 = -38054.644940 nChanged 1 SP:Iteration 14Q (36.568949 sec): 3 clusters Score: Raw -39947.204230 + Penalty 1891.587017 = -38055.617213 nChanged 3 SP:Iteration 15Q (36.569865 sec): 3 clusters Score: Raw -39949.051401 + Penalty 1891.612043 = -38057.439359 nChanged 2 SP:Iteration 16Q (36.570780 sec): 3 clusters Score: Raw -39949.810613 + Penalty 1891.606304 = -38058.204309 nChanged 2 SP:Iteration 17Q (36.571691 sec): 3 clusters Score: Raw -39950.984311 + Penalty 1891.597497 = -38059.386814 nChanged 1 SP:Iteration 18Q (36.572671 sec): 3 clusters Score: Raw -39951.387796 + Penalty 1891.669278 = -38059.718518 nChanged 1 SP:Iteration 19Q (36.573613 sec): 3 clusters Score: Raw -39951.652728 + Penalty 1891.687398 = -38059.965329 nChanged 3 SP:Iteration 20F (36.574607 sec): 3 clusters Score: Raw -39952.382002 + Penalty 1891.663034 = -38060.718968 nChanged 1 SP:Iteration 21Q (36.575559 sec): 3 clusters Score: Raw -39952.705528 + Penalty 1891.677006 = -38061.028522 nChanged 2 SP:Iteration 22Q (36.576512 sec): 3 clusters Score: Raw -39954.021276 + Penalty 1891.610100 = -38062.411176 nChanged 2 SP:Iteration 23Q (36.577454 sec): 3 clusters Score: Raw -39955.195966 + Penalty 1891.569441 = -38063.626525 nChanged 3 SP:Iteration 24Q (36.578367 sec): 3 clusters Score: Raw -39956.078768 + Penalty 1891.595927 = -38064.482840 nChanged 1 SP:Iteration 25Q (36.579281 sec): 3 clusters Score: Raw -39956.318287 + Penalty 1891.639737 = -38064.678550 nChanged 1 SP:Iteration 26Q (36.580192 sec): 3 clusters Score: Raw -39960.752792 + Penalty 1891.595927 = -38069.156865 nChanged 1 SP:Iteration 27Q (36.581102 sec): 3 clusters Score: Raw -39962.676079 + Penalty 1891.595927 = -38071.080152 nChanged 0 SP:Iteration 28F (36.582035 sec): 3 clusters Score: Raw -39962.676079 + Penalty 1891.595927 = -38071.080152 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 93 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.585410 sec): 2 clusters Score: Raw -81314.044684 + Penalty 697.955817 = -80616.088868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.587277 sec): 3 clusters Score: Raw -80877.595333 + Penalty 1397.346965 = -79480.248367 nChanged 332 SP:Iteration 1F (36.589079 sec): 3 clusters Score: Raw -81107.899886 + Penalty 1393.436678 = -79714.463208 nChanged 96 SP:Iteration 2F (36.590928 sec): 3 clusters Score: Raw -81200.510428 + Penalty 1388.750995 = -79811.759433 nChanged 79 SP:Iteration 3F (36.592739 sec): 3 clusters Score: Raw -81268.525198 + Penalty 1385.987837 = -79882.537361 nChanged 59 SP:Iteration 4F (36.594614 sec): 3 clusters Score: Raw -81320.708522 + Penalty 1383.506271 = -79937.202251 nChanged 53 SP:Iteration 5F (36.596513 sec): 3 clusters Score: Raw -81353.918909 + Penalty 1382.353739 = -79971.565170 nChanged 30 SP:Iteration 6Q (36.598377 sec): 3 clusters Score: Raw -81371.613594 + Penalty 1383.238635 = -79988.374959 nChanged 23 SP:Iteration 7Q (36.600187 sec): 3 clusters Score: Raw -81383.371324 + Penalty 1383.229082 = -80000.142242 nChanged 14 SP:Iteration 8Q (36.601992 sec): 3 clusters Score: Raw -81388.978480 + Penalty 1381.659462 = -80007.319018 nChanged 8 SP:Iteration 9Q (36.603758 sec): 3 clusters Score: Raw -81392.560519 + Penalty 1380.411294 = -80012.149225 nChanged 8 SP:Iteration 10F (36.605547 sec): 3 clusters Score: Raw -81395.723786 + Penalty 1379.614011 = -80016.109775 nChanged 5 SP:Iteration 11Q (36.607392 sec): 3 clusters Score: Raw -81398.002044 + Penalty 1380.232753 = -80017.769291 nChanged 4 SP:Iteration 12Q (36.609166 sec): 3 clusters Score: Raw -81400.225712 + Penalty 1381.783827 = -80018.441885 nChanged 4 SP:Iteration 13Q (36.610933 sec): 3 clusters Score: Raw -81400.780938 + Penalty 1382.262804 = -80018.518134 nChanged 2 SP:Iteration 14Q (36.612666 sec): 3 clusters Score: Raw -81401.286795 + Penalty 1383.768826 = -80017.517969 nChanged 3 SP:Iteration 15F (36.614425 sec): 3 clusters Score: Raw -81402.269324 + Penalty 1385.211847 = -80017.057477 nChanged 2 SP:Iteration 16F (36.616183 sec): 3 clusters Score: Raw -81403.139521 + Penalty 1386.725289 = -80016.414232 nChanged 3 SP:Iteration 17F (36.617944 sec): 3 clusters Score: Raw -81404.480987 + Penalty 1386.297989 = -80018.182999 nChanged 2 SP:Iteration 18Q (36.619681 sec): 3 clusters Score: Raw -81406.843301 + Penalty 1386.339985 = -80020.503316 nChanged 1 SP:Iteration 19Q (36.621414 sec): 3 clusters Score: Raw -81407.619589 + Penalty 1386.339985 = -80021.279604 nChanged 0 SP:Iteration 20F (36.623173 sec): 3 clusters Score: Raw -81407.619589 + Penalty 1386.339985 = -80021.279604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.624285 sec): 2 clusters Score: Raw -5368.901779 + Penalty 128.074822 = -5240.826956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.624650 sec): 3 clusters Score: Raw -5438.872320 + Penalty 283.619309 = -5155.253010 nChanged 25 SP:Iteration 1F (36.625010 sec): 3 clusters Score: Raw -5489.448732 + Penalty 323.778710 = -5165.670022 nChanged 5 SP:Iteration 2F (36.625394 sec): 3 clusters Score: Raw -5500.882405 + Penalty 364.881368 = -5136.001037 nChanged 3 SP:Iteration 3F (36.625777 sec): 3 clusters Score: Raw -5505.186826 + Penalty 364.881368 = -5140.305457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.627919 sec): 2 clusters Score: Raw -6221.799204 + Penalty 148.865992 = -6072.933212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.628286 sec): 3 clusters Score: Raw -6197.659260 + Penalty 286.653242 = -5911.006018 nChanged 22 SP:Iteration 1F (36.628648 sec): 3 clusters Score: Raw -6226.102354 + Penalty 286.400363 = -5939.701990 nChanged 4 SP:Iteration 2Q (36.629009 sec): 3 clusters Score: Raw -6230.251326 + Penalty 286.215415 = -5944.035911 nChanged 1 SP:Iteration 3Q (36.629365 sec): 3 clusters Score: Raw -6235.112670 + Penalty 286.142928 = -5948.969741 nChanged 1 SP:Iteration 4Q (36.629717 sec): 3 clusters Score: Raw -6237.887327 + Penalty 288.013928 = -5949.873398 nChanged 1 SP:Iteration 5Q (36.630065 sec): 3 clusters Score: Raw -6238.722023 + Penalty 288.054814 = -5950.667208 nChanged 1 SP:Iteration 6Q (36.630413 sec): 3 clusters Score: Raw -6239.914096 + Penalty 288.054814 = -5951.859282 nChanged 0 SP:Iteration 7F (36.630768 sec): 3 clusters Score: Raw -6239.914096 + Penalty 288.054814 = -5951.859282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.631242 sec): 2 clusters Score: Raw -287.967052 + Penalty 13.867431 = -274.099621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.631440 sec): 3 clusters Score: Raw -291.698808 + Penalty 27.734862 = -263.963945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.631913 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.632096 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.632857 sec): 2 clusters Score: Raw -8188.176150 + Penalty 327.563092 = -7860.613058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.633282 sec): 3 clusters Score: Raw -8178.262734 + Penalty 649.142976 = -7529.119758 nChanged 23 SP:Iteration 1F (36.633702 sec): 3 clusters Score: Raw -8208.764978 + Penalty 639.944656 = -7568.820322 nChanged 11 SP:Iteration 2F (36.634119 sec): 3 clusters Score: Raw -8233.825516 + Penalty 631.053127 = -7602.772389 nChanged 5 SP:Iteration 3Q (36.634524 sec): 3 clusters Score: Raw -8255.647795 + Penalty 627.140325 = -7628.507470 nChanged 2 SP:Iteration 4Q (36.634920 sec): 3 clusters Score: Raw -8263.181760 + Penalty 623.830983 = -7639.350777 nChanged 2 SP:Iteration 5Q (36.635313 sec): 3 clusters Score: Raw -8268.729580 + Penalty 619.546122 = -7649.183457 nChanged 1 SP:Iteration 6Q (36.635707 sec): 3 clusters Score: Raw -8269.725449 + Penalty 624.200921 = -7645.524527 nChanged 1 SP:Iteration 7F (36.636124 sec): 3 clusters Score: Raw -8277.515771 + Penalty 628.961974 = -7648.553797 nChanged 2 SP:Iteration 8Q (36.636516 sec): 3 clusters Score: Raw -8286.189884 + Penalty 629.457820 = -7656.732064 nChanged 2 SP:Iteration 9Q (36.636906 sec): 3 clusters Score: Raw -8291.563935 + Penalty 629.457820 = -7662.106115 nChanged 0 SP:Iteration 10F (36.637323 sec): 3 clusters Score: Raw -8291.563935 + Penalty 629.457820 = -7662.106115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 214 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.637784 sec): 2 clusters Score: Raw -775.336747 + Penalty 11.989476 = -763.347271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.637978 sec): 3 clusters Score: Raw -771.271392 + Penalty 23.978953 = -747.292439 nChanged 1 SP:Iteration 1F (36.638170 sec): 3 clusters Score: Raw -773.005736 + Penalty 23.978953 = -749.026783 nChanged 1 SP:Iteration 2F (36.638361 sec): 3 clusters Score: Raw -774.953102 + Penalty 23.978953 = -750.974149 nChanged 1 SP:Iteration 3F (36.638552 sec): 3 clusters Score: Raw -777.696883 + Penalty 23.978953 = -753.717930 nChanged 0 Deleting Class 50 (252 points): Lose 551.391486 but Gain 697.820460 Iteration 119Q (36.733388 sec): 36 clusters Score: Raw -1796555.667097 + Penalty 29317.260223 = -1767238.406874 nChanged 366 Deleting Class 84 (186 points): Lose 942.993130 but Gain 1057.523808 Iteration 120F (37.105148 sec): 35 clusters Score: Raw -1796127.258661 + Penalty 28482.302127 = -1767644.956534 nChanged 378 Deleting Class 35 (1 points): Lose 69.450635 but Gain 166.044705 Iteration 121Q (37.183216 sec): 34 clusters Score: Raw -1796738.658570 + Penalty 28361.797155 = -1768376.861415 nChanged 185 Deleting Class 186 (4 points): Lose 56.884652 but Gain 100.292161 Iteration 122Q (37.258064 sec): 33 clusters Score: Raw -1796803.081830 + Penalty 28291.621627 = -1768511.460203 nChanged 133 Deleting Class 214 (11 points): Lose 39.378569 but Gain 50.129853 Iteration 123Q (37.332734 sec): 32 clusters Score: Raw -1796850.958457 + Penalty 28267.247923 = -1768583.710534 nChanged 98 Iteration 124Q (37.404269 sec): 32 clusters Score: Raw -1796903.791384 + Penalty 28277.937222 = -1768625.854162 nChanged 72 Iteration 125Q (37.475713 sec): 32 clusters Score: Raw -1796929.177778 + Penalty 28291.360798 = -1768637.816980 nChanged 58 Iteration 126Q (37.546995 sec): 32 clusters Score: Raw -1796954.363700 + Penalty 28302.046207 = -1768652.317493 nChanged 62 Iteration 127Q (37.617975 sec): 32 clusters Score: Raw -1796980.385341 + Penalty 28305.421203 = -1768674.964138 nChanged 60 Iteration 128Q (37.689555 sec): 32 clusters Score: Raw -1796999.656227 + Penalty 28312.824272 = -1768686.831955 nChanged 52 Iteration 129Q (37.761328 sec): 32 clusters Score: Raw -1797022.592417 + Penalty 28329.157155 = -1768693.435262 nChanged 49 Iteration 130F (38.108413 sec): 32 clusters Score: Raw -1797044.169055 + Penalty 28345.820399 = -1768698.348656 nChanged 45 Iteration 131Q (38.180530 sec): 32 clusters Score: Raw -1797066.117217 + Penalty 28364.192350 = -1768701.924867 nChanged 50 Iteration 132Q (38.252864 sec): 32 clusters Score: Raw -1797090.228287 + Penalty 28382.432549 = -1768707.795738 nChanged 63 Iteration 133Q (38.325346 sec): 32 clusters Score: Raw -1797122.314316 + Penalty 28401.653495 = -1768720.660821 nChanged 53 Iteration 134Q (38.397482 sec): 32 clusters Score: Raw -1797154.521324 + Penalty 28411.226274 = -1768743.295050 nChanged 32 Iteration 135Q (38.469308 sec): 32 clusters Score: Raw -1797167.213553 + Penalty 28415.299685 = -1768751.913868 nChanged 30 Iteration 136Q (38.541499 sec): 32 clusters Score: Raw -1797182.039872 + Penalty 28421.389036 = -1768760.650836 nChanged 26 Iteration 137Q (38.612339 sec): 32 clusters Score: Raw -1797198.591414 + Penalty 28417.689332 = -1768780.902082 nChanged 22 Iteration 138Q (38.682914 sec): 32 clusters Score: Raw -1797206.755786 + Penalty 28418.156222 = -1768788.599563 nChanged 23 Iteration 139Q (38.754112 sec): 32 clusters Score: Raw -1797213.828161 + Penalty 28419.872408 = -1768793.955753 nChanged 9 Iteration 140F (39.095430 sec): 32 clusters Score: Raw -1797216.706097 + Penalty 28423.437764 = -1768793.268333 nChanged 12 Iteration 141F (39.436260 sec): 32 clusters Score: Raw -1797221.893317 + Penalty 28426.830326 = -1768795.062991 nChanged 7 Iteration 142Q (39.507646 sec): 32 clusters Score: Raw -1797226.177175 + Penalty 28426.672512 = -1768799.504664 nChanged 7 Iteration 143Q (39.578424 sec): 32 clusters Score: Raw -1797229.173317 + Penalty 28426.483981 = -1768802.689336 nChanged 5 Iteration 144Q (39.648628 sec): 32 clusters Score: Raw -1797229.723343 + Penalty 28426.409289 = -1768803.314055 nChanged 3 Iteration 145Q (39.719643 sec): 32 clusters Score: Raw -1797230.179479 + Penalty 28426.605834 = -1768803.573646 nChanged 3 Iteration 146Q (39.790202 sec): 32 clusters Score: Raw -1797230.373461 + Penalty 28427.168596 = -1768803.204864 nChanged 3 Iteration 147F (40.132207 sec): 32 clusters Score: Raw -1797230.671273 + Penalty 28427.386366 = -1768803.284907 nChanged 1 Iteration 148Q (40.203159 sec): 32 clusters Score: Raw -1797230.773099 + Penalty 28427.410957 = -1768803.362142 nChanged 2 Iteration 149Q (40.274495 sec): 32 clusters Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667 nChanged 0 Iteration 150F (40.615379 sec): 32 clusters Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -1797230.800623 + Penalty 28427.410957 = -1768803.389667Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.660920 sec): 2 clusters Score: Raw -51046.675361 + Penalty 1012.798579 = -50033.876782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.662149 sec): 3 clusters Score: Raw -50897.818072 + Penalty 2025.364992 = -48872.453080 nChanged 158 SP:Iteration 1F (40.663326 sec): 3 clusters Score: Raw -51092.770900 + Penalty 2025.621521 = -49067.149378 nChanged 42 SP:Iteration 2F (40.664501 sec): 3 clusters Score: Raw -51160.859895 + Penalty 2025.934743 = -49134.925152 nChanged 29 SP:Iteration 3F (40.665676 sec): 3 clusters Score: Raw -51195.358776 + Penalty 2026.106165 = -49169.252611 nChanged 15 SP:Iteration 4Q (40.666812 sec): 3 clusters Score: Raw -51210.304050 + Penalty 2026.322507 = -49183.981543 nChanged 4 SP:Iteration 5Q (40.667943 sec): 3 clusters Score: Raw -51214.548133 + Penalty 2026.395314 = -49188.152819 nChanged 4 SP:Iteration 6Q (40.669103 sec): 3 clusters Score: Raw -51217.395651 + Penalty 2026.479175 = -49190.916476 nChanged 3 SP:Iteration 7Q (40.670233 sec): 3 clusters Score: Raw -51221.443313 + Penalty 2026.570081 = -49194.873232 nChanged 4 SP:Iteration 8Q (40.671363 sec): 3 clusters Score: Raw -51229.022817 + Penalty 2026.563190 = -49202.459627 nChanged 1 SP:Iteration 9Q (40.672507 sec): 3 clusters Score: Raw -51229.836147 + Penalty 2026.555473 = -49203.280674 nChanged 1 SP:Iteration 10F (40.673685 sec): 3 clusters Score: Raw -51233.992466 + Penalty 2026.716651 = -49207.275816 nChanged 4 SP:Iteration 11Q (40.674809 sec): 3 clusters Score: Raw -51237.016871 + Penalty 2026.858943 = -49210.157928 nChanged 1 SP:Iteration 12Q (40.675933 sec): 3 clusters Score: Raw -51237.937846 + Penalty 2026.908034 = -49211.029812 nChanged 1 SP:Iteration 13Q (40.677054 sec): 3 clusters Score: Raw -51238.397777 + Penalty 2026.908034 = -49211.489743 nChanged 0 SP:Iteration 14F (40.678226 sec): 3 clusters Score: Raw -51238.397777 + Penalty 2026.908034 = -49211.489743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 2 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.678746 sec): 2 clusters Score: Raw -2168.854241 + Penalty 19.389724 = -2149.464517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.678967 sec): 3 clusters Score: Raw -2174.108707 + Penalty 38.782953 = -2135.325754 nChanged 11 SP:Iteration 1F (40.679183 sec): 3 clusters Score: Raw -2183.177006 + Penalty 38.782953 = -2144.394053 nChanged 1 SP:Iteration 2Q (40.679389 sec): 3 clusters Score: Raw -2183.533042 + Penalty 38.811234 = -2144.721808 nChanged 1 SP:Iteration 3Q (40.679596 sec): 3 clusters Score: Raw -2183.814310 + Penalty 38.869071 = -2144.945239 nChanged 1 SP:Iteration 4Q (40.679801 sec): 3 clusters Score: Raw -2184.018784 + Penalty 38.869071 = -2145.149713 nChanged 0 SP:Iteration 5F (40.680008 sec): 3 clusters Score: Raw -2184.018784 + Penalty 38.869071 = -2145.149713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.685865 sec): 2 clusters Score: Raw -98329.876700 + Penalty 691.560075 = -97638.316625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.688157 sec): 3 clusters Score: Raw -97748.502577 + Penalty 1386.823621 = -96361.678956 nChanged 378 SP:Iteration 1F (40.690412 sec): 3 clusters Score: Raw -98037.959997 + Penalty 1401.851941 = -96636.108056 nChanged 140 SP:Iteration 2F (40.692659 sec): 3 clusters Score: Raw -98176.617967 + Penalty 1421.202974 = -96755.414993 nChanged 79 SP:Iteration 3F (40.694792 sec): 3 clusters Score: Raw -98251.268657 + Penalty 1447.987648 = -96803.281009 nChanged 63 SP:Iteration 4F (40.696909 sec): 3 clusters Score: Raw -98316.010030 + Penalty 1468.935144 = -96847.074886 nChanged 37 SP:Iteration 5Q (40.698992 sec): 3 clusters Score: Raw -98352.579965 + Penalty 1488.059729 = -96864.520235 nChanged 30 SP:Iteration 6Q (40.701109 sec): 3 clusters Score: Raw -98382.077622 + Penalty 1509.644202 = -96872.433420 nChanged 27 SP:Iteration 7Q (40.703168 sec): 3 clusters Score: Raw -98411.839079 + Penalty 1529.147401 = -96882.691678 nChanged 24 SP:Iteration 8Q (40.705137 sec): 3 clusters Score: Raw -98445.684570 + Penalty 1543.389118 = -96902.295452 nChanged 18 SP:Iteration 9Q (40.707056 sec): 3 clusters Score: Raw -98469.905791 + Penalty 1548.290224 = -96921.615567 nChanged 16 SP:Iteration 10F (40.709130 sec): 3 clusters Score: Raw -98489.580393 + Penalty 1549.958989 = -96939.621404 nChanged 14 SP:Iteration 11Q (40.711003 sec): 3 clusters Score: Raw -98505.893732 + Penalty 1548.536942 = -96957.356790 nChanged 11 SP:Iteration 12Q (40.712870 sec): 3 clusters Score: Raw -98515.795801 + Penalty 1546.285467 = -96969.510335 nChanged 10 SP:Iteration 13Q (40.714730 sec): 3 clusters Score: Raw -98527.692027 + Penalty 1542.192965 = -96985.499062 nChanged 15 SP:Iteration 14Q (40.716802 sec): 3 clusters Score: Raw -98550.525596 + Penalty 1533.474058 = -97017.051537 nChanged 21 SP:Iteration 15Q (40.718800 sec): 3 clusters Score: Raw -98617.068453 + Penalty 1519.840850 = -97097.227603 nChanged 36 SP:Iteration 16Q (40.720656 sec): 3 clusters Score: Raw -98711.835784 + Penalty 1510.842942 = -97200.992842 nChanged 29 SP:Iteration 17Q (40.722491 sec): 3 clusters Score: Raw -98744.488676 + Penalty 1509.720084 = -97234.768591 nChanged 13 SP:Iteration 18Q (40.724340 sec): 3 clusters Score: Raw -98760.522718 + Penalty 1507.793514 = -97252.729204 nChanged 13 SP:Iteration 19Q (40.726166 sec): 3 clusters Score: Raw -98774.953172 + Penalty 1504.055173 = -97270.898000 nChanged 10 SP:Iteration 20F (40.728241 sec): 3 clusters Score: Raw -98779.886142 + Penalty 1502.175141 = -97277.711001 nChanged 5 SP:Iteration 21Q (40.730132 sec): 3 clusters Score: Raw -98783.036626 + Penalty 1501.519893 = -97281.516733 nChanged 3 SP:Iteration 22Q (40.732014 sec): 3 clusters Score: Raw -98788.550428 + Penalty 1499.639489 = -97288.910939 nChanged 5 SP:Iteration 23Q (40.733856 sec): 3 clusters Score: Raw -98791.401398 + Penalty 1499.072921 = -97292.328476 nChanged 2 SP:Iteration 24Q (40.735674 sec): 3 clusters Score: Raw -98792.760420 + Penalty 1498.396302 = -97294.364118 nChanged 1 SP:Iteration 25Q (40.737489 sec): 3 clusters Score: Raw -98793.468565 + Penalty 1496.926685 = -97296.541880 nChanged 3 SP:Iteration 26Q (40.739363 sec): 3 clusters Score: Raw -98796.383923 + Penalty 1495.285845 = -97301.098078 nChanged 4 SP:Iteration 27Q (40.741222 sec): 3 clusters Score: Raw -98799.497696 + Penalty 1494.441672 = -97305.056024 nChanged 2 SP:Iteration 28Q (40.743039 sec): 3 clusters Score: Raw -98800.555306 + Penalty 1494.275505 = -97306.279800 nChanged 2 SP:Iteration 29Q (40.744853 sec): 3 clusters Score: Raw -98801.538006 + Penalty 1494.275505 = -97307.262500 nChanged 0 SP:Iteration 30F (40.746925 sec): 3 clusters Score: Raw -98801.538006 + Penalty 1494.275505 = -97307.262500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.748359 sec): 2 clusters Score: Raw -25157.114780 + Penalty 790.291302 = -24366.823478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.749136 sec): 3 clusters Score: Raw -25124.182933 + Penalty 1589.277179 = -23534.905754 nChanged 66 SP:Iteration 1F (40.749871 sec): 3 clusters Score: Raw -25268.120137 + Penalty 1598.900637 = -23669.219501 nChanged 25 SP:Iteration 2F (40.750615 sec): 3 clusters Score: Raw -25326.218141 + Penalty 1607.556673 = -23718.661467 nChanged 14 SP:Iteration 3Q (40.751321 sec): 3 clusters Score: Raw -25355.458261 + Penalty 1616.080240 = -23739.378022 nChanged 11 SP:Iteration 4Q (40.752014 sec): 3 clusters Score: Raw -25376.193264 + Penalty 1616.080240 = -23760.113024 nChanged 0 SP:Iteration 5F (40.752752 sec): 3 clusters Score: Raw -25376.193264 + Penalty 1616.080240 = -23760.113024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.754697 sec): 2 clusters Score: Raw -43599.781817 + Penalty 1007.901022 = -42591.880795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.755886 sec): 3 clusters Score: Raw -43504.559612 + Penalty 2015.916684 = -41488.642928 nChanged 139 SP:Iteration 1F (40.757055 sec): 3 clusters Score: Raw -43748.845666 + Penalty 2015.833940 = -41733.011726 nChanged 51 SP:Iteration 2F (40.758222 sec): 3 clusters Score: Raw -43843.705552 + Penalty 2015.814442 = -41827.891110 nChanged 25 SP:Iteration 3Q (40.759332 sec): 3 clusters Score: Raw -43891.708465 + Penalty 2015.705465 = -41876.003000 nChanged 14 SP:Iteration 4Q (40.760425 sec): 3 clusters Score: Raw -43909.528298 + Penalty 2015.785861 = -41893.742436 nChanged 11 SP:Iteration 5Q (40.761514 sec): 3 clusters Score: Raw -43925.447639 + Penalty 2015.798971 = -41909.648668 nChanged 7 SP:Iteration 6Q (40.762634 sec): 3 clusters Score: Raw -43934.142262 + Penalty 2015.840699 = -41918.301563 nChanged 6 SP:Iteration 7Q (40.763721 sec): 3 clusters Score: Raw -43942.413847 + Penalty 2015.773967 = -41926.639880 nChanged 4 SP:Iteration 8Q (40.764803 sec): 3 clusters Score: Raw -43949.382723 + Penalty 2015.816466 = -41933.566256 nChanged 4 SP:Iteration 9Q (40.765884 sec): 3 clusters Score: Raw -43953.920413 + Penalty 2015.831152 = -41938.089261 nChanged 4 SP:Iteration 10F (40.767049 sec): 3 clusters Score: Raw -43966.067238 + Penalty 2015.831152 = -41950.236086 nChanged 2 SP:Iteration 11Q (40.768130 sec): 3 clusters Score: Raw -43968.459761 + Penalty 2015.896326 = -41952.563435 nChanged 1 SP:Iteration 12Q (40.769209 sec): 3 clusters Score: Raw -43969.003591 + Penalty 2015.970004 = -41953.033587 nChanged 1 SP:Iteration 13Q (40.770287 sec): 3 clusters Score: Raw -43969.641857 + Penalty 2015.970004 = -41953.671853 nChanged 0 SP:Iteration 14F (40.771456 sec): 3 clusters Score: Raw -43969.641857 + Penalty 2015.970004 = -41953.671853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.773075 sec): 2 clusters Score: Raw -41168.299424 + Penalty 980.149013 = -40188.150411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.774055 sec): 3 clusters Score: Raw -41117.008045 + Penalty 1960.507471 = -39156.500574 nChanged 82 SP:Iteration 1F (40.775002 sec): 3 clusters Score: Raw -41230.044569 + Penalty 1960.732143 = -39269.312426 nChanged 23 SP:Iteration 2F (40.775944 sec): 3 clusters Score: Raw -41267.813873 + Penalty 1960.888688 = -39306.925185 nChanged 11 SP:Iteration 3Q (40.776859 sec): 3 clusters Score: Raw -41296.071883 + Penalty 1960.929113 = -39335.142770 nChanged 12 SP:Iteration 4Q (40.777772 sec): 3 clusters Score: Raw -41325.558062 + Penalty 1961.042141 = -39364.515920 nChanged 8 SP:Iteration 5Q (40.778683 sec): 3 clusters Score: Raw -41344.111904 + Penalty 1961.096192 = -39383.015712 nChanged 8 SP:Iteration 6Q (40.779591 sec): 3 clusters Score: Raw -41361.075359 + Penalty 1961.240493 = -39399.834866 nChanged 10 SP:Iteration 7Q (40.780498 sec): 3 clusters Score: Raw -41372.138524 + Penalty 1961.381974 = -39410.756551 nChanged 8 SP:Iteration 8Q (40.781470 sec): 3 clusters Score: Raw -41379.499462 + Penalty 1961.381974 = -39418.117488 nChanged 2 SP:Iteration 9Q (40.782413 sec): 3 clusters Score: Raw -41383.842913 + Penalty 1961.391917 = -39422.450996 nChanged 4 SP:Iteration 10F (40.783394 sec): 3 clusters Score: Raw -41392.496992 + Penalty 1961.710820 = -39430.786172 nChanged 8 SP:Iteration 11Q (40.784333 sec): 3 clusters Score: Raw -41420.495691 + Penalty 1961.770431 = -39458.725260 nChanged 8 SP:Iteration 12Q (40.785265 sec): 3 clusters Score: Raw -41445.798800 + Penalty 1961.731806 = -39484.066994 nChanged 9 SP:Iteration 13Q (40.786156 sec): 3 clusters Score: Raw -41471.634476 + Penalty 1961.672550 = -39509.961926 nChanged 8 SP:Iteration 14Q (40.787041 sec): 3 clusters Score: Raw -41486.865295 + Penalty 1961.686016 = -39525.179279 nChanged 5 SP:Iteration 15Q (40.787925 sec): 3 clusters Score: Raw -41497.027520 + Penalty 1961.717413 = -39535.310107 nChanged 4 SP:Iteration 16Q (40.788804 sec): 3 clusters Score: Raw -41506.277445 + Penalty 1961.937462 = -39544.339983 nChanged 5 SP:Iteration 17Q (40.789702 sec): 3 clusters Score: Raw -41520.447767 + Penalty 1961.937462 = -39558.510305 nChanged 4 SP:Iteration 18Q (40.790616 sec): 3 clusters Score: Raw -41528.950477 + Penalty 1961.940645 = -39567.009832 nChanged 1 SP:Iteration 19Q (40.791519 sec): 3 clusters Score: Raw -41529.215443 + Penalty 1961.940645 = -39567.274798 nChanged 0 SP:Iteration 20F (40.792499 sec): 3 clusters Score: Raw -41529.215443 + Penalty 1961.940645 = -39567.274798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 7 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.801695 sec): 2 clusters Score: Raw -155195.243250 + Penalty 75.282141 = -155119.961109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.805635 sec): 3 clusters Score: Raw -153938.669779 + Penalty 152.446322 = -153786.223458 nChanged 919 SP:Iteration 1F (40.809191 sec): 3 clusters Score: Raw -154847.926836 + Penalty 154.487203 = -154693.439634 nChanged 113 SP:Iteration 2F (40.812857 sec): 3 clusters Score: Raw -154962.816064 + Penalty 154.559222 = -154808.256842 nChanged 65 SP:Iteration 3Q (40.816551 sec): 3 clusters Score: Raw -154990.604167 + Penalty 153.685721 = -154836.918446 nChanged 32 SP:Iteration 4Q (40.819831 sec): 3 clusters Score: Raw -155000.261099 + Penalty 153.633764 = -154846.627335 nChanged 18 SP:Iteration 5Q (40.823065 sec): 3 clusters Score: Raw -155003.675042 + Penalty 152.479056 = -154851.195986 nChanged 18 SP:Iteration 6Q (40.826419 sec): 3 clusters Score: Raw -155007.228816 + Penalty 152.371768 = -154854.857048 nChanged 15 SP:Iteration 7Q (40.829703 sec): 3 clusters Score: Raw -155010.262792 + Penalty 151.666262 = -154858.596531 nChanged 12 SP:Iteration 8Q (40.832979 sec): 3 clusters Score: Raw -155012.427910 + Penalty 152.101189 = -154860.326721 nChanged 14 SP:Iteration 9Q (40.836323 sec): 3 clusters Score: Raw -155015.031934 + Penalty 151.094086 = -154863.937847 nChanged 16 SP:Iteration 10F (40.839894 sec): 3 clusters Score: Raw -155019.164497 + Penalty 148.221899 = -154870.942597 nChanged 16 SP:Iteration 11Q (40.843083 sec): 3 clusters Score: Raw -155022.461969 + Penalty 147.091454 = -154875.370515 nChanged 18 SP:Iteration 12Q (40.846363 sec): 3 clusters Score: Raw -155026.293058 + Penalty 147.424866 = -154878.868192 nChanged 15 SP:Iteration 13Q (40.849768 sec): 3 clusters Score: Raw -155029.025426 + Penalty 147.834530 = -154881.190896 nChanged 13 SP:Iteration 14Q (40.853025 sec): 3 clusters Score: Raw -155030.785096 + Penalty 148.079147 = -154882.705949 nChanged 9 SP:Iteration 15Q (40.856174 sec): 3 clusters Score: Raw -155031.849822 + Penalty 148.298884 = -154883.550938 nChanged 9 SP:Iteration 16Q (40.859327 sec): 3 clusters Score: Raw -155032.828990 + Penalty 148.652383 = -154884.176607 nChanged 11 SP:Iteration 17Q (40.862461 sec): 3 clusters Score: Raw -155034.722879 + Penalty 147.185573 = -154887.537306 nChanged 17 SP:Iteration 18Q (40.865596 sec): 3 clusters Score: Raw -155038.572752 + Penalty 147.621003 = -154890.951749 nChanged 19 SP:Iteration 19Q (40.868748 sec): 3 clusters Score: Raw -155044.030604 + Penalty 148.243464 = -154895.787140 nChanged 22 SP:Iteration 20F (40.872371 sec): 3 clusters Score: Raw -155050.771227 + Penalty 149.600307 = -154901.170920 nChanged 24 SP:Iteration 21Q (40.875455 sec): 3 clusters Score: Raw -155056.399832 + Penalty 149.657358 = -154906.742474 nChanged 17 SP:Iteration 22Q (40.878562 sec): 3 clusters Score: Raw -155061.332812 + Penalty 150.050218 = -154911.282595 nChanged 23 SP:Iteration 23Q (40.881946 sec): 3 clusters Score: Raw -155069.307008 + Penalty 145.320603 = -154923.986405 nChanged 33 SP:Iteration 24Q (40.885062 sec): 3 clusters Score: Raw -155085.043880 + Penalty 145.998677 = -154939.045203 nChanged 33 SP:Iteration 25Q (40.888154 sec): 3 clusters Score: Raw -155099.960783 + Penalty 145.783740 = -154954.177042 nChanged 26 SP:Iteration 26Q (40.891173 sec): 3 clusters Score: Raw -155111.638438 + Penalty 148.851027 = -154962.787411 nChanged 26 SP:Iteration 27Q (40.894413 sec): 3 clusters Score: Raw -155128.712166 + Penalty 175.569029 = -154953.143137 nChanged 40 SP:Iteration 28F (40.897971 sec): 3 clusters Score: Raw -155173.556623 + Penalty 659.301978 = -154514.254645 nChanged 22 SP:Iteration 29F (40.901615 sec): 3 clusters Score: Raw -155197.852178 + Penalty 659.301978 = -154538.550201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 8 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.903206 sec): 2 clusters Score: Raw -2186.300576 + Penalty 104.228424 = -2082.072152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.903518 sec): 3 clusters Score: Raw -2198.201882 + Penalty 207.100614 = -1991.101268 nChanged 9 SP:Iteration 1F (40.903789 sec): 3 clusters Score: Raw -2203.954905 + Penalty 207.100614 = -1996.854291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.905987 sec): 2 clusters Score: Raw -55399.236075 + Penalty 538.422381 = -54860.813694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.907337 sec): 3 clusters Score: Raw -55097.685178 + Penalty 1075.210606 = -54022.474572 nChanged 216 SP:Iteration 1F (40.908608 sec): 3 clusters Score: Raw -55254.166249 + Penalty 1075.668387 = -54178.497862 nChanged 54 SP:Iteration 2F (40.909876 sec): 3 clusters Score: Raw -55291.858811 + Penalty 1076.394631 = -54215.464180 nChanged 32 SP:Iteration 3F (40.911155 sec): 3 clusters Score: Raw -55309.911354 + Penalty 1079.475169 = -54230.436185 nChanged 33 SP:Iteration 4F (40.912524 sec): 3 clusters Score: Raw -55336.918892 + Penalty 1089.406716 = -54247.512176 nChanged 47 SP:Iteration 5F (40.913856 sec): 3 clusters Score: Raw -55393.321096 + Penalty 1116.548644 = -54276.772452 nChanged 52 SP:Iteration 6F (40.915194 sec): 3 clusters Score: Raw -55447.770201 + Penalty 1143.875805 = -54303.894396 nChanged 31 SP:Iteration 7F (40.916461 sec): 3 clusters Score: Raw -55477.883315 + Penalty 1162.373446 = -54315.509869 nChanged 18 SP:Iteration 8Q (40.917713 sec): 3 clusters Score: Raw -55490.871522 + Penalty 1176.317972 = -54314.553550 nChanged 17 SP:Iteration 9F (40.918980 sec): 3 clusters Score: Raw -55510.282691 + Penalty 1187.490854 = -54322.791836 nChanged 14 SP:Iteration 10F (40.920252 sec): 3 clusters Score: Raw -55525.336268 + Penalty 1202.246394 = -54323.089874 nChanged 15 SP:Iteration 11Q (40.921470 sec): 3 clusters Score: Raw -55538.310109 + Penalty 1210.622240 = -54327.687869 nChanged 6 SP:Iteration 12Q (40.922669 sec): 3 clusters Score: Raw -55545.673374 + Penalty 1214.785029 = -54330.888344 nChanged 4 SP:Iteration 13Q (40.923872 sec): 3 clusters Score: Raw -55549.304708 + Penalty 1215.666859 = -54333.637848 nChanged 1 SP:Iteration 14Q (40.925062 sec): 3 clusters Score: Raw -55550.295160 + Penalty 1215.666859 = -54334.628301 nChanged 0 SP:Iteration 15F (40.926331 sec): 3 clusters Score: Raw -55550.295160 + Penalty 1215.666859 = -54334.628301 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 10 (2980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.940300 sec): 2 clusters Score: Raw -238988.279546 + Penalty 258.688099 = -238729.591448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.946000 sec): 3 clusters Score: Raw -237061.463303 + Penalty 564.602241 = -236496.861062 nChanged 1385 SP:Iteration 1F (40.951569 sec): 3 clusters Score: Raw -238459.185390 + Penalty 585.795582 = -237873.389807 nChanged 335 SP:Iteration 2F (40.956911 sec): 3 clusters Score: Raw -238800.547486 + Penalty 593.085564 = -238207.461923 nChanged 157 SP:Iteration 3F (40.962244 sec): 3 clusters Score: Raw -238893.595374 + Penalty 595.227139 = -238298.368234 nChanged 71 SP:Iteration 4Q (40.967259 sec): 3 clusters Score: Raw -238924.322069 + Penalty 598.633674 = -238325.688394 nChanged 48 SP:Iteration 5Q (40.972282 sec): 3 clusters Score: Raw -238944.131490 + Penalty 601.100606 = -238343.030884 nChanged 44 SP:Iteration 6Q (40.977094 sec): 3 clusters Score: Raw -238960.298828 + Penalty 604.519501 = -238355.779327 nChanged 27 SP:Iteration 7Q (40.982130 sec): 3 clusters Score: Raw -238968.600892 + Penalty 608.329539 = -238360.271353 nChanged 29 SP:Iteration 8Q (40.986879 sec): 3 clusters Score: Raw -238978.320812 + Penalty 608.434706 = -238369.886106 nChanged 24 SP:Iteration 9Q (40.991571 sec): 3 clusters Score: Raw -238984.764836 + Penalty 610.705528 = -238374.059308 nChanged 16 SP:Iteration 10F (40.996961 sec): 3 clusters Score: Raw -238988.725225 + Penalty 610.258881 = -238378.466344 nChanged 16 SP:Iteration 11Q (41.001750 sec): 3 clusters Score: Raw -238992.144892 + Penalty 612.354029 = -238379.790863 nChanged 12 SP:Iteration 12Q (41.006324 sec): 3 clusters Score: Raw -238995.590084 + Penalty 612.729781 = -238382.860303 nChanged 11 SP:Iteration 13Q (41.010890 sec): 3 clusters Score: Raw -238997.450783 + Penalty 613.521815 = -238383.928967 nChanged 8 SP:Iteration 14Q (41.015710 sec): 3 clusters Score: Raw -238998.373651 + Penalty 613.710260 = -238384.663391 nChanged 2 SP:Iteration 15Q (41.020368 sec): 3 clusters Score: Raw -238998.473316 + Penalty 613.475771 = -238384.997545 nChanged 1 SP:Iteration 16Q (41.024930 sec): 3 clusters Score: Raw -238998.626970 + Penalty 613.305878 = -238385.321092 nChanged 2 SP:Iteration 17Q (41.029472 sec): 3 clusters Score: Raw -238998.728093 + Penalty 613.273390 = -238385.454703 nChanged 1 SP:Iteration 18Q (41.034109 sec): 3 clusters Score: Raw -238998.790185 + Penalty 613.771007 = -238385.019178 nChanged 2 SP:Iteration 19F (41.039506 sec): 3 clusters Score: Raw -238998.996106 + Penalty 612.654107 = -238386.341999 nChanged 3 SP:Iteration 20F (41.044849 sec): 3 clusters Score: Raw -238999.233318 + Penalty 613.043895 = -238386.189423 nChanged 3 SP:Iteration 21F (41.050632 sec): 3 clusters Score: Raw -238999.275060 + Penalty 613.076755 = -238386.198305 nChanged 2 SP:Iteration 22Q (41.055350 sec): 3 clusters Score: Raw -238999.424468 + Penalty 612.758328 = -238386.666139 nChanged 1 SP:Iteration 23Q (41.060064 sec): 3 clusters Score: Raw -238999.460109 + Penalty 612.838362 = -238386.621747 nChanged 1 SP:Iteration 24F (41.065469 sec): 3 clusters Score: Raw -238999.883626 + Penalty 613.350322 = -238386.533304 nChanged 1 SP:Iteration 25F (41.070901 sec): 3 clusters Score: Raw -238999.939268 + Penalty 613.350322 = -238386.588947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.074354 sec): 2 clusters Score: Raw -39879.399111 + Penalty 806.539275 = -39072.859836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.075357 sec): 3 clusters Score: Raw -39754.890387 + Penalty 1613.315703 = -38141.574683 nChanged 113 SP:Iteration 1F (41.076343 sec): 3 clusters Score: Raw -39849.253010 + Penalty 1612.987444 = -38236.265567 nChanged 19 SP:Iteration 2Q (41.077315 sec): 3 clusters Score: Raw -39871.194567 + Penalty 1612.599497 = -38258.595070 nChanged 12 SP:Iteration 3Q (41.078285 sec): 3 clusters Score: Raw -39887.582362 + Penalty 1612.955639 = -38274.626723 nChanged 13 SP:Iteration 4Q (41.079252 sec): 3 clusters Score: Raw -39902.367832 + Penalty 1614.825419 = -38287.542413 nChanged 20 SP:Iteration 5Q (41.080281 sec): 3 clusters Score: Raw -39931.340027 + Penalty 1619.298210 = -38312.041817 nChanged 22 SP:Iteration 6Q (41.081293 sec): 3 clusters Score: Raw -39961.759552 + Penalty 1625.808434 = -38335.951118 nChanged 24 SP:Iteration 7F (41.082323 sec): 3 clusters Score: Raw -39997.307211 + Penalty 1631.149571 = -38366.157640 nChanged 27 SP:Iteration 8F (41.083343 sec): 3 clusters Score: Raw -40057.303936 + Penalty 1636.686832 = -38420.617103 nChanged 24 SP:Iteration 9F (41.084349 sec): 3 clusters Score: Raw -40099.367856 + Penalty 1642.189179 = -38457.178676 nChanged 16 SP:Iteration 10F (41.085348 sec): 3 clusters Score: Raw -40118.199451 + Penalty 1645.341731 = -38472.857720 nChanged 9 SP:Iteration 11Q (41.086275 sec): 3 clusters Score: Raw -40135.308888 + Penalty 1648.417390 = -38486.891498 nChanged 14 SP:Iteration 12Q (41.087198 sec): 3 clusters Score: Raw -40150.090930 + Penalty 1649.624102 = -38500.466828 nChanged 6 SP:Iteration 13Q (41.088122 sec): 3 clusters Score: Raw -40159.751492 + Penalty 1650.979772 = -38508.771720 nChanged 6 SP:Iteration 14Q (41.089036 sec): 3 clusters Score: Raw -40164.758671 + Penalty 1650.048929 = -38514.709742 nChanged 4 SP:Iteration 15Q (41.089949 sec): 3 clusters Score: Raw -40169.650473 + Penalty 1649.854314 = -38519.796159 nChanged 3 SP:Iteration 16Q (41.090895 sec): 3 clusters Score: Raw -40173.331046 + Penalty 1649.794326 = -38523.536720 nChanged 1 SP:Iteration 17Q (41.091821 sec): 3 clusters Score: Raw -40173.767357 + Penalty 1649.794326 = -38523.973032 nChanged 0 SP:Iteration 18F (41.092803 sec): 3 clusters Score: Raw -40173.767357 + Penalty 1649.794326 = -38523.973032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.094830 sec): 2 clusters Score: Raw -47188.582065 + Penalty 485.935000 = -46702.647065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.096050 sec): 3 clusters Score: Raw -46930.577653 + Penalty 996.593194 = -45933.984459 nChanged 195 SP:Iteration 1F (41.097265 sec): 3 clusters Score: Raw -47171.941332 + Penalty 1045.917110 = -46126.024222 nChanged 90 SP:Iteration 2F (41.098552 sec): 3 clusters Score: Raw -47285.342296 + Penalty 1056.887134 = -46228.455162 nChanged 32 SP:Iteration 3F (41.099815 sec): 3 clusters Score: Raw -47313.949960 + Penalty 1066.162940 = -46247.787020 nChanged 15 SP:Iteration 4Q (41.101059 sec): 3 clusters Score: Raw -47339.499068 + Penalty 1067.475199 = -46272.023869 nChanged 13 SP:Iteration 5Q (41.102244 sec): 3 clusters Score: Raw -47361.778237 + Penalty 1069.237384 = -46292.540852 nChanged 8 SP:Iteration 6Q (41.103449 sec): 3 clusters Score: Raw -47370.320727 + Penalty 1069.471760 = -46300.848967 nChanged 3 SP:Iteration 7Q (41.104613 sec): 3 clusters Score: Raw -47374.755098 + Penalty 1067.288279 = -46307.466819 nChanged 4 SP:Iteration 8Q (41.105771 sec): 3 clusters Score: Raw -47377.631166 + Penalty 1067.421685 = -46310.209480 nChanged 2 SP:Iteration 9Q (41.106968 sec): 3 clusters Score: Raw -47378.697338 + Penalty 1067.304771 = -46311.392567 nChanged 1 SP:Iteration 10F (41.108166 sec): 3 clusters Score: Raw -47379.461353 + Penalty 1067.434537 = -46312.026816 nChanged 2 SP:Iteration 11Q (41.109324 sec): 3 clusters Score: Raw -47381.936596 + Penalty 1068.212511 = -46313.724085 nChanged 2 SP:Iteration 12Q (41.110486 sec): 3 clusters Score: Raw -47382.617675 + Penalty 1067.277836 = -46315.339838 nChanged 1 SP:Iteration 13Q (41.111645 sec): 3 clusters Score: Raw -47383.094666 + Penalty 1065.115550 = -46317.979117 nChanged 2 SP:Iteration 14Q (41.112803 sec): 3 clusters Score: Raw -47383.976927 + Penalty 1065.115550 = -46318.861378 nChanged 0 SP:Iteration 15F (41.114087 sec): 3 clusters Score: Raw -47383.976927 + Penalty 1065.115550 = -46318.861378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.115725 sec): 2 clusters Score: Raw -33223.485965 + Penalty 602.759587 = -32620.726378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.116697 sec): 3 clusters Score: Raw -33058.943626 + Penalty 1205.935379 = -31853.008247 nChanged 124 SP:Iteration 1F (41.117633 sec): 3 clusters Score: Raw -33187.155333 + Penalty 1206.873610 = -31980.281724 nChanged 43 SP:Iteration 2F (41.118549 sec): 3 clusters Score: Raw -33237.139937 + Penalty 1206.967034 = -32030.172903 nChanged 18 SP:Iteration 3Q (41.119449 sec): 3 clusters Score: Raw -33257.235735 + Penalty 1207.979483 = -32049.256252 nChanged 15 SP:Iteration 4Q (41.120349 sec): 3 clusters Score: Raw -33276.061941 + Penalty 1208.879776 = -32067.182166 nChanged 8 SP:Iteration 5Q (41.121245 sec): 3 clusters Score: Raw -33284.192679 + Penalty 1208.957819 = -32075.234860 nChanged 7 SP:Iteration 6Q (41.122135 sec): 3 clusters Score: Raw -33288.231389 + Penalty 1208.696482 = -32079.534907 nChanged 3 SP:Iteration 7Q (41.123023 sec): 3 clusters Score: Raw -33298.491619 + Penalty 1208.159102 = -32090.332517 nChanged 8 SP:Iteration 8Q (41.123910 sec): 3 clusters Score: Raw -33308.529260 + Penalty 1207.457723 = -32101.071538 nChanged 6 SP:Iteration 9Q (41.124794 sec): 3 clusters Score: Raw -33317.673884 + Penalty 1206.694046 = -32110.979838 nChanged 3 SP:Iteration 10F (41.125740 sec): 3 clusters Score: Raw -33322.085307 + Penalty 1206.132983 = -32115.952325 nChanged 3 SP:Iteration 11Q (41.126619 sec): 3 clusters Score: Raw -33323.975888 + Penalty 1205.954625 = -32118.021263 nChanged 3 SP:Iteration 12Q (41.127495 sec): 3 clusters Score: Raw -33330.721839 + Penalty 1205.442515 = -32125.279323 nChanged 5 SP:Iteration 13Q (41.128369 sec): 3 clusters Score: Raw -33337.606123 + Penalty 1205.313215 = -32132.292908 nChanged 3 SP:Iteration 14Q (41.129244 sec): 3 clusters Score: Raw -33339.835538 + Penalty 1205.106917 = -32134.728622 nChanged 4 SP:Iteration 15Q (41.130112 sec): 3 clusters Score: Raw -33342.145056 + Penalty 1204.980970 = -32137.164086 nChanged 1 SP:Iteration 16Q (41.130988 sec): 3 clusters Score: Raw -33346.832978 + Penalty 1205.124109 = -32141.708869 nChanged 4 SP:Iteration 17Q (41.131855 sec): 3 clusters Score: Raw -33350.230031 + Penalty 1205.108048 = -32145.121983 nChanged 1 SP:Iteration 18Q (41.132740 sec): 3 clusters Score: Raw -33350.720581 + Penalty 1205.108048 = -32145.612534 nChanged 0 SP:Iteration 19F (41.133660 sec): 3 clusters Score: Raw -33350.720581 + Penalty 1205.108048 = -32145.612534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.135365 sec): 2 clusters Score: Raw -39007.383174 + Penalty 667.955240 = -38339.427934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.136450 sec): 3 clusters Score: Raw -38837.010653 + Penalty 1335.864416 = -37501.146237 nChanged 135 SP:Iteration 1F (41.137482 sec): 3 clusters Score: Raw -38960.197890 + Penalty 1335.862029 = -37624.335861 nChanged 42 SP:Iteration 2F (41.138509 sec): 3 clusters Score: Raw -39016.004793 + Penalty 1335.722820 = -37680.281973 nChanged 35 SP:Iteration 3F (41.139518 sec): 3 clusters Score: Raw -39057.860151 + Penalty 1335.852955 = -37722.007196 nChanged 14 SP:Iteration 4Q (41.140479 sec): 3 clusters Score: Raw -39079.283610 + Penalty 1335.706080 = -37743.577530 nChanged 11 SP:Iteration 5Q (41.141439 sec): 3 clusters Score: Raw -39094.092406 + Penalty 1335.836971 = -37758.255435 nChanged 7 SP:Iteration 6Q (41.142392 sec): 3 clusters Score: Raw -39099.785708 + Penalty 1335.625453 = -37764.160255 nChanged 5 SP:Iteration 7Q (41.143343 sec): 3 clusters Score: Raw -39104.229454 + Penalty 1334.991021 = -37769.238433 nChanged 5 SP:Iteration 8Q (41.144294 sec): 3 clusters Score: Raw -39111.212902 + Penalty 1335.233179 = -37775.979724 nChanged 7 SP:Iteration 9Q (41.145250 sec): 3 clusters Score: Raw -39119.021516 + Penalty 1335.439974 = -37783.581542 nChanged 1 SP:Iteration 10F (41.146239 sec): 3 clusters Score: Raw -39119.848130 + Penalty 1335.815777 = -37784.032353 nChanged 2 SP:Iteration 11Q (41.147251 sec): 3 clusters Score: Raw -39121.391178 + Penalty 1336.445882 = -37784.945296 nChanged 3 SP:Iteration 12Q (41.148260 sec): 3 clusters Score: Raw -39123.303754 + Penalty 1336.445882 = -37786.857872 nChanged 0 SP:Iteration 13F (41.149285 sec): 3 clusters Score: Raw -39123.303754 + Penalty 1336.445882 = -37786.857872 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.152566 sec): 2 clusters Score: Raw -73760.840380 + Penalty 568.568900 = -73192.271480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.154260 sec): 3 clusters Score: Raw -73345.320308 + Penalty 1137.459836 = -72207.860472 nChanged 298 SP:Iteration 1F (41.155930 sec): 3 clusters Score: Raw -73581.192958 + Penalty 1139.420433 = -72441.772525 nChanged 80 SP:Iteration 2F (41.157596 sec): 3 clusters Score: Raw -73631.420146 + Penalty 1141.543373 = -72489.876774 nChanged 53 SP:Iteration 3F (41.159260 sec): 3 clusters Score: Raw -73670.670540 + Penalty 1144.104416 = -72526.566124 nChanged 42 SP:Iteration 4Q (41.160976 sec): 3 clusters Score: Raw -73695.184002 + Penalty 1146.721882 = -72548.462121 nChanged 28 SP:Iteration 5Q (41.162631 sec): 3 clusters Score: Raw -73706.459846 + Penalty 1149.805442 = -72556.654404 nChanged 21 SP:Iteration 6Q (41.164252 sec): 3 clusters Score: Raw -73719.175628 + Penalty 1150.591021 = -72568.584607 nChanged 15 SP:Iteration 7Q (41.165871 sec): 3 clusters Score: Raw -73725.913824 + Penalty 1151.614960 = -72574.298863 nChanged 14 SP:Iteration 8Q (41.167490 sec): 3 clusters Score: Raw -73736.609021 + Penalty 1154.707410 = -72581.901612 nChanged 13 SP:Iteration 9Q (41.169143 sec): 3 clusters Score: Raw -73749.780110 + Penalty 1157.888570 = -72591.891540 nChanged 22 SP:Iteration 10F (41.170808 sec): 3 clusters Score: Raw -73763.922637 + Penalty 1159.959065 = -72603.963572 nChanged 12 SP:Iteration 11Q (41.172409 sec): 3 clusters Score: Raw -73771.741928 + Penalty 1159.307207 = -72612.434720 nChanged 10 SP:Iteration 12Q (41.174009 sec): 3 clusters Score: Raw -73776.739207 + Penalty 1159.619748 = -72617.119459 nChanged 10 SP:Iteration 13Q (41.175608 sec): 3 clusters Score: Raw -73783.468450 + Penalty 1160.319694 = -72623.148756 nChanged 6 SP:Iteration 14Q (41.177203 sec): 3 clusters Score: Raw -73785.822504 + Penalty 1160.208703 = -72625.613801 nChanged 6 SP:Iteration 15Q (41.178794 sec): 3 clusters Score: Raw -73786.825244 + Penalty 1160.273622 = -72626.551622 nChanged 2 SP:Iteration 16Q (41.180553 sec): 3 clusters Score: Raw -73787.892541 + Penalty 1159.836508 = -72628.056034 nChanged 1 SP:Iteration 17Q (41.182263 sec): 3 clusters Score: Raw -73788.124738 + Penalty 1159.578443 = -72628.546294 nChanged 1 SP:Iteration 18Q (41.183904 sec): 3 clusters Score: Raw -73788.630560 + Penalty 1158.944477 = -72629.686083 nChanged 3 SP:Iteration 19Q (41.185497 sec): 3 clusters Score: Raw -73789.933289 + Penalty 1158.522048 = -72631.411241 nChanged 1 SP:Iteration 20F (41.187183 sec): 3 clusters Score: Raw -73790.911044 + Penalty 1158.018992 = -72632.892052 nChanged 2 SP:Iteration 21Q (41.188804 sec): 3 clusters Score: Raw -73793.782573 + Penalty 1157.451821 = -72636.330752 nChanged 3 SP:Iteration 22Q (41.190393 sec): 3 clusters Score: Raw -73795.892426 + Penalty 1157.219386 = -72638.673040 nChanged 2 SP:Iteration 23Q (41.191985 sec): 3 clusters Score: Raw -73796.424687 + Penalty 1157.317864 = -72639.106823 nChanged 1 SP:Iteration 24Q (41.193574 sec): 3 clusters Score: Raw -73796.695683 + Penalty 1157.330668 = -72639.365016 nChanged 2 SP:Iteration 25Q (41.195217 sec): 3 clusters Score: Raw -73797.044876 + Penalty 1157.100813 = -72639.944063 nChanged 1 SP:Iteration 26Q (41.196935 sec): 3 clusters Score: Raw -73797.262389 + Penalty 1156.262301 = -72641.000088 nChanged 4 SP:Iteration 27Q (41.198640 sec): 3 clusters Score: Raw -73798.857766 + Penalty 1155.675360 = -72643.182406 nChanged 4 SP:Iteration 28Q (41.200289 sec): 3 clusters Score: Raw -73800.376486 + Penalty 1155.264252 = -72645.112234 nChanged 4 SP:Iteration 29Q (41.201911 sec): 3 clusters Score: Raw -73801.717105 + Penalty 1154.909742 = -72646.807363 nChanged 3 SP:Iteration 30F (41.203567 sec): 3 clusters Score: Raw -73803.118313 + Penalty 1154.696315 = -72648.421997 nChanged 6 SP:Iteration 31Q (41.205156 sec): 3 clusters Score: Raw -73804.119944 + Penalty 1154.849061 = -72649.270882 nChanged 1 SP:Iteration 32Q (41.206741 sec): 3 clusters Score: Raw -73805.191194 + Penalty 1154.745945 = -72650.445249 nChanged 1 SP:Iteration 33Q (41.208414 sec): 3 clusters Score: Raw -73805.341605 + Penalty 1154.383169 = -72650.958435 nChanged 1 SP:Iteration 34Q (41.210030 sec): 3 clusters Score: Raw -73805.711502 + Penalty 1153.873988 = -72651.837514 nChanged 2 SP:Iteration 35Q (41.211637 sec): 3 clusters Score: Raw -73806.110177 + Penalty 1153.873988 = -72652.236188 nChanged 0 SP:Iteration 36F (41.213397 sec): 3 clusters Score: Raw -73806.110177 + Penalty 1153.873988 = -72652.236188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 16 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.216859 sec): 2 clusters Score: Raw -61777.921898 + Penalty 533.481869 = -61244.440028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.218344 sec): 3 clusters Score: Raw -61374.924325 + Penalty 1066.612371 = -60308.311954 nChanged 265 SP:Iteration 1F (41.219803 sec): 3 clusters Score: Raw -61530.243725 + Penalty 1070.293526 = -60459.950199 nChanged 76 SP:Iteration 2F (41.221267 sec): 3 clusters Score: Raw -61597.970390 + Penalty 1077.742836 = -60520.227553 nChanged 58 SP:Iteration 3F (41.222743 sec): 3 clusters Score: Raw -61661.103462 + Penalty 1087.420916 = -60573.682545 nChanged 45 SP:Iteration 4F (41.224199 sec): 3 clusters Score: Raw -61716.460858 + Penalty 1104.334688 = -60612.126170 nChanged 46 SP:Iteration 5F (41.225648 sec): 3 clusters Score: Raw -61762.659279 + Penalty 1115.100462 = -60647.558817 nChanged 37 SP:Iteration 6F (41.227115 sec): 3 clusters Score: Raw -61786.869504 + Penalty 1133.381798 = -60653.487706 nChanged 26 SP:Iteration 7Q (41.228542 sec): 3 clusters Score: Raw -61807.280283 + Penalty 1145.795026 = -60661.485257 nChanged 18 SP:Iteration 8Q (41.229941 sec): 3 clusters Score: Raw -61821.076382 + Penalty 1159.987160 = -60661.089223 nChanged 18 SP:Iteration 9F (41.231377 sec): 3 clusters Score: Raw -61838.377721 + Penalty 1174.786769 = -60663.590951 nChanged 21 SP:Iteration 10F (41.232866 sec): 3 clusters Score: Raw -61854.602626 + Penalty 1179.697719 = -60674.904908 nChanged 12 SP:Iteration 11Q (41.234262 sec): 3 clusters Score: Raw -61864.884186 + Penalty 1183.520665 = -60681.363521 nChanged 11 SP:Iteration 12Q (41.235628 sec): 3 clusters Score: Raw -61872.656543 + Penalty 1186.746145 = -60685.910397 nChanged 6 SP:Iteration 13Q (41.237068 sec): 3 clusters Score: Raw -61877.542194 + Penalty 1190.331774 = -60687.210420 nChanged 5 SP:Iteration 14Q (41.238561 sec): 3 clusters Score: Raw -61881.325101 + Penalty 1191.079078 = -60690.246024 nChanged 2 SP:Iteration 15Q (41.239994 sec): 3 clusters Score: Raw -61882.229501 + Penalty 1192.594741 = -60689.634759 nChanged 1 SP:Iteration 16F (41.241502 sec): 3 clusters Score: Raw -61882.711792 + Penalty 1193.968679 = -60688.743112 nChanged 2 SP:Iteration 17F (41.242935 sec): 3 clusters Score: Raw -61885.192081 + Penalty 1197.615493 = -60687.576587 nChanged 5 SP:Iteration 18F (41.244367 sec): 3 clusters Score: Raw -61888.378452 + Penalty 1200.977367 = -60687.401085 nChanged 3 SP:Iteration 19F (41.245929 sec): 3 clusters Score: Raw -61889.206557 + Penalty 1202.544441 = -60686.662116 nChanged 1 SP:Iteration 20F (41.247389 sec): 3 clusters Score: Raw -61889.454433 + Penalty 1202.544441 = -60686.909992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.248643 sec): 2 clusters Score: Raw -23071.624924 + Penalty 725.461136 = -22346.163788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.249285 sec): 3 clusters Score: Raw -22994.881219 + Penalty 1450.288433 = -21544.592787 nChanged 38 SP:Iteration 1F (41.249915 sec): 3 clusters Score: Raw -23034.617681 + Penalty 1450.402192 = -21584.215489 nChanged 15 SP:Iteration 2F (41.250545 sec): 3 clusters Score: Raw -23051.191217 + Penalty 1449.844344 = -21601.346874 nChanged 6 SP:Iteration 3Q (41.251172 sec): 3 clusters Score: Raw -23059.365039 + Penalty 1448.068570 = -21611.296470 nChanged 8 SP:Iteration 4Q (41.251837 sec): 3 clusters Score: Raw -23080.925453 + Penalty 1446.595979 = -21634.329474 nChanged 9 SP:Iteration 5Q (41.252480 sec): 3 clusters Score: Raw -23099.172313 + Penalty 1447.855050 = -21651.317263 nChanged 10 SP:Iteration 6Q (41.253118 sec): 3 clusters Score: Raw -23145.889846 + Penalty 1444.429156 = -21701.460690 nChanged 14 SP:Iteration 7F (41.253767 sec): 3 clusters Score: Raw -23184.809174 + Penalty 1444.430613 = -21740.378561 nChanged 10 SP:Iteration 8Q (41.254389 sec): 3 clusters Score: Raw -23219.533751 + Penalty 1444.191068 = -21775.342683 nChanged 1 SP:Iteration 9Q (41.255030 sec): 3 clusters Score: Raw -23220.702326 + Penalty 1444.122008 = -21776.580318 nChanged 2 SP:Iteration 10F (41.255675 sec): 3 clusters Score: Raw -23224.649425 + Penalty 1444.515461 = -21780.133965 nChanged 5 SP:Iteration 11Q (41.256273 sec): 3 clusters Score: Raw -23237.371056 + Penalty 1444.795553 = -21792.575503 nChanged 5 SP:Iteration 12Q (41.256866 sec): 3 clusters Score: Raw -23242.547857 + Penalty 1444.914504 = -21797.633353 nChanged 2 SP:Iteration 13Q (41.257454 sec): 3 clusters Score: Raw -23247.173454 + Penalty 1444.850221 = -21802.323234 nChanged 1 SP:Iteration 14Q (41.258041 sec): 3 clusters Score: Raw -23249.825756 + Penalty 1444.850221 = -21804.975535 nChanged 0 SP:Iteration 15F (41.258669 sec): 3 clusters Score: Raw -23249.825756 + Penalty 1444.850221 = -21804.975535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.260254 sec): 2 clusters Score: Raw -31529.771119 + Penalty 351.049200 = -31178.721919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.261188 sec): 3 clusters Score: Raw -31337.023029 + Penalty 702.580194 = -30634.442835 nChanged 152 SP:Iteration 1F (41.262102 sec): 3 clusters Score: Raw -31511.099865 + Penalty 708.399120 = -30802.700745 nChanged 56 SP:Iteration 2F (41.263013 sec): 3 clusters Score: Raw -31580.025657 + Penalty 716.802922 = -30863.222735 nChanged 22 SP:Iteration 3F (41.263923 sec): 3 clusters Score: Raw -31603.689888 + Penalty 723.358613 = -30880.331274 nChanged 16 SP:Iteration 4Q (41.264803 sec): 3 clusters Score: Raw -31624.415816 + Penalty 732.466594 = -30891.949223 nChanged 14 SP:Iteration 5Q (41.265678 sec): 3 clusters Score: Raw -31637.169295 + Penalty 732.787188 = -30904.382107 nChanged 1 SP:Iteration 6Q (41.266548 sec): 3 clusters Score: Raw -31639.414672 + Penalty 735.363835 = -30904.050837 nChanged 3 SP:Iteration 7F (41.267479 sec): 3 clusters Score: Raw -31647.580461 + Penalty 737.360372 = -30910.220089 nChanged 5 SP:Iteration 8Q (41.268384 sec): 3 clusters Score: Raw -31651.554944 + Penalty 737.606373 = -30913.948571 nChanged 1 SP:Iteration 9Q (41.269282 sec): 3 clusters Score: Raw -31653.957482 + Penalty 737.417383 = -30916.540099 nChanged 2 SP:Iteration 10F (41.270227 sec): 3 clusters Score: Raw -31659.188208 + Penalty 737.748284 = -30921.439925 nChanged 2 SP:Iteration 11Q (41.271110 sec): 3 clusters Score: Raw -31668.518347 + Penalty 735.297665 = -30933.220682 nChanged 4 SP:Iteration 12Q (41.271936 sec): 3 clusters Score: Raw -31671.719192 + Penalty 735.517084 = -30936.202108 nChanged 3 SP:Iteration 13Q (41.272759 sec): 3 clusters Score: Raw -31673.842412 + Penalty 732.574426 = -30941.267985 nChanged 6 SP:Iteration 14Q (41.273578 sec): 3 clusters Score: Raw -31681.844401 + Penalty 733.129628 = -30948.714773 nChanged 2 SP:Iteration 15Q (41.274390 sec): 3 clusters Score: Raw -31684.308450 + Penalty 734.689177 = -30949.619273 nChanged 2 SP:Iteration 16Q (41.275201 sec): 3 clusters Score: Raw -31685.330303 + Penalty 734.689177 = -30950.641126 nChanged 0 SP:Iteration 17F (41.276109 sec): 3 clusters Score: Raw -31685.330303 + Penalty 734.689177 = -30950.641126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 27 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.280107 sec): 2 clusters Score: Raw -90473.089848 + Penalty 900.943230 = -89572.146618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.282184 sec): 3 clusters Score: Raw -90008.983977 + Penalty 1803.376555 = -88205.607422 nChanged 327 SP:Iteration 1F (41.284142 sec): 3 clusters Score: Raw -90270.377534 + Penalty 1812.095756 = -88458.281778 nChanged 118 SP:Iteration 2F (41.286063 sec): 3 clusters Score: Raw -90398.826898 + Penalty 1823.780498 = -88575.046399 nChanged 77 SP:Iteration 3F (41.287961 sec): 3 clusters Score: Raw -90517.440884 + Penalty 1835.152703 = -88682.288182 nChanged 72 SP:Iteration 4F (41.289896 sec): 3 clusters Score: Raw -90611.858369 + Penalty 1842.586940 = -88769.271429 nChanged 53 SP:Iteration 5F (41.291783 sec): 3 clusters Score: Raw -90678.936092 + Penalty 1844.607595 = -88834.328497 nChanged 36 SP:Iteration 6Q (41.293587 sec): 3 clusters Score: Raw -90716.250383 + Penalty 1843.049548 = -88873.200836 nChanged 20 SP:Iteration 7Q (41.295399 sec): 3 clusters Score: Raw -90735.138970 + Penalty 1843.024675 = -88892.114295 nChanged 14 SP:Iteration 8Q (41.297334 sec): 3 clusters Score: Raw -90746.595058 + Penalty 1842.123819 = -88904.471240 nChanged 12 SP:Iteration 9Q (41.299203 sec): 3 clusters Score: Raw -90759.615145 + Penalty 1840.683188 = -88918.931957 nChanged 9 SP:Iteration 10F (41.301173 sec): 3 clusters Score: Raw -90770.795067 + Penalty 1840.205618 = -88930.589449 nChanged 8 SP:Iteration 11Q (41.303075 sec): 3 clusters Score: Raw -90778.335415 + Penalty 1839.234219 = -88939.101196 nChanged 5 SP:Iteration 12Q (41.304965 sec): 3 clusters Score: Raw -90782.249194 + Penalty 1838.237411 = -88944.011783 nChanged 3 SP:Iteration 13Q (41.306751 sec): 3 clusters Score: Raw -90783.420911 + Penalty 1838.299762 = -88945.121148 nChanged 1 SP:Iteration 14Q (41.308536 sec): 3 clusters Score: Raw -90784.663870 + Penalty 1838.188034 = -88946.475836 nChanged 2 SP:Iteration 15Q (41.310292 sec): 3 clusters Score: Raw -90785.401586 + Penalty 1837.923174 = -88947.478412 nChanged 1 SP:Iteration 16Q (41.312043 sec): 3 clusters Score: Raw -90785.959188 + Penalty 1837.411161 = -88948.548027 nChanged 2 SP:Iteration 17Q (41.313950 sec): 3 clusters Score: Raw -90786.834454 + Penalty 1837.411161 = -88949.423293 nChanged 0 SP:Iteration 18F (41.316012 sec): 3 clusters Score: Raw -90786.834454 + Penalty 1837.411161 = -88949.423293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.319065 sec): 2 clusters Score: Raw -40533.098302 + Penalty 516.214611 = -40016.883690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.320073 sec): 3 clusters Score: Raw -40317.022321 + Penalty 1019.987810 = -39297.034511 nChanged 143 SP:Iteration 1F (41.321070 sec): 3 clusters Score: Raw -40419.774750 + Penalty 1013.379866 = -39406.394884 nChanged 47 SP:Iteration 2F (41.322060 sec): 3 clusters Score: Raw -40455.746291 + Penalty 1003.427717 = -39452.318574 nChanged 29 SP:Iteration 3F (41.323051 sec): 3 clusters Score: Raw -40479.468680 + Penalty 994.712384 = -39484.756296 nChanged 33 SP:Iteration 4F (41.324040 sec): 3 clusters Score: Raw -40515.360039 + Penalty 1001.809698 = -39513.550341 nChanged 26 SP:Iteration 5F (41.325029 sec): 3 clusters Score: Raw -40539.199015 + Penalty 1009.748115 = -39529.450899 nChanged 11 SP:Iteration 6Q (41.326012 sec): 3 clusters Score: Raw -40548.905103 + Penalty 1019.202063 = -39529.703039 nChanged 5 SP:Iteration 7Q (41.326995 sec): 3 clusters Score: Raw -40551.820507 + Penalty 1021.142211 = -39530.678296 nChanged 5 SP:Iteration 8Q (41.327975 sec): 3 clusters Score: Raw -40555.441679 + Penalty 1018.812410 = -39536.629269 nChanged 2 SP:Iteration 9Q (41.328948 sec): 3 clusters Score: Raw -40557.190112 + Penalty 1018.812410 = -39538.377701 nChanged 0 SP:Iteration 10F (41.329934 sec): 3 clusters Score: Raw -40557.190112 + Penalty 1018.812410 = -39538.377701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.331280 sec): 2 clusters Score: Raw -32508.816954 + Penalty 864.090159 = -31644.726795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.332092 sec): 3 clusters Score: Raw -32422.387308 + Penalty 1727.121776 = -30695.265532 nChanged 63 SP:Iteration 1F (41.332892 sec): 3 clusters Score: Raw -32502.422138 + Penalty 1725.752615 = -30776.669523 nChanged 17 SP:Iteration 2Q (41.333687 sec): 3 clusters Score: Raw -32527.213057 + Penalty 1724.803722 = -30802.409334 nChanged 7 SP:Iteration 3Q (41.334509 sec): 3 clusters Score: Raw -32542.172306 + Penalty 1724.070188 = -30818.102119 nChanged 11 SP:Iteration 4Q (41.335351 sec): 3 clusters Score: Raw -32556.381174 + Penalty 1723.224188 = -30833.156986 nChanged 8 SP:Iteration 5Q (41.336213 sec): 3 clusters Score: Raw -32569.604630 + Penalty 1722.968926 = -30846.635703 nChanged 3 SP:Iteration 6Q (41.337059 sec): 3 clusters Score: Raw -32575.329690 + Penalty 1722.547168 = -30852.782523 nChanged 6 SP:Iteration 7Q (41.337910 sec): 3 clusters Score: Raw -32588.290028 + Penalty 1721.046391 = -30867.243637 nChanged 11 SP:Iteration 8Q (41.338746 sec): 3 clusters Score: Raw -32604.553326 + Penalty 1721.165546 = -30883.387780 nChanged 8 SP:Iteration 9Q (41.339577 sec): 3 clusters Score: Raw -32616.727863 + Penalty 1719.596662 = -30897.131201 nChanged 3 SP:Iteration 10F (41.340429 sec): 3 clusters Score: Raw -32620.067146 + Penalty 1719.462889 = -30900.604257 nChanged 3 SP:Iteration 11Q (41.341262 sec): 3 clusters Score: Raw -32630.828323 + Penalty 1718.084497 = -30912.743827 nChanged 4 SP:Iteration 12Q (41.342084 sec): 3 clusters Score: Raw -32639.821111 + Penalty 1716.532177 = -30923.288934 nChanged 6 SP:Iteration 13Q (41.342894 sec): 3 clusters Score: Raw -32655.935690 + Penalty 1715.404310 = -30940.531381 nChanged 5 SP:Iteration 14Q (41.343695 sec): 3 clusters Score: Raw -32670.428274 + Penalty 1712.574366 = -30957.853908 nChanged 6 SP:Iteration 15Q (41.344479 sec): 3 clusters Score: Raw -32683.939781 + Penalty 1711.280965 = -30972.658816 nChanged 5 SP:Iteration 16Q (41.345259 sec): 3 clusters Score: Raw -32692.889066 + Penalty 1711.156784 = -30981.732282 nChanged 2 SP:Iteration 17Q (41.346040 sec): 3 clusters Score: Raw -32698.171318 + Penalty 1710.557780 = -30987.613537 nChanged 1 SP:Iteration 18Q (41.346813 sec): 3 clusters Score: Raw -32701.450174 + Penalty 1709.759343 = -30991.690831 nChanged 1 SP:Iteration 19Q (41.347585 sec): 3 clusters Score: Raw -32702.753528 + Penalty 1709.759343 = -30992.994184 nChanged 0 SP:Iteration 20F (41.348411 sec): 3 clusters Score: Raw -32702.753528 + Penalty 1709.759343 = -30992.994184 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 41 (4161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.367451 sec): 2 clusters Score: Raw -318760.058595 + Penalty 273.212413 = -318486.846182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.375169 sec): 3 clusters Score: Raw -315984.373120 + Penalty 563.705389 = -315420.667731 nChanged 1929 SP:Iteration 1F (41.383001 sec): 3 clusters Score: Raw -317422.802039 + Penalty 591.737045 = -316831.064995 nChanged 586 SP:Iteration 2F (41.390406 sec): 3 clusters Score: Raw -317966.926703 + Penalty 639.747295 = -317327.179408 nChanged 338 SP:Iteration 3F (41.397954 sec): 3 clusters Score: Raw -318336.693853 + Penalty 717.250830 = -317619.443023 nChanged 284 SP:Iteration 4F (41.405897 sec): 3 clusters Score: Raw -318656.975112 + Penalty 769.972350 = -317887.002762 nChanged 102 SP:Iteration 5Q (41.412357 sec): 3 clusters Score: Raw -318762.419271 + Penalty 795.059550 = -317967.359721 nChanged 40 SP:Iteration 6Q (41.418824 sec): 3 clusters Score: Raw -318790.564270 + Penalty 819.612006 = -317970.952264 nChanged 20 SP:Iteration 7Q (41.424788 sec): 3 clusters Score: Raw -318798.743709 + Penalty 830.458795 = -317968.284914 nChanged 7 SP:Iteration 8F (41.432348 sec): 3 clusters Score: Raw -318800.232640 + Penalty 835.560313 = -317964.672327 nChanged 4 SP:Iteration 9F (41.439955 sec): 3 clusters Score: Raw -318801.208591 + Penalty 832.621712 = -317968.586879 nChanged 4 SP:Iteration 10F (41.447552 sec): 3 clusters Score: Raw -318802.245142 + Penalty 834.957084 = -317967.288057 nChanged 3 SP:Iteration 11F (41.455280 sec): 3 clusters Score: Raw -318803.387811 + Penalty 837.766042 = -317965.621768 nChanged 1 SP:Iteration 12F (41.462812 sec): 3 clusters Score: Raw -318803.577032 + Penalty 833.674320 = -317969.902713 nChanged 1 SP:Iteration 13Q (41.468761 sec): 3 clusters Score: Raw -318803.710619 + Penalty 833.674320 = -317970.036300 nChanged 0 SP:Iteration 14F (41.476274 sec): 3 clusters Score: Raw -318803.710619 + Penalty 833.674320 = -317970.036300 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 43 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.481734 sec): 2 clusters Score: Raw -79586.086083 + Penalty 420.055174 = -79166.030909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.483725 sec): 3 clusters Score: Raw -79047.008179 + Penalty 838.366154 = -78208.642025 nChanged 400 SP:Iteration 1F (41.485652 sec): 3 clusters Score: Raw -79261.232424 + Penalty 839.678243 = -78421.554181 nChanged 83 SP:Iteration 2F (41.487493 sec): 3 clusters Score: Raw -79298.326556 + Penalty 840.043560 = -78458.282996 nChanged 43 SP:Iteration 3Q (41.489339 sec): 3 clusters Score: Raw -79317.944911 + Penalty 840.065046 = -78477.879865 nChanged 29 SP:Iteration 4Q (41.491186 sec): 3 clusters Score: Raw -79336.838056 + Penalty 840.749786 = -78496.088270 nChanged 29 SP:Iteration 5Q (41.492983 sec): 3 clusters Score: Raw -79356.178432 + Penalty 842.347432 = -78513.831000 nChanged 32 SP:Iteration 6Q (41.494772 sec): 3 clusters Score: Raw -79376.535515 + Penalty 844.147297 = -78532.388218 nChanged 31 SP:Iteration 7Q (41.496583 sec): 3 clusters Score: Raw -79398.925535 + Penalty 845.889833 = -78553.035701 nChanged 26 SP:Iteration 8Q (41.498362 sec): 3 clusters Score: Raw -79416.590081 + Penalty 848.217856 = -78568.372225 nChanged 30 SP:Iteration 9Q (41.500152 sec): 3 clusters Score: Raw -79446.179288 + Penalty 855.014839 = -78591.164450 nChanged 37 SP:Iteration 10F (41.502024 sec): 3 clusters Score: Raw -79481.094744 + Penalty 863.995553 = -78617.099191 nChanged 33 SP:Iteration 11Q (41.503770 sec): 3 clusters Score: Raw -79532.221340 + Penalty 872.683303 = -78659.538036 nChanged 26 SP:Iteration 12Q (41.505470 sec): 3 clusters Score: Raw -79564.528845 + Penalty 876.351095 = -78688.177751 nChanged 20 SP:Iteration 13Q (41.507232 sec): 3 clusters Score: Raw -79585.247149 + Penalty 874.373779 = -78710.873371 nChanged 10 SP:Iteration 14Q (41.508972 sec): 3 clusters Score: Raw -79594.177193 + Penalty 876.885356 = -78717.291837 nChanged 5 SP:Iteration 15Q (41.510638 sec): 3 clusters Score: Raw -79595.998550 + Penalty 878.087698 = -78717.910852 nChanged 3 SP:Iteration 16Q (41.512236 sec): 3 clusters Score: Raw -79596.782334 + Penalty 877.011618 = -78719.770717 nChanged 1 SP:Iteration 17Q (41.513830 sec): 3 clusters Score: Raw -79596.949039 + Penalty 878.206912 = -78718.742126 nChanged 3 SP:Iteration 18F (41.515758 sec): 3 clusters Score: Raw -79598.851066 + Penalty 878.459955 = -78720.391111 nChanged 3 SP:Iteration 19Q (41.517420 sec): 3 clusters Score: Raw -79599.665151 + Penalty 878.592852 = -78721.072299 nChanged 6 SP:Iteration 20F (41.519384 sec): 3 clusters Score: Raw -79601.996008 + Penalty 877.118879 = -78724.877129 nChanged 5 SP:Iteration 21Q (41.521099 sec): 3 clusters Score: Raw -79605.410616 + Penalty 877.273064 = -78728.137552 nChanged 7 SP:Iteration 22Q (41.522699 sec): 3 clusters Score: Raw -79609.120144 + Penalty 871.560259 = -78737.559886 nChanged 8 SP:Iteration 23Q (41.524292 sec): 3 clusters Score: Raw -79611.765076 + Penalty 871.079959 = -78740.685117 nChanged 7 SP:Iteration 24Q (41.525886 sec): 3 clusters Score: Raw -79615.576087 + Penalty 870.708717 = -78744.867370 nChanged 6 SP:Iteration 25Q (41.527480 sec): 3 clusters Score: Raw -79621.378313 + Penalty 869.924417 = -78751.453896 nChanged 5 SP:Iteration 26Q (41.529105 sec): 3 clusters Score: Raw -79622.818107 + Penalty 871.108251 = -78751.709856 nChanged 7 SP:Iteration 27Q (41.530727 sec): 3 clusters Score: Raw -79628.312317 + Penalty 869.799164 = -78758.513153 nChanged 8 SP:Iteration 28Q (41.532317 sec): 3 clusters Score: Raw -79631.105188 + Penalty 869.402149 = -78761.703039 nChanged 7 SP:Iteration 29Q (41.533959 sec): 3 clusters Score: Raw -79635.378323 + Penalty 870.344922 = -78765.033400 nChanged 6 SP:Iteration 30F (41.535835 sec): 3 clusters Score: Raw -79636.882599 + Penalty 872.216317 = -78764.666282 nChanged 5 SP:Iteration 31F (41.537690 sec): 3 clusters Score: Raw -79638.299306 + Penalty 872.561329 = -78765.737977 nChanged 2 SP:Iteration 32Q (41.539294 sec): 3 clusters Score: Raw -79639.205045 + Penalty 874.867589 = -78764.337456 nChanged 4 SP:Iteration 33F (41.541150 sec): 3 clusters Score: Raw -79640.558016 + Penalty 877.211455 = -78763.346561 nChanged 5 SP:Iteration 34F (41.543008 sec): 3 clusters Score: Raw -79643.213868 + Penalty 878.433209 = -78764.780659 nChanged 2 SP:Iteration 35Q (41.544581 sec): 3 clusters Score: Raw -79644.290237 + Penalty 878.624528 = -78765.665708 nChanged 3 SP:Iteration 36Q (41.546156 sec): 3 clusters Score: Raw -79644.633477 + Penalty 878.803503 = -78765.829974 nChanged 3 SP:Iteration 37Q (41.547890 sec): 3 clusters Score: Raw -79645.544516 + Penalty 881.347356 = -78764.197160 nChanged 3 SP:Iteration 38F (41.549842 sec): 3 clusters Score: Raw -79647.880893 + Penalty 877.723400 = -78770.157493 nChanged 4 SP:Iteration 39Q (41.551508 sec): 3 clusters Score: Raw -79651.292637 + Penalty 876.588538 = -78774.704098 nChanged 6 SP:Iteration 40F (41.553462 sec): 3 clusters Score: Raw -79652.725145 + Penalty 874.497619 = -78778.227526 nChanged 2 SP:Iteration 41Q (41.555152 sec): 3 clusters Score: Raw -79653.626874 + Penalty 873.161167 = -78780.465708 nChanged 4 SP:Iteration 42Q (41.556800 sec): 3 clusters Score: Raw -79655.018023 + Penalty 873.895774 = -78781.122249 nChanged 1 SP:Iteration 43Q (41.558400 sec): 3 clusters Score: Raw -79655.099830 + Penalty 873.895774 = -78781.204056 nChanged 0 SP:Iteration 44F (41.560215 sec): 3 clusters Score: Raw -79655.099830 + Penalty 873.895774 = -78781.204056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 52 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.562871 sec): 2 clusters Score: Raw -64419.244964 + Penalty 587.992116 = -63831.252849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.564477 sec): 3 clusters Score: Raw -63976.228034 + Penalty 1177.026163 = -62799.201871 nChanged 280 SP:Iteration 1F (41.566009 sec): 3 clusters Score: Raw -64239.603770 + Penalty 1178.565314 = -63061.038455 nChanged 113 SP:Iteration 2F (41.567527 sec): 3 clusters Score: Raw -64319.397497 + Penalty 1180.805929 = -63138.591567 nChanged 33 SP:Iteration 3Q (41.569047 sec): 3 clusters Score: Raw -64338.606901 + Penalty 1181.995415 = -63156.611486 nChanged 19 SP:Iteration 4Q (41.570605 sec): 3 clusters Score: Raw -64351.972067 + Penalty 1182.298394 = -63169.673673 nChanged 19 SP:Iteration 5Q (41.572185 sec): 3 clusters Score: Raw -64364.586680 + Penalty 1183.232847 = -63181.353833 nChanged 14 SP:Iteration 6Q (41.573743 sec): 3 clusters Score: Raw -64369.443701 + Penalty 1182.907066 = -63186.536635 nChanged 10 SP:Iteration 7Q (41.575287 sec): 3 clusters Score: Raw -64372.787465 + Penalty 1183.937115 = -63188.850350 nChanged 10 SP:Iteration 8Q (41.576749 sec): 3 clusters Score: Raw -64376.363981 + Penalty 1184.926056 = -63191.437925 nChanged 14 SP:Iteration 9Q (41.578206 sec): 3 clusters Score: Raw -64382.122428 + Penalty 1189.289712 = -63192.832716 nChanged 15 SP:Iteration 10F (41.579695 sec): 3 clusters Score: Raw -64388.981345 + Penalty 1191.729465 = -63197.251879 nChanged 14 SP:Iteration 11Q (41.581238 sec): 3 clusters Score: Raw -64395.906989 + Penalty 1195.131827 = -63200.775162 nChanged 19 SP:Iteration 12Q (41.582768 sec): 3 clusters Score: Raw -64407.848750 + Penalty 1200.741205 = -63207.107546 nChanged 21 SP:Iteration 13Q (41.584273 sec): 3 clusters Score: Raw -64426.130783 + Penalty 1212.925245 = -63213.205538 nChanged 22 SP:Iteration 14Q (41.585733 sec): 3 clusters Score: Raw -64446.306764 + Penalty 1220.134838 = -63226.171926 nChanged 15 SP:Iteration 15Q (41.587149 sec): 3 clusters Score: Raw -64455.714613 + Penalty 1226.102762 = -63229.611851 nChanged 8 SP:Iteration 16Q (41.588596 sec): 3 clusters Score: Raw -64458.716569 + Penalty 1226.195310 = -63232.521259 nChanged 3 SP:Iteration 17Q (41.589967 sec): 3 clusters Score: Raw -64459.193887 + Penalty 1226.735600 = -63232.458287 nChanged 2 SP:Iteration 18F (41.591465 sec): 3 clusters Score: Raw -64460.142616 + Penalty 1228.521559 = -63231.621057 nChanged 2 SP:Iteration 19F (41.592970 sec): 3 clusters Score: Raw -64461.129586 + Penalty 1230.611630 = -63230.517956 nChanged 4 SP:Iteration 20F (41.594466 sec): 3 clusters Score: Raw -64463.523333 + Penalty 1230.396811 = -63233.126522 nChanged 3 SP:Iteration 21Q (41.595812 sec): 3 clusters Score: Raw -64466.465529 + Penalty 1229.029978 = -63237.435551 nChanged 3 SP:Iteration 22Q (41.597145 sec): 3 clusters Score: Raw -64468.925989 + Penalty 1230.464988 = -63238.461001 nChanged 1 SP:Iteration 23Q (41.598506 sec): 3 clusters Score: Raw -64470.715201 + Penalty 1231.404259 = -63239.310942 nChanged 4 SP:Iteration 24Q (41.599870 sec): 3 clusters Score: Raw -64474.046718 + Penalty 1234.757910 = -63239.288809 nChanged 3 SP:Iteration 25F (41.601377 sec): 3 clusters Score: Raw -64478.140817 + Penalty 1235.327769 = -63242.813047 nChanged 1 SP:Iteration 26Q (41.602732 sec): 3 clusters Score: Raw -64478.381219 + Penalty 1235.253582 = -63243.127636 nChanged 1 SP:Iteration 27Q (41.604083 sec): 3 clusters Score: Raw -64478.282875 + Penalty 1235.253582 = -63243.029293 nChanged 0 SP:Iteration 28F (41.605577 sec): 3 clusters Score: Raw -64478.282875 + Penalty 1235.253582 = -63243.029293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.606981 sec): 2 clusters Score: Raw -27271.056257 + Penalty 521.960334 = -26749.095923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.607770 sec): 3 clusters Score: Raw -27148.933121 + Penalty 1043.062122 = -26105.870999 nChanged 106 SP:Iteration 1F (41.608567 sec): 3 clusters Score: Raw -27246.151431 + Penalty 1046.461598 = -26199.689834 nChanged 33 SP:Iteration 2F (41.609384 sec): 3 clusters Score: Raw -27297.944963 + Penalty 1057.755871 = -26240.189093 nChanged 27 SP:Iteration 3F (41.610194 sec): 3 clusters Score: Raw -27335.007937 + Penalty 1069.911621 = -26265.096316 nChanged 20 SP:Iteration 4F (41.611005 sec): 3 clusters Score: Raw -27373.094395 + Penalty 1078.008887 = -26295.085508 nChanged 17 SP:Iteration 5F (41.611811 sec): 3 clusters Score: Raw -27421.821854 + Penalty 1083.360903 = -26338.460951 nChanged 15 SP:Iteration 6Q (41.612579 sec): 3 clusters Score: Raw -27453.656334 + Penalty 1084.747279 = -26368.909055 nChanged 8 SP:Iteration 7Q (41.613332 sec): 3 clusters Score: Raw -27462.408309 + Penalty 1085.507230 = -26376.901079 nChanged 4 SP:Iteration 8Q (41.614077 sec): 3 clusters Score: Raw -27466.968917 + Penalty 1087.051049 = -26379.917868 nChanged 1 SP:Iteration 9Q (41.614814 sec): 3 clusters Score: Raw -27467.752071 + Penalty 1087.051049 = -26380.701022 nChanged 0 SP:Iteration 10F (41.615616 sec): 3 clusters Score: Raw -27467.752071 + Penalty 1087.051049 = -26380.701022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.617343 sec): 2 clusters Score: Raw -39936.690920 + Penalty 946.160725 = -38990.530195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.618296 sec): 3 clusters Score: Raw -39863.063318 + Penalty 1892.354528 = -37970.708790 nChanged 85 SP:Iteration 1F (41.619235 sec): 3 clusters Score: Raw -40000.963227 + Penalty 1892.263574 = -38108.699652 nChanged 29 SP:Iteration 2F (41.620171 sec): 3 clusters Score: Raw -40050.352461 + Penalty 1891.996323 = -38158.356139 nChanged 16 SP:Iteration 3Q (41.621087 sec): 3 clusters Score: Raw -40066.178935 + Penalty 1891.984114 = -38174.194821 nChanged 7 SP:Iteration 4Q (41.621994 sec): 3 clusters Score: Raw -40070.362029 + Penalty 1891.859844 = -38178.502185 nChanged 2 SP:Iteration 5Q (41.622929 sec): 3 clusters Score: Raw -40071.377212 + Penalty 1891.884111 = -38179.493101 nChanged 1 SP:Iteration 6Q (41.623837 sec): 3 clusters Score: Raw -40074.585658 + Penalty 1891.958505 = -38182.627153 nChanged 2 SP:Iteration 7Q (41.624743 sec): 3 clusters Score: Raw -40078.215473 + Penalty 1891.958505 = -38186.256967 nChanged 0 SP:Iteration 8F (41.625678 sec): 3 clusters Score: Raw -40078.215473 + Penalty 1891.958505 = -38186.256967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 93 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.628973 sec): 2 clusters Score: Raw -87707.862533 + Penalty 686.594702 = -87021.267831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.631042 sec): 3 clusters Score: Raw -87182.409570 + Penalty 1377.165420 = -85805.244150 nChanged 357 SP:Iteration 1F (41.632921 sec): 3 clusters Score: Raw -87417.656745 + Penalty 1385.710711 = -86031.946035 nChanged 112 SP:Iteration 2F (41.634890 sec): 3 clusters Score: Raw -87537.614972 + Penalty 1399.327050 = -86138.287922 nChanged 94 SP:Iteration 3F (41.636813 sec): 3 clusters Score: Raw -87632.800708 + Penalty 1415.086165 = -86217.714543 nChanged 71 SP:Iteration 4F (41.638694 sec): 3 clusters Score: Raw -87690.336646 + Penalty 1428.507484 = -86261.829162 nChanged 41 SP:Iteration 5Q (41.640588 sec): 3 clusters Score: Raw -87724.180182 + Penalty 1440.569927 = -86283.610255 nChanged 33 SP:Iteration 6Q (41.642469 sec): 3 clusters Score: Raw -87747.495751 + Penalty 1448.251585 = -86299.244165 nChanged 21 SP:Iteration 7Q (41.644342 sec): 3 clusters Score: Raw -87760.662916 + Penalty 1456.372253 = -86304.290663 nChanged 18 SP:Iteration 8Q (41.646167 sec): 3 clusters Score: Raw -87771.683557 + Penalty 1467.499636 = -86304.183921 nChanged 14 SP:Iteration 9F (41.648231 sec): 3 clusters Score: Raw -87780.619402 + Penalty 1475.388919 = -86305.230483 nChanged 12 SP:Iteration 10F (41.650263 sec): 3 clusters Score: Raw -87788.140442 + Penalty 1487.545214 = -86300.595228 nChanged 16 SP:Iteration 11F (41.652276 sec): 3 clusters Score: Raw -87798.949047 + Penalty 1501.686178 = -86297.262870 nChanged 17 SP:Iteration 12F (41.654306 sec): 3 clusters Score: Raw -87816.213684 + Penalty 1518.090039 = -86298.123645 nChanged 24 SP:Iteration 13Q (41.656109 sec): 3 clusters Score: Raw -87836.929044 + Penalty 1527.185151 = -86309.743893 nChanged 11 SP:Iteration 14Q (41.657853 sec): 3 clusters Score: Raw -87845.008966 + Penalty 1535.128131 = -86309.880835 nChanged 11 SP:Iteration 15Q (41.659585 sec): 3 clusters Score: Raw -87854.118541 + Penalty 1540.127087 = -86313.991454 nChanged 6 SP:Iteration 16Q (41.661310 sec): 3 clusters Score: Raw -87857.105785 + Penalty 1540.096632 = -86317.009153 nChanged 1 SP:Iteration 17Q (41.663090 sec): 3 clusters Score: Raw -87857.483086 + Penalty 1541.099547 = -86316.383539 nChanged 2 SP:Iteration 18F (41.665012 sec): 3 clusters Score: Raw -87859.221455 + Penalty 1543.081756 = -86316.139699 nChanged 1 SP:Iteration 19F (41.666895 sec): 3 clusters Score: Raw -87860.125746 + Penalty 1548.344459 = -86311.781287 nChanged 4 SP:Iteration 20F (41.668782 sec): 3 clusters Score: Raw -87861.738931 + Penalty 1548.845292 = -86312.893638 nChanged 1 SP:Iteration 21Q (41.670487 sec): 3 clusters Score: Raw -87862.266162 + Penalty 1550.509439 = -86311.756723 nChanged 1 SP:Iteration 22F (41.672368 sec): 3 clusters Score: Raw -87862.752822 + Penalty 1550.509439 = -86312.243383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.673378 sec): 2 clusters Score: Raw -5363.217790 + Penalty 123.141444 = -5240.076346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.673749 sec): 3 clusters Score: Raw -5453.859040 + Penalty 385.895849 = -5067.963191 nChanged 28 SP:Iteration 1F (41.674111 sec): 3 clusters Score: Raw -5549.079761 + Penalty 384.560992 = -5164.518769 nChanged 2 SP:Iteration 2Q (41.674469 sec): 3 clusters Score: Raw -5553.420230 + Penalty 384.560992 = -5168.859238 nChanged 0 SP:Iteration 3F (41.674832 sec): 3 clusters Score: Raw -5553.420230 + Penalty 384.560992 = -5168.859238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.675844 sec): 2 clusters Score: Raw -13605.256704 + Penalty 269.707044 = -13335.549660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.676402 sec): 3 clusters Score: Raw -13547.219149 + Penalty 536.042943 = -13011.176207 nChanged 53 SP:Iteration 1F (41.676951 sec): 3 clusters Score: Raw -13591.574024 + Penalty 529.884509 = -13061.689515 nChanged 14 SP:Iteration 2F (41.677498 sec): 3 clusters Score: Raw -13608.732523 + Penalty 517.816256 = -13090.916267 nChanged 8 SP:Iteration 3Q (41.678036 sec): 3 clusters Score: Raw -13619.591442 + Penalty 508.292765 = -13111.298677 nChanged 7 SP:Iteration 4Q (41.678572 sec): 3 clusters Score: Raw -13636.483415 + Penalty 506.583104 = -13129.900312 nChanged 5 SP:Iteration 5Q (41.679100 sec): 3 clusters Score: Raw -13640.912230 + Penalty 511.150006 = -13129.762224 nChanged 5 SP:Iteration 6F (41.679664 sec): 3 clusters Score: Raw -13648.709841 + Penalty 516.042019 = -13132.667823 nChanged 7 SP:Iteration 7Q (41.680194 sec): 3 clusters Score: Raw -13661.217165 + Penalty 532.065455 = -13129.151710 nChanged 9 SP:Iteration 8F (41.680743 sec): 3 clusters Score: Raw -13676.858486 + Penalty 550.910477 = -13125.948009 nChanged 10 SP:Iteration 9F (41.681289 sec): 3 clusters Score: Raw -13706.507595 + Penalty 570.518998 = -13135.988598 nChanged 7 SP:Iteration 10F (41.681834 sec): 3 clusters Score: Raw -13732.698440 + Penalty 579.638404 = -13153.060036 nChanged 3 SP:Iteration 11Q (41.682332 sec): 3 clusters Score: Raw -13737.286651 + Penalty 590.453313 = -13146.833338 nChanged 3 SP:Iteration 12F (41.682879 sec): 3 clusters Score: Raw -13747.924839 + Penalty 606.852781 = -13141.072059 nChanged 4 SP:Iteration 13F (41.683416 sec): 3 clusters Score: Raw -13768.583869 + Penalty 623.723801 = -13144.860067 nChanged 4 SP:Iteration 14Q (41.683940 sec): 3 clusters Score: Raw -13782.860302 + Penalty 638.504106 = -13144.356197 nChanged 4 SP:Iteration 15F (41.684489 sec): 3 clusters Score: Raw -13795.415973 + Penalty 643.587314 = -13151.828658 nChanged 1 SP:Iteration 16Q (41.684972 sec): 3 clusters Score: Raw -13798.178722 + Penalty 651.200922 = -13146.977800 nChanged 2 SP:Iteration 17F (41.685518 sec): 3 clusters Score: Raw -13805.063447 + Penalty 660.794627 = -13144.268820 nChanged 2 SP:Iteration 18F (41.686064 sec): 3 clusters Score: Raw -13807.423029 + Penalty 665.914135 = -13141.508894 nChanged 1 SP:Iteration 19F (41.686609 sec): 3 clusters Score: Raw -13808.467168 + Penalty 665.914135 = -13142.553033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.687059 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.687241 sec): 2 clusters Score: Raw -72.469741 + Penalty 0.000000 = -72.469741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 211 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.688056 sec): 2 clusters Score: Raw -10230.689628 + Penalty 365.184319 = -9865.505308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.688525 sec): 3 clusters Score: Raw -10212.074650 + Penalty 731.863057 = -9480.211593 nChanged 27 SP:Iteration 1F (41.688987 sec): 3 clusters Score: Raw -10250.631416 + Penalty 731.140507 = -9519.490910 nChanged 9 SP:Iteration 2F (41.689448 sec): 3 clusters Score: Raw -10263.020670 + Penalty 729.763243 = -9533.257427 nChanged 4 SP:Iteration 3Q (41.689899 sec): 3 clusters Score: Raw -10272.951543 + Penalty 730.368639 = -9542.582905 nChanged 5 SP:Iteration 4Q (41.690368 sec): 3 clusters Score: Raw -10281.337304 + Penalty 730.580890 = -9550.756414 nChanged 3 SP:Iteration 5Q (41.690815 sec): 3 clusters Score: Raw -10288.093500 + Penalty 730.446529 = -9557.646971 nChanged 2 SP:Iteration 6Q (41.691258 sec): 3 clusters Score: Raw -10292.502844 + Penalty 729.712151 = -9562.790692 nChanged 2 SP:Iteration 7Q (41.691699 sec): 3 clusters Score: Raw -10294.704867 + Penalty 728.326459 = -9566.378408 nChanged 2 SP:Iteration 8Q (41.692139 sec): 3 clusters Score: Raw -10298.203063 + Penalty 726.863610 = -9571.339453 nChanged 2 SP:Iteration 9Q (41.692579 sec): 3 clusters Score: Raw -10301.719703 + Penalty 726.318606 = -9575.401098 nChanged 2 SP:Iteration 10F (41.693038 sec): 3 clusters Score: Raw -10305.839213 + Penalty 724.657137 = -9581.182076 nChanged 1 SP:Iteration 11Q (41.693477 sec): 3 clusters Score: Raw -10306.616966 + Penalty 724.657137 = -9581.959829 nChanged 0 SP:Iteration 12F (41.693936 sec): 3 clusters Score: Raw -10306.616966 + Penalty 724.657137 = -9581.959829 nChanged 0 Time taken for this iteration:41.066711 seconds. 300->32 Clusters: Score -1768803.389667, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 151 (time per iteration =276.307351 ms) Total iterations: 2029 (time per iteration =20.563041 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3139788125.000000 (time per metric unit =13.288288ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 78494703125.000000 (time per metric unit=531.531534ps) That took 41.722410 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 15 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27337 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 27337 points ------ Starting initial clusters from distinct float masks Not enough masks (150) to generate starting clusters (300), so starting with (151) clusters instead. Assigned 151 initial classes from 150 unique masks. Deleting Class 110 (2 points): Lose 5.606105 but Gain 1526.174413 Iteration 0F (2.692908 sec): 150 clusters Score: Raw -2123213.210758 + Penalty 121550.299467 = -2001662.911291 nChanged 6756 Deleting Class 113 (1 points): Lose 71.558246 but Gain 1511.995666 Iteration 1F (4.494313 sec): 143 clusters Score: Raw -2150966.127981 + Penalty 116145.504521 = -2034820.623459 nChanged 1941 Deleting Class 104 (1 points): Lose 6.807421 but Gain 1430.999136 Iteration 2F (6.228101 sec): 139 clusters Score: Raw -2157170.637614 + Penalty 114410.414633 = -2042760.222980 nChanged 1303 Deleting Class 45 (15 points): Lose 149.916859 but Gain 1514.208240 Iteration 3Q (6.452793 sec): 137 clusters Score: Raw -2159239.508807 + Penalty 110815.923852 = -2048423.584955 nChanged 810 Deleting Class 126 (1 points): Lose 85.299880 but Gain 1405.572026 Iteration 4Q (6.638702 sec): 134 clusters Score: Raw -2160277.036664 + Penalty 108900.712318 = -2051376.324346 nChanged 583 Deleting Class 91 (4 points): Lose 214.022946 but Gain 1529.572123 Iteration 5Q (6.799072 sec): 132 clusters Score: Raw -2160860.089652 + Penalty 107521.791963 = -2053338.297689 nChanged 432 Deleting Class 109 (1 points): Lose 33.654501 but Gain 1342.331851 Iteration 6Q (6.948181 sec): 131 clusters Score: Raw -2161424.253423 + Penalty 106135.060649 = -2055289.192775 nChanged 310 Deleting Class 147 (6 points): Lose 76.783252 but Gain 1378.929854 Iteration 7Q (7.088883 sec): 130 clusters Score: Raw -2161814.618797 + Penalty 104851.767115 = -2056962.851682 nChanged 202 Deleting Class 135 (3 points): Lose 22.909221 but Gain 1248.853070 Iteration 8Q (7.219038 sec): 129 clusters Score: Raw -2162098.801261 + Penalty 103739.222946 = -2058359.578315 nChanged 125 Deleting Class 89 (8 points): Lose 75.078427 but Gain 1292.303895 Iteration 9Q (7.344390 sec): 128 clusters Score: Raw -2162201.151121 + Penalty 102557.035468 = -2059644.115654 nChanged 104 Deleting Class 117 (2 points): Lose 4.162483 but Gain 1205.637524 Iteration 10F (8.933064 sec): 127 clusters Score: Raw -2162510.146083 + Penalty 101469.584736 = -2061040.561347 nChanged 178 Deleting Class 55 (16 points): Lose 175.449576 but Gain 1376.225187 Iteration 11Q (9.062725 sec): 126 clusters Score: Raw -2162998.320737 + Penalty 100251.237576 = -2062747.083160 nChanged 126 Deleting Class 83 (9 points): Lose 64.805375 but Gain 1249.172902 Iteration 12Q (9.187339 sec): 125 clusters Score: Raw -2163367.989773 + Penalty 99071.315477 = -2064296.674295 nChanged 86 Deleting Class 134 (1 points): Lose 57.130788 but Gain 1235.099178 Iteration 13Q (9.307079 sec): 124 clusters Score: Raw -2163434.309421 + Penalty 97736.873208 = -2065697.436213 nChanged 54 Deleting Class 43 (19 points): Lose 115.837962 but Gain 1282.720022 Iteration 14Q (9.425761 sec): 123 clusters Score: Raw -2163389.383708 + Penalty 96586.119246 = -2066803.264462 nChanged 56 Deleting Class 129 (1 points): Lose 18.338063 but Gain 1183.484513 Iteration 15Q (9.544800 sec): 122 clusters Score: Raw -2163449.551074 + Penalty 95433.723235 = -2068015.827839 nChanged 30 Deleting Class 90 (3 points): Lose 46.220696 but Gain 1186.143377 Iteration 16Q (9.659805 sec): 121 clusters Score: Raw -2163423.185080 + Penalty 94279.896680 = -2069143.288400 nChanged 32 Deleting Class 139 (4 points): Lose 75.480780 but Gain 1186.468146 Iteration 17Q (9.774268 sec): 120 clusters Score: Raw -2163377.397816 + Penalty 93133.398652 = -2070243.999164 nChanged 37 Deleting Class 142 (7 points): Lose 42.138124 but Gain 1145.701137 Iteration 18Q (9.889514 sec): 119 clusters Score: Raw -2163381.535436 + Penalty 91985.782201 = -2071395.753235 nChanged 30 Deleting Class 24 (18 points): Lose 152.884353 but Gain 1237.903878 Iteration 19Q (10.003150 sec): 118 clusters Score: Raw -2163271.973605 + Penalty 90838.968581 = -2072433.005024 nChanged 31 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2163271.973605 + Penalty 90838.968581 = -2072433.005024Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 1 (13137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.156047 sec): 2 clusters Score: Raw -1037293.101760 + Penalty 132.231628 = -1037160.870132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.182413 sec): 3 clusters Score: Raw -1028377.435357 + Penalty 298.721272 = -1028078.714085 nChanged 6360 SP:Iteration 1F (10.206949 sec): 3 clusters Score: Raw -1037502.590407 + Penalty 303.522089 = -1037199.068318 nChanged 1415 SP:Iteration 2F (10.231931 sec): 3 clusters Score: Raw -1038728.379734 + Penalty 304.339082 = -1038424.040652 nChanged 312 SP:Iteration 3Q (10.257862 sec): 3 clusters Score: Raw -1038852.933138 + Penalty 303.553967 = -1038549.379172 nChanged 180 SP:Iteration 4Q (10.282942 sec): 3 clusters Score: Raw -1038914.575713 + Penalty 302.669749 = -1038611.905964 nChanged 133 SP:Iteration 5Q (10.307309 sec): 3 clusters Score: Raw -1038948.336201 + Penalty 302.016301 = -1038646.319900 nChanged 111 SP:Iteration 6Q (10.332285 sec): 3 clusters Score: Raw -1038970.925041 + Penalty 301.121967 = -1038669.803075 nChanged 90 SP:Iteration 7Q (10.357596 sec): 3 clusters Score: Raw -1038986.325189 + Penalty 300.310386 = -1038686.014803 nChanged 67 SP:Iteration 8Q (10.382297 sec): 3 clusters Score: Raw -1038993.387964 + Penalty 300.044402 = -1038693.343562 nChanged 47 SP:Iteration 9Q (10.406728 sec): 3 clusters Score: Raw -1038997.205463 + Penalty 299.451063 = -1038697.754401 nChanged 41 SP:Iteration 10F (10.432561 sec): 3 clusters Score: Raw -1039000.435984 + Penalty 298.762653 = -1038701.673332 nChanged 40 SP:Iteration 11Q (10.457352 sec): 3 clusters Score: Raw -1039003.391953 + Penalty 298.234128 = -1038705.157824 nChanged 39 SP:Iteration 12Q (10.482779 sec): 3 clusters Score: Raw -1039006.252062 + Penalty 297.677791 = -1038708.574270 nChanged 36 SP:Iteration 13Q (10.507229 sec): 3 clusters Score: Raw -1039009.046803 + Penalty 296.979803 = -1038712.067000 nChanged 48 SP:Iteration 14Q (10.532339 sec): 3 clusters Score: Raw -1039012.848374 + Penalty 296.488237 = -1038716.360137 nChanged 33 SP:Iteration 15Q (10.558543 sec): 3 clusters Score: Raw -1039014.869878 + Penalty 295.907558 = -1038718.962320 nChanged 33 SP:Iteration 16Q (10.583687 sec): 3 clusters Score: Raw -1039016.441157 + Penalty 295.583705 = -1038720.857452 nChanged 25 SP:Iteration 17Q (10.608370 sec): 3 clusters Score: Raw -1039017.390488 + Penalty 295.276403 = -1038722.114085 nChanged 16 SP:Iteration 18Q (10.633746 sec): 3 clusters Score: Raw -1039018.006881 + Penalty 295.110701 = -1038722.896180 nChanged 12 SP:Iteration 19Q (10.659150 sec): 3 clusters Score: Raw -1039018.341517 + Penalty 295.021747 = -1038723.319769 nChanged 9 SP:Iteration 20F (10.684423 sec): 3 clusters Score: Raw -1039018.566202 + Penalty 294.920200 = -1038723.646003 nChanged 8 SP:Iteration 21Q (10.708751 sec): 3 clusters Score: Raw -1039018.734659 + Penalty 294.730918 = -1038724.003741 nChanged 8 SP:Iteration 22Q (10.733738 sec): 3 clusters Score: Raw -1039018.819143 + Penalty 294.619777 = -1038724.199366 nChanged 6 SP:Iteration 23Q (10.758455 sec): 3 clusters Score: Raw -1039018.918707 + Penalty 294.479712 = -1038724.438994 nChanged 6 SP:Iteration 24Q (10.783584 sec): 3 clusters Score: Raw -1039019.022168 + Penalty 294.380566 = -1038724.641602 nChanged 7 SP:Iteration 25Q (10.807004 sec): 3 clusters Score: Raw -1039019.119983 + Penalty 294.251446 = -1038724.868537 nChanged 7 SP:Iteration 26Q (10.831961 sec): 3 clusters Score: Raw -1039019.200877 + Penalty 294.183518 = -1038725.017359 nChanged 6 SP:Iteration 27Q (10.856816 sec): 3 clusters Score: Raw -1039019.299008 + Penalty 294.098005 = -1038725.201004 nChanged 5 SP:Iteration 28Q (10.882532 sec): 3 clusters Score: Raw -1039019.344314 + Penalty 294.074046 = -1038725.270268 nChanged 2 SP:Iteration 29Q (10.906961 sec): 3 clusters Score: Raw -1039019.368220 + Penalty 294.018807 = -1038725.349413 nChanged 3 SP:Iteration 30F (10.932155 sec): 3 clusters Score: Raw -1039019.401159 + Penalty 293.965734 = -1038725.435425 nChanged 2 SP:Iteration 31Q (10.956991 sec): 3 clusters Score: Raw -1039019.420766 + Penalty 293.938000 = -1038725.482766 nChanged 1 SP:Iteration 32Q (10.982482 sec): 3 clusters Score: Raw -1039019.423408 + Penalty 293.910280 = -1038725.513128 nChanged 1 SP:Iteration 33Q (11.007158 sec): 3 clusters Score: Raw -1039019.439041 + Penalty 293.910280 = -1038725.528760 nChanged 0 SP:Iteration 34F (11.032469 sec): 3 clusters Score: Raw -1039019.439041 + Penalty 293.910280 = -1038725.528760 nChanged 0 Score: Raw -2176401.303843 + Penalty 91013.140867 = -2085388.162975 Splitting cluster 1 changes total score from -2072433.005024 to -2085388.162975 So it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.485092 sec): 2 clusters Score: Raw -10613.819054 + Penalty 411.602613 = -10202.216441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.485534 sec): 3 clusters Score: Raw -10583.937776 + Penalty 822.307380 = -9761.630396 nChanged 18 SP:Iteration 1F (12.485952 sec): 3 clusters Score: Raw -10608.352418 + Penalty 821.836010 = -9786.516408 nChanged 3 SP:Iteration 2Q (12.486368 sec): 3 clusters Score: Raw -10614.122889 + Penalty 821.836010 = -9792.286879 nChanged 0 SP:Iteration 3F (12.486783 sec): 3 clusters Score: Raw -10614.122889 + Penalty 821.836010 = -9792.286879 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.491714 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.493706 sec): 3 clusters Score: Raw -76151.399113 + Penalty 384.030042 = -75767.369071 nChanged 403 SP:Iteration 1F (12.495635 sec): 3 clusters Score: Raw -76355.498526 + Penalty 391.009729 = -75964.488797 nChanged 99 SP:Iteration 2F (12.497530 sec): 3 clusters Score: Raw -76399.477885 + Penalty 394.831162 = -76004.646724 nChanged 75 SP:Iteration 3F (12.499378 sec): 3 clusters Score: Raw -76458.463053 + Penalty 397.960580 = -76060.502473 nChanged 70 SP:Iteration 4F (12.501177 sec): 3 clusters Score: Raw -76565.108945 + Penalty 394.739405 = -76170.369539 nChanged 41 SP:Iteration 5Q (12.502941 sec): 3 clusters Score: Raw -76621.323304 + Penalty 390.708004 = -76230.615300 nChanged 31 SP:Iteration 6Q (12.504730 sec): 3 clusters Score: Raw -76641.617004 + Penalty 388.474173 = -76253.142831 nChanged 27 SP:Iteration 7Q (12.506503 sec): 3 clusters Score: Raw -76656.780189 + Penalty 386.978412 = -76269.801777 nChanged 15 SP:Iteration 8Q (12.508245 sec): 3 clusters Score: Raw -76662.685350 + Penalty 382.340289 = -76280.345061 nChanged 15 SP:Iteration 9Q (12.509972 sec): 3 clusters Score: Raw -76668.695614 + Penalty 375.051197 = -76293.644417 nChanged 12 SP:Iteration 10F (12.511722 sec): 3 clusters Score: Raw -76673.681293 + Penalty 372.075153 = -76301.606140 nChanged 15 SP:Iteration 11Q (12.513381 sec): 3 clusters Score: Raw -76680.189260 + Penalty 369.020700 = -76311.168560 nChanged 9 SP:Iteration 12Q (12.515093 sec): 3 clusters Score: Raw -76683.579040 + Penalty 371.549287 = -76312.029753 nChanged 11 SP:Iteration 13Q (12.516809 sec): 3 clusters Score: Raw -76685.982593 + Penalty 374.897405 = -76311.085187 nChanged 10 SP:Iteration 14F (12.518663 sec): 3 clusters Score: Raw -76688.083891 + Penalty 373.614114 = -76314.469777 nChanged 14 SP:Iteration 15Q (12.520230 sec): 3 clusters Score: Raw -76690.118901 + Penalty 371.035519 = -76319.083382 nChanged 9 SP:Iteration 16Q (12.521792 sec): 3 clusters Score: Raw -76692.477579 + Penalty 366.972446 = -76325.505133 nChanged 9 SP:Iteration 17Q (12.523352 sec): 3 clusters Score: Raw -76694.076444 + Penalty 374.452806 = -76319.623638 nChanged 11 SP:Iteration 18F (12.525117 sec): 3 clusters Score: Raw -76698.265524 + Penalty 396.475783 = -76301.789741 nChanged 20 SP:Iteration 19F (12.526892 sec): 3 clusters Score: Raw -76716.295036 + Penalty 712.503984 = -76003.791052 nChanged 19 SP:Iteration 20F (12.528672 sec): 3 clusters Score: Raw -76736.367210 + Penalty 187.454774 = -76548.912437 nChanged 2 SP:Iteration 21Q (12.530157 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 SP:Iteration 22F (12.531569 sec): 2 clusters Score: Raw -76739.463888 + Penalty 187.454774 = -76552.009114 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.538636 sec): 2 clusters Score: Raw -107098.080176 + Penalty 434.058947 = -106664.021229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.541041 sec): 3 clusters Score: Raw -106419.183850 + Penalty 866.375740 = -105552.808110 nChanged 515 SP:Iteration 1F (12.543411 sec): 3 clusters Score: Raw -106789.685084 + Penalty 859.966461 = -105929.718623 nChanged 117 SP:Iteration 2F (12.545803 sec): 3 clusters Score: Raw -106867.180773 + Penalty 856.206189 = -106010.974585 nChanged 70 SP:Iteration 3F (12.548345 sec): 3 clusters Score: Raw -106901.908913 + Penalty 849.932744 = -106051.976170 nChanged 45 SP:Iteration 4Q (12.550808 sec): 3 clusters Score: Raw -106927.828643 + Penalty 844.548708 = -106083.279935 nChanged 43 SP:Iteration 5Q (12.553123 sec): 3 clusters Score: Raw -106949.263533 + Penalty 842.433159 = -106106.830374 nChanged 41 SP:Iteration 6Q (12.555433 sec): 3 clusters Score: Raw -106972.799057 + Penalty 836.462555 = -106136.336502 nChanged 36 SP:Iteration 7Q (12.557745 sec): 3 clusters Score: Raw -106991.927961 + Penalty 831.549289 = -106160.378672 nChanged 28 SP:Iteration 8Q (12.560058 sec): 3 clusters Score: Raw -107007.040007 + Penalty 825.447806 = -106181.592201 nChanged 34 SP:Iteration 9Q (12.562446 sec): 3 clusters Score: Raw -107023.687579 + Penalty 819.395527 = -106204.292052 nChanged 28 SP:Iteration 10F (12.564833 sec): 3 clusters Score: Raw -107036.633726 + Penalty 812.666549 = -106223.967178 nChanged 27 SP:Iteration 11Q (12.567159 sec): 3 clusters Score: Raw -107049.315044 + Penalty 806.249099 = -106243.065945 nChanged 25 SP:Iteration 12Q (12.569597 sec): 3 clusters Score: Raw -107066.009808 + Penalty 798.381038 = -106267.628770 nChanged 26 SP:Iteration 13Q (12.571934 sec): 3 clusters Score: Raw -107082.866999 + Penalty 791.827286 = -106291.039712 nChanged 25 SP:Iteration 14Q (12.574245 sec): 3 clusters Score: Raw -107100.157458 + Penalty 788.213576 = -106311.943882 nChanged 21 SP:Iteration 15Q (12.576585 sec): 3 clusters Score: Raw -107111.442599 + Penalty 787.289416 = -106324.153184 nChanged 13 SP:Iteration 16Q (12.578993 sec): 3 clusters Score: Raw -107118.943172 + Penalty 785.061846 = -106333.881326 nChanged 13 SP:Iteration 17Q (12.581484 sec): 3 clusters Score: Raw -107128.184603 + Penalty 784.233310 = -106343.951292 nChanged 8 SP:Iteration 18Q (12.583922 sec): 3 clusters Score: Raw -107130.176276 + Penalty 783.264287 = -106346.911989 nChanged 3 SP:Iteration 19Q (12.586164 sec): 3 clusters Score: Raw -107131.684725 + Penalty 783.677179 = -106348.007545 nChanged 3 SP:Iteration 20F (12.588477 sec): 3 clusters Score: Raw -107132.504172 + Penalty 787.387009 = -106345.117162 nChanged 6 SP:Iteration 21F (12.590981 sec): 3 clusters Score: Raw -107135.013417 + Penalty 791.164307 = -106343.849110 nChanged 6 SP:Iteration 22F (12.593508 sec): 3 clusters Score: Raw -107137.353104 + Penalty 792.185331 = -106345.167773 nChanged 4 SP:Iteration 23Q (12.595774 sec): 3 clusters Score: Raw -107139.879393 + Penalty 793.952033 = -106345.927361 nChanged 5 SP:Iteration 24Q (12.598091 sec): 3 clusters Score: Raw -107142.485983 + Penalty 797.017127 = -106345.468856 nChanged 3 SP:Iteration 25F (12.600460 sec): 3 clusters Score: Raw -107143.682990 + Penalty 797.688743 = -106345.994247 nChanged 4 SP:Iteration 26Q (12.602766 sec): 3 clusters Score: Raw -107144.484945 + Penalty 794.418681 = -106350.066264 nChanged 2 SP:Iteration 27Q (12.605157 sec): 3 clusters Score: Raw -107145.066843 + Penalty 793.618069 = -106351.448773 nChanged 2 SP:Iteration 28Q (12.607563 sec): 3 clusters Score: Raw -107145.861716 + Penalty 790.626362 = -106355.235354 nChanged 2 SP:Iteration 29Q (12.609852 sec): 3 clusters Score: Raw -107147.295159 + Penalty 789.349342 = -106357.945817 nChanged 1 SP:Iteration 30F (12.612238 sec): 3 clusters Score: Raw -107147.779209 + Penalty 789.840639 = -106357.938570 nChanged 2 SP:Iteration 31F (12.614788 sec): 3 clusters Score: Raw -107148.671061 + Penalty 789.376267 = -106359.294794 nChanged 1 SP:Iteration 32Q (12.617063 sec): 3 clusters Score: Raw -107149.005470 + Penalty 789.376267 = -106359.629203 nChanged 0 SP:Iteration 33F (12.619376 sec): 3 clusters Score: Raw -107149.005470 + Penalty 789.376267 = -106359.629203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.625623 sec): 2 clusters Score: Raw -4790.603761 + Penalty 199.776825 = -4590.826936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.625942 sec): 3 clusters Score: Raw -4772.222750 + Penalty 405.317292 = -4366.905458 nChanged 6 SP:Iteration 1F (12.626251 sec): 3 clusters Score: Raw -4777.975794 + Penalty 405.327563 = -4372.648230 nChanged 1 SP:Iteration 2Q (12.626559 sec): 3 clusters Score: Raw -4778.343479 + Penalty 405.327563 = -4373.015915 nChanged 0 SP:Iteration 3F (12.626867 sec): 3 clusters Score: Raw -4778.343479 + Penalty 405.327563 = -4373.015915 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.640338 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.646076 sec): 3 clusters Score: Raw -242299.795190 + Penalty 145.079184 = -242154.716006 nChanged 1476 SP:Iteration 1F (12.652030 sec): 3 clusters Score: Raw -243163.849455 + Penalty 143.629695 = -243020.219761 nChanged 168 SP:Iteration 2F (12.657635 sec): 3 clusters Score: Raw -243323.286656 + Penalty 142.433299 = -243180.853357 nChanged 212 SP:Iteration 3F (12.663103 sec): 3 clusters Score: Raw -243553.193910 + Penalty 141.613962 = -243411.579948 nChanged 187 SP:Iteration 4F (12.668555 sec): 3 clusters Score: Raw -243713.807382 + Penalty 141.135541 = -243572.671841 nChanged 133 SP:Iteration 5Q (12.673985 sec): 3 clusters Score: Raw -243773.570717 + Penalty 140.799613 = -243632.771104 nChanged 71 SP:Iteration 6Q (12.679299 sec): 3 clusters Score: Raw -243786.412419 + Penalty 140.162930 = -243646.249489 nChanged 42 SP:Iteration 7Q (12.685013 sec): 3 clusters Score: Raw -243791.799478 + Penalty 139.645204 = -243652.154274 nChanged 32 SP:Iteration 8Q (12.690272 sec): 3 clusters Score: Raw -243796.162187 + Penalty 139.245188 = -243656.916999 nChanged 27 SP:Iteration 9Q (12.695527 sec): 3 clusters Score: Raw -243799.674538 + Penalty 138.862564 = -243660.811974 nChanged 23 SP:Iteration 10F (12.701122 sec): 3 clusters Score: Raw -243802.306751 + Penalty 138.637276 = -243663.669474 nChanged 16 SP:Iteration 11Q (12.706411 sec): 3 clusters Score: Raw -243803.819040 + Penalty 138.363558 = -243665.455482 nChanged 17 SP:Iteration 12Q (12.711769 sec): 3 clusters Score: Raw -243805.238869 + Penalty 138.163373 = -243667.075496 nChanged 19 SP:Iteration 13Q (12.717400 sec): 3 clusters Score: Raw -243806.905995 + Penalty 137.967345 = -243668.938650 nChanged 18 SP:Iteration 14Q (12.722625 sec): 3 clusters Score: Raw -243808.502185 + Penalty 137.640132 = -243670.862054 nChanged 20 SP:Iteration 15Q (12.727822 sec): 3 clusters Score: Raw -243810.800863 + Penalty 137.279299 = -243673.521564 nChanged 24 SP:Iteration 16Q (12.733070 sec): 3 clusters Score: Raw -243814.116183 + Penalty 136.967921 = -243677.148262 nChanged 30 SP:Iteration 17Q (12.738244 sec): 3 clusters Score: Raw -243818.862107 + Penalty 136.459291 = -243682.402816 nChanged 32 SP:Iteration 18Q (12.743393 sec): 3 clusters Score: Raw -243824.027577 + Penalty 136.127218 = -243687.900359 nChanged 31 SP:Iteration 19Q (12.748781 sec): 3 clusters Score: Raw -243830.786845 + Penalty 135.209068 = -243695.577777 nChanged 46 SP:Iteration 20F (12.754438 sec): 3 clusters Score: Raw -243844.751585 + Penalty 134.289940 = -243710.461645 nChanged 47 SP:Iteration 21Q (12.759551 sec): 3 clusters Score: Raw -243859.685943 + Penalty 133.345553 = -243726.340389 nChanged 54 SP:Iteration 22Q (12.764616 sec): 3 clusters Score: Raw -243879.100884 + Penalty 132.461986 = -243746.638899 nChanged 59 SP:Iteration 23Q (12.769631 sec): 3 clusters Score: Raw -243904.407044 + Penalty 131.453013 = -243772.954031 nChanged 63 SP:Iteration 24Q (12.774644 sec): 3 clusters Score: Raw -243935.136789 + Penalty 130.108564 = -243805.028224 nChanged 67 SP:Iteration 25Q (12.779636 sec): 3 clusters Score: Raw -243968.801025 + Penalty 129.854531 = -243838.946494 nChanged 67 SP:Iteration 26Q (12.784923 sec): 3 clusters Score: Raw -244003.943933 + Penalty 129.582168 = -243874.361765 nChanged 70 SP:Iteration 27Q (12.789757 sec): 3 clusters Score: Raw -244042.603635 + Penalty 129.260930 = -243913.342705 nChanged 57 SP:Iteration 28Q (12.794615 sec): 3 clusters Score: Raw -244071.978131 + Penalty 128.524158 = -243943.453973 nChanged 56 SP:Iteration 29Q (12.799352 sec): 3 clusters Score: Raw -244101.520008 + Penalty 127.999444 = -243973.520564 nChanged 51 SP:Iteration 30F (12.804955 sec): 3 clusters Score: Raw -244130.813127 + Penalty 127.469388 = -244003.343739 nChanged 53 SP:Iteration 31Q (12.809752 sec): 3 clusters Score: Raw -244162.570595 + Penalty 125.902466 = -244036.668129 nChanged 46 SP:Iteration 32Q (12.814722 sec): 3 clusters Score: Raw -244193.109635 + Penalty 125.008410 = -244068.101225 nChanged 39 SP:Iteration 33Q (12.819287 sec): 3 clusters Score: Raw -244225.953800 + Penalty 124.882810 = -244101.070990 nChanged 36 SP:Iteration 34Q (12.823805 sec): 3 clusters Score: Raw -244253.930857 + Penalty 127.028210 = -244126.902648 nChanged 22 SP:Iteration 35Q (12.828137 sec): 3 clusters Score: Raw -244268.568286 + Penalty 123.061845 = -244145.506441 nChanged 16 SP:Iteration 36Q (12.833177 sec): 3 clusters Score: Raw -244279.397713 + Penalty 125.491164 = -244153.906549 nChanged 10 SP:Iteration 37Q (12.837585 sec): 3 clusters Score: Raw -244284.142710 + Penalty 121.775454 = -244162.367256 nChanged 5 SP:Iteration 38Q (12.841826 sec): 3 clusters Score: Raw -244285.777670 + Penalty 122.881775 = -244162.895895 nChanged 5 SP:Iteration 39Q (12.846064 sec): 3 clusters Score: Raw -244286.871730 + Penalty 118.659566 = -244168.212164 nChanged 5 SP:Iteration 40F (12.851231 sec): 3 clusters Score: Raw -244288.224890 + Penalty 119.682900 = -244168.541990 nChanged 2 SP:Iteration 41Q (12.855579 sec): 3 clusters Score: Raw -244288.725401 + Penalty 121.303711 = -244167.421689 nChanged 2 SP:Iteration 42F (12.860693 sec): 3 clusters Score: Raw -244288.457609 + Penalty 124.238936 = -244164.218673 nChanged 2 SP:Iteration 43F (12.865676 sec): 3 clusters Score: Raw -244289.277233 + Penalty 120.840999 = -244168.436234 nChanged 3 SP:Iteration 44Q (12.869864 sec): 3 clusters Score: Raw -244291.132284 + Penalty 73.738703 = -244217.393580 nChanged 2 SP:Iteration 45Q (12.874036 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 SP:Iteration 46F (12.878251 sec): 2 clusters Score: Raw -244294.196111 + Penalty 73.738703 = -244220.457408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.883436 sec): 2 clusters Score: Raw -65041.872187 + Penalty 668.066429 = -64373.805758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.884928 sec): 3 clusters Score: Raw -64776.839478 + Penalty 1334.679382 = -63442.160097 nChanged 241 SP:Iteration 1F (12.886386 sec): 3 clusters Score: Raw -65242.659019 + Penalty 1334.889278 = -63907.769741 nChanged 69 SP:Iteration 2F (12.887852 sec): 3 clusters Score: Raw -65457.735712 + Penalty 1336.669708 = -64121.066004 nChanged 60 SP:Iteration 3F (12.889297 sec): 3 clusters Score: Raw -65536.179090 + Penalty 1340.554592 = -64195.624498 nChanged 52 SP:Iteration 4F (12.890742 sec): 3 clusters Score: Raw -65602.988659 + Penalty 1345.264295 = -64257.724364 nChanged 43 SP:Iteration 5F (12.892169 sec): 3 clusters Score: Raw -65649.661299 + Penalty 1351.131482 = -64298.529817 nChanged 38 SP:Iteration 6F (12.893628 sec): 3 clusters Score: Raw -65693.781019 + Penalty 1360.768462 = -64333.012557 nChanged 46 SP:Iteration 7F (12.895074 sec): 3 clusters Score: Raw -65753.676016 + Penalty 1372.525628 = -64381.150388 nChanged 38 SP:Iteration 8F (12.896519 sec): 3 clusters Score: Raw -65795.578501 + Penalty 1382.509482 = -64413.069019 nChanged 23 SP:Iteration 9Q (12.897895 sec): 3 clusters Score: Raw -65825.104937 + Penalty 1389.942457 = -64435.162479 nChanged 16 SP:Iteration 10F (12.899352 sec): 3 clusters Score: Raw -65845.814422 + Penalty 1396.289594 = -64449.524828 nChanged 14 SP:Iteration 11Q (12.900675 sec): 3 clusters Score: Raw -65863.954024 + Penalty 1398.904697 = -64465.049327 nChanged 8 SP:Iteration 12Q (12.901977 sec): 3 clusters Score: Raw -65871.865468 + Penalty 1399.935148 = -64471.930320 nChanged 5 SP:Iteration 13Q (12.903292 sec): 3 clusters Score: Raw -65876.736406 + Penalty 1402.236483 = -64474.499924 nChanged 2 SP:Iteration 14Q (12.904642 sec): 3 clusters Score: Raw -65878.510617 + Penalty 1402.322652 = -64476.187965 nChanged 1 SP:Iteration 15Q (12.905912 sec): 3 clusters Score: Raw -65879.519801 + Penalty 1402.966809 = -64476.552991 nChanged 1 SP:Iteration 16Q (12.907160 sec): 3 clusters Score: Raw -65880.631745 + Penalty 1402.966809 = -64477.664936 nChanged 0 SP:Iteration 17F (12.908651 sec): 3 clusters Score: Raw -65880.631745 + Penalty 1402.966809 = -64477.664936 nChanged 0 Score: Raw -2177240.064320 + Penalty 92153.065548 = -2085086.998773 Splitting cluster 7 changes total score from -2072433.005024 to -2085086.998773 So it's getting split into cluster 43. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.383001 sec): 2 clusters Score: Raw -125332.634970 + Penalty 270.213771 = -125062.421199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.385959 sec): 3 clusters Score: Raw -124430.995851 + Penalty 538.620580 = -123892.375271 nChanged 630 SP:Iteration 1F (14.388899 sec): 3 clusters Score: Raw -124793.835113 + Penalty 536.131870 = -124257.703243 nChanged 133 SP:Iteration 2F (14.391666 sec): 3 clusters Score: Raw -124857.967069 + Penalty 532.075914 = -124325.891155 nChanged 97 SP:Iteration 3F (14.394476 sec): 3 clusters Score: Raw -124911.503114 + Penalty 527.914932 = -124383.588182 nChanged 99 SP:Iteration 4F (14.397375 sec): 3 clusters Score: Raw -124976.093945 + Penalty 521.013318 = -124455.080628 nChanged 93 SP:Iteration 5F (14.400164 sec): 3 clusters Score: Raw -125047.739906 + Penalty 520.026967 = -124527.712939 nChanged 100 SP:Iteration 6F (14.402998 sec): 3 clusters Score: Raw -125142.029829 + Penalty 528.100098 = -124613.929731 nChanged 89 SP:Iteration 7F (14.405752 sec): 3 clusters Score: Raw -125241.966633 + Penalty 531.690344 = -124710.276288 nChanged 53 SP:Iteration 8Q (14.408471 sec): 3 clusters Score: Raw -125302.298704 + Penalty 540.483761 = -124761.814944 nChanged 26 SP:Iteration 9Q (14.410986 sec): 3 clusters Score: Raw -125329.457025 + Penalty 536.124039 = -124793.332986 nChanged 7 SP:Iteration 10F (14.413737 sec): 3 clusters Score: Raw -125336.343844 + Penalty 538.786116 = -124797.557728 nChanged 2 SP:Iteration 11Q (14.416035 sec): 3 clusters Score: Raw -125336.677423 + Penalty 538.842189 = -124797.835234 nChanged 1 SP:Iteration 12Q (14.418478 sec): 3 clusters Score: Raw -125336.495211 + Penalty 543.228126 = -124793.267086 nChanged 1 SP:Iteration 13F (14.421297 sec): 3 clusters Score: Raw -125336.655244 + Penalty 541.902937 = -124794.752306 nChanged 1 SP:Iteration 14Q (14.423523 sec): 3 clusters Score: Raw -125339.022763 + Penalty 537.120040 = -124801.902722 nChanged 1 SP:Iteration 15Q (14.425734 sec): 3 clusters Score: Raw -125343.201941 + Penalty 542.113142 = -124801.088798 nChanged 1 SP:Iteration 16F (14.428408 sec): 3 clusters Score: Raw -125342.783157 + Penalty 542.113142 = -124800.670014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.430954 sec): 2 clusters Score: Raw -8285.400185 + Penalty 191.536243 = -8093.863942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.431365 sec): 3 clusters Score: Raw -8283.772827 + Penalty 379.977649 = -7903.795178 nChanged 24 SP:Iteration 1F (14.431766 sec): 3 clusters Score: Raw -8319.938508 + Penalty 381.376152 = -7938.562356 nChanged 7 SP:Iteration 2F (14.432164 sec): 3 clusters Score: Raw -8330.690079 + Penalty 383.072486 = -7947.617593 nChanged 2 SP:Iteration 3Q (14.432549 sec): 3 clusters Score: Raw -8342.779510 + Penalty 383.072486 = -7959.707024 nChanged 2 SP:Iteration 4Q (14.432946 sec): 3 clusters Score: Raw -8349.111167 + Penalty 385.306539 = -7963.804628 nChanged 2 SP:Iteration 5Q (14.433332 sec): 3 clusters Score: Raw -8350.280340 + Penalty 386.060793 = -7964.219546 nChanged 1 SP:Iteration 6Q (14.433714 sec): 3 clusters Score: Raw -8352.170623 + Penalty 386.060793 = -7966.109830 nChanged 0 SP:Iteration 7F (14.434118 sec): 3 clusters Score: Raw -8352.170623 + Penalty 386.060793 = -7966.109830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.435059 sec): 2 clusters Score: Raw -3093.411145 + Penalty 262.651346 = -2830.759799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.435333 sec): 3 clusters Score: Raw -3084.119045 + Penalty 530.290395 = -2553.828650 nChanged 2 SP:Iteration 1F (14.435601 sec): 3 clusters Score: Raw -3087.644637 + Penalty 528.378701 = -2559.265936 nChanged 1 SP:Iteration 2Q (14.435869 sec): 3 clusters Score: Raw -3089.628841 + Penalty 525.342823 = -2564.286018 nChanged 2 SP:Iteration 3F (14.436138 sec): 3 clusters Score: Raw -3094.239243 + Penalty 525.342823 = -2568.896420 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.440091 sec): 2 clusters Score: Raw -93668.825152 + Penalty 47.055242 = -93621.769909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.442448 sec): 3 clusters Score: Raw -92929.713040 + Penalty 95.682054 = -92834.030986 nChanged 567 SP:Iteration 1F (14.444796 sec): 3 clusters Score: Raw -93295.009274 + Penalty 97.546402 = -93197.462871 nChanged 106 SP:Iteration 2F (14.447069 sec): 3 clusters Score: Raw -93359.587921 + Penalty 100.929343 = -93258.658578 nChanged 96 SP:Iteration 3F (14.449367 sec): 3 clusters Score: Raw -93430.208459 + Penalty 105.040269 = -93325.168190 nChanged 64 SP:Iteration 4F (14.451792 sec): 3 clusters Score: Raw -93482.065518 + Penalty 109.979989 = -93372.085529 nChanged 53 SP:Iteration 5Q (14.454219 sec): 3 clusters Score: Raw -93527.624600 + Penalty 115.534418 = -93412.090182 nChanged 57 SP:Iteration 6Q (14.456460 sec): 3 clusters Score: Raw -93580.334490 + Penalty 116.181553 = -93464.152937 nChanged 39 SP:Iteration 7Q (14.458700 sec): 3 clusters Score: Raw -93624.343577 + Penalty 106.668288 = -93517.675289 nChanged 28 SP:Iteration 8Q (14.460939 sec): 3 clusters Score: Raw -93657.768110 + Penalty 97.320955 = -93560.447155 nChanged 19 SP:Iteration 9Q (14.463158 sec): 3 clusters Score: Raw -93674.041251 + Penalty 93.125741 = -93580.915511 nChanged 10 SP:Iteration 10F (14.465300 sec): 3 clusters Score: Raw -93684.087435 + Penalty 94.869211 = -93589.218223 nChanged 3 SP:Iteration 11Q (14.467403 sec): 3 clusters Score: Raw -93685.672400 + Penalty 94.869211 = -93590.803189 nChanged 0 SP:Iteration 12F (14.469541 sec): 3 clusters Score: Raw -93685.672400 + Penalty 94.869211 = -93590.803189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.472668 sec): 2 clusters Score: Raw -45046.484772 + Penalty 512.685492 = -44533.799280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.473810 sec): 3 clusters Score: Raw -44830.931639 + Penalty 1028.806222 = -43802.125417 nChanged 160 SP:Iteration 1F (14.474961 sec): 3 clusters Score: Raw -44943.908102 + Penalty 1031.868195 = -43912.039906 nChanged 48 SP:Iteration 2F (14.476129 sec): 3 clusters Score: Raw -44991.541930 + Penalty 1037.486474 = -43954.055455 nChanged 36 SP:Iteration 3F (14.477281 sec): 3 clusters Score: Raw -45039.301259 + Penalty 1045.934313 = -43993.366947 nChanged 36 SP:Iteration 4F (14.478425 sec): 3 clusters Score: Raw -45089.212168 + Penalty 1051.883798 = -44037.328370 nChanged 22 SP:Iteration 5Q (14.479503 sec): 3 clusters Score: Raw -45115.433939 + Penalty 1050.677895 = -44064.756045 nChanged 16 SP:Iteration 6Q (14.480558 sec): 3 clusters Score: Raw -45147.691858 + Penalty 1048.097510 = -44099.594348 nChanged 16 SP:Iteration 7Q (14.481608 sec): 3 clusters Score: Raw -45195.801966 + Penalty 1043.312771 = -44152.489195 nChanged 27 SP:Iteration 8F (14.482772 sec): 3 clusters Score: Raw -45230.887160 + Penalty 1038.120143 = -44192.767017 nChanged 22 SP:Iteration 9Q (14.483824 sec): 3 clusters Score: Raw -45261.003269 + Penalty 1030.623937 = -44230.379332 nChanged 26 SP:Iteration 10F (14.484973 sec): 3 clusters Score: Raw -45312.591573 + Penalty 1021.880422 = -44290.711151 nChanged 23 SP:Iteration 11Q (14.486013 sec): 3 clusters Score: Raw -45369.041282 + Penalty 1012.772669 = -44356.268613 nChanged 20 SP:Iteration 12Q (14.487019 sec): 3 clusters Score: Raw -45433.372953 + Penalty 1008.531653 = -44424.841300 nChanged 8 SP:Iteration 13Q (14.487977 sec): 3 clusters Score: Raw -45458.930853 + Penalty 1005.944264 = -44452.986589 nChanged 5 SP:Iteration 14Q (14.488918 sec): 3 clusters Score: Raw -45477.563069 + Penalty 1003.359498 = -44474.203571 nChanged 4 SP:Iteration 15Q (14.489850 sec): 3 clusters Score: Raw -45488.428551 + Penalty 1003.044166 = -44485.384384 nChanged 1 SP:Iteration 16Q (14.490752 sec): 3 clusters Score: Raw -45492.712765 + Penalty 1003.044166 = -44489.668599 nChanged 0 SP:Iteration 17F (14.491898 sec): 3 clusters Score: Raw -45492.712765 + Penalty 1003.044166 = -44489.668599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.493631 sec): 2 clusters Score: Raw -13023.272410 + Penalty 566.725035 = -12456.547376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.494120 sec): 3 clusters Score: Raw -13058.737960 + Penalty 1133.111777 = -11925.626183 nChanged 20 SP:Iteration 1F (14.494601 sec): 3 clusters Score: Raw -13113.749756 + Penalty 1132.323477 = -11981.426279 nChanged 9 SP:Iteration 2F (14.495108 sec): 3 clusters Score: Raw -13138.331518 + Penalty 1131.465375 = -12006.866143 nChanged 3 SP:Iteration 3Q (14.495576 sec): 3 clusters Score: Raw -13147.405116 + Penalty 1131.585815 = -12015.819301 nChanged 3 SP:Iteration 4Q (14.496042 sec): 3 clusters Score: Raw -13158.186129 + Penalty 1131.179784 = -12027.006346 nChanged 1 SP:Iteration 5Q (14.496502 sec): 3 clusters Score: Raw -13160.526236 + Penalty 1131.179784 = -12029.346453 nChanged 0 SP:Iteration 6F (14.496992 sec): 3 clusters Score: Raw -13160.526236 + Penalty 1131.179784 = -12029.346453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.498581 sec): 2 clusters Score: Raw -24705.841438 + Penalty 619.575656 = -24086.265782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.499298 sec): 3 clusters Score: Raw -24667.456105 + Penalty 1239.085345 = -23428.370760 nChanged 45 SP:Iteration 1F (14.499995 sec): 3 clusters Score: Raw -24728.832466 + Penalty 1239.164416 = -23489.668049 nChanged 9 SP:Iteration 2Q (14.500679 sec): 3 clusters Score: Raw -24744.209821 + Penalty 1239.096656 = -23505.113165 nChanged 7 SP:Iteration 3Q (14.501355 sec): 3 clusters Score: Raw -24759.178809 + Penalty 1239.078881 = -23520.099928 nChanged 9 SP:Iteration 4Q (14.502029 sec): 3 clusters Score: Raw -24780.632960 + Penalty 1239.070748 = -23541.562212 nChanged 3 SP:Iteration 5Q (14.502681 sec): 3 clusters Score: Raw -24787.442614 + Penalty 1239.056946 = -23548.385668 nChanged 2 SP:Iteration 6Q (14.503329 sec): 3 clusters Score: Raw -24789.925920 + Penalty 1239.022247 = -23550.903672 nChanged 1 SP:Iteration 7Q (14.503976 sec): 3 clusters Score: Raw -24790.730144 + Penalty 1239.010973 = -23551.719171 nChanged 1 SP:Iteration 8Q (14.504623 sec): 3 clusters Score: Raw -24792.239431 + Penalty 1239.010973 = -23553.228458 nChanged 0 SP:Iteration 9F (14.505294 sec): 3 clusters Score: Raw -24792.239431 + Penalty 1239.010973 = -23553.228458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.509923 sec): 2 clusters Score: Raw -118536.084296 + Penalty 766.839479 = -117769.244816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.512496 sec): 3 clusters Score: Raw -117902.139492 + Penalty 1533.497024 = -116368.642468 nChanged 456 SP:Iteration 1F (14.515009 sec): 3 clusters Score: Raw -118191.215744 + Penalty 1533.633444 = -116657.582300 nChanged 116 SP:Iteration 2F (14.517733 sec): 3 clusters Score: Raw -118276.170955 + Penalty 1532.288667 = -116743.882288 nChanged 101 SP:Iteration 3F (14.520449 sec): 3 clusters Score: Raw -118351.636919 + Penalty 1531.614269 = -116820.022650 nChanged 69 SP:Iteration 4F (14.522957 sec): 3 clusters Score: Raw -118400.168473 + Penalty 1530.423589 = -116869.744884 nChanged 63 SP:Iteration 5Q (14.525423 sec): 3 clusters Score: Raw -118450.873323 + Penalty 1531.399703 = -116919.473620 nChanged 43 SP:Iteration 6Q (14.527886 sec): 3 clusters Score: Raw -118477.667330 + Penalty 1528.955408 = -116948.711923 nChanged 36 SP:Iteration 7Q (14.530348 sec): 3 clusters Score: Raw -118501.642879 + Penalty 1528.574152 = -116973.068727 nChanged 33 SP:Iteration 8Q (14.532867 sec): 3 clusters Score: Raw -118517.961462 + Penalty 1526.432822 = -116991.528640 nChanged 22 SP:Iteration 9Q (14.535364 sec): 3 clusters Score: Raw -118531.195783 + Penalty 1525.647168 = -117005.548615 nChanged 19 SP:Iteration 10F (14.537897 sec): 3 clusters Score: Raw -118544.526162 + Penalty 1523.425745 = -117021.100418 nChanged 17 SP:Iteration 11Q (14.540408 sec): 3 clusters Score: Raw -118555.303008 + Penalty 1524.147272 = -117031.155736 nChanged 13 SP:Iteration 12Q (14.542898 sec): 3 clusters Score: Raw -118561.904377 + Penalty 1521.941771 = -117039.962605 nChanged 10 SP:Iteration 13Q (14.545344 sec): 3 clusters Score: Raw -118569.042852 + Penalty 1521.186044 = -117047.856808 nChanged 8 SP:Iteration 14Q (14.547859 sec): 3 clusters Score: Raw -118576.078196 + Penalty 1517.950011 = -117058.128185 nChanged 9 SP:Iteration 15Q (14.550561 sec): 3 clusters Score: Raw -118586.720397 + Penalty 1513.251473 = -117073.468924 nChanged 9 SP:Iteration 16Q (14.553206 sec): 3 clusters Score: Raw -118596.909881 + Penalty 1510.466873 = -117086.443007 nChanged 8 SP:Iteration 17Q (14.555828 sec): 3 clusters Score: Raw -118606.962818 + Penalty 1507.175042 = -117099.787776 nChanged 9 SP:Iteration 18Q (14.558240 sec): 3 clusters Score: Raw -118616.354040 + Penalty 1501.978814 = -117114.375226 nChanged 11 SP:Iteration 19Q (14.560645 sec): 3 clusters Score: Raw -118627.869425 + Penalty 1499.580980 = -117128.288446 nChanged 8 SP:Iteration 20F (14.563110 sec): 3 clusters Score: Raw -118635.262289 + Penalty 1497.095924 = -117138.166366 nChanged 11 SP:Iteration 21Q (14.565502 sec): 3 clusters Score: Raw -118644.495151 + Penalty 1493.662728 = -117150.832424 nChanged 9 SP:Iteration 22Q (14.567907 sec): 3 clusters Score: Raw -118651.770581 + Penalty 1495.023268 = -117156.747313 nChanged 12 SP:Iteration 23Q (14.570319 sec): 3 clusters Score: Raw -118667.975967 + Penalty 1494.244748 = -117173.731219 nChanged 20 SP:Iteration 24Q (14.572794 sec): 3 clusters Score: Raw -118688.951111 + Penalty 1494.840042 = -117194.111070 nChanged 29 SP:Iteration 25Q (14.575236 sec): 3 clusters Score: Raw -118724.859912 + Penalty 1492.929380 = -117231.930532 nChanged 31 SP:Iteration 26Q (14.577628 sec): 3 clusters Score: Raw -118760.785206 + Penalty 1494.413525 = -117266.371682 nChanged 23 SP:Iteration 27Q (14.579993 sec): 3 clusters Score: Raw -118777.616407 + Penalty 1495.352027 = -117282.264380 nChanged 19 SP:Iteration 28Q (14.582491 sec): 3 clusters Score: Raw -118793.268613 + Penalty 1493.511022 = -117299.757591 nChanged 12 SP:Iteration 29Q (14.585069 sec): 3 clusters Score: Raw -118802.461630 + Penalty 1494.820294 = -117307.641336 nChanged 12 SP:Iteration 30F (14.587649 sec): 3 clusters Score: Raw -118813.258248 + Penalty 1495.118717 = -117318.139531 nChanged 12 SP:Iteration 31Q (14.590056 sec): 3 clusters Score: Raw -118822.626502 + Penalty 1495.240104 = -117327.386397 nChanged 12 SP:Iteration 32Q (14.592462 sec): 3 clusters Score: Raw -118831.146200 + Penalty 1496.085002 = -117335.061198 nChanged 13 SP:Iteration 33Q (14.594840 sec): 3 clusters Score: Raw -118840.216714 + Penalty 1497.033301 = -117343.183413 nChanged 9 SP:Iteration 34Q (14.597180 sec): 3 clusters Score: Raw -118846.049443 + Penalty 1497.568542 = -117348.480901 nChanged 6 SP:Iteration 35Q (14.599541 sec): 3 clusters Score: Raw -118853.445947 + Penalty 1497.152322 = -117356.293625 nChanged 9 SP:Iteration 36Q (14.601915 sec): 3 clusters Score: Raw -118859.345768 + Penalty 1497.098208 = -117362.247560 nChanged 6 SP:Iteration 37Q (14.604263 sec): 3 clusters Score: Raw -118862.010830 + Penalty 1497.601148 = -117364.409682 nChanged 3 SP:Iteration 38Q (14.606589 sec): 3 clusters Score: Raw -118863.195822 + Penalty 1497.572767 = -117365.623055 nChanged 1 SP:Iteration 39Q (14.609048 sec): 3 clusters Score: Raw -118863.657025 + Penalty 1497.875169 = -117365.781857 nChanged 1 SP:Iteration 40F (14.611533 sec): 3 clusters Score: Raw -118864.418803 + Penalty 1497.885610 = -117366.533193 nChanged 2 SP:Iteration 41Q (14.613895 sec): 3 clusters Score: Raw -118865.428610 + Penalty 1497.616954 = -117367.811656 nChanged 3 SP:Iteration 42Q (14.616217 sec): 3 clusters Score: Raw -118867.587523 + Penalty 1497.243570 = -117370.343954 nChanged 3 SP:Iteration 43Q (14.618767 sec): 3 clusters Score: Raw -118869.185824 + Penalty 1497.119344 = -117372.066480 nChanged 1 SP:Iteration 44Q (14.621196 sec): 3 clusters Score: Raw -118869.789818 + Penalty 1497.119344 = -117372.670474 nChanged 0 SP:Iteration 45F (14.623702 sec): 3 clusters Score: Raw -118869.789818 + Penalty 1497.119344 = -117372.670474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.624943 sec): 2 clusters Score: Raw -5623.351308 + Penalty 479.268278 = -5144.083030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.625277 sec): 3 clusters Score: Raw -5678.758884 + Penalty 958.158892 = -4720.599993 nChanged 4 SP:Iteration 1F (14.625604 sec): 3 clusters Score: Raw -5690.410594 + Penalty 957.783954 = -4732.626640 nChanged 1 SP:Iteration 2Q (14.625918 sec): 3 clusters Score: Raw -5692.022048 + Penalty 957.783954 = -4734.238094 nChanged 0 SP:Iteration 3F (14.626243 sec): 3 clusters Score: Raw -5692.022048 + Penalty 957.783954 = -4734.238094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.627329 sec): 2 clusters Score: Raw -9609.721208 + Penalty 430.314051 = -9179.407157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.627737 sec): 3 clusters Score: Raw -9611.861616 + Penalty 858.098934 = -8753.762682 nChanged 16 SP:Iteration 1F (14.628138 sec): 3 clusters Score: Raw -9647.996994 + Penalty 857.040534 = -8790.956459 nChanged 2 SP:Iteration 2Q (14.628529 sec): 3 clusters Score: Raw -9648.848659 + Penalty 857.324706 = -8791.523954 nChanged 1 SP:Iteration 3Q (14.628919 sec): 3 clusters Score: Raw -9649.428196 + Penalty 856.733801 = -8792.694395 nChanged 2 SP:Iteration 4Q (14.629309 sec): 3 clusters Score: Raw -9651.013780 + Penalty 857.602801 = -8793.410979 nChanged 1 SP:Iteration 5Q (14.629697 sec): 3 clusters Score: Raw -9653.205400 + Penalty 857.931642 = -8795.273759 nChanged 1 SP:Iteration 6Q (14.630084 sec): 3 clusters Score: Raw -9653.789898 + Penalty 858.112190 = -8795.677708 nChanged 1 SP:Iteration 7Q (14.630471 sec): 3 clusters Score: Raw -9654.503794 + Penalty 859.450675 = -8795.053119 nChanged 2 SP:Iteration 8F (14.630866 sec): 3 clusters Score: Raw -9659.968928 + Penalty 859.450675 = -8800.518253 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.634846 sec): 2 clusters Score: Raw -97865.664416 + Penalty 575.916368 = -97289.748048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.636977 sec): 3 clusters Score: Raw -97298.095069 + Penalty 1151.185637 = -96146.909432 nChanged 397 SP:Iteration 1F (14.639249 sec): 3 clusters Score: Raw -97579.530385 + Penalty 1155.303718 = -96424.226667 nChanged 123 SP:Iteration 2F (14.641403 sec): 3 clusters Score: Raw -97696.891286 + Penalty 1158.184072 = -96538.707214 nChanged 82 SP:Iteration 3F (14.643488 sec): 3 clusters Score: Raw -97777.480232 + Penalty 1160.012456 = -96617.467776 nChanged 56 SP:Iteration 4F (14.645542 sec): 3 clusters Score: Raw -97829.653615 + Penalty 1162.310081 = -96667.343533 nChanged 59 SP:Iteration 5F (14.647581 sec): 3 clusters Score: Raw -97887.672539 + Penalty 1163.078623 = -96724.593916 nChanged 35 SP:Iteration 6Q (14.649661 sec): 3 clusters Score: Raw -97918.200114 + Penalty 1163.050870 = -96755.149244 nChanged 27 SP:Iteration 7Q (14.651815 sec): 3 clusters Score: Raw -97937.584596 + Penalty 1163.473395 = -96774.111200 nChanged 19 SP:Iteration 8Q (14.653931 sec): 3 clusters Score: Raw -97950.431204 + Penalty 1164.665641 = -96785.765563 nChanged 12 SP:Iteration 9Q (14.656066 sec): 3 clusters Score: Raw -97957.952592 + Penalty 1165.753582 = -96792.199010 nChanged 9 SP:Iteration 10F (14.658271 sec): 3 clusters Score: Raw -97963.673578 + Penalty 1166.437530 = -96797.236048 nChanged 8 SP:Iteration 11Q (14.660331 sec): 3 clusters Score: Raw -97968.412295 + Penalty 1167.482516 = -96800.929779 nChanged 7 SP:Iteration 12Q (14.662243 sec): 3 clusters Score: Raw -97974.843435 + Penalty 1168.230642 = -96806.612793 nChanged 9 SP:Iteration 13Q (14.664144 sec): 3 clusters Score: Raw -97981.965772 + Penalty 1169.654246 = -96812.311527 nChanged 8 SP:Iteration 14Q (14.666031 sec): 3 clusters Score: Raw -97987.888879 + Penalty 1170.058678 = -96817.830201 nChanged 5 SP:Iteration 15Q (14.667976 sec): 3 clusters Score: Raw -97990.650360 + Penalty 1171.477847 = -96819.172513 nChanged 6 SP:Iteration 16Q (14.669883 sec): 3 clusters Score: Raw -97993.763254 + Penalty 1172.513452 = -96821.249802 nChanged 4 SP:Iteration 17Q (14.671748 sec): 3 clusters Score: Raw -97995.040468 + Penalty 1174.095029 = -96820.945439 nChanged 3 SP:Iteration 18F (14.673787 sec): 3 clusters Score: Raw -97996.476339 + Penalty 1175.438378 = -96821.037961 nChanged 3 SP:Iteration 19Q (14.675673 sec): 3 clusters Score: Raw -97997.790184 + Penalty 1177.073584 = -96820.716600 nChanged 4 SP:Iteration 20F (14.677722 sec): 3 clusters Score: Raw -97999.138329 + Penalty 1177.439140 = -96821.699189 nChanged 4 SP:Iteration 21Q (14.679573 sec): 3 clusters Score: Raw -98000.000026 + Penalty 1177.666915 = -96822.333111 nChanged 1 SP:Iteration 22Q (14.681420 sec): 3 clusters Score: Raw -98000.188881 + Penalty 1177.666915 = -96822.521966 nChanged 0 SP:Iteration 23F (14.683603 sec): 3 clusters Score: Raw -98000.188881 + Penalty 1177.666915 = -96822.521966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.685309 sec): 2 clusters Score: Raw -13640.204973 + Penalty 590.295974 = -13049.908999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.685825 sec): 3 clusters Score: Raw -13743.186608 + Penalty 1175.116475 = -12568.070133 nChanged 50 SP:Iteration 1F (14.686332 sec): 3 clusters Score: Raw -13895.120469 + Penalty 1173.341515 = -12721.778954 nChanged 12 SP:Iteration 2F (14.686837 sec): 3 clusters Score: Raw -13933.507865 + Penalty 1173.250889 = -12760.256977 nChanged 4 SP:Iteration 3Q (14.687304 sec): 3 clusters Score: Raw -13945.830400 + Penalty 1173.250889 = -12772.579511 nChanged 0 SP:Iteration 4F (14.687808 sec): 3 clusters Score: Raw -13945.830400 + Penalty 1173.250889 = -12772.579511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.688718 sec): 2 clusters Score: Raw -632.757559 + Penalty 142.181907 = -490.575652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.688947 sec): 3 clusters Score: Raw -648.769320 + Penalty 254.331644 = -394.437677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.689722 sec): 2 clusters Score: Raw -801.355990 + Penalty 88.838743 = -712.517247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.689943 sec): 3 clusters Score: Raw -808.898989 + Penalty 177.677486 = -631.221503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.690722 sec): 2 clusters Score: Raw -1325.047108 + Penalty 234.376172 = -1090.670935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.690958 sec): 3 clusters Score: Raw -1323.166230 + Penalty 462.166883 = -860.999347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.691759 sec): 2 clusters Score: Raw -1219.677225 + Penalty 157.005923 = -1062.671303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.691996 sec): 3 clusters Score: Raw -1232.867326 + Penalty 319.907785 = -912.959541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.692903 sec): 2 clusters Score: Raw -4999.691902 + Penalty 372.663408 = -4627.028494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.693222 sec): 3 clusters Score: Raw -5049.801875 + Penalty 746.613625 = -4303.188250 nChanged 4 SP:Iteration 1F (14.693544 sec): 3 clusters Score: Raw -5065.689093 + Penalty 747.208878 = -4318.480215 nChanged 1 SP:Iteration 2Q (14.693854 sec): 3 clusters Score: Raw -5072.577970 + Penalty 747.208878 = -4325.369091 nChanged 0 SP:Iteration 3F (14.694171 sec): 3 clusters Score: Raw -5072.577970 + Penalty 747.208878 = -4325.369091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.696011 sec): 2 clusters Score: Raw -20141.869799 + Penalty 358.980025 = -19782.889774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.696642 sec): 3 clusters Score: Raw -20028.832839 + Penalty 717.975178 = -19310.857661 nChanged 49 SP:Iteration 1F (14.697266 sec): 3 clusters Score: Raw -20073.870977 + Penalty 718.127713 = -19355.743264 nChanged 30 SP:Iteration 2F (14.697883 sec): 3 clusters Score: Raw -20111.836884 + Penalty 718.292674 = -19393.544211 nChanged 12 SP:Iteration 3Q (14.698496 sec): 3 clusters Score: Raw -20129.187036 + Penalty 718.338210 = -19410.848825 nChanged 11 SP:Iteration 4Q (14.699109 sec): 3 clusters Score: Raw -20141.058856 + Penalty 719.310917 = -19421.747939 nChanged 8 SP:Iteration 5Q (14.699718 sec): 3 clusters Score: Raw -20147.217603 + Penalty 718.663595 = -19428.554008 nChanged 6 SP:Iteration 6Q (14.700327 sec): 3 clusters Score: Raw -20151.139713 + Penalty 719.230187 = -19431.909526 nChanged 6 SP:Iteration 7Q (14.700956 sec): 3 clusters Score: Raw -20154.545275 + Penalty 721.580344 = -19432.964931 nChanged 6 SP:Iteration 8Q (14.701583 sec): 3 clusters Score: Raw -20158.612131 + Penalty 723.271085 = -19435.341046 nChanged 5 SP:Iteration 9Q (14.702189 sec): 3 clusters Score: Raw -20161.564417 + Penalty 722.932676 = -19438.631741 nChanged 2 SP:Iteration 10F (14.702806 sec): 3 clusters Score: Raw -20162.761480 + Penalty 725.052663 = -19437.708816 nChanged 3 SP:Iteration 11F (14.703421 sec): 3 clusters Score: Raw -20164.313908 + Penalty 726.868107 = -19437.445800 nChanged 3 SP:Iteration 12F (14.704036 sec): 3 clusters Score: Raw -20165.500052 + Penalty 727.508504 = -19437.991548 nChanged 2 SP:Iteration 13Q (14.704630 sec): 3 clusters Score: Raw -20167.910877 + Penalty 731.482074 = -19436.428803 nChanged 3 SP:Iteration 14F (14.705246 sec): 3 clusters Score: Raw -20170.643528 + Penalty 732.184668 = -19438.458860 nChanged 2 SP:Iteration 15Q (14.705833 sec): 3 clusters Score: Raw -20172.339873 + Penalty 733.340276 = -19438.999597 nChanged 1 SP:Iteration 16Q (14.706418 sec): 3 clusters Score: Raw -20172.622080 + Penalty 735.386220 = -19437.235860 nChanged 1 SP:Iteration 17F (14.707034 sec): 3 clusters Score: Raw -20172.605834 + Penalty 735.386220 = -19437.219614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.708206 sec): 2 clusters Score: Raw -304.941925 + Penalty 50.764158 = -254.177766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.708414 sec): 3 clusters Score: Raw -313.154748 + Penalty 100.459036 = -212.695712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.708935 sec): 2 clusters Score: Raw -958.784526 + Penalty 204.703471 = -754.081055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.709163 sec): 3 clusters Score: Raw -957.508139 + Penalty 412.377085 = -545.131055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.709620 sec): 2 clusters Score: Raw -235.167926 + Penalty 32.308923 = -202.859003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.709814 sec): 3 clusters Score: Raw -238.205629 + Penalty 63.569303 = -174.636326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.710338 sec): 2 clusters Score: Raw -2186.868410 + Penalty 313.475886 = -1873.392524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.710599 sec): 3 clusters Score: Raw -2208.207222 + Penalty 619.037256 = -1589.169965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.711071 sec): 2 clusters Score: Raw -527.868907 + Penalty 145.043027 = -382.825880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.711288 sec): 3 clusters Score: Raw -518.832949 + Penalty 298.165025 = -220.667923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.711758 sec): 2 clusters Score: Raw -534.841401 + Penalty 165.980939 = -368.860462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.711971 sec): 3 clusters Score: Raw -527.800931 + Penalty 322.420197 = -205.380735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.712471 sec): 2 clusters Score: Raw -1571.345546 + Penalty 240.072104 = -1331.273442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.712710 sec): 3 clusters Score: Raw -1573.246876 + Penalty 482.057654 = -1091.189222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.713233 sec): 2 clusters Score: Raw -2169.895762 + Penalty 39.076064 = -2130.819698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.713489 sec): 3 clusters Score: Raw -2161.595937 + Penalty 80.860632 = -2080.735305 nChanged 8 SP:Iteration 1F (14.713740 sec): 3 clusters Score: Raw -2170.930293 + Penalty 77.150332 = -2093.779961 nChanged 2 SP:Iteration 2F (14.713977 sec): 3 clusters Score: Raw -2173.417930 + Penalty 74.034070 = -2099.383860 nChanged 2 SP:Iteration 3F (14.714214 sec): 3 clusters Score: Raw -2175.926446 + Penalty 72.943565 = -2102.982881 nChanged 1 SP:Iteration 4Q (14.714448 sec): 3 clusters Score: Raw -2176.226599 + Penalty 72.943565 = -2103.283033 nChanged 0 SP:Iteration 5F (14.714686 sec): 3 clusters Score: Raw -2176.226599 + Penalty 72.943565 = -2103.283033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.715200 sec): 2 clusters Score: Raw -1929.670042 + Penalty 355.846087 = -1573.823955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.715450 sec): 3 clusters Score: Raw -1969.242244 + Penalty 705.756607 = -1263.485637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.715904 sec): 2 clusters Score: Raw -231.407973 + Penalty 24.235557 = -207.172417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.716117 sec): 3 clusters Score: Raw -233.412636 + Penalty 46.254918 = -187.157718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.716577 sec): 2 clusters Score: Raw -165.060514 + Penalty 37.217754 = -127.842760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.716777 sec): 3 clusters Score: Raw -161.747031 + Penalty 74.435508 = -87.311522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.717295 sec): 2 clusters Score: Raw -2166.532981 + Penalty 325.368698 = -1841.164283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.717551 sec): 3 clusters Score: Raw -2172.345078 + Penalty 642.638748 = -1529.706330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.718006 sec): 2 clusters Score: Raw -82.177902 + Penalty 0.000000 = -82.177902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.718195 sec): 2 clusters Score: Raw -82.177902 + Penalty 0.000000 = -82.177902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.718660 sec): 2 clusters Score: Raw -361.416334 + Penalty 148.727999 = -212.688335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.718874 sec): 3 clusters Score: Raw -352.484079 + Penalty 297.455997 = -55.028082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.719819 sec): 2 clusters Score: Raw -13908.882365 + Penalty 302.082820 = -13606.799545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.720317 sec): 3 clusters Score: Raw -13834.766358 + Penalty 622.788284 = -13211.978075 nChanged 40 SP:Iteration 1F (14.720810 sec): 3 clusters Score: Raw -13883.860086 + Penalty 634.997375 = -13248.862711 nChanged 14 SP:Iteration 2F (14.721302 sec): 3 clusters Score: Raw -13909.571051 + Penalty 641.534154 = -13268.036897 nChanged 6 SP:Iteration 3Q (14.721790 sec): 3 clusters Score: Raw -13915.782534 + Penalty 640.797648 = -13274.984885 nChanged 2 SP:Iteration 4Q (14.722276 sec): 3 clusters Score: Raw -13917.707449 + Penalty 640.797648 = -13276.909800 nChanged 0 SP:Iteration 5F (14.722765 sec): 3 clusters Score: Raw -13917.707449 + Penalty 640.797648 = -13276.909800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.723663 sec): 2 clusters Score: Raw -518.953560 + Penalty 146.135409 = -372.818151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.723881 sec): 3 clusters Score: Raw -517.021449 + Penalty 292.270818 = -224.750631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.724645 sec): 2 clusters Score: Raw -1009.234801 + Penalty 242.416053 = -766.818749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.724875 sec): 3 clusters Score: Raw -1047.297976 + Penalty 484.832105 = -562.465871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.725613 sec): 2 clusters Score: Raw -269.859490 + Penalty 113.964708 = -155.894782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.725809 sec): 2 clusters Score: Raw -269.859490 + Penalty 113.964708 = -155.894782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.726571 sec): 2 clusters Score: Raw -337.443827 + Penalty 110.434235 = -227.009592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.726778 sec): 3 clusters Score: Raw -335.746871 + Penalty 197.801501 = -137.945371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.727547 sec): 2 clusters Score: Raw -1235.212606 + Penalty 252.421320 = -982.791286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.727781 sec): 3 clusters Score: Raw -1245.548363 + Penalty 503.690168 = -741.858195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.728520 sec): 2 clusters Score: Raw -249.562974 + Penalty 79.042785 = -170.520189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.728728 sec): 3 clusters Score: Raw -245.863901 + Penalty 177.076987 = -68.786914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.729461 sec): 2 clusters Score: Raw -168.512845 + Penalty 55.155124 = -113.357721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.729666 sec): 3 clusters Score: Raw -165.501322 + Penalty 110.310248 = -55.191074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.730401 sec): 2 clusters Score: Raw -166.977203 + Penalty 52.397937 = -114.579267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.730605 sec): 3 clusters Score: Raw -161.551952 + Penalty 104.795873 = -56.756078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.731369 sec): 2 clusters Score: Raw -1139.745591 + Penalty 302.261390 = -837.484201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.731599 sec): 3 clusters Score: Raw -1138.564049 + Penalty 603.845847 = -534.718202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.732653 sec): 2 clusters Score: Raw -8488.286279 + Penalty 235.064324 = -8253.221955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.733066 sec): 3 clusters Score: Raw -8544.718274 + Penalty 473.135691 = -8071.582583 nChanged 32 SP:Iteration 1F (14.733471 sec): 3 clusters Score: Raw -8624.018212 + Penalty 485.242769 = -8138.775444 nChanged 13 SP:Iteration 2F (14.733878 sec): 3 clusters Score: Raw -8648.853779 + Penalty 489.289368 = -8159.564412 nChanged 4 SP:Iteration 3Q (14.734256 sec): 3 clusters Score: Raw -8655.851206 + Penalty 489.289368 = -8166.561838 nChanged 0 SP:Iteration 4F (14.734663 sec): 3 clusters Score: Raw -8655.851206 + Penalty 489.289368 = -8166.561838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.735474 sec): 2 clusters Score: Raw -1422.531512 + Penalty 308.684386 = -1113.847126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.735711 sec): 3 clusters Score: Raw -1414.816152 + Penalty 624.347984 = -790.468168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.736575 sec): 2 clusters Score: Raw -4060.973924 + Penalty 320.352499 = -3740.621425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.736867 sec): 3 clusters Score: Raw -4068.966741 + Penalty 634.326246 = -3434.640495 nChanged 6 SP:Iteration 1F (14.737175 sec): 3 clusters Score: Raw -4078.423296 + Penalty 634.326246 = -3444.097050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.737933 sec): 2 clusters Score: Raw -454.740719 + Penalty 90.527372 = -364.213347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.738139 sec): 3 clusters Score: Raw -472.967842 + Penalty 181.054745 = -291.913097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.738881 sec): 2 clusters Score: Raw -413.572196 + Penalty 114.654929 = -298.917268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.739093 sec): 3 clusters Score: Raw -416.936268 + Penalty 233.180037 = -183.756230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.739835 sec): 2 clusters Score: Raw -479.436420 + Penalty 146.993820 = -332.442600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.740048 sec): 3 clusters Score: Raw -509.934664 + Penalty 293.987641 = -215.947023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.740791 sec): 2 clusters Score: Raw -251.116531 + Penalty 61.161606 = -189.954925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.740996 sec): 3 clusters Score: Raw -244.637561 + Penalty 129.492731 = -115.144830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.741731 sec): 2 clusters Score: Raw -324.623949 + Penalty 62.719043 = -261.904906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.741933 sec): 3 clusters Score: Raw -323.823538 + Penalty 125.438085 = -198.385453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.742656 sec): 2 clusters Score: Raw -79.789342 + Penalty 0.000000 = -79.789342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.742838 sec): 2 clusters Score: Raw -79.789342 + Penalty 0.000000 = -79.789342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.743576 sec): 2 clusters Score: Raw -330.933095 + Penalty 49.238208 = -281.694887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.743782 sec): 3 clusters Score: Raw -326.205370 + Penalty 49.238208 = -276.967162 nChanged 1 SP:Iteration 1F (14.743975 sec): 2 clusters Score: Raw -330.933095 + Penalty 49.238208 = -281.694887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.744746 sec): 2 clusters Score: Raw -1324.948546 + Penalty 258.800509 = -1066.148036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.744983 sec): 3 clusters Score: Raw -1327.708860 + Penalty 516.781303 = -810.927557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.745722 sec): 2 clusters Score: Raw -327.752362 + Penalty 92.918559 = -234.833803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.745932 sec): 3 clusters Score: Raw -328.982538 + Penalty 179.361976 = -149.620561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.746678 sec): 2 clusters Score: Raw -243.619468 + Penalty 59.305595 = -184.313873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.746878 sec): 3 clusters Score: Raw -245.904357 + Penalty 122.072914 = -123.831443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.747634 sec): 2 clusters Score: Raw -402.324377 + Penalty 60.428100 = -341.896277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.747839 sec): 3 clusters Score: Raw -398.739766 + Penalty 142.930055 = -255.809711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.748645 sec): 2 clusters Score: Raw -2561.271528 + Penalty 336.172169 = -2225.099360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.748904 sec): 3 clusters Score: Raw -2576.287429 + Penalty 662.647125 = -1913.640304 nChanged 4 SP:Iteration 1F (14.749156 sec): 3 clusters Score: Raw -2586.332863 + Penalty 662.647125 = -1923.685738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.749904 sec): 2 clusters Score: Raw -423.317996 + Penalty 123.265979 = -300.052017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.750112 sec): 3 clusters Score: Raw -430.206706 + Penalty 229.853107 = -200.353599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.750944 sec): 2 clusters Score: Raw -3085.442610 + Penalty 287.106555 = -2798.336056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.751218 sec): 3 clusters Score: Raw -3090.658742 + Penalty 586.311760 = -2504.346982 nChanged 3 SP:Iteration 1F (14.751485 sec): 3 clusters Score: Raw -3097.079975 + Penalty 591.371376 = -2505.708599 nChanged 1 SP:Iteration 2Q (14.751750 sec): 3 clusters Score: Raw -3100.415439 + Penalty 591.371376 = -2509.044063 nChanged 0 SP:Iteration 3F (14.752017 sec): 3 clusters Score: Raw -3100.415439 + Penalty 591.371376 = -2509.044063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.752915 sec): 2 clusters Score: Raw -5162.738810 + Penalty 498.413387 = -4664.325423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.753224 sec): 3 clusters Score: Raw -5193.938149 + Penalty 996.538596 = -4197.399553 nChanged 5 SP:Iteration 1F (14.753527 sec): 3 clusters Score: Raw -5214.053856 + Penalty 994.965888 = -4219.087969 nChanged 2 SP:Iteration 2Q (14.753821 sec): 3 clusters Score: Raw -5221.718244 + Penalty 992.394228 = -4229.324017 nChanged 2 SP:Iteration 3Q (14.754111 sec): 3 clusters Score: Raw -5230.552099 + Penalty 992.394228 = -4238.157872 nChanged 0 SP:Iteration 4F (14.754413 sec): 3 clusters Score: Raw -5230.552099 + Penalty 992.394228 = -4238.157872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.755474 sec): 2 clusters Score: Raw -11006.217366 + Penalty 518.801324 = -10487.416042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.755898 sec): 3 clusters Score: Raw -10995.698411 + Penalty 1037.126968 = -9958.571443 nChanged 10 SP:Iteration 1F (14.756329 sec): 3 clusters Score: Raw -11019.695637 + Penalty 1037.616290 = -9982.079347 nChanged 4 SP:Iteration 2Q (14.756750 sec): 3 clusters Score: Raw -11033.391226 + Penalty 1038.096965 = -9995.294261 nChanged 2 SP:Iteration 3Q (14.757167 sec): 3 clusters Score: Raw -11037.231889 + Penalty 1039.036988 = -9998.194902 nChanged 1 SP:Iteration 4Q (14.757605 sec): 3 clusters Score: Raw -11039.859486 + Penalty 1039.036988 = -10000.822499 nChanged 0 SP:Iteration 5F (14.758027 sec): 3 clusters Score: Raw -11039.859486 + Penalty 1039.036988 = -10000.822499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.758826 sec): 2 clusters Score: Raw -163.817797 + Penalty 31.353916 = -132.463881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.759025 sec): 3 clusters Score: Raw -158.980236 + Penalty 62.707832 = -96.272404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.759790 sec): 2 clusters Score: Raw -1011.874771 + Penalty 258.983919 = -752.890852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.760019 sec): 3 clusters Score: Raw -1020.755258 + Penalty 507.469335 = -513.285923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.760773 sec): 2 clusters Score: Raw -599.999692 + Penalty 174.010368 = -425.989324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.760989 sec): 3 clusters Score: Raw -597.577804 + Penalty 320.397781 = -277.180022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.761721 sec): 2 clusters Score: Raw -259.231709 + Penalty 104.368167 = -154.863541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.761922 sec): 3 clusters Score: Raw -257.864784 + Penalty 208.736335 = -49.128449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.762677 sec): 2 clusters Score: Raw -909.873820 + Penalty 389.657982 = -520.215838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.762904 sec): 3 clusters Score: Raw -1004.692689 + Penalty 779.315964 = -225.376725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.763645 sec): 2 clusters Score: Raw -339.939964 + Penalty 116.582664 = -223.357300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.763853 sec): 3 clusters Score: Raw -341.183097 + Penalty 224.558633 = -116.624464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.764650 sec): 2 clusters Score: Raw -2154.165222 + Penalty 300.958030 = -1853.207192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.764901 sec): 3 clusters Score: Raw -2160.757788 + Penalty 601.916061 = -1558.841727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.765644 sec): 2 clusters Score: Raw -459.544245 + Penalty 172.843604 = -286.700641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.765859 sec): 3 clusters Score: Raw -448.239667 + Penalty 348.035509 = -100.204159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.766593 sec): 2 clusters Score: Raw -337.623237 + Penalty 91.187340 = -246.435898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.766798 sec): 3 clusters Score: Raw -337.256882 + Penalty 194.018404 = -143.238478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.767988 sec): 2 clusters Score: Raw -5307.381731 + Penalty 83.897873 = -5223.483859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.768343 sec): 3 clusters Score: Raw -5319.264953 + Penalty 265.842652 = -5053.422301 nChanged 20 SP:Iteration 1F (14.768683 sec): 3 clusters Score: Raw -5361.365795 + Penalty 386.676772 = -4974.689024 nChanged 4 SP:Iteration 2F (14.769022 sec): 3 clusters Score: Raw -5376.853159 + Penalty 386.676772 = -4990.176388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.769842 sec): 2 clusters Score: Raw -157.345674 + Penalty 21.396101 = -135.949572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.770032 sec): 2 clusters Score: Raw -157.345674 + Penalty 21.396101 = -135.949572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.770779 sec): 2 clusters Score: Raw -632.599056 + Penalty 19.093593 = -613.505463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.770978 sec): 3 clusters Score: Raw -646.012054 + Penalty 41.029269 = -604.982785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.771713 sec): 2 clusters Score: Raw -177.413751 + Penalty 69.611774 = -107.801977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.771906 sec): 2 clusters Score: Raw -177.413751 + Penalty 69.611774 = -107.801977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.772639 sec): 2 clusters Score: Raw -178.657031 + Penalty 71.190131 = -107.466901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.772831 sec): 2 clusters Score: Raw -178.657031 + Penalty 71.190131 = -107.466901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.773566 sec): 2 clusters Score: Raw -346.167991 + Penalty 125.974035 = -220.193956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.773774 sec): 3 clusters Score: Raw -342.419503 + Penalty 251.948070 = -90.471432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.774516 sec): 2 clusters Score: Raw -458.827107 + Penalty 164.507141 = -294.319966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.774729 sec): 3 clusters Score: Raw -448.089898 + Penalty 323.687632 = -124.402266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.775467 sec): 2 clusters Score: Raw -353.147225 + Penalty 132.448822 = -220.698402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.775680 sec): 3 clusters Score: Raw -344.714555 + Penalty 280.165148 = -64.549407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.776425 sec): 2 clusters Score: Raw -412.615497 + Penalty 29.834292 = -382.781205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.776621 sec): 3 clusters Score: Raw -433.551712 + Penalty 59.668584 = -373.883129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.777353 sec): 2 clusters Score: Raw -84.118744 + Penalty 0.000000 = -84.118744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.777561 sec): 2 clusters Score: Raw -84.118744 + Penalty 0.000000 = -84.118744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.778293 sec): 2 clusters Score: Raw -158.737806 + Penalty 42.727764 = -116.010042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.778483 sec): 2 clusters Score: Raw -158.737806 + Penalty 42.727764 = -116.010042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.779218 sec): 2 clusters Score: Raw -274.207474 + Penalty 121.764473 = -152.443000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.779424 sec): 3 clusters Score: Raw -265.134781 + Penalty 234.830794 = -30.303987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.780186 sec): 2 clusters Score: Raw -723.120527 + Penalty 190.618493 = -532.502034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.780409 sec): 3 clusters Score: Raw -715.237673 + Penalty 378.601801 = -336.635872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.781154 sec): 2 clusters Score: Raw -343.601422 + Penalty 89.609508 = -253.991915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.781365 sec): 3 clusters Score: Raw -335.845320 + Penalty 179.219016 = -156.626305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.782103 sec): 2 clusters Score: Raw -249.036678 + Penalty 87.159586 = -161.877092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.782314 sec): 3 clusters Score: Raw -245.819194 + Penalty 187.169748 = -58.649446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.783053 sec): 2 clusters Score: Raw -363.112869 + Penalty 134.255119 = -228.857750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.783267 sec): 3 clusters Score: Raw -353.504120 + Penalty 134.255119 = -219.249001 nChanged 1 SP:Iteration 1F (14.783458 sec): 2 clusters Score: Raw -363.112869 + Penalty 134.255119 = -228.857750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.784204 sec): 2 clusters Score: Raw -619.443863 + Penalty 147.676112 = -471.767752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.784424 sec): 3 clusters Score: Raw -659.848887 + Penalty 295.352223 = -364.496664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.785149 sec): 2 clusters Score: Raw -81.831036 + Penalty 0.000000 = -81.831036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.785334 sec): 2 clusters Score: Raw -81.831036 + Penalty 0.000000 = -81.831036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.786062 sec): 2 clusters Score: Raw -177.505319 + Penalty 72.430078 = -105.075241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.786255 sec): 2 clusters Score: Raw -177.505319 + Penalty 72.430078 = -105.075241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.787027 sec): 2 clusters Score: Raw -902.196041 + Penalty 153.594767 = -748.601274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.787257 sec): 3 clusters Score: Raw -914.040789 + Penalty 299.127872 = -614.912917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.787989 sec): 2 clusters Score: Raw -84.807881 + Penalty 0.000000 = -84.807881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.788177 sec): 2 clusters Score: Raw -84.807881 + Penalty 0.000000 = -84.807881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.788911 sec): 2 clusters Score: Raw -325.631347 + Penalty 65.505010 = -260.126337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.789119 sec): 3 clusters Score: Raw -323.328676 + Penalty 132.712870 = -190.615806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.789845 sec): 2 clusters Score: Raw -167.072031 + Penalty 37.083924 = -129.988108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.790029 sec): 2 clusters Score: Raw -167.072031 + Penalty 37.083924 = -129.988108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.790768 sec): 2 clusters Score: Raw -252.130152 + Penalty 51.141611 = -200.988542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.790972 sec): 3 clusters Score: Raw -245.822160 + Penalty 98.624665 = -147.197495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.791710 sec): 2 clusters Score: Raw -262.959602 + Penalty 91.813457 = -171.146145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.791918 sec): 3 clusters Score: Raw -254.756715 + Penalty 190.410789 = -64.345926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.792668 sec): 2 clusters Score: Raw -665.423900 + Penalty 212.667751 = -452.756149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.792888 sec): 3 clusters Score: Raw -650.746370 + Penalty 425.107827 = -225.638543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.793622 sec): 2 clusters Score: Raw -270.445326 + Penalty 109.944912 = -160.500414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.793833 sec): 3 clusters Score: Raw -259.909420 + Penalty 217.943106 = -41.966314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.794565 sec): 2 clusters Score: Raw -177.236524 + Penalty 65.168336 = -112.068187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.794767 sec): 3 clusters Score: Raw -167.449496 + Penalty 130.336673 = -37.112823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.795501 sec): 2 clusters Score: Raw -273.475499 + Penalty 117.681829 = -155.793670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.795696 sec): 2 clusters Score: Raw -273.475499 + Penalty 117.681829 = -155.793670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.796437 sec): 2 clusters Score: Raw -83.928484 + Penalty 0.000000 = -83.928484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.796624 sec): 2 clusters Score: Raw -83.928484 + Penalty 0.000000 = -83.928484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.797347 sec): 2 clusters Score: Raw -82.783257 + Penalty 0.000000 = -82.783257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.797532 sec): 2 clusters Score: Raw -82.783257 + Penalty 0.000000 = -82.783257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.798265 sec): 2 clusters Score: Raw -356.315268 + Penalty 115.365067 = -240.950202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.798473 sec): 3 clusters Score: Raw -346.554304 + Penalty 230.730133 = -115.824170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.799199 sec): 2 clusters Score: Raw -311.824280 + Penalty 19.778461 = -292.045819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.799385 sec): 2 clusters Score: Raw -311.824280 + Penalty 19.778461 = -292.045819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.800132 sec): 2 clusters Score: Raw -623.165835 + Penalty 167.953661 = -455.212174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.800351 sec): 3 clusters Score: Raw -615.929212 + Penalty 334.839220 = -281.089992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.801084 sec): 2 clusters Score: Raw -84.433132 + Penalty 0.000000 = -84.433132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.801274 sec): 2 clusters Score: Raw -84.433132 + Penalty 0.000000 = -84.433132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.801997 sec): 2 clusters Score: Raw -83.135301 + Penalty 0.000000 = -83.135301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.802184 sec): 2 clusters Score: Raw -83.135301 + Penalty 0.000000 = -83.135301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.802922 sec): 2 clusters Score: Raw -366.683269 + Penalty 146.485674 = -220.197596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.803138 sec): 3 clusters Score: Raw -354.472872 + Penalty 292.971347 = -61.501525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.804050 sec): 2 clusters Score: Raw -4340.603402 + Penalty 26.019538 = -4314.583865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.804323 sec): 3 clusters Score: Raw -4349.111985 + Penalty 303.628286 = -4045.483699 nChanged 23 SP:Iteration 1F (14.804565 sec): 3 clusters Score: Raw -4393.778395 + Penalty 303.628286 = -4090.150109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.805348 sec): 2 clusters Score: Raw -83.313249 + Penalty 0.000000 = -83.313249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.805538 sec): 2 clusters Score: Raw -83.313249 + Penalty 0.000000 = -83.313249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.806289 sec): 2 clusters Score: Raw -81.382286 + Penalty 0.000000 = -81.382286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.806472 sec): 2 clusters Score: Raw -81.382286 + Penalty 0.000000 = -81.382286 nChanged 0 Deleting Class 77 (11 points): Lose 563.593901 but Gain 1660.099411 Iteration 20F (16.293129 sec): 119 clusters Score: Raw -2165615.851561 + Penalty 90786.793274 = -2074829.058287 nChanged 240 Deleting Class 52 (12 points): Lose 161.510574 but Gain 1242.662885 Iteration 21Q (16.427855 sec): 118 clusters Score: Raw -2165611.040205 + Penalty 89696.416641 = -2075914.623563 nChanged 97 Deleting Class 128 (3 points): Lose 13.701300 but Gain 1094.323407 Iteration 22Q (16.554776 sec): 117 clusters Score: Raw -2165767.062512 + Penalty 88656.908075 = -2077110.154436 nChanged 70 Deleting Class 119 (1 points): Lose 6.483754 but Gain 1085.886839 Iteration 23Q (16.679744 sec): 116 clusters Score: Raw -2165816.113570 + Penalty 87576.391965 = -2078239.721605 nChanged 47 Deleting Class 100 (3 points): Lose 58.600215 but Gain 1132.287914 Iteration 24Q (16.800861 sec): 115 clusters Score: Raw -2165791.956546 + Penalty 86443.321449 = -2079348.635097 nChanged 31 Deleting Class 146 (4 points): Lose 13.289587 but Gain 1079.494480 Iteration 25Q (16.921908 sec): 114 clusters Score: Raw -2165815.820501 + Penalty 85397.481691 = -2080418.338810 nChanged 26 Deleting Class 54 (17 points): Lose 108.399584 but Gain 1170.353019 Iteration 26Q (17.040196 sec): 113 clusters Score: Raw -2165762.694821 + Penalty 84349.809258 = -2081412.885563 nChanged 41 Deleting Class 40 (4 points): Lose 37.041765 but Gain 1096.018809 Iteration 27Q (17.161203 sec): 112 clusters Score: Raw -2165806.417446 + Penalty 83272.088940 = -2082534.328506 nChanged 40 Deleting Class 81 (5 points): Lose 39.179106 but Gain 1097.134360 Iteration 28Q (17.279957 sec): 111 clusters Score: Raw -2165823.870934 + Penalty 82259.642108 = -2083564.228826 nChanged 32 Deleting Class 124 (8 points): Lose 61.466272 but Gain 1116.806031 Iteration 29Q (17.401256 sec): 110 clusters Score: Raw -2165804.717383 + Penalty 81202.677901 = -2084602.039482 nChanged 26 Deleting Class 46 (3 points): Lose 6.640813 but Gain 1059.757892 Iteration 30F (18.750345 sec): 109 clusters Score: Raw -2165871.433756 + Penalty 80139.359275 = -2085732.074481 nChanged 14 Deleting Class 116 (2 points): Lose 23.652729 but Gain 1067.515580 Iteration 31Q (18.866622 sec): 108 clusters Score: Raw -2165871.481526 + Penalty 79071.438485 = -2086800.043041 nChanged 7 Deleting Class 35 (22 points): Lose 137.398913 but Gain 1176.082953 Iteration 32Q (18.980909 sec): 107 clusters Score: Raw -2165744.475263 + Penalty 77998.327370 = -2087746.147893 nChanged 25 Deleting Class 144 (1 points): Lose 3.486189 but Gain 1032.866314 Iteration 33Q (19.097978 sec): 106 clusters Score: Raw -2165804.492028 + Penalty 76967.828751 = -2088836.663277 nChanged 9 Deleting Class 88 (2 points): Lose 4.598760 but Gain 1025.977817 Iteration 34Q (19.213215 sec): 105 clusters Score: Raw -2165804.133411 + Penalty 75961.726621 = -2089842.406790 nChanged 5 Deleting Class 125 (3 points): Lose 19.765878 but Gain 1022.377804 Iteration 35Q (19.326830 sec): 104 clusters Score: Raw -2165792.997500 + Penalty 74937.939740 = -2090855.057760 nChanged 4 Deleting Class 74 (11 points): Lose 103.986117 but Gain 1103.375450 Iteration 36Q (19.440294 sec): 103 clusters Score: Raw -2165698.927625 + Penalty 73877.251486 = -2091821.676139 nChanged 15 Deleting Class 95 (6 points): Lose 41.312541 but Gain 1028.944834 Iteration 37Q (19.554861 sec): 102 clusters Score: Raw -2165701.209772 + Penalty 72922.249319 = -2092778.960453 nChanged 10 Deleting Class 107 (4 points): Lose 4.733954 but Gain 989.364052 Iteration 38Q (19.669052 sec): 101 clusters Score: Raw -2165760.331654 + Penalty 71937.272844 = -2093823.058810 nChanged 10 Deleting Class 32 (8 points): Lose 35.553629 but Gain 998.752181 Iteration 39Q (19.781424 sec): 100 clusters Score: Raw -2165736.499676 + Penalty 70963.485459 = -2094773.014217 nChanged 10 Deleting Class 64 (22 points): Lose 91.835287 but Gain 1045.679441 Iteration 40F (21.003104 sec): 99 clusters Score: Raw -2165663.923807 + Penalty 69993.602208 = -2095670.321598 nChanged 27 Deleting Class 98 (1 points): Lose 4.361309 but Gain 956.062954 Iteration 41Q (21.116655 sec): 98 clusters Score: Raw -2165701.680677 + Penalty 69051.102127 = -2096650.578550 nChanged 8 Deleting Class 149 (1 points): Lose 0.995113 but Gain 950.784809 Iteration 42Q (21.228180 sec): 97 clusters Score: Raw -2165705.620216 + Penalty 68050.715526 = -2097654.904689 nChanged 7 Deleting Class 127 (2 points): Lose 13.102804 but Gain 960.487913 Iteration 43Q (21.341377 sec): 96 clusters Score: Raw -2165698.874053 + Penalty 67130.871873 = -2098568.002180 nChanged 6 Deleting Class 44 (12 points): Lose 68.466169 but Gain 996.625574 Iteration 44Q (21.454243 sec): 95 clusters Score: Raw -2165636.711587 + Penalty 66163.930875 = -2099472.780712 nChanged 14 Deleting Class 48 (14 points): Lose 69.974523 but Gain 994.909944 Iteration 45Q (21.565561 sec): 94 clusters Score: Raw -2165596.779433 + Penalty 65200.653739 = -2100396.125695 nChanged 17 Deleting Class 71 (58 points): Lose 351.388190 but Gain 1271.507736 Iteration 46Q (21.676285 sec): 93 clusters Score: Raw -2165274.179926 + Penalty 64068.836226 = -2101205.343701 nChanged 61 Deleting Class 93 (2 points): Lose 132.490553 but Gain 1049.240532 Iteration 47Q (21.787674 sec): 92 clusters Score: Raw -2165333.637759 + Penalty 63059.988433 = -2102273.649327 nChanged 24 Deleting Class 38 (27 points): Lose 125.504411 but Gain 1041.540208 Iteration 48Q (21.896592 sec): 91 clusters Score: Raw -2165274.183857 + Penalty 62038.494205 = -2103235.689652 nChanged 40 Deleting Class 102 (10 points): Lose 46.350005 but Gain 955.936419 Iteration 49Q (22.005091 sec): 90 clusters Score: Raw -2165303.448671 + Penalty 61090.404871 = -2104213.043800 nChanged 25 Deleting Class 96 (4 points): Lose 75.139322 but Gain 976.052941 Iteration 50F (23.105058 sec): 89 clusters Score: Raw -2165266.194951 + Penalty 60124.873482 = -2105141.321469 nChanged 13 Deleting Class 22 (19 points): Lose 53.321793 but Gain 951.074630 Iteration 51Q (23.212540 sec): 88 clusters Score: Raw -2165267.173340 + Penalty 59195.058119 = -2106072.115221 nChanged 26 Deleting Class 28 (14 points): Lose 74.775579 but Gain 955.715400 Iteration 52Q (23.319952 sec): 87 clusters Score: Raw -2165230.533620 + Penalty 58300.404143 = -2106930.129476 nChanged 25 Deleting Class 131 (1 points): Lose 52.799598 but Gain 931.525675 Iteration 53Q (23.429270 sec): 86 clusters Score: Raw -2165219.741242 + Penalty 57366.584860 = -2107853.156383 nChanged 8 Deleting Class 31 (10 points): Lose 33.450571 but Gain 902.961364 Iteration 54Q (23.536452 sec): 85 clusters Score: Raw -2165211.927626 + Penalty 56489.995177 = -2108721.932449 nChanged 15 Deleting Class 68 (27 points): Lose 183.557751 but Gain 1042.021737 Iteration 55Q (23.642855 sec): 84 clusters Score: Raw -2165043.207022 + Penalty 55488.335724 = -2109554.871298 nChanged 34 Deleting Class 30 (27 points): Lose 145.390019 but Gain 1002.458569 Iteration 56Q (23.748786 sec): 83 clusters Score: Raw -2164964.952030 + Penalty 54574.121940 = -2110390.830090 nChanged 42 Deleting Class 94 (5 points): Lose 114.443422 but Gain 972.704584 Iteration 57Q (23.853764 sec): 82 clusters Score: Raw -2164932.097537 + Penalty 53607.457300 = -2111324.640237 nChanged 22 Deleting Class 80 (26 points): Lose 117.523759 but Gain 957.024929 Iteration 58Q (23.958047 sec): 81 clusters Score: Raw -2164843.163988 + Penalty 52681.457284 = -2112161.706704 nChanged 41 Deleting Class 75 (7 points): Lose 74.471571 but Gain 913.551580 Iteration 59Q (24.063955 sec): 80 clusters Score: Raw -2164823.268730 + Penalty 51788.064728 = -2113035.204002 nChanged 26 Deleting Class 123 (3 points): Lose 30.743313 but Gain 853.773392 Iteration 60F (25.030966 sec): 79 clusters Score: Raw -2164825.215898 + Penalty 50936.045404 = -2113889.170494 nChanged 24 Deleting Class 33 (24 points): Lose 121.606461 but Gain 933.110105 Iteration 61Q (25.138326 sec): 78 clusters Score: Raw -2164725.020523 + Penalty 50008.059218 = -2114716.961305 nChanged 40 Deleting Class 141 (7 points): Lose 78.302262 but Gain 881.753968 Iteration 62Q (25.244538 sec): 77 clusters Score: Raw -2164692.522622 + Penalty 49152.236900 = -2115540.285722 nChanged 24 Deleting Class 133 (4 points): Lose 50.840955 but Gain 850.157899 Iteration 63Q (25.351174 sec): 76 clusters Score: Raw -2164661.229380 + Penalty 48311.640375 = -2116349.589005 nChanged 21 Deleting Class 42 (6 points): Lose 33.934365 but Gain 833.213852 Iteration 64Q (25.455669 sec): 75 clusters Score: Raw -2164649.178913 + Penalty 47482.066118 = -2117167.112795 nChanged 26 Deleting Class 106 (3 points): Lose 21.534666 but Gain 810.497043 Iteration 65Q (25.559884 sec): 74 clusters Score: Raw -2164656.068945 + Penalty 46673.787157 = -2117982.281788 nChanged 16 Deleting Class 50 (2 points): Lose 25.849285 but Gain 812.907509 Iteration 66Q (25.663647 sec): 73 clusters Score: Raw -2164644.663065 + Penalty 45875.158023 = -2118769.505042 nChanged 20 Deleting Class 39 (1 points): Lose 31.013151 but Gain 805.267922 Iteration 67Q (25.768247 sec): 72 clusters Score: Raw -2164640.271636 + Penalty 45077.258580 = -2119563.013056 nChanged 17 Deleting Class 51 (2 points): Lose 5.638070 but Gain 772.270515 Iteration 68Q (25.872813 sec): 71 clusters Score: Raw -2164651.074490 + Penalty 44308.663305 = -2120342.411185 nChanged 15 Deleting Class 47 (5 points): Lose 57.865308 but Gain 815.827634 Iteration 69Q (25.975128 sec): 70 clusters Score: Raw -2164613.151445 + Penalty 43483.854422 = -2121129.297024 nChanged 20 Deleting Class 70 (46 points): Lose 129.483059 but Gain 873.846405 Iteration 70F (26.824702 sec): 69 clusters Score: Raw -2164520.790169 + Penalty 42610.747809 = -2121910.042360 nChanged 53 Deleting Class 76 (3 points): Lose 253.758061 but Gain 970.519656 Iteration 71Q (26.923970 sec): 68 clusters Score: Raw -2164351.341089 + Penalty 41628.840277 = -2122722.500812 nChanged 28 Deleting Class 145 (1 points): Lose 80.348983 but Gain 788.999482 Iteration 72Q (27.023213 sec): 67 clusters Score: Raw -2164292.536326 + Penalty 40821.022003 = -2123471.514322 nChanged 21 Deleting Class 17 (76 points): Lose 239.480891 but Gain 944.037014 Iteration 73Q (27.120894 sec): 66 clusters Score: Raw -2164066.799469 + Penalty 39886.204100 = -2124180.595369 nChanged 94 Deleting Class 132 (1 points): Lose 31.088273 but Gain 718.981412 Iteration 74Q (27.220334 sec): 65 clusters Score: Raw -2164174.364662 + Penalty 39229.467261 = -2124944.897401 nChanged 29 Deleting Class 20 (5 points): Lose 92.927414 but Gain 773.223666 Iteration 75Q (27.317630 sec): 64 clusters Score: Raw -2164130.108894 + Penalty 38434.662103 = -2125695.446791 nChanged 27 Deleting Class 69 (5 points): Lose 103.492578 but Gain 782.437635 Iteration 76Q (27.415380 sec): 63 clusters Score: Raw -2164057.542580 + Penalty 37695.831814 = -2126361.710765 nChanged 26 Deleting Class 105 (5 points): Lose 31.059236 but Gain 685.342109 Iteration 77Q (27.514171 sec): 62 clusters Score: Raw -2164083.286794 + Penalty 37016.081361 = -2127067.205433 nChanged 14 Deleting Class 58 (3 points): Lose 30.462506 but Gain 678.646149 Iteration 78Q (27.609670 sec): 61 clusters Score: Raw -2164066.821445 + Penalty 36345.366391 = -2127721.455054 nChanged 12 Deleting Class 49 (3 points): Lose 91.054083 but Gain 735.018908 Iteration 79Q (27.704468 sec): 60 clusters Score: Raw -2163986.235992 + Penalty 35712.854402 = -2128273.381590 nChanged 10 Deleting Class 79 (4 points): Lose 236.124652 but Gain 859.130722 Iteration 80F (28.432909 sec): 59 clusters Score: Raw -2163761.740491 + Penalty 34920.886127 = -2128840.854365 nChanged 9 Deleting Class 65 (5 points): Lose 62.104971 but Gain 659.562704 Iteration 81Q (28.528883 sec): 58 clusters Score: Raw -2163746.303458 + Penalty 34283.158071 = -2129463.145387 nChanged 7 Deleting Class 118 (12 points): Lose 69.529870 but Gain 658.557265 Iteration 82Q (28.623241 sec): 57 clusters Score: Raw -2163690.382140 + Penalty 33624.982561 = -2130065.399578 nChanged 12 Deleting Class 114 (1 points): Lose 77.930267 but Gain 656.531552 Iteration 83Q (28.715989 sec): 56 clusters Score: Raw -2163632.597978 + Penalty 32957.150761 = -2130675.447217 nChanged 6 Deleting Class 16 (37 points): Lose 573.411853 but Gain 1149.872644 Iteration 84Q (28.810599 sec): 55 clusters Score: Raw -2163063.010195 + Penalty 31967.100647 = -2131095.909548 nChanged 39 Deleting Class 60 (3 points): Lose 9.416946 but Gain 568.741812 Iteration 85Q (28.902443 sec): 54 clusters Score: Raw -2163338.701522 + Penalty 31444.066529 = -2131894.634993 nChanged 22 Deleting Class 99 (2 points): Lose 73.022441 but Gain 629.746022 Iteration 86Q (28.994301 sec): 53 clusters Score: Raw -2163313.248453 + Penalty 30827.240024 = -2132486.008429 nChanged 14 Deleting Class 23 (25 points): Lose 169.056457 but Gain 708.404345 Iteration 87Q (29.087131 sec): 52 clusters Score: Raw -2163214.583306 + Penalty 30126.544052 = -2133088.039254 nChanged 33 Deleting Class 82 (4 points): Lose 165.897477 but Gain 704.455449 Iteration 88Q (29.180569 sec): 51 clusters Score: Raw -2163132.926248 + Penalty 29472.204994 = -2133660.721254 nChanged 14 Deleting Class 56 (139 points): Lose 479.896269 but Gain 999.214114 Iteration 89Q (29.272178 sec): 50 clusters Score: Raw -2162733.685811 + Penalty 28521.540553 = -2134212.145258 nChanged 152 Deleting Class 37 (2 points): Lose 48.881907 but Gain 548.536374 Iteration 90F (29.883549 sec): 49 clusters Score: Raw -2162885.434880 + Penalty 27985.626041 = -2134899.808839 nChanged 37 Deleting Class 150 (1 points): Lose 9.693087 but Gain 473.772809 Iteration 91Q (29.972980 sec): 48 clusters Score: Raw -2162959.143828 + Penalty 27522.082439 = -2135437.061388 nChanged 27 Deleting Class 120 (3 points): Lose 15.738835 but Gain 476.450607 Iteration 92Q (30.063064 sec): 47 clusters Score: Raw -2162990.438905 + Penalty 27053.245527 = -2135937.193378 nChanged 22 Deleting Class 122 (3 points): Lose 16.622811 but Gain 475.565870 Iteration 93Q (30.152121 sec): 46 clusters Score: Raw -2163003.483210 + Penalty 26586.013334 = -2136417.469876 nChanged 30 Deleting Class 73 (2 points): Lose 10.548760 but Gain 462.111802 Iteration 94Q (30.239706 sec): 45 clusters Score: Raw -2163006.557116 + Penalty 26121.971065 = -2136884.586051 nChanged 23 Deleting Class 43 (82 points): Lose 720.099504 but Gain 1171.073130 Iteration 95Q (30.327470 sec): 44 clusters Score: Raw -2162296.280872 + Penalty 25041.867766 = -2137254.413106 nChanged 93 Deleting Class 67 (6 points): Lose 56.491248 but Gain 501.012479 Iteration 96Q (30.416772 sec): 43 clusters Score: Raw -2162707.259947 + Penalty 24557.397095 = -2138149.862852 nChanged 25 Deleting Class 121 (2 points): Lose 112.649177 but Gain 546.563905 Iteration 97Q (30.504251 sec): 42 clusters Score: Raw -2162649.428786 + Penalty 23997.539599 = -2138651.889188 nChanged 17 Deleting Class 59 (6 points): Lose 409.566663 but Gain 838.108218 Iteration 98Q (30.590179 sec): 41 clusters Score: Raw -2162262.531857 + Penalty 23158.076956 = -2139104.454901 nChanged 15 Deleting Class 21 (23 points): Lose 142.922406 but Gain 554.132203 Iteration 99Q (30.675828 sec): 40 clusters Score: Raw -2162165.825982 + Penalty 22604.266103 = -2139561.559879 nChanged 36 Deleting Class 10 (140 points): Lose 511.368654 but Gain 920.037911 Iteration 100F (31.174790 sec): 39 clusters Score: Raw -2161748.158240 + Penalty 21708.914614 = -2140039.243627 nChanged 161 Deleting Class 66 (3 points): Lose 182.468807 but Gain 551.482768 Iteration 101Q (31.262325 sec): 38 clusters Score: Raw -2161830.590903 + Penalty 21151.646898 = -2140678.944005 nChanged 57 Deleting Class 61 (4 points): Lose 100.753179 but Gain 462.194415 Iteration 102Q (31.348208 sec): 37 clusters Score: Raw -2161778.413824 + Penalty 20702.546847 = -2141075.866978 nChanged 49 Deleting Class 63 (4 points): Lose 25.071607 but Gain 362.850321 Iteration 103Q (31.431692 sec): 36 clusters Score: Raw -2161822.182882 + Penalty 20348.389295 = -2141473.793587 nChanged 39 Deleting Class 57 (10 points): Lose 321.739640 but Gain 615.949134 Iteration 104Q (31.518350 sec): 35 clusters Score: Raw -2161539.297057 + Penalty 19725.469791 = -2141813.827266 nChanged 35 Deleting Class 5 (95 points): Lose 268.954614 but Gain 548.937189 Iteration 105Q (31.601186 sec): 34 clusters Score: Raw -2161397.535444 + Penalty 19174.891331 = -2142222.644113 nChanged 114 Deleting Class 85 (2 points): Lose 35.905704 but Gain 315.347880 Iteration 106Q (31.685200 sec): 33 clusters Score: Raw -2161495.040932 + Penalty 18861.213871 = -2142633.827061 nChanged 32 Deleting Class 27 (5 points): Lose 167.339087 but Gain 443.072669 Iteration 107Q (31.767511 sec): 32 clusters Score: Raw -2161353.541858 + Penalty 18421.589432 = -2142931.952425 nChanged 31 Deleting Class 62 (1 points): Lose 75.958788 but Gain 341.150101 Iteration 108Q (31.848615 sec): 31 clusters Score: Raw -2161326.489148 + Penalty 18074.840661 = -2143251.648486 nChanged 18 Deleting Class 108 (8 points): Lose 466.730397 but Gain 725.511437 Iteration 109Q (31.929088 sec): 30 clusters Score: Raw -2160865.891684 + Penalty 17351.754266 = -2143514.137419 nChanged 23 Deleting Class 41 (207 points): Lose 418.812965 but Gain 657.532930 Iteration 110F (32.315111 sec): 29 clusters Score: Raw -2160534.636910 + Penalty 16695.754413 = -2143838.882497 nChanged 222 Deleting Class 14 (247 points): Lose 969.350738 but Gain 1131.266131 Iteration 111Q (32.400064 sec): 28 clusters Score: Raw -2159894.784193 + Penalty 15637.063394 = -2144257.720799 nChanged 316 Deleting Class 36 (3 points): Lose 69.716576 but Gain 225.366456 Iteration 112Q (32.484884 sec): 27 clusters Score: Raw -2160435.858749 + Penalty 15416.360424 = -2145019.498325 nChanged 84 Deleting Class 29 (3 points): Lose 228.134658 but Gain 300.440691 Iteration 113Q (32.563994 sec): 26 clusters Score: Raw -2160277.467018 + Penalty 15078.928152 = -2145198.538865 nChanged 58 Deleting Class 138 (5 points): Lose 87.024927 but Gain 130.065558 Iteration 114Q (32.644794 sec): 25 clusters Score: Raw -2160227.951501 + Penalty 14929.417198 = -2145298.534304 nChanged 48 Iteration 115Q (32.724526 sec): 25 clusters Score: Raw -2160278.539539 + Penalty 14921.346634 = -2145357.192905 nChanged 45 Iteration 116Q (32.805437 sec): 25 clusters Score: Raw -2160313.036840 + Penalty 14918.692660 = -2145394.344180 nChanged 43 Iteration 117Q (32.886534 sec): 25 clusters Score: Raw -2160338.593348 + Penalty 14913.212392 = -2145425.380955 nChanged 38 Iteration 118Q (32.966596 sec): 25 clusters Score: Raw -2160354.676224 + Penalty 14902.527213 = -2145452.149011 nChanged 47 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160354.676224 + Penalty 14902.527213 = -2145452.149011Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.054917 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.069344 sec): 3 clusters Score: Raw -640780.945896 + Penalty 156.078461 = -640624.867435 nChanged 3869 SP:Iteration 1F (33.084011 sec): 3 clusters Score: Raw -643996.413147 + Penalty 158.736278 = -643837.676869 nChanged 592 SP:Iteration 2F (33.098618 sec): 3 clusters Score: Raw -644418.358190 + Penalty 162.348395 = -644256.009795 nChanged 566 SP:Iteration 3F (33.112859 sec): 3 clusters Score: Raw -644822.788391 + Penalty 164.890678 = -644657.897713 nChanged 434 SP:Iteration 4F (33.127227 sec): 3 clusters Score: Raw -645052.680009 + Penalty 167.438431 = -644885.241578 nChanged 263 SP:Iteration 5Q (33.140795 sec): 3 clusters Score: Raw -645169.723045 + Penalty 170.031287 = -644999.691758 nChanged 175 SP:Iteration 6Q (33.154625 sec): 3 clusters Score: Raw -645248.059936 + Penalty 172.762690 = -645075.297246 nChanged 152 SP:Iteration 7Q (33.167686 sec): 3 clusters Score: Raw -645318.208374 + Penalty 176.013974 = -645142.194400 nChanged 144 SP:Iteration 8Q (33.180802 sec): 3 clusters Score: Raw -645395.329512 + Penalty 179.978621 = -645215.350891 nChanged 148 SP:Iteration 9Q (33.194223 sec): 3 clusters Score: Raw -645474.340917 + Penalty 184.800281 = -645289.540636 nChanged 135 SP:Iteration 10F (33.208425 sec): 3 clusters Score: Raw -645545.592252 + Penalty 188.647428 = -645356.944824 nChanged 117 SP:Iteration 11Q (33.221190 sec): 3 clusters Score: Raw -645604.421727 + Penalty 191.010665 = -645413.411062 nChanged 104 SP:Iteration 12Q (33.233508 sec): 3 clusters Score: Raw -645658.321409 + Penalty 194.649880 = -645463.671529 nChanged 106 SP:Iteration 13Q (33.245881 sec): 3 clusters Score: Raw -645713.614676 + Penalty 198.295865 = -645515.318811 nChanged 101 SP:Iteration 14Q (33.258770 sec): 3 clusters Score: Raw -645764.734444 + Penalty 200.460174 = -645564.274270 nChanged 93 SP:Iteration 15Q (33.270856 sec): 3 clusters Score: Raw -645811.774199 + Penalty 202.535955 = -645609.238244 nChanged 78 SP:Iteration 16Q (33.282963 sec): 3 clusters Score: Raw -645847.240800 + Penalty 203.196362 = -645644.044437 nChanged 68 SP:Iteration 17Q (33.295350 sec): 3 clusters Score: Raw -645881.868559 + Penalty 203.958418 = -645677.910141 nChanged 72 SP:Iteration 18Q (33.307017 sec): 3 clusters Score: Raw -645922.375685 + Penalty 204.066335 = -645718.309349 nChanged 66 SP:Iteration 19Q (33.319093 sec): 3 clusters Score: Raw -645955.549650 + Penalty 206.346885 = -645749.202766 nChanged 57 SP:Iteration 20F (33.333188 sec): 3 clusters Score: Raw -645983.006815 + Penalty 207.235607 = -645775.771208 nChanged 45 SP:Iteration 21Q (33.344697 sec): 3 clusters Score: Raw -646002.301381 + Penalty 207.760886 = -645794.540495 nChanged 45 SP:Iteration 22Q (33.356596 sec): 3 clusters Score: Raw -646021.596547 + Penalty 209.555052 = -645812.041495 nChanged 39 SP:Iteration 23Q (33.367977 sec): 3 clusters Score: Raw -646034.944067 + Penalty 207.018216 = -645827.925851 nChanged 28 SP:Iteration 24Q (33.379478 sec): 3 clusters Score: Raw -646044.727569 + Penalty 210.024438 = -645834.703131 nChanged 22 SP:Iteration 25Q (33.390929 sec): 3 clusters Score: Raw -646050.553752 + Penalty 209.783204 = -645840.770548 nChanged 13 SP:Iteration 26Q (33.402830 sec): 3 clusters Score: Raw -646052.962987 + Penalty 207.893615 = -645845.069372 nChanged 7 SP:Iteration 27Q (33.414220 sec): 3 clusters Score: Raw -646054.139196 + Penalty 209.154098 = -645844.985097 nChanged 8 SP:Iteration 28F (33.428574 sec): 3 clusters Score: Raw -646055.085981 + Penalty 209.701559 = -645845.384421 nChanged 4 SP:Iteration 29Q (33.440072 sec): 3 clusters Score: Raw -646055.457709 + Penalty 210.563936 = -645844.893774 nChanged 4 SP:Iteration 30F (33.455087 sec): 3 clusters Score: Raw -646055.903478 + Penalty 210.912025 = -645844.991453 nChanged 4 SP:Iteration 31Q (33.466890 sec): 3 clusters Score: Raw -646056.490334 + Penalty 209.987306 = -645846.503028 nChanged 3 SP:Iteration 32Q (33.478080 sec): 3 clusters Score: Raw -646057.333776 + Penalty 210.517596 = -645846.816181 nChanged 2 SP:Iteration 33Q (33.489877 sec): 3 clusters Score: Raw -646057.499318 + Penalty 210.215377 = -645847.283941 nChanged 2 SP:Iteration 34Q (33.501621 sec): 3 clusters Score: Raw -646057.944888 + Penalty 210.846360 = -645847.098528 nChanged 3 SP:Iteration 35F (33.516309 sec): 3 clusters Score: Raw -646058.258368 + Penalty 211.721441 = -645846.536928 nChanged 3 SP:Iteration 36F (33.530679 sec): 3 clusters Score: Raw -646058.449765 + Penalty 212.653785 = -645845.795980 nChanged 4 SP:Iteration 37F (33.544927 sec): 3 clusters Score: Raw -646058.870457 + Penalty 212.545622 = -645846.324835 nChanged 2 SP:Iteration 38Q (33.556790 sec): 3 clusters Score: Raw -646059.044133 + Penalty 212.545622 = -645846.498511 nChanged 0 SP:Iteration 39F (33.570876 sec): 3 clusters Score: Raw -646059.044133 + Penalty 212.545622 = -645846.498511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.575745 sec): 2 clusters Score: Raw -14794.104781 + Penalty 538.576984 = -14255.527796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.576295 sec): 3 clusters Score: Raw -14758.104453 + Penalty 1076.386548 = -13681.717905 nChanged 29 SP:Iteration 1F (33.576804 sec): 3 clusters Score: Raw -14797.998207 + Penalty 1081.959381 = -13716.038826 nChanged 10 SP:Iteration 2F (33.577311 sec): 3 clusters Score: Raw -14814.249616 + Penalty 1091.341125 = -13722.908490 nChanged 8 SP:Iteration 3Q (33.577805 sec): 3 clusters Score: Raw -14831.746714 + Penalty 1099.185153 = -13732.561561 nChanged 5 SP:Iteration 4Q (33.578297 sec): 3 clusters Score: Raw -14842.206353 + Penalty 1103.155928 = -13739.050425 nChanged 3 SP:Iteration 5Q (33.578790 sec): 3 clusters Score: Raw -14850.265056 + Penalty 1103.155928 = -13747.109128 nChanged 0 SP:Iteration 6F (33.579291 sec): 3 clusters Score: Raw -14850.265056 + Penalty 1103.155928 = -13747.109128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.582699 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.584392 sec): 3 clusters Score: Raw -65717.104554 + Penalty 373.191624 = -65343.912931 nChanged 323 SP:Iteration 1F (33.585983 sec): 3 clusters Score: Raw -66034.897917 + Penalty 370.087081 = -65664.810836 nChanged 76 SP:Iteration 2F (33.587581 sec): 3 clusters Score: Raw -66115.661210 + Penalty 382.500984 = -65733.160226 nChanged 35 SP:Iteration 3Q (33.589163 sec): 3 clusters Score: Raw -66158.580088 + Penalty 372.584529 = -65785.995559 nChanged 15 SP:Iteration 4Q (33.590675 sec): 3 clusters Score: Raw -66173.722912 + Penalty 330.515850 = -65843.207063 nChanged 7 SP:Iteration 5Q (33.592132 sec): 3 clusters Score: Raw -66178.460622 + Penalty 349.219176 = -65829.241446 nChanged 1 SP:Iteration 6F (33.593629 sec): 3 clusters Score: Raw -66178.639825 + Penalty 391.393768 = -65787.246058 nChanged 2 SP:Iteration 7F (33.595084 sec): 3 clusters Score: Raw -66179.328160 + Penalty 180.441752 = -65998.886407 nChanged 1 SP:Iteration 8Q (33.596493 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 SP:Iteration 9F (33.597953 sec): 2 clusters Score: Raw -66181.430135 + Penalty 180.441752 = -66000.988382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.605803 sec): 2 clusters Score: Raw -124981.936387 + Penalty 465.572933 = -124516.363454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.608641 sec): 3 clusters Score: Raw -124154.446752 + Penalty 932.352738 = -123222.094014 nChanged 601 SP:Iteration 1F (33.611451 sec): 3 clusters Score: Raw -124542.048018 + Penalty 928.690007 = -123613.358012 nChanged 168 SP:Iteration 2F (33.614340 sec): 3 clusters Score: Raw -124690.635617 + Penalty 917.594555 = -123773.041063 nChanged 131 SP:Iteration 3F (33.617258 sec): 3 clusters Score: Raw -124805.318782 + Penalty 905.558368 = -123899.760414 nChanged 94 SP:Iteration 4F (33.620030 sec): 3 clusters Score: Raw -124878.340385 + Penalty 889.687043 = -123988.653343 nChanged 67 SP:Iteration 5Q (33.622728 sec): 3 clusters Score: Raw -124930.578638 + Penalty 886.725268 = -124043.853370 nChanged 41 SP:Iteration 6Q (33.625431 sec): 3 clusters Score: Raw -124958.001588 + Penalty 879.715306 = -124078.286283 nChanged 36 SP:Iteration 7Q (33.628127 sec): 3 clusters Score: Raw -124984.425603 + Penalty 873.840786 = -124110.584816 nChanged 23 SP:Iteration 8Q (33.630933 sec): 3 clusters Score: Raw -124999.886554 + Penalty 865.123935 = -124134.762620 nChanged 11 SP:Iteration 9Q (33.633655 sec): 3 clusters Score: Raw -125007.153591 + Penalty 859.599368 = -124147.554223 nChanged 9 SP:Iteration 10F (33.636358 sec): 3 clusters Score: Raw -125011.977475 + Penalty 861.112116 = -124150.865359 nChanged 6 SP:Iteration 11Q (33.639068 sec): 3 clusters Score: Raw -125013.824468 + Penalty 856.424633 = -124157.399835 nChanged 7 SP:Iteration 12Q (33.641739 sec): 3 clusters Score: Raw -125019.583239 + Penalty 854.932383 = -124164.650856 nChanged 6 SP:Iteration 13Q (33.644430 sec): 3 clusters Score: Raw -125022.702465 + Penalty 854.932383 = -124167.770082 nChanged 0 SP:Iteration 14F (33.647272 sec): 3 clusters Score: Raw -125022.702465 + Penalty 854.932383 = -124167.770082 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664783 sec): 2 clusters Score: Raw -241498.277652 + Penalty 72.215204 = -241426.062448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.670304 sec): 3 clusters Score: Raw -239530.763811 + Penalty 140.559923 = -239390.203889 nChanged 1452 SP:Iteration 1F (33.675670 sec): 3 clusters Score: Raw -240629.572966 + Penalty 137.054407 = -240492.518558 nChanged 244 SP:Iteration 2F (33.681191 sec): 3 clusters Score: Raw -240908.963308 + Penalty 134.299269 = -240774.664039 nChanged 162 SP:Iteration 3F (33.686776 sec): 3 clusters Score: Raw -241125.483072 + Penalty 132.587666 = -240992.895406 nChanged 95 SP:Iteration 4Q (33.691828 sec): 3 clusters Score: Raw -241202.865624 + Penalty 131.946143 = -241070.919481 nChanged 66 SP:Iteration 5Q (33.696823 sec): 3 clusters Score: Raw -241237.461521 + Penalty 130.721803 = -241106.739718 nChanged 63 SP:Iteration 6Q (33.701686 sec): 3 clusters Score: Raw -241266.531987 + Penalty 130.467340 = -241136.064647 nChanged 60 SP:Iteration 7Q (33.706417 sec): 3 clusters Score: Raw -241299.384743 + Penalty 130.899026 = -241168.485717 nChanged 58 SP:Iteration 8Q (33.711193 sec): 3 clusters Score: Raw -241332.342017 + Penalty 130.649471 = -241201.692546 nChanged 56 SP:Iteration 9Q (33.716121 sec): 3 clusters Score: Raw -241367.591657 + Penalty 128.974072 = -241238.617585 nChanged 50 SP:Iteration 10F (33.721624 sec): 3 clusters Score: Raw -241399.204871 + Penalty 129.648767 = -241269.556105 nChanged 38 SP:Iteration 11Q (33.726079 sec): 3 clusters Score: Raw -241421.083104 + Penalty 131.975552 = -241289.107551 nChanged 35 SP:Iteration 12Q (33.730491 sec): 3 clusters Score: Raw -241442.616800 + Penalty 130.222725 = -241312.394075 nChanged 24 SP:Iteration 13Q (33.734819 sec): 3 clusters Score: Raw -241456.934743 + Penalty 133.878995 = -241323.055748 nChanged 24 SP:Iteration 14Q (33.739152 sec): 3 clusters Score: Raw -241472.582631 + Penalty 138.302479 = -241334.280151 nChanged 20 SP:Iteration 15Q (33.743483 sec): 3 clusters Score: Raw -241485.968988 + Penalty 145.796724 = -241340.172265 nChanged 11 SP:Iteration 16Q (33.747920 sec): 3 clusters Score: Raw -241493.657263 + Penalty 142.436418 = -241351.220845 nChanged 6 SP:Iteration 17Q (33.752565 sec): 3 clusters Score: Raw -241496.061243 + Penalty 144.495176 = -241351.566067 nChanged 2 SP:Iteration 18Q (33.756868 sec): 3 clusters Score: Raw -241496.053811 + Penalty 143.354927 = -241352.698884 nChanged 1 SP:Iteration 19Q (33.761250 sec): 3 clusters Score: Raw -241496.428194 + Penalty 144.162425 = -241352.265768 nChanged 1 SP:Iteration 20F (33.766723 sec): 3 clusters Score: Raw -241496.720849 + Penalty 146.677563 = -241350.043286 nChanged 2 SP:Iteration 21F (33.772425 sec): 3 clusters Score: Raw -241496.619800 + Penalty 143.832172 = -241352.787628 nChanged 2 SP:Iteration 22Q (33.776846 sec): 3 clusters Score: Raw -241496.517712 + Penalty 142.723859 = -241353.793853 nChanged 1 SP:Iteration 23Q (33.781255 sec): 3 clusters Score: Raw -241496.288963 + Penalty 142.934364 = -241353.354599 nChanged 2 SP:Iteration 24F (33.786911 sec): 3 clusters Score: Raw -241496.106421 + Penalty 144.016910 = -241352.089511 nChanged 2 SP:Iteration 25F (33.792450 sec): 3 clusters Score: Raw -241495.762884 + Penalty 147.963863 = -241347.799021 nChanged 2 SP:Iteration 26F (33.797982 sec): 3 clusters Score: Raw -241496.261732 + Penalty 150.334193 = -241345.927539 nChanged 1 SP:Iteration 27F (33.803641 sec): 3 clusters Score: Raw -241496.401083 + Penalty 150.334193 = -241346.066890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809601 sec): 2 clusters Score: Raw -61048.431261 + Penalty 654.207425 = -60394.223836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.811129 sec): 3 clusters Score: Raw -60801.420804 + Penalty 1307.771085 = -59493.649719 nChanged 196 SP:Iteration 1F (33.812585 sec): 3 clusters Score: Raw -60975.560638 + Penalty 1307.337650 = -59668.222988 nChanged 61 SP:Iteration 2F (33.814058 sec): 3 clusters Score: Raw -61097.537018 + Penalty 1307.538931 = -59789.998086 nChanged 49 SP:Iteration 3F (33.815511 sec): 3 clusters Score: Raw -61210.197072 + Penalty 1308.162860 = -59902.034212 nChanged 44 SP:Iteration 4F (33.816951 sec): 3 clusters Score: Raw -61279.739430 + Penalty 1310.186055 = -59969.553375 nChanged 42 SP:Iteration 5F (33.818384 sec): 3 clusters Score: Raw -61337.761397 + Penalty 1312.014492 = -60025.746905 nChanged 27 SP:Iteration 6Q (33.819762 sec): 3 clusters Score: Raw -61380.932908 + Penalty 1314.889755 = -60066.043154 nChanged 25 SP:Iteration 7Q (33.821047 sec): 3 clusters Score: Raw -61432.013882 + Penalty 1317.818440 = -60114.195442 nChanged 27 SP:Iteration 8Q (33.822304 sec): 3 clusters Score: Raw -61468.956493 + Penalty 1319.227834 = -60149.728659 nChanged 15 SP:Iteration 9Q (33.823570 sec): 3 clusters Score: Raw -61488.278895 + Penalty 1320.405927 = -60167.872967 nChanged 10 SP:Iteration 10F (33.824933 sec): 3 clusters Score: Raw -61499.173197 + Penalty 1320.848882 = -60178.324315 nChanged 9 SP:Iteration 11Q (33.826198 sec): 3 clusters Score: Raw -61516.296924 + Penalty 1321.943023 = -60194.353900 nChanged 20 SP:Iteration 12Q (33.827428 sec): 3 clusters Score: Raw -61543.963270 + Penalty 1322.330190 = -60221.633080 nChanged 14 SP:Iteration 13Q (33.828644 sec): 3 clusters Score: Raw -61560.944779 + Penalty 1323.626821 = -60237.317958 nChanged 10 SP:Iteration 14Q (33.829849 sec): 3 clusters Score: Raw -61574.985379 + Penalty 1323.855589 = -60251.129789 nChanged 7 SP:Iteration 15Q (33.831047 sec): 3 clusters Score: Raw -61583.106432 + Penalty 1324.049013 = -60259.057419 nChanged 4 SP:Iteration 16Q (33.832230 sec): 3 clusters Score: Raw -61588.906570 + Penalty 1323.708049 = -60265.198522 nChanged 5 SP:Iteration 17Q (33.833407 sec): 3 clusters Score: Raw -61596.652669 + Penalty 1322.549360 = -60274.103309 nChanged 7 SP:Iteration 18Q (33.834580 sec): 3 clusters Score: Raw -61615.401627 + Penalty 1322.549360 = -60292.852267 nChanged 0 SP:Iteration 19F (33.835943 sec): 3 clusters Score: Raw -61615.401627 + Penalty 1322.549360 = -60292.852267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.843592 sec): 2 clusters Score: Raw -123783.927778 + Penalty 268.928145 = -123514.999632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.846343 sec): 3 clusters Score: Raw -122906.449441 + Penalty 537.661597 = -122368.787844 nChanged 642 SP:Iteration 1F (33.849257 sec): 3 clusters Score: Raw -123327.522784 + Penalty 539.970973 = -122787.551811 nChanged 148 SP:Iteration 2F (33.852183 sec): 3 clusters Score: Raw -123426.466978 + Penalty 541.686813 = -122884.780165 nChanged 90 SP:Iteration 3F (33.854869 sec): 3 clusters Score: Raw -123496.923448 + Penalty 542.910358 = -122954.013089 nChanged 67 SP:Iteration 4Q (33.857568 sec): 3 clusters Score: Raw -123542.608437 + Penalty 539.806982 = -123002.801455 nChanged 63 SP:Iteration 5Q (33.860266 sec): 3 clusters Score: Raw -123588.971821 + Penalty 545.728573 = -123043.243248 nChanged 61 SP:Iteration 6Q (33.862918 sec): 3 clusters Score: Raw -123637.631047 + Penalty 550.743047 = -123086.888000 nChanged 56 SP:Iteration 7Q (33.865496 sec): 3 clusters Score: Raw -123682.568219 + Penalty 562.932109 = -123119.636111 nChanged 46 SP:Iteration 8Q (33.868058 sec): 3 clusters Score: Raw -123719.055489 + Penalty 579.933324 = -123139.122166 nChanged 29 SP:Iteration 9Q (33.870447 sec): 3 clusters Score: Raw -123737.059614 + Penalty 604.607050 = -123132.452564 nChanged 20 SP:Iteration 10F (33.873159 sec): 3 clusters Score: Raw -123750.827664 + Penalty 655.156394 = -123095.671270 nChanged 19 SP:Iteration 11F (33.875844 sec): 3 clusters Score: Raw -123768.230307 + Penalty 728.570289 = -123039.660018 nChanged 16 SP:Iteration 12F (33.878512 sec): 3 clusters Score: Raw -123781.830688 + Penalty 743.847266 = -123037.983422 nChanged 7 SP:Iteration 13F (33.881360 sec): 3 clusters Score: Raw -123785.933790 + Penalty 760.430174 = -123025.503616 nChanged 2 SP:Iteration 14F (33.884278 sec): 3 clusters Score: Raw -123787.382629 + Penalty 760.430174 = -123026.952456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.886309 sec): 2 clusters Score: Raw -7210.593383 + Penalty 297.944262 = -6912.649121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.886722 sec): 3 clusters Score: Raw -7290.946059 + Penalty 588.560604 = -6702.385455 nChanged 24 SP:Iteration 1F (33.887119 sec): 3 clusters Score: Raw -7340.855890 + Penalty 578.506034 = -6762.349855 nChanged 5 SP:Iteration 2Q (33.887497 sec): 3 clusters Score: Raw -7360.941971 + Penalty 572.040579 = -6788.901392 nChanged 4 SP:Iteration 3Q (33.887868 sec): 3 clusters Score: Raw -7371.728834 + Penalty 589.866925 = -6781.861910 nChanged 4 SP:Iteration 4F (33.888262 sec): 3 clusters Score: Raw -7377.630107 + Penalty 598.674493 = -6778.955614 nChanged 1 SP:Iteration 5F (33.888655 sec): 3 clusters Score: Raw -7378.918047 + Penalty 606.681442 = -6772.236605 nChanged 1 SP:Iteration 6F (33.889052 sec): 3 clusters Score: Raw -7380.324841 + Penalty 609.083194 = -6771.241647 nChanged 1 SP:Iteration 7F (33.889446 sec): 3 clusters Score: Raw -7381.184496 + Penalty 621.171195 = -6760.013301 nChanged 1 SP:Iteration 8F (33.889839 sec): 3 clusters Score: Raw -7382.886310 + Penalty 621.171195 = -6761.715115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.893352 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.895639 sec): 3 clusters Score: Raw -93585.865994 + Penalty 94.476769 = -93491.389225 nChanged 571 SP:Iteration 1F (33.897906 sec): 3 clusters Score: Raw -94001.162649 + Penalty 93.264294 = -93907.898355 nChanged 109 SP:Iteration 2F (33.900175 sec): 3 clusters Score: Raw -94109.918746 + Penalty 94.064006 = -94015.854740 nChanged 102 SP:Iteration 3F (33.902440 sec): 3 clusters Score: Raw -94249.356746 + Penalty 110.738391 = -94138.618355 nChanged 75 SP:Iteration 4F (33.904671 sec): 3 clusters Score: Raw -94357.016908 + Penalty 151.619590 = -94205.397318 nChanged 17 SP:Iteration 5Q (33.906616 sec): 3 clusters Score: Raw -94377.431114 + Penalty 187.249165 = -94190.181949 nChanged 5 SP:Iteration 6F (33.908764 sec): 3 clusters Score: Raw -94385.280794 + Penalty 187.249165 = -94198.031629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.910166 sec): 2 clusters Score: Raw -29229.151309 + Penalty 444.923405 = -28784.227904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.910973 sec): 3 clusters Score: Raw -29145.565342 + Penalty 882.445571 = -28263.119771 nChanged 84 SP:Iteration 1F (33.911769 sec): 3 clusters Score: Raw -29232.100481 + Penalty 883.058316 = -28349.042165 nChanged 17 SP:Iteration 2F (33.912556 sec): 3 clusters Score: Raw -29249.611690 + Penalty 881.521143 = -28368.090548 nChanged 10 SP:Iteration 3Q (33.913331 sec): 3 clusters Score: Raw -29258.372207 + Penalty 880.321547 = -28378.050660 nChanged 3 SP:Iteration 4Q (33.914226 sec): 3 clusters Score: Raw -29260.236261 + Penalty 880.487783 = -28379.748477 nChanged 2 SP:Iteration 5Q (33.915061 sec): 3 clusters Score: Raw -29260.708887 + Penalty 880.487783 = -28380.221103 nChanged 0 SP:Iteration 6F (33.915879 sec): 3 clusters Score: Raw -29260.708887 + Penalty 880.487783 = -28380.221103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.917679 sec): 2 clusters Score: Raw -23690.604882 + Penalty 645.277759 = -23045.327123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.918440 sec): 3 clusters Score: Raw -23639.808025 + Penalty 1290.240073 = -22349.567952 nChanged 57 SP:Iteration 1F (33.919175 sec): 3 clusters Score: Raw -23723.230861 + Penalty 1290.388855 = -22432.842005 nChanged 25 SP:Iteration 2F (33.919899 sec): 3 clusters Score: Raw -23768.890312 + Penalty 1290.033469 = -22478.856844 nChanged 8 SP:Iteration 3Q (33.920600 sec): 3 clusters Score: Raw -23782.989905 + Penalty 1290.093336 = -22492.896570 nChanged 3 SP:Iteration 4Q (33.921301 sec): 3 clusters Score: Raw -23787.697012 + Penalty 1290.093336 = -22497.603677 nChanged 0 SP:Iteration 5F (33.922023 sec): 3 clusters Score: Raw -23787.697012 + Penalty 1290.093336 = -22497.603677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.926227 sec): 2 clusters Score: Raw -119493.739927 + Penalty 764.949658 = -118728.790269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.928759 sec): 3 clusters Score: Raw -118914.685310 + Penalty 1529.782284 = -117384.903025 nChanged 450 SP:Iteration 1F (33.931248 sec): 3 clusters Score: Raw -119231.702573 + Penalty 1529.739680 = -117701.962893 nChanged 119 SP:Iteration 2F (33.933743 sec): 3 clusters Score: Raw -119330.534327 + Penalty 1528.426100 = -117802.108227 nChanged 91 SP:Iteration 3F (33.936214 sec): 3 clusters Score: Raw -119408.746194 + Penalty 1526.915880 = -117881.830313 nChanged 70 SP:Iteration 4F (33.938681 sec): 3 clusters Score: Raw -119453.974528 + Penalty 1525.653647 = -117928.320880 nChanged 37 SP:Iteration 5Q (33.941165 sec): 3 clusters Score: Raw -119477.063573 + Penalty 1524.362157 = -117952.701417 nChanged 23 SP:Iteration 6Q (33.943629 sec): 3 clusters Score: Raw -119489.405226 + Penalty 1522.954224 = -117966.451002 nChanged 18 SP:Iteration 7Q (33.946146 sec): 3 clusters Score: Raw -119497.000055 + Penalty 1522.100552 = -117974.899503 nChanged 17 SP:Iteration 8Q (33.948796 sec): 3 clusters Score: Raw -119505.079280 + Penalty 1520.518142 = -117984.561138 nChanged 14 SP:Iteration 9Q (33.951475 sec): 3 clusters Score: Raw -119511.797594 + Penalty 1519.141734 = -117992.655860 nChanged 11 SP:Iteration 10F (33.954003 sec): 3 clusters Score: Raw -119517.705001 + Penalty 1517.295555 = -118000.409446 nChanged 15 SP:Iteration 11Q (33.956469 sec): 3 clusters Score: Raw -119525.535005 + Penalty 1514.594882 = -118010.940123 nChanged 15 SP:Iteration 12Q (33.958991 sec): 3 clusters Score: Raw -119537.636060 + Penalty 1513.103169 = -118024.532891 nChanged 15 SP:Iteration 13Q (33.961522 sec): 3 clusters Score: Raw -119547.824889 + Penalty 1511.614253 = -118036.210636 nChanged 13 SP:Iteration 14Q (33.964088 sec): 3 clusters Score: Raw -119557.015372 + Penalty 1509.649229 = -118047.366143 nChanged 12 SP:Iteration 15Q (33.966646 sec): 3 clusters Score: Raw -119565.008730 + Penalty 1509.862352 = -118055.146378 nChanged 5 SP:Iteration 16Q (33.969217 sec): 3 clusters Score: Raw -119569.996769 + Penalty 1509.915371 = -118060.081399 nChanged 6 SP:Iteration 17Q (33.971697 sec): 3 clusters Score: Raw -119573.441467 + Penalty 1508.771363 = -118064.670104 nChanged 3 SP:Iteration 18Q (33.974144 sec): 3 clusters Score: Raw -119575.675490 + Penalty 1507.923415 = -118067.752076 nChanged 4 SP:Iteration 19Q (33.976627 sec): 3 clusters Score: Raw -119577.396720 + Penalty 1507.357489 = -118070.039231 nChanged 4 SP:Iteration 20F (33.979099 sec): 3 clusters Score: Raw -119578.256100 + Penalty 1507.150210 = -118071.105890 nChanged 2 SP:Iteration 21Q (33.981714 sec): 3 clusters Score: Raw -119578.721608 + Penalty 1506.237140 = -118072.484468 nChanged 2 SP:Iteration 22Q (33.984369 sec): 3 clusters Score: Raw -119580.477660 + Penalty 1506.264729 = -118074.212931 nChanged 1 SP:Iteration 23Q (33.986832 sec): 3 clusters Score: Raw -119581.222030 + Penalty 1506.264729 = -118074.957302 nChanged 0 SP:Iteration 24F (33.989303 sec): 3 clusters Score: Raw -119581.222030 + Penalty 1506.264729 = -118074.957302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.992997 sec): 2 clusters Score: Raw -103819.071595 + Penalty 607.012953 = -103212.058642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.995267 sec): 3 clusters Score: Raw -103214.038853 + Penalty 1224.185811 = -101989.853042 nChanged 451 SP:Iteration 1F (33.997463 sec): 3 clusters Score: Raw -103633.577981 + Penalty 1233.539163 = -102400.038818 nChanged 143 SP:Iteration 2F (33.999668 sec): 3 clusters Score: Raw -103824.163701 + Penalty 1241.172297 = -102582.991404 nChanged 97 SP:Iteration 3F (34.001872 sec): 3 clusters Score: Raw -103932.977330 + Penalty 1247.716351 = -102685.260979 nChanged 69 SP:Iteration 4F (34.004048 sec): 3 clusters Score: Raw -104009.621930 + Penalty 1251.518871 = -102758.103059 nChanged 42 SP:Iteration 5Q (34.006150 sec): 3 clusters Score: Raw -104040.430020 + Penalty 1257.738387 = -102782.691633 nChanged 30 SP:Iteration 6Q (34.008274 sec): 3 clusters Score: Raw -104073.137286 + Penalty 1263.710795 = -102809.426491 nChanged 25 SP:Iteration 7Q (34.010388 sec): 3 clusters Score: Raw -104098.566618 + Penalty 1269.036972 = -102829.529646 nChanged 18 SP:Iteration 8Q (34.012481 sec): 3 clusters Score: Raw -104123.972696 + Penalty 1271.292373 = -102852.680323 nChanged 15 SP:Iteration 9Q (34.014636 sec): 3 clusters Score: Raw -104137.023339 + Penalty 1275.085390 = -102861.937949 nChanged 13 SP:Iteration 10F (34.017002 sec): 3 clusters Score: Raw -104147.262683 + Penalty 1278.205119 = -102869.057564 nChanged 10 SP:Iteration 11Q (34.019187 sec): 3 clusters Score: Raw -104152.046678 + Penalty 1279.450962 = -102872.595715 nChanged 7 SP:Iteration 12Q (34.021246 sec): 3 clusters Score: Raw -104160.698731 + Penalty 1280.549250 = -102880.149481 nChanged 4 SP:Iteration 13Q (34.023294 sec): 3 clusters Score: Raw -104165.858930 + Penalty 1281.847636 = -102884.011294 nChanged 6 SP:Iteration 14Q (34.025335 sec): 3 clusters Score: Raw -104169.570097 + Penalty 1282.435384 = -102887.134713 nChanged 2 SP:Iteration 15Q (34.027336 sec): 3 clusters Score: Raw -104169.947627 + Penalty 1282.435384 = -102887.512243 nChanged 0 SP:Iteration 16F (34.029554 sec): 3 clusters Score: Raw -104169.947627 + Penalty 1282.435384 = -102887.512243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.030512 sec): 2 clusters Score: Raw -13706.238010 + Penalty 590.557469 = -13115.680541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.031068 sec): 3 clusters Score: Raw -13779.006708 + Penalty 1180.694500 = -12598.312208 nChanged 29 SP:Iteration 1F (34.031609 sec): 3 clusters Score: Raw -13858.392278 + Penalty 1181.979660 = -12676.412619 nChanged 11 SP:Iteration 2F (34.032132 sec): 3 clusters Score: Raw -13888.006185 + Penalty 1184.465243 = -12703.540942 nChanged 7 SP:Iteration 3Q (34.032620 sec): 3 clusters Score: Raw -13899.954875 + Penalty 1187.635580 = -12712.319295 nChanged 5 SP:Iteration 4Q (34.033120 sec): 3 clusters Score: Raw -13911.185898 + Penalty 1189.156646 = -12722.029252 nChanged 2 SP:Iteration 5Q (34.033608 sec): 3 clusters Score: Raw -13913.701634 + Penalty 1189.156646 = -12724.544988 nChanged 0 SP:Iteration 6F (34.034141 sec): 3 clusters Score: Raw -13913.701634 + Penalty 1189.156646 = -12724.544988 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.061315 sec): 2 clusters Score: Raw -446836.400769 + Penalty 223.570230 = -446612.830539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.072158 sec): 3 clusters Score: Raw -443051.132214 + Penalty 471.281578 = -442579.850637 nChanged 2626 SP:Iteration 1F (34.082481 sec): 3 clusters Score: Raw -445141.911729 + Penalty 532.778984 = -444609.132744 nChanged 921 SP:Iteration 2F (34.092895 sec): 3 clusters Score: Raw -446565.443139 + Penalty 575.138873 = -445990.304266 nChanged 260 SP:Iteration 3Q (34.101792 sec): 3 clusters Score: Raw -446854.572759 + Penalty 592.996981 = -446261.575779 nChanged 93 SP:Iteration 4Q (34.110463 sec): 3 clusters Score: Raw -446900.743998 + Penalty 603.550007 = -446297.193991 nChanged 59 SP:Iteration 5Q (34.119568 sec): 3 clusters Score: Raw -446922.229046 + Penalty 614.999162 = -446307.229884 nChanged 47 SP:Iteration 6Q (34.127997 sec): 3 clusters Score: Raw -446938.863907 + Penalty 625.212465 = -446313.651442 nChanged 41 SP:Iteration 7Q (34.136397 sec): 3 clusters Score: Raw -446949.997410 + Penalty 633.941014 = -446316.056396 nChanged 31 SP:Iteration 8Q (34.144932 sec): 3 clusters Score: Raw -446955.656356 + Penalty 644.132903 = -446311.523452 nChanged 22 SP:Iteration 9F (34.155617 sec): 3 clusters Score: Raw -446959.059052 + Penalty 652.669022 = -446306.390031 nChanged 18 SP:Iteration 10F (34.165829 sec): 3 clusters Score: Raw -446962.284176 + Penalty 664.480075 = -446297.804101 nChanged 22 SP:Iteration 11F (34.175984 sec): 3 clusters Score: Raw -446967.111530 + Penalty 675.253079 = -446291.858452 nChanged 19 SP:Iteration 12F (34.186682 sec): 3 clusters Score: Raw -446971.179724 + Penalty 684.551060 = -446286.628664 nChanged 18 SP:Iteration 13F (34.196778 sec): 3 clusters Score: Raw -446974.925314 + Penalty 696.159613 = -446278.765701 nChanged 22 SP:Iteration 14F (34.206954 sec): 3 clusters Score: Raw -446982.145177 + Penalty 714.940414 = -446267.204762 nChanged 39 SP:Iteration 15F (34.217484 sec): 3 clusters Score: Raw -447001.524221 + Penalty 737.747831 = -446263.776390 nChanged 47 SP:Iteration 16F (34.227634 sec): 3 clusters Score: Raw -447031.137312 + Penalty 765.383111 = -446265.754201 nChanged 50 SP:Iteration 17Q (34.236062 sec): 3 clusters Score: Raw -447064.990572 + Penalty 788.959942 = -446276.030630 nChanged 41 SP:Iteration 18Q (34.244540 sec): 3 clusters Score: Raw -447091.910389 + Penalty 803.719981 = -446288.190408 nChanged 26 SP:Iteration 19Q (34.253239 sec): 3 clusters Score: Raw -447107.768657 + Penalty 816.539459 = -446291.229198 nChanged 22 SP:Iteration 20F (34.263366 sec): 3 clusters Score: Raw -447116.074715 + Penalty 825.041017 = -446291.033698 nChanged 12 SP:Iteration 21F (34.273677 sec): 3 clusters Score: Raw -447119.474379 + Penalty 830.276715 = -446289.197664 nChanged 6 SP:Iteration 22F (34.284460 sec): 3 clusters Score: Raw -447120.365289 + Penalty 835.041765 = -446285.323524 nChanged 4 SP:Iteration 23F (34.294663 sec): 3 clusters Score: Raw -447121.056205 + Penalty 838.148094 = -446282.908111 nChanged 3 SP:Iteration 24F (34.304871 sec): 3 clusters Score: Raw -447121.744502 + Penalty 842.149428 = -446279.595074 nChanged 3 SP:Iteration 25F (34.315198 sec): 3 clusters Score: Raw -447122.514821 + Penalty 844.518280 = -446277.996541 nChanged 2 SP:Iteration 26F (34.325530 sec): 3 clusters Score: Raw -447123.066781 + Penalty 847.022208 = -446276.044573 nChanged 2 SP:Iteration 27F (34.336056 sec): 3 clusters Score: Raw -447123.381148 + Penalty 847.022208 = -446276.358939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.340745 sec): 2 clusters Score: Raw -12357.947965 + Penalty 503.886818 = -11854.061148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.341225 sec): 3 clusters Score: Raw -12365.630516 + Penalty 1004.697434 = -11360.933082 nChanged 24 SP:Iteration 1F (34.341687 sec): 3 clusters Score: Raw -12406.412235 + Penalty 1002.736355 = -11403.675880 nChanged 6 SP:Iteration 2Q (34.342139 sec): 3 clusters Score: Raw -12426.505527 + Penalty 1000.630089 = -11425.875438 nChanged 4 SP:Iteration 3Q (34.342585 sec): 3 clusters Score: Raw -12435.524030 + Penalty 995.755153 = -11439.768877 nChanged 4 SP:Iteration 4Q (34.343030 sec): 3 clusters Score: Raw -12441.670513 + Penalty 996.885216 = -11444.785297 nChanged 1 SP:Iteration 5Q (34.343478 sec): 3 clusters Score: Raw -12444.718612 + Penalty 996.885216 = -11447.833396 nChanged 0 SP:Iteration 6F (34.343938 sec): 3 clusters Score: Raw -12444.718612 + Penalty 996.885216 = -11447.833396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 26 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.346858 sec): 2 clusters Score: Raw -43916.147113 + Penalty 461.372295 = -43454.774818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.347997 sec): 3 clusters Score: Raw -43655.330132 + Penalty 920.901201 = -42734.428931 nChanged 162 SP:Iteration 1F (34.349151 sec): 3 clusters Score: Raw -43832.607792 + Penalty 921.807045 = -42910.800747 nChanged 69 SP:Iteration 2F (34.350281 sec): 3 clusters Score: Raw -43895.210704 + Penalty 921.420437 = -42973.790267 nChanged 30 SP:Iteration 3F (34.351416 sec): 3 clusters Score: Raw -43914.221759 + Penalty 921.831961 = -42992.389798 nChanged 17 SP:Iteration 4Q (34.352547 sec): 3 clusters Score: Raw -43924.115136 + Penalty 921.049712 = -43003.065424 nChanged 15 SP:Iteration 5Q (34.353669 sec): 3 clusters Score: Raw -43935.861188 + Penalty 921.957877 = -43013.903311 nChanged 14 SP:Iteration 6Q (34.354776 sec): 3 clusters Score: Raw -43945.337844 + Penalty 922.773006 = -43022.564838 nChanged 10 SP:Iteration 7Q (34.355869 sec): 3 clusters Score: Raw -43951.851010 + Penalty 923.164311 = -43028.686698 nChanged 6 SP:Iteration 8Q (34.356935 sec): 3 clusters Score: Raw -43954.248068 + Penalty 922.875927 = -43031.372141 nChanged 6 SP:Iteration 9Q (34.358000 sec): 3 clusters Score: Raw -43961.682359 + Penalty 925.195058 = -43036.487301 nChanged 14 SP:Iteration 10F (34.359107 sec): 3 clusters Score: Raw -43972.942488 + Penalty 929.264776 = -43043.677712 nChanged 16 SP:Iteration 11Q (34.360167 sec): 3 clusters Score: Raw -43988.772347 + Penalty 933.451203 = -43055.321144 nChanged 11 SP:Iteration 12Q (34.361221 sec): 3 clusters Score: Raw -43994.228800 + Penalty 935.739965 = -43058.488835 nChanged 8 SP:Iteration 13Q (34.362283 sec): 3 clusters Score: Raw -43998.736494 + Penalty 940.845257 = -43057.891237 nChanged 9 SP:Iteration 14F (34.363389 sec): 3 clusters Score: Raw -44003.226719 + Penalty 946.289742 = -43056.936976 nChanged 8 SP:Iteration 15F (34.364492 sec): 3 clusters Score: Raw -44006.781318 + Penalty 948.961509 = -43057.819808 nChanged 6 SP:Iteration 16Q (34.365548 sec): 3 clusters Score: Raw -44010.445238 + Penalty 952.576301 = -43057.868937 nChanged 4 SP:Iteration 17Q (34.366590 sec): 3 clusters Score: Raw -44013.102258 + Penalty 955.976624 = -43057.125635 nChanged 4 SP:Iteration 18F (34.367736 sec): 3 clusters Score: Raw -44014.773297 + Penalty 957.212412 = -43057.560885 nChanged 1 SP:Iteration 19Q (34.368796 sec): 3 clusters Score: Raw -44014.860493 + Penalty 957.748867 = -43057.111626 nChanged 1 SP:Iteration 20F (34.369902 sec): 3 clusters Score: Raw -44015.202810 + Penalty 957.748867 = -43057.453943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.370961 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.371231 sec): 3 clusters Score: Raw -1643.910702 + Penalty 83.625263 = -1560.285440 nChanged 1 SP:Iteration 1Q (34.371460 sec): 3 clusters Score: Raw -1644.516246 + Penalty 79.451077 = -1565.065169 nChanged 1 SP:Iteration 2Q (34.371687 sec): 3 clusters Score: Raw -1646.006056 + Penalty 79.451077 = -1566.554979 nChanged 0 SP:Iteration 3F (34.371914 sec): 3 clusters Score: Raw -1646.006056 + Penalty 79.451077 = -1566.554979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.373167 sec): 2 clusters Score: Raw -13361.326823 + Penalty 283.759226 = -13077.567597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.373700 sec): 3 clusters Score: Raw -13381.751551 + Penalty 554.894698 = -12826.856853 nChanged 55 SP:Iteration 1F (34.374229 sec): 3 clusters Score: Raw -13494.190383 + Penalty 535.995584 = -12958.194799 nChanged 14 SP:Iteration 2F (34.374762 sec): 3 clusters Score: Raw -13529.598982 + Penalty 546.290140 = -12983.308842 nChanged 7 SP:Iteration 3Q (34.375273 sec): 3 clusters Score: Raw -13593.252677 + Penalty 538.035108 = -13055.217569 nChanged 4 SP:Iteration 4Q (34.375774 sec): 3 clusters Score: Raw -13599.470371 + Penalty 550.565869 = -13048.904502 nChanged 5 SP:Iteration 5F (34.376316 sec): 3 clusters Score: Raw -13608.374589 + Penalty 550.565869 = -13057.808720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.378152 sec): 2 clusters Score: Raw -33107.487410 + Penalty 619.229950 = -32488.257460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.379015 sec): 3 clusters Score: Raw -32990.718394 + Penalty 1239.094264 = -31751.624130 nChanged 92 SP:Iteration 1F (34.379849 sec): 3 clusters Score: Raw -33098.053769 + Penalty 1239.002204 = -31859.051565 nChanged 31 SP:Iteration 2F (34.380683 sec): 3 clusters Score: Raw -33142.941677 + Penalty 1238.525637 = -31904.416041 nChanged 17 SP:Iteration 3Q (34.381546 sec): 3 clusters Score: Raw -33165.945791 + Penalty 1238.265530 = -31927.680262 nChanged 14 SP:Iteration 4Q (34.382363 sec): 3 clusters Score: Raw -33179.417345 + Penalty 1237.686055 = -31941.731290 nChanged 7 SP:Iteration 5Q (34.383170 sec): 3 clusters Score: Raw -33187.905308 + Penalty 1237.314076 = -31950.591232 nChanged 3 SP:Iteration 6Q (34.384051 sec): 3 clusters Score: Raw -33190.154915 + Penalty 1237.085106 = -31953.069809 nChanged 2 SP:Iteration 7Q (34.384884 sec): 3 clusters Score: Raw -33191.887209 + Penalty 1237.085106 = -31954.802103 nChanged 0 SP:Iteration 8F (34.385764 sec): 3 clusters Score: Raw -33191.887209 + Penalty 1237.085106 = -31954.802103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.387084 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.387465 sec): 3 clusters Score: Raw -6380.868717 + Penalty 252.073835 = -6128.794882 nChanged 29 SP:Iteration 1F (34.387839 sec): 3 clusters Score: Raw -6433.160241 + Penalty 262.590416 = -6170.569825 nChanged 9 SP:Iteration 2F (34.388210 sec): 3 clusters Score: Raw -6460.461616 + Penalty 260.379072 = -6200.082544 nChanged 2 SP:Iteration 3Q (34.388572 sec): 3 clusters Score: Raw -6463.647409 + Penalty 260.379072 = -6203.268337 nChanged 0 SP:Iteration 4F (34.388944 sec): 3 clusters Score: Raw -6463.647409 + Penalty 260.379072 = -6203.268337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.389788 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.390037 sec): 3 clusters Score: Raw -853.564998 + Penalty 56.382527 = -797.182471 nChanged 1 SP:Iteration 1F (34.390244 sec): 3 clusters Score: Raw -856.232975 + Penalty 56.382527 = -799.850448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.391010 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.391216 sec): 3 clusters Score: Raw -503.570203 + Penalty 81.029471 = -422.540731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.392147 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.392501 sec): 3 clusters Score: Raw -5083.739093 + Penalty 171.683260 = -4912.055833 nChanged 21 SP:Iteration 1F (34.392849 sec): 3 clusters Score: Raw -5101.389707 + Penalty 172.991720 = -4928.397986 nChanged 5 SP:Iteration 2F (34.393196 sec): 3 clusters Score: Raw -5117.669743 + Penalty 175.012364 = -4942.657379 nChanged 2 SP:Iteration 3Q (34.393527 sec): 3 clusters Score: Raw -5122.855602 + Penalty 176.244615 = -4946.610987 nChanged 2 SP:Iteration 4Q (34.393858 sec): 3 clusters Score: Raw -5128.590788 + Penalty 185.073582 = -4943.517206 nChanged 7 SP:Iteration 5F (34.394204 sec): 3 clusters Score: Raw -5158.582035 + Penalty 206.216594 = -4952.365441 nChanged 6 SP:Iteration 6F (34.394550 sec): 3 clusters Score: Raw -5177.924252 + Penalty 252.783141 = -4925.141112 nChanged 7 SP:Iteration 7F (34.394895 sec): 3 clusters Score: Raw -5198.230407 + Penalty 287.615253 = -4910.615154 nChanged 3 SP:Iteration 8F (34.395240 sec): 3 clusters Score: Raw -5204.933118 + Penalty 287.615253 = -4917.317865 nChanged 0 Iteration 119Q (34.490545 sec): 25 clusters Score: Raw -2160372.254940 + Penalty 14904.709531 = -2145467.545409 nChanged 44 Iteration 120F (34.821461 sec): 25 clusters Score: Raw -2160412.246217 + Penalty 14896.991297 = -2145515.254920 nChanged 36 Iteration 121Q (34.900295 sec): 25 clusters Score: Raw -2160501.965842 + Penalty 14928.990703 = -2145572.975140 nChanged 31 Iteration 122Q (34.979021 sec): 25 clusters Score: Raw -2160512.608298 + Penalty 14931.352901 = -2145581.255397 nChanged 33 Iteration 123Q (35.058315 sec): 25 clusters Score: Raw -2160527.148869 + Penalty 14941.120968 = -2145586.027902 nChanged 35 Iteration 124Q (35.137398 sec): 25 clusters Score: Raw -2160542.645868 + Penalty 14941.919223 = -2145600.726646 nChanged 38 Iteration 125Q (35.215743 sec): 25 clusters Score: Raw -2160555.398953 + Penalty 14944.111139 = -2145611.287814 nChanged 35 Iteration 126Q (35.297252 sec): 25 clusters Score: Raw -2160571.499736 + Penalty 14948.760182 = -2145622.739554 nChanged 32 Iteration 127Q (35.376401 sec): 25 clusters Score: Raw -2160587.466186 + Penalty 14959.697014 = -2145627.769172 nChanged 35 Iteration 128Q (35.455547 sec): 25 clusters Score: Raw -2160609.306766 + Penalty 14960.527082 = -2145648.779684 nChanged 28 Iteration 129Q (35.534571 sec): 25 clusters Score: Raw -2160618.540301 + Penalty 14964.774606 = -2145653.765695 nChanged 22 Iteration 130F (35.865163 sec): 25 clusters Score: Raw -2160636.210979 + Penalty 14963.087552 = -2145673.123427 nChanged 26 Iteration 131Q (35.943340 sec): 25 clusters Score: Raw -2160668.452588 + Penalty 14962.196792 = -2145706.255797 nChanged 18 Iteration 132Q (36.020698 sec): 25 clusters Score: Raw -2160684.741753 + Penalty 14964.516544 = -2145720.225209 nChanged 11 Iteration 133Q (36.097919 sec): 25 clusters Score: Raw -2160687.777319 + Penalty 14964.705291 = -2145723.072028 nChanged 14 Iteration 134Q (36.175335 sec): 25 clusters Score: Raw -2160690.125115 + Penalty 14964.887002 = -2145725.238113 nChanged 10 Iteration 135Q (36.251348 sec): 25 clusters Score: Raw -2160692.065518 + Penalty 14966.050824 = -2145726.014694 nChanged 10 Iteration 136Q (36.328964 sec): 25 clusters Score: Raw -2160693.415753 + Penalty 14966.243653 = -2145727.172100 nChanged 6 Iteration 137Q (36.406488 sec): 25 clusters Score: Raw -2160694.168233 + Penalty 14967.553770 = -2145726.614463 nChanged 9 Iteration 138F (36.738599 sec): 25 clusters Score: Raw -2160708.868451 + Penalty 14965.956074 = -2145742.912378 nChanged 6 Iteration 139Q (36.816917 sec): 25 clusters Score: Raw -2160732.447809 + Penalty 14966.653302 = -2145765.794507 nChanged 4 Iteration 140F (37.153573 sec): 25 clusters Score: Raw -2160732.958860 + Penalty 14966.532148 = -2145766.426712 nChanged 3 Iteration 141Q (37.230391 sec): 25 clusters Score: Raw -2160733.331309 + Penalty 14967.251955 = -2145766.079354 nChanged 5 Iteration 142F (37.562366 sec): 25 clusters Score: Raw -2160734.027832 + Penalty 14967.679262 = -2145766.348571 nChanged 2 Iteration 143Q (37.639269 sec): 25 clusters Score: Raw -2160734.363375 + Penalty 14967.456055 = -2145766.907320 nChanged 4 Iteration 144Q (37.716766 sec): 25 clusters Score: Raw -2160734.889995 + Penalty 14967.640887 = -2145767.249108 nChanged 1 Iteration 145Q (37.795046 sec): 25 clusters Score: Raw -2160735.064671 + Penalty 14967.481057 = -2145767.583614 nChanged 1 Iteration 146Q (37.875101 sec): 25 clusters Score: Raw -2160735.464776 + Penalty 14966.107832 = -2145769.356944 nChanged 2 Iteration 147Q (37.958663 sec): 25 clusters Score: Raw -2160738.348814 + Penalty 14963.735799 = -2145774.613015 nChanged 3 Iteration 148Q (38.034958 sec): 25 clusters Score: Raw -2160741.030011 + Penalty 14962.437768 = -2145778.592242 nChanged 2 Iteration 149Q (38.112877 sec): 25 clusters Score: Raw -2160741.331050 + Penalty 14961.595981 = -2145779.735069 nChanged 2 Iteration 150F (38.445933 sec): 25 clusters Score: Raw -2160741.700606 + Penalty 14966.176092 = -2145775.524514 nChanged 2 Iteration 151F (38.779488 sec): 25 clusters Score: Raw -2160742.399523 + Penalty 14966.176092 = -2145776.223431 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160742.399523 + Penalty 14966.176092 = -2145776.223431Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.868510 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.884805 sec): 3 clusters Score: Raw -640793.919100 + Penalty 151.342736 = -640642.576364 nChanged 3907 SP:Iteration 1F (38.900790 sec): 3 clusters Score: Raw -644819.760414 + Penalty 147.538288 = -644672.222127 nChanged 684 SP:Iteration 2F (38.917223 sec): 3 clusters Score: Raw -645747.618082 + Penalty 137.346629 = -645610.271452 nChanged 292 SP:Iteration 3Q (38.932724 sec): 3 clusters Score: Raw -646112.712620 + Penalty 76.307079 = -646036.405540 nChanged 20 SP:Iteration 4Q (38.945958 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 SP:Iteration 5F (38.958853 sec): 2 clusters Score: Raw -646134.323006 + Penalty 76.307079 = -646058.015926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.963561 sec): 2 clusters Score: Raw -14794.104781 + Penalty 538.576984 = -14255.527796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.964103 sec): 3 clusters Score: Raw -14773.798709 + Penalty 1079.666026 = -13694.132683 nChanged 30 SP:Iteration 1F (38.964631 sec): 3 clusters Score: Raw -14811.444827 + Penalty 1077.671206 = -13733.773621 nChanged 9 SP:Iteration 2F (38.965156 sec): 3 clusters Score: Raw -14828.277800 + Penalty 1075.305033 = -13752.972767 nChanged 8 SP:Iteration 3Q (38.965671 sec): 3 clusters Score: Raw -14838.232264 + Penalty 1074.512296 = -13763.719968 nChanged 5 SP:Iteration 4Q (38.966182 sec): 3 clusters Score: Raw -14842.904977 + Penalty 1074.437938 = -13768.467040 nChanged 3 SP:Iteration 5Q (38.966726 sec): 3 clusters Score: Raw -14851.428649 + Penalty 1073.116410 = -13778.312239 nChanged 3 SP:Iteration 6Q (38.967237 sec): 3 clusters Score: Raw -14855.911635 + Penalty 1072.290316 = -13783.621319 nChanged 4 SP:Iteration 7Q (38.967744 sec): 3 clusters Score: Raw -14865.977586 + Penalty 1072.834153 = -13793.143433 nChanged 4 SP:Iteration 8Q (38.968250 sec): 3 clusters Score: Raw -14883.669072 + Penalty 1071.844723 = -13811.824349 nChanged 3 SP:Iteration 9Q (38.968753 sec): 3 clusters Score: Raw -14887.713135 + Penalty 1068.097697 = -13819.615437 nChanged 4 SP:Iteration 10F (38.969275 sec): 3 clusters Score: Raw -14893.317233 + Penalty 1066.929696 = -13826.387536 nChanged 3 SP:Iteration 11Q (38.969777 sec): 3 clusters Score: Raw -14898.535300 + Penalty 1063.760131 = -13834.775168 nChanged 2 SP:Iteration 12Q (38.970279 sec): 3 clusters Score: Raw -14901.519973 + Penalty 1065.194204 = -13836.325770 nChanged 2 SP:Iteration 13Q (38.970780 sec): 3 clusters Score: Raw -14913.499235 + Penalty 1066.513983 = -13846.985252 nChanged 2 SP:Iteration 14Q (38.971278 sec): 3 clusters Score: Raw -14917.043271 + Penalty 1067.371399 = -13849.671871 nChanged 2 SP:Iteration 15Q (38.971813 sec): 3 clusters Score: Raw -14920.407186 + Penalty 1066.779506 = -13853.627680 nChanged 3 SP:Iteration 16Q (38.972325 sec): 3 clusters Score: Raw -14927.664592 + Penalty 1067.902166 = -13859.762426 nChanged 1 SP:Iteration 17Q (38.972831 sec): 3 clusters Score: Raw -14929.141858 + Penalty 1067.902166 = -13861.239692 nChanged 0 SP:Iteration 18F (38.973366 sec): 3 clusters Score: Raw -14929.141858 + Penalty 1067.902166 = -13861.239692 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.977349 sec): 2 clusters Score: Raw -59690.961839 + Penalty 171.199480 = -59519.762358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.978882 sec): 3 clusters Score: Raw -59252.937975 + Penalty 340.828202 = -58912.109773 nChanged 288 SP:Iteration 1F (38.980381 sec): 3 clusters Score: Raw -59447.682834 + Penalty 341.623247 = -59106.059587 nChanged 87 SP:Iteration 2F (38.981930 sec): 3 clusters Score: Raw -59514.914048 + Penalty 342.261799 = -59172.652249 nChanged 56 SP:Iteration 3F (38.983458 sec): 3 clusters Score: Raw -59558.072132 + Penalty 342.560475 = -59215.511657 nChanged 42 SP:Iteration 4F (38.984971 sec): 3 clusters Score: Raw -59584.644644 + Penalty 342.807370 = -59241.837274 nChanged 36 SP:Iteration 5F (38.986469 sec): 3 clusters Score: Raw -59602.949272 + Penalty 342.769872 = -59260.179400 nChanged 16 SP:Iteration 6Q (38.987981 sec): 3 clusters Score: Raw -59608.163465 + Penalty 342.682935 = -59265.480531 nChanged 7 SP:Iteration 7Q (38.989477 sec): 3 clusters Score: Raw -59609.320960 + Penalty 342.584941 = -59266.736019 nChanged 4 SP:Iteration 8Q (38.990962 sec): 3 clusters Score: Raw -59610.035704 + Penalty 342.382988 = -59267.652716 nChanged 6 SP:Iteration 9Q (38.992463 sec): 3 clusters Score: Raw -59611.746281 + Penalty 342.244878 = -59269.501403 nChanged 5 SP:Iteration 10F (38.993989 sec): 3 clusters Score: Raw -59612.800264 + Penalty 342.148652 = -59270.651612 nChanged 4 SP:Iteration 11Q (38.995461 sec): 3 clusters Score: Raw -59613.433254 + Penalty 342.138201 = -59271.295053 nChanged 1 SP:Iteration 12Q (38.996932 sec): 3 clusters Score: Raw -59613.569336 + Penalty 342.109711 = -59271.459625 nChanged 1 SP:Iteration 13Q (38.998403 sec): 3 clusters Score: Raw -59613.600227 + Penalty 342.092154 = -59271.508074 nChanged 1 SP:Iteration 14Q (38.999918 sec): 3 clusters Score: Raw -59613.544387 + Penalty 342.092154 = -59271.452233 nChanged 0 SP:Iteration 15F (39.001445 sec): 3 clusters Score: Raw -59613.544387 + Penalty 342.092154 = -59271.452233 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.009211 sec): 2 clusters Score: Raw -123371.351811 + Penalty 464.667874 = -122906.683937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.012257 sec): 3 clusters Score: Raw -122567.041049 + Penalty 939.323082 = -121627.717967 nChanged 572 SP:Iteration 1F (39.015109 sec): 3 clusters Score: Raw -122995.115796 + Penalty 949.915784 = -122045.200012 nChanged 147 SP:Iteration 2F (39.017880 sec): 3 clusters Score: Raw -123108.360863 + Penalty 957.158492 = -122151.202371 nChanged 107 SP:Iteration 3F (39.020673 sec): 3 clusters Score: Raw -123194.677203 + Penalty 963.626509 = -122231.050694 nChanged 83 SP:Iteration 4F (39.023477 sec): 3 clusters Score: Raw -123262.518531 + Penalty 961.882611 = -122300.635920 nChanged 61 SP:Iteration 5Q (39.026405 sec): 3 clusters Score: Raw -123311.986223 + Penalty 971.276448 = -122340.709774 nChanged 41 SP:Iteration 6Q (39.029147 sec): 3 clusters Score: Raw -123344.038741 + Penalty 973.600082 = -122370.438659 nChanged 33 SP:Iteration 7Q (39.031832 sec): 3 clusters Score: Raw -123367.767070 + Penalty 973.323950 = -122394.443120 nChanged 22 SP:Iteration 8Q (39.034513 sec): 3 clusters Score: Raw -123383.797602 + Penalty 978.655381 = -122405.142220 nChanged 10 SP:Iteration 9Q (39.037149 sec): 3 clusters Score: Raw -123391.210360 + Penalty 986.931439 = -122404.278921 nChanged 8 SP:Iteration 10F (39.039957 sec): 3 clusters Score: Raw -123395.396944 + Penalty 988.128130 = -122407.268815 nChanged 3 SP:Iteration 11Q (39.042725 sec): 3 clusters Score: Raw -123399.808007 + Penalty 991.956839 = -122407.851168 nChanged 4 SP:Iteration 12Q (39.045360 sec): 3 clusters Score: Raw -123407.704475 + Penalty 984.439944 = -122423.264531 nChanged 3 SP:Iteration 13Q (39.047831 sec): 3 clusters Score: Raw -123411.755005 + Penalty 989.131427 = -122422.623578 nChanged 2 SP:Iteration 14F (39.050521 sec): 3 clusters Score: Raw -123413.356686 + Penalty 985.501777 = -122427.854908 nChanged 1 SP:Iteration 15Q (39.053059 sec): 3 clusters Score: Raw -123414.253953 + Penalty 985.501777 = -122428.752176 nChanged 0 SP:Iteration 16F (39.055794 sec): 3 clusters Score: Raw -123414.253953 + Penalty 985.501777 = -122428.752176 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.073666 sec): 2 clusters Score: Raw -240726.198503 + Penalty 72.048134 = -240654.150369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.079812 sec): 3 clusters Score: Raw -238727.150117 + Penalty 143.645042 = -238583.505075 nChanged 1465 SP:Iteration 1F (39.085674 sec): 3 clusters Score: Raw -239827.178452 + Penalty 142.996441 = -239684.182011 nChanged 208 SP:Iteration 2F (39.091576 sec): 3 clusters Score: Raw -240023.010614 + Penalty 142.654964 = -239880.355650 nChanged 184 SP:Iteration 3F (39.097347 sec): 3 clusters Score: Raw -240155.072521 + Penalty 142.647580 = -240012.424941 nChanged 137 SP:Iteration 4Q (39.103104 sec): 3 clusters Score: Raw -240215.178028 + Penalty 142.528752 = -240072.649276 nChanged 76 SP:Iteration 5Q (39.109128 sec): 3 clusters Score: Raw -240233.700693 + Penalty 142.348601 = -240091.352092 nChanged 35 SP:Iteration 6Q (39.114892 sec): 3 clusters Score: Raw -240241.344942 + Penalty 142.127661 = -240099.217281 nChanged 34 SP:Iteration 7Q (39.120545 sec): 3 clusters Score: Raw -240246.757927 + Penalty 141.920400 = -240104.837527 nChanged 23 SP:Iteration 8Q (39.126247 sec): 3 clusters Score: Raw -240249.713076 + Penalty 141.767400 = -240107.945676 nChanged 26 SP:Iteration 9Q (39.132245 sec): 3 clusters Score: Raw -240253.193217 + Penalty 141.652330 = -240111.540886 nChanged 26 SP:Iteration 10F (39.138235 sec): 3 clusters Score: Raw -240259.287315 + Penalty 141.314750 = -240117.972565 nChanged 34 SP:Iteration 11Q (39.144271 sec): 3 clusters Score: Raw -240264.519871 + Penalty 141.161011 = -240123.358860 nChanged 21 SP:Iteration 12Q (39.150083 sec): 3 clusters Score: Raw -240266.186863 + Penalty 141.026432 = -240125.160430 nChanged 17 SP:Iteration 13Q (39.156099 sec): 3 clusters Score: Raw -240267.878865 + Penalty 140.865485 = -240127.013381 nChanged 18 SP:Iteration 14Q (39.162089 sec): 3 clusters Score: Raw -240269.831183 + Penalty 140.700331 = -240129.130852 nChanged 21 SP:Iteration 15Q (39.168097 sec): 3 clusters Score: Raw -240272.665888 + Penalty 140.496310 = -240132.169578 nChanged 27 SP:Iteration 16Q (39.174125 sec): 3 clusters Score: Raw -240277.338181 + Penalty 140.300015 = -240137.038166 nChanged 30 SP:Iteration 17Q (39.179925 sec): 3 clusters Score: Raw -240282.247396 + Penalty 139.848438 = -240142.398958 nChanged 31 SP:Iteration 18Q (39.185543 sec): 3 clusters Score: Raw -240288.364466 + Penalty 139.530731 = -240148.833735 nChanged 28 SP:Iteration 19Q (39.191344 sec): 3 clusters Score: Raw -240294.805256 + Penalty 139.236045 = -240155.569211 nChanged 29 SP:Iteration 20F (39.197332 sec): 3 clusters Score: Raw -240300.100288 + Penalty 139.163785 = -240160.936503 nChanged 24 SP:Iteration 21Q (39.202992 sec): 3 clusters Score: Raw -240304.239947 + Penalty 138.651532 = -240165.588415 nChanged 34 SP:Iteration 22Q (39.208917 sec): 3 clusters Score: Raw -240310.773035 + Penalty 138.188277 = -240172.584758 nChanged 38 SP:Iteration 23Q (39.214729 sec): 3 clusters Score: Raw -240317.671936 + Penalty 137.880684 = -240179.791252 nChanged 34 SP:Iteration 24Q (39.220382 sec): 3 clusters Score: Raw -240324.446897 + Penalty 137.555111 = -240186.891786 nChanged 39 SP:Iteration 25Q (39.226059 sec): 3 clusters Score: Raw -240332.220590 + Penalty 137.443654 = -240194.776936 nChanged 34 SP:Iteration 26Q (39.231896 sec): 3 clusters Score: Raw -240338.333400 + Penalty 137.291196 = -240201.042204 nChanged 32 SP:Iteration 27Q (39.237508 sec): 3 clusters Score: Raw -240345.188691 + Penalty 137.188054 = -240208.000637 nChanged 47 SP:Iteration 28Q (39.243485 sec): 3 clusters Score: Raw -240359.629962 + Penalty 137.152840 = -240222.477123 nChanged 59 SP:Iteration 29Q (39.249134 sec): 3 clusters Score: Raw -240380.134435 + Penalty 136.859253 = -240243.275183 nChanged 62 SP:Iteration 30F (39.255030 sec): 3 clusters Score: Raw -240401.303235 + Penalty 136.930945 = -240264.372290 nChanged 56 SP:Iteration 31Q (39.260591 sec): 3 clusters Score: Raw -240419.058133 + Penalty 137.144564 = -240281.913569 nChanged 47 SP:Iteration 32Q (39.266116 sec): 3 clusters Score: Raw -240433.261250 + Penalty 137.029296 = -240296.231953 nChanged 46 SP:Iteration 33Q (39.271769 sec): 3 clusters Score: Raw -240449.417658 + Penalty 137.101153 = -240312.316504 nChanged 55 SP:Iteration 34Q (39.277657 sec): 3 clusters Score: Raw -240469.140634 + Penalty 137.003455 = -240332.137179 nChanged 52 SP:Iteration 35Q (39.283100 sec): 3 clusters Score: Raw -240491.362637 + Penalty 136.584625 = -240354.778011 nChanged 54 SP:Iteration 36Q (39.288458 sec): 3 clusters Score: Raw -240517.640968 + Penalty 136.643235 = -240380.997734 nChanged 64 SP:Iteration 37Q (39.293964 sec): 3 clusters Score: Raw -240552.767205 + Penalty 136.411066 = -240416.356139 nChanged 50 SP:Iteration 38Q (39.299236 sec): 3 clusters Score: Raw -240581.522073 + Penalty 135.502168 = -240446.019905 nChanged 38 SP:Iteration 39Q (39.304464 sec): 3 clusters Score: Raw -240603.409361 + Penalty 134.920625 = -240468.488737 nChanged 41 SP:Iteration 40F (39.310956 sec): 3 clusters Score: Raw -240626.249016 + Penalty 135.707863 = -240490.541153 nChanged 43 SP:Iteration 41Q (39.316171 sec): 3 clusters Score: Raw -240654.094026 + Penalty 136.954698 = -240517.139327 nChanged 29 SP:Iteration 42Q (39.321399 sec): 3 clusters Score: Raw -240672.580127 + Penalty 126.705967 = -240545.874160 nChanged 30 SP:Iteration 43Q (39.326602 sec): 3 clusters Score: Raw -240692.003233 + Penalty 128.412359 = -240563.590874 nChanged 18 SP:Iteration 44Q (39.331737 sec): 3 clusters Score: Raw -240702.388039 + Penalty 130.071038 = -240572.317001 nChanged 18 SP:Iteration 45Q (39.336834 sec): 3 clusters Score: Raw -240716.229949 + Penalty 124.946805 = -240591.283145 nChanged 8 SP:Iteration 46Q (39.342082 sec): 3 clusters Score: Raw -240721.206121 + Penalty 121.960425 = -240599.245696 nChanged 4 SP:Iteration 47Q (39.347374 sec): 3 clusters Score: Raw -240721.398923 + Penalty 120.888294 = -240600.510629 nChanged 1 SP:Iteration 48Q (39.352264 sec): 3 clusters Score: Raw -240721.491126 + Penalty 120.104749 = -240601.386377 nChanged 2 SP:Iteration 49Q (39.357166 sec): 3 clusters Score: Raw -240722.680504 + Penalty 120.586701 = -240602.093803 nChanged 2 SP:Iteration 50F (39.362948 sec): 3 clusters Score: Raw -240723.344943 + Penalty 121.417635 = -240601.927308 nChanged 1 SP:Iteration 51F (39.368733 sec): 3 clusters Score: Raw -240723.143502 + Penalty 121.417635 = -240601.725868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.374715 sec): 2 clusters Score: Raw -61048.431261 + Penalty 654.207425 = -60394.223836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.376270 sec): 3 clusters Score: Raw -60785.339479 + Penalty 1308.438168 = -59476.901312 nChanged 216 SP:Iteration 1F (39.377738 sec): 3 clusters Score: Raw -60988.371764 + Penalty 1308.592310 = -59679.779454 nChanged 63 SP:Iteration 2F (39.379176 sec): 3 clusters Score: Raw -61100.484970 + Penalty 1309.291612 = -59791.193358 nChanged 43 SP:Iteration 3F (39.380639 sec): 3 clusters Score: Raw -61166.709708 + Penalty 1310.665887 = -59856.043821 nChanged 45 SP:Iteration 4F (39.382152 sec): 3 clusters Score: Raw -61221.458456 + Penalty 1313.119375 = -59908.339081 nChanged 44 SP:Iteration 5F (39.383619 sec): 3 clusters Score: Raw -61263.040351 + Penalty 1317.160097 = -59945.880254 nChanged 39 SP:Iteration 6F (39.385101 sec): 3 clusters Score: Raw -61309.603420 + Penalty 1322.875550 = -59986.727870 nChanged 34 SP:Iteration 7F (39.386565 sec): 3 clusters Score: Raw -61353.119366 + Penalty 1328.094834 = -60025.024532 nChanged 23 SP:Iteration 8Q (39.388027 sec): 3 clusters Score: Raw -61387.024518 + Penalty 1331.172268 = -60055.852250 nChanged 14 SP:Iteration 9Q (39.389460 sec): 3 clusters Score: Raw -61426.932250 + Penalty 1334.342414 = -60092.589836 nChanged 10 SP:Iteration 10F (39.390944 sec): 3 clusters Score: Raw -61455.578870 + Penalty 1333.994889 = -60121.583980 nChanged 7 SP:Iteration 11Q (39.392291 sec): 3 clusters Score: Raw -61482.590922 + Penalty 1332.791459 = -60149.799463 nChanged 5 SP:Iteration 12Q (39.393665 sec): 3 clusters Score: Raw -61501.263582 + Penalty 1330.916356 = -60170.347226 nChanged 4 SP:Iteration 13Q (39.394986 sec): 3 clusters Score: Raw -61511.792719 + Penalty 1330.231477 = -60181.561242 nChanged 7 SP:Iteration 14Q (39.396295 sec): 3 clusters Score: Raw -61527.871788 + Penalty 1328.423567 = -60199.448221 nChanged 5 SP:Iteration 15Q (39.397602 sec): 3 clusters Score: Raw -61540.952408 + Penalty 1327.732916 = -60213.219491 nChanged 4 SP:Iteration 16Q (39.398897 sec): 3 clusters Score: Raw -61554.532398 + Penalty 1327.987560 = -60226.544837 nChanged 1 SP:Iteration 17Q (39.400185 sec): 3 clusters Score: Raw -61557.797262 + Penalty 1327.987560 = -60229.809702 nChanged 0 SP:Iteration 18F (39.401679 sec): 3 clusters Score: Raw -61557.797262 + Penalty 1327.987560 = -60229.809702 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.410124 sec): 2 clusters Score: Raw -125922.405970 + Penalty 269.483920 = -125652.922050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.413045 sec): 3 clusters Score: Raw -125075.271320 + Penalty 541.374343 = -124533.896977 nChanged 603 SP:Iteration 1F (39.415882 sec): 3 clusters Score: Raw -125470.152958 + Penalty 546.095381 = -124924.057577 nChanged 134 SP:Iteration 2F (39.418692 sec): 3 clusters Score: Raw -125572.256503 + Penalty 554.999256 = -125017.257246 nChanged 109 SP:Iteration 3F (39.421485 sec): 3 clusters Score: Raw -125663.489461 + Penalty 560.303907 = -125103.185554 nChanged 95 SP:Iteration 4F (39.424316 sec): 3 clusters Score: Raw -125747.078995 + Penalty 563.682581 = -125183.396415 nChanged 70 SP:Iteration 5Q (39.427127 sec): 3 clusters Score: Raw -125817.973216 + Penalty 571.173238 = -125246.799978 nChanged 51 SP:Iteration 6Q (39.430157 sec): 3 clusters Score: Raw -125863.109132 + Penalty 569.039294 = -125294.069837 nChanged 35 SP:Iteration 7Q (39.432730 sec): 3 clusters Score: Raw -125893.655472 + Penalty 564.341262 = -125329.314210 nChanged 16 SP:Iteration 8Q (39.435294 sec): 3 clusters Score: Raw -125904.720160 + Penalty 556.588282 = -125348.131878 nChanged 12 SP:Iteration 9Q (39.437821 sec): 3 clusters Score: Raw -125910.802698 + Penalty 574.093458 = -125336.709240 nChanged 8 SP:Iteration 10F (39.440785 sec): 3 clusters Score: Raw -125912.337528 + Penalty 598.090371 = -125314.247157 nChanged 9 SP:Iteration 11F (39.443669 sec): 3 clusters Score: Raw -125919.198390 + Penalty 617.952679 = -125301.245710 nChanged 6 SP:Iteration 12F (39.446484 sec): 3 clusters Score: Raw -125924.050288 + Penalty 613.192506 = -125310.857781 nChanged 3 SP:Iteration 13Q (39.448921 sec): 3 clusters Score: Raw -125923.957127 + Penalty 613.192506 = -125310.764621 nChanged 0 SP:Iteration 14F (39.451849 sec): 3 clusters Score: Raw -125923.957127 + Penalty 613.192506 = -125310.764621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.453912 sec): 2 clusters Score: Raw -5595.719374 + Penalty 319.523962 = -5276.195411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.454290 sec): 3 clusters Score: Raw -5673.665301 + Penalty 620.778445 = -5052.886856 nChanged 11 SP:Iteration 1F (39.454657 sec): 3 clusters Score: Raw -5714.277431 + Penalty 619.326629 = -5094.950803 nChanged 3 SP:Iteration 2Q (39.455005 sec): 3 clusters Score: Raw -5721.331520 + Penalty 624.633505 = -5096.698016 nChanged 2 SP:Iteration 3Q (39.455349 sec): 3 clusters Score: Raw -5723.973251 + Penalty 624.633505 = -5099.339746 nChanged 0 SP:Iteration 4F (39.455711 sec): 3 clusters Score: Raw -5723.973251 + Penalty 624.633505 = -5099.339746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.459671 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.462173 sec): 3 clusters Score: Raw -93629.775812 + Penalty 97.098656 = -93532.677157 nChanged 550 SP:Iteration 1F (39.464676 sec): 3 clusters Score: Raw -94145.360388 + Penalty 98.503457 = -94046.856930 nChanged 92 SP:Iteration 2F (39.467144 sec): 3 clusters Score: Raw -94253.434038 + Penalty 98.439748 = -94154.994290 nChanged 59 SP:Iteration 3Q (39.469653 sec): 3 clusters Score: Raw -94314.519376 + Penalty 99.322265 = -94215.197111 nChanged 31 SP:Iteration 4Q (39.472225 sec): 3 clusters Score: Raw -94346.366534 + Penalty 104.399612 = -94241.966922 nChanged 26 SP:Iteration 5Q (39.474784 sec): 3 clusters Score: Raw -94369.824439 + Penalty 107.299100 = -94262.525339 nChanged 11 SP:Iteration 6Q (39.477100 sec): 3 clusters Score: Raw -94377.408415 + Penalty 113.610092 = -94263.798323 nChanged 10 SP:Iteration 7Q (39.479285 sec): 3 clusters Score: Raw -94384.107720 + Penalty 120.734416 = -94263.373304 nChanged 5 SP:Iteration 8F (39.481926 sec): 3 clusters Score: Raw -94386.974452 + Penalty 125.623466 = -94261.350986 nChanged 3 SP:Iteration 9F (39.484424 sec): 3 clusters Score: Raw -94387.588989 + Penalty 128.635360 = -94258.953628 nChanged 1 SP:Iteration 10F (39.486919 sec): 3 clusters Score: Raw -94387.666442 + Penalty 132.094040 = -94255.572402 nChanged 1 SP:Iteration 11F (39.489448 sec): 3 clusters Score: Raw -94388.090456 + Penalty 132.094040 = -94255.996416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.491707 sec): 2 clusters Score: Raw -28890.405909 + Penalty 443.410654 = -28446.995254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.492560 sec): 3 clusters Score: Raw -28776.525592 + Penalty 880.985507 = -27895.540085 nChanged 104 SP:Iteration 1F (39.493391 sec): 3 clusters Score: Raw -28887.293328 + Penalty 881.468055 = -28005.825273 nChanged 27 SP:Iteration 2F (39.494220 sec): 3 clusters Score: Raw -28920.791719 + Penalty 885.480103 = -28035.311616 nChanged 16 SP:Iteration 3Q (39.495048 sec): 3 clusters Score: Raw -28942.643561 + Penalty 891.092148 = -28051.551413 nChanged 12 SP:Iteration 4Q (39.495854 sec): 3 clusters Score: Raw -28956.857467 + Penalty 894.799103 = -28062.058364 nChanged 10 SP:Iteration 5Q (39.496655 sec): 3 clusters Score: Raw -28981.308251 + Penalty 898.140958 = -28083.167293 nChanged 11 SP:Iteration 6Q (39.497448 sec): 3 clusters Score: Raw -28996.463996 + Penalty 897.755011 = -28098.708985 nChanged 11 SP:Iteration 7Q (39.498232 sec): 3 clusters Score: Raw -29015.172248 + Penalty 898.398141 = -28116.774107 nChanged 6 SP:Iteration 8Q (39.499011 sec): 3 clusters Score: Raw -29029.168011 + Penalty 896.896317 = -28132.271694 nChanged 8 SP:Iteration 9Q (39.499782 sec): 3 clusters Score: Raw -29049.511680 + Penalty 897.397847 = -28152.113833 nChanged 5 SP:Iteration 10F (39.500621 sec): 3 clusters Score: Raw -29056.154423 + Penalty 899.849527 = -28156.304896 nChanged 4 SP:Iteration 11Q (39.501384 sec): 3 clusters Score: Raw -29060.336877 + Penalty 901.370390 = -28158.966486 nChanged 4 SP:Iteration 12Q (39.502146 sec): 3 clusters Score: Raw -29069.357926 + Penalty 905.930808 = -28163.427117 nChanged 6 SP:Iteration 13Q (39.502903 sec): 3 clusters Score: Raw -29079.886906 + Penalty 907.516794 = -28172.370112 nChanged 2 SP:Iteration 14Q (39.503713 sec): 3 clusters Score: Raw -29081.736432 + Penalty 909.598376 = -28172.138057 nChanged 3 SP:Iteration 15F (39.504557 sec): 3 clusters Score: Raw -29083.733050 + Penalty 910.282038 = -28173.451012 nChanged 1 SP:Iteration 16Q (39.505336 sec): 3 clusters Score: Raw -29084.245371 + Penalty 910.282038 = -28173.963333 nChanged 0 SP:Iteration 17F (39.506184 sec): 3 clusters Score: Raw -29084.245371 + Penalty 910.282038 = -28173.963333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.508032 sec): 2 clusters Score: Raw -24014.887647 + Penalty 645.730852 = -23369.156796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.508802 sec): 3 clusters Score: Raw -23971.130675 + Penalty 1299.584229 = -22671.546446 nChanged 57 SP:Iteration 1F (39.509555 sec): 3 clusters Score: Raw -24045.762640 + Penalty 1301.316381 = -22744.446258 nChanged 16 SP:Iteration 2F (39.510306 sec): 3 clusters Score: Raw -24070.062569 + Penalty 1301.639065 = -22768.423503 nChanged 8 SP:Iteration 3Q (39.511042 sec): 3 clusters Score: Raw -24093.363307 + Penalty 1301.079455 = -22792.283852 nChanged 6 SP:Iteration 4Q (39.511772 sec): 3 clusters Score: Raw -24105.551026 + Penalty 1301.799185 = -22803.751841 nChanged 3 SP:Iteration 5Q (39.512500 sec): 3 clusters Score: Raw -24109.354263 + Penalty 1302.311315 = -22807.042948 nChanged 2 SP:Iteration 6Q (39.513227 sec): 3 clusters Score: Raw -24113.651126 + Penalty 1302.855362 = -22810.795764 nChanged 1 SP:Iteration 7Q (39.513954 sec): 3 clusters Score: Raw -24119.068405 + Penalty 1303.670510 = -22815.397895 nChanged 1 SP:Iteration 8Q (39.514678 sec): 3 clusters Score: Raw -24121.213029 + Penalty 1304.082743 = -22817.130286 nChanged 1 SP:Iteration 9Q (39.515402 sec): 3 clusters Score: Raw -24124.496514 + Penalty 1303.988620 = -22820.507894 nChanged 1 SP:Iteration 10F (39.516153 sec): 3 clusters Score: Raw -24128.647212 + Penalty 1303.697895 = -22824.949317 nChanged 1 SP:Iteration 11Q (39.516880 sec): 3 clusters Score: Raw -24131.332855 + Penalty 1302.899557 = -22828.433299 nChanged 3 SP:Iteration 12Q (39.517631 sec): 3 clusters Score: Raw -24139.169229 + Penalty 1301.121601 = -22838.047628 nChanged 4 SP:Iteration 13Q (39.518357 sec): 3 clusters Score: Raw -24147.813267 + Penalty 1301.848546 = -22845.964720 nChanged 2 SP:Iteration 14Q (39.519083 sec): 3 clusters Score: Raw -24151.581266 + Penalty 1302.378629 = -22849.202637 nChanged 2 SP:Iteration 15Q (39.519805 sec): 3 clusters Score: Raw -24154.253120 + Penalty 1303.895404 = -22850.357716 nChanged 2 SP:Iteration 16Q (39.520528 sec): 3 clusters Score: Raw -24156.490676 + Penalty 1303.895404 = -22852.595273 nChanged 0 SP:Iteration 17F (39.521279 sec): 3 clusters Score: Raw -24156.490676 + Penalty 1303.895404 = -22852.595273 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.525783 sec): 2 clusters Score: Raw -119493.739927 + Penalty 764.949658 = -118728.790269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.528506 sec): 3 clusters Score: Raw -118863.376008 + Penalty 1530.413313 = -117332.962695 nChanged 463 SP:Iteration 1F (39.531134 sec): 3 clusters Score: Raw -119191.119758 + Penalty 1530.595907 = -117660.523852 nChanged 127 SP:Iteration 2F (39.533820 sec): 3 clusters Score: Raw -119373.111835 + Penalty 1529.262042 = -117843.849793 nChanged 112 SP:Iteration 3F (39.536556 sec): 3 clusters Score: Raw -119527.540854 + Penalty 1526.574181 = -118000.966674 nChanged 91 SP:Iteration 4F (39.539418 sec): 3 clusters Score: Raw -119632.732106 + Penalty 1522.397765 = -118110.334341 nChanged 77 SP:Iteration 5F (39.542193 sec): 3 clusters Score: Raw -119716.591116 + Penalty 1517.919990 = -118198.671126 nChanged 49 SP:Iteration 6Q (39.544823 sec): 3 clusters Score: Raw -119779.419796 + Penalty 1513.834510 = -118265.585285 nChanged 35 SP:Iteration 7Q (39.547456 sec): 3 clusters Score: Raw -119814.390651 + Penalty 1511.386153 = -118303.004498 nChanged 23 SP:Iteration 8Q (39.550009 sec): 3 clusters Score: Raw -119834.051828 + Penalty 1509.124222 = -118324.927606 nChanged 20 SP:Iteration 9Q (39.552526 sec): 3 clusters Score: Raw -119851.790044 + Penalty 1507.325705 = -118344.464339 nChanged 19 SP:Iteration 10F (39.555214 sec): 3 clusters Score: Raw -119862.994859 + Penalty 1506.371605 = -118356.623254 nChanged 12 SP:Iteration 11Q (39.557820 sec): 3 clusters Score: Raw -119872.550073 + Penalty 1505.308537 = -118367.241535 nChanged 15 SP:Iteration 12Q (39.560438 sec): 3 clusters Score: Raw -119882.811101 + Penalty 1504.652620 = -118378.158482 nChanged 12 SP:Iteration 13Q (39.562985 sec): 3 clusters Score: Raw -119894.276318 + Penalty 1503.997170 = -118390.279148 nChanged 9 SP:Iteration 14Q (39.565487 sec): 3 clusters Score: Raw -119898.828290 + Penalty 1504.077196 = -118394.751094 nChanged 5 SP:Iteration 15Q (39.567991 sec): 3 clusters Score: Raw -119900.578607 + Penalty 1504.509951 = -118396.068656 nChanged 3 SP:Iteration 16Q (39.570562 sec): 3 clusters Score: Raw -119901.881029 + Penalty 1504.509951 = -118397.371078 nChanged 0 SP:Iteration 17F (39.573478 sec): 3 clusters Score: Raw -119901.881029 + Penalty 1504.509951 = -118397.371078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.576849 sec): 2 clusters Score: Raw -83941.806701 + Penalty 618.873303 = -83322.933398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.578816 sec): 3 clusters Score: Raw -83511.116304 + Penalty 1237.653983 = -82273.462321 nChanged 316 SP:Iteration 1F (39.580787 sec): 3 clusters Score: Raw -83716.887066 + Penalty 1237.390186 = -82479.496880 nChanged 79 SP:Iteration 2F (39.582723 sec): 3 clusters Score: Raw -83784.237871 + Penalty 1237.577033 = -82546.660838 nChanged 74 SP:Iteration 3F (39.584622 sec): 3 clusters Score: Raw -83850.932066 + Penalty 1238.735984 = -82612.196082 nChanged 52 SP:Iteration 4F (39.586524 sec): 3 clusters Score: Raw -83891.303626 + Penalty 1240.913192 = -82650.390434 nChanged 41 SP:Iteration 5Q (39.588441 sec): 3 clusters Score: Raw -83927.840756 + Penalty 1245.028626 = -82682.812130 nChanged 40 SP:Iteration 6Q (39.590336 sec): 3 clusters Score: Raw -83955.812563 + Penalty 1249.972592 = -82705.839970 nChanged 33 SP:Iteration 7Q (39.592213 sec): 3 clusters Score: Raw -83987.478730 + Penalty 1255.527443 = -82731.951288 nChanged 38 SP:Iteration 8Q (39.594081 sec): 3 clusters Score: Raw -84024.048643 + Penalty 1261.931331 = -82762.117313 nChanged 35 SP:Iteration 9Q (39.595947 sec): 3 clusters Score: Raw -84064.404566 + Penalty 1268.839922 = -82795.564645 nChanged 31 SP:Iteration 10F (39.598031 sec): 3 clusters Score: Raw -84097.829748 + Penalty 1277.098304 = -82820.731444 nChanged 30 SP:Iteration 11Q (39.599924 sec): 3 clusters Score: Raw -84127.664653 + Penalty 1282.143892 = -82845.520762 nChanged 21 SP:Iteration 12Q (39.601770 sec): 3 clusters Score: Raw -84148.652892 + Penalty 1285.644951 = -82863.007941 nChanged 14 SP:Iteration 13Q (39.603578 sec): 3 clusters Score: Raw -84162.399847 + Penalty 1289.060173 = -82873.339674 nChanged 10 SP:Iteration 14Q (39.605517 sec): 3 clusters Score: Raw -84177.452211 + Penalty 1291.713537 = -82885.738674 nChanged 9 SP:Iteration 15Q (39.607332 sec): 3 clusters Score: Raw -84187.838669 + Penalty 1293.533695 = -82894.304974 nChanged 6 SP:Iteration 16Q (39.609122 sec): 3 clusters Score: Raw -84192.762606 + Penalty 1295.360929 = -82897.401677 nChanged 4 SP:Iteration 17Q (39.610878 sec): 3 clusters Score: Raw -84194.727311 + Penalty 1295.861077 = -82898.866234 nChanged 1 SP:Iteration 18Q (39.612627 sec): 3 clusters Score: Raw -84194.706147 + Penalty 1296.251426 = -82898.454721 nChanged 1 SP:Iteration 19F (39.614637 sec): 3 clusters Score: Raw -84194.827558 + Penalty 1296.251426 = -82898.576132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.615631 sec): 2 clusters Score: Raw -13706.238010 + Penalty 590.557469 = -13115.680541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.616169 sec): 3 clusters Score: Raw -13796.065879 + Penalty 1177.039383 = -12619.026496 nChanged 30 SP:Iteration 1F (39.616700 sec): 3 clusters Score: Raw -13884.440890 + Penalty 1182.476509 = -12701.964381 nChanged 12 SP:Iteration 2F (39.617241 sec): 3 clusters Score: Raw -13917.321848 + Penalty 1183.316546 = -12734.005302 nChanged 2 SP:Iteration 3Q (39.617736 sec): 3 clusters Score: Raw -13920.486494 + Penalty 1183.316546 = -12737.169947 nChanged 0 SP:Iteration 4F (39.618269 sec): 3 clusters Score: Raw -13920.486494 + Penalty 1183.316546 = -12737.169947 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.645929 sec): 2 clusters Score: Raw -453845.569475 + Penalty 225.706553 = -453619.862922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.657617 sec): 3 clusters Score: Raw -450026.673152 + Penalty 502.504339 = -449524.168813 nChanged 2668 SP:Iteration 1F (39.668543 sec): 3 clusters Score: Raw -451902.404811 + Penalty 702.251413 = -451200.153399 nChanged 1118 SP:Iteration 2F (39.679440 sec): 3 clusters Score: Raw -453371.631396 + Penalty 834.881495 = -452536.749901 nChanged 348 SP:Iteration 3F (39.690081 sec): 3 clusters Score: Raw -453776.307168 + Penalty 903.836206 = -452872.470962 nChanged 137 SP:Iteration 4Q (39.699453 sec): 3 clusters Score: Raw -453911.335378 + Penalty 944.108722 = -452967.226656 nChanged 66 SP:Iteration 5Q (39.708483 sec): 3 clusters Score: Raw -453990.150521 + Penalty 963.324882 = -453026.825640 nChanged 44 SP:Iteration 6Q (39.717426 sec): 3 clusters Score: Raw -454058.805611 + Penalty 970.498335 = -453088.307276 nChanged 24 SP:Iteration 7Q (39.725883 sec): 3 clusters Score: Raw -454096.614859 + Penalty 972.510197 = -453124.104661 nChanged 19 SP:Iteration 8Q (39.734251 sec): 3 clusters Score: Raw -454120.594651 + Penalty 969.718137 = -453150.876514 nChanged 9 SP:Iteration 9Q (39.743213 sec): 3 clusters Score: Raw -454125.624376 + Penalty 966.875484 = -453158.748892 nChanged 3 SP:Iteration 10F (39.753858 sec): 3 clusters Score: Raw -454126.711359 + Penalty 965.288842 = -453161.422517 nChanged 2 SP:Iteration 11Q (39.762230 sec): 3 clusters Score: Raw -454127.520030 + Penalty 960.301849 = -453167.218182 nChanged 5 SP:Iteration 12Q (39.770672 sec): 3 clusters Score: Raw -454128.902375 + Penalty 956.329611 = -453172.572765 nChanged 3 SP:Iteration 13Q (39.779280 sec): 3 clusters Score: Raw -454129.443841 + Penalty 952.987142 = -453176.456699 nChanged 4 SP:Iteration 14Q (39.787641 sec): 3 clusters Score: Raw -454129.899770 + Penalty 952.987142 = -453176.912629 nChanged 0 SP:Iteration 15F (39.798084 sec): 3 clusters Score: Raw -454129.899770 + Penalty 952.987142 = -453176.912629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.802462 sec): 2 clusters Score: Raw -12357.947965 + Penalty 503.886818 = -11854.061148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.802978 sec): 3 clusters Score: Raw -12381.296648 + Penalty 1008.157421 = -11373.139227 nChanged 17 SP:Iteration 1F (39.803472 sec): 3 clusters Score: Raw -12419.821268 + Penalty 1008.382784 = -11411.438484 nChanged 3 SP:Iteration 2Q (39.803949 sec): 3 clusters Score: Raw -12426.929830 + Penalty 1008.017005 = -11418.912825 nChanged 1 SP:Iteration 3Q (39.804424 sec): 3 clusters Score: Raw -12429.064669 + Penalty 1007.910397 = -11421.154272 nChanged 1 SP:Iteration 4Q (39.804898 sec): 3 clusters Score: Raw -12429.665230 + Penalty 1007.910397 = -11421.754834 nChanged 0 SP:Iteration 5F (39.805389 sec): 3 clusters Score: Raw -12429.665230 + Penalty 1007.910397 = -11421.754834 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.808703 sec): 2 clusters Score: Raw -65365.021864 + Penalty 481.379405 = -64883.642459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.810463 sec): 3 clusters Score: Raw -64956.716796 + Penalty 977.404097 = -63979.312699 nChanged 272 SP:Iteration 1F (39.812053 sec): 3 clusters Score: Raw -65185.480340 + Penalty 996.350587 = -64189.129753 nChanged 97 SP:Iteration 2F (39.813672 sec): 3 clusters Score: Raw -65271.883414 + Penalty 1013.894903 = -64257.988511 nChanged 63 SP:Iteration 3F (39.815256 sec): 3 clusters Score: Raw -65350.664254 + Penalty 1033.661297 = -64317.002957 nChanged 43 SP:Iteration 4F (39.816816 sec): 3 clusters Score: Raw -65411.414160 + Penalty 1044.583518 = -64366.830643 nChanged 33 SP:Iteration 5Q (39.818376 sec): 3 clusters Score: Raw -65453.618408 + Penalty 1046.198407 = -64407.420000 nChanged 19 SP:Iteration 6Q (39.819869 sec): 3 clusters Score: Raw -65472.713216 + Penalty 1052.254160 = -64420.459056 nChanged 16 SP:Iteration 7Q (39.821308 sec): 3 clusters Score: Raw -65493.617603 + Penalty 1052.102198 = -64441.515405 nChanged 10 SP:Iteration 8Q (39.822721 sec): 3 clusters Score: Raw -65503.714096 + Penalty 1050.170463 = -64453.543632 nChanged 7 SP:Iteration 9Q (39.824167 sec): 3 clusters Score: Raw -65511.239864 + Penalty 1047.647161 = -64463.592703 nChanged 8 SP:Iteration 10F (39.825748 sec): 3 clusters Score: Raw -65517.758555 + Penalty 1046.603928 = -64471.154627 nChanged 5 SP:Iteration 11Q (39.827160 sec): 3 clusters Score: Raw -65522.472968 + Penalty 1044.752070 = -64477.720898 nChanged 3 SP:Iteration 12Q (39.828565 sec): 3 clusters Score: Raw -65526.373424 + Penalty 1044.815689 = -64481.557736 nChanged 1 SP:Iteration 13Q (39.829984 sec): 3 clusters Score: Raw -65527.229687 + Penalty 1045.780828 = -64481.448859 nChanged 1 SP:Iteration 14F (39.831564 sec): 3 clusters Score: Raw -65527.699585 + Penalty 1045.780828 = -64481.918757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.832274 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.832537 sec): 3 clusters Score: Raw -1637.425188 + Penalty 63.125048 = -1574.300140 nChanged 3 SP:Iteration 1F (39.832768 sec): 3 clusters Score: Raw -1646.882419 + Penalty 63.125048 = -1583.757372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.833837 sec): 2 clusters Score: Raw -14780.495708 + Penalty 288.252754 = -14492.242954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.834449 sec): 3 clusters Score: Raw -14775.598649 + Penalty 557.582253 = -14218.016397 nChanged 69 SP:Iteration 1F (39.835031 sec): 3 clusters Score: Raw -14884.129020 + Penalty 518.193003 = -14365.936017 nChanged 26 SP:Iteration 2F (39.835599 sec): 3 clusters Score: Raw -14929.614897 + Penalty 500.538557 = -14429.076340 nChanged 10 SP:Iteration 3Q (39.836150 sec): 3 clusters Score: Raw -14999.517744 + Penalty 504.474840 = -14495.042904 nChanged 3 SP:Iteration 4Q (39.836682 sec): 3 clusters Score: Raw -15005.173300 + Penalty 504.171157 = -14501.002142 nChanged 2 SP:Iteration 5Q (39.837208 sec): 3 clusters Score: Raw -15011.573226 + Penalty 507.810276 = -14503.762951 nChanged 1 SP:Iteration 6Q (39.837726 sec): 3 clusters Score: Raw -15012.882191 + Penalty 507.810276 = -14505.071915 nChanged 0 SP:Iteration 7F (39.838290 sec): 3 clusters Score: Raw -15012.882191 + Penalty 507.810276 = -14505.071915 nChanged 0 Score: Raw -2171851.531407 + Penalty 15389.119687 = -2156462.411720 Splitting cluster 53 changes total score from -2145776.223431 to -2156462.411720 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.177675 sec): 2 clusters Score: Raw -31767.033533 + Penalty 617.800938 = -31149.232595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.178531 sec): 3 clusters Score: Raw -31654.841600 + Penalty 1236.382885 = -30418.458715 nChanged 84 SP:Iteration 1F (40.179367 sec): 3 clusters Score: Raw -31745.768865 + Penalty 1236.640918 = -30509.127948 nChanged 23 SP:Iteration 2F (40.180193 sec): 3 clusters Score: Raw -31771.860457 + Penalty 1236.692731 = -30535.167726 nChanged 10 SP:Iteration 3Q (40.180991 sec): 3 clusters Score: Raw -31785.278104 + Penalty 1236.981208 = -30548.296895 nChanged 6 SP:Iteration 4Q (40.181783 sec): 3 clusters Score: Raw -31791.988393 + Penalty 1236.781510 = -30555.206883 nChanged 2 SP:Iteration 5Q (40.182573 sec): 3 clusters Score: Raw -31798.042281 + Penalty 1237.007845 = -30561.034436 nChanged 7 SP:Iteration 6Q (40.183362 sec): 3 clusters Score: Raw -31807.440082 + Penalty 1236.267859 = -30571.172223 nChanged 6 SP:Iteration 7Q (40.184148 sec): 3 clusters Score: Raw -31813.013063 + Penalty 1236.299749 = -30576.713314 nChanged 2 SP:Iteration 8Q (40.184931 sec): 3 clusters Score: Raw -31815.110980 + Penalty 1236.552642 = -30578.558338 nChanged 1 SP:Iteration 9Q (40.185712 sec): 3 clusters Score: Raw -31816.056360 + Penalty 1236.982139 = -30579.074221 nChanged 2 SP:Iteration 10F (40.186516 sec): 3 clusters Score: Raw -31817.309195 + Penalty 1237.627169 = -30579.682026 nChanged 2 SP:Iteration 11Q (40.187297 sec): 3 clusters Score: Raw -31819.122395 + Penalty 1237.517505 = -30581.604890 nChanged 1 SP:Iteration 12Q (40.188092 sec): 3 clusters Score: Raw -31819.565477 + Penalty 1237.547155 = -30582.018321 nChanged 2 SP:Iteration 13Q (40.188870 sec): 3 clusters Score: Raw -31821.219202 + Penalty 1237.677113 = -30583.542089 nChanged 3 SP:Iteration 14Q (40.189651 sec): 3 clusters Score: Raw -31824.260212 + Penalty 1239.722948 = -30584.537264 nChanged 4 SP:Iteration 15Q (40.190455 sec): 3 clusters Score: Raw -31828.468586 + Penalty 1241.111158 = -30587.357428 nChanged 3 SP:Iteration 16Q (40.191229 sec): 3 clusters Score: Raw -31832.965255 + Penalty 1240.643669 = -30592.321586 nChanged 4 SP:Iteration 17Q (40.192000 sec): 3 clusters Score: Raw -31841.595351 + Penalty 1242.949074 = -30598.646277 nChanged 5 SP:Iteration 18Q (40.192769 sec): 3 clusters Score: Raw -31850.628911 + Penalty 1243.544767 = -30607.084144 nChanged 2 SP:Iteration 19Q (40.193531 sec): 3 clusters Score: Raw -31853.003369 + Penalty 1243.791487 = -30609.211882 nChanged 1 SP:Iteration 20F (40.194336 sec): 3 clusters Score: Raw -31854.050136 + Penalty 1243.791487 = -30610.258649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.195039 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.195418 sec): 3 clusters Score: Raw -6393.359602 + Penalty 339.754421 = -6053.605182 nChanged 30 SP:Iteration 1F (40.195788 sec): 3 clusters Score: Raw -6457.769584 + Penalty 370.121731 = -6087.647853 nChanged 5 SP:Iteration 2F (40.196158 sec): 3 clusters Score: Raw -6469.305309 + Penalty 389.659116 = -6079.646193 nChanged 2 SP:Iteration 3F (40.196528 sec): 3 clusters Score: Raw -6475.559517 + Penalty 405.475462 = -6070.084055 nChanged 1 SP:Iteration 4F (40.196895 sec): 3 clusters Score: Raw -6477.262818 + Penalty 405.475462 = -6071.787356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.197397 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.197616 sec): 3 clusters Score: Raw -854.076447 + Penalty 53.433043 = -800.643404 nChanged 1 SP:Iteration 1F (40.197825 sec): 3 clusters Score: Raw -857.929136 + Penalty 53.433043 = -804.496093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.198300 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.198509 sec): 3 clusters Score: Raw -502.572049 + Penalty 80.027487 = -422.544563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.199156 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.199509 sec): 3 clusters Score: Raw -5060.743565 + Penalty 173.047726 = -4887.695838 nChanged 27 SP:Iteration 1F (40.199856 sec): 3 clusters Score: Raw -5074.225368 + Penalty 173.119866 = -4901.105503 nChanged 8 SP:Iteration 2F (40.200203 sec): 3 clusters Score: Raw -5080.142255 + Penalty 172.419105 = -4907.723149 nChanged 1 SP:Iteration 3Q (40.200542 sec): 3 clusters Score: Raw -5088.496706 + Penalty 171.402388 = -4917.094318 nChanged 3 SP:Iteration 4Q (40.200881 sec): 3 clusters Score: Raw -5093.943547 + Penalty 172.460847 = -4921.482701 nChanged 4 SP:Iteration 5F (40.201227 sec): 3 clusters Score: Raw -5102.096308 + Penalty 188.992740 = -4913.103569 nChanged 10 SP:Iteration 6F (40.201573 sec): 3 clusters Score: Raw -5125.279621 + Penalty 234.380584 = -4890.899037 nChanged 9 SP:Iteration 7F (40.201919 sec): 3 clusters Score: Raw -5141.122315 + Penalty 261.898159 = -4879.224155 nChanged 3 SP:Iteration 8F (40.202266 sec): 3 clusters Score: Raw -5144.930457 + Penalty 261.898159 = -4883.032297 nChanged 0 Deleting Class 53 (20 points): Lose 254.700475 but Gain 381.127467 Iteration 152F (40.565705 sec): 25 clusters Score: Raw -2160730.320619 + Penalty 14942.140982 = -2145788.179637 nChanged 58 Iteration 153Q (40.644117 sec): 25 clusters Score: Raw -2160894.426484 + Penalty 14957.827034 = -2145936.599451 nChanged 22 Iteration 154Q (40.720949 sec): 25 clusters Score: Raw -2160981.179144 + Penalty 14961.848504 = -2146019.330640 nChanged 21 Iteration 155Q (40.797882 sec): 25 clusters Score: Raw -2161017.227533 + Penalty 14954.631798 = -2146062.595735 nChanged 13 Iteration 156Q (40.875504 sec): 25 clusters Score: Raw -2161026.013697 + Penalty 14959.968827 = -2146066.044870 nChanged 9 Iteration 157Q (40.953098 sec): 25 clusters Score: Raw -2161032.936049 + Penalty 14954.899040 = -2146078.037009 nChanged 7 Iteration 158Q (41.030233 sec): 25 clusters Score: Raw -2161042.147199 + Penalty 14971.194829 = -2146070.952370 nChanged 10 Iteration 159F (41.363004 sec): 25 clusters Score: Raw -2161121.127587 + Penalty 14986.379002 = -2146134.748585 nChanged 15 Iteration 160F (41.695765 sec): 25 clusters Score: Raw -2161248.518461 + Penalty 14991.538057 = -2146256.980404 nChanged 18 Iteration 161Q (41.772978 sec): 25 clusters Score: Raw -2161331.891908 + Penalty 15008.881588 = -2146323.010320 nChanged 9 Iteration 162Q (41.850856 sec): 25 clusters Score: Raw -2161336.435673 + Penalty 15014.805811 = -2146321.629862 nChanged 8 Iteration 163F (42.182095 sec): 25 clusters Score: Raw -2161357.858245 + Penalty 15006.822685 = -2146351.035560 nChanged 4 Iteration 164Q (42.259348 sec): 25 clusters Score: Raw -2161381.316659 + Penalty 15008.089662 = -2146373.226997 nChanged 3 Iteration 165Q (42.336312 sec): 25 clusters Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052 nChanged 0 Iteration 166F (42.666618 sec): 25 clusters Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2161381.685714 + Penalty 15008.089662 = -2146373.596052Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 1 (8026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.752369 sec): 2 clusters Score: Raw -645744.465538 + Penalty 76.284938 = -645668.180599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.767066 sec): 3 clusters Score: Raw -640339.411950 + Penalty 153.477811 = -640185.934138 nChanged 3881 SP:Iteration 1F (42.781982 sec): 3 clusters Score: Raw -642563.236942 + Penalty 153.298805 = -642409.938137 nChanged 461 SP:Iteration 2F (42.796756 sec): 3 clusters Score: Raw -642672.038018 + Penalty 154.061875 = -642517.976143 nChanged 363 SP:Iteration 3Q (42.811549 sec): 3 clusters Score: Raw -642794.124644 + Penalty 154.746591 = -642639.378053 nChanged 405 SP:Iteration 4F (42.826338 sec): 3 clusters Score: Raw -643004.489242 + Penalty 155.912926 = -642848.576316 nChanged 550 SP:Iteration 5F (42.841142 sec): 3 clusters Score: Raw -643421.406835 + Penalty 156.010549 = -643265.396286 nChanged 683 SP:Iteration 6F (42.855760 sec): 3 clusters Score: Raw -644161.325246 + Penalty 157.879439 = -644003.445807 nChanged 737 SP:Iteration 7F (42.870067 sec): 3 clusters Score: Raw -645171.749906 + Penalty 157.932111 = -645013.817795 nChanged 406 SP:Iteration 8F (42.884589 sec): 3 clusters Score: Raw -645698.681838 + Penalty 121.244956 = -645577.436883 nChanged 40 SP:Iteration 9Q (42.895636 sec): 3 clusters Score: Raw -645741.460860 + Penalty 76.284938 = -645665.175922 nChanged 2 SP:Iteration 10F (42.906448 sec): 2 clusters Score: Raw -645744.465538 + Penalty 76.284938 = -645668.180599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.911077 sec): 2 clusters Score: Raw -15011.019699 + Penalty 539.964969 = -14471.054730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.911629 sec): 3 clusters Score: Raw -14983.922117 + Penalty 1073.680149 = -13910.241967 nChanged 29 SP:Iteration 1F (42.912157 sec): 3 clusters Score: Raw -15032.652320 + Penalty 1067.770951 = -13964.881369 nChanged 11 SP:Iteration 2F (42.912701 sec): 3 clusters Score: Raw -15050.787360 + Penalty 1062.741354 = -13988.046006 nChanged 11 SP:Iteration 3F (42.913231 sec): 3 clusters Score: Raw -15080.912495 + Penalty 1054.297703 = -14026.614791 nChanged 9 SP:Iteration 4F (42.913753 sec): 3 clusters Score: Raw -15101.390897 + Penalty 1046.665224 = -14054.725673 nChanged 7 SP:Iteration 5Q (42.914255 sec): 3 clusters Score: Raw -15121.692661 + Penalty 1039.782647 = -14081.910014 nChanged 4 SP:Iteration 6Q (42.914753 sec): 3 clusters Score: Raw -15130.682435 + Penalty 1039.782647 = -14090.899788 nChanged 0 SP:Iteration 7F (42.915273 sec): 3 clusters Score: Raw -15130.682435 + Penalty 1039.782647 = -14090.899788 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 3 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.919183 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.920735 sec): 3 clusters Score: Raw -58909.455166 + Penalty 340.190573 = -58569.264594 nChanged 297 SP:Iteration 1F (42.922256 sec): 3 clusters Score: Raw -59141.685788 + Penalty 338.431741 = -58803.254047 nChanged 104 SP:Iteration 2F (42.923704 sec): 3 clusters Score: Raw -59263.080603 + Penalty 333.453059 = -58929.627544 nChanged 41 SP:Iteration 3F (42.925132 sec): 3 clusters Score: Raw -59316.821104 + Penalty 334.824831 = -58981.996273 nChanged 13 SP:Iteration 4Q (42.926420 sec): 3 clusters Score: Raw -59321.839709 + Penalty 335.487655 = -58986.352054 nChanged 6 SP:Iteration 5Q (42.927722 sec): 3 clusters Score: Raw -59324.792511 + Penalty 336.080140 = -58988.712371 nChanged 6 SP:Iteration 6Q (42.929002 sec): 3 clusters Score: Raw -59327.342480 + Penalty 332.496085 = -58994.846395 nChanged 10 SP:Iteration 7Q (42.930285 sec): 3 clusters Score: Raw -59329.568949 + Penalty 345.649818 = -58983.919130 nChanged 11 SP:Iteration 8F (42.931736 sec): 3 clusters Score: Raw -59332.260441 + Penalty 364.066840 = -58968.193601 nChanged 8 SP:Iteration 9F (42.933219 sec): 3 clusters Score: Raw -59334.923740 + Penalty 380.533769 = -58954.389971 nChanged 8 SP:Iteration 10F (42.934753 sec): 3 clusters Score: Raw -59339.754597 + Penalty 452.396942 = -58887.357655 nChanged 8 SP:Iteration 11F (42.936183 sec): 3 clusters Score: Raw -59346.576563 + Penalty 665.588537 = -58680.988027 nChanged 5 SP:Iteration 12F (42.937621 sec): 3 clusters Score: Raw -59351.372131 + Penalty 169.969637 = -59181.402495 nChanged 1 SP:Iteration 13Q (42.938767 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 SP:Iteration 14F (42.939949 sec): 2 clusters Score: Raw -59353.472591 + Penalty 169.969637 = -59183.502955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 4 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.945638 sec): 2 clusters Score: Raw -121272.171418 + Penalty 464.919888 = -120807.251530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.948603 sec): 3 clusters Score: Raw -120461.845150 + Penalty 932.268880 = -119529.576270 nChanged 569 SP:Iteration 1F (42.951380 sec): 3 clusters Score: Raw -120817.225218 + Penalty 935.926029 = -119881.299189 nChanged 150 SP:Iteration 2F (42.954153 sec): 3 clusters Score: Raw -120917.379708 + Penalty 942.568312 = -119974.811396 nChanged 97 SP:Iteration 3F (42.956885 sec): 3 clusters Score: Raw -120997.668503 + Penalty 948.515204 = -120049.153299 nChanged 93 SP:Iteration 4F (42.959606 sec): 3 clusters Score: Raw -121076.452460 + Penalty 958.171145 = -120118.281315 nChanged 85 SP:Iteration 5F (42.962278 sec): 3 clusters Score: Raw -121155.561374 + Penalty 965.629316 = -120189.932058 nChanged 74 SP:Iteration 6F (42.964949 sec): 3 clusters Score: Raw -121218.469899 + Penalty 972.247027 = -120246.222872 nChanged 53 SP:Iteration 7Q (42.967544 sec): 3 clusters Score: Raw -121256.829945 + Penalty 974.550426 = -120282.279519 nChanged 39 SP:Iteration 8Q (42.970175 sec): 3 clusters Score: Raw -121284.103257 + Penalty 977.410398 = -120306.692859 nChanged 25 SP:Iteration 9Q (42.972685 sec): 3 clusters Score: Raw -121300.517900 + Penalty 979.589676 = -120320.928225 nChanged 23 SP:Iteration 10F (42.975350 sec): 3 clusters Score: Raw -121317.764158 + Penalty 982.750769 = -120335.013390 nChanged 14 SP:Iteration 11Q (42.977857 sec): 3 clusters Score: Raw -121322.885736 + Penalty 984.104031 = -120338.781704 nChanged 7 SP:Iteration 12Q (42.980561 sec): 3 clusters Score: Raw -121325.540151 + Penalty 984.559547 = -120340.980604 nChanged 5 SP:Iteration 13Q (42.983168 sec): 3 clusters Score: Raw -121326.860574 + Penalty 985.117274 = -120341.743300 nChanged 4 SP:Iteration 14Q (42.985740 sec): 3 clusters Score: Raw -121327.837273 + Penalty 985.043100 = -120342.794173 nChanged 1 SP:Iteration 15Q (42.988200 sec): 3 clusters Score: Raw -121328.165824 + Penalty 985.337442 = -120342.828382 nChanged 4 SP:Iteration 16Q (42.990662 sec): 3 clusters Score: Raw -121329.235400 + Penalty 986.424472 = -120342.810928 nChanged 3 SP:Iteration 17F (42.993319 sec): 3 clusters Score: Raw -121330.270014 + Penalty 987.006377 = -120343.263637 nChanged 2 SP:Iteration 18Q (42.995881 sec): 3 clusters Score: Raw -121331.703063 + Penalty 987.316037 = -120344.387027 nChanged 3 SP:Iteration 19Q (42.998336 sec): 3 clusters Score: Raw -121333.262732 + Penalty 987.333800 = -120345.928933 nChanged 1 SP:Iteration 20F (43.000998 sec): 3 clusters Score: Raw -121333.954784 + Penalty 987.261331 = -120346.693453 nChanged 1 SP:Iteration 21Q (43.003463 sec): 3 clusters Score: Raw -121334.059866 + Penalty 987.261331 = -120346.798536 nChanged 0 SP:Iteration 22F (43.006119 sec): 3 clusters Score: Raw -121334.059866 + Penalty 987.261331 = -120346.798536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.011271 sec): 2 clusters Score: Raw -20838.989185 + Penalty 309.129958 = -20529.859226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.012007 sec): 3 clusters Score: Raw -20721.311419 + Penalty 620.092880 = -20101.218539 nChanged 82 SP:Iteration 1F (43.012726 sec): 3 clusters Score: Raw -20804.673153 + Penalty 627.660765 = -20177.012388 nChanged 27 SP:Iteration 2F (43.013448 sec): 3 clusters Score: Raw -20853.157569 + Penalty 638.635376 = -20214.522194 nChanged 19 SP:Iteration 3F (43.014166 sec): 3 clusters Score: Raw -20903.906928 + Penalty 662.699549 = -20241.207378 nChanged 21 SP:Iteration 4F (43.014883 sec): 3 clusters Score: Raw -20948.041604 + Penalty 682.556248 = -20265.485356 nChanged 13 SP:Iteration 5Q (43.015568 sec): 3 clusters Score: Raw -20974.122419 + Penalty 702.721485 = -20271.400935 nChanged 13 SP:Iteration 6Q (43.016242 sec): 3 clusters Score: Raw -21000.425701 + Penalty 704.476228 = -20295.949473 nChanged 3 SP:Iteration 7Q (43.016881 sec): 3 clusters Score: Raw -21005.718376 + Penalty 710.642716 = -20295.075660 nChanged 3 SP:Iteration 8F (43.017592 sec): 3 clusters Score: Raw -21012.645816 + Penalty 711.450785 = -20301.195030 nChanged 1 SP:Iteration 9Q (43.018215 sec): 3 clusters Score: Raw -21013.234482 + Penalty 713.567967 = -20299.666515 nChanged 1 SP:Iteration 10F (43.018917 sec): 3 clusters Score: Raw -21014.531382 + Penalty 713.567967 = -20300.963415 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.031973 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.037687 sec): 3 clusters Score: Raw -238788.892404 + Penalty 147.182640 = -238641.709764 nChanged 1438 SP:Iteration 1F (43.043143 sec): 3 clusters Score: Raw -239720.538670 + Penalty 148.257312 = -239572.281358 nChanged 151 SP:Iteration 2F (43.048996 sec): 3 clusters Score: Raw -239810.060152 + Penalty 149.213602 = -239660.846549 nChanged 157 SP:Iteration 3F (43.054589 sec): 3 clusters Score: Raw -239943.600509 + Penalty 151.079235 = -239792.521274 nChanged 171 SP:Iteration 4F (43.060023 sec): 3 clusters Score: Raw -240138.134254 + Penalty 149.643810 = -239988.490444 nChanged 170 SP:Iteration 5F (43.065609 sec): 3 clusters Score: Raw -240389.645646 + Penalty 150.000059 = -240239.645588 nChanged 100 SP:Iteration 6Q (43.070904 sec): 3 clusters Score: Raw -240513.108312 + Penalty 150.564637 = -240362.543674 nChanged 52 SP:Iteration 7Q (43.075871 sec): 3 clusters Score: Raw -240546.870778 + Penalty 152.087846 = -240394.782932 nChanged 37 SP:Iteration 8Q (43.080975 sec): 3 clusters Score: Raw -240567.824844 + Penalty 153.767523 = -240414.057322 nChanged 45 SP:Iteration 9Q (43.085636 sec): 3 clusters Score: Raw -240592.933169 + Penalty 156.844081 = -240436.089088 nChanged 40 SP:Iteration 10F (43.091075 sec): 3 clusters Score: Raw -240615.435487 + Penalty 158.059854 = -240457.375633 nChanged 36 SP:Iteration 11Q (43.095736 sec): 3 clusters Score: Raw -240634.248451 + Penalty 159.439861 = -240474.808590 nChanged 29 SP:Iteration 12Q (43.100302 sec): 3 clusters Score: Raw -240647.708973 + Penalty 157.543601 = -240490.165372 nChanged 29 SP:Iteration 13Q (43.104711 sec): 3 clusters Score: Raw -240660.784083 + Penalty 157.552132 = -240503.231951 nChanged 21 SP:Iteration 14Q (43.109102 sec): 3 clusters Score: Raw -240669.296799 + Penalty 160.120428 = -240509.176371 nChanged 21 SP:Iteration 15Q (43.113685 sec): 3 clusters Score: Raw -240677.803913 + Penalty 159.567877 = -240518.236037 nChanged 20 SP:Iteration 16Q (43.118112 sec): 3 clusters Score: Raw -240687.193290 + Penalty 143.718959 = -240543.474332 nChanged 17 SP:Iteration 17Q (43.122463 sec): 3 clusters Score: Raw -240697.765891 + Penalty 135.423501 = -240562.342390 nChanged 18 SP:Iteration 18Q (43.126753 sec): 3 clusters Score: Raw -240712.491473 + Penalty 131.523181 = -240580.968292 nChanged 8 SP:Iteration 19Q (43.131027 sec): 3 clusters Score: Raw -240718.813888 + Penalty 127.643339 = -240591.170549 nChanged 6 SP:Iteration 20F (43.136216 sec): 3 clusters Score: Raw -240720.188207 + Penalty 126.260563 = -240593.927643 nChanged 3 SP:Iteration 21Q (43.140552 sec): 3 clusters Score: Raw -240720.998193 + Penalty 122.793712 = -240598.204482 nChanged 4 SP:Iteration 22Q (43.144877 sec): 3 clusters Score: Raw -240721.019819 + Penalty 123.205238 = -240597.814580 nChanged 3 SP:Iteration 23F (43.150397 sec): 3 clusters Score: Raw -240721.702471 + Penalty 121.428579 = -240600.273892 nChanged 2 SP:Iteration 24Q (43.154596 sec): 3 clusters Score: Raw -240721.843408 + Penalty 122.133889 = -240599.709519 nChanged 1 SP:Iteration 25F (43.159629 sec): 3 clusters Score: Raw -240722.405455 + Penalty 122.958544 = -240599.446911 nChanged 1 SP:Iteration 26F (43.164722 sec): 3 clusters Score: Raw -240722.675120 + Penalty 121.453209 = -240601.221911 nChanged 1 SP:Iteration 27Q (43.168977 sec): 3 clusters Score: Raw -240723.270765 + Penalty 122.366204 = -240600.904561 nChanged 2 SP:Iteration 28F (43.174006 sec): 3 clusters Score: Raw -240723.795390 + Penalty 125.283965 = -240598.511425 nChanged 2 SP:Iteration 29F (43.179208 sec): 3 clusters Score: Raw -240723.808677 + Penalty 130.553064 = -240593.255613 nChanged 2 SP:Iteration 30F (43.184282 sec): 3 clusters Score: Raw -240723.881257 + Penalty 135.171541 = -240588.709717 nChanged 1 SP:Iteration 31F (43.189344 sec): 3 clusters Score: Raw -240723.587716 + Penalty 116.681665 = -240606.906050 nChanged 1 SP:Iteration 32Q (43.193532 sec): 3 clusters Score: Raw -240723.183452 + Penalty 112.024750 = -240611.158703 nChanged 2 SP:Iteration 33Q (43.197668 sec): 3 clusters Score: Raw -240725.000902 + Penalty 71.978935 = -240653.021967 nChanged 1 SP:Iteration 34Q (43.201772 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 SP:Iteration 35F (43.205829 sec): 2 clusters Score: Raw -240727.017354 + Penalty 71.978935 = -240655.038419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.211332 sec): 2 clusters Score: Raw -60970.229087 + Penalty 654.353003 = -60315.876084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.212812 sec): 3 clusters Score: Raw -60712.527284 + Penalty 1308.122991 = -59404.404293 nChanged 200 SP:Iteration 1F (43.214262 sec): 3 clusters Score: Raw -60868.327960 + Penalty 1307.734475 = -59560.593485 nChanged 52 SP:Iteration 2F (43.215638 sec): 3 clusters Score: Raw -60924.776182 + Penalty 1307.659454 = -59617.116728 nChanged 40 SP:Iteration 3F (43.217033 sec): 3 clusters Score: Raw -60966.799502 + Penalty 1307.216274 = -59659.583227 nChanged 30 SP:Iteration 4Q (43.218430 sec): 3 clusters Score: Raw -61014.355422 + Penalty 1307.324329 = -59707.031094 nChanged 36 SP:Iteration 5F (43.219819 sec): 3 clusters Score: Raw -61092.917245 + Penalty 1306.922732 = -59785.994513 nChanged 37 SP:Iteration 6F (43.221197 sec): 3 clusters Score: Raw -61145.788476 + Penalty 1305.772896 = -59840.015580 nChanged 27 SP:Iteration 7Q (43.222596 sec): 3 clusters Score: Raw -61179.752554 + Penalty 1306.238866 = -59873.513688 nChanged 23 SP:Iteration 8Q (43.224003 sec): 3 clusters Score: Raw -61209.944253 + Penalty 1307.583870 = -59902.360383 nChanged 20 SP:Iteration 9Q (43.225399 sec): 3 clusters Score: Raw -61234.422330 + Penalty 1310.343329 = -59924.079001 nChanged 16 SP:Iteration 10F (43.226846 sec): 3 clusters Score: Raw -61250.451013 + Penalty 1314.204532 = -59936.246481 nChanged 12 SP:Iteration 11Q (43.228230 sec): 3 clusters Score: Raw -61261.987081 + Penalty 1314.890032 = -59947.097049 nChanged 7 SP:Iteration 12Q (43.229550 sec): 3 clusters Score: Raw -61272.652996 + Penalty 1315.326312 = -59957.326683 nChanged 5 SP:Iteration 13Q (43.230864 sec): 3 clusters Score: Raw -61279.313961 + Penalty 1316.895319 = -59962.418642 nChanged 2 SP:Iteration 14Q (43.232168 sec): 3 clusters Score: Raw -61281.401067 + Penalty 1318.024334 = -59963.376733 nChanged 3 SP:Iteration 15Q (43.233467 sec): 3 clusters Score: Raw -61283.979105 + Penalty 1319.216596 = -59964.762509 nChanged 3 SP:Iteration 16Q (43.234765 sec): 3 clusters Score: Raw -61285.753708 + Penalty 1321.346246 = -59964.407462 nChanged 3 SP:Iteration 17F (43.236137 sec): 3 clusters Score: Raw -61288.572278 + Penalty 1323.876226 = -59964.696052 nChanged 6 SP:Iteration 18Q (43.237410 sec): 3 clusters Score: Raw -61297.780798 + Penalty 1326.625512 = -59971.155285 nChanged 7 SP:Iteration 19Q (43.238742 sec): 3 clusters Score: Raw -61309.657683 + Penalty 1327.781479 = -59981.876204 nChanged 10 SP:Iteration 20F (43.240147 sec): 3 clusters Score: Raw -61338.160045 + Penalty 1330.895820 = -60007.264224 nChanged 14 SP:Iteration 21Q (43.241447 sec): 3 clusters Score: Raw -61383.063361 + Penalty 1333.365966 = -60049.697396 nChanged 11 SP:Iteration 22Q (43.242954 sec): 3 clusters Score: Raw -61417.285321 + Penalty 1331.992279 = -60085.293041 nChanged 5 SP:Iteration 23Q (43.244253 sec): 3 clusters Score: Raw -61431.049658 + Penalty 1332.830171 = -60098.219488 nChanged 2 SP:Iteration 24Q (43.245494 sec): 3 clusters Score: Raw -61438.113509 + Penalty 1333.501807 = -60104.611702 nChanged 2 SP:Iteration 25Q (43.246726 sec): 3 clusters Score: Raw -61445.165443 + Penalty 1333.094539 = -60112.070903 nChanged 2 SP:Iteration 26Q (43.247951 sec): 3 clusters Score: Raw -61447.197881 + Penalty 1332.697837 = -60114.500044 nChanged 1 SP:Iteration 27Q (43.249171 sec): 3 clusters Score: Raw -61448.731393 + Penalty 1332.697837 = -60116.033556 nChanged 0 SP:Iteration 28F (43.250711 sec): 3 clusters Score: Raw -61448.731393 + Penalty 1332.697837 = -60116.033556 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 8 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.258780 sec): 2 clusters Score: Raw -126593.848485 + Penalty 270.292681 = -126323.555804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.261651 sec): 3 clusters Score: Raw -125693.135925 + Penalty 543.640991 = -125149.494934 nChanged 623 SP:Iteration 1F (43.264494 sec): 3 clusters Score: Raw -125995.335964 + Penalty 546.202838 = -125449.133126 nChanged 109 SP:Iteration 2F (43.267327 sec): 3 clusters Score: Raw -126043.457863 + Penalty 551.030468 = -125492.427395 nChanged 91 SP:Iteration 3F (43.270129 sec): 3 clusters Score: Raw -126099.883655 + Penalty 555.909815 = -125543.973840 nChanged 98 SP:Iteration 4F (43.272928 sec): 3 clusters Score: Raw -126194.067655 + Penalty 561.693310 = -125632.374345 nChanged 96 SP:Iteration 5F (43.275674 sec): 3 clusters Score: Raw -126292.231072 + Penalty 566.187825 = -125726.043247 nChanged 73 SP:Iteration 6Q (43.278664 sec): 3 clusters Score: Raw -126351.701144 + Penalty 567.369503 = -125784.331641 nChanged 56 SP:Iteration 7Q (43.281476 sec): 3 clusters Score: Raw -126404.407317 + Penalty 572.744539 = -125831.662778 nChanged 48 SP:Iteration 8Q (43.284139 sec): 3 clusters Score: Raw -126444.234988 + Penalty 584.607739 = -125859.627248 nChanged 43 SP:Iteration 9Q (43.286661 sec): 3 clusters Score: Raw -126475.090957 + Penalty 596.890695 = -125878.200261 nChanged 40 SP:Iteration 10F (43.289412 sec): 3 clusters Score: Raw -126502.066330 + Penalty 625.417893 = -125876.648437 nChanged 39 SP:Iteration 11F (43.292195 sec): 3 clusters Score: Raw -126534.805445 + Penalty 653.754486 = -125881.050959 nChanged 37 SP:Iteration 12Q (43.294668 sec): 3 clusters Score: Raw -126568.409643 + Penalty 680.970746 = -125887.438897 nChanged 24 SP:Iteration 13Q (43.297048 sec): 3 clusters Score: Raw -126588.279908 + Penalty 706.510936 = -125881.768972 nChanged 12 SP:Iteration 14F (43.299782 sec): 3 clusters Score: Raw -126596.617009 + Penalty 716.901042 = -125879.715967 nChanged 7 SP:Iteration 15F (43.302516 sec): 3 clusters Score: Raw -126601.474024 + Penalty 733.330345 = -125868.143679 nChanged 4 SP:Iteration 16F (43.305248 sec): 3 clusters Score: Raw -126608.554812 + Penalty 735.015898 = -125873.538914 nChanged 2 SP:Iteration 17Q (43.307492 sec): 3 clusters Score: Raw -126610.378873 + Penalty 746.724158 = -125863.654716 nChanged 2 SP:Iteration 18F (43.310337 sec): 3 clusters Score: Raw -126614.833929 + Penalty 746.724158 = -125868.109771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.312784 sec): 2 clusters Score: Raw -3768.278893 + Penalty 334.040280 = -3434.238613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.313115 sec): 3 clusters Score: Raw -3912.014550 + Penalty 674.099208 = -3237.915343 nChanged 7 SP:Iteration 1F (43.313443 sec): 3 clusters Score: Raw -3932.866817 + Penalty 679.741201 = -3253.125616 nChanged 1 SP:Iteration 2Q (43.313753 sec): 3 clusters Score: Raw -3934.000104 + Penalty 686.736866 = -3247.263238 nChanged 1 SP:Iteration 3F (43.314078 sec): 3 clusters Score: Raw -3936.010863 + Penalty 686.736866 = -3249.273997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (1200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.317838 sec): 2 clusters Score: Raw -94358.934049 + Penalty 48.233865 = -94310.700184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.320146 sec): 3 clusters Score: Raw -93597.063353 + Penalty 97.343125 = -93499.720228 nChanged 554 SP:Iteration 1F (43.322467 sec): 3 clusters Score: Raw -94004.172839 + Penalty 100.301693 = -93903.871146 nChanged 146 SP:Iteration 2F (43.324803 sec): 3 clusters Score: Raw -94178.238239 + Penalty 103.850833 = -94074.387405 nChanged 93 SP:Iteration 3F (43.327235 sec): 3 clusters Score: Raw -94293.976350 + Penalty 112.362600 = -94181.613750 nChanged 56 SP:Iteration 4Q (43.329509 sec): 3 clusters Score: Raw -94353.115709 + Penalty 104.702771 = -94248.412937 nChanged 21 SP:Iteration 5Q (43.331762 sec): 3 clusters Score: Raw -94372.646062 + Penalty 110.173168 = -94262.472894 nChanged 13 SP:Iteration 6Q (43.334045 sec): 3 clusters Score: Raw -94384.558686 + Penalty 117.166163 = -94267.392523 nChanged 5 SP:Iteration 7Q (43.336128 sec): 3 clusters Score: Raw -94386.613071 + Penalty 119.034543 = -94267.578528 nChanged 1 SP:Iteration 8Q (43.338068 sec): 3 clusters Score: Raw -94386.654084 + Penalty 119.034543 = -94267.619541 nChanged 0 SP:Iteration 9F (43.340400 sec): 3 clusters Score: Raw -94386.654084 + Penalty 119.034543 = -94267.619541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.342586 sec): 2 clusters Score: Raw -28631.718489 + Penalty 442.547976 = -28189.170513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.343439 sec): 3 clusters Score: Raw -28527.822105 + Penalty 886.065065 = -27641.757040 nChanged 77 SP:Iteration 1F (43.344255 sec): 3 clusters Score: Raw -28613.317643 + Penalty 892.912806 = -27720.404837 nChanged 33 SP:Iteration 2F (43.345072 sec): 3 clusters Score: Raw -28655.251215 + Penalty 897.293390 = -27757.957824 nChanged 17 SP:Iteration 3F (43.345886 sec): 3 clusters Score: Raw -28671.410986 + Penalty 899.090541 = -27772.320446 nChanged 10 SP:Iteration 4Q (43.346683 sec): 3 clusters Score: Raw -28685.530298 + Penalty 903.212479 = -27782.317819 nChanged 8 SP:Iteration 5Q (43.347479 sec): 3 clusters Score: Raw -28695.677953 + Penalty 904.494689 = -27791.183263 nChanged 4 SP:Iteration 6Q (43.348265 sec): 3 clusters Score: Raw -28703.990535 + Penalty 904.042315 = -27799.948220 nChanged 3 SP:Iteration 7Q (43.349047 sec): 3 clusters Score: Raw -28708.635680 + Penalty 903.219314 = -27805.416366 nChanged 3 SP:Iteration 8Q (43.349827 sec): 3 clusters Score: Raw -28711.544184 + Penalty 904.133397 = -27807.410787 nChanged 2 SP:Iteration 9Q (43.350603 sec): 3 clusters Score: Raw -28713.776481 + Penalty 904.133397 = -27809.643084 nChanged 0 SP:Iteration 10F (43.351386 sec): 3 clusters Score: Raw -28713.776481 + Penalty 904.133397 = -27809.643084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.352722 sec): 2 clusters Score: Raw -23953.439402 + Penalty 645.856659 = -23307.582742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.353486 sec): 3 clusters Score: Raw -23893.966358 + Penalty 1291.605581 = -22602.360777 nChanged 74 SP:Iteration 1F (43.354222 sec): 3 clusters Score: Raw -24007.428983 + Penalty 1291.048533 = -22716.380450 nChanged 18 SP:Iteration 2F (43.354953 sec): 3 clusters Score: Raw -24037.974506 + Penalty 1291.139240 = -22746.835266 nChanged 13 SP:Iteration 3Q (43.355663 sec): 3 clusters Score: Raw -24061.103840 + Penalty 1291.233531 = -22769.870309 nChanged 8 SP:Iteration 4Q (43.356370 sec): 3 clusters Score: Raw -24075.954331 + Penalty 1291.233531 = -22784.720800 nChanged 0 SP:Iteration 5F (43.357082 sec): 3 clusters Score: Raw -24075.954331 + Penalty 1291.233531 = -22784.720800 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 15 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.361292 sec): 2 clusters Score: Raw -119411.502035 + Penalty 764.750997 = -118646.751038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.363849 sec): 3 clusters Score: Raw -118752.150299 + Penalty 1527.867418 = -117224.282881 nChanged 468 SP:Iteration 1F (43.366387 sec): 3 clusters Score: Raw -119066.370337 + Penalty 1526.805290 = -117539.565047 nChanged 119 SP:Iteration 2F (43.368911 sec): 3 clusters Score: Raw -119188.660221 + Penalty 1525.787361 = -117662.872860 nChanged 106 SP:Iteration 3F (43.371424 sec): 3 clusters Score: Raw -119288.808732 + Penalty 1525.048739 = -117763.759992 nChanged 64 SP:Iteration 4Q (43.373959 sec): 3 clusters Score: Raw -119348.391542 + Penalty 1525.144009 = -117823.247533 nChanged 54 SP:Iteration 5Q (43.376463 sec): 3 clusters Score: Raw -119386.733202 + Penalty 1524.875276 = -117861.857925 nChanged 32 SP:Iteration 6Q (43.379182 sec): 3 clusters Score: Raw -119410.134223 + Penalty 1522.884035 = -117887.250188 nChanged 29 SP:Iteration 7Q (43.381770 sec): 3 clusters Score: Raw -119426.742330 + Penalty 1521.758111 = -117904.984220 nChanged 16 SP:Iteration 8Q (43.384297 sec): 3 clusters Score: Raw -119438.103565 + Penalty 1522.482464 = -117915.621101 nChanged 16 SP:Iteration 9Q (43.386823 sec): 3 clusters Score: Raw -119449.748393 + Penalty 1524.458495 = -117925.289898 nChanged 14 SP:Iteration 10F (43.389330 sec): 3 clusters Score: Raw -119456.801136 + Penalty 1524.924708 = -117931.876428 nChanged 4 SP:Iteration 11Q (43.391841 sec): 3 clusters Score: Raw -119459.719184 + Penalty 1525.542969 = -117934.176215 nChanged 6 SP:Iteration 12Q (43.394371 sec): 3 clusters Score: Raw -119462.758118 + Penalty 1525.960661 = -117936.797457 nChanged 6 SP:Iteration 13Q (43.396879 sec): 3 clusters Score: Raw -119466.032183 + Penalty 1525.636653 = -117940.395530 nChanged 7 SP:Iteration 14Q (43.399337 sec): 3 clusters Score: Raw -119470.794576 + Penalty 1526.246836 = -117944.547740 nChanged 7 SP:Iteration 15Q (43.401794 sec): 3 clusters Score: Raw -119473.936956 + Penalty 1526.753197 = -117947.183760 nChanged 4 SP:Iteration 16Q (43.404245 sec): 3 clusters Score: Raw -119475.187438 + Penalty 1526.096770 = -117949.090669 nChanged 2 SP:Iteration 17Q (43.406725 sec): 3 clusters Score: Raw -119475.563460 + Penalty 1526.089539 = -117949.473921 nChanged 2 SP:Iteration 18Q (43.409236 sec): 3 clusters Score: Raw -119476.833853 + Penalty 1525.940206 = -117950.893647 nChanged 2 SP:Iteration 19Q (43.411904 sec): 3 clusters Score: Raw -119477.838517 + Penalty 1526.733089 = -117951.105428 nChanged 2 SP:Iteration 20F (43.414573 sec): 3 clusters Score: Raw -119479.595407 + Penalty 1526.733089 = -117952.862318 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417643 sec): 2 clusters Score: Raw -83705.571460 + Penalty 618.418300 = -83087.153160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.419472 sec): 3 clusters Score: Raw -83260.236058 + Penalty 1243.473699 = -82016.762359 nChanged 326 SP:Iteration 1F (43.421353 sec): 3 clusters Score: Raw -83501.406235 + Penalty 1255.796654 = -82245.609582 nChanged 106 SP:Iteration 2F (43.423229 sec): 3 clusters Score: Raw -83648.000147 + Penalty 1271.479995 = -82376.520153 nChanged 76 SP:Iteration 3F (43.425050 sec): 3 clusters Score: Raw -83767.884405 + Penalty 1285.682904 = -82482.201501 nChanged 63 SP:Iteration 4F (43.426865 sec): 3 clusters Score: Raw -83864.607745 + Penalty 1294.339894 = -82570.267852 nChanged 34 SP:Iteration 5Q (43.428688 sec): 3 clusters Score: Raw -83906.013068 + Penalty 1300.182766 = -82605.830302 nChanged 17 SP:Iteration 6Q (43.430430 sec): 3 clusters Score: Raw -83936.058645 + Penalty 1305.029665 = -82631.028979 nChanged 17 SP:Iteration 7Q (43.432139 sec): 3 clusters Score: Raw -83953.497997 + Penalty 1307.896947 = -82645.601051 nChanged 7 SP:Iteration 8Q (43.433708 sec): 3 clusters Score: Raw -83959.537379 + Penalty 1309.696276 = -82649.841103 nChanged 4 SP:Iteration 9Q (43.435278 sec): 3 clusters Score: Raw -83962.475898 + Penalty 1310.910206 = -82651.565692 nChanged 2 SP:Iteration 10F (43.437061 sec): 3 clusters Score: Raw -83963.385507 + Penalty 1312.116178 = -82651.269329 nChanged 2 SP:Iteration 11F (43.438846 sec): 3 clusters Score: Raw -83964.948761 + Penalty 1313.777070 = -82651.171692 nChanged 3 SP:Iteration 12F (43.440660 sec): 3 clusters Score: Raw -83966.394966 + Penalty 1313.629774 = -82652.765192 nChanged 1 SP:Iteration 13Q (43.442298 sec): 3 clusters Score: Raw -83968.272285 + Penalty 1313.987844 = -82654.284440 nChanged 2 SP:Iteration 14Q (43.444027 sec): 3 clusters Score: Raw -83970.958253 + Penalty 1316.147289 = -82654.810965 nChanged 4 SP:Iteration 15Q (43.445738 sec): 3 clusters Score: Raw -83972.923309 + Penalty 1316.167838 = -82656.755471 nChanged 1 SP:Iteration 16Q (43.447377 sec): 3 clusters Score: Raw -83973.410034 + Penalty 1316.167838 = -82657.242195 nChanged 0 SP:Iteration 17F (43.449196 sec): 3 clusters Score: Raw -83973.410034 + Penalty 1316.167838 = -82657.242195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.450135 sec): 2 clusters Score: Raw -13716.368535 + Penalty 591.142574 = -13125.225960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.450651 sec): 3 clusters Score: Raw -13829.800843 + Penalty 1187.003816 = -12642.797027 nChanged 27 SP:Iteration 1F (43.451197 sec): 3 clusters Score: Raw -13918.205788 + Penalty 1191.303195 = -12726.902593 nChanged 12 SP:Iteration 2F (43.451731 sec): 3 clusters Score: Raw -13947.813001 + Penalty 1196.223542 = -12751.589459 nChanged 6 SP:Iteration 3Q (43.452237 sec): 3 clusters Score: Raw -13959.543691 + Penalty 1194.746557 = -12764.797134 nChanged 1 SP:Iteration 4Q (43.452720 sec): 3 clusters Score: Raw -13963.430244 + Penalty 1193.146356 = -12770.283888 nChanged 1 SP:Iteration 5Q (43.453198 sec): 3 clusters Score: Raw -13966.464444 + Penalty 1195.379486 = -12771.084958 nChanged 2 SP:Iteration 6Q (43.453670 sec): 3 clusters Score: Raw -13969.652730 + Penalty 1195.379486 = -12774.273244 nChanged 0 SP:Iteration 7F (43.454187 sec): 3 clusters Score: Raw -13969.652730 + Penalty 1195.379486 = -12774.273244 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 24 (5764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480786 sec): 2 clusters Score: Raw -452952.197123 + Penalty 225.122129 = -452727.074994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.491531 sec): 3 clusters Score: Raw -449112.163316 + Penalty 459.063811 = -448653.099505 nChanged 2690 SP:Iteration 1F (43.502246 sec): 3 clusters Score: Raw -451048.028778 + Penalty 478.890723 = -450569.138054 nChanged 1223 SP:Iteration 2F (43.512919 sec): 3 clusters Score: Raw -452593.685008 + Penalty 461.715304 = -452131.969704 nChanged 279 SP:Iteration 3Q (43.523649 sec): 3 clusters Score: Raw -452892.011156 + Penalty 436.277106 = -452455.734050 nChanged 54 SP:Iteration 4Q (43.532769 sec): 3 clusters Score: Raw -452945.280972 + Penalty 448.035078 = -452497.245894 nChanged 12 SP:Iteration 5Q (43.540991 sec): 3 clusters Score: Raw -452956.746653 + Penalty 402.458877 = -452554.287777 nChanged 6 SP:Iteration 6Q (43.549498 sec): 3 clusters Score: Raw -452965.378740 + Penalty 381.759293 = -452583.619448 nChanged 2 SP:Iteration 7Q (43.557499 sec): 3 clusters Score: Raw -452968.359902 + Penalty 381.759293 = -452586.600610 nChanged 0 SP:Iteration 8F (43.568277 sec): 3 clusters Score: Raw -452968.359902 + Penalty 381.759293 = -452586.600610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.572305 sec): 2 clusters Score: Raw -12579.883737 + Penalty 505.577194 = -12074.306543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.572792 sec): 3 clusters Score: Raw -12608.577709 + Penalty 1011.017255 = -11597.560454 nChanged 21 SP:Iteration 1F (43.573297 sec): 3 clusters Score: Raw -12647.466310 + Penalty 1010.707258 = -11636.759051 nChanged 2 SP:Iteration 2Q (43.573765 sec): 3 clusters Score: Raw -12650.000431 + Penalty 1010.818035 = -11639.182396 nChanged 1 SP:Iteration 3Q (43.574228 sec): 3 clusters Score: Raw -12653.333151 + Penalty 1010.907812 = -11642.425339 nChanged 1 SP:Iteration 4Q (43.574688 sec): 3 clusters Score: Raw -12657.001659 + Penalty 1010.907812 = -11646.093847 nChanged 0 SP:Iteration 5F (43.575165 sec): 3 clusters Score: Raw -12657.001659 + Penalty 1010.907812 = -11646.093847 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.577887 sec): 2 clusters Score: Raw -65317.957645 + Penalty 481.807292 = -64836.150353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.579545 sec): 3 clusters Score: Raw -64909.371825 + Penalty 963.342095 = -63946.029730 nChanged 273 SP:Iteration 1F (43.581125 sec): 3 clusters Score: Raw -65074.601248 + Penalty 963.761427 = -64110.839822 nChanged 104 SP:Iteration 2F (43.582671 sec): 3 clusters Score: Raw -65150.406137 + Penalty 965.538856 = -64184.867280 nChanged 58 SP:Iteration 3F (43.584213 sec): 3 clusters Score: Raw -65198.614745 + Penalty 969.854013 = -64228.760732 nChanged 55 SP:Iteration 4F (43.585757 sec): 3 clusters Score: Raw -65235.351929 + Penalty 976.968032 = -64258.383897 nChanged 47 SP:Iteration 5F (43.587299 sec): 3 clusters Score: Raw -65273.897479 + Penalty 983.774921 = -64290.122559 nChanged 39 SP:Iteration 6F (43.588835 sec): 3 clusters Score: Raw -65309.476176 + Penalty 991.662360 = -64317.813816 nChanged 41 SP:Iteration 7F (43.590353 sec): 3 clusters Score: Raw -65360.545729 + Penalty 996.431685 = -64364.114045 nChanged 27 SP:Iteration 8Q (43.591842 sec): 3 clusters Score: Raw -65382.301770 + Penalty 1000.194416 = -64382.107354 nChanged 23 SP:Iteration 9Q (43.593339 sec): 3 clusters Score: Raw -65400.660054 + Penalty 1006.180895 = -64394.479159 nChanged 15 SP:Iteration 10F (43.594879 sec): 3 clusters Score: Raw -65409.095199 + Penalty 1008.923255 = -64400.171945 nChanged 10 SP:Iteration 11Q (43.596415 sec): 3 clusters Score: Raw -65416.446136 + Penalty 1012.581766 = -64403.864370 nChanged 15 SP:Iteration 12Q (43.597938 sec): 3 clusters Score: Raw -65436.433651 + Penalty 1014.762257 = -64421.671394 nChanged 14 SP:Iteration 13Q (43.599424 sec): 3 clusters Score: Raw -65447.852222 + Penalty 1018.121058 = -64429.731164 nChanged 10 SP:Iteration 14Q (43.600904 sec): 3 clusters Score: Raw -65456.336052 + Penalty 1020.702771 = -64435.633281 nChanged 6 SP:Iteration 15Q (43.602373 sec): 3 clusters Score: Raw -65460.670681 + Penalty 1021.519863 = -64439.150817 nChanged 5 SP:Iteration 16Q (43.603864 sec): 3 clusters Score: Raw -65462.331611 + Penalty 1021.519863 = -64440.811747 nChanged 0 SP:Iteration 17F (43.605405 sec): 3 clusters Score: Raw -65462.331611 + Penalty 1021.519863 = -64440.811747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.605954 sec): 2 clusters Score: Raw -1644.543387 + Penalty 41.812631 = -1602.730755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.606210 sec): 3 clusters Score: Raw -1636.713425 + Penalty 83.625263 = -1553.088163 nChanged 7 SP:Iteration 1F (43.606464 sec): 3 clusters Score: Raw -1645.461830 + Penalty 83.625263 = -1561.836567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.608681 sec): 2 clusters Score: Raw -31598.789248 + Penalty 617.553758 = -30981.235489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.609549 sec): 3 clusters Score: Raw -31476.514489 + Penalty 1236.851759 = -30239.662730 nChanged 89 SP:Iteration 1F (43.610407 sec): 3 clusters Score: Raw -31592.871414 + Penalty 1238.149760 = -30354.721653 nChanged 26 SP:Iteration 2F (43.611261 sec): 3 clusters Score: Raw -31632.764330 + Penalty 1236.106551 = -30396.657779 nChanged 16 SP:Iteration 3Q (43.612099 sec): 3 clusters Score: Raw -31648.823052 + Penalty 1234.457395 = -30414.365657 nChanged 9 SP:Iteration 4Q (43.612926 sec): 3 clusters Score: Raw -31658.106988 + Penalty 1233.331307 = -30424.775681 nChanged 4 SP:Iteration 5Q (43.613753 sec): 3 clusters Score: Raw -31661.726464 + Penalty 1232.161476 = -30429.564988 nChanged 5 SP:Iteration 6Q (43.614578 sec): 3 clusters Score: Raw -31667.380871 + Penalty 1232.259418 = -30435.121453 nChanged 4 SP:Iteration 7Q (43.615446 sec): 3 clusters Score: Raw -31672.982807 + Penalty 1230.814413 = -30442.168394 nChanged 4 SP:Iteration 8Q (43.616271 sec): 3 clusters Score: Raw -31677.263371 + Penalty 1230.166455 = -30447.096916 nChanged 3 SP:Iteration 9Q (43.617093 sec): 3 clusters Score: Raw -31680.247369 + Penalty 1230.166455 = -30450.080914 nChanged 0 SP:Iteration 10F (43.617943 sec): 3 clusters Score: Raw -31680.247369 + Penalty 1230.166455 = -30450.080914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.618894 sec): 2 clusters Score: Raw -6375.412944 + Penalty 128.423535 = -6246.989409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.619271 sec): 3 clusters Score: Raw -6357.212873 + Penalty 251.465591 = -6105.747282 nChanged 30 SP:Iteration 1F (43.619640 sec): 3 clusters Score: Raw -6383.490713 + Penalty 249.503968 = -6133.986745 nChanged 7 SP:Iteration 2F (43.620010 sec): 3 clusters Score: Raw -6384.685993 + Penalty 244.669859 = -6140.016134 nChanged 3 SP:Iteration 3Q (43.620374 sec): 3 clusters Score: Raw -6387.327371 + Penalty 241.645895 = -6145.681476 nChanged 8 SP:Iteration 4F (43.620742 sec): 3 clusters Score: Raw -6403.247481 + Penalty 264.265714 = -6138.981766 nChanged 13 SP:Iteration 5F (43.621134 sec): 3 clusters Score: Raw -6423.396968 + Penalty 274.969598 = -6148.427370 nChanged 2 SP:Iteration 6Q (43.621501 sec): 3 clusters Score: Raw -6424.870326 + Penalty 282.835040 = -6142.035285 nChanged 1 SP:Iteration 7F (43.621871 sec): 3 clusters Score: Raw -6425.391932 + Penalty 282.835040 = -6142.556892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.622392 sec): 2 clusters Score: Raw -837.960994 + Penalty 26.374054 = -811.586940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.622601 sec): 3 clusters Score: Raw -851.976503 + Penalty 51.436366 = -800.540137 nChanged 1 SP:Iteration 1F (43.622806 sec): 3 clusters Score: Raw -858.381344 + Penalty 51.436366 = -806.944978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.623278 sec): 2 clusters Score: Raw -479.112676 + Penalty 40.420727 = -438.691950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.623486 sec): 3 clusters Score: Raw -502.354751 + Penalty 86.594934 = -415.759817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.624126 sec): 2 clusters Score: Raw -5040.541653 + Penalty 85.741855 = -4954.799798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.624490 sec): 3 clusters Score: Raw -5084.777585 + Penalty 227.020621 = -4857.756965 nChanged 19 SP:Iteration 1F (43.624844 sec): 3 clusters Score: Raw -5122.401243 + Penalty 251.962252 = -4870.438991 nChanged 4 SP:Iteration 2F (43.625189 sec): 3 clusters Score: Raw -5143.398580 + Penalty 316.510858 = -4826.887722 nChanged 4 SP:Iteration 3F (43.625534 sec): 3 clusters Score: Raw -5200.738342 + Penalty 316.510858 = -4884.227484 nChanged 0 Time taken for this iteration:42.888328 seconds. 300->25 Clusters: Score -2146373.596052, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 167 (time per iteration =261.438186 ms) Total iterations: 1758 (time per iteration =24.835141 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4445486875.000000 (time per metric unit =9.821236ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 111137171875.000000 (time per metric unit=392.849451ps) That took 43.660177 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 16 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.19 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 20755 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 20755 points ------ Starting initial clusters from distinct float masks Not enough masks (205) to generate starting clusters (300), so starting with (206) clusters instead. Assigned 206 initial classes from 205 unique masks. Deleting Class 157 (1 points): Lose 0.767076 but Gain 1590.512715 Iteration 0F (2.610392 sec): 205 clusters Score: Raw -1765485.875266 + Penalty 196658.093236 = -1568827.782030 nChanged 7335 Deleting Class 87 (6 points): Lose 45.728451 but Gain 1556.050545 Iteration 1F (4.401472 sec): 187 clusters Score: Raw -1779629.356462 + Penalty 191859.226702 = -1587770.129761 nChanged 4006 Deleting Class 182 (2 points): Lose 6.798541 but Gain 1515.642071 Iteration 2F (6.145539 sec): 182 clusters Score: Raw -1786121.758346 + Penalty 191145.005547 = -1594976.752799 nChanged 2707 Deleting Class 162 (2 points): Lose 14.840531 but Gain 1521.663780 Iteration 3F (7.881862 sec): 181 clusters Score: Raw -1789302.518932 + Penalty 190437.979116 = -1598864.539815 nChanged 1553 Deleting Class 177 (2 points): Lose 13.099521 but Gain 1496.402338 Iteration 4F (9.600129 sec): 180 clusters Score: Raw -1790729.337936 + Penalty 188011.728280 = -1602717.609656 nChanged 1000 Deleting Class 129 (1 points): Lose 11.520131 but Gain 1480.798855 Iteration 5Q (9.810420 sec): 178 clusters Score: Raw -1791470.375867 + Penalty 186456.771715 = -1605013.604152 nChanged 629 Deleting Class 159 (10 points): Lose 117.895764 but Gain 1565.394903 Iteration 6Q (9.985481 sec): 177 clusters Score: Raw -1791785.041852 + Penalty 184857.298661 = -1606927.743191 nChanged 517 Deleting Class 111 (1 points): Lose 1.510903 but Gain 1444.911641 Iteration 7Q (10.149521 sec): 176 clusters Score: Raw -1792136.630456 + Penalty 183307.354590 = -1608829.275866 nChanged 421 Deleting Class 84 (2 points): Lose 12.709967 but Gain 1451.232980 Iteration 8Q (10.299411 sec): 175 clusters Score: Raw -1792415.673549 + Penalty 181872.583285 = -1610543.090264 nChanged 315 Deleting Class 173 (1 points): Lose 0.455491 but Gain 1403.989016 Iteration 9Q (10.438005 sec): 174 clusters Score: Raw -1792624.686578 + Penalty 179572.811921 = -1613051.874657 nChanged 249 Deleting Class 126 (3 points): Lose 109.092114 but Gain 1500.497194 Iteration 10F (12.082348 sec): 172 clusters Score: Raw -1792665.899318 + Penalty 177987.358524 = -1614678.540795 nChanged 197 Deleting Class 138 (2 points): Lose 10.312610 but Gain 1401.124967 Iteration 11Q (12.210817 sec): 171 clusters Score: Raw -1792775.236404 + Penalty 176683.584253 = -1616091.652151 nChanged 166 Deleting Class 107 (18 points): Lose 106.379149 but Gain 1491.188578 Iteration 12Q (12.334109 sec): 170 clusters Score: Raw -1792759.274839 + Penalty 175268.313646 = -1617490.961193 nChanged 159 Deleting Class 139 (7 points): Lose 39.345615 but Gain 1393.517027 Iteration 13Q (12.456200 sec): 169 clusters Score: Raw -1792833.017780 + Penalty 174015.401649 = -1618817.616132 nChanged 103 Deleting Class 186 (1 points): Lose 7.752606 but Gain 1352.536941 Iteration 14Q (12.572965 sec): 168 clusters Score: Raw -1792918.923649 + Penalty 172775.324917 = -1620143.598733 nChanged 90 Deleting Class 152 (3 points): Lose 11.756276 but Gain 1354.993160 Iteration 15Q (12.688717 sec): 167 clusters Score: Raw -1792957.482352 + Penalty 171469.415650 = -1621488.066701 nChanged 61 Deleting Class 119 (18 points): Lose 139.055595 but Gain 1465.695781 Iteration 16Q (12.801689 sec): 166 clusters Score: Raw -1792867.051565 + Penalty 170054.915439 = -1622812.136125 nChanged 83 Deleting Class 187 (1 points): Lose 10.457063 but Gain 1335.329447 Iteration 17Q (12.915790 sec): 165 clusters Score: Raw -1792934.604173 + Penalty 168780.431955 = -1624154.172218 nChanged 57 Deleting Class 199 (1 points): Lose 0.718982 but Gain 1321.597057 Iteration 18Q (13.028898 sec): 164 clusters Score: Raw -1792983.968775 + Penalty 167466.994605 = -1625516.974170 nChanged 52 Deleting Class 153 (3 points): Lose 95.297636 but Gain 1408.925414 Iteration 19Q (13.140081 sec): 163 clusters Score: Raw -1792934.608478 + Penalty 166090.298342 = -1626844.310136 nChanged 58 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1792934.608478 + Penalty 166090.298342 = -1626844.310136Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.216328 sec): 2 clusters Score: Raw -7311.420014 + Penalty 277.123736 = -7034.296278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.216703 sec): 3 clusters Score: Raw -7279.544616 + Penalty 558.475354 = -6721.069262 nChanged 9 SP:Iteration 1F (13.217067 sec): 3 clusters Score: Raw -7288.882095 + Penalty 560.227626 = -6728.654468 nChanged 5 SP:Iteration 2F (13.217423 sec): 3 clusters Score: Raw -7299.345477 + Penalty 560.127904 = -6739.217573 nChanged 4 SP:Iteration 3Q (13.217777 sec): 3 clusters Score: Raw -7305.689275 + Penalty 561.274121 = -6744.415154 nChanged 1 SP:Iteration 4Q (13.218192 sec): 3 clusters Score: Raw -7306.215041 + Penalty 562.435899 = -6743.779142 nChanged 2 SP:Iteration 5F (13.218558 sec): 3 clusters Score: Raw -7309.574776 + Penalty 563.847106 = -6745.727670 nChanged 1 SP:Iteration 6Q (13.218913 sec): 3 clusters Score: Raw -7310.409950 + Penalty 565.334585 = -6745.075365 nChanged 2 SP:Iteration 7F (13.219270 sec): 3 clusters Score: Raw -7314.104247 + Penalty 565.334585 = -6748.769662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.219787 sec): 2 clusters Score: Raw -1552.042853 + Penalty 467.414199 = -1084.628654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.220027 sec): 3 clusters Score: Raw -1748.544556 + Penalty 935.282640 = -813.261916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 3 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.220705 sec): 2 clusters Score: Raw -4509.215872 + Penalty 506.090904 = -4003.124968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.221000 sec): 3 clusters Score: Raw -4570.727566 + Penalty 1010.267382 = -3560.460184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.221541 sec): 2 clusters Score: Raw -2896.890158 + Penalty 80.354943 = -2816.535215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.221815 sec): 3 clusters Score: Raw -2886.211292 + Penalty 165.302794 = -2720.908498 nChanged 6 SP:Iteration 1F (13.222081 sec): 3 clusters Score: Raw -2892.255599 + Penalty 173.234446 = -2719.021152 nChanged 2 SP:Iteration 2F (13.222378 sec): 3 clusters Score: Raw -2896.781698 + Penalty 173.234446 = -2723.547252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.225294 sec): 2 clusters Score: Raw -45819.550158 + Penalty 629.088400 = -45190.461758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.226348 sec): 3 clusters Score: Raw -45576.018406 + Penalty 1261.773075 = -44314.245332 nChanged 139 SP:Iteration 1F (13.227408 sec): 3 clusters Score: Raw -45668.873522 + Penalty 1264.213990 = -44404.659533 nChanged 39 SP:Iteration 2F (13.228531 sec): 3 clusters Score: Raw -45699.494106 + Penalty 1266.020744 = -44433.473362 nChanged 26 SP:Iteration 3F (13.229630 sec): 3 clusters Score: Raw -45717.111373 + Penalty 1266.662790 = -44450.448583 nChanged 12 SP:Iteration 4Q (13.230721 sec): 3 clusters Score: Raw -45723.249532 + Penalty 1266.740083 = -44456.509449 nChanged 6 SP:Iteration 5Q (13.231811 sec): 3 clusters Score: Raw -45727.076502 + Penalty 1268.303953 = -44458.772548 nChanged 7 SP:Iteration 6Q (13.232896 sec): 3 clusters Score: Raw -45732.948403 + Penalty 1267.744093 = -44465.204310 nChanged 7 SP:Iteration 7Q (13.233944 sec): 3 clusters Score: Raw -45736.379848 + Penalty 1267.709361 = -44468.670487 nChanged 8 SP:Iteration 8Q (13.235000 sec): 3 clusters Score: Raw -45741.204393 + Penalty 1268.673896 = -44472.530497 nChanged 6 SP:Iteration 9Q (13.236042 sec): 3 clusters Score: Raw -45745.117864 + Penalty 1269.187200 = -44475.930665 nChanged 6 SP:Iteration 10F (13.237109 sec): 3 clusters Score: Raw -45748.276677 + Penalty 1268.790195 = -44479.486482 nChanged 5 SP:Iteration 11Q (13.238151 sec): 3 clusters Score: Raw -45751.495686 + Penalty 1268.885730 = -44482.609956 nChanged 5 SP:Iteration 12Q (13.239191 sec): 3 clusters Score: Raw -45755.287716 + Penalty 1268.919688 = -44486.368028 nChanged 6 SP:Iteration 13Q (13.240230 sec): 3 clusters Score: Raw -45757.640956 + Penalty 1269.115123 = -44488.525833 nChanged 3 SP:Iteration 14Q (13.241270 sec): 3 clusters Score: Raw -45758.768368 + Penalty 1269.361592 = -44489.406776 nChanged 6 SP:Iteration 15Q (13.242309 sec): 3 clusters Score: Raw -45762.074551 + Penalty 1268.470938 = -44493.603613 nChanged 4 SP:Iteration 16Q (13.243353 sec): 3 clusters Score: Raw -45765.156179 + Penalty 1268.448039 = -44496.708139 nChanged 6 SP:Iteration 17Q (13.244391 sec): 3 clusters Score: Raw -45769.252873 + Penalty 1271.051124 = -44498.201749 nChanged 6 SP:Iteration 18Q (13.245429 sec): 3 clusters Score: Raw -45773.970587 + Penalty 1271.086856 = -44502.883731 nChanged 8 SP:Iteration 19Q (13.246466 sec): 3 clusters Score: Raw -45779.633933 + Penalty 1270.272492 = -44509.361441 nChanged 3 SP:Iteration 20F (13.247509 sec): 3 clusters Score: Raw -45781.735603 + Penalty 1270.107287 = -44511.628316 nChanged 2 SP:Iteration 21Q (13.248542 sec): 3 clusters Score: Raw -45782.357375 + Penalty 1270.784150 = -44511.573225 nChanged 1 SP:Iteration 22F (13.249585 sec): 3 clusters Score: Raw -45782.710475 + Penalty 1271.244430 = -44511.466045 nChanged 1 SP:Iteration 23F (13.250628 sec): 3 clusters Score: Raw -45783.207053 + Penalty 1271.837152 = -44511.369902 nChanged 2 SP:Iteration 24F (13.251746 sec): 3 clusters Score: Raw -45783.815003 + Penalty 1272.437060 = -44511.377943 nChanged 2 SP:Iteration 25Q (13.252823 sec): 3 clusters Score: Raw -45784.787828 + Penalty 1274.298925 = -44510.488903 nChanged 3 SP:Iteration 26F (13.253933 sec): 3 clusters Score: Raw -45787.711302 + Penalty 1273.904060 = -44513.807242 nChanged 4 SP:Iteration 27Q (13.255017 sec): 3 clusters Score: Raw -45789.778646 + Penalty 1275.199831 = -44514.578815 nChanged 3 SP:Iteration 28Q (13.256098 sec): 3 clusters Score: Raw -45791.852921 + Penalty 1279.964307 = -44511.888614 nChanged 6 SP:Iteration 29F (13.257147 sec): 3 clusters Score: Raw -45795.225534 + Penalty 1278.947787 = -44516.277746 nChanged 4 SP:Iteration 30F (13.258220 sec): 3 clusters Score: Raw -45797.459858 + Penalty 1280.307122 = -44517.152736 nChanged 4 SP:Iteration 31Q (13.259325 sec): 3 clusters Score: Raw -45800.044885 + Penalty 1280.905823 = -44519.139063 nChanged 2 SP:Iteration 32Q (13.260411 sec): 3 clusters Score: Raw -45801.311724 + Penalty 1279.613758 = -44521.697967 nChanged 1 SP:Iteration 33Q (13.261492 sec): 3 clusters Score: Raw -45801.664041 + Penalty 1278.199761 = -44523.464280 nChanged 1 SP:Iteration 34Q (13.262581 sec): 3 clusters Score: Raw -45801.885693 + Penalty 1281.564532 = -44520.321161 nChanged 1 SP:Iteration 35F (13.263627 sec): 3 clusters Score: Raw -45802.698046 + Penalty 1281.564532 = -44521.133513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.264884 sec): 2 clusters Score: Raw -28866.192625 + Penalty 674.557055 = -28191.635569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.265632 sec): 3 clusters Score: Raw -28788.058767 + Penalty 1350.757406 = -27437.301361 nChanged 63 SP:Iteration 1F (13.266368 sec): 3 clusters Score: Raw -28867.678164 + Penalty 1351.744334 = -27515.933830 nChanged 27 SP:Iteration 2F (13.267128 sec): 3 clusters Score: Raw -28898.750195 + Penalty 1351.320762 = -27547.429433 nChanged 8 SP:Iteration 3Q (13.267847 sec): 3 clusters Score: Raw -28909.895970 + Penalty 1351.459923 = -27558.436047 nChanged 5 SP:Iteration 4Q (13.268595 sec): 3 clusters Score: Raw -28913.835492 + Penalty 1351.536844 = -27562.298649 nChanged 2 SP:Iteration 5Q (13.269311 sec): 3 clusters Score: Raw -28915.440345 + Penalty 1351.536844 = -27563.903502 nChanged 0 SP:Iteration 6F (13.270045 sec): 3 clusters Score: Raw -28915.440345 + Penalty 1351.536844 = -27563.903502 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.274422 sec): 2 clusters Score: Raw -77618.619691 + Penalty 569.503864 = -77049.115828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.276050 sec): 3 clusters Score: Raw -77121.410755 + Penalty 1152.422664 = -75968.988091 nChanged 311 SP:Iteration 1F (13.277654 sec): 3 clusters Score: Raw -77355.717932 + Penalty 1178.390950 = -76177.326982 nChanged 121 SP:Iteration 2F (13.279277 sec): 3 clusters Score: Raw -77469.299555 + Penalty 1196.357712 = -76272.941842 nChanged 52 SP:Iteration 3F (13.280876 sec): 3 clusters Score: Raw -77511.207419 + Penalty 1226.020235 = -76285.187184 nChanged 42 SP:Iteration 4F (13.282567 sec): 3 clusters Score: Raw -77549.449885 + Penalty 1249.203392 = -76300.246493 nChanged 28 SP:Iteration 5Q (13.284148 sec): 3 clusters Score: Raw -77578.646016 + Penalty 1262.327213 = -76316.318803 nChanged 20 SP:Iteration 6Q (13.285791 sec): 3 clusters Score: Raw -77600.500288 + Penalty 1275.955255 = -76324.545033 nChanged 11 SP:Iteration 7Q (13.287352 sec): 3 clusters Score: Raw -77612.780315 + Penalty 1288.137246 = -76324.643070 nChanged 5 SP:Iteration 8Q (13.288830 sec): 3 clusters Score: Raw -77619.574653 + Penalty 1316.298749 = -76303.275904 nChanged 4 SP:Iteration 9F (13.290488 sec): 3 clusters Score: Raw -77623.470163 + Penalty 1316.298749 = -76307.171414 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.296442 sec): 2 clusters Score: Raw -109093.172810 + Penalty 1079.617371 = -108013.555439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.298699 sec): 3 clusters Score: Raw -108680.678217 + Penalty 2159.233605 = -106521.444612 nChanged 377 SP:Iteration 1F (13.300938 sec): 3 clusters Score: Raw -109009.388182 + Penalty 2159.005733 = -106850.382449 nChanged 99 SP:Iteration 2F (13.303155 sec): 3 clusters Score: Raw -109114.138655 + Penalty 2158.938162 = -106955.200493 nChanged 60 SP:Iteration 3F (13.305357 sec): 3 clusters Score: Raw -109170.027504 + Penalty 2158.844556 = -107011.182948 nChanged 47 SP:Iteration 4Q (13.307552 sec): 3 clusters Score: Raw -109213.873903 + Penalty 2158.838674 = -107055.035229 nChanged 37 SP:Iteration 5Q (13.309709 sec): 3 clusters Score: Raw -109248.893785 + Penalty 2158.746468 = -107090.147317 nChanged 22 SP:Iteration 6Q (13.311887 sec): 3 clusters Score: Raw -109261.994134 + Penalty 2158.859548 = -107103.134586 nChanged 20 SP:Iteration 7Q (13.314127 sec): 3 clusters Score: Raw -109273.511596 + Penalty 2158.726858 = -107114.784738 nChanged 12 SP:Iteration 8Q (13.316333 sec): 3 clusters Score: Raw -109279.034863 + Penalty 2158.863575 = -107120.171289 nChanged 9 SP:Iteration 9Q (13.318592 sec): 3 clusters Score: Raw -109284.470192 + Penalty 2159.034139 = -107125.436053 nChanged 10 SP:Iteration 10F (13.320976 sec): 3 clusters Score: Raw -109293.603773 + Penalty 2159.085541 = -107134.518232 nChanged 9 SP:Iteration 11Q (13.323256 sec): 3 clusters Score: Raw -109298.206153 + Penalty 2158.785519 = -107139.420634 nChanged 9 SP:Iteration 12Q (13.325432 sec): 3 clusters Score: Raw -109302.548026 + Penalty 2158.736221 = -107143.811805 nChanged 4 SP:Iteration 13Q (13.327611 sec): 3 clusters Score: Raw -109304.335745 + Penalty 2158.736221 = -107145.599524 nChanged 0 SP:Iteration 14F (13.329829 sec): 3 clusters Score: Raw -109304.335745 + Penalty 2158.736221 = -107145.599524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 9 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.331222 sec): 2 clusters Score: Raw -14995.038418 + Penalty 462.534247 = -14532.504171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.331731 sec): 3 clusters Score: Raw -14946.894772 + Penalty 923.378668 = -14023.516104 nChanged 32 SP:Iteration 1F (13.332228 sec): 3 clusters Score: Raw -14977.822123 + Penalty 924.129472 = -14053.692651 nChanged 6 SP:Iteration 2Q (13.332724 sec): 3 clusters Score: Raw -14982.892761 + Penalty 924.790715 = -14058.102045 nChanged 3 SP:Iteration 3Q (13.333216 sec): 3 clusters Score: Raw -14988.566713 + Penalty 925.301343 = -14063.265370 nChanged 4 SP:Iteration 4Q (13.333705 sec): 3 clusters Score: Raw -14993.059080 + Penalty 925.988093 = -14067.070987 nChanged 2 SP:Iteration 5Q (13.334190 sec): 3 clusters Score: Raw -14994.585229 + Penalty 926.576776 = -14068.008452 nChanged 1 SP:Iteration 6Q (13.334673 sec): 3 clusters Score: Raw -14995.331000 + Penalty 926.576776 = -14068.754224 nChanged 0 SP:Iteration 7F (13.335184 sec): 3 clusters Score: Raw -14995.331000 + Penalty 926.576776 = -14068.754224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 10 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335858 sec): 2 clusters Score: Raw -922.838894 + Penalty 237.898420 = -684.940474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336085 sec): 3 clusters Score: Raw -930.403817 + Penalty 479.234986 = -451.168830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.336566 sec): 2 clusters Score: Raw -1023.411930 + Penalty 107.188580 = -916.223350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.336797 sec): 3 clusters Score: Raw -1032.883158 + Penalty 217.685866 = -815.197292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337293 sec): 2 clusters Score: Raw -1712.124400 + Penalty 345.311283 = -1366.813117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.337535 sec): 3 clusters Score: Raw -1705.898295 + Penalty 696.303773 = -1009.594523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338045 sec): 2 clusters Score: Raw -879.399933 + Penalty 75.751747 = -803.648186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338271 sec): 3 clusters Score: Raw -874.983791 + Penalty 151.503493 = -723.480297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339068 sec): 2 clusters Score: Raw -10781.380020 + Penalty 494.500714 = -10286.879306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339509 sec): 3 clusters Score: Raw -10764.001328 + Penalty 988.053767 = -9775.947561 nChanged 22 SP:Iteration 1F (13.339939 sec): 3 clusters Score: Raw -10805.789391 + Penalty 986.768777 = -9819.020615 nChanged 2 SP:Iteration 2Q (13.340363 sec): 3 clusters Score: Raw -10808.593378 + Penalty 986.768777 = -9821.824601 nChanged 0 SP:Iteration 3F (13.340792 sec): 3 clusters Score: Raw -10808.593378 + Penalty 986.768777 = -9821.824601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341363 sec): 2 clusters Score: Raw -4171.667073 + Penalty 326.022097 = -3845.644976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341655 sec): 3 clusters Score: Raw -4163.249657 + Penalty 652.044194 = -3511.205462 nChanged 3 SP:Iteration 1F (13.341939 sec): 3 clusters Score: Raw -4169.468096 + Penalty 658.740011 = -3510.728085 nChanged 3 SP:Iteration 2F (13.342225 sec): 3 clusters Score: Raw -4174.534991 + Penalty 658.740011 = -3515.794980 nChanged 0 Memory request: 0.06 GB would take us to total of 0.25 GB. Trying to split cluster 16 (13176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.399172 sec): 2 clusters Score: Raw -1135662.346185 + Penalty 289.593874 = -1135372.752311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.424159 sec): 3 clusters Score: Raw -1126765.157521 + Penalty 577.035790 = -1126188.121731 nChanged 6326 SP:Iteration 1F (13.448284 sec): 3 clusters Score: Raw -1132674.312083 + Penalty 582.729588 = -1132091.582495 nChanged 1974 SP:Iteration 2F (13.472302 sec): 3 clusters Score: Raw -1134958.341008 + Penalty 524.519574 = -1134433.821434 nChanged 487 SP:Iteration 3Q (13.497366 sec): 3 clusters Score: Raw -1135502.567077 + Penalty 488.215454 = -1135014.351623 nChanged 100 SP:Iteration 4Q (13.516449 sec): 3 clusters Score: Raw -1135632.645503 + Penalty 483.320146 = -1135149.325357 nChanged 16 SP:Iteration 5Q (13.535319 sec): 3 clusters Score: Raw -1135654.516741 + Penalty 488.623786 = -1135165.892955 nChanged 12 SP:Iteration 6Q (13.554915 sec): 3 clusters Score: Raw -1135663.279859 + Penalty 487.378465 = -1135175.901394 nChanged 9 SP:Iteration 7Q (13.573334 sec): 3 clusters Score: Raw -1135666.443665 + Penalty 492.526407 = -1135173.917259 nChanged 6 SP:Iteration 8F (13.597355 sec): 3 clusters Score: Raw -1135669.627047 + Penalty 493.953018 = -1135175.674029 nChanged 2 SP:Iteration 9Q (13.615781 sec): 3 clusters Score: Raw -1135670.523876 + Penalty 497.498371 = -1135173.025505 nChanged 2 SP:Iteration 10F (13.640093 sec): 3 clusters Score: Raw -1135671.184308 + Penalty 497.498371 = -1135173.685937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.647032 sec): 2 clusters Score: Raw -2331.538097 + Penalty 311.475253 = -2020.062844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.647296 sec): 3 clusters Score: Raw -2388.760903 + Penalty 622.950506 = -1765.810397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.647807 sec): 2 clusters Score: Raw -1556.573856 + Penalty 193.143331 = -1363.430525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.648082 sec): 3 clusters Score: Raw -1568.354950 + Penalty 386.664309 = -1181.690641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.648952 sec): 2 clusters Score: Raw -14135.453926 + Penalty 713.526195 = -13421.927731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.649425 sec): 3 clusters Score: Raw -14157.279183 + Penalty 1425.930261 = -12731.348923 nChanged 7 SP:Iteration 1Q (13.649882 sec): 3 clusters Score: Raw -14179.301936 + Penalty 1426.107563 = -12753.194373 nChanged 1 SP:Iteration 2Q (13.650331 sec): 3 clusters Score: Raw -14183.993573 + Penalty 1426.107563 = -12757.886011 nChanged 0 SP:Iteration 3F (13.650793 sec): 3 clusters Score: Raw -14183.993573 + Penalty 1426.107563 = -12757.886011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.651272 sec): 2 clusters Score: Raw -496.991956 + Penalty 189.304090 = -307.687866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.651489 sec): 3 clusters Score: Raw -486.048063 + Penalty 189.304090 = -296.743973 nChanged 1 SP:Iteration 1F (13.651686 sec): 2 clusters Score: Raw -496.991956 + Penalty 189.304090 = -307.687866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.652156 sec): 2 clusters Score: Raw -673.871086 + Penalty 213.007077 = -460.864009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.652376 sec): 3 clusters Score: Raw -667.047146 + Penalty 426.998179 = -240.048967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.653946 sec): 2 clusters Score: Raw -35362.721278 + Penalty 949.198121 = -34413.523157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.654808 sec): 3 clusters Score: Raw -35330.362284 + Penalty 1898.600703 = -33431.761581 nChanged 61 SP:Iteration 1F (13.655682 sec): 3 clusters Score: Raw -35432.068624 + Penalty 1898.624602 = -33533.444022 nChanged 12 SP:Iteration 2Q (13.656511 sec): 3 clusters Score: Raw -35452.467492 + Penalty 1898.650170 = -33553.817322 nChanged 5 SP:Iteration 3Q (13.657336 sec): 3 clusters Score: Raw -35458.985654 + Penalty 1898.646292 = -33560.339362 nChanged 3 SP:Iteration 4Q (13.658160 sec): 3 clusters Score: Raw -35463.762727 + Penalty 1898.650170 = -33565.112557 nChanged 3 SP:Iteration 5Q (13.658960 sec): 3 clusters Score: Raw -35468.535594 + Penalty 1898.641795 = -33569.893799 nChanged 4 SP:Iteration 6Q (13.659787 sec): 3 clusters Score: Raw -35481.191770 + Penalty 1898.636680 = -33582.555090 nChanged 1 SP:Iteration 7Q (13.660609 sec): 3 clusters Score: Raw -35482.695396 + Penalty 1898.636680 = -33584.058716 nChanged 0 SP:Iteration 8F (13.661462 sec): 3 clusters Score: Raw -35482.695396 + Penalty 1898.636680 = -33584.058716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.663222 sec): 2 clusters Score: Raw -26547.632166 + Penalty 829.570212 = -25718.061954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.663942 sec): 3 clusters Score: Raw -26523.704696 + Penalty 1656.469372 = -24867.235325 nChanged 51 SP:Iteration 1F (13.664651 sec): 3 clusters Score: Raw -26607.007188 + Penalty 1657.225049 = -24949.782140 nChanged 6 SP:Iteration 2Q (13.665346 sec): 3 clusters Score: Raw -26617.065755 + Penalty 1657.151132 = -24959.914623 nChanged 4 SP:Iteration 3Q (13.666032 sec): 3 clusters Score: Raw -26622.356906 + Penalty 1657.151132 = -24965.205775 nChanged 0 SP:Iteration 4F (13.666735 sec): 3 clusters Score: Raw -26622.356906 + Penalty 1657.151132 = -24965.205775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 24 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.667732 sec): 2 clusters Score: Raw -674.764382 + Penalty 215.302477 = -459.461904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.667952 sec): 3 clusters Score: Raw -670.001708 + Penalty 432.869077 = -237.132631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 25 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.668701 sec): 2 clusters Score: Raw -371.719370 + Penalty 121.427461 = -250.291909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.668911 sec): 3 clusters Score: Raw -366.032286 + Penalty 242.854922 = -123.177364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.669715 sec): 2 clusters Score: Raw -2645.226911 + Penalty 327.158151 = -2318.068759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.669975 sec): 3 clusters Score: Raw -2655.029468 + Penalty 661.639588 = -1993.389880 nChanged 2 SP:Iteration 1F (13.670232 sec): 3 clusters Score: Raw -2661.357430 + Penalty 661.639588 = -1999.717842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.671981 sec): 2 clusters Score: Raw -32812.894270 + Penalty 475.293156 = -32337.601115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.672817 sec): 3 clusters Score: Raw -32652.391285 + Penalty 950.058628 = -31702.332657 nChanged 89 SP:Iteration 1F (13.673633 sec): 3 clusters Score: Raw -32720.635842 + Penalty 950.586312 = -31770.049530 nChanged 23 SP:Iteration 2F (13.674444 sec): 3 clusters Score: Raw -32739.727300 + Penalty 950.699401 = -31789.027899 nChanged 15 SP:Iteration 3Q (13.675251 sec): 3 clusters Score: Raw -32751.736235 + Penalty 951.211532 = -31800.524703 nChanged 12 SP:Iteration 4Q (13.676055 sec): 3 clusters Score: Raw -32762.305790 + Penalty 951.305491 = -31811.000299 nChanged 7 SP:Iteration 5Q (13.676858 sec): 3 clusters Score: Raw -32765.860570 + Penalty 951.022521 = -31814.838049 nChanged 4 SP:Iteration 6Q (13.677660 sec): 3 clusters Score: Raw -32767.286049 + Penalty 950.591348 = -31816.694701 nChanged 3 SP:Iteration 7Q (13.678466 sec): 3 clusters Score: Raw -32768.673948 + Penalty 950.529632 = -31818.144316 nChanged 3 SP:Iteration 8Q (13.679267 sec): 3 clusters Score: Raw -32770.590196 + Penalty 950.512455 = -31820.077741 nChanged 5 SP:Iteration 9Q (13.680069 sec): 3 clusters Score: Raw -32772.481754 + Penalty 950.313799 = -31822.167954 nChanged 5 SP:Iteration 10F (13.680875 sec): 3 clusters Score: Raw -32774.819237 + Penalty 951.281561 = -31823.537676 nChanged 8 SP:Iteration 11Q (13.681679 sec): 3 clusters Score: Raw -32781.876871 + Penalty 953.352143 = -31828.524728 nChanged 6 SP:Iteration 12Q (13.682479 sec): 3 clusters Score: Raw -32786.764995 + Penalty 956.282827 = -31830.482168 nChanged 7 SP:Iteration 13Q (13.683274 sec): 3 clusters Score: Raw -32792.516143 + Penalty 958.218221 = -31834.297922 nChanged 8 SP:Iteration 14Q (13.684070 sec): 3 clusters Score: Raw -32798.466805 + Penalty 960.721566 = -31837.745239 nChanged 5 SP:Iteration 15Q (13.684933 sec): 3 clusters Score: Raw -32803.461736 + Penalty 963.454855 = -31840.006881 nChanged 4 SP:Iteration 16Q (13.685752 sec): 3 clusters Score: Raw -32807.497474 + Penalty 963.829319 = -31843.668155 nChanged 4 SP:Iteration 17Q (13.686565 sec): 3 clusters Score: Raw -32812.105866 + Penalty 964.907942 = -31847.197923 nChanged 5 SP:Iteration 18Q (13.687378 sec): 3 clusters Score: Raw -32814.543148 + Penalty 965.514957 = -31849.028191 nChanged 4 SP:Iteration 19Q (13.688187 sec): 3 clusters Score: Raw -32817.090788 + Penalty 967.399750 = -31849.691038 nChanged 5 SP:Iteration 20F (13.689024 sec): 3 clusters Score: Raw -32821.100087 + Penalty 967.809266 = -31853.290821 nChanged 2 SP:Iteration 21Q (13.689796 sec): 3 clusters Score: Raw -32822.516480 + Penalty 967.832968 = -31854.683513 nChanged 3 SP:Iteration 22Q (13.690568 sec): 3 clusters Score: Raw -32825.272779 + Penalty 967.832968 = -31857.439811 nChanged 0 SP:Iteration 23F (13.691376 sec): 3 clusters Score: Raw -32825.272779 + Penalty 967.832968 = -31857.439811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.692315 sec): 2 clusters Score: Raw -1586.349815 + Penalty 231.688459 = -1354.661356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.692561 sec): 3 clusters Score: Raw -1596.395840 + Penalty 465.547530 = -1130.848310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.693440 sec): 2 clusters Score: Raw -4733.209278 + Penalty 287.462202 = -4445.747075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.693748 sec): 3 clusters Score: Raw -4726.674179 + Penalty 574.605468 = -4152.068711 nChanged 6 SP:Iteration 1F (13.694054 sec): 3 clusters Score: Raw -4734.886453 + Penalty 574.628983 = -4160.257470 nChanged 1 SP:Iteration 2Q (13.694356 sec): 3 clusters Score: Raw -4736.212140 + Penalty 574.628983 = -4161.583157 nChanged 0 SP:Iteration 3F (13.694660 sec): 3 clusters Score: Raw -4736.212140 + Penalty 574.628983 = -4161.583157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.695523 sec): 2 clusters Score: Raw -4313.396443 + Penalty 250.354874 = -4063.041569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.695823 sec): 3 clusters Score: Raw -4316.241587 + Penalty 503.250345 = -3812.991242 nChanged 3 SP:Iteration 1F (13.696116 sec): 3 clusters Score: Raw -4320.629179 + Penalty 503.250345 = -3817.378834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.696880 sec): 2 clusters Score: Raw -867.576925 + Penalty 242.702706 = -624.874219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.697104 sec): 3 clusters Score: Raw -864.522030 + Penalty 491.646912 = -372.875118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.697950 sec): 2 clusters Score: Raw -3843.978587 + Penalty 82.301667 = -3761.676921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.698253 sec): 3 clusters Score: Raw -3863.898568 + Penalty 173.324647 = -3690.573921 nChanged 10 SP:Iteration 1F (13.698553 sec): 3 clusters Score: Raw -3882.482385 + Penalty 179.118628 = -3703.363757 nChanged 2 SP:Iteration 2Q (13.698847 sec): 3 clusters Score: Raw -3886.529501 + Penalty 179.118628 = -3707.410873 nChanged 0 SP:Iteration 3F (13.699145 sec): 3 clusters Score: Raw -3886.529501 + Penalty 179.118628 = -3707.410873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.699974 sec): 2 clusters Score: Raw -2138.453544 + Penalty 298.171199 = -1840.282345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.700225 sec): 3 clusters Score: Raw -2149.743504 + Penalty 596.918301 = -1552.825203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.701034 sec): 2 clusters Score: Raw -2569.678968 + Penalty 287.062435 = -2282.616533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.701316 sec): 3 clusters Score: Raw -2577.762708 + Penalty 575.376308 = -2002.386400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.703128 sec): 2 clusters Score: Raw -38007.256134 + Penalty 810.927459 = -37196.328674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.704009 sec): 3 clusters Score: Raw -37889.454176 + Penalty 1622.050805 = -36267.403371 nChanged 79 SP:Iteration 1F (13.704857 sec): 3 clusters Score: Raw -37982.597426 + Penalty 1621.860964 = -36360.736463 nChanged 20 SP:Iteration 2F (13.705719 sec): 3 clusters Score: Raw -38012.795061 + Penalty 1621.802370 = -36390.992690 nChanged 14 SP:Iteration 3Q (13.706566 sec): 3 clusters Score: Raw -38034.757553 + Penalty 1621.831322 = -36412.926231 nChanged 7 SP:Iteration 4Q (13.707410 sec): 3 clusters Score: Raw -38042.572285 + Penalty 1621.880637 = -36420.691647 nChanged 3 SP:Iteration 5Q (13.708251 sec): 3 clusters Score: Raw -38046.007985 + Penalty 1621.920564 = -36424.087421 nChanged 2 SP:Iteration 6Q (13.709111 sec): 3 clusters Score: Raw -38047.803544 + Penalty 1621.936841 = -36425.866703 nChanged 1 SP:Iteration 7Q (13.709951 sec): 3 clusters Score: Raw -38048.853264 + Penalty 1621.923543 = -36426.929721 nChanged 1 SP:Iteration 8Q (13.710791 sec): 3 clusters Score: Raw -38051.108433 + Penalty 1621.983842 = -36429.124591 nChanged 1 SP:Iteration 9Q (13.711633 sec): 3 clusters Score: Raw -38052.074948 + Penalty 1622.004325 = -36430.070622 nChanged 1 SP:Iteration 10F (13.712485 sec): 3 clusters Score: Raw -38052.348891 + Penalty 1622.001425 = -36430.347467 nChanged 1 SP:Iteration 11Q (13.713324 sec): 3 clusters Score: Raw -38055.096064 + Penalty 1622.090037 = -36433.006026 nChanged 1 SP:Iteration 12Q (13.714162 sec): 3 clusters Score: Raw -38056.452283 + Penalty 1622.090037 = -36434.362246 nChanged 0 SP:Iteration 13F (13.715013 sec): 3 clusters Score: Raw -38056.452283 + Penalty 1622.090037 = -36434.362246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.715956 sec): 2 clusters Score: Raw -1051.918601 + Penalty 362.870936 = -689.047664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.716194 sec): 3 clusters Score: Raw -1091.386656 + Penalty 718.780592 = -372.606064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 37 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.717004 sec): 2 clusters Score: Raw -2563.812012 + Penalty 372.635419 = -2191.176593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.717264 sec): 3 clusters Score: Raw -2577.563956 + Penalty 744.969518 = -1832.594438 nChanged 1 SP:Iteration 1Q (13.717516 sec): 3 clusters Score: Raw -2584.351969 + Penalty 744.969518 = -1839.382450 nChanged 0 SP:Iteration 2F (13.717771 sec): 3 clusters Score: Raw -2584.351969 + Penalty 744.969518 = -1839.382450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.718569 sec): 2 clusters Score: Raw -384.522044 + Penalty 177.610331 = -206.911714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.718779 sec): 3 clusters Score: Raw -377.894126 + Penalty 347.717718 = -30.176408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 39 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.719547 sec): 2 clusters Score: Raw -1303.949785 + Penalty 250.274340 = -1053.675445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.719781 sec): 3 clusters Score: Raw -1314.370281 + Penalty 497.064922 = -817.305359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.720837 sec): 2 clusters Score: Raw -11613.236052 + Penalty 637.259329 = -10975.976724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.721259 sec): 3 clusters Score: Raw -11659.502650 + Penalty 1274.620825 = -10384.881825 nChanged 5 SP:Iteration 1Q (13.721663 sec): 3 clusters Score: Raw -11676.845182 + Penalty 1274.814175 = -10402.031007 nChanged 1 SP:Iteration 2Q (13.722061 sec): 3 clusters Score: Raw -11678.095990 + Penalty 1274.814175 = -10403.281815 nChanged 0 SP:Iteration 3F (13.722472 sec): 3 clusters Score: Raw -11678.095990 + Penalty 1274.814175 = -10403.281815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 41 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.723305 sec): 2 clusters Score: Raw -1345.135717 + Penalty 249.242432 = -1095.893286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.723543 sec): 3 clusters Score: Raw -1352.080289 + Penalty 503.722826 = -848.357463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.724311 sec): 2 clusters Score: Raw -1424.407212 + Penalty 328.848242 = -1095.558971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.724547 sec): 3 clusters Score: Raw -1418.267876 + Penalty 657.031191 = -761.236686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.726324 sec): 2 clusters Score: Raw -36433.989756 + Penalty 759.436252 = -35674.553504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.727226 sec): 3 clusters Score: Raw -36326.659955 + Penalty 1518.640431 = -34808.019524 nChanged 86 SP:Iteration 1F (13.728115 sec): 3 clusters Score: Raw -36417.850770 + Penalty 1518.445366 = -34899.405404 nChanged 22 SP:Iteration 2F (13.729003 sec): 3 clusters Score: Raw -36437.765791 + Penalty 1518.152864 = -34919.612928 nChanged 8 SP:Iteration 3Q (13.729876 sec): 3 clusters Score: Raw -36454.865050 + Penalty 1518.153278 = -34936.711773 nChanged 10 SP:Iteration 4Q (13.730749 sec): 3 clusters Score: Raw -36466.142894 + Penalty 1518.389135 = -34947.753760 nChanged 6 SP:Iteration 5Q (13.731622 sec): 3 clusters Score: Raw -36472.209307 + Penalty 1518.503777 = -34953.705530 nChanged 2 SP:Iteration 6Q (13.732490 sec): 3 clusters Score: Raw -36473.945960 + Penalty 1518.623727 = -34955.322233 nChanged 2 SP:Iteration 7Q (13.733357 sec): 3 clusters Score: Raw -36475.884739 + Penalty 1518.784990 = -34957.099748 nChanged 3 SP:Iteration 8Q (13.734225 sec): 3 clusters Score: Raw -36477.618155 + Penalty 1518.961297 = -34958.656858 nChanged 2 SP:Iteration 9Q (13.735094 sec): 3 clusters Score: Raw -36479.194931 + Penalty 1518.961297 = -34960.233634 nChanged 0 SP:Iteration 10F (13.735980 sec): 3 clusters Score: Raw -36479.194931 + Penalty 1518.961297 = -34960.233634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.736843 sec): 2 clusters Score: Raw -598.661581 + Penalty 12.736579 = -585.925002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.737037 sec): 3 clusters Score: Raw -619.190135 + Penalty 23.913578 = -595.276557 nChanged 0 Score: Raw -1809825.701384 + Penalty 166143.728758 = -1643681.972626 Splitting cluster 44 changes total score from -1626844.310136 to -1643681.972626 So it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.274100 sec): 2 clusters Score: Raw -2150.675639 + Penalty 383.152047 = -1767.523592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.274410 sec): 3 clusters Score: Raw -2169.040688 + Penalty 761.355486 = -1407.685202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 46 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.275222 sec): 2 clusters Score: Raw -1979.890812 + Penalty 396.013130 = -1583.877682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.275467 sec): 3 clusters Score: Raw -1996.518437 + Penalty 796.282824 = -1200.235613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.276229 sec): 2 clusters Score: Raw -889.718283 + Penalty 217.000214 = -672.718069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.276459 sec): 3 clusters Score: Raw -897.713126 + Penalty 419.359182 = -478.353944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.277374 sec): 2 clusters Score: Raw -5599.557304 + Penalty 582.043370 = -5017.513934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.277697 sec): 3 clusters Score: Raw -5679.721815 + Penalty 1164.086739 = -4515.635076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.278489 sec): 2 clusters Score: Raw -1590.429793 + Penalty 345.848707 = -1244.581085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.278729 sec): 3 clusters Score: Raw -1589.231438 + Penalty 689.371709 = -899.859728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.279505 sec): 2 clusters Score: Raw -1502.872938 + Penalty 295.321939 = -1207.551000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.279744 sec): 3 clusters Score: Raw -1521.654945 + Penalty 612.083950 = -909.570996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.281284 sec): 2 clusters Score: Raw -24400.402340 + Penalty 497.027766 = -23903.374574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.281965 sec): 3 clusters Score: Raw -24308.665129 + Penalty 990.597367 = -23318.067762 nChanged 66 SP:Iteration 1F (15.282633 sec): 3 clusters Score: Raw -24371.338321 + Penalty 992.582527 = -23378.755794 nChanged 15 SP:Iteration 2F (15.283298 sec): 3 clusters Score: Raw -24389.549419 + Penalty 995.989353 = -23393.560066 nChanged 16 SP:Iteration 3F (15.283964 sec): 3 clusters Score: Raw -24402.236506 + Penalty 998.802328 = -23403.434178 nChanged 8 SP:Iteration 4Q (15.284618 sec): 3 clusters Score: Raw -24407.439059 + Penalty 999.824283 = -23407.614776 nChanged 2 SP:Iteration 5Q (15.285272 sec): 3 clusters Score: Raw -24408.434727 + Penalty 1000.335021 = -23408.099706 nChanged 1 SP:Iteration 6Q (15.285926 sec): 3 clusters Score: Raw -24408.654417 + Penalty 1000.335021 = -23408.319396 nChanged 0 SP:Iteration 7F (15.286610 sec): 3 clusters Score: Raw -24408.654417 + Penalty 1000.335021 = -23408.319396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 52 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.287614 sec): 2 clusters Score: Raw -5132.030134 + Penalty 495.147969 = -4636.882165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.287923 sec): 3 clusters Score: Raw -5161.302571 + Penalty 989.599156 = -4171.703414 nChanged 1 SP:Iteration 1Q (15.288221 sec): 3 clusters Score: Raw -5165.197572 + Penalty 989.599156 = -4175.598416 nChanged 0 SP:Iteration 2F (15.288518 sec): 3 clusters Score: Raw -5165.197572 + Penalty 989.599156 = -4175.598416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 53 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.289440 sec): 2 clusters Score: Raw -3735.772868 + Penalty 412.960183 = -3322.812684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.289718 sec): 3 clusters Score: Raw -3736.060423 + Penalty 824.469884 = -2911.590538 nChanged 2 SP:Iteration 1F (15.289995 sec): 3 clusters Score: Raw -3739.498499 + Penalty 824.469884 = -2915.028614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 54 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.290787 sec): 2 clusters Score: Raw -1847.864146 + Penalty 243.071891 = -1604.792255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.291030 sec): 3 clusters Score: Raw -1848.707707 + Penalty 488.650429 = -1360.057277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.292279 sec): 2 clusters Score: Raw -16875.610344 + Penalty 601.806092 = -16273.804251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.292801 sec): 3 clusters Score: Raw -16835.022540 + Penalty 1199.608647 = -15635.413893 nChanged 25 SP:Iteration 1F (15.293340 sec): 3 clusters Score: Raw -16871.060467 + Penalty 1199.620834 = -15671.439633 nChanged 12 SP:Iteration 2F (15.293856 sec): 3 clusters Score: Raw -16885.942640 + Penalty 1200.286743 = -15685.655896 nChanged 2 SP:Iteration 3Q (15.294367 sec): 3 clusters Score: Raw -16887.288176 + Penalty 1200.286743 = -15687.001432 nChanged 0 SP:Iteration 4F (15.294882 sec): 3 clusters Score: Raw -16887.288176 + Penalty 1200.286743 = -15687.001432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 56 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.295737 sec): 2 clusters Score: Raw -653.990064 + Penalty 194.410998 = -459.579066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.295964 sec): 3 clusters Score: Raw -652.648525 + Penalty 407.449043 = -245.199482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.296703 sec): 2 clusters Score: Raw -291.213665 + Penalty 129.870835 = -161.342829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.296913 sec): 3 clusters Score: Raw -281.574956 + Penalty 261.231488 = -20.343468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.297647 sec): 2 clusters Score: Raw -188.390469 + Penalty 74.722989 = -113.667480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.297839 sec): 2 clusters Score: Raw -188.390469 + Penalty 74.722989 = -113.667480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.298593 sec): 2 clusters Score: Raw -1181.382274 + Penalty 284.911203 = -896.471072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.298826 sec): 3 clusters Score: Raw -1175.908055 + Penalty 569.437839 = -606.470216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 60 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.299681 sec): 2 clusters Score: Raw -4306.905383 + Penalty 516.749923 = -3790.155459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.299975 sec): 3 clusters Score: Raw -4358.583957 + Penalty 1033.267571 = -3325.316386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.300744 sec): 2 clusters Score: Raw -483.489702 + Penalty 177.278736 = -306.210966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.300962 sec): 3 clusters Score: Raw -474.541015 + Penalty 363.085916 = -111.455099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.301709 sec): 2 clusters Score: Raw -437.877995 + Penalty 84.245086 = -353.632909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.301919 sec): 3 clusters Score: Raw -442.331101 + Penalty 160.443750 = -281.887351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.302646 sec): 2 clusters Score: Raw -90.346263 + Penalty 0.000000 = -90.346263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.302837 sec): 2 clusters Score: Raw -90.346263 + Penalty 0.000000 = -90.346263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.303638 sec): 2 clusters Score: Raw -3119.798053 + Penalty 468.354836 = -2651.443217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.303903 sec): 3 clusters Score: Raw -3163.768687 + Penalty 937.539955 = -2226.228732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.304672 sec): 2 clusters Score: Raw -1195.174132 + Penalty 207.102954 = -988.071178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.304903 sec): 3 clusters Score: Raw -1192.678065 + Penalty 412.046699 = -780.631366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 66 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.305695 sec): 2 clusters Score: Raw -2369.112279 + Penalty 411.173238 = -1957.939041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.305950 sec): 3 clusters Score: Raw -2394.648351 + Penalty 819.833833 = -1574.814519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 67 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.306752 sec): 2 clusters Score: Raw -2944.216561 + Penalty 458.482870 = -2485.733691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.307014 sec): 3 clusters Score: Raw -2976.265925 + Penalty 918.499288 = -2057.766637 nChanged 1 SP:Iteration 1Q (15.307261 sec): 3 clusters Score: Raw -2984.446307 + Penalty 918.499288 = -2065.947019 nChanged 0 SP:Iteration 2F (15.307516 sec): 3 clusters Score: Raw -2984.446307 + Penalty 918.499288 = -2065.947019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.308268 sec): 2 clusters Score: Raw -661.504310 + Penalty 180.733332 = -480.770978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.308488 sec): 3 clusters Score: Raw -656.943288 + Penalty 363.328249 = -293.615039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.309221 sec): 2 clusters Score: Raw -365.931840 + Penalty 133.675738 = -232.256102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.309434 sec): 3 clusters Score: Raw -363.150509 + Penalty 267.351477 = -95.799032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 71 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.310203 sec): 2 clusters Score: Raw -1665.003750 + Penalty 295.404187 = -1369.599563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.310460 sec): 3 clusters Score: Raw -1676.995981 + Penalty 590.808374 = -1086.187607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.311213 sec): 2 clusters Score: Raw -724.324219 + Penalty 187.351344 = -536.972874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.311432 sec): 3 clusters Score: Raw -723.457504 + Penalty 338.311460 = -385.146045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.312191 sec): 2 clusters Score: Raw -1132.438839 + Penalty 239.859882 = -892.578957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.312421 sec): 3 clusters Score: Raw -1135.349541 + Penalty 489.633516 = -645.716025 nChanged 1 SP:Iteration 1F (15.312646 sec): 3 clusters Score: Raw -1139.409219 + Penalty 489.633516 = -649.775703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.313465 sec): 2 clusters Score: Raw -3053.419459 + Penalty 220.579135 = -2832.840324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.313736 sec): 3 clusters Score: Raw -3060.509110 + Penalty 439.698274 = -2620.810835 nChanged 2 SP:Iteration 1F (15.314000 sec): 3 clusters Score: Raw -3067.401337 + Penalty 439.698274 = -2627.703062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.314759 sec): 2 clusters Score: Raw -954.706512 + Penalty 255.620263 = -699.086249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.314984 sec): 3 clusters Score: Raw -954.600960 + Penalty 503.847506 = -450.753454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.315785 sec): 2 clusters Score: Raw -2762.659127 + Penalty 279.098964 = -2483.560163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.316049 sec): 3 clusters Score: Raw -2770.746515 + Penalty 559.401031 = -2211.345484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.316820 sec): 2 clusters Score: Raw -1607.586239 + Penalty 268.547937 = -1339.038302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.317059 sec): 3 clusters Score: Raw -1608.084239 + Penalty 541.863748 = -1066.220491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.317796 sec): 2 clusters Score: Raw -372.390607 + Penalty 130.021121 = -242.369485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.318010 sec): 3 clusters Score: Raw -366.260332 + Penalty 260.042243 = -106.218089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 79 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.318781 sec): 2 clusters Score: Raw -1786.815594 + Penalty 344.503828 = -1442.311766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.319025 sec): 3 clusters Score: Raw -1810.816929 + Penalty 699.347581 = -1111.469348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.319760 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.319967 sec): 3 clusters Score: Raw -359.344526 + Penalty 60.183973 = -299.160552 nChanged 1 SP:Iteration 1F (15.320176 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.320940 sec): 2 clusters Score: Raw -822.372335 + Penalty 216.980886 = -605.391449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.321164 sec): 3 clusters Score: Raw -826.469737 + Penalty 430.922431 = -395.547306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.321928 sec): 2 clusters Score: Raw -1059.474880 + Penalty 248.017421 = -811.457458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.322155 sec): 3 clusters Score: Raw -1062.166581 + Penalty 504.367123 = -557.799458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.322941 sec): 2 clusters Score: Raw -2284.402895 + Penalty 388.195336 = -1896.207559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.323193 sec): 3 clusters Score: Raw -2304.243206 + Penalty 787.923721 = -1516.319484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 86 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.323971 sec): 2 clusters Score: Raw -1901.567860 + Penalty 359.535410 = -1542.032450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.324215 sec): 3 clusters Score: Raw -1912.519866 + Penalty 719.019724 = -1193.500141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.324955 sec): 2 clusters Score: Raw -481.871371 + Penalty 189.252337 = -292.619034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.325170 sec): 3 clusters Score: Raw -474.983677 + Penalty 354.668895 = -120.314782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.325914 sec): 2 clusters Score: Raw -756.773865 + Penalty 204.445163 = -552.328702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.326134 sec): 3 clusters Score: Raw -753.359653 + Penalty 408.890325 = -344.469328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.326869 sec): 2 clusters Score: Raw -386.939528 + Penalty 151.524910 = -235.414618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.327083 sec): 3 clusters Score: Raw -376.980918 + Penalty 303.049820 = -73.931098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.327839 sec): 2 clusters Score: Raw -1156.317789 + Penalty 264.269252 = -892.048537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.328069 sec): 3 clusters Score: Raw -1158.162943 + Penalty 528.538504 = -629.624439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.328814 sec): 2 clusters Score: Raw -647.474810 + Penalty 175.547657 = -471.927153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.329033 sec): 3 clusters Score: Raw -646.714417 + Penalty 350.582999 = -296.131418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.329766 sec): 2 clusters Score: Raw -376.417015 + Penalty 119.005118 = -257.411898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.329994 sec): 3 clusters Score: Raw -369.275067 + Penalty 238.010235 = -131.264832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 94 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.330777 sec): 2 clusters Score: Raw -2040.653095 + Penalty 361.504071 = -1679.149024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.331026 sec): 3 clusters Score: Raw -2059.236604 + Penalty 723.155275 = -1336.081329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 95 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.331813 sec): 2 clusters Score: Raw -1481.323079 + Penalty 301.495693 = -1179.827386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.332051 sec): 3 clusters Score: Raw -1476.079659 + Penalty 606.928719 = -869.150940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.332815 sec): 2 clusters Score: Raw -1399.496738 + Penalty 316.892640 = -1082.604098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.333048 sec): 3 clusters Score: Raw -1398.868364 + Penalty 633.785280 = -765.083084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.333795 sec): 2 clusters Score: Raw -686.434258 + Penalty 225.515736 = -460.918523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.334016 sec): 3 clusters Score: Raw -680.708849 + Penalty 455.882258 = -224.826591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.334804 sec): 2 clusters Score: Raw -2372.098128 + Penalty 409.664823 = -1962.433305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.335058 sec): 3 clusters Score: Raw -2382.185111 + Penalty 819.329646 = -1562.855465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 99 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.335845 sec): 2 clusters Score: Raw -2245.650904 + Penalty 398.304614 = -1847.346290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.336096 sec): 3 clusters Score: Raw -2275.914209 + Penalty 797.479764 = -1478.434444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 101 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.336889 sec): 2 clusters Score: Raw -2724.173316 + Penalty 440.163617 = -2284.009698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.337146 sec): 3 clusters Score: Raw -2749.109665 + Penalty 879.952794 = -1869.156871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 102 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.337898 sec): 2 clusters Score: Raw -844.927764 + Penalty 222.517638 = -622.410126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.338121 sec): 3 clusters Score: Raw -850.656750 + Penalty 444.226374 = -406.430377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.338880 sec): 2 clusters Score: Raw -1157.791430 + Penalty 322.352118 = -835.439312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.339110 sec): 3 clusters Score: Raw -1158.035911 + Penalty 659.604245 = -498.431666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.339866 sec): 2 clusters Score: Raw -473.627192 + Penalty 142.630284 = -330.996909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.340080 sec): 3 clusters Score: Raw -468.856422 + Penalty 142.630284 = -326.226138 nChanged 1 SP:Iteration 1F (15.340275 sec): 2 clusters Score: Raw -473.627192 + Penalty 142.630284 = -330.996909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.341047 sec): 2 clusters Score: Raw -1626.702892 + Penalty 363.401991 = -1263.300901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.341284 sec): 3 clusters Score: Raw -1620.563122 + Penalty 737.183184 = -883.379937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 106 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.342081 sec): 2 clusters Score: Raw -2531.389705 + Penalty 294.163903 = -2237.225802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.342339 sec): 3 clusters Score: Raw -2532.456574 + Penalty 586.205075 = -1946.251500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.343091 sec): 2 clusters Score: Raw -763.027951 + Penalty 233.795708 = -529.232243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.343314 sec): 3 clusters Score: Raw -756.932852 + Penalty 452.651188 = -304.281664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 109 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.344087 sec): 2 clusters Score: Raw -1920.644370 + Penalty 375.512916 = -1545.131453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.344330 sec): 3 clusters Score: Raw -1927.691330 + Penalty 751.102973 = -1176.588357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 110 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.345077 sec): 2 clusters Score: Raw -691.203928 + Penalty 234.106934 = -457.096995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.345298 sec): 3 clusters Score: Raw -680.518001 + Penalty 463.277034 = -217.240968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 113 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.346073 sec): 2 clusters Score: Raw -1744.075314 + Penalty 302.132075 = -1441.943239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.346317 sec): 3 clusters Score: Raw -1739.455960 + Penalty 605.738353 = -1133.717607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 114 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.347179 sec): 2 clusters Score: Raw -3769.346450 + Penalty 451.702649 = -3317.643801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.347461 sec): 3 clusters Score: Raw -3806.162109 + Penalty 903.963940 = -2902.198169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.348216 sec): 2 clusters Score: Raw -752.600593 + Penalty 189.657727 = -562.942865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.348437 sec): 3 clusters Score: Raw -748.236881 + Penalty 379.315455 = -368.921427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.349188 sec): 2 clusters Score: Raw -1148.090457 + Penalty 313.229160 = -834.861296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.349418 sec): 3 clusters Score: Raw -1130.965906 + Penalty 624.072220 = -506.893686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.350195 sec): 2 clusters Score: Raw -491.661428 + Penalty 184.978202 = -306.683225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.350414 sec): 3 clusters Score: Raw -480.642679 + Penalty 368.707189 = -111.935490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.351184 sec): 2 clusters Score: Raw -1615.943524 + Penalty 387.871076 = -1228.072448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.351421 sec): 3 clusters Score: Raw -1629.714667 + Penalty 771.620548 = -858.094119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.352162 sec): 2 clusters Score: Raw -476.668741 + Penalty 189.323124 = -287.345617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.352377 sec): 3 clusters Score: Raw -470.865776 + Penalty 377.595963 = -93.269813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.353136 sec): 2 clusters Score: Raw -1079.610121 + Penalty 279.155839 = -800.454282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.353364 sec): 3 clusters Score: Raw -1077.403712 + Penalty 557.186014 = -520.217698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.354105 sec): 2 clusters Score: Raw -278.852288 + Penalty 101.710909 = -177.141379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.354314 sec): 3 clusters Score: Raw -272.685341 + Penalty 209.508776 = -63.176565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.355051 sec): 2 clusters Score: Raw -549.826516 + Penalty 160.956326 = -388.870189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.355270 sec): 3 clusters Score: Raw -548.468254 + Penalty 321.912652 = -226.555601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 124 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.356026 sec): 2 clusters Score: Raw -1006.063392 + Penalty 294.077056 = -711.986336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.356251 sec): 3 clusters Score: Raw -999.525010 + Penalty 575.170038 = -424.354971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.356985 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.357181 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 127 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.357941 sec): 2 clusters Score: Raw -1399.178903 + Penalty 338.575264 = -1060.603639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.358176 sec): 3 clusters Score: Raw -1403.932689 + Penalty 670.585983 = -733.346706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 128 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.358963 sec): 2 clusters Score: Raw -2501.306961 + Penalty 498.373973 = -2002.932988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.359236 sec): 3 clusters Score: Raw -2580.903742 + Penalty 1000.215662 = -1580.688080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.359978 sec): 2 clusters Score: Raw -374.748705 + Penalty 129.280151 = -245.468555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.360190 sec): 3 clusters Score: Raw -366.821701 + Penalty 271.496440 = -95.325261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.360916 sec): 2 clusters Score: Raw -89.477616 + Penalty 0.000000 = -89.477616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.361106 sec): 2 clusters Score: Raw -89.477616 + Penalty 0.000000 = -89.477616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.361849 sec): 2 clusters Score: Raw -705.072848 + Penalty 230.607743 = -474.465105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.362068 sec): 3 clusters Score: Raw -692.436616 + Penalty 461.907164 = -230.529452 nChanged 1 SP:Iteration 1F (15.362284 sec): 3 clusters Score: Raw -693.885145 + Penalty 461.907164 = -231.977981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.363032 sec): 2 clusters Score: Raw -888.883217 + Penalty 261.489997 = -627.393220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.363255 sec): 3 clusters Score: Raw -884.780238 + Penalty 525.211751 = -359.568488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.364029 sec): 2 clusters Score: Raw -1640.929383 + Penalty 256.783316 = -1384.146067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.364270 sec): 3 clusters Score: Raw -1643.231845 + Penalty 514.518405 = -1128.713440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.365029 sec): 2 clusters Score: Raw -1194.455964 + Penalty 276.508193 = -917.947771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.365259 sec): 3 clusters Score: Raw -1186.583016 + Penalty 550.601653 = -635.981364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.365990 sec): 2 clusters Score: Raw -365.673700 + Penalty 81.802279 = -283.871421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.366196 sec): 3 clusters Score: Raw -361.238476 + Penalty 171.648487 = -189.589990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.366923 sec): 2 clusters Score: Raw -185.871832 + Penalty 63.561347 = -122.310485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.367130 sec): 3 clusters Score: Raw -177.880107 + Penalty 127.122695 = -50.757412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.367858 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.368048 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.368812 sec): 2 clusters Score: Raw -977.341624 + Penalty 268.644057 = -708.697567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.369037 sec): 3 clusters Score: Raw -977.326233 + Penalty 533.881251 = -443.444982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.369779 sec): 2 clusters Score: Raw -470.547502 + Penalty 180.783431 = -289.764071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.369992 sec): 3 clusters Score: Raw -463.897550 + Penalty 367.888949 = -96.008602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 145 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.370745 sec): 2 clusters Score: Raw -1003.400550 + Penalty 285.716889 = -717.683662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.370969 sec): 3 clusters Score: Raw -996.769302 + Penalty 571.051930 = -425.717373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.371694 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.371880 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.372621 sec): 2 clusters Score: Raw -692.325403 + Penalty 245.863719 = -446.461684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.372842 sec): 3 clusters Score: Raw -685.011445 + Penalty 495.830605 = -189.180840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.373574 sec): 2 clusters Score: Raw -399.032605 + Penalty 172.688721 = -226.343884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.373787 sec): 3 clusters Score: Raw -387.231481 + Penalty 323.425731 = -63.805750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.374514 sec): 2 clusters Score: Raw -467.091716 + Penalty 18.494295 = -448.597421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.374710 sec): 3 clusters Score: Raw -478.730818 + Penalty 32.220841 = -446.509977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.375436 sec): 2 clusters Score: Raw -188.159910 + Penalty 73.671207 = -114.488703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.375644 sec): 3 clusters Score: Raw -179.760670 + Penalty 147.342414 = -32.418256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.376367 sec): 2 clusters Score: Raw -92.793135 + Penalty 0.000000 = -92.793135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.376557 sec): 2 clusters Score: Raw -92.793135 + Penalty 0.000000 = -92.793135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 158 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.377309 sec): 2 clusters Score: Raw -1102.303391 + Penalty 310.145574 = -792.157817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.377538 sec): 3 clusters Score: Raw -1091.555633 + Penalty 618.382722 = -473.172911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.378283 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.378490 sec): 3 clusters Score: Raw -266.457186 + Penalty 106.692273 = -159.764913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 161 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.379236 sec): 2 clusters Score: Raw -488.019595 + Penalty 189.136854 = -298.882740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.379453 sec): 3 clusters Score: Raw -477.200203 + Penalty 381.423543 = -95.776660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.380184 sec): 2 clusters Score: Raw -92.914104 + Penalty 0.000000 = -92.914104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.380374 sec): 2 clusters Score: Raw -92.914104 + Penalty 0.000000 = -92.914104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.381112 sec): 2 clusters Score: Raw -390.804001 + Penalty 155.757220 = -235.046781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.381324 sec): 3 clusters Score: Raw -379.298468 + Penalty 311.514439 = -67.784029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.382053 sec): 2 clusters Score: Raw -93.042140 + Penalty 0.000000 = -93.042140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.382240 sec): 2 clusters Score: Raw -93.042140 + Penalty 0.000000 = -93.042140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 168 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.382976 sec): 2 clusters Score: Raw -461.105916 + Penalty 163.178345 = -297.927571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.383189 sec): 3 clusters Score: Raw -457.272103 + Penalty 330.138815 = -127.133288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 169 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.384026 sec): 2 clusters Score: Raw -3618.337622 + Penalty 212.015832 = -3406.321790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.384315 sec): 3 clusters Score: Raw -3622.733270 + Penalty 424.767901 = -3197.965369 nChanged 3 SP:Iteration 1F (15.384602 sec): 3 clusters Score: Raw -3628.789991 + Penalty 429.808358 = -3198.981633 nChanged 2 SP:Iteration 2Q (15.384882 sec): 3 clusters Score: Raw -3634.513613 + Penalty 429.808358 = -3204.705255 nChanged 0 SP:Iteration 3F (15.385167 sec): 3 clusters Score: Raw -3634.513613 + Penalty 429.808358 = -3204.705255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.385914 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.386101 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.386840 sec): 2 clusters Score: Raw -356.773727 + Penalty 93.756685 = -263.017042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.387054 sec): 3 clusters Score: Raw -360.109618 + Penalty 187.513370 = -172.596247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.387796 sec): 2 clusters Score: Raw -187.223282 + Penalty 76.634044 = -110.589238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.388000 sec): 3 clusters Score: Raw -181.279305 + Penalty 153.268089 = -28.011216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.388736 sec): 2 clusters Score: Raw -300.827691 + Penalty 142.411553 = -158.416138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.388946 sec): 3 clusters Score: Raw -287.506462 + Penalty 295.072960 = 7.566497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.389677 sec): 2 clusters Score: Raw -294.184815 + Penalty 131.909206 = -162.275608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.389887 sec): 3 clusters Score: Raw -282.041797 + Penalty 266.744913 = -15.296884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.390602 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.390785 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.391515 sec): 2 clusters Score: Raw -400.060734 + Penalty 176.442801 = -223.617933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.391731 sec): 3 clusters Score: Raw -385.521920 + Penalty 352.885602 = -32.636318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.392450 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.392637 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.393361 sec): 2 clusters Score: Raw -92.762940 + Penalty 0.000000 = -92.762940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.393550 sec): 2 clusters Score: Raw -92.762940 + Penalty 0.000000 = -92.762940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.394270 sec): 2 clusters Score: Raw -90.567335 + Penalty 0.000000 = -90.567335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.394459 sec): 2 clusters Score: Raw -90.567335 + Penalty 0.000000 = -90.567335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.395185 sec): 2 clusters Score: Raw -180.517234 + Penalty 63.705126 = -116.812108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.395384 sec): 3 clusters Score: Raw -178.430899 + Penalty 127.410253 = -51.020646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.396093 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.396273 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.397000 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.397182 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.397909 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.398100 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.398821 sec): 2 clusters Score: Raw -92.265967 + Penalty 0.000000 = -92.265967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.399012 sec): 2 clusters Score: Raw -92.265967 + Penalty 0.000000 = -92.265967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.399731 sec): 2 clusters Score: Raw -91.606573 + Penalty 0.000000 = -91.606573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.399923 sec): 2 clusters Score: Raw -91.606573 + Penalty 0.000000 = -91.606573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 204 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.400743 sec): 2 clusters Score: Raw -2924.164848 + Penalty 164.869264 = -2759.295585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.401017 sec): 3 clusters Score: Raw -2926.719639 + Penalty 332.390235 = -2594.329403 nChanged 3 SP:Iteration 1F (15.401285 sec): 3 clusters Score: Raw -2928.074296 + Penalty 332.390235 = -2595.684061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.402020 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.402210 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 Deleting Class 118 (16 points): Lose 83.437791 but Gain 1390.631388 Iteration 20F (16.971253 sec): 163 clusters Score: Raw -1792940.173548 + Penalty 164840.157974 = -1628100.015574 nChanged 57 Deleting Class 163 (1 points): Lose 6.556140 but Gain 1309.917445 Iteration 21Q (17.082148 sec): 162 clusters Score: Raw -1792983.170670 + Penalty 163555.025030 = -1629428.145639 nChanged 45 Deleting Class 128 (25 points): Lose 239.051696 but Gain 1539.080074 Iteration 22Q (17.196380 sec): 161 clusters Score: Raw -1792774.780384 + Penalty 162038.203086 = -1630736.577297 nChanged 54 Deleting Class 190 (1 points): Lose 22.830905 but Gain 1319.604011 Iteration 23Q (17.306010 sec): 160 clusters Score: Raw -1792822.311733 + Penalty 160733.466924 = -1632088.844809 nChanged 31 Deleting Class 155 (1 points): Lose 12.290647 but Gain 1295.954904 Iteration 24Q (17.415112 sec): 159 clusters Score: Raw -1792831.332685 + Penalty 159441.972514 = -1633389.360171 nChanged 23 Deleting Class 176 (3 points): Lose 34.164717 but Gain 1288.578424 Iteration 25Q (17.522323 sec): 158 clusters Score: Raw -1792823.891258 + Penalty 158157.448035 = -1634666.443223 nChanged 29 Deleting Class 116 (11 points): Lose 47.862227 but Gain 1298.500316 Iteration 26Q (17.633718 sec): 157 clusters Score: Raw -1792795.565440 + Penalty 156861.407730 = -1635934.157710 nChanged 49 Deleting Class 181 (5 points): Lose 47.597777 but Gain 1292.759037 Iteration 27Q (17.741536 sec): 156 clusters Score: Raw -1792786.523416 + Penalty 155585.121274 = -1637201.402142 nChanged 53 Deleting Class 46 (19 points): Lose 79.329531 but Gain 1309.141636 Iteration 28Q (17.849470 sec): 155 clusters Score: Raw -1792749.968817 + Penalty 154347.408751 = -1638402.560067 nChanged 50 Deleting Class 148 (7 points): Lose 28.277739 but Gain 1255.977179 Iteration 29Q (17.957547 sec): 154 clusters Score: Raw -1792782.839175 + Penalty 153109.206442 = -1639673.632733 nChanged 33 Deleting Class 105 (16 points): Lose 75.648078 but Gain 1302.902552 Iteration 30F (19.426106 sec): 153 clusters Score: Raw -1792733.379785 + Penalty 151846.130120 = -1640887.249666 nChanged 31 Deleting Class 98 (22 points): Lose 78.848247 but Gain 1301.427194 Iteration 31Q (19.533970 sec): 152 clusters Score: Raw -1792699.485560 + Penalty 150599.372033 = -1642100.113526 nChanged 38 Deleting Class 38 (4 points): Lose 53.344560 but Gain 1273.570090 Iteration 32Q (19.643410 sec): 151 clusters Score: Raw -1792696.369054 + Penalty 148289.144474 = -1644407.224580 nChanged 21 Deleting Class 149 (4 points): Lose 21.000691 but Gain 1238.279263 Iteration 33Q (19.753639 sec): 149 clusters Score: Raw -1792701.852570 + Penalty 147056.279522 = -1645645.573048 nChanged 20 Deleting Class 66 (24 points): Lose 83.115280 but Gain 1299.703228 Iteration 34Q (19.860876 sec): 148 clusters Score: Raw -1792635.675690 + Penalty 145832.930356 = -1646802.745334 nChanged 53 Deleting Class 127 (12 points): Lose 58.767424 but Gain 1273.358070 Iteration 35Q (19.968500 sec): 147 clusters Score: Raw -1792631.780551 + Penalty 144571.246236 = -1648060.534315 nChanged 44 Deleting Class 48 (60 points): Lose 210.944061 but Gain 1423.839970 Iteration 36Q (20.074561 sec): 146 clusters Score: Raw -1792463.353606 + Penalty 143347.820977 = -1649115.532629 nChanged 87 Deleting Class 64 (30 points): Lose 134.617965 but Gain 1346.495809 Iteration 37Q (20.183666 sec): 145 clusters Score: Raw -1792482.207997 + Penalty 142054.006446 = -1650428.201550 nChanged 64 Deleting Class 158 (11 points): Lose 75.328224 but Gain 1285.717222 Iteration 38Q (20.290306 sec): 144 clusters Score: Raw -1792485.080201 + Penalty 140792.935001 = -1651692.145200 nChanged 39 Deleting Class 67 (30 points): Lose 150.728905 but Gain 1359.800233 Iteration 39Q (20.394644 sec): 143 clusters Score: Raw -1792385.651300 + Penalty 139465.004830 = -1652920.646470 nChanged 43 Deleting Class 101 (27 points): Lose 119.319776 but Gain 1327.573332 Iteration 40F (21.766530 sec): 142 clusters Score: Raw -1792333.281860 + Penalty 138184.753129 = -1654148.528731 nChanged 43 Deleting Class 103 (16 points): Lose 109.116706 but Gain 1310.994019 Iteration 41Q (21.871046 sec): 141 clusters Score: Raw -1792303.235998 + Penalty 136998.811816 = -1655304.424182 nChanged 38 Deleting Class 145 (11 points): Lose 37.417542 but Gain 1230.263924 Iteration 42Q (21.974644 sec): 140 clusters Score: Raw -1792337.399705 + Penalty 135808.658148 = -1656528.741556 nChanged 22 Deleting Class 42 (16 points): Lose 51.566609 but Gain 1243.878117 Iteration 43Q (22.078341 sec): 139 clusters Score: Raw -1792325.322767 + Penalty 134558.033968 = -1657767.288799 nChanged 21 Deleting Class 60 (43 points): Lose 175.978255 but Gain 1365.727533 Iteration 44Q (22.181969 sec): 138 clusters Score: Raw -1792172.184622 + Penalty 133219.452214 = -1658952.732409 nChanged 50 Deleting Class 178 (3 points): Lose 4.855812 but Gain 1193.550335 Iteration 45Q (22.284962 sec): 137 clusters Score: Raw -1792256.125737 + Penalty 131951.455148 = -1660304.670589 nChanged 18 Deleting Class 109 (20 points): Lose 88.802791 but Gain 1275.034479 Iteration 46Q (22.385449 sec): 136 clusters Score: Raw -1792179.850336 + Penalty 130772.794979 = -1661407.055357 nChanged 23 Deleting Class 110 (9 points): Lose 56.762234 but Gain 1242.416690 Iteration 47Q (22.486219 sec): 135 clusters Score: Raw -1792157.249613 + Penalty 129582.011899 = -1662575.237715 nChanged 17 Deleting Class 49 (18 points): Lose 85.258769 but Gain 1267.870180 Iteration 48Q (22.589137 sec): 134 clusters Score: Raw -1792100.130818 + Penalty 128388.109830 = -1663712.020988 nChanged 26 Deleting Class 57 (3 points): Lose 11.488947 but Gain 1175.106603 Iteration 49Q (22.688158 sec): 133 clusters Score: Raw -1792135.560534 + Penalty 127247.728263 = -1664887.832271 nChanged 9 Deleting Class 96 (15 points): Lose 62.686075 but Gain 1224.816750 Iteration 50F (23.949473 sec): 132 clusters Score: Raw -1792087.493398 + Penalty 126042.527730 = -1666044.965668 nChanged 19 Deleting Class 20 (7 points): Lose 34.311584 but Gain 1197.130826 Iteration 51Q (24.047959 sec): 131 clusters Score: Raw -1792083.839297 + Penalty 124871.928555 = -1667211.910742 nChanged 13 Deleting Class 86 (21 points): Lose 74.286934 but Gain 1236.185600 Iteration 52Q (24.148055 sec): 130 clusters Score: Raw -1792036.689592 + Penalty 123654.601785 = -1668382.087806 nChanged 25 Deleting Class 36 (11 points): Lose 343.013637 but Gain 1504.291698 Iteration 53Q (24.246184 sec): 129 clusters Score: Raw -1791732.248001 + Penalty 122128.923760 = -1669603.324241 nChanged 14 Deleting Class 165 (1 points): Lose 90.611316 but Gain 1249.304228 Iteration 54Q (24.344035 sec): 128 clusters Score: Raw -1791664.703877 + Penalty 120901.113853 = -1670763.590024 nChanged 3 Deleting Class 90 (1 points): Lose 2.638099 but Gain 1163.867862 Iteration 55Q (24.438883 sec): 127 clusters Score: Raw -1791663.725481 + Penalty 119787.399103 = -1671876.326377 nChanged 3 Deleting Class 201 (1 points): Lose 13.831316 but Gain 1172.291901 Iteration 56Q (24.533897 sec): 126 clusters Score: Raw -1791654.280153 + Penalty 118619.212441 = -1673035.067713 nChanged 2 Deleting Class 63 (1 points): Lose 6.027063 but Gain 1161.973061 Iteration 57Q (24.629653 sec): 125 clusters Score: Raw -1791651.237265 + Penalty 117456.940033 = -1674194.297232 nChanged 1 Deleting Class 132 (7 points): Lose 24.600732 but Gain 1178.043118 Iteration 58Q (24.728352 sec): 124 clusters Score: Raw -1791628.656817 + Penalty 116279.456848 = -1675349.199968 nChanged 7 Deleting Class 124 (25 points): Lose 131.032753 but Gain 1282.622204 Iteration 59Q (24.826817 sec): 123 clusters Score: Raw -1791506.397977 + Penalty 115047.188969 = -1676459.209008 nChanged 26 Deleting Class 164 (5 points): Lose 23.045439 but Gain 1170.028130 Iteration 60F (25.989382 sec): 122 clusters Score: Raw -1791523.605882 + Penalty 113893.631395 = -1677629.974488 nChanged 17 Deleting Class 144 (5 points): Lose 24.293154 but Gain 1169.765302 Iteration 61Q (26.085967 sec): 121 clusters Score: Raw -1791514.985772 + Penalty 112727.575410 = -1678787.410362 nChanged 14 Deleting Class 134 (9 points): Lose 39.448798 but Gain 1183.016266 Iteration 62Q (26.181251 sec): 120 clusters Score: Raw -1791490.007786 + Penalty 111563.228413 = -1679926.779374 nChanged 14 Deleting Class 88 (5 points): Lose 26.747030 but Gain 1168.899326 Iteration 63Q (26.275271 sec): 119 clusters Score: Raw -1791483.821942 + Penalty 110408.684145 = -1681075.137797 nChanged 12 Deleting Class 99 (24 points): Lose 133.184599 but Gain 1273.962205 Iteration 64Q (26.368599 sec): 118 clusters Score: Raw -1791367.991192 + Penalty 109190.468689 = -1682177.522503 nChanged 32 Deleting Class 114 (38 points): Lose 117.601103 but Gain 1252.919624 Iteration 65Q (26.462257 sec): 117 clusters Score: Raw -1791310.973773 + Penalty 107982.486975 = -1683328.486798 nChanged 46 Deleting Class 12 (18 points): Lose 90.569512 but Gain 1225.332088 Iteration 66Q (26.555951 sec): 116 clusters Score: Raw -1791293.731596 + Penalty 106822.772604 = -1684470.958991 nChanged 27 Deleting Class 117 (5 points): Lose 9.319767 but Gain 1142.500534 Iteration 67Q (26.648896 sec): 115 clusters Score: Raw -1791326.727869 + Penalty 105664.899975 = -1685661.827894 nChanged 13 Deleting Class 97 (8 points): Lose 35.806932 but Gain 1168.920308 Iteration 68Q (26.740217 sec): 114 clusters Score: Raw -1791306.694017 + Penalty 104495.867196 = -1686810.826821 nChanged 11 Deleting Class 45 (20 points): Lose 101.452882 but Gain 1234.741026 Iteration 69Q (26.832211 sec): 113 clusters Score: Raw -1791220.069764 + Penalty 103318.258715 = -1687901.811049 nChanged 25 Deleting Class 83 (23 points): Lose 106.522956 but Gain 1230.706214 Iteration 70F (27.893572 sec): 112 clusters Score: Raw -1791153.080772 + Penalty 102200.128798 = -1688952.951973 nChanged 35 Deleting Class 121 (11 points): Lose 33.128569 but Gain 1157.248401 Iteration 71Q (27.992501 sec): 111 clusters Score: Raw -1791183.299308 + Penalty 101053.977726 = -1690129.321582 nChanged 24 Deleting Class 3 (50 points): Lose 191.853425 but Gain 1309.838139 Iteration 72Q (28.086711 sec): 110 clusters Score: Raw -1791012.924750 + Penalty 99813.634337 = -1691199.290413 nChanged 61 Deleting Class 94 (29 points): Lose 110.464716 but Gain 1222.214841 Iteration 73Q (28.180863 sec): 109 clusters Score: Raw -1791005.098128 + Penalty 98672.779165 = -1692332.318963 nChanged 47 Deleting Class 59 (14 points): Lose 67.455248 but Gain 1171.985386 Iteration 74Q (28.273818 sec): 108 clusters Score: Raw -1791009.153746 + Penalty 97521.950351 = -1693487.203396 nChanged 32 Deleting Class 161 (4 points): Lose 19.626331 but Gain 1119.709291 Iteration 75Q (28.365669 sec): 107 clusters Score: Raw -1791029.374767 + Penalty 96467.462224 = -1694561.912544 nChanged 24 Deleting Class 136 (7 points): Lose 25.434761 but Gain 1117.198075 Iteration 76Q (28.455652 sec): 106 clusters Score: Raw -1791039.348885 + Penalty 95364.052497 = -1695675.296388 nChanged 23 Deleting Class 143 (9 points): Lose 42.864792 but Gain 1134.568528 Iteration 77Q (28.545598 sec): 105 clusters Score: Raw -1791019.261562 + Penalty 94272.356354 = -1696746.905208 nChanged 19 Deleting Class 203 (1 points): Lose 11.040988 but Gain 1091.060700 Iteration 78Q (28.635737 sec): 104 clusters Score: Raw -1791038.099307 + Penalty 93189.759659 = -1697848.339648 nChanged 10 Deleting Class 19 (133 points): Lose 360.871402 but Gain 1439.251791 Iteration 79Q (28.724287 sec): 103 clusters Score: Raw -1790686.405322 + Penalty 91783.885106 = -1698902.520216 nChanged 140 Deleting Class 75 (12 points): Lose 57.592686 but Gain 1136.273295 Iteration 80F (29.696400 sec): 102 clusters Score: Raw -1790822.305738 + Penalty 90706.221937 = -1700116.083801 nChanged 34 Deleting Class 192 (1 points): Lose 3.415411 but Gain 1079.886294 Iteration 81Q (29.784111 sec): 101 clusters Score: Raw -1790857.333831 + Penalty 89543.161149 = -1701314.172682 nChanged 25 Deleting Class 52 (55 points): Lose 174.368087 but Gain 1249.271603 Iteration 82Q (29.872910 sec): 100 clusters Score: Raw -1790701.291839 + Penalty 88289.515965 = -1702411.775874 nChanged 72 Deleting Class 24 (7 points): Lose 27.342298 but Gain 1099.857267 Iteration 83Q (29.962620 sec): 99 clusters Score: Raw -1790761.024810 + Penalty 87209.970481 = -1703551.054329 nChanged 35 Deleting Class 108 (8 points): Lose 47.246611 but Gain 1117.634767 Iteration 84Q (30.050294 sec): 98 clusters Score: Raw -1790737.526003 + Penalty 86154.304833 = -1704583.221170 nChanged 26 Deleting Class 58 (2 points): Lose 5.028535 but Gain 1071.615188 Iteration 85Q (30.136532 sec): 97 clusters Score: Raw -1790761.353665 + Penalty 85100.257916 = -1705661.095749 nChanged 16 Deleting Class 61 (5 points): Lose 30.431159 but Gain 1094.945501 Iteration 86Q (30.221041 sec): 96 clusters Score: Raw -1790745.911138 + Penalty 84038.166592 = -1706707.744545 nChanged 14 Deleting Class 79 (19 points): Lose 87.438057 but Gain 1149.507767 Iteration 87Q (30.305537 sec): 95 clusters Score: Raw -1790681.457479 + Penalty 82972.925770 = -1707708.531709 nChanged 25 Deleting Class 31 (8 points): Lose 21.678610 but Gain 1080.398771 Iteration 88Q (30.389313 sec): 94 clusters Score: Raw -1790715.927668 + Penalty 81910.777079 = -1708805.150589 nChanged 16 Deleting Class 10 (15 points): Lose 80.525804 but Gain 1139.019779 Iteration 89Q (30.473592 sec): 93 clusters Score: Raw -1790653.071373 + Penalty 80836.916573 = -1709816.154800 nChanged 20 Deleting Class 168 (7 points): Lose 43.592670 but Gain 1100.462811 Iteration 90F (31.345634 sec): 92 clusters Score: Raw -1790652.960227 + Penalty 79825.644291 = -1710827.315936 nChanged 13 Deleting Class 151 (2 points): Lose 1.615224 but Gain 1056.531403 Iteration 91Q (31.428405 sec): 91 clusters Score: Raw -1790681.073812 + Penalty 78775.665334 = -1711905.408478 nChanged 5 Deleting Class 21 (7 points): Lose 33.854479 but Gain 1088.131377 Iteration 92Q (31.510921 sec): 90 clusters Score: Raw -1790653.681365 + Penalty 77658.009765 = -1712995.671600 nChanged 8 Deleting Class 95 (17 points): Lose 74.235709 but Gain 1118.908285 Iteration 93Q (31.594307 sec): 89 clusters Score: Raw -1790594.666517 + Penalty 76534.597277 = -1714060.069241 nChanged 22 Deleting Class 91 (12 points): Lose 49.311402 but Gain 1079.503137 Iteration 94Q (31.677764 sec): 88 clusters Score: Raw -1790568.291576 + Penalty 75433.221656 = -1715135.069920 nChanged 17 Deleting Class 78 (6 points): Lose 28.848581 but Gain 1057.390815 Iteration 95Q (31.760248 sec): 87 clusters Score: Raw -1790562.488618 + Penalty 74316.046833 = -1716246.441785 nChanged 12 Deleting Class 53 (40 points): Lose 109.020256 but Gain 1133.932164 Iteration 96Q (31.842078 sec): 86 clusters Score: Raw -1790464.050751 + Penalty 73208.467527 = -1717255.583224 nChanged 44 Deleting Class 37 (28 points): Lose 122.113580 but Gain 1138.491162 Iteration 97Q (31.924163 sec): 85 clusters Score: Raw -1790398.989305 + Penalty 72156.046647 = -1718242.942657 nChanged 40 Deleting Class 102 (10 points): Lose 50.002931 but Gain 1051.416612 Iteration 98Q (32.006214 sec): 84 clusters Score: Raw -1790420.214420 + Penalty 71233.087700 = -1719187.126720 nChanged 25 Deleting Class 56 (9 points): Lose 50.385540 but Gain 1046.637179 Iteration 99Q (32.087491 sec): 83 clusters Score: Raw -1790408.842415 + Penalty 70235.529436 = -1720173.312979 nChanged 15 Deleting Class 77 (24 points): Lose 73.407347 but Gain 1063.299423 Iteration 100F (32.863181 sec): 82 clusters Score: Raw -1790356.347954 + Penalty 69195.470274 = -1721160.877680 nChanged 31 Deleting Class 71 (19 points): Lose 76.017952 but Gain 1064.534502 Iteration 101Q (32.944402 sec): 81 clusters Score: Raw -1790322.484847 + Penalty 68206.715514 = -1722115.769333 nChanged 31 Deleting Class 113 (19 points): Lose 60.980342 but Gain 1044.298675 Iteration 102Q (33.025466 sec): 80 clusters Score: Raw -1790308.065137 + Penalty 67174.360069 = -1723133.705068 nChanged 29 Deleting Class 141 (3 points): Lose 24.235407 but Gain 1004.523521 Iteration 103Q (33.105580 sec): 79 clusters Score: Raw -1790312.644281 + Penalty 66059.159065 = -1724253.485215 nChanged 18 Deleting Class 82 (11 points): Lose 52.348930 but Gain 1028.163213 Iteration 104Q (33.183649 sec): 78 clusters Score: Raw -1790270.231807 + Penalty 64903.498288 = -1725366.733519 nChanged 20 Deleting Class 50 (18 points): Lose 90.554350 but Gain 1064.991827 Iteration 105Q (33.262216 sec): 77 clusters Score: Raw -1790202.967734 + Penalty 63879.324425 = -1726323.643309 nChanged 29 Deleting Class 120 (3 points): Lose 98.487875 but Gain 1059.163413 Iteration 106Q (33.340427 sec): 76 clusters Score: Raw -1790154.342713 + Penalty 62820.058028 = -1727334.284685 nChanged 10 Deleting Class 73 (13 points): Lose 37.482959 but Gain 990.427271 Iteration 107Q (33.417530 sec): 75 clusters Score: Raw -1790133.987058 + Penalty 61834.630993 = -1728299.356065 nChanged 19 Deleting Class 81 (9 points): Lose 30.272039 but Gain 981.651005 Iteration 108Q (33.494828 sec): 74 clusters Score: Raw -1790124.677899 + Penalty 60877.357377 = -1729247.320522 nChanged 17 Deleting Class 174 (2 points): Lose 169.880726 but Gain 1099.021959 Iteration 109Q (33.572576 sec): 73 clusters Score: Raw -1789978.230858 + Penalty 59786.753964 = -1730191.476894 nChanged 9 Deleting Class 33 (20 points): Lose 52.203096 but Gain 971.957809 Iteration 110F (34.258269 sec): 72 clusters Score: Raw -1789972.797350 + Penalty 58858.976025 = -1731113.821324 nChanged 28 Deleting Class 72 (12 points): Lose 52.905784 but Gain 961.115764 Iteration 111Q (34.335594 sec): 71 clusters Score: Raw -1789958.583605 + Penalty 57935.318265 = -1732023.265340 nChanged 19 Deleting Class 122 (3 points): Lose 13.793537 but Gain 920.307939 Iteration 112Q (34.412475 sec): 70 clusters Score: Raw -1789976.454590 + Penalty 56979.541517 = -1732996.913073 nChanged 11 Deleting Class 47 (14 points): Lose 59.160141 but Gain 963.450443 Iteration 113Q (34.488274 sec): 69 clusters Score: Raw -1789935.300397 + Penalty 56041.792026 = -1733893.508371 nChanged 18 Deleting Class 92 (8 points): Lose 27.942449 but Gain 932.026734 Iteration 114Q (34.565184 sec): 68 clusters Score: Raw -1789934.484824 + Penalty 55116.417855 = -1734818.066969 nChanged 15 Deleting Class 39 (13 points): Lose 65.045338 but Gain 968.153965 Iteration 115Q (34.641996 sec): 67 clusters Score: Raw -1789882.618176 + Penalty 54169.380380 = -1735713.237796 nChanged 17 Deleting Class 9 (36 points): Lose 146.695146 but Gain 1052.220099 Iteration 116Q (34.716981 sec): 66 clusters Score: Raw -1789765.227828 + Penalty 53170.685570 = -1736594.542258 nChanged 46 Deleting Class 26 (29 points): Lose 96.108930 but Gain 995.811869 Iteration 117Q (34.791771 sec): 65 clusters Score: Raw -1789734.507395 + Penalty 52198.736768 = -1737535.770627 nChanged 46 Deleting Class 41 (19 points): Lose 88.641935 but Gain 986.869080 Iteration 118Q (34.866956 sec): 64 clusters Score: Raw -1789694.637956 + Penalty 51303.236247 = -1738391.401708 nChanged 39 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1789694.637956 + Penalty 51303.236247 = -1738391.401708Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.906929 sec): 2 clusters Score: Raw -7539.472895 + Penalty 304.400458 = -7235.072436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.907323 sec): 3 clusters Score: Raw -7514.083391 + Penalty 614.471760 = -6899.611631 nChanged 15 SP:Iteration 1F (34.907705 sec): 3 clusters Score: Raw -7537.848931 + Penalty 618.519294 = -6919.329637 nChanged 4 SP:Iteration 2Q (34.908069 sec): 3 clusters Score: Raw -7544.696664 + Penalty 622.914627 = -6921.782036 nChanged 4 SP:Iteration 3Q (34.908423 sec): 3 clusters Score: Raw -7554.839526 + Penalty 623.885359 = -6930.954167 nChanged 1 SP:Iteration 4Q (34.908773 sec): 3 clusters Score: Raw -7556.270794 + Penalty 623.885359 = -6932.385435 nChanged 0 SP:Iteration 5F (34.909132 sec): 3 clusters Score: Raw -7556.270794 + Penalty 623.885359 = -6932.385435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.909651 sec): 2 clusters Score: Raw -1552.042853 + Penalty 467.414199 = -1084.628654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.909901 sec): 3 clusters Score: Raw -1745.079951 + Penalty 934.828397 = -810.251554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.910467 sec): 2 clusters Score: Raw -2718.601580 + Penalty 83.200031 = -2635.401550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.910739 sec): 3 clusters Score: Raw -2709.677884 + Penalty 166.400061 = -2543.277823 nChanged 9 SP:Iteration 1F (34.911002 sec): 3 clusters Score: Raw -2721.525145 + Penalty 167.969091 = -2553.556054 nChanged 1 SP:Iteration 2Q (34.911265 sec): 3 clusters Score: Raw -2722.720608 + Penalty 168.555661 = -2554.164948 nChanged 1 SP:Iteration 3Q (34.911533 sec): 3 clusters Score: Raw -2725.103486 + Penalty 169.714635 = -2555.388850 nChanged 1 SP:Iteration 4Q (34.911799 sec): 3 clusters Score: Raw -2725.847042 + Penalty 168.254926 = -2557.592115 nChanged 1 SP:Iteration 5Q (34.912061 sec): 3 clusters Score: Raw -2729.793013 + Penalty 168.254926 = -2561.538087 nChanged 0 SP:Iteration 6F (34.912327 sec): 3 clusters Score: Raw -2729.793013 + Penalty 168.254926 = -2561.538087 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.917182 sec): 2 clusters Score: Raw -84482.260732 + Penalty 761.428496 = -83720.832236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.918951 sec): 3 clusters Score: Raw -84005.360668 + Penalty 1531.528320 = -82473.832348 nChanged 299 SP:Iteration 1F (34.920776 sec): 3 clusters Score: Raw -84204.571844 + Penalty 1546.975597 = -82657.596248 nChanged 96 SP:Iteration 2F (34.922556 sec): 3 clusters Score: Raw -84305.490921 + Penalty 1566.191142 = -82739.299779 nChanged 77 SP:Iteration 3F (34.924323 sec): 3 clusters Score: Raw -84388.547886 + Penalty 1581.997470 = -82806.550416 nChanged 49 SP:Iteration 4F (34.926088 sec): 3 clusters Score: Raw -84441.377021 + Penalty 1587.756594 = -82853.620427 nChanged 25 SP:Iteration 5Q (34.927925 sec): 3 clusters Score: Raw -84466.028833 + Penalty 1595.277691 = -82870.751142 nChanged 12 SP:Iteration 6Q (34.929688 sec): 3 clusters Score: Raw -84479.310403 + Penalty 1606.901645 = -82872.408758 nChanged 14 SP:Iteration 7Q (34.931440 sec): 3 clusters Score: Raw -84493.427638 + Penalty 1611.054513 = -82882.373125 nChanged 6 SP:Iteration 8Q (34.933224 sec): 3 clusters Score: Raw -84500.135757 + Penalty 1613.330808 = -82886.804949 nChanged 4 SP:Iteration 9Q (34.934922 sec): 3 clusters Score: Raw -84504.393684 + Penalty 1613.508104 = -82890.885580 nChanged 2 SP:Iteration 10F (34.936741 sec): 3 clusters Score: Raw -84504.950545 + Penalty 1613.508104 = -82891.442441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 6 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.938939 sec): 2 clusters Score: Raw -31102.170012 + Penalty 689.229601 = -30412.940411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.939791 sec): 3 clusters Score: Raw -31006.796430 + Penalty 1378.575005 = -29628.221425 nChanged 70 SP:Iteration 1F (34.940608 sec): 3 clusters Score: Raw -31071.090840 + Penalty 1378.628113 = -29692.462727 nChanged 17 SP:Iteration 2F (34.941421 sec): 3 clusters Score: Raw -31094.105131 + Penalty 1378.576825 = -29715.528307 nChanged 9 SP:Iteration 3Q (34.942240 sec): 3 clusters Score: Raw -31105.437206 + Penalty 1378.501250 = -29726.935955 nChanged 5 SP:Iteration 4Q (34.943055 sec): 3 clusters Score: Raw -31111.607366 + Penalty 1378.501250 = -29733.106115 nChanged 0 SP:Iteration 5F (34.943836 sec): 3 clusters Score: Raw -31111.607366 + Penalty 1378.501250 = -29733.106115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.947917 sec): 2 clusters Score: Raw -99601.184737 + Penalty 655.192818 = -98945.991919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.950019 sec): 3 clusters Score: Raw -99023.003707 + Penalty 1323.574340 = -97699.429366 nChanged 407 SP:Iteration 1F (34.952084 sec): 3 clusters Score: Raw -99313.282526 + Penalty 1334.856408 = -97978.426118 nChanged 104 SP:Iteration 2F (34.954202 sec): 3 clusters Score: Raw -99370.461428 + Penalty 1343.217594 = -98027.243834 nChanged 54 SP:Iteration 3F (34.956348 sec): 3 clusters Score: Raw -99405.275896 + Penalty 1355.793176 = -98049.482721 nChanged 48 SP:Iteration 4Q (34.958453 sec): 3 clusters Score: Raw -99442.844732 + Penalty 1366.892519 = -98075.952213 nChanged 47 SP:Iteration 5Q (34.960526 sec): 3 clusters Score: Raw -99479.264318 + Penalty 1379.794338 = -98099.469980 nChanged 36 SP:Iteration 6Q (34.962594 sec): 3 clusters Score: Raw -99508.218688 + Penalty 1387.125611 = -98121.093077 nChanged 26 SP:Iteration 7Q (34.964647 sec): 3 clusters Score: Raw -99526.815275 + Penalty 1390.200151 = -98136.615124 nChanged 20 SP:Iteration 8Q (34.966796 sec): 3 clusters Score: Raw -99545.946938 + Penalty 1398.892764 = -98147.054174 nChanged 22 SP:Iteration 9Q (34.968951 sec): 3 clusters Score: Raw -99564.477890 + Penalty 1410.974579 = -98153.503312 nChanged 19 SP:Iteration 10F (34.971204 sec): 3 clusters Score: Raw -99582.121403 + Penalty 1421.617769 = -98160.503634 nChanged 15 SP:Iteration 11Q (34.973287 sec): 3 clusters Score: Raw -99592.167672 + Penalty 1432.729589 = -98159.438083 nChanged 15 SP:Iteration 12F (34.975531 sec): 3 clusters Score: Raw -99605.290028 + Penalty 1443.815025 = -98161.475003 nChanged 11 SP:Iteration 13Q (34.977613 sec): 3 clusters Score: Raw -99614.082413 + Penalty 1452.716586 = -98161.365827 nChanged 9 SP:Iteration 14F (34.979847 sec): 3 clusters Score: Raw -99620.528108 + Penalty 1459.186466 = -98161.341642 nChanged 7 SP:Iteration 15F (34.981980 sec): 3 clusters Score: Raw -99625.569781 + Penalty 1464.055118 = -98161.514663 nChanged 7 SP:Iteration 16Q (34.983905 sec): 3 clusters Score: Raw -99633.429426 + Penalty 1468.572280 = -98164.857147 nChanged 6 SP:Iteration 17Q (34.985770 sec): 3 clusters Score: Raw -99638.865486 + Penalty 1470.904039 = -98167.961447 nChanged 2 SP:Iteration 18Q (34.987657 sec): 3 clusters Score: Raw -99639.929088 + Penalty 1470.878334 = -98169.050754 nChanged 1 SP:Iteration 19Q (34.989535 sec): 3 clusters Score: Raw -99640.789183 + Penalty 1472.527819 = -98168.261364 nChanged 1 SP:Iteration 20F (34.991649 sec): 3 clusters Score: Raw -99641.256134 + Penalty 1472.527819 = -98168.728315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.998097 sec): 2 clusters Score: Raw -111039.139255 + Penalty 1080.997409 = -109958.141846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.000615 sec): 3 clusters Score: Raw -110574.230673 + Penalty 2161.663169 = -108412.567503 nChanged 374 SP:Iteration 1F (35.003125 sec): 3 clusters Score: Raw -110857.693592 + Penalty 2161.199101 = -108696.494491 nChanged 95 SP:Iteration 2F (35.005515 sec): 3 clusters Score: Raw -110941.828894 + Penalty 2160.338733 = -108781.490161 nChanged 73 SP:Iteration 3F (35.007947 sec): 3 clusters Score: Raw -111010.780257 + Penalty 2159.590144 = -108851.190113 nChanged 52 SP:Iteration 4Q (35.010314 sec): 3 clusters Score: Raw -111063.159193 + Penalty 2157.831196 = -108905.327997 nChanged 36 SP:Iteration 5Q (35.012562 sec): 3 clusters Score: Raw -111089.066456 + Penalty 2156.341552 = -108932.724904 nChanged 24 SP:Iteration 6Q (35.014782 sec): 3 clusters Score: Raw -111108.759584 + Penalty 2156.209985 = -108952.549599 nChanged 21 SP:Iteration 7Q (35.016979 sec): 3 clusters Score: Raw -111125.564237 + Penalty 2155.689093 = -108969.875144 nChanged 18 SP:Iteration 8Q (35.019174 sec): 3 clusters Score: Raw -111142.504948 + Penalty 2154.869498 = -108987.635450 nChanged 22 SP:Iteration 9Q (35.021441 sec): 3 clusters Score: Raw -111157.640702 + Penalty 2154.172150 = -109003.468552 nChanged 26 SP:Iteration 10F (35.023845 sec): 3 clusters Score: Raw -111176.168163 + Penalty 2153.706358 = -109022.461805 nChanged 24 SP:Iteration 11Q (35.026185 sec): 3 clusters Score: Raw -111196.149939 + Penalty 2154.183814 = -109041.966125 nChanged 14 SP:Iteration 12Q (35.028373 sec): 3 clusters Score: Raw -111203.754871 + Penalty 2154.286292 = -109049.468578 nChanged 10 SP:Iteration 13Q (35.030571 sec): 3 clusters Score: Raw -111208.770259 + Penalty 2154.788214 = -109053.982045 nChanged 9 SP:Iteration 14Q (35.032816 sec): 3 clusters Score: Raw -111216.519527 + Penalty 2154.846860 = -109061.672667 nChanged 10 SP:Iteration 15Q (35.035116 sec): 3 clusters Score: Raw -111227.379251 + Penalty 2155.454998 = -109071.924253 nChanged 8 SP:Iteration 16Q (35.037531 sec): 3 clusters Score: Raw -111235.102379 + Penalty 2155.820551 = -109079.281828 nChanged 5 SP:Iteration 17Q (35.039912 sec): 3 clusters Score: Raw -111238.323565 + Penalty 2157.279812 = -109081.043753 nChanged 4 SP:Iteration 18Q (35.042280 sec): 3 clusters Score: Raw -111240.373811 + Penalty 2157.279812 = -109083.093999 nChanged 0 SP:Iteration 19F (35.044577 sec): 3 clusters Score: Raw -111240.373811 + Penalty 2157.279812 = -109083.093999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 11 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.046051 sec): 2 clusters Score: Raw -1285.768993 + Penalty 134.767999 = -1151.000994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.046319 sec): 3 clusters Score: Raw -1287.595565 + Penalty 284.490440 = -1003.105125 nChanged 1 SP:Iteration 1F (35.046584 sec): 3 clusters Score: Raw -1292.642964 + Penalty 284.490440 = -1008.152523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.047475 sec): 2 clusters Score: Raw -879.399933 + Penalty 75.751747 = -803.648186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.047703 sec): 3 clusters Score: Raw -875.409774 + Penalty 236.376403 = -639.033371 nChanged 1 SP:Iteration 1F (35.047925 sec): 3 clusters Score: Raw -875.151786 + Penalty 236.376403 = -638.775383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.049322 sec): 2 clusters Score: Raw -11008.821937 + Penalty 525.679567 = -10483.142370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.049754 sec): 3 clusters Score: Raw -11008.654806 + Penalty 1049.270289 = -9959.384517 nChanged 11 SP:Iteration 1F (35.050172 sec): 3 clusters Score: Raw -11025.883486 + Penalty 1049.511895 = -9976.371591 nChanged 3 SP:Iteration 2Q (35.050582 sec): 3 clusters Score: Raw -11032.983903 + Penalty 1050.281964 = -9982.701939 nChanged 4 SP:Iteration 3Q (35.050996 sec): 3 clusters Score: Raw -11044.011665 + Penalty 1050.281964 = -9993.729701 nChanged 0 SP:Iteration 4F (35.051411 sec): 3 clusters Score: Raw -11044.011665 + Penalty 1050.281964 = -9993.729701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 15 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.052567 sec): 2 clusters Score: Raw -4818.163398 + Penalty 345.941639 = -4472.221759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.052873 sec): 3 clusters Score: Raw -4804.975513 + Penalty 693.310437 = -4111.665076 nChanged 1 SP:Iteration 1Q (35.053174 sec): 3 clusters Score: Raw -4806.612318 + Penalty 693.310437 = -4113.301881 nChanged 0 SP:Iteration 2F (35.053474 sec): 3 clusters Score: Raw -4806.612318 + Penalty 693.310437 = -4113.301881 nChanged 0 Memory request: 0.06 GB would take us to total of 0.26 GB. Trying to split cluster 16 (13467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.112020 sec): 2 clusters Score: Raw -1160648.637685 + Penalty 300.167525 = -1160348.470160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.137550 sec): 3 clusters Score: Raw -1151502.841581 + Penalty 705.694002 = -1150797.147579 nChanged 6441 SP:Iteration 1F (35.162737 sec): 3 clusters Score: Raw -1157642.184484 + Penalty 957.492164 = -1156684.692319 nChanged 2127 SP:Iteration 2F (35.187528 sec): 3 clusters Score: Raw -1160147.342548 + Penalty 1120.362063 = -1159026.980485 nChanged 409 SP:Iteration 3Q (35.212253 sec): 3 clusters Score: Raw -1160584.646126 + Penalty 1204.420571 = -1159380.225555 nChanged 80 SP:Iteration 4Q (35.232854 sec): 3 clusters Score: Raw -1160668.538762 + Penalty 1270.338574 = -1159398.200188 nChanged 15 SP:Iteration 5Q (35.252860 sec): 3 clusters Score: Raw -1160688.663794 + Penalty 1271.915841 = -1159416.747953 nChanged 3 SP:Iteration 6Q (35.272340 sec): 3 clusters Score: Raw -1160694.491101 + Penalty 1282.691591 = -1159411.799511 nChanged 2 SP:Iteration 7F (35.297326 sec): 3 clusters Score: Raw -1160698.744633 + Penalty 1282.691591 = -1159416.053042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.304652 sec): 2 clusters Score: Raw -2154.983757 + Penalty 299.418292 = -1855.565465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.304912 sec): 3 clusters Score: Raw -2213.753322 + Penalty 606.199258 = -1607.554064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.305466 sec): 2 clusters Score: Raw -2062.858083 + Penalty 236.463479 = -1826.394604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.305719 sec): 3 clusters Score: Raw -2071.959169 + Penalty 478.282154 = -1593.677015 nChanged 1 SP:Iteration 1Q (35.305962 sec): 3 clusters Score: Raw -2075.379380 + Penalty 478.282154 = -1597.097226 nChanged 0 SP:Iteration 2F (35.306209 sec): 3 clusters Score: Raw -2075.379380 + Penalty 478.282154 = -1597.097226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.307656 sec): 2 clusters Score: Raw -35580.161874 + Penalty 950.378669 = -34629.783205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.308484 sec): 3 clusters Score: Raw -35571.867019 + Penalty 1900.683032 = -33671.183987 nChanged 62 SP:Iteration 1F (35.309303 sec): 3 clusters Score: Raw -35669.484789 + Penalty 1900.711534 = -33768.773255 nChanged 16 SP:Iteration 2Q (35.310098 sec): 3 clusters Score: Raw -35698.757539 + Penalty 1900.711534 = -33798.046005 nChanged 4 SP:Iteration 3Q (35.310886 sec): 3 clusters Score: Raw -35707.244405 + Penalty 1900.767317 = -33806.477088 nChanged 3 SP:Iteration 4Q (35.311672 sec): 3 clusters Score: Raw -35714.363413 + Penalty 1900.847421 = -33813.515992 nChanged 4 SP:Iteration 5Q (35.312457 sec): 3 clusters Score: Raw -35721.464713 + Penalty 1900.847421 = -33820.617292 nChanged 0 SP:Iteration 6F (35.313275 sec): 3 clusters Score: Raw -35721.464713 + Penalty 1900.847421 = -33820.617292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.315122 sec): 2 clusters Score: Raw -27481.579515 + Penalty 839.463580 = -26642.115935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.315857 sec): 3 clusters Score: Raw -27445.072018 + Penalty 1678.908098 = -25766.163920 nChanged 57 SP:Iteration 1F (35.316565 sec): 3 clusters Score: Raw -27515.280116 + Penalty 1678.906719 = -25836.373397 nChanged 10 SP:Iteration 2Q (35.317254 sec): 3 clusters Score: Raw -27534.931864 + Penalty 1678.847248 = -25856.084616 nChanged 3 SP:Iteration 3Q (35.317938 sec): 3 clusters Score: Raw -27543.064313 + Penalty 1678.909849 = -25864.154464 nChanged 3 SP:Iteration 4Q (35.318684 sec): 3 clusters Score: Raw -27546.549082 + Penalty 1678.909849 = -25867.639233 nChanged 0 SP:Iteration 5F (35.319431 sec): 3 clusters Score: Raw -27546.549082 + Penalty 1678.909849 = -25867.639233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 25 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.319951 sec): 2 clusters Score: Raw -181.571641 + Penalty 52.747851 = -128.823790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.320156 sec): 3 clusters Score: Raw -175.041895 + Penalty 105.495703 = -69.546192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.321982 sec): 2 clusters Score: Raw -42858.303277 + Penalty 533.730805 = -42324.572472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.323067 sec): 3 clusters Score: Raw -42642.589126 + Penalty 1064.782688 = -41577.806438 nChanged 119 SP:Iteration 1F (35.324123 sec): 3 clusters Score: Raw -42730.492767 + Penalty 1065.716738 = -41664.776029 nChanged 37 SP:Iteration 2F (35.325142 sec): 3 clusters Score: Raw -42765.012674 + Penalty 1065.695637 = -41699.317036 nChanged 27 SP:Iteration 3F (35.326179 sec): 3 clusters Score: Raw -42779.330965 + Penalty 1066.125167 = -41713.205798 nChanged 16 SP:Iteration 4Q (35.327197 sec): 3 clusters Score: Raw -42787.689277 + Penalty 1066.785283 = -41720.903995 nChanged 8 SP:Iteration 5Q (35.328242 sec): 3 clusters Score: Raw -42796.049281 + Penalty 1068.111654 = -41727.937627 nChanged 11 SP:Iteration 6Q (35.329258 sec): 3 clusters Score: Raw -42804.618641 + Penalty 1068.837681 = -41735.780960 nChanged 8 SP:Iteration 7Q (35.330264 sec): 3 clusters Score: Raw -42812.816947 + Penalty 1069.022459 = -41743.794488 nChanged 3 SP:Iteration 8Q (35.331265 sec): 3 clusters Score: Raw -42815.054775 + Penalty 1069.254906 = -41745.799869 nChanged 4 SP:Iteration 9Q (35.332264 sec): 3 clusters Score: Raw -42816.781682 + Penalty 1069.829877 = -41746.951805 nChanged 3 SP:Iteration 10F (35.333292 sec): 3 clusters Score: Raw -42819.528972 + Penalty 1070.146015 = -41749.382956 nChanged 3 SP:Iteration 11Q (35.334299 sec): 3 clusters Score: Raw -42821.952083 + Penalty 1070.146015 = -41751.806068 nChanged 0 SP:Iteration 12F (35.335317 sec): 3 clusters Score: Raw -42821.952083 + Penalty 1070.146015 = -41751.806068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.335919 sec): 2 clusters Score: Raw -2806.251377 + Penalty 313.734378 = -2492.516998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.336199 sec): 3 clusters Score: Raw -2823.524282 + Penalty 636.874972 = -2186.649311 nChanged 3 SP:Iteration 1F (35.336473 sec): 3 clusters Score: Raw -2833.812676 + Penalty 654.258489 = -2179.554187 nChanged 2 SP:Iteration 2F (35.336738 sec): 3 clusters Score: Raw -2846.909055 + Penalty 654.258489 = -2192.650566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 29 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.337361 sec): 2 clusters Score: Raw -5468.069440 + Penalty 328.137258 = -5139.932182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.337689 sec): 3 clusters Score: Raw -5460.653574 + Penalty 666.647575 = -4794.006000 nChanged 5 SP:Iteration 1F (35.338012 sec): 3 clusters Score: Raw -5469.870867 + Penalty 685.274226 = -4784.596640 nChanged 5 SP:Iteration 2F (35.338327 sec): 3 clusters Score: Raw -5481.754864 + Penalty 700.154278 = -4781.600587 nChanged 2 SP:Iteration 3F (35.338640 sec): 3 clusters Score: Raw -5484.435941 + Penalty 700.154278 = -4784.281664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 30 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.339252 sec): 2 clusters Score: Raw -5213.427904 + Penalty 299.695628 = -4913.732276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.339569 sec): 3 clusters Score: Raw -5204.407865 + Penalty 604.187905 = -4600.219959 nChanged 4 SP:Iteration 1F (35.339882 sec): 3 clusters Score: Raw -5208.760634 + Penalty 606.776912 = -4601.983723 nChanged 1 SP:Iteration 2Q (35.340192 sec): 3 clusters Score: Raw -5210.053078 + Penalty 606.776912 = -4603.276167 nChanged 0 SP:Iteration 3F (35.340505 sec): 3 clusters Score: Raw -5210.053078 + Penalty 606.776912 = -4603.276167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.341068 sec): 2 clusters Score: Raw -3510.755938 + Penalty 95.092057 = -3415.663881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.341358 sec): 3 clusters Score: Raw -3533.482260 + Penalty 230.133656 = -3303.348604 nChanged 8 SP:Iteration 1F (35.341642 sec): 3 clusters Score: Raw -3552.901299 + Penalty 249.688900 = -3303.212399 nChanged 3 SP:Iteration 2F (35.341920 sec): 3 clusters Score: Raw -3558.666224 + Penalty 257.901153 = -3300.765071 nChanged 1 SP:Iteration 3F (35.342197 sec): 3 clusters Score: Raw -3564.989195 + Penalty 257.901153 = -3307.088042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 34 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.342727 sec): 2 clusters Score: Raw -2665.746851 + Penalty 302.229282 = -2363.517570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.343010 sec): 3 clusters Score: Raw -2677.394572 + Penalty 603.713889 = -2073.680684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.344937 sec): 2 clusters Score: Raw -50908.881170 + Penalty 867.519115 = -50041.362055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.346109 sec): 3 clusters Score: Raw -50748.010913 + Penalty 1735.027722 = -49012.983191 nChanged 129 SP:Iteration 1F (35.347265 sec): 3 clusters Score: Raw -50868.123672 + Penalty 1734.903611 = -49133.220061 nChanged 28 SP:Iteration 2F (35.348413 sec): 3 clusters Score: Raw -50895.048875 + Penalty 1734.905485 = -49160.143390 nChanged 8 SP:Iteration 3Q (35.349548 sec): 3 clusters Score: Raw -50902.859935 + Penalty 1734.931643 = -49167.928292 nChanged 11 SP:Iteration 4Q (35.350679 sec): 3 clusters Score: Raw -50913.611752 + Penalty 1734.886426 = -49178.725326 nChanged 2 SP:Iteration 5Q (35.351809 sec): 3 clusters Score: Raw -50915.231940 + Penalty 1734.756449 = -49180.475491 nChanged 3 SP:Iteration 6Q (35.352942 sec): 3 clusters Score: Raw -50918.367847 + Penalty 1734.746787 = -49183.621060 nChanged 1 SP:Iteration 7Q (35.354071 sec): 3 clusters Score: Raw -50918.874838 + Penalty 1734.750631 = -49184.124207 nChanged 1 SP:Iteration 8Q (35.355201 sec): 3 clusters Score: Raw -50919.308499 + Penalty 1734.763906 = -49184.544593 nChanged 1 SP:Iteration 9Q (35.356332 sec): 3 clusters Score: Raw -50920.743101 + Penalty 1734.784473 = -49185.958628 nChanged 1 SP:Iteration 10F (35.357473 sec): 3 clusters Score: Raw -50922.559392 + Penalty 1734.852360 = -49187.707032 nChanged 3 SP:Iteration 11Q (35.358557 sec): 3 clusters Score: Raw -50927.507399 + Penalty 1734.852360 = -49192.655039 nChanged 0 SP:Iteration 12F (35.359647 sec): 3 clusters Score: Raw -50927.507399 + Penalty 1734.852360 = -49192.655039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.360532 sec): 2 clusters Score: Raw -15174.672771 + Penalty 672.491374 = -14502.181397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.361025 sec): 3 clusters Score: Raw -15178.302630 + Penalty 1345.282980 = -13833.019650 nChanged 18 SP:Iteration 1F (35.361509 sec): 3 clusters Score: Raw -15228.956471 + Penalty 1344.912939 = -13884.043532 nChanged 2 SP:Iteration 2Q (35.361983 sec): 3 clusters Score: Raw -15236.007981 + Penalty 1344.682910 = -13891.325071 nChanged 2 SP:Iteration 3Q (35.362456 sec): 3 clusters Score: Raw -15242.978379 + Penalty 1344.682910 = -13898.295469 nChanged 0 SP:Iteration 4F (35.362943 sec): 3 clusters Score: Raw -15242.978379 + Penalty 1344.682910 = -13898.295469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.364808 sec): 2 clusters Score: Raw -49871.548147 + Penalty 832.617477 = -49038.930670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.365994 sec): 3 clusters Score: Raw -49698.412505 + Penalty 1665.826023 = -48032.586482 nChanged 125 SP:Iteration 1F (35.367093 sec): 3 clusters Score: Raw -49821.387483 + Penalty 1666.505374 = -48154.882109 nChanged 43 SP:Iteration 2F (35.368211 sec): 3 clusters Score: Raw -49863.978206 + Penalty 1667.073070 = -48196.905136 nChanged 14 SP:Iteration 3Q (35.369301 sec): 3 clusters Score: Raw -49876.541174 + Penalty 1668.421698 = -48208.119476 nChanged 12 SP:Iteration 4Q (35.370472 sec): 3 clusters Score: Raw -49889.565779 + Penalty 1668.981836 = -48220.583944 nChanged 7 SP:Iteration 5Q (35.371610 sec): 3 clusters Score: Raw -49895.823149 + Penalty 1669.280434 = -48226.542715 nChanged 4 SP:Iteration 6Q (35.372746 sec): 3 clusters Score: Raw -49899.955524 + Penalty 1669.315430 = -48230.640093 nChanged 5 SP:Iteration 7Q (35.373913 sec): 3 clusters Score: Raw -49903.331105 + Penalty 1669.315430 = -48234.015675 nChanged 0 SP:Iteration 8F (35.375071 sec): 3 clusters Score: Raw -49903.331105 + Penalty 1669.315430 = -48234.015675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.375556 sec): 2 clusters Score: Raw -462.736785 + Penalty 11.646437 = -451.090349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.375756 sec): 3 clusters Score: Raw -475.770774 + Penalty 21.949053 = -453.821720 nChanged 0 Score: Raw -1805917.596253 + Penalty 51360.394367 = -1754557.201886 Splitting cluster 44 changes total score from -1738391.401708 to -1754557.201886 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.974733 sec): 2 clusters Score: Raw -24362.628686 + Penalty 526.407087 = -23836.221599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.975433 sec): 3 clusters Score: Raw -24265.898591 + Penalty 1053.080522 = -23212.818068 nChanged 66 SP:Iteration 1F (35.976117 sec): 3 clusters Score: Raw -24322.696760 + Penalty 1054.342390 = -23268.354370 nChanged 17 SP:Iteration 2F (35.976795 sec): 3 clusters Score: Raw -24334.780761 + Penalty 1055.747852 = -23279.032909 nChanged 9 SP:Iteration 3Q (35.977448 sec): 3 clusters Score: Raw -24343.249403 + Penalty 1055.223548 = -23288.025855 nChanged 3 SP:Iteration 4Q (35.978098 sec): 3 clusters Score: Raw -24344.825542 + Penalty 1055.873823 = -23288.951719 nChanged 3 SP:Iteration 5Q (35.978747 sec): 3 clusters Score: Raw -24346.320438 + Penalty 1055.303740 = -23291.016699 nChanged 3 SP:Iteration 6Q (35.979396 sec): 3 clusters Score: Raw -24348.811275 + Penalty 1056.159135 = -23292.652140 nChanged 3 SP:Iteration 7Q (35.980046 sec): 3 clusters Score: Raw -24351.595384 + Penalty 1055.931801 = -23295.663583 nChanged 2 SP:Iteration 8Q (35.980695 sec): 3 clusters Score: Raw -24354.663653 + Penalty 1055.463394 = -23299.200259 nChanged 2 SP:Iteration 9Q (35.981344 sec): 3 clusters Score: Raw -24356.700396 + Penalty 1055.463394 = -23301.237002 nChanged 0 SP:Iteration 10F (35.982003 sec): 3 clusters Score: Raw -24356.700396 + Penalty 1055.463394 = -23301.237002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.982542 sec): 2 clusters Score: Raw -2682.493756 + Penalty 299.264386 = -2383.229370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.982807 sec): 3 clusters Score: Raw -2688.158117 + Penalty 599.817096 = -2088.341022 nChanged 1 SP:Iteration 1Q (35.983067 sec): 3 clusters Score: Raw -2691.028309 + Penalty 599.817096 = -2091.211214 nChanged 0 SP:Iteration 2F (35.983326 sec): 3 clusters Score: Raw -2691.028309 + Penalty 599.817096 = -2091.211214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.984237 sec): 2 clusters Score: Raw -16726.128550 + Penalty 614.238577 = -16111.889973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.984771 sec): 3 clusters Score: Raw -16705.182042 + Penalty 1227.138029 = -15478.044013 nChanged 26 SP:Iteration 1F (35.985293 sec): 3 clusters Score: Raw -16747.480663 + Penalty 1225.453643 = -15522.027020 nChanged 7 SP:Iteration 2Q (35.985800 sec): 3 clusters Score: Raw -16758.639217 + Penalty 1225.969520 = -15532.669697 nChanged 3 SP:Iteration 3Q (35.986301 sec): 3 clusters Score: Raw -16764.763347 + Penalty 1225.194221 = -15539.569126 nChanged 3 SP:Iteration 4Q (35.986801 sec): 3 clusters Score: Raw -16769.944573 + Penalty 1224.843042 = -15545.101531 nChanged 1 SP:Iteration 5Q (35.987364 sec): 3 clusters Score: Raw -16772.551865 + Penalty 1224.843042 = -15547.708823 nChanged 0 SP:Iteration 6F (35.987889 sec): 3 clusters Score: Raw -16772.551865 + Penalty 1224.843042 = -15547.708823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 62 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.988359 sec): 2 clusters Score: Raw -437.877995 + Penalty 84.245086 = -353.632909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.988566 sec): 3 clusters Score: Raw -445.173781 + Penalty 138.501014 = -306.672767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.989086 sec): 2 clusters Score: Raw -2510.808344 + Penalty 333.790411 = -2177.017933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.989345 sec): 3 clusters Score: Raw -2527.288995 + Penalty 661.272223 = -1866.016773 nChanged 1 SP:Iteration 1Q (35.989593 sec): 3 clusters Score: Raw -2531.980100 + Penalty 661.272223 = -1870.707877 nChanged 0 SP:Iteration 2F (35.989845 sec): 3 clusters Score: Raw -2531.980100 + Penalty 661.272223 = -1870.707877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.990290 sec): 2 clusters Score: Raw -160.387274 + Penalty 3.465736 = -156.921538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.990478 sec): 3 clusters Score: Raw -163.854342 + Penalty 6.931472 = -156.922870 nChanged 0 Score: Raw -1805920.512749 + Penalty 51410.097079 = -1754510.415670 Splitting cluster 68 changes total score from -1738391.401708 to -1754510.415670 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.587815 sec): 2 clusters Score: Raw -757.905630 + Penalty 195.424718 = -562.480913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.588063 sec): 3 clusters Score: Raw -751.946389 + Penalty 390.604157 = -361.342232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 70 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.588587 sec): 2 clusters Score: Raw -365.931840 + Penalty 133.675738 = -232.256102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.588810 sec): 3 clusters Score: Raw -363.150509 + Penalty 267.351477 = -95.799032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.589364 sec): 2 clusters Score: Raw -3144.830478 + Penalty 227.037576 = -2917.792903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.589639 sec): 3 clusters Score: Raw -3153.119001 + Penalty 449.170879 = -2703.948121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 76 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.590206 sec): 2 clusters Score: Raw -3798.636848 + Penalty 348.951608 = -3449.685241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.590494 sec): 3 clusters Score: Raw -3812.639226 + Penalty 699.297553 = -3113.341673 nChanged 1 SP:Iteration 1Q (36.590772 sec): 3 clusters Score: Raw -3816.130165 + Penalty 699.297553 = -3116.832612 nChanged 0 SP:Iteration 2F (36.591055 sec): 3 clusters Score: Raw -3816.130165 + Penalty 699.297553 = -3116.832612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.591518 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.591760 sec): 3 clusters Score: Raw -360.399021 + Penalty 60.183973 = -300.215048 nChanged 1 SP:Iteration 1F (36.591953 sec): 2 clusters Score: Raw -366.144069 + Penalty 60.183973 = -305.960096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.592418 sec): 2 clusters Score: Raw -461.030331 + Penalty 143.851888 = -317.178443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.592635 sec): 3 clusters Score: Raw -456.149551 + Penalty 291.249755 = -164.899796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593098 sec): 2 clusters Score: Raw -183.175667 + Penalty 56.475601 = -126.700066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.593302 sec): 3 clusters Score: Raw -176.881497 + Penalty 112.951202 = -63.930295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593779 sec): 2 clusters Score: Raw -666.800307 + Penalty 181.633627 = -485.166680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.594001 sec): 3 clusters Score: Raw -657.498741 + Penalty 364.037536 = -293.461205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 106 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.594523 sec): 2 clusters Score: Raw -2526.546901 + Penalty 292.627424 = -2233.919477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.594781 sec): 3 clusters Score: Raw -2533.021564 + Penalty 586.089931 = -1946.931633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.595246 sec): 2 clusters Score: Raw -562.005168 + Penalty 152.118203 = -409.886965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.595460 sec): 3 clusters Score: Raw -555.553310 + Penalty 303.416966 = -252.136343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.595931 sec): 2 clusters Score: Raw -734.306048 + Penalty 184.880408 = -549.425640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.596156 sec): 3 clusters Score: Raw -729.728236 + Penalty 365.923191 = -363.805044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.596612 sec): 2 clusters Score: Raw -276.485076 + Penalty 92.967173 = -183.517903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.596823 sec): 3 clusters Score: Raw -270.396386 + Penalty 190.578709 = -79.817677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597276 sec): 2 clusters Score: Raw -182.092008 + Penalty 49.538589 = -132.553420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.597469 sec): 2 clusters Score: Raw -182.092008 + Penalty 49.538589 = -132.553420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597965 sec): 2 clusters Score: Raw -1641.525785 + Penalty 263.589090 = -1377.936695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598209 sec): 3 clusters Score: Raw -1659.328223 + Penalty 519.077838 = -1140.250385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.598684 sec): 2 clusters Score: Raw -365.673700 + Penalty 81.802279 = -283.871421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598891 sec): 3 clusters Score: Raw -363.196942 + Penalty 172.383207 = -190.813735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.599344 sec): 2 clusters Score: Raw -177.654508 + Penalty 59.683419 = -117.971090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.599544 sec): 3 clusters Score: Raw -175.597650 + Penalty 119.366837 = -56.230812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.599988 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.600176 sec): 2 clusters Score: Raw -87.814571 + Penalty 0.000000 = -87.814571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.600628 sec): 2 clusters Score: Raw -467.091716 + Penalty 18.494295 = -448.597421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.600824 sec): 3 clusters Score: Raw -476.776366 + Penalty 38.083058 = -438.693309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.601281 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.601476 sec): 2 clusters Score: Raw -267.746049 + Penalty 57.782974 = -209.963075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.602128 sec): 2 clusters Score: Raw -5691.693680 + Penalty 312.762049 = -5378.931631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.602477 sec): 3 clusters Score: Raw -5694.902017 + Penalty 625.183619 = -5069.718398 nChanged 7 SP:Iteration 1F (36.602821 sec): 3 clusters Score: Raw -5708.184150 + Penalty 631.684412 = -5076.499738 nChanged 3 SP:Iteration 2Q (36.603159 sec): 3 clusters Score: Raw -5715.961279 + Penalty 631.684412 = -5084.276867 nChanged 0 SP:Iteration 3F (36.603503 sec): 3 clusters Score: Raw -5715.961279 + Penalty 631.684412 = -5084.276867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 171 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.603957 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604145 sec): 2 clusters Score: Raw -89.053913 + Penalty 0.000000 = -89.053913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.604607 sec): 2 clusters Score: Raw -356.773727 + Penalty 93.756685 = -263.017042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604824 sec): 3 clusters Score: Raw -358.403746 + Penalty 190.097242 = -168.306504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605268 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.605453 sec): 2 clusters Score: Raw -89.596880 + Penalty 0.000000 = -89.596880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605899 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606107 sec): 2 clusters Score: Raw -89.842016 + Penalty 0.000000 = -89.842016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.606561 sec): 2 clusters Score: Raw -180.517234 + Penalty 63.705126 = -116.812108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606762 sec): 3 clusters Score: Raw -178.430899 + Penalty 127.410253 = -51.020646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 194 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.607200 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.607382 sec): 2 clusters Score: Raw -82.437997 + Penalty 0.000000 = -82.437997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.607823 sec): 2 clusters Score: Raw -168.285101 + Penalty 6.584898 = -161.700203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.608012 sec): 3 clusters Score: Raw -165.644064 + Penalty 13.169796 = -152.474267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.608462 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.608653 sec): 2 clusters Score: Raw -178.425618 + Penalty 35.775993 = -142.649625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 204 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.609294 sec): 2 clusters Score: Raw -6078.412851 + Penalty 267.674016 = -5810.738835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.609638 sec): 3 clusters Score: Raw -6060.294269 + Penalty 540.157161 = -5520.137108 nChanged 8 SP:Iteration 1F (36.609975 sec): 3 clusters Score: Raw -6071.745383 + Penalty 545.960341 = -5525.785042 nChanged 4 SP:Iteration 2F (36.610310 sec): 3 clusters Score: Raw -6080.680862 + Penalty 549.493206 = -5531.187656 nChanged 2 SP:Iteration 3Q (36.610643 sec): 3 clusters Score: Raw -6084.804694 + Penalty 555.552032 = -5529.252662 nChanged 3 SP:Iteration 4F (36.610978 sec): 3 clusters Score: Raw -6092.788536 + Penalty 561.255383 = -5531.533154 nChanged 3 SP:Iteration 5Q (36.611308 sec): 3 clusters Score: Raw -6099.067840 + Penalty 565.841131 = -5533.226709 nChanged 1 SP:Iteration 6Q (36.611636 sec): 3 clusters Score: Raw -6101.655370 + Penalty 569.868583 = -5531.786788 nChanged 2 SP:Iteration 7F (36.611972 sec): 3 clusters Score: Raw -6108.920655 + Penalty 582.791411 = -5526.129244 nChanged 2 SP:Iteration 8F (36.612307 sec): 3 clusters Score: Raw -6117.129800 + Penalty 582.791411 = -5534.338389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.612759 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.612949 sec): 2 clusters Score: Raw -89.152298 + Penalty 0.000000 = -89.152298 nChanged 0 Deleting Class 104 (7 points): Lose 23.914172 but Gain 927.862359 Iteration 119Q (36.702861 sec): 65 clusters Score: Raw -1789734.409773 + Penalty 50503.903654 = -1739230.506119 nChanged 22 Deleting Class 65 (27 points): Lose 107.363430 but Gain 1006.742108 Iteration 120F (37.302822 sec): 64 clusters Score: Raw -1789641.643812 + Penalty 49590.538066 = -1740051.105746 nChanged 40 Deleting Class 89 (6 points): Lose 31.819801 but Gain 931.854112 Iteration 121Q (37.377998 sec): 63 clusters Score: Raw -1789660.704998 + Penalty 48679.539565 = -1740981.165433 nChanged 17 Deleting Class 69 (8 points): Lose 36.151964 but Gain 934.206452 Iteration 122Q (37.452053 sec): 62 clusters Score: Raw -1789640.832395 + Penalty 47746.523288 = -1741894.309107 nChanged 21 Deleting Class 70 (4 points): Lose 90.374148 but Gain 958.533332 Iteration 123Q (37.525099 sec): 61 clusters Score: Raw -1789564.543240 + Penalty 46773.244007 = -1742791.299233 nChanged 13 Deleting Class 123 (9 points): Lose 32.979275 but Gain 899.468456 Iteration 124Q (37.598342 sec): 60 clusters Score: Raw -1789541.213330 + Penalty 45879.145500 = -1743662.067830 nChanged 19 Deleting Class 40 (156 points): Lose 457.073654 but Gain 1323.786073 Iteration 125Q (37.669571 sec): 59 clusters Score: Raw -1789100.139080 + Penalty 44594.445821 = -1744505.693260 nChanged 164 Deleting Class 135 (18 points): Lose 54.339547 but Gain 906.533401 Iteration 126Q (37.744721 sec): 58 clusters Score: Raw -1789283.278551 + Penalty 43699.313890 = -1745583.964661 nChanged 46 Deleting Class 205 (1 points): Lose 23.270129 but Gain 853.122926 Iteration 127Q (37.817000 sec): 57 clusters Score: Raw -1789302.844665 + Penalty 42853.036342 = -1746449.808323 nChanged 24 Deleting Class 125 (3 points): Lose 12.573128 but Gain 841.192237 Iteration 128Q (37.887559 sec): 56 clusters Score: Raw -1789301.462713 + Penalty 42054.598071 = -1747246.864641 nChanged 19 Deleting Class 115 (6 points): Lose 20.981952 but Gain 843.939983 Iteration 129Q (37.957835 sec): 55 clusters Score: Raw -1789294.309817 + Penalty 41209.526636 = -1748084.783181 nChanged 17 Deleting Class 34 (30 points): Lose 83.421956 but Gain 898.446037 Iteration 130F (38.457184 sec): 54 clusters Score: Raw -1789232.420335 + Penalty 40396.249073 = -1748836.171262 nChanged 39 Deleting Class 193 (2 points): Lose 100.492069 but Gain 913.606130 Iteration 131Q (38.527012 sec): 53 clusters Score: Raw -1789176.368132 + Penalty 39462.455559 = -1749713.912572 nChanged 17 Deleting Class 106 (27 points): Lose 71.303451 but Gain 882.590812 Iteration 132Q (38.596407 sec): 52 clusters Score: Raw -1789126.418825 + Penalty 38587.463547 = -1750538.955278 nChanged 35 Deleting Class 54 (29 points): Lose 76.207821 but Gain 883.453811 Iteration 133Q (38.665250 sec): 51 clusters Score: Raw -1789090.072323 + Penalty 37705.535414 = -1751384.536910 nChanged 40 Deleting Class 76 (41 points): Lose 130.320963 but Gain 935.639346 Iteration 134Q (38.736090 sec): 50 clusters Score: Raw -1788998.998037 + Penalty 36799.861665 = -1752199.136372 nChanged 53 Deleting Class 93 (2 points): Lose 5.655808 but Gain 809.926270 Iteration 135Q (38.804604 sec): 49 clusters Score: Raw -1789051.806462 + Penalty 35983.000867 = -1753068.805595 nChanged 18 Deleting Class 28 (34 points): Lose 106.257254 but Gain 909.343652 Iteration 136Q (38.873636 sec): 48 clusters Score: Raw -1788956.074081 + Penalty 35119.614932 = -1753836.459150 nChanged 45 Deleting Class 184 (1 points): Lose 18.439295 but Gain 818.632176 Iteration 137Q (38.941678 sec): 47 clusters Score: Raw -1789008.499064 + Penalty 34332.536739 = -1754675.962326 nChanged 20 Deleting Class 14 (129 points): Lose 339.873279 but Gain 1123.456954 Iteration 138Q (39.009659 sec): 46 clusters Score: Raw -1788682.771567 + Penalty 33287.009155 = -1755395.762412 nChanged 134 Deleting Class 15 (54 points): Lose 91.754934 but Gain 871.090883 Iteration 139Q (39.079799 sec): 45 clusters Score: Raw -1788801.518623 + Penalty 32443.961297 = -1756357.557327 nChanged 82 Deleting Class 2 (18 points): Lose 835.613381 but Gain 1607.527017 Iteration 140F (39.484220 sec): 44 clusters Score: Raw -1788037.063600 + Penalty 31114.415498 = -1756922.648103 nChanged 37 Deleting Class 17 (24 points): Lose 170.568603 but Gain 936.541797 Iteration 141Q (39.549408 sec): 43 clusters Score: Raw -1788004.703117 + Penalty 30192.381023 = -1757812.322094 nChanged 38 Deleting Class 29 (57 points): Lose 137.602760 but Gain 891.875278 Iteration 142Q (39.615163 sec): 42 clusters Score: Raw -1787924.568639 + Penalty 29331.710891 = -1758592.857748 nChanged 73 Deleting Class 55 (177 points): Lose 427.452954 but Gain 1179.951058 Iteration 143Q (39.682290 sec): 41 clusters Score: Raw -1787579.865613 + Penalty 28201.360526 = -1759378.505087 nChanged 197 Deleting Class 25 (2 points): Lose 7.660652 but Gain 756.465973 Iteration 144Q (39.749855 sec): 40 clusters Score: Raw -1787873.835806 + Penalty 27471.055093 = -1760402.780713 nChanged 59 Deleting Class 130 (2 points): Lose 16.119435 but Gain 710.441389 Iteration 145Q (39.814075 sec): 39 clusters Score: Raw -1787906.350550 + Penalty 26767.626660 = -1761138.723889 nChanged 39 Deleting Class 142 (2 points): Lose 169.196944 but Gain 855.930131 Iteration 146Q (39.877042 sec): 38 clusters Score: Raw -1787766.208571 + Penalty 25892.659415 = -1761873.549156 nChanged 34 Deleting Class 18 (37 points): Lose 144.887194 but Gain 798.433084 Iteration 147Q (39.941027 sec): 37 clusters Score: Raw -1787643.105072 + Penalty 25106.985188 = -1762536.119884 nChanged 50 Deleting Class 171 (1 points): Lose 2.034504 but Gain 647.297154 Iteration 148Q (40.003937 sec): 36 clusters Score: Raw -1787728.306743 + Penalty 24473.104939 = -1763255.201804 nChanged 25 Deleting Class 172 (4 points): Lose 37.555552 but Gain 672.290342 Iteration 149Q (40.066043 sec): 35 clusters Score: Raw -1787706.995999 + Penalty 23942.422001 = -1763764.573997 nChanged 18 Deleting Class 23 (282 points): Lose 847.107624 but Gain 1477.942247 Iteration 150F (40.384538 sec): 34 clusters Score: Raw -1786887.158276 + Penalty 22554.057415 = -1764333.100861 nChanged 296 Deleting Class 146 (1 points): Lose 12.285911 but Gain 612.518779 Iteration 151Q (40.450930 sec): 33 clusters Score: Raw -1787509.889087 + Penalty 21960.799897 = -1765549.089191 nChanged 50 Deleting Class 179 (1 points): Lose 86.803672 but Gain 675.956887 Iteration 152Q (40.512561 sec): 32 clusters Score: Raw -1787456.009000 + Penalty 21288.858121 = -1766167.150879 nChanged 30 Deleting Class 30 (62 points): Lose 185.606353 but Gain 748.563894 Iteration 153Q (40.572723 sec): 31 clusters Score: Raw -1787291.477993 + Penalty 20539.768739 = -1766751.709254 nChanged 72 Deleting Class 137 (4 points): Lose 66.788935 but Gain 586.570247 Iteration 154Q (40.633544 sec): 30 clusters Score: Raw -1787323.104363 + Penalty 19975.275104 = -1767347.829260 nChanged 18 Deleting Class 74 (50 points): Lose 217.126836 but Gain 712.544620 Iteration 155Q (40.694596 sec): 29 clusters Score: Raw -1787130.163082 + Penalty 19247.367563 = -1767882.795519 nChanged 61 Deleting Class 1 (98 points): Lose 219.652184 but Gain 701.566330 Iteration 156Q (40.755490 sec): 28 clusters Score: Raw -1787009.885142 + Penalty 18539.779587 = -1768470.105555 nChanged 127 Deleting Class 160 (3 points): Lose 41.237673 but Gain 522.836047 Iteration 157Q (40.814631 sec): 27 clusters Score: Raw -1787136.464637 + Penalty 18020.682014 = -1769115.782623 nChanged 40 Deleting Class 11 (18 points): Lose 44.021119 but Gain 511.701358 Iteration 158Q (40.875415 sec): 26 clusters Score: Raw -1787110.946547 + Penalty 17481.863708 = -1769629.082839 nChanged 38 Deleting Class 197 (2 points): Lose 49.212745 but Gain 513.069641 Iteration 159Q (40.932882 sec): 25 clusters Score: Raw -1787096.334627 + Penalty 16970.789391 = -1770125.545235 nChanged 22 Deleting Class 80 (4 points): Lose 11.933788 but Gain 431.554334 Iteration 160F (41.163304 sec): 24 clusters Score: Raw -1787108.046116 + Penalty 16566.715583 = -1770541.330532 nChanged 19 Deleting Class 62 (5 points): Lose 111.734528 but Gain 520.331879 Iteration 161Q (41.219869 sec): 23 clusters Score: Raw -1787067.698650 + Penalty 16052.386562 = -1771015.312088 nChanged 13 Deleting Class 13 (10 points): Lose 27.582286 but Gain 370.873474 Iteration 162Q (41.276366 sec): 22 clusters Score: Raw -1787083.197945 + Penalty 15690.926096 = -1771392.271849 nChanged 20 Deleting Class 195 (3 points): Lose 52.227956 but Gain 229.002180 Iteration 163Q (41.336285 sec): 21 clusters Score: Raw -1787082.985197 + Penalty 15446.731480 = -1771636.253717 nChanged 13 Deleting Class 4 (30 points): Lose 108.668965 but Gain 266.032861 Iteration 164Q (41.392510 sec): 20 clusters Score: Raw -1786985.732642 + Penalty 15179.187941 = -1771806.544701 nChanged 34 Deleting Class 194 (1 points): Lose 7.890397 but Gain 49.702712 Iteration 165Q (41.451054 sec): 19 clusters Score: Raw -1787023.760368 + Penalty 15092.259191 = -1771931.501177 nChanged 9 Deleting Class 3 (2 points): Lose 30.468519 but Gain 49.702712 Iteration 166Q (41.507454 sec): 18 clusters Score: Raw -1787000.506973 + Penalty 15035.550476 = -1771964.956497 nChanged 5 Deleting Class 9 (1 points): Lose 34.785577 but Gain 49.702712 Iteration 167Q (41.562442 sec): 17 clusters Score: Raw -1786972.841990 + Penalty 14982.473441 = -1771990.368549 nChanged 2 Iteration 168Q (41.616626 sec): 17 clusters Score: Raw -1786982.831849 + Penalty 14975.997836 = -1772006.834013 nChanged 2 Iteration 169Q (41.670560 sec): 17 clusters Score: Raw -1786984.945696 + Penalty 14978.009287 = -1772006.936409 nChanged 4 Iteration 170F (41.839018 sec): 17 clusters Score: Raw -1787019.665730 + Penalty 14998.944686 = -1772020.721043 nChanged 7 Iteration 171Q (41.896757 sec): 17 clusters Score: Raw -1787049.320741 + Penalty 15000.505088 = -1772048.815653 nChanged 5 Iteration 172Q (41.951644 sec): 17 clusters Score: Raw -1787051.729862 + Penalty 15000.420044 = -1772051.309818 nChanged 1 Iteration 173Q (42.006291 sec): 17 clusters Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480 nChanged 0 Iteration 174F (42.174876 sec): 17 clusters Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -1787051.879524 + Penalty 15000.420044 = -1772051.459480Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.219518 sec): 2 clusters Score: Raw -102378.063386 + Penalty 784.397238 = -101593.666148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.221648 sec): 3 clusters Score: Raw -101780.937613 + Penalty 1568.742963 = -100212.194650 nChanged 373 SP:Iteration 1F (42.223728 sec): 3 clusters Score: Raw -101969.981629 + Penalty 1568.981071 = -100401.000558 nChanged 115 SP:Iteration 2F (42.225803 sec): 3 clusters Score: Raw -102041.434579 + Penalty 1568.627134 = -100472.807445 nChanged 86 SP:Iteration 3F (42.227878 sec): 3 clusters Score: Raw -102095.622191 + Penalty 1569.600820 = -100526.021371 nChanged 54 SP:Iteration 4Q (42.230102 sec): 3 clusters Score: Raw -102129.796266 + Penalty 1570.509459 = -100559.286807 nChanged 51 SP:Iteration 5Q (42.232217 sec): 3 clusters Score: Raw -102154.751363 + Penalty 1571.207159 = -100583.544204 nChanged 34 SP:Iteration 6Q (42.234273 sec): 3 clusters Score: Raw -102170.845994 + Penalty 1571.837948 = -100599.008046 nChanged 16 SP:Iteration 7Q (42.236335 sec): 3 clusters Score: Raw -102178.773319 + Penalty 1572.712104 = -100606.061215 nChanged 16 SP:Iteration 8Q (42.238399 sec): 3 clusters Score: Raw -102184.659758 + Penalty 1573.430801 = -100611.228957 nChanged 17 SP:Iteration 9Q (42.240469 sec): 3 clusters Score: Raw -102191.762216 + Penalty 1574.721501 = -100617.040714 nChanged 21 SP:Iteration 10F (42.242536 sec): 3 clusters Score: Raw -102200.303955 + Penalty 1575.839631 = -100624.464324 nChanged 19 SP:Iteration 11Q (42.244604 sec): 3 clusters Score: Raw -102207.816834 + Penalty 1576.318722 = -100631.498113 nChanged 16 SP:Iteration 12Q (42.246664 sec): 3 clusters Score: Raw -102215.148891 + Penalty 1577.673740 = -100637.475151 nChanged 23 SP:Iteration 13Q (42.248828 sec): 3 clusters Score: Raw -102223.759020 + Penalty 1579.161591 = -100644.597429 nChanged 20 SP:Iteration 14Q (42.250896 sec): 3 clusters Score: Raw -102230.756044 + Penalty 1580.494613 = -100650.261431 nChanged 14 SP:Iteration 15Q (42.252956 sec): 3 clusters Score: Raw -102235.266911 + Penalty 1582.287805 = -100652.979105 nChanged 14 SP:Iteration 16Q (42.255015 sec): 3 clusters Score: Raw -102241.957923 + Penalty 1585.452332 = -100656.505590 nChanged 24 SP:Iteration 17Q (42.257105 sec): 3 clusters Score: Raw -102254.662684 + Penalty 1589.874634 = -100664.788050 nChanged 32 SP:Iteration 18Q (42.259168 sec): 3 clusters Score: Raw -102275.532961 + Penalty 1594.796606 = -100680.736354 nChanged 31 SP:Iteration 19Q (42.261223 sec): 3 clusters Score: Raw -102298.596527 + Penalty 1599.119672 = -100699.476856 nChanged 33 SP:Iteration 20F (42.263437 sec): 3 clusters Score: Raw -102325.582633 + Penalty 1607.381522 = -100718.201110 nChanged 31 SP:Iteration 21Q (42.265668 sec): 3 clusters Score: Raw -102348.442228 + Penalty 1616.156532 = -100732.285696 nChanged 25 SP:Iteration 22Q (42.267764 sec): 3 clusters Score: Raw -102366.764770 + Penalty 1623.830778 = -100742.933993 nChanged 24 SP:Iteration 23Q (42.269767 sec): 3 clusters Score: Raw -102384.546666 + Penalty 1629.109868 = -100755.436798 nChanged 20 SP:Iteration 24Q (42.271723 sec): 3 clusters Score: Raw -102398.635051 + Penalty 1630.344128 = -100768.290923 nChanged 12 SP:Iteration 25Q (42.273655 sec): 3 clusters Score: Raw -102406.954872 + Penalty 1634.349130 = -100772.605742 nChanged 11 SP:Iteration 26Q (42.275571 sec): 3 clusters Score: Raw -102413.349782 + Penalty 1636.207638 = -100777.142143 nChanged 2 SP:Iteration 27Q (42.277491 sec): 3 clusters Score: Raw -102414.107711 + Penalty 1635.688139 = -100778.419572 nChanged 1 SP:Iteration 28Q (42.279400 sec): 3 clusters Score: Raw -102414.428921 + Penalty 1635.688139 = -100778.740783 nChanged 0 SP:Iteration 29F (42.281505 sec): 3 clusters Score: Raw -102414.428921 + Penalty 1635.688139 = -100778.740783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.284678 sec): 2 clusters Score: Raw -52128.111954 + Penalty 816.918704 = -51311.193249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.285855 sec): 3 clusters Score: Raw -51925.523945 + Penalty 1634.241898 = -50291.282047 nChanged 131 SP:Iteration 1F (42.287010 sec): 3 clusters Score: Raw -52036.488555 + Penalty 1635.423574 = -50401.064981 nChanged 41 SP:Iteration 2F (42.288166 sec): 3 clusters Score: Raw -52083.159904 + Penalty 1635.441630 = -50447.718274 nChanged 22 SP:Iteration 3Q (42.289317 sec): 3 clusters Score: Raw -52102.064564 + Penalty 1634.995191 = -50467.069373 nChanged 17 SP:Iteration 4Q (42.290462 sec): 3 clusters Score: Raw -52122.805101 + Penalty 1635.555419 = -50487.249683 nChanged 14 SP:Iteration 5Q (42.291604 sec): 3 clusters Score: Raw -52133.800437 + Penalty 1635.742010 = -50498.058427 nChanged 5 SP:Iteration 6Q (42.292746 sec): 3 clusters Score: Raw -52138.094254 + Penalty 1635.344582 = -50502.749672 nChanged 1 SP:Iteration 7Q (42.293891 sec): 3 clusters Score: Raw -52139.959183 + Penalty 1634.031973 = -50505.927210 nChanged 4 SP:Iteration 8Q (42.295107 sec): 3 clusters Score: Raw -52145.001702 + Penalty 1634.301851 = -50510.699851 nChanged 2 SP:Iteration 9Q (42.296305 sec): 3 clusters Score: Raw -52146.917587 + Penalty 1634.423197 = -50512.494390 nChanged 2 SP:Iteration 10F (42.297515 sec): 3 clusters Score: Raw -52148.005261 + Penalty 1634.367018 = -50513.638243 nChanged 1 SP:Iteration 11Q (42.298697 sec): 3 clusters Score: Raw -52151.176707 + Penalty 1634.367018 = -50516.809688 nChanged 0 SP:Iteration 12F (42.299912 sec): 3 clusters Score: Raw -52151.176707 + Penalty 1634.367018 = -50516.809688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.304315 sec): 2 clusters Score: Raw -106298.147576 + Penalty 665.177799 = -105632.969777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.306553 sec): 3 clusters Score: Raw -105673.936784 + Penalty 1330.775951 = -104343.160833 nChanged 418 SP:Iteration 1F (42.308747 sec): 3 clusters Score: Raw -105894.848379 + Penalty 1331.626207 = -104563.222173 nChanged 112 SP:Iteration 2F (42.310937 sec): 3 clusters Score: Raw -105975.615509 + Penalty 1332.025852 = -104643.589657 nChanged 84 SP:Iteration 3F (42.313147 sec): 3 clusters Score: Raw -106042.138171 + Penalty 1331.218941 = -104710.919230 nChanged 65 SP:Iteration 4F (42.315334 sec): 3 clusters Score: Raw -106083.284183 + Penalty 1329.484656 = -104753.799527 nChanged 42 SP:Iteration 5Q (42.317499 sec): 3 clusters Score: Raw -106111.722699 + Penalty 1327.435579 = -104784.287120 nChanged 41 SP:Iteration 6Q (42.319658 sec): 3 clusters Score: Raw -106137.321006 + Penalty 1326.609097 = -104810.711909 nChanged 20 SP:Iteration 7Q (42.321805 sec): 3 clusters Score: Raw -106147.243628 + Penalty 1326.655725 = -104820.587903 nChanged 21 SP:Iteration 8Q (42.323954 sec): 3 clusters Score: Raw -106157.306221 + Penalty 1326.724022 = -104830.582199 nChanged 19 SP:Iteration 9Q (42.326088 sec): 3 clusters Score: Raw -106168.761766 + Penalty 1326.710693 = -104842.051073 nChanged 20 SP:Iteration 10F (42.328226 sec): 3 clusters Score: Raw -106176.280911 + Penalty 1327.042081 = -104849.238830 nChanged 16 SP:Iteration 11Q (42.330479 sec): 3 clusters Score: Raw -106182.440811 + Penalty 1328.251952 = -104854.188859 nChanged 22 SP:Iteration 12Q (42.332701 sec): 3 clusters Score: Raw -106191.690747 + Penalty 1329.465889 = -104862.224858 nChanged 18 SP:Iteration 13Q (42.334767 sec): 3 clusters Score: Raw -106199.718005 + Penalty 1331.442460 = -104868.275545 nChanged 14 SP:Iteration 14Q (42.336824 sec): 3 clusters Score: Raw -106205.238601 + Penalty 1332.560283 = -104872.678318 nChanged 17 SP:Iteration 15Q (42.338878 sec): 3 clusters Score: Raw -106212.546462 + Penalty 1334.777441 = -104877.769021 nChanged 14 SP:Iteration 16Q (42.340918 sec): 3 clusters Score: Raw -106218.963060 + Penalty 1337.503560 = -104881.459500 nChanged 9 SP:Iteration 17Q (42.342946 sec): 3 clusters Score: Raw -106222.356560 + Penalty 1340.170984 = -104882.185575 nChanged 12 SP:Iteration 18Q (42.344970 sec): 3 clusters Score: Raw -106227.786684 + Penalty 1342.962641 = -104884.824043 nChanged 10 SP:Iteration 19Q (42.346990 sec): 3 clusters Score: Raw -106231.877247 + Penalty 1345.308894 = -104886.568354 nChanged 9 SP:Iteration 20F (42.349211 sec): 3 clusters Score: Raw -106234.045674 + Penalty 1347.578395 = -104886.467279 nChanged 9 SP:Iteration 21F (42.351522 sec): 3 clusters Score: Raw -106235.945361 + Penalty 1347.157327 = -104888.788034 nChanged 3 SP:Iteration 22Q (42.353573 sec): 3 clusters Score: Raw -106236.641345 + Penalty 1347.589683 = -104889.051663 nChanged 1 SP:Iteration 23Q (42.355585 sec): 3 clusters Score: Raw -106236.740363 + Penalty 1348.449246 = -104888.291116 nChanged 2 SP:Iteration 24F (42.357699 sec): 3 clusters Score: Raw -106237.070177 + Penalty 1350.209638 = -104886.860539 nChanged 4 SP:Iteration 25F (42.359811 sec): 3 clusters Score: Raw -106237.685915 + Penalty 1351.396577 = -104886.289338 nChanged 4 SP:Iteration 26F (42.361926 sec): 3 clusters Score: Raw -106238.346872 + Penalty 1352.246799 = -104886.100073 nChanged 3 SP:Iteration 27F (42.364256 sec): 3 clusters Score: Raw -106239.009805 + Penalty 1352.796091 = -104886.213714 nChanged 1 SP:Iteration 28Q (42.366454 sec): 3 clusters Score: Raw -106239.282481 + Penalty 1352.796091 = -104886.486390 nChanged 0 SP:Iteration 29F (42.368579 sec): 3 clusters Score: Raw -106239.282481 + Penalty 1352.796091 = -104886.486390 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 8 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.374569 sec): 2 clusters Score: Raw -107527.066122 + Penalty 1073.311553 = -106453.754569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.376866 sec): 3 clusters Score: Raw -107078.386434 + Penalty 2145.295948 = -104933.090487 nChanged 374 SP:Iteration 1F (42.379115 sec): 3 clusters Score: Raw -107369.473751 + Penalty 2145.527391 = -105223.946360 nChanged 90 SP:Iteration 2F (42.381321 sec): 3 clusters Score: Raw -107458.178094 + Penalty 2146.428629 = -105311.749466 nChanged 62 SP:Iteration 3F (42.383583 sec): 3 clusters Score: Raw -107539.170457 + Penalty 2147.661493 = -105391.508963 nChanged 59 SP:Iteration 4F (42.385772 sec): 3 clusters Score: Raw -107593.547266 + Penalty 2148.747401 = -105444.799865 nChanged 39 SP:Iteration 5Q (42.387964 sec): 3 clusters Score: Raw -107628.908861 + Penalty 2149.485909 = -105479.422952 nChanged 33 SP:Iteration 6Q (42.390158 sec): 3 clusters Score: Raw -107669.040378 + Penalty 2150.916574 = -105518.123805 nChanged 35 SP:Iteration 7Q (42.392363 sec): 3 clusters Score: Raw -107698.972944 + Penalty 2151.602922 = -105547.370021 nChanged 29 SP:Iteration 8Q (42.394494 sec): 3 clusters Score: Raw -107728.477168 + Penalty 2152.181525 = -105576.295642 nChanged 31 SP:Iteration 9Q (42.396731 sec): 3 clusters Score: Raw -107758.349901 + Penalty 2153.402627 = -105604.947274 nChanged 32 SP:Iteration 10F (42.398992 sec): 3 clusters Score: Raw -107787.762825 + Penalty 2154.851844 = -105632.910981 nChanged 22 SP:Iteration 11Q (42.401158 sec): 3 clusters Score: Raw -107803.381968 + Penalty 2154.989234 = -105648.392735 nChanged 8 SP:Iteration 12Q (42.403279 sec): 3 clusters Score: Raw -107808.347678 + Penalty 2155.212437 = -105653.135241 nChanged 8 SP:Iteration 13Q (42.405393 sec): 3 clusters Score: Raw -107814.256576 + Penalty 2155.288193 = -105658.968382 nChanged 3 SP:Iteration 14Q (42.407578 sec): 3 clusters Score: Raw -107817.040613 + Penalty 2155.289465 = -105661.751148 nChanged 4 SP:Iteration 15Q (42.409735 sec): 3 clusters Score: Raw -107820.208997 + Penalty 2155.766236 = -105664.442761 nChanged 7 SP:Iteration 16Q (42.412025 sec): 3 clusters Score: Raw -107824.334447 + Penalty 2155.551053 = -105668.783394 nChanged 4 SP:Iteration 17Q (42.414312 sec): 3 clusters Score: Raw -107826.245108 + Penalty 2155.882926 = -105670.362183 nChanged 3 SP:Iteration 18Q (42.416576 sec): 3 clusters Score: Raw -107830.578372 + Penalty 2156.268970 = -105674.309402 nChanged 4 SP:Iteration 19Q (42.418688 sec): 3 clusters Score: Raw -107835.089721 + Penalty 2156.388421 = -105678.701300 nChanged 2 SP:Iteration 20F (42.420869 sec): 3 clusters Score: Raw -107836.037011 + Penalty 2156.605618 = -105679.431394 nChanged 2 SP:Iteration 21Q (42.422980 sec): 3 clusters Score: Raw -107837.059552 + Penalty 2156.605618 = -105680.453935 nChanged 0 SP:Iteration 22F (42.425154 sec): 3 clusters Score: Raw -107837.059552 + Penalty 2156.605618 = -105680.453935 nChanged 0 Memory request: 0.06 GB would take us to total of 0.26 GB. Trying to split cluster 16 (13617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.483950 sec): 2 clusters Score: Raw -1173144.853538 + Penalty 302.789274 = -1172842.064265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.509503 sec): 3 clusters Score: Raw -1163960.692177 + Penalty 780.259885 = -1163180.432292 nChanged 6526 SP:Iteration 1F (42.534763 sec): 3 clusters Score: Raw -1171171.172500 + Penalty 910.822498 = -1170260.350002 nChanged 1395 SP:Iteration 2F (42.559216 sec): 3 clusters Score: Raw -1172708.616508 + Penalty 934.764995 = -1171773.851514 nChanged 315 SP:Iteration 3Q (42.581730 sec): 3 clusters Score: Raw -1173026.367909 + Penalty 945.624448 = -1172080.743461 nChanged 93 SP:Iteration 4Q (42.602085 sec): 3 clusters Score: Raw -1173101.649849 + Penalty 1008.797391 = -1172092.852458 nChanged 38 SP:Iteration 5Q (42.622110 sec): 3 clusters Score: Raw -1173129.548500 + Penalty 1063.693727 = -1172065.854773 nChanged 16 SP:Iteration 6F (42.647199 sec): 3 clusters Score: Raw -1173143.335321 + Penalty 1105.986418 = -1172037.348903 nChanged 8 SP:Iteration 7F (42.672143 sec): 3 clusters Score: Raw -1173153.643742 + Penalty 1103.636228 = -1172050.007514 nChanged 6 SP:Iteration 8Q (42.691355 sec): 3 clusters Score: Raw -1173165.283593 + Penalty 1105.640093 = -1172059.643500 nChanged 4 SP:Iteration 9Q (42.710625 sec): 3 clusters Score: Raw -1173171.463081 + Penalty 1104.712051 = -1172066.751030 nChanged 1 SP:Iteration 10F (42.735278 sec): 3 clusters Score: Raw -1173173.166369 + Penalty 1104.712051 = -1172068.454319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.743933 sec): 2 clusters Score: Raw -40837.850350 + Penalty 969.028264 = -39868.822086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.744881 sec): 3 clusters Score: Raw -40766.266686 + Penalty 1938.043901 = -38828.222785 nChanged 79 SP:Iteration 1F (42.745791 sec): 3 clusters Score: Raw -40876.155943 + Penalty 1938.043110 = -38938.112833 nChanged 23 SP:Iteration 2F (42.746701 sec): 3 clusters Score: Raw -40909.701625 + Penalty 1938.050367 = -38971.651259 nChanged 11 SP:Iteration 3Q (42.747594 sec): 3 clusters Score: Raw -40935.787635 + Penalty 1938.077117 = -38997.710518 nChanged 12 SP:Iteration 4Q (42.748475 sec): 3 clusters Score: Raw -40965.743176 + Penalty 1938.078548 = -39027.664628 nChanged 6 SP:Iteration 5Q (42.749346 sec): 3 clusters Score: Raw -40974.076231 + Penalty 1938.072024 = -39036.004207 nChanged 1 SP:Iteration 6Q (42.750218 sec): 3 clusters Score: Raw -40977.085853 + Penalty 1938.056528 = -39039.029325 nChanged 2 SP:Iteration 7Q (42.751088 sec): 3 clusters Score: Raw -40979.883176 + Penalty 1938.056528 = -39041.826649 nChanged 2 SP:Iteration 8Q (42.751958 sec): 3 clusters Score: Raw -40981.848518 + Penalty 1938.056528 = -39043.791990 nChanged 0 SP:Iteration 9F (42.752864 sec): 3 clusters Score: Raw -40981.848518 + Penalty 1938.056528 = -39043.791990 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 27 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.755011 sec): 2 clusters Score: Raw -56767.370556 + Penalty 581.539578 = -56185.830978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.756305 sec): 3 clusters Score: Raw -56461.854612 + Penalty 1162.890341 = -55298.964271 nChanged 205 SP:Iteration 1F (42.757581 sec): 3 clusters Score: Raw -56614.626539 + Penalty 1163.339782 = -55451.286758 nChanged 62 SP:Iteration 2F (42.758855 sec): 3 clusters Score: Raw -56675.081712 + Penalty 1165.245770 = -55509.835943 nChanged 35 SP:Iteration 3F (42.760126 sec): 3 clusters Score: Raw -56706.023664 + Penalty 1167.808022 = -55538.215642 nChanged 28 SP:Iteration 4Q (42.761395 sec): 3 clusters Score: Raw -56726.795308 + Penalty 1168.865267 = -55557.930041 nChanged 15 SP:Iteration 5Q (42.762669 sec): 3 clusters Score: Raw -56739.328046 + Penalty 1171.714060 = -55567.613986 nChanged 11 SP:Iteration 6Q (42.763924 sec): 3 clusters Score: Raw -56751.921902 + Penalty 1172.746991 = -55579.174910 nChanged 10 SP:Iteration 7Q (42.765167 sec): 3 clusters Score: Raw -56757.951148 + Penalty 1173.722006 = -55584.229143 nChanged 7 SP:Iteration 8Q (42.766509 sec): 3 clusters Score: Raw -56764.528147 + Penalty 1174.808407 = -55589.719740 nChanged 5 SP:Iteration 9Q (42.767831 sec): 3 clusters Score: Raw -56769.103365 + Penalty 1176.587717 = -55592.515648 nChanged 4 SP:Iteration 10F (42.769176 sec): 3 clusters Score: Raw -56772.402258 + Penalty 1178.197810 = -55594.204449 nChanged 4 SP:Iteration 11Q (42.770478 sec): 3 clusters Score: Raw -56774.051536 + Penalty 1178.865562 = -55595.185973 nChanged 3 SP:Iteration 12Q (42.771720 sec): 3 clusters Score: Raw -56774.814784 + Penalty 1179.599819 = -55595.214966 nChanged 2 SP:Iteration 13Q (42.772943 sec): 3 clusters Score: Raw -56775.326621 + Penalty 1181.044000 = -55594.282621 nChanged 4 SP:Iteration 14F (42.774212 sec): 3 clusters Score: Raw -56777.439994 + Penalty 1181.044000 = -55596.395995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.774892 sec): 2 clusters Score: Raw -4801.306334 + Penalty 145.716268 = -4655.590066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.775226 sec): 3 clusters Score: Raw -4901.090247 + Penalty 366.867975 = -4534.222272 nChanged 18 SP:Iteration 1F (42.775588 sec): 3 clusters Score: Raw -4957.836178 + Penalty 378.118691 = -4579.717487 nChanged 1 SP:Iteration 2Q (42.775894 sec): 3 clusters Score: Raw -4962.374203 + Penalty 395.667791 = -4566.706412 nChanged 1 SP:Iteration 3F (42.776224 sec): 3 clusters Score: Raw -4964.928022 + Penalty 395.667791 = -4569.260231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 35 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.778399 sec): 2 clusters Score: Raw -63532.746344 + Penalty 905.800146 = -62626.946198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.779732 sec): 3 clusters Score: Raw -63320.135337 + Penalty 1812.259368 = -61507.875969 nChanged 177 SP:Iteration 1F (42.781043 sec): 3 clusters Score: Raw -63470.135421 + Penalty 1812.176627 = -61657.958793 nChanged 34 SP:Iteration 2F (42.782378 sec): 3 clusters Score: Raw -63505.536166 + Penalty 1812.054438 = -61693.481728 nChanged 22 SP:Iteration 3Q (42.783773 sec): 3 clusters Score: Raw -63522.390647 + Penalty 1812.119433 = -61710.271213 nChanged 10 SP:Iteration 4Q (42.785136 sec): 3 clusters Score: Raw -63537.850467 + Penalty 1811.985996 = -61725.864472 nChanged 4 SP:Iteration 5Q (42.786489 sec): 3 clusters Score: Raw -63541.001395 + Penalty 1812.052857 = -61728.948538 nChanged 3 SP:Iteration 6Q (42.787801 sec): 3 clusters Score: Raw -63543.509773 + Penalty 1812.050587 = -61731.459187 nChanged 3 SP:Iteration 7Q (42.789094 sec): 3 clusters Score: Raw -63546.432489 + Penalty 1812.095996 = -61734.336493 nChanged 4 SP:Iteration 8Q (42.790396 sec): 3 clusters Score: Raw -63552.122092 + Penalty 1812.220962 = -61739.901130 nChanged 5 SP:Iteration 9Q (42.791702 sec): 3 clusters Score: Raw -63555.494735 + Penalty 1812.182489 = -61743.312246 nChanged 1 SP:Iteration 10F (42.793006 sec): 3 clusters Score: Raw -63556.040891 + Penalty 1812.182489 = -61743.858402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 43 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.794983 sec): 2 clusters Score: Raw -54937.658510 + Penalty 855.328600 = -54082.329910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.796193 sec): 3 clusters Score: Raw -54735.161371 + Penalty 1709.955687 = -53025.205684 nChanged 141 SP:Iteration 1F (42.797393 sec): 3 clusters Score: Raw -54879.554140 + Penalty 1709.986654 = -53169.567486 nChanged 37 SP:Iteration 2F (42.798583 sec): 3 clusters Score: Raw -54918.765271 + Penalty 1710.505445 = -53208.259826 nChanged 17 SP:Iteration 3Q (42.799849 sec): 3 clusters Score: Raw -54936.898373 + Penalty 1711.773825 = -53225.124548 nChanged 16 SP:Iteration 4Q (42.801064 sec): 3 clusters Score: Raw -54951.190266 + Penalty 1712.285601 = -53238.904666 nChanged 9 SP:Iteration 5Q (42.802293 sec): 3 clusters Score: Raw -54964.248126 + Penalty 1712.408036 = -53251.840090 nChanged 6 SP:Iteration 6Q (42.803516 sec): 3 clusters Score: Raw -54971.457264 + Penalty 1712.550168 = -53258.907096 nChanged 5 SP:Iteration 7Q (42.804723 sec): 3 clusters Score: Raw -54976.802499 + Penalty 1712.712056 = -53264.090443 nChanged 4 SP:Iteration 8Q (42.805887 sec): 3 clusters Score: Raw -54980.392902 + Penalty 1713.007389 = -53267.385513 nChanged 4 SP:Iteration 9Q (42.807035 sec): 3 clusters Score: Raw -54984.566414 + Penalty 1713.205849 = -53271.360565 nChanged 4 SP:Iteration 10F (42.808213 sec): 3 clusters Score: Raw -54987.379976 + Penalty 1712.993605 = -53274.386370 nChanged 3 SP:Iteration 11Q (42.809381 sec): 3 clusters Score: Raw -54989.124379 + Penalty 1713.001580 = -53276.122799 nChanged 3 SP:Iteration 12Q (42.810543 sec): 3 clusters Score: Raw -54991.381653 + Penalty 1713.041254 = -53278.340399 nChanged 2 SP:Iteration 13Q (42.811703 sec): 3 clusters Score: Raw -54992.241529 + Penalty 1713.018547 = -53279.222983 nChanged 2 SP:Iteration 14Q (42.812863 sec): 3 clusters Score: Raw -54994.051208 + Penalty 1713.018547 = -53281.032661 nChanged 0 SP:Iteration 15F (42.814080 sec): 3 clusters Score: Raw -54994.051208 + Penalty 1713.018547 = -53281.032661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.814580 sec): 2 clusters Score: Raw -314.547712 + Penalty 10.050634 = -304.497078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.814787 sec): 3 clusters Score: Raw -323.109980 + Penalty 20.101268 = -303.008712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.816374 sec): 2 clusters Score: Raw -36577.231879 + Penalty 579.005798 = -35998.226081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.817337 sec): 3 clusters Score: Raw -36406.487964 + Penalty 1159.675841 = -35246.812123 nChanged 108 SP:Iteration 1F (42.818282 sec): 3 clusters Score: Raw -36522.577189 + Penalty 1161.639932 = -35360.937257 nChanged 38 SP:Iteration 2F (42.819223 sec): 3 clusters Score: Raw -36562.406899 + Penalty 1162.700715 = -35399.706184 nChanged 26 SP:Iteration 3F (42.820164 sec): 3 clusters Score: Raw -36588.831827 + Penalty 1163.817208 = -35425.014619 nChanged 14 SP:Iteration 4Q (42.821089 sec): 3 clusters Score: Raw -36601.030267 + Penalty 1164.185256 = -35436.845011 nChanged 4 SP:Iteration 5Q (42.822014 sec): 3 clusters Score: Raw -36603.394249 + Penalty 1164.185256 = -35439.208993 nChanged 0 SP:Iteration 6F (42.822958 sec): 3 clusters Score: Raw -36603.394249 + Penalty 1164.185256 = -35439.208993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.823412 sec): 2 clusters Score: Raw -82.437996 + Penalty 0.000000 = -82.437996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.823594 sec): 2 clusters Score: Raw -82.437996 + Penalty 0.000000 = -82.437996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.824065 sec): 2 clusters Score: Raw -622.025274 + Penalty 59.636090 = -562.389184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.824281 sec): 3 clusters Score: Raw -638.576328 + Penalty 99.508002 = -539.068326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.825441 sec): 2 clusters Score: Raw -12315.070797 + Penalty 380.132885 = -11934.937913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.825930 sec): 3 clusters Score: Raw -12311.712714 + Penalty 753.015129 = -11558.697585 nChanged 29 SP:Iteration 1F (42.826412 sec): 3 clusters Score: Raw -12345.686031 + Penalty 743.637684 = -11602.048347 nChanged 10 SP:Iteration 2F (42.826894 sec): 3 clusters Score: Raw -12365.686348 + Penalty 739.275627 = -11626.410721 nChanged 7 SP:Iteration 3Q (42.827369 sec): 3 clusters Score: Raw -12378.104717 + Penalty 739.177818 = -11638.926899 nChanged 1 SP:Iteration 4Q (42.827836 sec): 3 clusters Score: Raw -12379.827884 + Penalty 739.327301 = -11640.500583 nChanged 1 SP:Iteration 5Q (42.828309 sec): 3 clusters Score: Raw -12385.382990 + Penalty 736.646913 = -11648.736076 nChanged 2 SP:Iteration 6Q (42.828766 sec): 3 clusters Score: Raw -12386.374669 + Penalty 736.646913 = -11649.727756 nChanged 0 SP:Iteration 7F (42.829236 sec): 3 clusters Score: Raw -12386.374669 + Penalty 736.646913 = -11649.727756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 204 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.830856 sec): 2 clusters Score: Raw -20451.453665 + Penalty 407.806554 = -20043.647111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.831545 sec): 3 clusters Score: Raw -20357.749326 + Penalty 819.481491 = -19538.267836 nChanged 59 SP:Iteration 1F (42.832246 sec): 3 clusters Score: Raw -20435.653168 + Penalty 820.809785 = -19614.843383 nChanged 17 SP:Iteration 2F (42.832919 sec): 3 clusters Score: Raw -20456.280767 + Penalty 820.469803 = -19635.810964 nChanged 9 SP:Iteration 3Q (42.833562 sec): 3 clusters Score: Raw -20474.892124 + Penalty 819.876602 = -19655.015523 nChanged 5 SP:Iteration 4Q (42.834198 sec): 3 clusters Score: Raw -20480.386988 + Penalty 818.897627 = -19661.489361 nChanged 3 SP:Iteration 5Q (42.834833 sec): 3 clusters Score: Raw -20486.565710 + Penalty 817.974075 = -19668.591635 nChanged 3 SP:Iteration 6Q (42.835465 sec): 3 clusters Score: Raw -20489.318291 + Penalty 819.765491 = -19669.552800 nChanged 2 SP:Iteration 7Q (42.836096 sec): 3 clusters Score: Raw -20490.503953 + Penalty 819.765491 = -19670.738462 nChanged 0 SP:Iteration 8F (42.836723 sec): 3 clusters Score: Raw -20490.503953 + Penalty 819.765491 = -19670.738462 nChanged 0 Time taken for this iteration:42.267031 seconds. 300->17 Clusters: Score -1772051.459480, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 175 (time per iteration =244.945840 ms) Total iterations: 1200 (time per iteration =35.721268 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2750156250.000000 (time per metric unit =15.586577ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 68753906250.000000 (time per metric unit=623.463078ps) That took 42.865522 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 17 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.30 and 0.45 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 32907 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 32907 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 225 (2 points): Lose 11.264242 but Gain 1614.471131 Iteration 0F (4.711890 sec): 244 clusters Score: Raw -2719480.165394 + Penalty 276036.376871 = -2443443.788523 nChanged 11700 Deleting Class 243 (1 points): Lose 7.860050 but Gain 1587.286003 Iteration 1F (8.379672 sec): 239 clusters Score: Raw -2745620.703733 + Penalty 272943.086662 = -2472677.617071 nChanged 4706 Deleting Class 229 (3 points): Lose 21.012637 but Gain 1593.955799 Iteration 2F (12.008322 sec): 236 clusters Score: Raw -2752853.661904 + Penalty 270960.264702 = -2481893.397202 nChanged 4500 Deleting Class 244 (1 points): Lose 6.474546 but Gain 1547.093650 Iteration 3F (15.612602 sec): 234 clusters Score: Raw -2758553.643510 + Penalty 268592.337740 = -2489961.305770 nChanged 4643 Deleting Class 197 (1 points): Lose 6.453492 but Gain 1532.088343 Iteration 4F (19.181176 sec): 232 clusters Score: Raw -2763986.288124 + Penalty 266566.720177 = -2497419.567946 nChanged 3871 Deleting Class 212 (3 points): Lose 13.020646 but Gain 1537.279669 Iteration 5F (22.702299 sec): 230 clusters Score: Raw -2768157.127974 + Penalty 264578.409072 = -2503578.718902 nChanged 2385 Deleting Class 223 (8 points): Lose 111.261866 but Gain 1594.499527 Iteration 6F (26.182831 sec): 228 clusters Score: Raw -2770332.062202 + Penalty 262773.521873 = -2507558.540329 nChanged 1296 Deleting Class 211 (2 points): Lose 11.278626 but Gain 1489.265042 Iteration 7Q (26.599793 sec): 227 clusters Score: Raw -2771549.529830 + Penalty 261787.596212 = -2509761.933618 nChanged 699 Deleting Class 233 (2 points): Lose 5.988147 but Gain 1474.971638 Iteration 8Q (26.928693 sec): 226 clusters Score: Raw -2772104.450334 + Penalty 260728.082286 = -2511376.368047 nChanged 406 Deleting Class 194 (3 points): Lose 27.037216 but Gain 1495.150655 Iteration 9Q (27.217386 sec): 225 clusters Score: Raw -2772409.561645 + Penalty 258821.868037 = -2513587.693608 nChanged 237 Deleting Class 166 (12 points): Lose 123.898356 but Gain 1590.352802 Iteration 10F (30.607405 sec): 223 clusters Score: Raw -2772466.953997 + Penalty 257437.224356 = -2515029.729642 nChanged 142 Deleting Class 220 (3 points): Lose 23.093221 but Gain 1482.430419 Iteration 11Q (30.867588 sec): 222 clusters Score: Raw -2772576.741292 + Penalty 256009.980807 = -2516566.760486 nChanged 101 Deleting Class 156 (20 points): Lose 191.407411 but Gain 1649.124525 Iteration 12Q (31.122035 sec): 221 clusters Score: Raw -2772452.770378 + Penalty 254454.609742 = -2517998.160636 nChanged 98 Deleting Class 191 (1 points): Lose 6.493764 but Gain 1458.659700 Iteration 13Q (31.375506 sec): 220 clusters Score: Raw -2772559.640587 + Penalty 253035.854954 = -2519523.785633 nChanged 73 Deleting Class 231 (7 points): Lose 68.212212 but Gain 1495.767342 Iteration 14Q (31.622683 sec): 219 clusters Score: Raw -2772567.201010 + Penalty 251591.345754 = -2520975.855257 nChanged 65 Deleting Class 196 (4 points): Lose 24.579558 but Gain 1451.972513 Iteration 15Q (31.868846 sec): 218 clusters Score: Raw -2772618.328984 + Penalty 250205.616952 = -2522412.712032 nChanged 39 Deleting Class 106 (13 points): Lose 92.449491 but Gain 1518.072639 Iteration 16Q (32.115751 sec): 217 clusters Score: Raw -2772571.152340 + Penalty 248856.710688 = -2523714.441652 nChanged 41 Deleting Class 38 (5 points): Lose 23.885010 but Gain 1443.860147 Iteration 17Q (32.355833 sec): 216 clusters Score: Raw -2772605.387347 + Penalty 247463.275072 = -2525142.112275 nChanged 25 Deleting Class 123 (3 points): Lose 24.487729 but Gain 1436.358796 Iteration 18Q (32.592526 sec): 215 clusters Score: Raw -2772617.271974 + Penalty 246093.635327 = -2526523.636647 nChanged 15 Deleting Class 215 (3 points): Lose 22.737419 but Gain 1459.812998 Iteration 19Q (32.828051 sec): 214 clusters Score: Raw -2772635.466971 + Penalty 244652.916092 = -2527982.550879 nChanged 13 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2772635.466971 + Penalty 244652.916092 = -2527982.550879Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.946972 sec): 2 clusters Score: Raw -3952.024050 + Penalty 313.491399 = -3638.532651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.947285 sec): 3 clusters Score: Raw -3935.918636 + Penalty 629.724670 = -3306.193966 nChanged 1 SP:Iteration 1Q (32.947595 sec): 3 clusters Score: Raw -3939.245705 + Penalty 632.338615 = -3306.907091 nChanged 1 SP:Iteration 2Q (32.947880 sec): 3 clusters Score: Raw -3940.945984 + Penalty 633.152587 = -3307.793397 nChanged 2 SP:Iteration 3Q (32.948164 sec): 3 clusters Score: Raw -3945.045918 + Penalty 630.844258 = -3314.201660 nChanged 2 SP:Iteration 4Q (32.948448 sec): 3 clusters Score: Raw -3948.926142 + Penalty 630.891500 = -3318.034641 nChanged 1 SP:Iteration 5Q (32.948729 sec): 3 clusters Score: Raw -3949.893233 + Penalty 634.851237 = -3315.041996 nChanged 1 SP:Iteration 6F (32.949012 sec): 3 clusters Score: Raw -3950.884700 + Penalty 636.490523 = -3314.394177 nChanged 1 SP:Iteration 7F (32.949300 sec): 3 clusters Score: Raw -3950.924168 + Penalty 636.490523 = -3314.433645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.950270 sec): 2 clusters Score: Raw -15534.808922 + Penalty 396.539236 = -15138.269686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.950788 sec): 3 clusters Score: Raw -15459.781057 + Penalty 786.541098 = -14673.239959 nChanged 31 SP:Iteration 1F (32.951297 sec): 3 clusters Score: Raw -15489.321897 + Penalty 787.023985 = -14702.297912 nChanged 11 SP:Iteration 2F (32.951806 sec): 3 clusters Score: Raw -15503.477354 + Penalty 790.228646 = -14713.248708 nChanged 7 SP:Iteration 3Q (32.952312 sec): 3 clusters Score: Raw -15514.351233 + Penalty 792.136334 = -14722.214899 nChanged 5 SP:Iteration 4Q (32.952818 sec): 3 clusters Score: Raw -15518.807041 + Penalty 792.423651 = -14726.383390 nChanged 2 SP:Iteration 5Q (32.953323 sec): 3 clusters Score: Raw -15520.886824 + Penalty 792.168971 = -14728.717853 nChanged 3 SP:Iteration 6Q (32.953828 sec): 3 clusters Score: Raw -15522.332925 + Penalty 792.699729 = -14729.633196 nChanged 2 SP:Iteration 7Q (32.954330 sec): 3 clusters Score: Raw -15523.561464 + Penalty 792.699729 = -14730.861735 nChanged 0 SP:Iteration 8F (32.954831 sec): 3 clusters Score: Raw -15523.561464 + Penalty 792.699729 = -14730.861735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 4 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.955371 sec): 2 clusters Score: Raw -846.388098 + Penalty 248.993159 = -597.394939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.955595 sec): 3 clusters Score: Raw -840.914861 + Penalty 248.993159 = -591.921702 nChanged 1 SP:Iteration 1F (32.955799 sec): 2 clusters Score: Raw -846.388098 + Penalty 248.993159 = -597.394939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 5 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.956284 sec): 2 clusters Score: Raw -799.084106 + Penalty 250.827303 = -548.256803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.956509 sec): 3 clusters Score: Raw -785.909546 + Penalty 480.484815 = -305.424732 nChanged 1 SP:Iteration 1F (32.956733 sec): 3 clusters Score: Raw -788.995151 + Penalty 480.484815 = -308.510336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.957251 sec): 2 clusters Score: Raw -2045.394625 + Penalty 411.242929 = -1634.151696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.957500 sec): 3 clusters Score: Raw -2084.173053 + Penalty 825.917299 = -1258.255754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.958298 sec): 2 clusters Score: Raw -6546.294477 + Penalty 410.969480 = -6135.324997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.958641 sec): 3 clusters Score: Raw -6541.916431 + Penalty 822.192754 = -5719.723677 nChanged 3 SP:Iteration 1Q (32.958978 sec): 3 clusters Score: Raw -6549.488435 + Penalty 822.685952 = -5726.802483 nChanged 3 SP:Iteration 2Q (32.959313 sec): 3 clusters Score: Raw -6555.323894 + Penalty 823.351688 = -5731.972206 nChanged 2 SP:Iteration 3Q (32.959642 sec): 3 clusters Score: Raw -6560.676996 + Penalty 823.351688 = -5737.325308 nChanged 0 SP:Iteration 4F (32.959978 sec): 3 clusters Score: Raw -6560.676996 + Penalty 823.351688 = -5737.325308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 8 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.960857 sec): 2 clusters Score: Raw -15427.437293 + Penalty 642.835361 = -14784.601932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.961354 sec): 3 clusters Score: Raw -15411.600308 + Penalty 1286.022435 = -14125.577873 nChanged 19 SP:Iteration 1F (32.961841 sec): 3 clusters Score: Raw -15437.783904 + Penalty 1285.771659 = -14152.012245 nChanged 1 SP:Iteration 2Q (32.962324 sec): 3 clusters Score: Raw -15439.457952 + Penalty 1285.666332 = -14153.791619 nChanged 1 SP:Iteration 3Q (32.962803 sec): 3 clusters Score: Raw -15441.813355 + Penalty 1285.710094 = -14156.103262 nChanged 1 SP:Iteration 4Q (32.963282 sec): 3 clusters Score: Raw -15442.607156 + Penalty 1285.710094 = -14156.897062 nChanged 0 SP:Iteration 5F (32.963768 sec): 3 clusters Score: Raw -15442.607156 + Penalty 1285.710094 = -14156.897062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 9 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.964330 sec): 2 clusters Score: Raw -3605.136359 + Penalty 495.499577 = -3109.636782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.964610 sec): 3 clusters Score: Raw -3670.562646 + Penalty 989.878649 = -2680.683997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.968457 sec): 2 clusters Score: Raw -64662.777230 + Penalty 709.479962 = -63953.297268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.969985 sec): 3 clusters Score: Raw -64354.681463 + Penalty 1421.625959 = -62933.055503 nChanged 213 SP:Iteration 1F (32.971452 sec): 3 clusters Score: Raw -64487.703113 + Penalty 1422.832931 = -63064.870182 nChanged 48 SP:Iteration 2F (32.972893 sec): 3 clusters Score: Raw -64521.759512 + Penalty 1424.577758 = -63097.181754 nChanged 32 SP:Iteration 3Q (32.974385 sec): 3 clusters Score: Raw -64545.451832 + Penalty 1428.263493 = -63117.188338 nChanged 28 SP:Iteration 4Q (32.975841 sec): 3 clusters Score: Raw -64568.968791 + Penalty 1430.889024 = -63138.079768 nChanged 20 SP:Iteration 5Q (32.977235 sec): 3 clusters Score: Raw -64581.405020 + Penalty 1433.728714 = -63147.676306 nChanged 13 SP:Iteration 6Q (32.978590 sec): 3 clusters Score: Raw -64587.364320 + Penalty 1436.060659 = -63151.303661 nChanged 6 SP:Iteration 7Q (32.979984 sec): 3 clusters Score: Raw -64589.104069 + Penalty 1436.519344 = -63152.584726 nChanged 3 SP:Iteration 8Q (32.981358 sec): 3 clusters Score: Raw -64589.594416 + Penalty 1437.454996 = -63152.139420 nChanged 4 SP:Iteration 9F (32.982745 sec): 3 clusters Score: Raw -64592.383183 + Penalty 1438.441062 = -63153.942121 nChanged 5 SP:Iteration 10F (32.984149 sec): 3 clusters Score: Raw -64594.385156 + Penalty 1439.958032 = -63154.427124 nChanged 5 SP:Iteration 11Q (32.985524 sec): 3 clusters Score: Raw -64595.885278 + Penalty 1441.227667 = -63154.657612 nChanged 4 SP:Iteration 12Q (32.986896 sec): 3 clusters Score: Raw -64596.888439 + Penalty 1443.827070 = -63153.061369 nChanged 8 SP:Iteration 13F (32.988287 sec): 3 clusters Score: Raw -64599.731208 + Penalty 1447.007792 = -63152.723416 nChanged 6 SP:Iteration 14F (32.989672 sec): 3 clusters Score: Raw -64602.726306 + Penalty 1449.616945 = -63153.109361 nChanged 9 SP:Iteration 15Q (32.991062 sec): 3 clusters Score: Raw -64609.383160 + Penalty 1453.517904 = -63155.865256 nChanged 12 SP:Iteration 16Q (32.992418 sec): 3 clusters Score: Raw -64619.319372 + Penalty 1456.393457 = -63162.925915 nChanged 10 SP:Iteration 17Q (32.993793 sec): 3 clusters Score: Raw -64625.946963 + Penalty 1457.273773 = -63168.673191 nChanged 15 SP:Iteration 18Q (32.995156 sec): 3 clusters Score: Raw -64637.283042 + Penalty 1459.502030 = -63177.781012 nChanged 17 SP:Iteration 19Q (32.996514 sec): 3 clusters Score: Raw -64650.092125 + Penalty 1457.560897 = -63192.531228 nChanged 12 SP:Iteration 20F (32.997903 sec): 3 clusters Score: Raw -64657.661694 + Penalty 1461.327473 = -63196.334221 nChanged 7 SP:Iteration 21Q (32.999259 sec): 3 clusters Score: Raw -64662.666333 + Penalty 1461.946375 = -63200.719959 nChanged 3 SP:Iteration 22Q (33.000613 sec): 3 clusters Score: Raw -64668.127067 + Penalty 1461.349686 = -63206.777381 nChanged 7 SP:Iteration 23Q (33.001971 sec): 3 clusters Score: Raw -64676.563447 + Penalty 1459.020208 = -63217.543239 nChanged 4 SP:Iteration 24Q (33.003289 sec): 3 clusters Score: Raw -64678.935856 + Penalty 1458.287631 = -63220.648225 nChanged 2 SP:Iteration 25Q (33.004627 sec): 3 clusters Score: Raw -64679.315813 + Penalty 1457.854463 = -63221.461350 nChanged 1 SP:Iteration 26Q (33.006054 sec): 3 clusters Score: Raw -64679.742920 + Penalty 1457.854463 = -63221.888457 nChanged 0 SP:Iteration 27F (33.007514 sec): 3 clusters Score: Raw -64679.742920 + Penalty 1457.854463 = -63221.888457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.008363 sec): 2 clusters Score: Raw -7060.484506 + Penalty 232.849746 = -6827.634759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.008713 sec): 3 clusters Score: Raw -7039.414883 + Penalty 465.639087 = -6573.775796 nChanged 19 SP:Iteration 1F (33.009068 sec): 3 clusters Score: Raw -7068.853897 + Penalty 465.621397 = -6603.232500 nChanged 6 SP:Iteration 2F (33.009415 sec): 3 clusters Score: Raw -7079.048011 + Penalty 466.175416 = -6612.872594 nChanged 2 SP:Iteration 3Q (33.009777 sec): 3 clusters Score: Raw -7081.907856 + Penalty 459.474653 = -6622.433203 nChanged 1 SP:Iteration 4Q (33.010120 sec): 3 clusters Score: Raw -7083.307933 + Penalty 459.474653 = -6623.833281 nChanged 0 SP:Iteration 5F (33.010465 sec): 3 clusters Score: Raw -7083.307933 + Penalty 459.474653 = -6623.833281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.011086 sec): 2 clusters Score: Raw -4934.122583 + Penalty 425.302537 = -4508.820047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.011393 sec): 3 clusters Score: Raw -4949.311287 + Penalty 838.160436 = -4111.150851 nChanged 3 SP:Iteration 1F (33.011695 sec): 3 clusters Score: Raw -4955.201374 + Penalty 838.160436 = -4117.040938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.012205 sec): 2 clusters Score: Raw -1581.641951 + Penalty 401.422951 = -1180.219000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.012448 sec): 3 clusters Score: Raw -1680.282516 + Penalty 806.746495 = -873.536020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.013371 sec): 2 clusters Score: Raw -9260.613176 + Penalty 415.310709 = -8845.302468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.013787 sec): 3 clusters Score: Raw -9252.990904 + Penalty 832.049707 = -8420.941197 nChanged 6 SP:Iteration 1F (33.014197 sec): 3 clusters Score: Raw -9261.468512 + Penalty 831.528767 = -8429.939745 nChanged 4 SP:Iteration 2Q (33.014604 sec): 3 clusters Score: Raw -9267.669437 + Penalty 827.486031 = -8440.183405 nChanged 5 SP:Iteration 3Q (33.015009 sec): 3 clusters Score: Raw -9276.190396 + Penalty 826.616004 = -8449.574392 nChanged 2 SP:Iteration 4Q (33.015412 sec): 3 clusters Score: Raw -9282.495403 + Penalty 826.604872 = -8455.890531 nChanged 1 SP:Iteration 5Q (33.015812 sec): 3 clusters Score: Raw -9284.545791 + Penalty 826.604872 = -8457.940919 nChanged 0 SP:Iteration 6F (33.016221 sec): 3 clusters Score: Raw -9284.545791 + Penalty 826.604872 = -8457.940919 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.123068 sec): 2 clusters Score: Raw -1934093.760127 + Penalty 250.935911 = -1933842.824216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.167726 sec): 3 clusters Score: Raw -1918483.974860 + Penalty 613.129826 = -1917870.845034 nChanged 11099 SP:Iteration 1F (33.211530 sec): 3 clusters Score: Raw -1929933.735212 + Penalty 680.731520 = -1929253.003692 nChanged 2812 SP:Iteration 2F (33.254627 sec): 3 clusters Score: Raw -1933105.356483 + Penalty 748.076751 = -1932357.279733 nChanged 744 SP:Iteration 3Q (33.298042 sec): 3 clusters Score: Raw -1933926.685184 + Penalty 815.397880 = -1933111.287304 nChanged 151 SP:Iteration 4Q (33.334242 sec): 3 clusters Score: Raw -1934079.013298 + Penalty 863.595344 = -1933215.417954 nChanged 26 SP:Iteration 5Q (33.369074 sec): 3 clusters Score: Raw -1934109.682030 + Penalty 924.847127 = -1933184.834903 nChanged 7 SP:Iteration 6F (33.412407 sec): 3 clusters Score: Raw -1934120.418970 + Penalty 921.045150 = -1933199.373820 nChanged 1 SP:Iteration 7Q (33.446183 sec): 3 clusters Score: Raw -1934122.901488 + Penalty 921.045150 = -1933201.856338 nChanged 0 SP:Iteration 8F (33.489482 sec): 3 clusters Score: Raw -1934122.901488 + Penalty 921.045150 = -1933201.856338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.503612 sec): 2 clusters Score: Raw -32047.966844 + Penalty 473.220243 = -31574.746601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.504506 sec): 3 clusters Score: Raw -31915.046968 + Penalty 949.023134 = -30966.023834 nChanged 113 SP:Iteration 1F (33.505340 sec): 3 clusters Score: Raw -32048.789274 + Penalty 948.698672 = -31100.090601 nChanged 43 SP:Iteration 2F (33.506246 sec): 3 clusters Score: Raw -32094.145032 + Penalty 952.815184 = -31141.329848 nChanged 21 SP:Iteration 3F (33.507106 sec): 3 clusters Score: Raw -32120.167119 + Penalty 958.722210 = -31161.444910 nChanged 14 SP:Iteration 4Q (33.507963 sec): 3 clusters Score: Raw -32132.779601 + Penalty 958.579371 = -31174.200230 nChanged 10 SP:Iteration 5Q (33.508809 sec): 3 clusters Score: Raw -32143.642895 + Penalty 954.892653 = -31188.750242 nChanged 6 SP:Iteration 6Q (33.509651 sec): 3 clusters Score: Raw -32152.356237 + Penalty 958.875850 = -31193.480387 nChanged 3 SP:Iteration 7Q (33.510495 sec): 3 clusters Score: Raw -32154.177761 + Penalty 959.961979 = -31194.215782 nChanged 1 SP:Iteration 8Q (33.511309 sec): 3 clusters Score: Raw -32154.492545 + Penalty 959.961979 = -31194.530567 nChanged 0 SP:Iteration 9F (33.512142 sec): 3 clusters Score: Raw -32154.492545 + Penalty 959.961979 = -31194.530567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.513198 sec): 2 clusters Score: Raw -5066.184601 + Penalty 392.283031 = -4673.901570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.513508 sec): 3 clusters Score: Raw -5061.907293 + Penalty 785.119591 = -4276.787703 nChanged 2 SP:Iteration 1Q (33.513810 sec): 3 clusters Score: Raw -5069.060334 + Penalty 785.119591 = -4283.940743 nChanged 0 SP:Iteration 2F (33.514112 sec): 3 clusters Score: Raw -5069.060334 + Penalty 785.119591 = -4283.940743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.514613 sec): 2 clusters Score: Raw -1140.356528 + Penalty 54.018099 = -1086.338429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.514847 sec): 3 clusters Score: Raw -1144.361691 + Penalty 129.562204 = -1014.799487 nChanged 2 SP:Iteration 1F (33.515075 sec): 3 clusters Score: Raw -1154.031017 + Penalty 129.562204 = -1024.468813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.515572 sec): 2 clusters Score: Raw -1132.069351 + Penalty 259.759278 = -872.310073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.515805 sec): 3 clusters Score: Raw -1182.241272 + Penalty 524.154729 = -658.086543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 20 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.516283 sec): 2 clusters Score: Raw -587.016318 + Penalty 215.549981 = -371.466337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.516484 sec): 2 clusters Score: Raw -587.016318 + Penalty 215.549981 = -371.466337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.517076 sec): 2 clusters Score: Raw -4456.422253 + Penalty 291.696839 = -4164.725414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.517383 sec): 3 clusters Score: Raw -4464.667439 + Penalty 582.984831 = -3881.682608 nChanged 1 SP:Iteration 1Q (33.517680 sec): 3 clusters Score: Raw -4466.645113 + Penalty 582.984831 = -3883.660282 nChanged 0 SP:Iteration 2F (33.517981 sec): 3 clusters Score: Raw -4466.645113 + Penalty 582.984831 = -3883.660282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 22 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.518707 sec): 2 clusters Score: Raw -8920.483953 + Penalty 716.930471 = -8203.553482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.519092 sec): 3 clusters Score: Raw -9054.393793 + Penalty 1435.122481 = -7619.271313 nChanged 3 SP:Iteration 1Q (33.519445 sec): 3 clusters Score: Raw -9072.587345 + Penalty 1435.122481 = -7637.464864 nChanged 0 SP:Iteration 2F (33.519821 sec): 3 clusters Score: Raw -9072.587345 + Penalty 1435.122481 = -7637.464864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.520305 sec): 2 clusters Score: Raw -522.731800 + Penalty 146.883555 = -375.848245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.520524 sec): 3 clusters Score: Raw -529.318773 + Penalty 286.570723 = -242.748050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.521020 sec): 2 clusters Score: Raw -1208.218698 + Penalty 262.874036 = -945.344662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.521252 sec): 3 clusters Score: Raw -1214.549481 + Penalty 516.839122 = -697.710359 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.524164 sec): 2 clusters Score: Raw -67871.852491 + Penalty 478.986329 = -67392.866162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.525693 sec): 3 clusters Score: Raw -67455.587928 + Penalty 951.714668 = -66503.873260 nChanged 260 SP:Iteration 1F (33.527188 sec): 3 clusters Score: Raw -67641.994487 + Penalty 941.042160 = -66700.952327 nChanged 101 SP:Iteration 2F (33.528667 sec): 3 clusters Score: Raw -67705.867861 + Penalty 939.064248 = -66766.803613 nChanged 39 SP:Iteration 3F (33.530192 sec): 3 clusters Score: Raw -67726.345127 + Penalty 937.556494 = -66788.788634 nChanged 30 SP:Iteration 4Q (33.531717 sec): 3 clusters Score: Raw -67742.064929 + Penalty 936.923030 = -66805.141899 nChanged 30 SP:Iteration 5Q (33.533227 sec): 3 clusters Score: Raw -67759.499107 + Penalty 933.140829 = -66826.358278 nChanged 27 SP:Iteration 6Q (33.534732 sec): 3 clusters Score: Raw -67778.349084 + Penalty 930.849265 = -66847.499819 nChanged 27 SP:Iteration 7Q (33.536257 sec): 3 clusters Score: Raw -67793.737572 + Penalty 929.484236 = -66864.253336 nChanged 18 SP:Iteration 8Q (33.537763 sec): 3 clusters Score: Raw -67807.031741 + Penalty 924.403981 = -66882.627760 nChanged 11 SP:Iteration 9Q (33.539350 sec): 3 clusters Score: Raw -67815.600161 + Penalty 920.826010 = -66894.774150 nChanged 9 SP:Iteration 10F (33.540959 sec): 3 clusters Score: Raw -67822.481010 + Penalty 915.236579 = -66907.244431 nChanged 11 SP:Iteration 11Q (33.542519 sec): 3 clusters Score: Raw -67838.246451 + Penalty 905.996336 = -66932.250115 nChanged 11 SP:Iteration 12Q (33.543989 sec): 3 clusters Score: Raw -67856.146566 + Penalty 906.308369 = -66949.838197 nChanged 5 SP:Iteration 13Q (33.545378 sec): 3 clusters Score: Raw -67862.897078 + Penalty 907.667895 = -66955.229183 nChanged 7 SP:Iteration 14Q (33.546756 sec): 3 clusters Score: Raw -67867.312409 + Penalty 910.259154 = -66957.053256 nChanged 2 SP:Iteration 15Q (33.548128 sec): 3 clusters Score: Raw -67869.202625 + Penalty 911.553330 = -66957.649295 nChanged 1 SP:Iteration 16Q (33.549475 sec): 3 clusters Score: Raw -67869.177079 + Penalty 911.553330 = -66957.623749 nChanged 0 SP:Iteration 17F (33.550972 sec): 3 clusters Score: Raw -67869.177079 + Penalty 911.553330 = -66957.623749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.552126 sec): 2 clusters Score: Raw -21570.908431 + Penalty 202.993370 = -21367.915062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.552799 sec): 3 clusters Score: Raw -21434.875297 + Penalty 405.528680 = -21029.346617 nChanged 90 SP:Iteration 1F (33.553482 sec): 3 clusters Score: Raw -21491.165356 + Penalty 415.351042 = -21075.814314 nChanged 42 SP:Iteration 2F (33.554136 sec): 3 clusters Score: Raw -21544.835251 + Penalty 424.787198 = -21120.048053 nChanged 25 SP:Iteration 3F (33.554789 sec): 3 clusters Score: Raw -21582.084147 + Penalty 434.948221 = -21147.135927 nChanged 14 SP:Iteration 4F (33.555440 sec): 3 clusters Score: Raw -21602.070024 + Penalty 444.019792 = -21158.050232 nChanged 5 SP:Iteration 5Q (33.556045 sec): 3 clusters Score: Raw -21609.838132 + Penalty 449.393373 = -21160.444760 nChanged 3 SP:Iteration 6Q (33.556645 sec): 3 clusters Score: Raw -21613.372817 + Penalty 452.671368 = -21160.701449 nChanged 2 SP:Iteration 7Q (33.557218 sec): 3 clusters Score: Raw -21615.709924 + Penalty 458.305034 = -21157.404890 nChanged 3 SP:Iteration 8F (33.557847 sec): 3 clusters Score: Raw -21617.861603 + Penalty 463.215913 = -21154.645689 nChanged 2 SP:Iteration 9F (33.558476 sec): 3 clusters Score: Raw -21619.184050 + Penalty 469.217992 = -21149.966058 nChanged 4 SP:Iteration 10F (33.559105 sec): 3 clusters Score: Raw -21621.896340 + Penalty 469.217992 = -21152.678348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.560066 sec): 2 clusters Score: Raw -18114.872545 + Penalty 625.831052 = -17489.041493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.560600 sec): 3 clusters Score: Raw -18068.178893 + Penalty 1251.153571 = -16817.025322 nChanged 32 SP:Iteration 1F (33.561128 sec): 3 clusters Score: Raw -18107.112734 + Penalty 1251.290769 = -16855.821965 nChanged 7 SP:Iteration 2Q (33.561649 sec): 3 clusters Score: Raw -18119.573255 + Penalty 1251.467467 = -16868.105788 nChanged 2 SP:Iteration 3Q (33.562171 sec): 3 clusters Score: Raw -18121.981681 + Penalty 1251.547606 = -16870.434075 nChanged 1 SP:Iteration 4Q (33.562691 sec): 3 clusters Score: Raw -18122.930730 + Penalty 1251.547606 = -16871.383124 nChanged 0 SP:Iteration 5F (33.563215 sec): 3 clusters Score: Raw -18122.930730 + Penalty 1251.547606 = -16871.383124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.563797 sec): 2 clusters Score: Raw -3524.927484 + Penalty 229.573643 = -3295.353841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.564084 sec): 3 clusters Score: Raw -3523.828805 + Penalty 459.667702 = -3064.161103 nChanged 3 SP:Iteration 1F (33.564371 sec): 3 clusters Score: Raw -3530.643226 + Penalty 460.194274 = -3070.448952 nChanged 2 SP:Iteration 2Q (33.564651 sec): 3 clusters Score: Raw -3534.345450 + Penalty 460.194274 = -3074.151177 nChanged 0 SP:Iteration 3F (33.564933 sec): 3 clusters Score: Raw -3534.345450 + Penalty 460.194274 = -3074.151177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.565904 sec): 2 clusters Score: Raw -18141.619768 + Penalty 380.205796 = -17761.413971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.566480 sec): 3 clusters Score: Raw -18045.709471 + Penalty 758.693588 = -17287.015883 nChanged 51 SP:Iteration 1F (33.567047 sec): 3 clusters Score: Raw -18090.622354 + Penalty 756.762356 = -17333.859997 nChanged 20 SP:Iteration 2F (33.567613 sec): 3 clusters Score: Raw -18106.155305 + Penalty 754.659251 = -17351.496055 nChanged 12 SP:Iteration 3F (33.568180 sec): 3 clusters Score: Raw -18118.187935 + Penalty 754.022324 = -17364.165610 nChanged 7 SP:Iteration 4Q (33.568739 sec): 3 clusters Score: Raw -18128.649875 + Penalty 753.601412 = -17375.048463 nChanged 3 SP:Iteration 5Q (33.569309 sec): 3 clusters Score: Raw -18131.864962 + Penalty 753.527258 = -17378.337704 nChanged 2 SP:Iteration 6Q (33.569895 sec): 3 clusters Score: Raw -18133.446445 + Penalty 753.527258 = -17379.919187 nChanged 0 SP:Iteration 7F (33.570463 sec): 3 clusters Score: Raw -18133.446445 + Penalty 753.527258 = -17379.919187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 30 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.570953 sec): 2 clusters Score: Raw -780.337681 + Penalty 260.446199 = -519.891482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.571179 sec): 3 clusters Score: Raw -778.761674 + Penalty 502.115404 = -276.646270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.571794 sec): 2 clusters Score: Raw -3639.387609 + Penalty 66.758943 = -3572.628666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.572103 sec): 3 clusters Score: Raw -3640.336074 + Penalty 167.825941 = -3472.510133 nChanged 4 SP:Iteration 1F (33.572399 sec): 3 clusters Score: Raw -3650.377755 + Penalty 167.825941 = -3482.551814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.572946 sec): 2 clusters Score: Raw -2498.515087 + Penalty 292.851318 = -2205.663769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.573212 sec): 3 clusters Score: Raw -2507.170573 + Penalty 579.926476 = -1927.244097 nChanged 1 SP:Iteration 1Q (33.573466 sec): 3 clusters Score: Raw -2510.282293 + Penalty 579.926476 = -1930.355817 nChanged 0 SP:Iteration 2F (33.573726 sec): 3 clusters Score: Raw -2510.282293 + Penalty 579.926476 = -1930.355817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.574969 sec): 2 clusters Score: Raw -26218.505927 + Penalty 915.927880 = -25302.578047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.575763 sec): 3 clusters Score: Raw -26242.543215 + Penalty 1831.949883 = -24410.593332 nChanged 48 SP:Iteration 1F (33.576541 sec): 3 clusters Score: Raw -26347.829903 + Penalty 1831.871426 = -24515.958477 nChanged 8 SP:Iteration 2Q (33.577264 sec): 3 clusters Score: Raw -26360.386544 + Penalty 1831.824903 = -24528.561640 nChanged 3 SP:Iteration 3Q (33.577982 sec): 3 clusters Score: Raw -26363.233034 + Penalty 1831.824903 = -24531.408131 nChanged 0 SP:Iteration 4F (33.578729 sec): 3 clusters Score: Raw -26363.233034 + Penalty 1831.824903 = -24531.408131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 34 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.579229 sec): 2 clusters Score: Raw -942.488598 + Penalty 286.548335 = -655.940263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.579455 sec): 3 clusters Score: Raw -957.865072 + Penalty 573.126654 = -384.738418 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.582370 sec): 2 clusters Score: Raw -81144.082534 + Penalty 972.363870 = -80171.718665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.584119 sec): 3 clusters Score: Raw -80833.408514 + Penalty 1945.313723 = -78888.094791 nChanged 228 SP:Iteration 1F (33.585785 sec): 3 clusters Score: Raw -81067.493206 + Penalty 1946.091368 = -79121.401838 nChanged 69 SP:Iteration 2F (33.587396 sec): 3 clusters Score: Raw -81138.475163 + Penalty 1947.537607 = -79190.937556 nChanged 41 SP:Iteration 3Q (33.588983 sec): 3 clusters Score: Raw -81175.464243 + Penalty 1948.082975 = -79227.381267 nChanged 26 SP:Iteration 4Q (33.590612 sec): 3 clusters Score: Raw -81201.871088 + Penalty 1949.100199 = -79252.770889 nChanged 27 SP:Iteration 5Q (33.592267 sec): 3 clusters Score: Raw -81226.584795 + Penalty 1950.640998 = -79275.943796 nChanged 17 SP:Iteration 6Q (33.593874 sec): 3 clusters Score: Raw -81242.587826 + Penalty 1951.793162 = -79290.794665 nChanged 8 SP:Iteration 7Q (33.595459 sec): 3 clusters Score: Raw -81247.245801 + Penalty 1953.049748 = -79294.196053 nChanged 7 SP:Iteration 8Q (33.597130 sec): 3 clusters Score: Raw -81251.604040 + Penalty 1953.565051 = -79298.038988 nChanged 5 SP:Iteration 9Q (33.598703 sec): 3 clusters Score: Raw -81255.730583 + Penalty 1953.624409 = -79302.106174 nChanged 5 SP:Iteration 10F (33.600349 sec): 3 clusters Score: Raw -81260.105501 + Penalty 1954.632123 = -79305.473377 nChanged 5 SP:Iteration 11Q (33.601952 sec): 3 clusters Score: Raw -81264.819002 + Penalty 1954.926137 = -79309.892864 nChanged 3 SP:Iteration 12Q (33.603531 sec): 3 clusters Score: Raw -81268.038652 + Penalty 1955.312780 = -79312.725873 nChanged 2 SP:Iteration 13Q (33.605251 sec): 3 clusters Score: Raw -81270.229460 + Penalty 1955.627322 = -79314.602138 nChanged 2 SP:Iteration 14Q (33.606952 sec): 3 clusters Score: Raw -81272.722253 + Penalty 1956.189342 = -79316.532911 nChanged 3 SP:Iteration 15Q (33.608677 sec): 3 clusters Score: Raw -81275.951244 + Penalty 1956.595738 = -79319.355506 nChanged 3 SP:Iteration 16Q (33.610289 sec): 3 clusters Score: Raw -81278.383844 + Penalty 1956.451852 = -79321.931991 nChanged 2 SP:Iteration 17Q (33.611887 sec): 3 clusters Score: Raw -81280.188503 + Penalty 1956.169329 = -79324.019174 nChanged 2 SP:Iteration 18Q (33.613462 sec): 3 clusters Score: Raw -81281.067440 + Penalty 1956.169329 = -79324.898111 nChanged 0 SP:Iteration 19F (33.615101 sec): 3 clusters Score: Raw -81281.067440 + Penalty 1956.169329 = -79324.898111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.615698 sec): 2 clusters Score: Raw -1538.126963 + Penalty 306.848821 = -1231.278141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.615939 sec): 3 clusters Score: Raw -1555.735916 + Penalty 572.618560 = -983.117356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.616559 sec): 2 clusters Score: Raw -5051.649152 + Penalty 115.677372 = -4935.971780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.616875 sec): 3 clusters Score: Raw -5026.237419 + Penalty 231.354743 = -4794.882675 nChanged 9 SP:Iteration 1F (33.617181 sec): 3 clusters Score: Raw -5034.571093 + Penalty 233.961584 = -4800.609508 nChanged 2 SP:Iteration 2Q (33.617489 sec): 3 clusters Score: Raw -5037.712840 + Penalty 239.456499 = -4798.256342 nChanged 3 SP:Iteration 3F (33.617794 sec): 3 clusters Score: Raw -5041.651992 + Penalty 247.429168 = -4794.222825 nChanged 4 SP:Iteration 4F (33.618100 sec): 3 clusters Score: Raw -5045.629012 + Penalty 248.342928 = -4797.286084 nChanged 2 SP:Iteration 5Q (33.618405 sec): 3 clusters Score: Raw -5046.445353 + Penalty 248.342928 = -4798.102425 nChanged 0 SP:Iteration 6F (33.618709 sec): 3 clusters Score: Raw -5046.445353 + Penalty 248.342928 = -4798.102425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.619726 sec): 2 clusters Score: Raw -18631.657772 + Penalty 504.246407 = -18127.411365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.620313 sec): 3 clusters Score: Raw -18562.097205 + Penalty 1010.440481 = -17551.656725 nChanged 41 SP:Iteration 1F (33.620880 sec): 3 clusters Score: Raw -18605.615980 + Penalty 1017.136231 = -17588.479748 nChanged 16 SP:Iteration 2F (33.621443 sec): 3 clusters Score: Raw -18624.751819 + Penalty 1026.868346 = -17597.883473 nChanged 9 SP:Iteration 3Q (33.621998 sec): 3 clusters Score: Raw -18633.110061 + Penalty 1034.196440 = -17598.913621 nChanged 9 SP:Iteration 4Q (33.622579 sec): 3 clusters Score: Raw -18642.862686 + Penalty 1034.264782 = -17608.597904 nChanged 7 SP:Iteration 5Q (33.623148 sec): 3 clusters Score: Raw -18649.955139 + Penalty 1040.729022 = -17609.226117 nChanged 4 SP:Iteration 6Q (33.623713 sec): 3 clusters Score: Raw -18654.111486 + Penalty 1041.844683 = -17612.266803 nChanged 3 SP:Iteration 7Q (33.624278 sec): 3 clusters Score: Raw -18656.430104 + Penalty 1040.921716 = -17615.508388 nChanged 1 SP:Iteration 8Q (33.624841 sec): 3 clusters Score: Raw -18658.567302 + Penalty 1040.907845 = -17617.659457 nChanged 2 SP:Iteration 9Q (33.625404 sec): 3 clusters Score: Raw -18661.156599 + Penalty 1042.937978 = -17618.218621 nChanged 3 SP:Iteration 10F (33.625975 sec): 3 clusters Score: Raw -18665.818780 + Penalty 1050.101414 = -17615.717366 nChanged 3 SP:Iteration 11F (33.626547 sec): 3 clusters Score: Raw -18670.093921 + Penalty 1051.573093 = -17618.520829 nChanged 2 SP:Iteration 12Q (33.627102 sec): 3 clusters Score: Raw -18673.801430 + Penalty 1051.573093 = -17622.228337 nChanged 0 SP:Iteration 13F (33.627674 sec): 3 clusters Score: Raw -18673.801430 + Penalty 1051.573093 = -17622.228337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 40 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.628203 sec): 2 clusters Score: Raw -2320.947554 + Penalty 474.280753 = -1846.666800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.628456 sec): 3 clusters Score: Raw -2399.835767 + Penalty 948.984799 = -1450.850968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.631346 sec): 2 clusters Score: Raw -51531.430805 + Penalty 1013.120567 = -50518.310238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.632520 sec): 3 clusters Score: Raw -51463.270063 + Penalty 2025.833282 = -49437.436782 nChanged 119 SP:Iteration 1F (33.633631 sec): 3 clusters Score: Raw -51609.914377 + Penalty 2025.773360 = -49584.141018 nChanged 23 SP:Iteration 2Q (33.634718 sec): 3 clusters Score: Raw -51642.833188 + Penalty 2025.736796 = -49617.096392 nChanged 12 SP:Iteration 3Q (33.635792 sec): 3 clusters Score: Raw -51669.747872 + Penalty 2025.711908 = -49644.035964 nChanged 10 SP:Iteration 4Q (33.636857 sec): 3 clusters Score: Raw -51680.746976 + Penalty 2025.696346 = -49655.050629 nChanged 1 SP:Iteration 5Q (33.637988 sec): 3 clusters Score: Raw -51681.994159 + Penalty 2025.664486 = -49656.329673 nChanged 2 SP:Iteration 6Q (33.639102 sec): 3 clusters Score: Raw -51683.719695 + Penalty 2025.680540 = -49658.039155 nChanged 1 SP:Iteration 7Q (33.640217 sec): 3 clusters Score: Raw -51684.833250 + Penalty 2025.680540 = -49659.152710 nChanged 0 SP:Iteration 8F (33.641352 sec): 3 clusters Score: Raw -51684.833250 + Penalty 2025.680540 = -49659.152710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.641913 sec): 2 clusters Score: Raw -1342.333616 + Penalty 303.562780 = -1038.770837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.642149 sec): 3 clusters Score: Raw -1349.882652 + Penalty 606.169151 = -743.713502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.642621 sec): 2 clusters Score: Raw -393.686832 + Penalty 178.748988 = -214.937844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.642818 sec): 2 clusters Score: Raw -393.686832 + Penalty 178.748988 = -214.937844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.643357 sec): 2 clusters Score: Raw -1935.889565 + Penalty 410.079784 = -1525.809781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.643606 sec): 3 clusters Score: Raw -1972.063512 + Penalty 820.159568 = -1151.903943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 45 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.644128 sec): 2 clusters Score: Raw -2203.878860 + Penalty 385.012355 = -1818.866504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.644380 sec): 3 clusters Score: Raw -2221.488551 + Penalty 776.935992 = -1444.552559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 46 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.644914 sec): 2 clusters Score: Raw -2730.248288 + Penalty 457.965264 = -2272.283024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.645176 sec): 3 clusters Score: Raw -2781.920525 + Penalty 916.905553 = -1865.014972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.646208 sec): 2 clusters Score: Raw -20784.411886 + Penalty 783.447035 = -20000.964851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.646812 sec): 3 clusters Score: Raw -20782.640789 + Penalty 1566.937885 = -19215.702904 nChanged 27 SP:Iteration 1F (33.647391 sec): 3 clusters Score: Raw -20833.113181 + Penalty 1566.772635 = -19266.340546 nChanged 11 SP:Iteration 2F (33.647968 sec): 3 clusters Score: Raw -20856.821647 + Penalty 1566.652198 = -19290.169449 nChanged 3 SP:Iteration 3Q (33.648531 sec): 3 clusters Score: Raw -20862.515354 + Penalty 1566.475847 = -19296.039506 nChanged 2 SP:Iteration 4Q (33.649130 sec): 3 clusters Score: Raw -20864.677966 + Penalty 1566.475847 = -19298.202119 nChanged 0 SP:Iteration 5F (33.649704 sec): 3 clusters Score: Raw -20864.677966 + Penalty 1566.475847 = -19298.202119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.650214 sec): 2 clusters Score: Raw -1007.994717 + Penalty 250.139185 = -757.855532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.650449 sec): 3 clusters Score: Raw -1014.037547 + Penalty 479.569811 = -534.467736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.650938 sec): 2 clusters Score: Raw -701.851267 + Penalty 299.292101 = -402.559166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.651160 sec): 3 clusters Score: Raw -741.996060 + Penalty 606.535429 = -135.460631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.651644 sec): 2 clusters Score: Raw -831.115424 + Penalty 215.523119 = -615.592305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.651868 sec): 3 clusters Score: Raw -836.077061 + Penalty 435.671380 = -400.405680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.652357 sec): 2 clusters Score: Raw -1031.435231 + Penalty 287.197410 = -744.237821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.652585 sec): 3 clusters Score: Raw -1040.382167 + Penalty 574.156899 = -466.225268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.653104 sec): 2 clusters Score: Raw -2229.475317 + Penalty 359.910887 = -1869.564430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.653373 sec): 3 clusters Score: Raw -2228.175037 + Penalty 719.777695 = -1508.397342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.653853 sec): 2 clusters Score: Raw -573.995502 + Penalty 89.900016 = -484.095486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.654071 sec): 3 clusters Score: Raw -573.437254 + Penalty 201.767090 = -371.670163 nChanged 1 SP:Iteration 1F (33.654289 sec): 3 clusters Score: Raw -583.469419 + Penalty 201.767090 = -381.702329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.655029 sec): 2 clusters Score: Raw -9043.187299 + Penalty 655.046033 = -8388.141266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.655426 sec): 3 clusters Score: Raw -9116.719503 + Penalty 1313.068699 = -7803.650803 nChanged 6 SP:Iteration 1F (33.655815 sec): 3 clusters Score: Raw -9134.543456 + Penalty 1314.213471 = -7820.329985 nChanged 2 SP:Iteration 2Q (33.656182 sec): 3 clusters Score: Raw -9137.174575 + Penalty 1314.137374 = -7823.037200 nChanged 1 SP:Iteration 3Q (33.656550 sec): 3 clusters Score: Raw -9141.441719 + Penalty 1313.852321 = -7827.589398 nChanged 2 SP:Iteration 4Q (33.656918 sec): 3 clusters Score: Raw -9148.046827 + Penalty 1313.852321 = -7834.194506 nChanged 0 SP:Iteration 5F (33.657305 sec): 3 clusters Score: Raw -9148.046827 + Penalty 1313.852321 = -7834.194506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.657788 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.658005 sec): 3 clusters Score: Raw -446.900453 + Penalty 254.504388 = -192.396065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.658475 sec): 2 clusters Score: Raw -369.316790 + Penalty 133.747148 = -235.569642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.658688 sec): 3 clusters Score: Raw -362.148898 + Penalty 267.494297 = -94.654602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.659299 sec): 2 clusters Score: Raw -5313.529606 + Penalty 488.740431 = -4824.789176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.659615 sec): 3 clusters Score: Raw -5340.170980 + Penalty 977.296718 = -4362.874262 nChanged 3 SP:Iteration 1F (33.659925 sec): 3 clusters Score: Raw -5349.648333 + Penalty 976.657253 = -4372.991081 nChanged 1 SP:Iteration 2Q (33.660228 sec): 3 clusters Score: Raw -5351.312401 + Penalty 976.657253 = -4374.655148 nChanged 0 SP:Iteration 3F (33.660536 sec): 3 clusters Score: Raw -5351.312401 + Penalty 976.657253 = -4374.655148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 58 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.661053 sec): 2 clusters Score: Raw -1841.431333 + Penalty 360.277014 = -1481.154319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.661296 sec): 3 clusters Score: Raw -1851.372341 + Penalty 715.452258 = -1135.920083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.661776 sec): 2 clusters Score: Raw -657.906774 + Penalty 219.579590 = -438.327184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.661995 sec): 3 clusters Score: Raw -649.383977 + Penalty 219.579590 = -429.804387 nChanged 1 SP:Iteration 1F (33.662213 sec): 2 clusters Score: Raw -657.906774 + Penalty 219.579590 = -438.327184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.662702 sec): 2 clusters Score: Raw -858.410668 + Penalty 220.719589 = -637.691079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.662927 sec): 3 clusters Score: Raw -895.949733 + Penalty 448.699101 = -447.250632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.663377 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.663558 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 62 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664127 sec): 2 clusters Score: Raw -4014.362797 + Penalty 543.079874 = -3471.282923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.664412 sec): 3 clusters Score: Raw -4081.357950 + Penalty 1085.479319 = -2995.878630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.664907 sec): 2 clusters Score: Raw -1101.452447 + Penalty 267.642660 = -833.809786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.665137 sec): 3 clusters Score: Raw -1112.953543 + Penalty 535.285321 = -577.668222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.667724 sec): 2 clusters Score: Raw -70176.587773 + Penalty 1046.689705 = -69129.898068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.669249 sec): 3 clusters Score: Raw -69953.476245 + Penalty 2093.810924 = -67859.665321 nChanged 207 SP:Iteration 1F (33.670855 sec): 3 clusters Score: Raw -70124.380295 + Penalty 2094.413662 = -68029.966634 nChanged 50 SP:Iteration 2F (33.672456 sec): 3 clusters Score: Raw -70178.694152 + Penalty 2094.921143 = -68083.773009 nChanged 23 SP:Iteration 3Q (33.674020 sec): 3 clusters Score: Raw -70197.137674 + Penalty 2095.263527 = -68101.874147 nChanged 15 SP:Iteration 4Q (33.675520 sec): 3 clusters Score: Raw -70214.672207 + Penalty 2095.853751 = -68118.818456 nChanged 13 SP:Iteration 5Q (33.676996 sec): 3 clusters Score: Raw -70226.775677 + Penalty 2096.149513 = -68130.626165 nChanged 7 SP:Iteration 6Q (33.678468 sec): 3 clusters Score: Raw -70232.461865 + Penalty 2096.208538 = -68136.253327 nChanged 3 SP:Iteration 7Q (33.680014 sec): 3 clusters Score: Raw -70234.686558 + Penalty 2096.277484 = -68138.409074 nChanged 3 SP:Iteration 8Q (33.681504 sec): 3 clusters Score: Raw -70236.114278 + Penalty 2096.515396 = -68139.598881 nChanged 4 SP:Iteration 9Q (33.682977 sec): 3 clusters Score: Raw -70240.389982 + Penalty 2096.829219 = -68143.560763 nChanged 3 SP:Iteration 10F (33.684473 sec): 3 clusters Score: Raw -70242.851177 + Penalty 2097.267152 = -68145.584025 nChanged 7 SP:Iteration 11Q (33.685922 sec): 3 clusters Score: Raw -70250.087323 + Penalty 2097.863772 = -68152.223551 nChanged 8 SP:Iteration 12Q (33.687369 sec): 3 clusters Score: Raw -70257.291695 + Penalty 2098.154749 = -68159.136946 nChanged 5 SP:Iteration 13Q (33.688814 sec): 3 clusters Score: Raw -70263.014274 + Penalty 2098.326206 = -68164.688068 nChanged 3 SP:Iteration 14Q (33.690323 sec): 3 clusters Score: Raw -70265.348427 + Penalty 2098.301578 = -68167.046848 nChanged 1 SP:Iteration 15Q (33.691800 sec): 3 clusters Score: Raw -70266.077270 + Penalty 2098.301578 = -68167.775692 nChanged 0 SP:Iteration 16F (33.693295 sec): 3 clusters Score: Raw -70266.077270 + Penalty 2098.301578 = -68167.775692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.693898 sec): 2 clusters Score: Raw -1920.672209 + Penalty 277.810058 = -1642.862151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.694149 sec): 3 clusters Score: Raw -1932.638431 + Penalty 556.054779 = -1376.583652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.694631 sec): 2 clusters Score: Raw -609.405004 + Penalty 107.860731 = -501.544273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.694847 sec): 3 clusters Score: Raw -644.422014 + Penalty 213.619789 = -430.802225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.696076 sec): 2 clusters Score: Raw -25352.614912 + Penalty 691.158950 = -24661.455962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.696783 sec): 3 clusters Score: Raw -25284.538325 + Penalty 1382.240200 = -23902.298125 nChanged 44 SP:Iteration 1F (33.697480 sec): 3 clusters Score: Raw -25333.353265 + Penalty 1381.521832 = -23951.831432 nChanged 16 SP:Iteration 2F (33.698176 sec): 3 clusters Score: Raw -25353.870467 + Penalty 1381.050829 = -23972.819638 nChanged 5 SP:Iteration 3Q (33.698854 sec): 3 clusters Score: Raw -25362.798325 + Penalty 1380.768203 = -23982.030122 nChanged 5 SP:Iteration 4Q (33.699518 sec): 3 clusters Score: Raw -25367.369237 + Penalty 1381.184532 = -23986.184705 nChanged 4 SP:Iteration 5Q (33.700185 sec): 3 clusters Score: Raw -25372.145138 + Penalty 1381.163634 = -23990.981503 nChanged 5 SP:Iteration 6Q (33.700848 sec): 3 clusters Score: Raw -25378.709679 + Penalty 1381.183701 = -23997.525979 nChanged 2 SP:Iteration 7Q (33.701509 sec): 3 clusters Score: Raw -25381.212699 + Penalty 1380.489797 = -24000.722902 nChanged 3 SP:Iteration 8Q (33.702169 sec): 3 clusters Score: Raw -25386.613417 + Penalty 1380.695069 = -24005.918348 nChanged 1 SP:Iteration 9Q (33.702893 sec): 3 clusters Score: Raw -25388.115159 + Penalty 1380.629478 = -24007.485681 nChanged 2 SP:Iteration 10F (33.703590 sec): 3 clusters Score: Raw -25391.406343 + Penalty 1380.629478 = -24010.776865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 68 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.704184 sec): 2 clusters Score: Raw -4655.087271 + Penalty 570.201745 = -4084.885526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.704483 sec): 3 clusters Score: Raw -4748.695045 + Penalty 1140.734286 = -3607.960759 nChanged 2 SP:Iteration 1Q (33.704760 sec): 3 clusters Score: Raw -4756.794727 + Penalty 1140.734286 = -3616.060441 nChanged 0 SP:Iteration 2F (33.705055 sec): 3 clusters Score: Raw -4756.794727 + Penalty 1140.734286 = -3616.060441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.705548 sec): 2 clusters Score: Raw -881.550724 + Penalty 292.404413 = -589.146311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.705774 sec): 3 clusters Score: Raw -877.549434 + Penalty 586.796191 = -290.753243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.706369 sec): 2 clusters Score: Raw -4466.982153 + Penalty 421.971096 = -4045.011057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.706665 sec): 3 clusters Score: Raw -4458.607496 + Penalty 844.822889 = -3613.784607 nChanged 1 SP:Iteration 1Q (33.706956 sec): 3 clusters Score: Raw -4459.731183 + Penalty 844.822889 = -3614.908294 nChanged 0 SP:Iteration 2F (33.707272 sec): 3 clusters Score: Raw -4459.731183 + Penalty 844.822889 = -3614.908294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.708003 sec): 2 clusters Score: Raw -9519.622109 + Penalty 584.356511 = -8935.265598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.708399 sec): 3 clusters Score: Raw -9534.467088 + Penalty 1171.144817 = -8363.322272 nChanged 8 SP:Iteration 1F (33.708785 sec): 3 clusters Score: Raw -9558.861875 + Penalty 1172.209674 = -8386.652200 nChanged 2 SP:Iteration 2Q (33.709160 sec): 3 clusters Score: Raw -9565.260074 + Penalty 1172.209674 = -8393.050400 nChanged 0 SP:Iteration 3F (33.709545 sec): 3 clusters Score: Raw -9565.260074 + Penalty 1172.209674 = -8393.050400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.710045 sec): 2 clusters Score: Raw -1205.607651 + Penalty 291.842638 = -913.765013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.710282 sec): 3 clusters Score: Raw -1274.147634 + Penalty 579.959970 = -694.187663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.710788 sec): 2 clusters Score: Raw -1607.189787 + Penalty 334.312610 = -1272.877176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.711030 sec): 3 clusters Score: Raw -1625.533963 + Penalty 667.489896 = -958.044067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 74 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.711520 sec): 2 clusters Score: Raw -1136.925842 + Penalty 290.268661 = -846.657181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.711751 sec): 3 clusters Score: Raw -1146.648033 + Penalty 580.556989 = -566.091044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 75 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.712271 sec): 2 clusters Score: Raw -2228.992274 + Penalty 409.170754 = -1819.821520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.712522 sec): 3 clusters Score: Raw -2276.831368 + Penalty 820.966827 = -1455.864541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.713039 sec): 2 clusters Score: Raw -2030.826923 + Penalty 410.139901 = -1620.687021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.713293 sec): 3 clusters Score: Raw -2099.400908 + Penalty 819.497744 = -1279.903164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.713762 sec): 2 clusters Score: Raw -368.751746 + Penalty 150.122206 = -218.629539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.713976 sec): 3 clusters Score: Raw -364.106910 + Penalty 300.244413 = -63.862497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.715000 sec): 2 clusters Score: Raw -19943.964360 + Penalty 548.620419 = -19395.343941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.715606 sec): 3 clusters Score: Raw -19867.558803 + Penalty 1098.047111 = -18769.511691 nChanged 50 SP:Iteration 1F (33.716185 sec): 3 clusters Score: Raw -19925.907582 + Penalty 1101.697119 = -18824.210463 nChanged 9 SP:Iteration 2Q (33.716759 sec): 3 clusters Score: Raw -19933.920113 + Penalty 1103.205408 = -18830.714705 nChanged 4 SP:Iteration 3Q (33.717351 sec): 3 clusters Score: Raw -19937.034795 + Penalty 1106.659833 = -18830.374962 nChanged 6 SP:Iteration 4F (33.717950 sec): 3 clusters Score: Raw -19941.022829 + Penalty 1106.079175 = -18834.943654 nChanged 3 SP:Iteration 5Q (33.718521 sec): 3 clusters Score: Raw -19943.301735 + Penalty 1106.079175 = -18837.222560 nChanged 0 SP:Iteration 6F (33.719097 sec): 3 clusters Score: Raw -19943.301735 + Penalty 1106.079175 = -18837.222560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.719580 sec): 2 clusters Score: Raw -184.586261 + Penalty 80.383745 = -104.202516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.719795 sec): 3 clusters Score: Raw -176.798461 + Penalty 160.767490 = -16.030970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.720828 sec): 2 clusters Score: Raw -11414.699118 + Penalty 595.220391 = -10819.478727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.721272 sec): 3 clusters Score: Raw -11446.710732 + Penalty 1190.706248 = -10256.004484 nChanged 6 SP:Iteration 1Q (33.721700 sec): 3 clusters Score: Raw -11465.213979 + Penalty 1190.723472 = -10274.490507 nChanged 2 SP:Iteration 2Q (33.722122 sec): 3 clusters Score: Raw -11472.898651 + Penalty 1190.723472 = -10282.175179 nChanged 0 SP:Iteration 3F (33.722554 sec): 3 clusters Score: Raw -11472.898651 + Penalty 1190.723472 = -10282.175179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.730280 sec): 2 clusters Score: Raw -2782.424071 + Penalty 288.895985 = -2493.528085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.730559 sec): 3 clusters Score: Raw -2800.653741 + Penalty 586.447807 = -2214.205934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 82 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.731085 sec): 2 clusters Score: Raw -1840.014015 + Penalty 345.636329 = -1494.377686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.731329 sec): 3 clusters Score: Raw -1846.849431 + Penalty 691.035530 = -1155.813901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.731810 sec): 2 clusters Score: Raw -757.867676 + Penalty 221.168635 = -536.699042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.732033 sec): 3 clusters Score: Raw -754.464967 + Penalty 442.337269 = -312.127698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 84 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.732522 sec): 2 clusters Score: Raw -1071.600620 + Penalty 304.317994 = -767.282627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.732750 sec): 3 clusters Score: Raw -1072.736207 + Penalty 603.098140 = -469.638067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 85 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.733260 sec): 2 clusters Score: Raw -1745.368403 + Penalty 335.990994 = -1409.377409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.733501 sec): 3 clusters Score: Raw -1748.314799 + Penalty 678.023485 = -1070.291314 nChanged 1 SP:Iteration 1F (33.733740 sec): 3 clusters Score: Raw -1750.003662 + Penalty 684.188968 = -1065.814694 nChanged 1 SP:Iteration 2F (33.733978 sec): 3 clusters Score: Raw -1751.518261 + Penalty 684.188968 = -1067.329293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.734484 sec): 2 clusters Score: Raw -558.648463 + Penalty 164.981553 = -393.666911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.734701 sec): 3 clusters Score: Raw -552.184493 + Penalty 331.535988 = -220.648505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.735205 sec): 2 clusters Score: Raw -1279.855594 + Penalty 266.718697 = -1013.136897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.735441 sec): 3 clusters Score: Raw -1290.999087 + Penalty 532.886205 = -758.112882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 88 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.735995 sec): 2 clusters Score: Raw -3396.073376 + Penalty 512.756087 = -2883.317289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.736271 sec): 3 clusters Score: Raw -3435.064024 + Penalty 1025.068296 = -2409.995728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 89 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.737136 sec): 2 clusters Score: Raw -14484.478412 + Penalty 801.599295 = -13682.879118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.737634 sec): 3 clusters Score: Raw -14546.577748 + Penalty 1602.946647 = -12943.631101 nChanged 15 SP:Iteration 1F (33.738122 sec): 3 clusters Score: Raw -14589.089158 + Penalty 1602.758980 = -12986.330178 nChanged 2 SP:Iteration 2Q (33.738589 sec): 3 clusters Score: Raw -14596.289132 + Penalty 1602.565200 = -12993.723932 nChanged 3 SP:Iteration 3Q (33.739056 sec): 3 clusters Score: Raw -14606.647409 + Penalty 1602.425991 = -13004.221418 nChanged 1 SP:Iteration 4Q (33.739520 sec): 3 clusters Score: Raw -14611.991371 + Penalty 1602.425991 = -13009.565380 nChanged 0 SP:Iteration 5F (33.740007 sec): 3 clusters Score: Raw -14611.991371 + Penalty 1602.425991 = -13009.565380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.740505 sec): 2 clusters Score: Raw -748.942472 + Penalty 275.613017 = -473.329455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.740730 sec): 3 clusters Score: Raw -770.372974 + Penalty 562.501316 = -207.871658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.741212 sec): 2 clusters Score: Raw -550.970791 + Penalty 161.842827 = -389.127963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.741430 sec): 3 clusters Score: Raw -545.795267 + Penalty 333.248809 = -212.546458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.741948 sec): 2 clusters Score: Raw -1981.492908 + Penalty 338.591853 = -1642.901055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.742199 sec): 3 clusters Score: Raw -2013.708539 + Penalty 674.488087 = -1339.220452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.742911 sec): 2 clusters Score: Raw -7479.399770 + Penalty 213.296493 = -7266.103277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.743286 sec): 3 clusters Score: Raw -7455.668865 + Penalty 425.792138 = -7029.876727 nChanged 17 SP:Iteration 1F (33.743654 sec): 3 clusters Score: Raw -7465.148732 + Penalty 426.592986 = -7038.555746 nChanged 3 SP:Iteration 2Q (33.744019 sec): 3 clusters Score: Raw -7467.365801 + Penalty 426.935044 = -7040.430757 nChanged 1 SP:Iteration 3Q (33.744384 sec): 3 clusters Score: Raw -7468.419487 + Penalty 427.471476 = -7040.948011 nChanged 2 SP:Iteration 4Q (33.744771 sec): 3 clusters Score: Raw -7469.361721 + Penalty 427.790929 = -7041.570792 nChanged 1 SP:Iteration 5Q (33.745136 sec): 3 clusters Score: Raw -7469.980378 + Penalty 427.790929 = -7042.189449 nChanged 0 SP:Iteration 6F (33.745503 sec): 3 clusters Score: Raw -7469.980378 + Penalty 427.790929 = -7042.189449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.746016 sec): 2 clusters Score: Raw -1700.463347 + Penalty 311.519357 = -1388.943990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.746260 sec): 3 clusters Score: Raw -1717.626220 + Penalty 615.311675 = -1102.314545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.746740 sec): 2 clusters Score: Raw -816.399037 + Penalty 42.759388 = -773.639649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.746948 sec): 3 clusters Score: Raw -843.268254 + Penalty 83.661198 = -759.607056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.747455 sec): 2 clusters Score: Raw -1642.130930 + Penalty 357.732676 = -1284.398254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.747695 sec): 3 clusters Score: Raw -1661.610934 + Penalty 715.645271 = -945.965662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 97 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.748227 sec): 2 clusters Score: Raw -2775.286358 + Penalty 447.505304 = -2327.781053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.748489 sec): 3 clusters Score: Raw -2824.195360 + Penalty 897.816139 = -1926.379221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.748970 sec): 2 clusters Score: Raw -704.764633 + Penalty 273.149840 = -431.614794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.749192 sec): 3 clusters Score: Raw -696.141766 + Penalty 523.468488 = -172.673278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.749656 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.749858 sec): 3 clusters Score: Raw -168.686384 + Penalty 76.349786 = -92.336598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 100 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.750493 sec): 2 clusters Score: Raw -6125.945909 + Penalty 568.918326 = -5557.027583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.750822 sec): 3 clusters Score: Raw -6161.201212 + Penalty 1138.629478 = -5022.571734 nChanged 2 SP:Iteration 1Q (33.751136 sec): 3 clusters Score: Raw -6172.351893 + Penalty 1138.629478 = -5033.722416 nChanged 0 SP:Iteration 2F (33.751458 sec): 3 clusters Score: Raw -6172.351893 + Penalty 1138.629478 = -5033.722416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.752044 sec): 2 clusters Score: Raw -4459.869001 + Penalty 462.245668 = -3997.623333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.752340 sec): 3 clusters Score: Raw -4492.636150 + Penalty 923.939689 = -3568.696461 nChanged 2 SP:Iteration 1Q (33.752630 sec): 3 clusters Score: Raw -4501.417212 + Penalty 923.939689 = -3577.477523 nChanged 0 SP:Iteration 2F (33.752942 sec): 3 clusters Score: Raw -4501.417212 + Penalty 923.939689 = -3577.477523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.753419 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.753634 sec): 3 clusters Score: Raw -456.849887 + Penalty 301.130773 = -155.719113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 103 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.754149 sec): 2 clusters Score: Raw -2140.667161 + Penalty 452.589443 = -1688.077718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.754397 sec): 3 clusters Score: Raw -2169.192208 + Penalty 904.813757 = -1264.378451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.755008 sec): 2 clusters Score: Raw -5494.548529 + Penalty 436.265827 = -5058.282702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.755324 sec): 3 clusters Score: Raw -5497.783556 + Penalty 872.531653 = -4625.251903 nChanged 4 SP:Iteration 1F (33.755638 sec): 3 clusters Score: Raw -5508.111166 + Penalty 873.123276 = -4634.987891 nChanged 1 SP:Iteration 2Q (33.755945 sec): 3 clusters Score: Raw -5509.810730 + Penalty 873.533482 = -4636.277248 nChanged 1 SP:Iteration 3Q (33.756251 sec): 3 clusters Score: Raw -5514.104001 + Penalty 873.533482 = -4640.570519 nChanged 0 SP:Iteration 4F (33.756560 sec): 3 clusters Score: Raw -5514.104001 + Penalty 873.533482 = -4640.570519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.757043 sec): 2 clusters Score: Raw -650.519348 + Penalty 187.388995 = -463.130353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.757265 sec): 3 clusters Score: Raw -648.332222 + Penalty 371.788844 = -276.543377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 107 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.757765 sec): 2 clusters Score: Raw -1530.527334 + Penalty 345.004653 = -1185.522682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.758003 sec): 3 clusters Score: Raw -1548.303070 + Penalty 691.282197 = -857.020872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.758481 sec): 2 clusters Score: Raw -692.190525 + Penalty 213.846567 = -478.343959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.758699 sec): 3 clusters Score: Raw -682.983880 + Penalty 403.186549 = -279.797331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.759178 sec): 2 clusters Score: Raw -734.357481 + Penalty 179.750431 = -554.607050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.759401 sec): 3 clusters Score: Raw -736.490012 + Penalty 359.444751 = -377.045261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.759957 sec): 2 clusters Score: Raw -3558.792415 + Penalty 411.324443 = -3147.467972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.760239 sec): 3 clusters Score: Raw -3598.404292 + Penalty 822.648886 = -2775.755406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.760747 sec): 2 clusters Score: Raw -1605.356802 + Penalty 297.273174 = -1308.083628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.761004 sec): 3 clusters Score: Raw -1610.101824 + Penalty 594.910466 = -1015.191357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.761497 sec): 2 clusters Score: Raw -1215.604898 + Penalty 278.369057 = -937.235841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.761730 sec): 3 clusters Score: Raw -1222.592956 + Penalty 556.791572 = -665.801384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.762280 sec): 2 clusters Score: Raw -3205.977409 + Penalty 412.599093 = -2793.378316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.762550 sec): 3 clusters Score: Raw -3230.190073 + Penalty 815.547638 = -2414.642434 nChanged 1 SP:Iteration 1Q (33.762812 sec): 3 clusters Score: Raw -3233.939916 + Penalty 815.547638 = -2418.392277 nChanged 0 SP:Iteration 2F (33.763085 sec): 3 clusters Score: Raw -3233.939916 + Penalty 815.547638 = -2418.392277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.763695 sec): 2 clusters Score: Raw -5004.192994 + Penalty 484.008768 = -4520.184225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.764006 sec): 3 clusters Score: Raw -5046.925117 + Penalty 967.690245 = -4079.234872 nChanged 1 SP:Iteration 1Q (33.764304 sec): 3 clusters Score: Raw -5049.117158 + Penalty 967.690245 = -4081.426912 nChanged 0 SP:Iteration 2F (33.764607 sec): 3 clusters Score: Raw -5049.117158 + Penalty 967.690245 = -4081.426912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.765070 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.765270 sec): 3 clusters Score: Raw -171.725481 + Penalty 105.143675 = -66.581807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 116 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.765826 sec): 2 clusters Score: Raw -3600.631141 + Penalty 486.702707 = -3113.928435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.766106 sec): 3 clusters Score: Raw -3670.600839 + Penalty 970.984673 = -2699.616167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.766575 sec): 2 clusters Score: Raw -280.026640 + Penalty 107.553413 = -172.473227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.766786 sec): 3 clusters Score: Raw -271.011314 + Penalty 215.172558 = -55.838756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 118 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.767284 sec): 2 clusters Score: Raw -1381.649318 + Penalty 300.327934 = -1081.321384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.767524 sec): 3 clusters Score: Raw -1386.882648 + Penalty 593.064428 = -793.818220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 119 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.768012 sec): 2 clusters Score: Raw -891.104439 + Penalty 260.427947 = -630.676492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.768237 sec): 3 clusters Score: Raw -882.896717 + Penalty 513.949765 = -368.946952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.768714 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.768904 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 121 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.769427 sec): 2 clusters Score: Raw -2361.555191 + Penalty 426.961296 = -1934.593895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.769681 sec): 3 clusters Score: Raw -2383.882464 + Penalty 852.383192 = -1531.499272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 122 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.770183 sec): 2 clusters Score: Raw -1422.753382 + Penalty 307.218937 = -1115.534446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.770420 sec): 3 clusters Score: Raw -1432.268593 + Penalty 615.163411 = -817.105183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.770918 sec): 2 clusters Score: Raw -1008.037010 + Penalty 315.548581 = -692.488429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.771152 sec): 3 clusters Score: Raw -1231.065613 + Penalty 631.870916 = -599.194697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.771627 sec): 2 clusters Score: Raw -533.556179 + Penalty 111.860924 = -421.695255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.771838 sec): 3 clusters Score: Raw -529.455868 + Penalty 111.860924 = -417.594944 nChanged 1 SP:Iteration 1F (33.772035 sec): 2 clusters Score: Raw -533.556179 + Penalty 111.860924 = -421.695255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 126 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.772788 sec): 2 clusters Score: Raw -10317.049374 + Penalty 688.698215 = -9628.351159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.773190 sec): 3 clusters Score: Raw -10385.783134 + Penalty 1375.826249 = -9009.956885 nChanged 10 SP:Iteration 1F (33.773587 sec): 3 clusters Score: Raw -10428.202508 + Penalty 1374.852258 = -9053.350250 nChanged 2 SP:Iteration 2Q (33.773964 sec): 3 clusters Score: Raw -10434.315033 + Penalty 1374.852258 = -9059.462775 nChanged 0 SP:Iteration 3F (33.774359 sec): 3 clusters Score: Raw -10434.315033 + Penalty 1374.852258 = -9059.462775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.774926 sec): 2 clusters Score: Raw -3620.394649 + Penalty 396.012272 = -3224.382377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.775212 sec): 3 clusters Score: Raw -3628.182795 + Penalty 794.223884 = -2833.958911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 129 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.775770 sec): 2 clusters Score: Raw -3496.120082 + Penalty 553.888638 = -2942.231444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.776046 sec): 3 clusters Score: Raw -3568.521293 + Penalty 1110.852164 = -2457.669129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.776617 sec): 2 clusters Score: Raw -3828.485477 + Penalty 326.537507 = -3501.947971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.776921 sec): 3 clusters Score: Raw -3830.476827 + Penalty 654.893429 = -3175.583397 nChanged 3 SP:Iteration 1F (33.777200 sec): 3 clusters Score: Raw -3837.494915 + Penalty 654.893429 = -3182.601486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 131 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.777684 sec): 2 clusters Score: Raw -692.900757 + Penalty 256.474659 = -436.426098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.777906 sec): 3 clusters Score: Raw -685.507674 + Penalty 507.223576 = -178.284097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.778370 sec): 2 clusters Score: Raw -166.521091 + Penalty 33.659704 = -132.861387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.778565 sec): 2 clusters Score: Raw -166.521091 + Penalty 33.659704 = -132.861387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.779033 sec): 2 clusters Score: Raw -267.555054 + Penalty 88.734894 = -178.820161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.779229 sec): 2 clusters Score: Raw -267.555054 + Penalty 88.734894 = -178.820161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.779696 sec): 2 clusters Score: Raw -292.183216 + Penalty 136.167977 = -156.015239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.779906 sec): 3 clusters Score: Raw -279.499132 + Penalty 274.081678 = -5.417454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.780418 sec): 2 clusters Score: Raw -1655.241352 + Penalty 282.208714 = -1373.032638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.780661 sec): 3 clusters Score: Raw -1666.429641 + Penalty 564.417429 = -1102.012213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.781127 sec): 2 clusters Score: Raw -265.891368 + Penalty 82.888300 = -183.003068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.781336 sec): 3 clusters Score: Raw -263.247418 + Penalty 191.297833 = -71.949585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.781814 sec): 2 clusters Score: Raw -637.714684 + Penalty 257.874404 = -379.840281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.782034 sec): 3 clusters Score: Raw -662.342078 + Penalty 511.256137 = -151.085940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 138 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.782514 sec): 2 clusters Score: Raw -770.770312 + Penalty 258.810877 = -511.959435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.782737 sec): 3 clusters Score: Raw -769.056562 + Penalty 515.812667 = -253.243895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.783215 sec): 2 clusters Score: Raw -634.424071 + Penalty 182.879271 = -451.544800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.783436 sec): 3 clusters Score: Raw -637.172363 + Penalty 341.544700 = -295.627662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.783920 sec): 2 clusters Score: Raw -478.713614 + Penalty 194.897330 = -283.816284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.784134 sec): 3 clusters Score: Raw -474.098176 + Penalty 379.444049 = -94.654127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.784667 sec): 2 clusters Score: Raw -2506.232607 + Penalty 341.971051 = -2164.261556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.784928 sec): 3 clusters Score: Raw -2538.743458 + Penalty 683.942102 = -1854.801356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.785407 sec): 2 clusters Score: Raw -737.696998 + Penalty 250.235060 = -487.461938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.785628 sec): 3 clusters Score: Raw -736.849788 + Penalty 515.957568 = -220.892220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.786116 sec): 2 clusters Score: Raw -1000.216022 + Penalty 225.103257 = -775.112765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.786344 sec): 3 clusters Score: Raw -1009.958448 + Penalty 454.696763 = -555.261684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 144 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.786859 sec): 2 clusters Score: Raw -2090.052461 + Penalty 447.038737 = -1643.013724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.787109 sec): 3 clusters Score: Raw -2161.753031 + Penalty 895.250382 = -1266.502649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.787582 sec): 2 clusters Score: Raw -480.917935 + Penalty 179.186687 = -301.731247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.787798 sec): 3 clusters Score: Raw -470.724387 + Penalty 362.960861 = -107.763527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.788276 sec): 2 clusters Score: Raw -682.789245 + Penalty 252.115486 = -430.673759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.788496 sec): 3 clusters Score: Raw -677.240958 + Penalty 495.783692 = -181.457265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.788984 sec): 2 clusters Score: Raw -964.536993 + Penalty 222.019639 = -742.517354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.789213 sec): 3 clusters Score: Raw -979.590487 + Penalty 442.952670 = -536.637817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.789679 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.789874 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 149 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.790354 sec): 2 clusters Score: Raw -669.837515 + Penalty 238.331163 = -431.506352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.790575 sec): 3 clusters Score: Raw -666.642891 + Penalty 476.020782 = -190.622110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 150 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.791097 sec): 2 clusters Score: Raw -1768.050363 + Penalty 376.927461 = -1391.122902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.791339 sec): 3 clusters Score: Raw -1806.874409 + Penalty 748.458309 = -1058.416100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.791802 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.791994 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.792472 sec): 2 clusters Score: Raw -652.864401 + Penalty 187.608747 = -465.255654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.792693 sec): 3 clusters Score: Raw -648.691810 + Penalty 349.098539 = -299.593271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 153 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.793204 sec): 2 clusters Score: Raw -2052.548660 + Penalty 412.859498 = -1639.689162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.793450 sec): 3 clusters Score: Raw -2049.781575 + Penalty 824.839438 = -1224.942137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.793933 sec): 2 clusters Score: Raw -857.999612 + Penalty 230.146188 = -627.853424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.794157 sec): 3 clusters Score: Raw -856.003294 + Penalty 450.509866 = -405.493428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 155 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.794729 sec): 2 clusters Score: Raw -4334.678465 + Penalty 562.118908 = -3772.559557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.795021 sec): 3 clusters Score: Raw -4423.450630 + Penalty 1124.164792 = -3299.285837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.795519 sec): 2 clusters Score: Raw -1425.153369 + Penalty 294.948815 = -1130.204554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.795754 sec): 3 clusters Score: Raw -1431.480966 + Penalty 591.348628 = -840.132338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.796230 sec): 2 clusters Score: Raw -656.589257 + Penalty 201.796419 = -454.792837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.796452 sec): 3 clusters Score: Raw -654.044708 + Penalty 402.110630 = -251.934078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.796928 sec): 2 clusters Score: Raw -694.738011 + Penalty 266.234400 = -428.503610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.797130 sec): 2 clusters Score: Raw -694.738011 + Penalty 266.234400 = -428.503610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 160 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.797649 sec): 2 clusters Score: Raw -2191.195094 + Penalty 445.261931 = -1745.933163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.797899 sec): 3 clusters Score: Raw -2255.326977 + Penalty 890.796187 = -1364.530790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.798382 sec): 2 clusters Score: Raw -289.551001 + Penalty 131.880913 = -157.670087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.798593 sec): 3 clusters Score: Raw -278.438385 + Penalty 264.630200 = -13.808185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.799061 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.799257 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 163 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.799748 sec): 2 clusters Score: Raw -1262.008383 + Penalty 311.871481 = -950.136902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.799982 sec): 3 clusters Score: Raw -1268.007521 + Penalty 610.820750 = -657.186771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.800460 sec): 2 clusters Score: Raw -471.399863 + Penalty 199.474392 = -271.925470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.800677 sec): 3 clusters Score: Raw -466.528040 + Penalty 396.315744 = -70.212297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.801176 sec): 2 clusters Score: Raw -1406.998232 + Penalty 283.081716 = -1123.916516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.801411 sec): 3 clusters Score: Raw -1422.305349 + Penalty 565.909206 = -856.396143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.801888 sec): 2 clusters Score: Raw -652.009342 + Penalty 207.386680 = -444.622662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.802108 sec): 3 clusters Score: Raw -647.759371 + Penalty 428.648415 = -219.110956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.802583 sec): 2 clusters Score: Raw -579.708126 + Penalty 216.725663 = -362.982463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.802801 sec): 3 clusters Score: Raw -569.097974 + Penalty 423.780919 = -145.317055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 169 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.803322 sec): 2 clusters Score: Raw -2350.339066 + Penalty 441.857447 = -1908.481620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.803574 sec): 3 clusters Score: Raw -2395.226727 + Penalty 883.223230 = -1512.003497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 170 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.804062 sec): 2 clusters Score: Raw -1104.646544 + Penalty 318.953057 = -785.693488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.804290 sec): 3 clusters Score: Raw -1094.173241 + Penalty 636.753255 = -457.419986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 171 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.804786 sec): 2 clusters Score: Raw -1445.502358 + Penalty 352.433476 = -1093.068882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.805024 sec): 3 clusters Score: Raw -1467.774082 + Penalty 705.205099 = -762.568983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.805509 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.805708 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 174 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806217 sec): 2 clusters Score: Raw -1605.994443 + Penalty 363.405347 = -1242.589096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.806456 sec): 3 clusters Score: Raw -1626.080956 + Penalty 728.267255 = -897.813701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806943 sec): 2 clusters Score: Raw -1003.556180 + Penalty 215.402647 = -788.153533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.807172 sec): 3 clusters Score: Raw -1012.686746 + Penalty 418.116486 = -594.570260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 176 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.807660 sec): 2 clusters Score: Raw -1071.978201 + Penalty 342.438474 = -729.539727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.807887 sec): 3 clusters Score: Raw -1067.997192 + Penalty 703.658474 = -364.338719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.808354 sec): 2 clusters Score: Raw -271.610500 + Penalty 100.007743 = -171.602756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.808551 sec): 2 clusters Score: Raw -271.610500 + Penalty 100.007743 = -171.602756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809024 sec): 2 clusters Score: Raw -486.530209 + Penalty 195.431454 = -291.098755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.809222 sec): 2 clusters Score: Raw -486.530209 + Penalty 195.431454 = -291.098755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.809705 sec): 2 clusters Score: Raw -886.482385 + Penalty 271.158877 = -615.323507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.809931 sec): 3 clusters Score: Raw -878.689106 + Penalty 541.882755 = -336.806351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.810419 sec): 2 clusters Score: Raw -1005.733115 + Penalty 329.388223 = -676.344892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.810647 sec): 3 clusters Score: Raw -1005.046787 + Penalty 658.776446 = -346.270342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 181 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.811124 sec): 2 clusters Score: Raw -671.651322 + Penalty 210.035067 = -461.616255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.811346 sec): 3 clusters Score: Raw -662.918336 + Penalty 422.981562 = -239.936773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.811812 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.812021 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.812499 sec): 2 clusters Score: Raw -662.506100 + Penalty 211.615381 = -450.890719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.812720 sec): 3 clusters Score: Raw -658.471346 + Penalty 426.405782 = -232.065564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 184 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.813196 sec): 2 clusters Score: Raw -683.440765 + Penalty 247.845004 = -435.595761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.813416 sec): 3 clusters Score: Raw -678.413351 + Penalty 507.197737 = -171.215615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 185 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.813929 sec): 2 clusters Score: Raw -1925.958031 + Penalty 402.108828 = -1523.849203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.814176 sec): 3 clusters Score: Raw -1991.185839 + Penalty 813.566142 = -1177.619697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.814657 sec): 2 clusters Score: Raw -723.134458 + Penalty 69.371222 = -653.763236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.814882 sec): 3 clusters Score: Raw -741.700340 + Penalty 145.932093 = -595.768247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 187 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.815362 sec): 2 clusters Score: Raw -790.011403 + Penalty 248.602916 = -541.408487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.815585 sec): 3 clusters Score: Raw -777.252813 + Penalty 510.281801 = -266.971012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 188 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.816072 sec): 2 clusters Score: Raw -1072.680784 + Penalty 282.650319 = -790.030465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.816300 sec): 3 clusters Score: Raw -1070.730056 + Penalty 578.176042 = -492.554014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.816768 sec): 2 clusters Score: Raw -285.576894 + Penalty 143.357543 = -142.219351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.816964 sec): 2 clusters Score: Raw -285.576894 + Penalty 143.357543 = -142.219351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 190 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.817450 sec): 2 clusters Score: Raw -1070.500979 + Penalty 305.904133 = -764.596846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.817678 sec): 3 clusters Score: Raw -1077.420817 + Penalty 608.111038 = -469.309779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.818145 sec): 2 clusters Score: Raw -292.621829 + Penalty 148.976619 = -143.645209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.818355 sec): 3 clusters Score: Raw -280.895303 + Penalty 294.953335 = 14.058032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.818831 sec): 2 clusters Score: Raw -551.286931 + Penalty 210.189531 = -341.097400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.819065 sec): 3 clusters Score: Raw -556.396286 + Penalty 420.379062 = -136.017223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 195 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.819577 sec): 2 clusters Score: Raw -2115.406981 + Penalty 379.532903 = -1735.874077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.819827 sec): 3 clusters Score: Raw -2103.139598 + Penalty 760.650097 = -1342.489501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 198 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.820313 sec): 2 clusters Score: Raw -864.182582 + Penalty 261.058356 = -603.124226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.820536 sec): 3 clusters Score: Raw -867.755198 + Penalty 527.839298 = -339.915900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.821014 sec): 2 clusters Score: Raw -594.296628 + Penalty 241.030760 = -353.265868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.821233 sec): 3 clusters Score: Raw -582.614529 + Penalty 489.510679 = -93.103850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 200 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.821731 sec): 2 clusters Score: Raw -1537.751879 + Penalty 363.671439 = -1174.080441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.821966 sec): 3 clusters Score: Raw -1532.659453 + Penalty 726.136816 = -806.522638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.822433 sec): 2 clusters Score: Raw -292.617569 + Penalty 150.347741 = -142.269828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.822645 sec): 3 clusters Score: Raw -281.258313 + Penalty 297.559810 = 16.301497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.823128 sec): 2 clusters Score: Raw -896.911219 + Penalty 290.621745 = -606.289474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.823352 sec): 3 clusters Score: Raw -890.441268 + Penalty 572.367122 = -318.074146 nChanged 1 SP:Iteration 1F (33.823572 sec): 3 clusters Score: Raw -894.446643 + Penalty 572.367122 = -322.079521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 204 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.824051 sec): 2 clusters Score: Raw -793.645035 + Penalty 291.446264 = -502.198771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.824275 sec): 3 clusters Score: Raw -791.907192 + Penalty 580.327645 = -211.579546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 205 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.824788 sec): 2 clusters Score: Raw -2122.963239 + Penalty 361.060338 = -1761.902901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.825037 sec): 3 clusters Score: Raw -2131.094544 + Penalty 723.245917 = -1407.848628 nChanged 1 SP:Iteration 1Q (33.825276 sec): 3 clusters Score: Raw -2133.992170 + Penalty 723.245917 = -1410.746253 nChanged 0 SP:Iteration 2F (33.825520 sec): 3 clusters Score: Raw -2133.992170 + Penalty 723.245917 = -1410.746253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.825996 sec): 2 clusters Score: Raw -288.553435 + Penalty 137.430393 = -151.123041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.826214 sec): 2 clusters Score: Raw -288.553435 + Penalty 137.430393 = -151.123041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.826689 sec): 2 clusters Score: Raw -391.604979 + Penalty 179.533154 = -212.071825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.826902 sec): 3 clusters Score: Raw -384.835932 + Penalty 179.533154 = -205.302777 nChanged 1 SP:Iteration 1F (33.827096 sec): 2 clusters Score: Raw -391.604979 + Penalty 179.533154 = -212.071825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 208 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.827572 sec): 2 clusters Score: Raw -590.593345 + Penalty 226.967183 = -363.626162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.827787 sec): 3 clusters Score: Raw -582.304341 + Penalty 401.919231 = -180.385111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.828261 sec): 2 clusters Score: Raw -470.613150 + Penalty 146.945929 = -323.667221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.828470 sec): 3 clusters Score: Raw -463.014452 + Penalty 284.595597 = -178.418855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.828942 sec): 2 clusters Score: Raw -470.063719 + Penalty 169.419775 = -300.643944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.829158 sec): 3 clusters Score: Raw -462.453284 + Penalty 350.421236 = -112.032049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.829622 sec): 2 clusters Score: Raw -188.515622 + Penalty 83.938780 = -104.576842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.829830 sec): 3 clusters Score: Raw -179.451292 + Penalty 167.877560 = -11.573732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.830296 sec): 2 clusters Score: Raw -185.842527 + Penalty 84.984663 = -100.857864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.830502 sec): 3 clusters Score: Raw -177.660157 + Penalty 169.969325 = -7.690832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.830981 sec): 2 clusters Score: Raw -765.891932 + Penalty 247.304404 = -518.587528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.831206 sec): 3 clusters Score: Raw -761.076329 + Penalty 493.981673 = -267.094655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 221 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.831675 sec): 2 clusters Score: Raw -358.823854 + Penalty 117.767797 = -241.056057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.831887 sec): 3 clusters Score: Raw -354.732240 + Penalty 279.551430 = -75.180810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 222 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.832368 sec): 2 clusters Score: Raw -814.001740 + Penalty 276.341342 = -537.660397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.832590 sec): 3 clusters Score: Raw -803.715849 + Penalty 276.341342 = -527.374507 nChanged 1 SP:Iteration 1F (33.832792 sec): 2 clusters Score: Raw -814.001740 + Penalty 276.341342 = -537.660397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.833276 sec): 2 clusters Score: Raw -286.722939 + Penalty 126.719130 = -160.003809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.833488 sec): 3 clusters Score: Raw -275.733107 + Penalty 255.942375 = -19.790732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.833958 sec): 2 clusters Score: Raw -396.572404 + Penalty 198.203562 = -198.368842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.834172 sec): 3 clusters Score: Raw -384.755603 + Penalty 396.407123 = 11.651520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.834639 sec): 2 clusters Score: Raw -288.684190 + Penalty 122.103747 = -166.580443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.834849 sec): 3 clusters Score: Raw -277.407538 + Penalty 122.103747 = -155.303791 nChanged 1 SP:Iteration 1F (33.835042 sec): 2 clusters Score: Raw -288.684190 + Penalty 122.103747 = -166.580443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.835499 sec): 2 clusters Score: Raw -88.695132 + Penalty 0.000000 = -88.695132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.835690 sec): 2 clusters Score: Raw -88.695132 + Penalty 0.000000 = -88.695132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.836158 sec): 2 clusters Score: Raw -286.729899 + Penalty 127.254635 = -159.475264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.836368 sec): 3 clusters Score: Raw -276.088477 + Penalty 253.865296 = -22.223181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.836825 sec): 2 clusters Score: Raw -243.583078 + Penalty 16.231269 = -227.351809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.837017 sec): 3 clusters Score: Raw -243.981367 + Penalty 27.093434 = -216.887933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.837481 sec): 2 clusters Score: Raw -187.159321 + Penalty 84.739584 = -102.419737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.837690 sec): 3 clusters Score: Raw -178.412532 + Penalty 169.479168 = -8.933365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.838141 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.838322 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.838781 sec): 2 clusters Score: Raw -91.463775 + Penalty 0.000000 = -91.463775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.838970 sec): 2 clusters Score: Raw -91.463775 + Penalty 0.000000 = -91.463775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.839429 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.839633 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.840097 sec): 2 clusters Score: Raw -90.703903 + Penalty 0.000000 = -90.703903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.840291 sec): 2 clusters Score: Raw -90.703903 + Penalty 0.000000 = -90.703903 nChanged 0 Deleting Class 103 (21 points): Lose 136.917940 but Gain 1546.246526 Iteration 20F (37.110364 sec): 213 clusters Score: Raw -2772539.889466 + Penalty 243227.518872 = -2529312.370594 nChanged 37 Deleting Class 202 (3 points): Lose 14.360445 but Gain 1423.462241 Iteration 21Q (37.337654 sec): 212 clusters Score: Raw -2772684.480643 + Penalty 241851.427838 = -2530833.052805 nChanged 22 Deleting Class 180 (10 points): Lose 85.316621 but Gain 1487.941562 Iteration 22Q (37.565598 sec): 211 clusters Score: Raw -2772625.707201 + Penalty 240151.703775 = -2532474.003426 nChanged 27 Deleting Class 192 (3 points): Lose 18.627365 but Gain 1410.480736 Iteration 23Q (37.791657 sec): 210 clusters Score: Raw -2772658.627990 + Penalty 238764.876470 = -2533893.751520 nChanged 17 Deleting Class 226 (4 points): Lose 104.373764 but Gain 1487.131915 Iteration 24Q (38.016027 sec): 209 clusters Score: Raw -2772584.944555 + Penalty 237398.354445 = -2535186.590111 nChanged 16 Deleting Class 98 (7 points): Lose 80.393742 but Gain 1460.063228 Iteration 25Q (38.239520 sec): 208 clusters Score: Raw -2772601.071450 + Penalty 235934.513841 = -2536666.557608 nChanged 14 Deleting Class 159 (8 points): Lose 45.604297 but Gain 1423.231358 Iteration 26Q (38.460093 sec): 207 clusters Score: Raw -2772602.643658 + Penalty 234557.193917 = -2538045.449741 nChanged 11 Deleting Class 129 (36 points): Lose 236.379590 but Gain 1607.704581 Iteration 27Q (38.680467 sec): 206 clusters Score: Raw -2772392.821444 + Penalty 233287.876587 = -2539104.944857 nChanged 41 Deleting Class 153 (23 points): Lose 91.603830 but Gain 1452.617894 Iteration 28Q (38.904719 sec): 205 clusters Score: Raw -2772447.946369 + Penalty 231862.406972 = -2540585.539398 nChanged 35 Deleting Class 237 (1 points): Lose 2.302367 but Gain 1360.511575 Iteration 29Q (39.128315 sec): 204 clusters Score: Raw -2772498.533306 + Penalty 230509.007290 = -2541989.526016 nChanged 8 Deleting Class 40 (24 points): Lose 188.550173 but Gain 1552.271731 Iteration 30F (42.239569 sec): 203 clusters Score: Raw -2772357.257516 + Penalty 229196.030149 = -2543161.227367 nChanged 34 Deleting Class 204 (9 points): Lose 79.389716 but Gain 1432.544285 Iteration 31Q (42.462194 sec): 202 clusters Score: Raw -2772399.365318 + Penalty 227900.890896 = -2544498.474423 nChanged 22 Deleting Class 155 (45 points): Lose 189.538493 but Gain 1535.950847 Iteration 32Q (42.681248 sec): 201 clusters Score: Raw -2772263.449475 + Penalty 226430.871398 = -2545832.578077 nChanged 56 Deleting Class 199 (6 points): Lose 54.610273 but Gain 1399.220821 Iteration 33Q (42.913069 sec): 200 clusters Score: Raw -2772319.715822 + Penalty 225057.301820 = -2547262.414001 nChanged 22 Deleting Class 242 (1 points): Lose 4.107024 but Gain 1344.384936 Iteration 34Q (43.137985 sec): 199 clusters Score: Raw -2772349.057374 + Penalty 223715.241381 = -2548633.815993 nChanged 9 Deleting Class 222 (8 points): Lose 43.424721 but Gain 1382.269240 Iteration 35Q (43.361791 sec): 198 clusters Score: Raw -2772311.161504 + Penalty 222340.192238 = -2549970.969266 nChanged 15 Deleting Class 62 (41 points): Lose 183.150865 but Gain 1521.126559 Iteration 36Q (43.587971 sec): 197 clusters Score: Raw -2772140.707974 + Penalty 220908.310754 = -2551232.397220 nChanged 47 Deleting Class 207 (4 points): Lose 10.567076 but Gain 1347.046852 Iteration 37Q (43.814590 sec): 196 clusters Score: Raw -2772220.755409 + Penalty 219566.771645 = -2552653.983765 nChanged 22 Deleting Class 88 (34 points): Lose 190.890190 but Gain 1525.468967 Iteration 38Q (44.029297 sec): 195 clusters Score: Raw -2772053.480566 + Penalty 218194.508739 = -2553858.971827 nChanged 47 Deleting Class 146 (10 points): Lose 47.252688 but Gain 1400.241382 Iteration 39Q (44.246369 sec): 194 clusters Score: Raw -2772120.217704 + Penalty 216875.438666 = -2555244.779038 nChanged 33 Deleting Class 134 (4 points): Lose 17.431814 but Gain 1342.983858 Iteration 40F (47.207976 sec): 193 clusters Score: Raw -2772159.799811 + Penalty 215583.418927 = -2556576.380883 nChanged 15 Deleting Class 43 (4 points): Lose 19.108440 but Gain 1341.163212 Iteration 41Q (47.418262 sec): 192 clusters Score: Raw -2772160.462505 + Penalty 214283.213547 = -2557877.248958 nChanged 14 Deleting Class 6 (22 points): Lose 92.324413 but Gain 1414.126932 Iteration 42Q (47.628401 sec): 191 clusters Score: Raw -2772084.309224 + Penalty 212924.565762 = -2559159.743462 nChanged 27 Deleting Class 44 (21 points): Lose 109.907838 but Gain 1430.290992 Iteration 43Q (47.840941 sec): 190 clusters Score: Raw -2772020.824559 + Penalty 211599.285433 = -2560421.539126 nChanged 28 Deleting Class 200 (15 points): Lose 77.503031 but Gain 1396.837804 Iteration 44Q (48.051577 sec): 189 clusters Score: Raw -2772004.931673 + Penalty 210229.786496 = -2561775.145177 nChanged 21 Deleting Class 131 (7 points): Lose 52.188319 but Gain 1370.929668 Iteration 45Q (48.262519 sec): 188 clusters Score: Raw -2771985.487654 + Penalty 208906.472382 = -2563079.015272 nChanged 14 Deleting Class 189 (3 points): Lose 41.363296 but Gain 1357.280444 Iteration 46Q (48.471209 sec): 187 clusters Score: Raw -2771971.693332 + Penalty 207562.803828 = -2564408.889504 nChanged 7 Deleting Class 160 (25 points): Lose 174.084558 but Gain 1489.924019 Iteration 47Q (48.683897 sec): 186 clusters Score: Raw -2771808.294432 + Penalty 206170.329536 = -2565637.964896 nChanged 28 Deleting Class 169 (26 points): Lose 127.710914 but Gain 1442.804995 Iteration 48Q (48.894992 sec): 185 clusters Score: Raw -2771779.021972 + Penalty 204800.284260 = -2566978.737712 nChanged 38 Deleting Class 69 (8 points): Lose 66.611320 but Gain 1380.339442 Iteration 49Q (49.105121 sec): 184 clusters Score: Raw -2771781.821602 + Penalty 203495.305543 = -2568286.516059 nChanged 23 Deleting Class 170 (11 points): Lose 71.705902 but Gain 1383.534693 Iteration 50F (51.907914 sec): 183 clusters Score: Raw -2771756.986222 + Penalty 202132.884580 = -2569624.101643 nChanged 22 Deleting Class 176 (11 points): Lose 184.871124 but Gain 1485.408273 Iteration 51Q (52.120763 sec): 182 clusters Score: Raw -2771612.802288 + Penalty 200748.921379 = -2570863.880909 nChanged 16 Deleting Class 184 (6 points): Lose 43.453977 but Gain 1339.743681 Iteration 52Q (52.336324 sec): 181 clusters Score: Raw -2771606.475457 + Penalty 199555.591858 = -2572050.883598 nChanged 17 Deleting Class 161 (4 points): Lose 44.544837 but Gain 1342.534473 Iteration 53Q (52.542736 sec): 180 clusters Score: Raw -2771604.359462 + Penalty 198266.697863 = -2573337.661599 nChanged 14 Deleting Class 121 (24 points): Lose 101.038782 but Gain 1397.400055 Iteration 54Q (52.749046 sec): 179 clusters Score: Raw -2771530.695181 + Penalty 196902.801413 = -2574627.893768 nChanged 27 Deleting Class 203 (9 points): Lose 80.959736 but Gain 1375.774180 Iteration 55Q (52.952989 sec): 178 clusters Score: Raw -2771495.677248 + Penalty 195558.073878 = -2575937.603370 nChanged 12 Deleting Class 46 (33 points): Lose 125.960517 but Gain 1411.239235 Iteration 56Q (53.154550 sec): 177 clusters Score: Raw -2771406.764909 + Penalty 194196.553153 = -2577210.211756 nChanged 36 Deleting Class 171 (18 points): Lose 99.494873 but Gain 1382.393430 Iteration 57Q (53.362661 sec): 176 clusters Score: Raw -2771395.036361 + Penalty 192896.471351 = -2578498.565010 nChanged 29 Deleting Class 208 (6 points): Lose 36.678650 but Gain 1317.579582 Iteration 58Q (53.564205 sec): 175 clusters Score: Raw -2771414.342752 + Penalty 191613.393889 = -2579800.948862 nChanged 15 Deleting Class 190 (10 points): Lose 60.388293 but Gain 1338.546291 Iteration 59Q (53.763852 sec): 174 clusters Score: Raw -2771377.592428 + Penalty 190337.679636 = -2581039.912792 nChanged 14 Deleting Class 206 (3 points): Lose 27.952725 but Gain 1301.163385 Iteration 60F (56.404739 sec): 173 clusters Score: Raw -2771384.874392 + Penalty 189064.969233 = -2582319.905160 nChanged 6 Deleting Class 218 (2 points): Lose 8.134662 but Gain 1275.288931 Iteration 61Q (56.607577 sec): 172 clusters Score: Raw -2771390.112210 + Penalty 187803.440066 = -2583586.672145 nChanged 3 Deleting Class 144 (22 points): Lose 241.198909 but Gain 1504.297329 Iteration 62Q (56.804467 sec): 171 clusters Score: Raw -2771157.387867 + Penalty 186391.194583 = -2584766.193284 nChanged 23 Deleting Class 9 (46 points): Lose 183.040123 but Gain 1445.666002 Iteration 63Q (57.003330 sec): 170 clusters Score: Raw -2771044.797231 + Penalty 185085.929939 = -2585958.867292 nChanged 51 Deleting Class 30 (8 points): Lose 42.055390 but Gain 1302.761167 Iteration 64Q (57.203404 sec): 169 clusters Score: Raw -2771120.105256 + Penalty 183832.182867 = -2587287.922390 nChanged 13 Deleting Class 234 (2 points): Lose 11.208728 but Gain 1271.611254 Iteration 65Q (57.405721 sec): 168 clusters Score: Raw -2771143.143969 + Penalty 182596.629498 = -2588546.514472 nChanged 6 Deleting Class 216 (2 points): Lose 3.689485 but Gain 1259.594307 Iteration 66Q (57.600145 sec): 167 clusters Score: Raw -2771151.896415 + Penalty 181341.516351 = -2589810.380063 nChanged 2 Deleting Class 84 (13 points): Lose 53.773147 but Gain 1308.918067 Iteration 67Q (57.800845 sec): 166 clusters Score: Raw -2771102.557753 + Penalty 180056.062370 = -2591046.495383 nChanged 13 Deleting Class 164 (5 points): Lose 36.791372 but Gain 1289.158808 Iteration 68Q (57.994333 sec): 165 clusters Score: Raw -2771091.858973 + Penalty 178779.306970 = -2592312.552003 nChanged 6 Deleting Class 20 (7 points): Lose 36.172887 but Gain 1285.464340 Iteration 69Q (58.187859 sec): 164 clusters Score: Raw -2771064.890966 + Penalty 177538.293651 = -2593526.597315 nChanged 8 Deleting Class 168 (7 points): Lose 39.386421 but Gain 1285.022492 Iteration 70F (60.680117 sec): 163 clusters Score: Raw -2771044.303272 + Penalty 176366.735859 = -2594677.567413 nChanged 9 Deleting Class 149 (8 points): Lose 45.001201 but Gain 1290.237543 Iteration 71Q (60.872469 sec): 162 clusters Score: Raw -2771027.389214 + Penalty 175100.696533 = -2595926.692681 nChanged 14 Deleting Class 34 (11 points): Lose 72.391349 but Gain 1315.952323 Iteration 72Q (61.066669 sec): 161 clusters Score: Raw -2770973.418711 + Penalty 173815.751495 = -2597157.667216 nChanged 15 Deleting Class 75 (24 points): Lose 121.497721 but Gain 1364.830633 Iteration 73Q (61.259781 sec): 160 clusters Score: Raw -2770887.063927 + Penalty 172526.614424 = -2598360.449503 nChanged 32 Deleting Class 79 (4 points): Lose 43.451479 but Gain 1317.657036 Iteration 74Q (61.451854 sec): 159 clusters Score: Raw -2770902.460631 + Penalty 171346.550698 = -2599555.909934 nChanged 14 Deleting Class 107 (17 points): Lose 74.763414 but Gain 1317.584758 Iteration 75Q (61.642774 sec): 158 clusters Score: Raw -2770856.726750 + Penalty 170039.141712 = -2600817.585039 nChanged 20 Deleting Class 97 (30 points): Lose 163.061466 but Gain 1404.499281 Iteration 76Q (61.841649 sec): 157 clusters Score: Raw -2770718.870077 + Penalty 168840.541068 = -2601878.329009 nChanged 36 Deleting Class 68 (56 points): Lose 289.238977 but Gain 1530.466803 Iteration 77Q (62.039917 sec): 156 clusters Score: Raw -2770518.435302 + Penalty 167514.612446 = -2603003.822856 nChanged 68 Deleting Class 138 (7 points): Lose 43.623678 but Gain 1283.441009 Iteration 78Q (62.240790 sec): 155 clusters Score: Raw -2770644.999264 + Penalty 166273.612094 = -2604371.387169 nChanged 19 Deleting Class 150 (33 points): Lose 164.700954 but Gain 1400.026944 Iteration 79Q (62.436186 sec): 154 clusters Score: Raw -2770503.021768 + Penalty 165051.423729 = -2605451.598039 nChanged 40 Deleting Class 178 (6 points): Lose 45.578072 but Gain 1278.137789 Iteration 80F (64.832097 sec): 153 clusters Score: Raw -2770553.961160 + Penalty 163816.959588 = -2606737.001573 nChanged 16 Deleting Class 174 (23 points): Lose 102.772570 but Gain 1334.307917 Iteration 81Q (65.024894 sec): 152 clusters Score: Raw -2770477.754716 + Penalty 162542.968572 = -2607934.786144 nChanged 35 Deleting Class 179 (9 points): Lose 52.681654 but Gain 1283.638918 Iteration 82Q (65.214184 sec): 151 clusters Score: Raw -2770486.234010 + Penalty 161327.994947 = -2609158.239063 nChanged 26 Deleting Class 116 (38 points): Lose 177.671299 but Gain 1408.111325 Iteration 83Q (65.401508 sec): 150 clusters Score: Raw -2770345.727653 + Penalty 159988.290843 = -2610357.436810 nChanged 53 Deleting Class 185 (23 points): Lose 153.304325 but Gain 1383.109605 Iteration 84Q (65.589035 sec): 149 clusters Score: Raw -2770270.475555 + Penalty 158738.789847 = -2611531.685708 nChanged 41 Deleting Class 96 (18 points): Lose 105.626808 but Gain 1332.113880 Iteration 85Q (65.776798 sec): 148 clusters Score: Raw -2770236.155237 + Penalty 157462.096801 = -2612774.058436 nChanged 26 Deleting Class 224 (1 points): Lose 5.220152 but Gain 1231.437859 Iteration 86Q (65.960440 sec): 147 clusters Score: Raw -2770272.394096 + Penalty 156245.151669 = -2614027.242427 nChanged 7 Deleting Class 58 (20 points): Lose 67.703682 but Gain 1292.820244 Iteration 87Q (66.142325 sec): 146 clusters Score: Raw -2770212.698737 + Penalty 155027.291154 = -2615185.407583 nChanged 23 Deleting Class 5 (8 points): Lose 32.554850 but Gain 1254.647104 Iteration 88Q (66.324724 sec): 145 clusters Score: Raw -2770226.635879 + Penalty 153812.942766 = -2616413.693113 nChanged 16 Deleting Class 45 (21 points): Lose 72.351364 but Gain 1294.278614 Iteration 89Q (66.504566 sec): 144 clusters Score: Raw -2770183.373408 + Penalty 152587.312004 = -2617596.061403 nChanged 26 Deleting Class 140 (5 points): Lose 50.438104 but Gain 1259.578269 Iteration 90F (68.704952 sec): 143 clusters Score: Raw -2770177.618974 + Penalty 151392.586187 = -2618785.032788 nChanged 10 Deleting Class 56 (9 points): Lose 98.669255 but Gain 1305.673412 Iteration 91Q (68.885193 sec): 142 clusters Score: Raw -2770104.745092 + Penalty 150129.008107 = -2619975.736985 nChanged 12 Deleting Class 51 (9 points): Lose 50.994568 but Gain 1256.816413 Iteration 92Q (69.064494 sec): 141 clusters Score: Raw -2770097.134048 + Penalty 148998.142255 = -2621098.991793 nChanged 13 Deleting Class 219 (8 points): Lose 33.947747 but Gain 1237.025439 Iteration 93Q (69.247035 sec): 140 clusters Score: Raw -2770084.309987 + Penalty 147960.411482 = -2622123.898506 nChanged 10 Deleting Class 119 (11 points): Lose 72.299224 but Gain 1267.970369 Iteration 94Q (69.425313 sec): 139 clusters Score: Raw -2770031.076700 + Penalty 146696.720198 = -2623334.356502 nChanged 12 Deleting Class 198 (10 points): Lose 52.366935 but Gain 1247.934302 Iteration 95Q (69.605051 sec): 138 clusters Score: Raw -2769994.800862 + Penalty 145442.866457 = -2624551.934405 nChanged 12 Deleting Class 187 (11 points): Lose 68.464051 but Gain 1263.041528 Iteration 96Q (69.787685 sec): 137 clusters Score: Raw -2769949.818878 + Penalty 144233.773331 = -2625716.045547 nChanged 15 Deleting Class 230 (3 points): Lose 10.806808 but Gain 1204.821349 Iteration 97Q (69.966586 sec): 136 clusters Score: Raw -2769973.651210 + Penalty 143018.809581 = -2626954.841628 nChanged 10 Deleting Class 195 (21 points): Lose 104.178432 but Gain 1296.652944 Iteration 98Q (70.142429 sec): 135 clusters Score: Raw -2769883.565883 + Penalty 141713.317818 = -2628170.248065 nChanged 24 Deleting Class 76 (22 points): Lose 188.720562 but Gain 1380.131758 Iteration 99Q (70.323418 sec): 134 clusters Score: Raw -2769723.977940 + Penalty 140475.361727 = -2629248.616213 nChanged 29 Deleting Class 163 (14 points): Lose 84.186806 but Gain 1276.401192 Iteration 100F (72.355484 sec): 133 clusters Score: Raw -2769767.791445 + Penalty 139284.468634 = -2630483.322811 nChanged 22 Deleting Class 126 (110 points): Lose 355.711766 but Gain 1544.228994 Iteration 101Q (72.530316 sec): 132 clusters Score: Raw -2769455.124591 + Penalty 137781.838696 = -2631673.285895 nChanged 117 Deleting Class 183 (9 points): Lose 43.244143 but Gain 1230.158646 Iteration 102Q (72.713446 sec): 131 clusters Score: Raw -2769594.890524 + Penalty 136597.596071 = -2632997.294454 nChanged 24 Deleting Class 122 (28 points): Lose 140.661556 but Gain 1321.062933 Iteration 103Q (72.895545 sec): 130 clusters Score: Raw -2769492.597155 + Penalty 135283.996162 = -2634208.600993 nChanged 41 Deleting Class 42 (15 points): Lose 65.874215 but Gain 1242.725060 Iteration 104Q (73.076918 sec): 129 clusters Score: Raw -2769485.915987 + Penalty 134059.904836 = -2635426.011151 nChanged 26 Deleting Class 188 (9 points): Lose 27.984625 but Gain 1190.955546 Iteration 105Q (73.256296 sec): 128 clusters Score: Raw -2769487.660940 + Penalty 132873.394662 = -2636614.266278 nChanged 16 Deleting Class 113 (36 points): Lose 138.293108 but Gain 1299.402271 Iteration 106Q (73.434306 sec): 127 clusters Score: Raw -2769364.691192 + Penalty 131666.451381 = -2637698.239812 nChanged 37 Deleting Class 4 (10 points): Lose 34.932809 but Gain 1193.307968 Iteration 107Q (73.613582 sec): 126 clusters Score: Raw -2769393.667099 + Penalty 130490.160764 = -2638903.506335 nChanged 25 Deleting Class 22 (104 points): Lose 483.255329 but Gain 1640.357573 Iteration 108Q (73.791956 sec): 125 clusters Score: Raw -2768931.643039 + Penalty 129011.154841 = -2639920.488199 nChanged 115 Deleting Class 59 (10 points): Lose 43.307761 but Gain 1199.948529 Iteration 109Q (73.975920 sec): 124 clusters Score: Raw -2769144.652074 + Penalty 127824.895806 = -2641319.756269 nChanged 25 Deleting Class 100 (85 points): Lose 294.269774 but Gain 1449.061497 Iteration 110F (75.866211 sec): 123 clusters Score: Raw -2768881.107034 + Penalty 126481.316161 = -2642399.790873 nChanged 97 Deleting Class 82 (20 points): Lose 83.126809 but Gain 1231.886078 Iteration 111Q (76.047232 sec): 122 clusters Score: Raw -2768961.362500 + Penalty 125250.003305 = -2643711.359195 nChanged 40 Deleting Class 227 (3 points): Lose 7.819469 but Gain 1156.053774 Iteration 112Q (76.223585 sec): 121 clusters Score: Raw -2769016.336332 + Penalty 124127.418380 = -2644888.917952 nChanged 20 Deleting Class 118 (21 points): Lose 135.817376 but Gain 1283.250460 Iteration 113Q (76.396165 sec): 120 clusters Score: Raw -2768905.733754 + Penalty 123000.969573 = -2645904.764181 nChanged 33 Deleting Class 74 (12 points): Lose 69.763836 but Gain 1215.020394 Iteration 114Q (76.568657 sec): 119 clusters Score: Raw -2768904.971361 + Penalty 121873.824911 = -2647031.146450 nChanged 31 Deleting Class 85 (22 points): Lose 100.422814 but Gain 1245.282724 Iteration 115Q (76.734824 sec): 118 clusters Score: Raw -2768852.330791 + Penalty 120641.510916 = -2648210.819875 nChanged 31 Deleting Class 145 (8 points): Lose 83.071237 but Gain 1225.798492 Iteration 116Q (76.899766 sec): 117 clusters Score: Raw -2768802.394227 + Penalty 119445.300487 = -2649357.093739 nChanged 19 Deleting Class 205 (24 points): Lose 72.876195 but Gain 1215.238215 Iteration 117Q (77.063366 sec): 116 clusters Score: Raw -2768759.083920 + Penalty 118271.261632 = -2650487.822288 nChanged 32 Deleting Class 139 (14 points): Lose 76.296754 but Gain 1213.967507 Iteration 118Q (77.228322 sec): 115 clusters Score: Raw -2768724.715959 + Penalty 117082.583573 = -2651642.132386 nChanged 25 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2768724.715959 + Penalty 117082.583573 = -2651642.132386Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 1 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.291745 sec): 2 clusters Score: Raw -3502.499103 + Penalty 310.005580 = -3192.493523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.292037 sec): 3 clusters Score: Raw -3494.705034 + Penalty 609.100674 = -2885.604360 nChanged 5 SP:Iteration 1F (77.292312 sec): 3 clusters Score: Raw -3505.305186 + Penalty 614.836463 = -2890.468723 nChanged 2 SP:Iteration 2F (77.292588 sec): 3 clusters Score: Raw -3507.820600 + Penalty 614.836463 = -2892.984137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.293532 sec): 2 clusters Score: Raw -15091.586801 + Penalty 418.464493 = -14673.122308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.294045 sec): 3 clusters Score: Raw -15017.854575 + Penalty 832.180220 = -14185.674355 nChanged 37 SP:Iteration 1F (77.294549 sec): 3 clusters Score: Raw -15047.663146 + Penalty 832.636129 = -14215.027017 nChanged 9 SP:Iteration 2F (77.295054 sec): 3 clusters Score: Raw -15057.037341 + Penalty 835.124664 = -14221.912677 nChanged 6 SP:Iteration 3Q (77.295559 sec): 3 clusters Score: Raw -15061.863201 + Penalty 836.411510 = -14225.451692 nChanged 8 SP:Iteration 4Q (77.296065 sec): 3 clusters Score: Raw -15070.007943 + Penalty 835.554106 = -14234.453836 nChanged 4 SP:Iteration 5Q (77.296570 sec): 3 clusters Score: Raw -15074.360478 + Penalty 830.848908 = -14243.511570 nChanged 3 SP:Iteration 6Q (77.297077 sec): 3 clusters Score: Raw -15078.975876 + Penalty 830.872870 = -14248.103007 nChanged 1 SP:Iteration 7Q (77.297576 sec): 3 clusters Score: Raw -15079.176246 + Penalty 830.872870 = -14248.303376 nChanged 0 SP:Iteration 8F (77.298080 sec): 3 clusters Score: Raw -15079.176246 + Penalty 830.872870 = -14248.303376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.298719 sec): 2 clusters Score: Raw -6095.926258 + Penalty 409.144716 = -5686.781542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.299049 sec): 3 clusters Score: Raw -6089.601215 + Penalty 818.682374 = -5270.918840 nChanged 3 SP:Iteration 1Q (77.299374 sec): 3 clusters Score: Raw -6092.693089 + Penalty 818.682374 = -5274.010715 nChanged 0 SP:Iteration 2F (77.299700 sec): 3 clusters Score: Raw -6092.693089 + Penalty 818.682374 = -5274.010715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 8 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.300598 sec): 2 clusters Score: Raw -16430.159962 + Penalty 659.353414 = -15770.806549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.301123 sec): 3 clusters Score: Raw -16420.804083 + Penalty 1318.955294 = -15101.848789 nChanged 24 SP:Iteration 1F (77.301638 sec): 3 clusters Score: Raw -16456.221389 + Penalty 1318.842364 = -15137.379025 nChanged 3 SP:Iteration 2Q (77.302144 sec): 3 clusters Score: Raw -16461.692242 + Penalty 1318.914262 = -15142.777981 nChanged 1 SP:Iteration 3Q (77.302648 sec): 3 clusters Score: Raw -16465.383205 + Penalty 1318.745780 = -15146.637425 nChanged 1 SP:Iteration 4Q (77.303150 sec): 3 clusters Score: Raw -16466.547894 + Penalty 1318.639119 = -15147.908775 nChanged 1 SP:Iteration 5Q (77.303652 sec): 3 clusters Score: Raw -16469.114973 + Penalty 1318.706827 = -15150.408146 nChanged 2 SP:Iteration 6Q (77.304154 sec): 3 clusters Score: Raw -16471.198975 + Penalty 1318.706827 = -15152.492148 nChanged 0 SP:Iteration 7F (77.304669 sec): 3 clusters Score: Raw -16471.198975 + Penalty 1318.706827 = -15152.492148 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.308822 sec): 2 clusters Score: Raw -73580.744425 + Penalty 743.186247 = -72837.558178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.310576 sec): 3 clusters Score: Raw -73209.293371 + Penalty 1487.991402 = -71721.301969 nChanged 231 SP:Iteration 1F (77.312255 sec): 3 clusters Score: Raw -73344.634044 + Penalty 1491.088643 = -71853.545401 nChanged 68 SP:Iteration 2F (77.313851 sec): 3 clusters Score: Raw -73401.794237 + Penalty 1495.027539 = -71906.766698 nChanged 42 SP:Iteration 3F (77.315399 sec): 3 clusters Score: Raw -73428.442041 + Penalty 1497.933162 = -71930.508879 nChanged 20 SP:Iteration 4Q (77.317014 sec): 3 clusters Score: Raw -73445.439558 + Penalty 1502.418630 = -71943.020927 nChanged 26 SP:Iteration 5Q (77.318592 sec): 3 clusters Score: Raw -73466.012877 + Penalty 1508.452373 = -71957.560504 nChanged 24 SP:Iteration 6Q (77.320192 sec): 3 clusters Score: Raw -73484.286606 + Penalty 1511.820718 = -71972.465888 nChanged 18 SP:Iteration 7Q (77.321783 sec): 3 clusters Score: Raw -73496.258708 + Penalty 1516.247016 = -71980.011692 nChanged 16 SP:Iteration 8Q (77.323363 sec): 3 clusters Score: Raw -73509.254453 + Penalty 1525.200631 = -71984.053822 nChanged 19 SP:Iteration 9Q (77.324960 sec): 3 clusters Score: Raw -73523.888187 + Penalty 1531.289486 = -71992.598701 nChanged 16 SP:Iteration 10F (77.326556 sec): 3 clusters Score: Raw -73536.796627 + Penalty 1541.651118 = -71995.145509 nChanged 17 SP:Iteration 11Q (77.328142 sec): 3 clusters Score: Raw -73553.511964 + Penalty 1551.622781 = -72001.889183 nChanged 16 SP:Iteration 12Q (77.329722 sec): 3 clusters Score: Raw -73569.504008 + Penalty 1559.829602 = -72009.674407 nChanged 16 SP:Iteration 13Q (77.331337 sec): 3 clusters Score: Raw -73587.447889 + Penalty 1566.760259 = -72020.687630 nChanged 8 SP:Iteration 14Q (77.332931 sec): 3 clusters Score: Raw -73598.020346 + Penalty 1571.095732 = -72026.924614 nChanged 10 SP:Iteration 15Q (77.334503 sec): 3 clusters Score: Raw -73607.248148 + Penalty 1576.712884 = -72030.535264 nChanged 8 SP:Iteration 16Q (77.336073 sec): 3 clusters Score: Raw -73613.450441 + Penalty 1581.895684 = -72031.554757 nChanged 4 SP:Iteration 17Q (77.337602 sec): 3 clusters Score: Raw -73617.431673 + Penalty 1588.447235 = -72028.984438 nChanged 5 SP:Iteration 18F (77.339169 sec): 3 clusters Score: Raw -73624.795034 + Penalty 1592.271206 = -72032.523828 nChanged 5 SP:Iteration 19Q (77.340610 sec): 3 clusters Score: Raw -73630.141883 + Penalty 1595.897930 = -72034.243952 nChanged 5 SP:Iteration 20F (77.342142 sec): 3 clusters Score: Raw -73634.335577 + Penalty 1600.152217 = -72034.183360 nChanged 3 SP:Iteration 21F (77.343815 sec): 3 clusters Score: Raw -73636.028696 + Penalty 1603.163736 = -72032.864960 nChanged 1 SP:Iteration 22F (77.345488 sec): 3 clusters Score: Raw -73637.892123 + Penalty 1605.930418 = -72031.961705 nChanged 1 SP:Iteration 23F (77.347139 sec): 3 clusters Score: Raw -73638.740425 + Penalty 1605.260273 = -72033.480153 nChanged 1 SP:Iteration 24Q (77.348565 sec): 3 clusters Score: Raw -73640.108789 + Penalty 1604.521782 = -72035.587007 nChanged 1 SP:Iteration 25Q (77.349969 sec): 3 clusters Score: Raw -73641.311398 + Penalty 1603.071940 = -72038.239457 nChanged 2 SP:Iteration 26Q (77.351365 sec): 3 clusters Score: Raw -73644.577023 + Penalty 1605.202717 = -72039.374307 nChanged 1 SP:Iteration 27Q (77.352800 sec): 3 clusters Score: Raw -73645.692578 + Penalty 1605.202717 = -72040.489861 nChanged 0 SP:Iteration 28F (77.354358 sec): 3 clusters Score: Raw -73645.692578 + Penalty 1605.202717 = -72040.489861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 11 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.355223 sec): 2 clusters Score: Raw -6972.971506 + Penalty 241.611381 = -6731.360125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.355587 sec): 3 clusters Score: Raw -6943.457412 + Penalty 470.149716 = -6473.307696 nChanged 20 SP:Iteration 1F (77.355938 sec): 3 clusters Score: Raw -6971.241272 + Penalty 467.838136 = -6503.403136 nChanged 3 SP:Iteration 2Q (77.356281 sec): 3 clusters Score: Raw -6975.871481 + Penalty 468.593001 = -6507.278480 nChanged 1 SP:Iteration 3Q (77.356619 sec): 3 clusters Score: Raw -6976.601909 + Penalty 472.315393 = -6504.286515 nChanged 2 SP:Iteration 4F (77.356963 sec): 3 clusters Score: Raw -6979.377994 + Penalty 472.315393 = -6507.062601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.357603 sec): 2 clusters Score: Raw -5571.573752 + Penalty 459.320398 = -5112.253354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.357947 sec): 3 clusters Score: Raw -5594.253914 + Penalty 921.028478 = -4673.225437 nChanged 2 SP:Iteration 1Q (77.358254 sec): 3 clusters Score: Raw -5597.345240 + Penalty 921.028478 = -4676.316763 nChanged 0 SP:Iteration 2F (77.358569 sec): 3 clusters Score: Raw -5597.345240 + Penalty 921.028478 = -4676.316763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 13 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.359078 sec): 2 clusters Score: Raw -1581.641951 + Penalty 401.422951 = -1180.219000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.359319 sec): 3 clusters Score: Raw -1698.838336 + Penalty 802.845902 = -895.992434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 14 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.360343 sec): 2 clusters Score: Raw -9132.606636 + Penalty 443.283405 = -8689.323231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.360741 sec): 3 clusters Score: Raw -9127.493992 + Penalty 888.070500 = -8239.423491 nChanged 7 SP:Iteration 1F (77.361131 sec): 3 clusters Score: Raw -9141.697770 + Penalty 887.483473 = -8254.214297 nChanged 1 SP:Iteration 2Q (77.361516 sec): 3 clusters Score: Raw -9143.835771 + Penalty 886.876904 = -8256.958867 nChanged 1 SP:Iteration 3Q (77.361901 sec): 3 clusters Score: Raw -9145.096816 + Penalty 886.876904 = -8258.219911 nChanged 0 SP:Iteration 4F (77.362290 sec): 3 clusters Score: Raw -9145.096816 + Penalty 886.876904 = -8258.219911 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.467422 sec): 2 clusters Score: Raw -1954974.721408 + Penalty 258.738652 = -1954715.982756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.512543 sec): 3 clusters Score: Raw -1939383.643477 + Penalty 674.649339 = -1938708.994138 nChanged 11223 SP:Iteration 1F (77.556083 sec): 3 clusters Score: Raw -1954110.399342 + Penalty 757.977339 = -1953352.422004 nChanged 751 SP:Iteration 2Q (77.601679 sec): 3 clusters Score: Raw -1954899.678044 + Penalty 807.908921 = -1954091.769124 nChanged 90 SP:Iteration 3Q (77.637795 sec): 3 clusters Score: Raw -1954983.890153 + Penalty 854.493622 = -1954129.396531 nChanged 24 SP:Iteration 4Q (77.672754 sec): 3 clusters Score: Raw -1955005.075536 + Penalty 852.954606 = -1954152.120930 nChanged 8 SP:Iteration 5Q (77.707343 sec): 3 clusters Score: Raw -1955012.950005 + Penalty 847.045830 = -1954165.904175 nChanged 3 SP:Iteration 6Q (77.741233 sec): 3 clusters Score: Raw -1955017.190545 + Penalty 839.982762 = -1954177.207783 nChanged 1 SP:Iteration 7Q (77.774884 sec): 3 clusters Score: Raw -1955018.562447 + Penalty 839.982762 = -1954178.579686 nChanged 0 SP:Iteration 8F (77.819318 sec): 3 clusters Score: Raw -1955018.562447 + Penalty 839.982762 = -1954178.579686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.834550 sec): 2 clusters Score: Raw -36473.552364 + Penalty 513.357749 = -35960.194615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.835537 sec): 3 clusters Score: Raw -36310.935595 + Penalty 1027.272389 = -35283.663206 nChanged 114 SP:Iteration 1F (77.836487 sec): 3 clusters Score: Raw -36407.506658 + Penalty 1027.214004 = -35380.292654 nChanged 38 SP:Iteration 2F (77.837436 sec): 3 clusters Score: Raw -36451.145026 + Penalty 1026.715499 = -35424.429528 nChanged 23 SP:Iteration 3F (77.838380 sec): 3 clusters Score: Raw -36488.347390 + Penalty 1026.387957 = -35461.959433 nChanged 9 SP:Iteration 4Q (77.839307 sec): 3 clusters Score: Raw -36514.650483 + Penalty 1026.640775 = -35488.009708 nChanged 10 SP:Iteration 5Q (77.840259 sec): 3 clusters Score: Raw -36528.832108 + Penalty 1027.287296 = -35501.544812 nChanged 10 SP:Iteration 6Q (77.841183 sec): 3 clusters Score: Raw -36533.630668 + Penalty 1027.536880 = -35506.093788 nChanged 6 SP:Iteration 7Q (77.842105 sec): 3 clusters Score: Raw -36537.243226 + Penalty 1027.928552 = -35509.314673 nChanged 7 SP:Iteration 8Q (77.843028 sec): 3 clusters Score: Raw -36541.314998 + Penalty 1027.721540 = -35513.593458 nChanged 7 SP:Iteration 9Q (77.844007 sec): 3 clusters Score: Raw -36545.933056 + Penalty 1028.338646 = -35517.594410 nChanged 5 SP:Iteration 10F (77.844997 sec): 3 clusters Score: Raw -36548.441316 + Penalty 1028.412211 = -35520.029105 nChanged 3 SP:Iteration 11Q (77.845962 sec): 3 clusters Score: Raw -36549.896446 + Penalty 1028.296163 = -35521.600283 nChanged 1 SP:Iteration 12Q (77.846928 sec): 3 clusters Score: Raw -36550.344031 + Penalty 1028.320079 = -35522.023952 nChanged 1 SP:Iteration 13Q (77.847856 sec): 3 clusters Score: Raw -36550.467344 + Penalty 1028.328556 = -35522.138788 nChanged 1 SP:Iteration 14Q (77.848783 sec): 3 clusters Score: Raw -36550.611031 + Penalty 1028.328556 = -35522.282476 nChanged 0 SP:Iteration 15F (77.849759 sec): 3 clusters Score: Raw -36550.611031 + Penalty 1028.328556 = -35522.282476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.850881 sec): 2 clusters Score: Raw -6752.972072 + Penalty 447.981753 = -6304.990320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.851222 sec): 3 clusters Score: Raw -6742.335974 + Penalty 903.909136 = -5838.426838 nChanged 4 SP:Iteration 1F (77.851554 sec): 3 clusters Score: Raw -6746.694524 + Penalty 904.860436 = -5841.834088 nChanged 2 SP:Iteration 2Q (77.851900 sec): 3 clusters Score: Raw -6750.597465 + Penalty 905.653241 = -5844.944224 nChanged 1 SP:Iteration 3Q (77.852231 sec): 3 clusters Score: Raw -6751.600629 + Penalty 905.653241 = -5845.947388 nChanged 0 SP:Iteration 4F (77.852569 sec): 3 clusters Score: Raw -6751.600629 + Penalty 905.653241 = -5845.947388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.853081 sec): 2 clusters Score: Raw -1434.707277 + Penalty 114.387934 = -1320.319343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.853322 sec): 3 clusters Score: Raw -1459.200913 + Penalty 240.849491 = -1218.351422 nChanged 2 SP:Iteration 1F (77.853559 sec): 3 clusters Score: Raw -1465.650657 + Penalty 240.849491 = -1224.801166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.854054 sec): 2 clusters Score: Raw -1216.501526 + Penalty 276.810388 = -939.691138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.854286 sec): 3 clusters Score: Raw -1269.648762 + Penalty 553.425304 = -716.223459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 21 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.854912 sec): 2 clusters Score: Raw -5361.617163 + Penalty 387.077712 = -4974.539451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.855237 sec): 3 clusters Score: Raw -5375.694802 + Penalty 774.155425 = -4601.539377 nChanged 3 SP:Iteration 1Q (77.855554 sec): 3 clusters Score: Raw -5380.030455 + Penalty 775.124490 = -4604.905965 nChanged 1 SP:Iteration 2Q (77.855873 sec): 3 clusters Score: Raw -5382.876431 + Penalty 775.124490 = -4607.751941 nChanged 0 SP:Iteration 3F (77.856190 sec): 3 clusters Score: Raw -5382.876431 + Penalty 775.124490 = -4607.751941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 23 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.856692 sec): 2 clusters Score: Raw -522.731800 + Penalty 146.883555 = -375.848245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.856915 sec): 3 clusters Score: Raw -531.293758 + Penalty 293.767110 = -237.526648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 24 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.857428 sec): 2 clusters Score: Raw -1678.208848 + Penalty 327.838067 = -1350.370781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.857669 sec): 3 clusters Score: Raw -1692.553295 + Penalty 656.619685 = -1035.933610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.860952 sec): 2 clusters Score: Raw -78847.917626 + Penalty 528.878289 = -78319.039337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.862770 sec): 3 clusters Score: Raw -78372.107696 + Penalty 1060.332915 = -77311.774781 nChanged 326 SP:Iteration 1F (77.864546 sec): 3 clusters Score: Raw -78600.941768 + Penalty 1053.193352 = -77547.748416 nChanged 90 SP:Iteration 2F (77.866313 sec): 3 clusters Score: Raw -78669.311236 + Penalty 1042.965745 = -77626.345491 nChanged 48 SP:Iteration 3F (77.868066 sec): 3 clusters Score: Raw -78703.118100 + Penalty 1044.249611 = -77658.868490 nChanged 36 SP:Iteration 4Q (77.869815 sec): 3 clusters Score: Raw -78730.479017 + Penalty 1044.574091 = -77685.904926 nChanged 33 SP:Iteration 5Q (77.871564 sec): 3 clusters Score: Raw -78759.185606 + Penalty 1041.953414 = -77717.232192 nChanged 42 SP:Iteration 6Q (77.873310 sec): 3 clusters Score: Raw -78798.592302 + Penalty 1064.473502 = -77734.118800 nChanged 28 SP:Iteration 7Q (77.875050 sec): 3 clusters Score: Raw -78824.887262 + Penalty 1077.310819 = -77747.576443 nChanged 14 SP:Iteration 8Q (77.876794 sec): 3 clusters Score: Raw -78837.702479 + Penalty 1093.873969 = -77743.828511 nChanged 7 SP:Iteration 9F (77.878737 sec): 3 clusters Score: Raw -78844.115047 + Penalty 1107.918773 = -77736.196273 nChanged 7 SP:Iteration 10F (77.880570 sec): 3 clusters Score: Raw -78851.728369 + Penalty 1111.164172 = -77740.564197 nChanged 6 SP:Iteration 11Q (77.882446 sec): 3 clusters Score: Raw -78857.573300 + Penalty 1111.362965 = -77746.210335 nChanged 2 SP:Iteration 12Q (77.884338 sec): 3 clusters Score: Raw -78860.431704 + Penalty 1127.179484 = -77733.252220 nChanged 3 SP:Iteration 13F (77.886270 sec): 3 clusters Score: Raw -78864.527540 + Penalty 1158.824716 = -77705.702825 nChanged 3 SP:Iteration 14F (77.888173 sec): 3 clusters Score: Raw -78873.350063 + Penalty 1182.064095 = -77691.285968 nChanged 2 SP:Iteration 15F (77.890061 sec): 3 clusters Score: Raw -78877.411390 + Penalty 1192.055339 = -77685.356051 nChanged 2 SP:Iteration 16F (77.891947 sec): 3 clusters Score: Raw -78880.438983 + Penalty 1192.055339 = -77688.383644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.893136 sec): 2 clusters Score: Raw -21571.058544 + Penalty 205.373262 = -21365.685282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.893803 sec): 3 clusters Score: Raw -21440.351939 + Penalty 448.734173 = -20991.617766 nChanged 96 SP:Iteration 1F (77.894462 sec): 3 clusters Score: Raw -21569.157984 + Penalty 460.498216 = -21108.659768 nChanged 19 SP:Iteration 2F (77.895116 sec): 3 clusters Score: Raw -21590.392334 + Penalty 466.301358 = -21124.090975 nChanged 8 SP:Iteration 3Q (77.895738 sec): 3 clusters Score: Raw -21598.138322 + Penalty 473.742299 = -21124.396022 nChanged 6 SP:Iteration 4Q (77.896351 sec): 3 clusters Score: Raw -21612.285158 + Penalty 480.674158 = -21131.611000 nChanged 7 SP:Iteration 5Q (77.896952 sec): 3 clusters Score: Raw -21620.070968 + Penalty 490.800989 = -21129.269978 nChanged 6 SP:Iteration 6F (77.897638 sec): 3 clusters Score: Raw -21623.681949 + Penalty 490.800989 = -21132.880960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.898677 sec): 2 clusters Score: Raw -21192.752972 + Penalty 660.148872 = -20532.604100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.899280 sec): 3 clusters Score: Raw -21126.605891 + Penalty 1318.600198 = -19808.005693 nChanged 28 SP:Iteration 1F (77.899862 sec): 3 clusters Score: Raw -21163.400854 + Penalty 1318.844296 = -19844.556559 nChanged 11 SP:Iteration 2F (77.900440 sec): 3 clusters Score: Raw -21179.030973 + Penalty 1318.086284 = -19860.944689 nChanged 5 SP:Iteration 3Q (77.901018 sec): 3 clusters Score: Raw -21187.352621 + Penalty 1318.008502 = -19869.344118 nChanged 2 SP:Iteration 4Q (77.901594 sec): 3 clusters Score: Raw -21189.532840 + Penalty 1318.008502 = -19871.524337 nChanged 0 SP:Iteration 5F (77.902221 sec): 3 clusters Score: Raw -21189.532840 + Penalty 1318.008502 = -19871.524337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 28 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.902831 sec): 2 clusters Score: Raw -3179.131426 + Penalty 277.551340 = -2901.580086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.903138 sec): 3 clusters Score: Raw -3185.511320 + Penalty 564.096902 = -2621.414418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 29 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.904219 sec): 2 clusters Score: Raw -21574.816917 + Penalty 429.135715 = -21145.681202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.904862 sec): 3 clusters Score: Raw -21471.799644 + Penalty 858.651390 = -20613.148253 nChanged 69 SP:Iteration 1F (77.905494 sec): 3 clusters Score: Raw -21529.763879 + Penalty 859.157434 = -20670.606445 nChanged 7 SP:Iteration 2Q (77.906124 sec): 3 clusters Score: Raw -21534.882942 + Penalty 860.476255 = -20674.406687 nChanged 6 SP:Iteration 3Q (77.906754 sec): 3 clusters Score: Raw -21540.631870 + Penalty 863.073176 = -20677.558695 nChanged 6 SP:Iteration 4Q (77.907379 sec): 3 clusters Score: Raw -21546.570358 + Penalty 864.700875 = -20681.869483 nChanged 5 SP:Iteration 5Q (77.907990 sec): 3 clusters Score: Raw -21551.569570 + Penalty 866.942102 = -20684.627467 nChanged 5 SP:Iteration 6Q (77.908599 sec): 3 clusters Score: Raw -21554.941240 + Penalty 868.542863 = -20686.398377 nChanged 2 SP:Iteration 7Q (77.909209 sec): 3 clusters Score: Raw -21556.371329 + Penalty 868.542863 = -20687.828466 nChanged 0 SP:Iteration 8F (77.909819 sec): 3 clusters Score: Raw -21556.371329 + Penalty 868.542863 = -20687.828466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.910394 sec): 2 clusters Score: Raw -2274.768607 + Penalty 31.979249 = -2242.789358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.910669 sec): 3 clusters Score: Raw -2303.840911 + Penalty 63.937334 = -2239.903577 nChanged 10 SP:Iteration 1F (77.910934 sec): 3 clusters Score: Raw -2327.091786 + Penalty 63.937334 = -2263.154451 nChanged 2 SP:Iteration 2F (77.911195 sec): 3 clusters Score: Raw -2332.110264 + Penalty 63.937334 = -2268.172929 nChanged 0 Score: Raw -2789155.541811 + Penalty 117179.383623 = -2671976.158188 Splitting cluster 31 changes total score from -2651642.132386 to -2671976.158188 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 32 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.663890 sec): 2 clusters Score: Raw -2864.507445 + Penalty 327.243975 = -2537.263470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.664163 sec): 3 clusters Score: Raw -2879.960839 + Penalty 648.247157 = -2231.713682 nChanged 1 SP:Iteration 1Q (79.664459 sec): 3 clusters Score: Raw -2882.133613 + Penalty 648.247157 = -2233.886456 nChanged 0 SP:Iteration 2F (79.664723 sec): 3 clusters Score: Raw -2882.133613 + Penalty 648.247157 = -2233.886456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.667358 sec): 2 clusters Score: Raw -40848.586030 + Penalty 975.188712 = -39873.397318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.668420 sec): 3 clusters Score: Raw -40770.533331 + Penalty 1950.288693 = -38820.244638 nChanged 108 SP:Iteration 1F (79.669460 sec): 3 clusters Score: Raw -40933.341395 + Penalty 1949.836923 = -38983.504473 nChanged 32 SP:Iteration 2F (79.670551 sec): 3 clusters Score: Raw -40979.899209 + Penalty 1949.515491 = -39030.383718 nChanged 10 SP:Iteration 3Q (79.671618 sec): 3 clusters Score: Raw -40991.769453 + Penalty 1949.339490 = -39042.429963 nChanged 5 SP:Iteration 4Q (79.672668 sec): 3 clusters Score: Raw -40998.129738 + Penalty 1949.199143 = -39048.930595 nChanged 2 SP:Iteration 5Q (79.673678 sec): 3 clusters Score: Raw -41000.540385 + Penalty 1949.199143 = -39051.341242 nChanged 0 SP:Iteration 6F (79.674714 sec): 3 clusters Score: Raw -41000.540385 + Penalty 1949.199143 = -39051.341242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.677602 sec): 2 clusters Score: Raw -85780.246708 + Penalty 985.634770 = -84794.611939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.679386 sec): 3 clusters Score: Raw -85445.786653 + Penalty 1972.339683 = -83473.446971 nChanged 256 SP:Iteration 1F (79.681254 sec): 3 clusters Score: Raw -85658.195964 + Penalty 1975.213764 = -83682.982200 nChanged 71 SP:Iteration 2F (79.683117 sec): 3 clusters Score: Raw -85741.278963 + Penalty 1978.083169 = -83763.195795 nChanged 54 SP:Iteration 3F (79.684977 sec): 3 clusters Score: Raw -85796.386251 + Penalty 1978.935986 = -83817.450265 nChanged 27 SP:Iteration 4Q (79.686670 sec): 3 clusters Score: Raw -85820.773818 + Penalty 1980.310984 = -83840.462834 nChanged 20 SP:Iteration 5Q (79.688367 sec): 3 clusters Score: Raw -85842.419437 + Penalty 1981.838243 = -83860.581194 nChanged 25 SP:Iteration 6Q (79.690058 sec): 3 clusters Score: Raw -85863.086287 + Penalty 1982.624291 = -83880.461996 nChanged 13 SP:Iteration 7Q (79.691749 sec): 3 clusters Score: Raw -85873.571754 + Penalty 1982.589123 = -83890.982631 nChanged 7 SP:Iteration 8Q (79.693433 sec): 3 clusters Score: Raw -85880.397650 + Penalty 1982.405220 = -83897.992430 nChanged 8 SP:Iteration 9Q (79.695175 sec): 3 clusters Score: Raw -85887.653835 + Penalty 1982.786902 = -83904.866933 nChanged 5 SP:Iteration 10F (79.696921 sec): 3 clusters Score: Raw -85891.881222 + Penalty 1983.490892 = -83908.390330 nChanged 5 SP:Iteration 11Q (79.698751 sec): 3 clusters Score: Raw -85894.647535 + Penalty 1983.376812 = -83911.270724 nChanged 1 SP:Iteration 12Q (79.700598 sec): 3 clusters Score: Raw -85895.226593 + Penalty 1983.303761 = -83911.922832 nChanged 1 SP:Iteration 13Q (79.702336 sec): 3 clusters Score: Raw -85895.700847 + Penalty 1983.639897 = -83912.060950 nChanged 1 SP:Iteration 14Q (79.704053 sec): 3 clusters Score: Raw -85895.841454 + Penalty 1983.586743 = -83912.254711 nChanged 1 SP:Iteration 15Q (79.705750 sec): 3 clusters Score: Raw -85896.526944 + Penalty 1983.856549 = -83912.670395 nChanged 1 SP:Iteration 16Q (79.707427 sec): 3 clusters Score: Raw -85897.086682 + Penalty 1983.868802 = -83913.217880 nChanged 2 SP:Iteration 17Q (79.709157 sec): 3 clusters Score: Raw -85899.267511 + Penalty 1984.219522 = -83915.047989 nChanged 5 SP:Iteration 18Q (79.710865 sec): 3 clusters Score: Raw -85902.455903 + Penalty 1984.219522 = -83918.236380 nChanged 0 SP:Iteration 19F (79.712568 sec): 3 clusters Score: Raw -85902.455903 + Penalty 1984.219522 = -83918.236380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.713205 sec): 2 clusters Score: Raw -1904.032907 + Penalty 348.057219 = -1555.975688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.713456 sec): 3 clusters Score: Raw -1945.308578 + Penalty 699.721945 = -1245.586634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.714062 sec): 2 clusters Score: Raw -4873.752568 + Penalty 115.827738 = -4757.924830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.714374 sec): 3 clusters Score: Raw -4844.656148 + Penalty 230.832720 = -4613.823428 nChanged 14 SP:Iteration 1F (79.714680 sec): 3 clusters Score: Raw -4857.611350 + Penalty 231.444371 = -4626.166979 nChanged 3 SP:Iteration 2F (79.714985 sec): 3 clusters Score: Raw -4860.494674 + Penalty 231.444371 = -4629.050303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.716162 sec): 2 clusters Score: Raw -23415.934638 + Penalty 554.369679 = -22861.564959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.716853 sec): 3 clusters Score: Raw -23329.339409 + Penalty 1117.891101 = -22211.448307 nChanged 60 SP:Iteration 1F (79.717505 sec): 3 clusters Score: Raw -23399.604480 + Penalty 1124.712883 = -22274.891597 nChanged 23 SP:Iteration 2F (79.718172 sec): 3 clusters Score: Raw -23427.437775 + Penalty 1129.115010 = -22298.322764 nChanged 11 SP:Iteration 3Q (79.718827 sec): 3 clusters Score: Raw -23438.760353 + Penalty 1128.279618 = -22310.480735 nChanged 5 SP:Iteration 4Q (79.719481 sec): 3 clusters Score: Raw -23443.610210 + Penalty 1128.279618 = -22315.330592 nChanged 0 SP:Iteration 5F (79.720141 sec): 3 clusters Score: Raw -23443.610210 + Penalty 1128.279618 = -22315.330592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.722956 sec): 2 clusters Score: Raw -52223.212753 + Penalty 1015.200447 = -51208.012306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.724114 sec): 3 clusters Score: Raw -52113.324684 + Penalty 2030.384958 = -50082.939726 nChanged 119 SP:Iteration 1F (79.725247 sec): 3 clusters Score: Raw -52247.496921 + Penalty 2030.385842 = -50217.111080 nChanged 34 SP:Iteration 2F (79.726406 sec): 3 clusters Score: Raw -52312.881287 + Penalty 2030.363854 = -50282.517433 nChanged 24 SP:Iteration 3Q (79.727526 sec): 3 clusters Score: Raw -52351.485284 + Penalty 2030.513022 = -50320.972262 nChanged 13 SP:Iteration 4Q (79.728632 sec): 3 clusters Score: Raw -52369.976935 + Penalty 2030.532970 = -50339.443965 nChanged 7 SP:Iteration 5Q (79.729728 sec): 3 clusters Score: Raw -52377.336442 + Penalty 2030.546890 = -50346.789552 nChanged 3 SP:Iteration 6Q (79.730824 sec): 3 clusters Score: Raw -52380.699789 + Penalty 2030.546924 = -50350.152865 nChanged 2 SP:Iteration 7Q (79.731918 sec): 3 clusters Score: Raw -52382.188939 + Penalty 2030.559026 = -50351.629913 nChanged 1 SP:Iteration 8Q (79.733013 sec): 3 clusters Score: Raw -52382.703142 + Penalty 2030.558955 = -50352.144187 nChanged 1 SP:Iteration 9Q (79.734121 sec): 3 clusters Score: Raw -52383.516160 + Penalty 2030.558955 = -50352.957205 nChanged 0 SP:Iteration 10F (79.735255 sec): 3 clusters Score: Raw -52383.516160 + Penalty 2030.558955 = -50352.957205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 47 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.743670 sec): 2 clusters Score: Raw -24150.676420 + Penalty 807.615355 = -23343.061066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.744364 sec): 3 clusters Score: Raw -24128.881858 + Penalty 1615.514932 = -22513.366926 nChanged 35 SP:Iteration 1F (79.745034 sec): 3 clusters Score: Raw -24188.244643 + Penalty 1615.499913 = -22572.744730 nChanged 8 SP:Iteration 2Q (79.745732 sec): 3 clusters Score: Raw -24202.113939 + Penalty 1615.271595 = -22586.842344 nChanged 3 SP:Iteration 3Q (79.746394 sec): 3 clusters Score: Raw -24207.792529 + Penalty 1614.955843 = -22592.836686 nChanged 3 SP:Iteration 4Q (79.747048 sec): 3 clusters Score: Raw -24213.088948 + Penalty 1614.955843 = -22598.133104 nChanged 0 SP:Iteration 5F (79.747718 sec): 3 clusters Score: Raw -24213.088948 + Penalty 1614.955843 = -22598.133104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.748220 sec): 2 clusters Score: Raw -1007.994717 + Penalty 250.139185 = -757.855532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.748450 sec): 3 clusters Score: Raw -1023.172512 + Penalty 498.618338 = -524.554174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.748930 sec): 2 clusters Score: Raw -701.851267 + Penalty 299.292101 = -402.559166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.749151 sec): 3 clusters Score: Raw -710.646769 + Penalty 617.190698 = -93.456071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.749644 sec): 2 clusters Score: Raw -1207.745759 + Penalty 266.389091 = -941.356668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.749876 sec): 3 clusters Score: Raw -1219.928129 + Penalty 529.893967 = -690.034163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 52 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.750402 sec): 2 clusters Score: Raw -2528.509738 + Penalty 379.858942 = -2148.650796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.750660 sec): 3 clusters Score: Raw -2524.815272 + Penalty 759.717884 = -1765.097388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.751142 sec): 2 clusters Score: Raw -573.995502 + Penalty 89.900016 = -484.095486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.751358 sec): 3 clusters Score: Raw -584.304229 + Penalty 164.965701 = -419.338528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 54 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.752377 sec): 2 clusters Score: Raw -10400.059019 + Penalty 674.932964 = -9725.126055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.752787 sec): 3 clusters Score: Raw -10441.654413 + Penalty 1349.894502 = -9091.759911 nChanged 8 SP:Iteration 1F (79.753191 sec): 3 clusters Score: Raw -10461.667506 + Penalty 1350.546985 = -9111.120522 nChanged 4 SP:Iteration 2Q (79.753579 sec): 3 clusters Score: Raw -10476.147560 + Penalty 1350.546985 = -9125.600575 nChanged 0 SP:Iteration 3F (79.753980 sec): 3 clusters Score: Raw -10476.147560 + Penalty 1350.546985 = -9125.600575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.754509 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.754708 sec): 2 clusters Score: Raw -448.711175 + Penalty 120.284643 = -328.426533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 57 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.755334 sec): 2 clusters Score: Raw -5172.283500 + Penalty 494.710330 = -4677.573170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.755644 sec): 3 clusters Score: Raw -5208.304903 + Penalty 989.980750 = -4218.324153 nChanged 1 SP:Iteration 1Q (79.755940 sec): 3 clusters Score: Raw -5209.475114 + Penalty 989.980750 = -4219.494364 nChanged 0 SP:Iteration 2F (79.756245 sec): 3 clusters Score: Raw -5209.475114 + Penalty 989.980750 = -4219.494364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 60 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.756734 sec): 2 clusters Score: Raw -858.410668 + Penalty 220.719589 = -637.691079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.756959 sec): 3 clusters Score: Raw -860.873587 + Penalty 476.641677 = -384.231910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.757408 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.757589 sec): 2 clusters Score: Raw -81.013904 + Penalty 0.000000 = -81.013904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.758078 sec): 2 clusters Score: Raw -1105.672122 + Penalty 272.248004 = -833.424119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.758307 sec): 3 clusters Score: Raw -1109.219040 + Penalty 549.293294 = -559.925746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.761231 sec): 2 clusters Score: Raw -82466.818756 + Penalty 1064.030479 = -81402.788277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.763070 sec): 3 clusters Score: Raw -82159.507287 + Penalty 2128.236918 = -80031.270369 nChanged 243 SP:Iteration 1F (79.764854 sec): 3 clusters Score: Raw -82358.699410 + Penalty 2129.240736 = -80229.458674 nChanged 69 SP:Iteration 2F (79.766617 sec): 3 clusters Score: Raw -82427.833676 + Penalty 2130.736844 = -80297.096832 nChanged 31 SP:Iteration 3Q (79.768364 sec): 3 clusters Score: Raw -82459.954307 + Penalty 2132.649468 = -80327.304839 nChanged 27 SP:Iteration 4Q (79.770080 sec): 3 clusters Score: Raw -82482.730757 + Penalty 2134.920922 = -80347.809835 nChanged 25 SP:Iteration 5Q (79.771789 sec): 3 clusters Score: Raw -82508.796945 + Penalty 2136.824133 = -80371.972812 nChanged 25 SP:Iteration 6Q (79.773491 sec): 3 clusters Score: Raw -82531.264434 + Penalty 2138.826660 = -80392.437774 nChanged 22 SP:Iteration 7Q (79.775190 sec): 3 clusters Score: Raw -82560.646871 + Penalty 2140.180742 = -80420.466130 nChanged 20 SP:Iteration 8Q (79.776889 sec): 3 clusters Score: Raw -82585.011930 + Penalty 2140.271236 = -80444.740694 nChanged 12 SP:Iteration 9Q (79.778573 sec): 3 clusters Score: Raw -82595.369688 + Penalty 2140.422636 = -80454.947052 nChanged 9 SP:Iteration 10F (79.780420 sec): 3 clusters Score: Raw -82602.991813 + Penalty 2140.789853 = -80462.201960 nChanged 5 SP:Iteration 11Q (79.782135 sec): 3 clusters Score: Raw -82611.225113 + Penalty 2141.297988 = -80469.927125 nChanged 5 SP:Iteration 12Q (79.783830 sec): 3 clusters Score: Raw -82616.279329 + Penalty 2141.060929 = -80475.218400 nChanged 3 SP:Iteration 13Q (79.785524 sec): 3 clusters Score: Raw -82620.154388 + Penalty 2141.213007 = -80478.941382 nChanged 5 SP:Iteration 14Q (79.787199 sec): 3 clusters Score: Raw -82625.842230 + Penalty 2141.168468 = -80484.673762 nChanged 3 SP:Iteration 15Q (79.788918 sec): 3 clusters Score: Raw -82629.517340 + Penalty 2141.433955 = -80488.083384 nChanged 5 SP:Iteration 16Q (79.790618 sec): 3 clusters Score: Raw -82634.611274 + Penalty 2141.646068 = -80492.965206 nChanged 7 SP:Iteration 17Q (79.792322 sec): 3 clusters Score: Raw -82643.461986 + Penalty 2142.276087 = -80501.185899 nChanged 5 SP:Iteration 18Q (79.793991 sec): 3 clusters Score: Raw -82650.044194 + Penalty 2142.293241 = -80507.750953 nChanged 3 SP:Iteration 19Q (79.795653 sec): 3 clusters Score: Raw -82654.936112 + Penalty 2142.347534 = -80512.588578 nChanged 1 SP:Iteration 20F (79.797436 sec): 3 clusters Score: Raw -82656.236138 + Penalty 2142.347534 = -80513.888604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.797983 sec): 2 clusters Score: Raw -1301.443095 + Penalty 293.105160 = -1008.337935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.798218 sec): 3 clusters Score: Raw -1308.688429 + Penalty 597.073746 = -711.614683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.798701 sec): 2 clusters Score: Raw -609.405004 + Penalty 107.860731 = -501.544273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.798921 sec): 3 clusters Score: Raw -641.529810 + Penalty 244.813787 = -396.716022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.800593 sec): 2 clusters Score: Raw -38138.838872 + Penalty 774.043792 = -37364.795080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.801583 sec): 3 clusters Score: Raw -37986.636975 + Penalty 1546.775449 = -36439.861526 nChanged 110 SP:Iteration 1F (79.802554 sec): 3 clusters Score: Raw -38079.740321 + Penalty 1547.192699 = -36532.547622 nChanged 20 SP:Iteration 2Q (79.803505 sec): 3 clusters Score: Raw -38101.425412 + Penalty 1547.262055 = -36554.163357 nChanged 14 SP:Iteration 3Q (79.804427 sec): 3 clusters Score: Raw -38115.844831 + Penalty 1547.810883 = -36568.033948 nChanged 8 SP:Iteration 4Q (79.805346 sec): 3 clusters Score: Raw -38122.094128 + Penalty 1548.401663 = -36573.692465 nChanged 8 SP:Iteration 5Q (79.806264 sec): 3 clusters Score: Raw -38126.230440 + Penalty 1548.418329 = -36577.812111 nChanged 4 SP:Iteration 6Q (79.807180 sec): 3 clusters Score: Raw -38133.724518 + Penalty 1549.193275 = -36584.531243 nChanged 5 SP:Iteration 7Q (79.808096 sec): 3 clusters Score: Raw -38136.835234 + Penalty 1549.857655 = -36586.977579 nChanged 4 SP:Iteration 8Q (79.809010 sec): 3 clusters Score: Raw -38140.752624 + Penalty 1550.211464 = -36590.541160 nChanged 3 SP:Iteration 9Q (79.809924 sec): 3 clusters Score: Raw -38143.369255 + Penalty 1550.882649 = -36592.486606 nChanged 4 SP:Iteration 10F (79.810849 sec): 3 clusters Score: Raw -38146.377984 + Penalty 1551.203158 = -36595.174826 nChanged 3 SP:Iteration 11Q (79.811768 sec): 3 clusters Score: Raw -38148.330944 + Penalty 1551.914787 = -36596.416156 nChanged 4 SP:Iteration 12Q (79.812763 sec): 3 clusters Score: Raw -38151.306945 + Penalty 1552.074976 = -36599.231970 nChanged 1 SP:Iteration 13Q (79.813723 sec): 3 clusters Score: Raw -38152.435270 + Penalty 1552.596136 = -36599.839133 nChanged 3 SP:Iteration 14Q (79.814675 sec): 3 clusters Score: Raw -38158.733713 + Penalty 1554.486290 = -36604.247423 nChanged 9 SP:Iteration 15Q (79.815627 sec): 3 clusters Score: Raw -38165.860952 + Penalty 1555.466738 = -36610.394215 nChanged 9 SP:Iteration 16Q (79.816573 sec): 3 clusters Score: Raw -38174.753313 + Penalty 1558.379263 = -36616.374049 nChanged 11 SP:Iteration 17Q (79.817495 sec): 3 clusters Score: Raw -38188.927914 + Penalty 1559.928284 = -36628.999630 nChanged 6 SP:Iteration 18Q (79.818397 sec): 3 clusters Score: Raw -38195.901002 + Penalty 1561.540681 = -36634.360321 nChanged 7 SP:Iteration 19Q (79.819296 sec): 3 clusters Score: Raw -38208.355894 + Penalty 1562.478105 = -36645.877789 nChanged 4 SP:Iteration 20F (79.820246 sec): 3 clusters Score: Raw -38214.900782 + Penalty 1562.847404 = -36652.053377 nChanged 3 SP:Iteration 21Q (79.821134 sec): 3 clusters Score: Raw -38218.912031 + Penalty 1562.982306 = -36655.929725 nChanged 1 SP:Iteration 22Q (79.822022 sec): 3 clusters Score: Raw -38220.569386 + Penalty 1562.982306 = -36657.587079 nChanged 0 SP:Iteration 23F (79.822943 sec): 3 clusters Score: Raw -38220.569386 + Penalty 1562.982306 = -36657.587079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 70 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.823608 sec): 2 clusters Score: Raw -6642.919707 + Penalty 498.818730 = -6144.100978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.823945 sec): 3 clusters Score: Raw -6636.122867 + Penalty 996.338971 = -5639.783897 nChanged 6 SP:Iteration 1F (79.824276 sec): 3 clusters Score: Raw -6647.106350 + Penalty 998.510305 = -5648.596045 nChanged 2 SP:Iteration 2Q (79.824604 sec): 3 clusters Score: Raw -6648.369025 + Penalty 997.699077 = -5650.669948 nChanged 1 SP:Iteration 3Q (79.824932 sec): 3 clusters Score: Raw -6650.733858 + Penalty 997.699077 = -5653.034781 nChanged 0 SP:Iteration 4F (79.825261 sec): 3 clusters Score: Raw -6650.733858 + Penalty 997.699077 = -5653.034781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 71 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.826034 sec): 2 clusters Score: Raw -10335.286353 + Penalty 606.518530 = -9728.767823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.826442 sec): 3 clusters Score: Raw -10363.315305 + Penalty 1211.260665 = -9152.054640 nChanged 10 SP:Iteration 1F (79.826843 sec): 3 clusters Score: Raw -10390.732603 + Penalty 1211.480647 = -9179.251956 nChanged 3 SP:Iteration 2Q (79.827231 sec): 3 clusters Score: Raw -10403.249042 + Penalty 1211.761223 = -9191.487820 nChanged 1 SP:Iteration 3Q (79.827615 sec): 3 clusters Score: Raw -10404.593261 + Penalty 1211.761223 = -9192.832038 nChanged 0 SP:Iteration 4F (79.828015 sec): 3 clusters Score: Raw -10404.593261 + Penalty 1211.761223 = -9192.832038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.828519 sec): 2 clusters Score: Raw -1118.233954 + Penalty 278.039133 = -840.194821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.828756 sec): 3 clusters Score: Raw -1176.885190 + Penalty 568.659565 = -608.225625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 73 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829266 sec): 2 clusters Score: Raw -1513.897962 + Penalty 324.501271 = -1189.396690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.829504 sec): 3 clusters Score: Raw -1529.748107 + Penalty 648.982929 = -880.765178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 77 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829975 sec): 2 clusters Score: Raw -368.751746 + Penalty 150.122206 = -218.629539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.830187 sec): 3 clusters Score: Raw -361.403907 + Penalty 322.048826 = -39.355081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.831366 sec): 2 clusters Score: Raw -24733.321175 + Penalty 617.575711 = -24115.745463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.832079 sec): 3 clusters Score: Raw -24636.155366 + Penalty 1234.709636 = -23401.445730 nChanged 54 SP:Iteration 1F (79.832779 sec): 3 clusters Score: Raw -24688.548923 + Penalty 1240.840035 = -23447.708888 nChanged 11 SP:Iteration 2Q (79.833475 sec): 3 clusters Score: Raw -24702.175692 + Penalty 1246.253486 = -23455.922205 nChanged 10 SP:Iteration 3Q (79.834155 sec): 3 clusters Score: Raw -24711.569434 + Penalty 1250.466232 = -23461.103202 nChanged 8 SP:Iteration 4Q (79.834827 sec): 3 clusters Score: Raw -24722.409765 + Penalty 1252.258156 = -23470.151610 nChanged 6 SP:Iteration 5Q (79.835498 sec): 3 clusters Score: Raw -24728.008726 + Penalty 1253.352010 = -23474.656716 nChanged 3 SP:Iteration 6Q (79.836170 sec): 3 clusters Score: Raw -24732.996055 + Penalty 1254.191007 = -23478.805048 nChanged 1 SP:Iteration 7Q (79.836840 sec): 3 clusters Score: Raw -24735.160584 + Penalty 1255.127567 = -23480.033018 nChanged 1 SP:Iteration 8Q (79.837511 sec): 3 clusters Score: Raw -24735.465867 + Penalty 1255.329980 = -23480.135886 nChanged 1 SP:Iteration 9Q (79.838180 sec): 3 clusters Score: Raw -24736.360906 + Penalty 1255.694200 = -23480.666706 nChanged 1 SP:Iteration 10F (79.838858 sec): 3 clusters Score: Raw -24737.110468 + Penalty 1256.009057 = -23481.101411 nChanged 1 SP:Iteration 11Q (79.839526 sec): 3 clusters Score: Raw -24739.019356 + Penalty 1256.572529 = -23482.446827 nChanged 1 SP:Iteration 12Q (79.840194 sec): 3 clusters Score: Raw -24739.903219 + Penalty 1256.572529 = -23483.330690 nChanged 0 SP:Iteration 13F (79.840870 sec): 3 clusters Score: Raw -24739.903219 + Penalty 1256.572529 = -23483.330690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 80 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.841718 sec): 2 clusters Score: Raw -13603.514643 + Penalty 635.451238 = -12968.063405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.842199 sec): 3 clusters Score: Raw -13610.807602 + Penalty 1270.743437 = -12340.064165 nChanged 7 SP:Iteration 1Q (79.842667 sec): 3 clusters Score: Raw -13627.913015 + Penalty 1270.538756 = -12357.374259 nChanged 1 SP:Iteration 2Q (79.843131 sec): 3 clusters Score: Raw -13631.544453 + Penalty 1270.538756 = -12361.005697 nChanged 0 SP:Iteration 3F (79.843603 sec): 3 clusters Score: Raw -13631.544453 + Penalty 1270.538756 = -12361.005697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 81 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.844153 sec): 2 clusters Score: Raw -2773.375591 + Penalty 286.817534 = -2486.558057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.844422 sec): 3 clusters Score: Raw -2800.619402 + Penalty 569.432670 = -2231.186731 nChanged 1 SP:Iteration 1Q (79.844686 sec): 3 clusters Score: Raw -2801.917935 + Penalty 569.432670 = -2232.485265 nChanged 0 SP:Iteration 2F (79.844949 sec): 3 clusters Score: Raw -2801.917935 + Penalty 569.432670 = -2232.485265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.845429 sec): 2 clusters Score: Raw -757.867676 + Penalty 221.168635 = -536.699042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.845653 sec): 3 clusters Score: Raw -754.695071 + Penalty 440.889851 = -313.805220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.846127 sec): 2 clusters Score: Raw -558.648463 + Penalty 164.981553 = -393.666911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.846344 sec): 3 clusters Score: Raw -551.646563 + Penalty 320.312923 = -231.333640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.846841 sec): 2 clusters Score: Raw -1386.883549 + Penalty 299.820242 = -1087.063307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.847078 sec): 3 clusters Score: Raw -1395.756534 + Penalty 598.485130 = -797.271404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.848057 sec): 2 clusters Score: Raw -16119.526630 + Penalty 814.709423 = -15304.817206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.848712 sec): 3 clusters Score: Raw -16184.434973 + Penalty 1629.686509 = -14554.748464 nChanged 14 SP:Iteration 1F (79.849327 sec): 3 clusters Score: Raw -16230.528303 + Penalty 1630.191180 = -14600.337123 nChanged 2 SP:Iteration 2Q (79.849891 sec): 3 clusters Score: Raw -16239.251668 + Penalty 1630.191180 = -14609.060488 nChanged 0 SP:Iteration 3F (79.850487 sec): 3 clusters Score: Raw -16239.251668 + Penalty 1630.191180 = -14609.060488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.850993 sec): 2 clusters Score: Raw -655.134487 + Penalty 252.821484 = -402.313004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.851209 sec): 3 clusters Score: Raw -672.880420 + Penalty 471.963915 = -200.916505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 91 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.851687 sec): 2 clusters Score: Raw -641.509027 + Penalty 186.635982 = -454.873045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.851906 sec): 3 clusters Score: Raw -639.531394 + Penalty 385.625363 = -253.906031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 92 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.852434 sec): 2 clusters Score: Raw -2339.835883 + Penalty 367.145116 = -1972.690767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.852690 sec): 3 clusters Score: Raw -2373.016062 + Penalty 735.974225 = -1637.041836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 93 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.853720 sec): 2 clusters Score: Raw -9589.041257 + Penalty 266.655768 = -9322.385489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.854146 sec): 3 clusters Score: Raw -9565.777564 + Penalty 560.015129 = -9005.762436 nChanged 25 SP:Iteration 1F (79.854560 sec): 3 clusters Score: Raw -9603.781495 + Penalty 611.274096 = -8992.507399 nChanged 9 SP:Iteration 2F (79.854978 sec): 3 clusters Score: Raw -9619.890031 + Penalty 648.199718 = -8971.690313 nChanged 5 SP:Iteration 3F (79.855389 sec): 3 clusters Score: Raw -9632.834441 + Penalty 673.252752 = -8959.581689 nChanged 2 SP:Iteration 4F (79.855799 sec): 3 clusters Score: Raw -9642.614043 + Penalty 690.369604 = -8952.244439 nChanged 1 SP:Iteration 5F (79.856211 sec): 3 clusters Score: Raw -9645.488467 + Penalty 713.071013 = -8932.417454 nChanged 1 SP:Iteration 6F (79.856625 sec): 3 clusters Score: Raw -9651.569349 + Penalty 713.071013 = -8938.498337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 94 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.857577 sec): 2 clusters Score: Raw -1697.141926 + Penalty 319.979566 = -1377.162361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.857819 sec): 3 clusters Score: Raw -1712.628871 + Penalty 642.922973 = -1069.705898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.858311 sec): 2 clusters Score: Raw -890.465748 + Penalty 63.774237 = -826.691512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.858534 sec): 3 clusters Score: Raw -926.164498 + Penalty 124.877752 = -801.286746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.859030 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.859224 sec): 2 clusters Score: Raw -169.308617 + Penalty 38.174893 = -131.133724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 101 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.860351 sec): 2 clusters Score: Raw -11636.448410 + Penalty 625.572532 = -11010.875878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.860792 sec): 3 clusters Score: Raw -11622.191606 + Penalty 1251.114743 = -10371.076863 nChanged 10 SP:Iteration 1F (79.861227 sec): 3 clusters Score: Raw -11639.616683 + Penalty 1250.808568 = -10388.808115 nChanged 4 SP:Iteration 2Q (79.861671 sec): 3 clusters Score: Raw -11648.509795 + Penalty 1251.028833 = -10397.480962 nChanged 2 SP:Iteration 3Q (79.862108 sec): 3 clusters Score: Raw -11653.412831 + Penalty 1251.145065 = -10402.267766 nChanged 1 SP:Iteration 4Q (79.862543 sec): 3 clusters Score: Raw -11656.385024 + Penalty 1251.145065 = -10405.239959 nChanged 0 SP:Iteration 5F (79.862976 sec): 3 clusters Score: Raw -11656.385024 + Penalty 1251.145065 = -10405.239959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.864380 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.864585 sec): 2 clusters Score: Raw -464.721390 + Penalty 141.128515 = -323.592876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 104 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.865678 sec): 2 clusters Score: Raw -7655.575706 + Penalty 493.463832 = -7162.111874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.866049 sec): 3 clusters Score: Raw -7643.359903 + Penalty 989.030331 = -6654.329573 nChanged 6 SP:Iteration 1F (79.866414 sec): 3 clusters Score: Raw -7650.846935 + Penalty 989.956915 = -6660.890020 nChanged 1 SP:Iteration 2Q (79.866767 sec): 3 clusters Score: Raw -7652.332658 + Penalty 989.956915 = -6662.375743 nChanged 0 SP:Iteration 3F (79.867118 sec): 3 clusters Score: Raw -7652.332658 + Penalty 989.956915 = -6662.375743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.868045 sec): 2 clusters Score: Raw -650.519348 + Penalty 187.388995 = -463.130353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.868268 sec): 3 clusters Score: Raw -653.784240 + Penalty 377.281729 = -276.502511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.869103 sec): 2 clusters Score: Raw -692.190525 + Penalty 213.846567 = -478.343959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.869326 sec): 3 clusters Score: Raw -681.981341 + Penalty 427.355107 = -254.626234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.870174 sec): 2 clusters Score: Raw -734.357481 + Penalty 179.750431 = -554.607050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.870394 sec): 3 clusters Score: Raw -738.940794 + Penalty 359.500862 = -379.439932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 110 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.871343 sec): 2 clusters Score: Raw -4032.103991 + Penalty 435.895248 = -3596.208742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.871669 sec): 3 clusters Score: Raw -4059.653155 + Penalty 871.206695 = -3188.446461 nChanged 1 SP:Iteration 1Q (79.871952 sec): 3 clusters Score: Raw -4063.169680 + Penalty 871.206695 = -3191.962985 nChanged 0 SP:Iteration 2F (79.872244 sec): 3 clusters Score: Raw -4063.169680 + Penalty 871.206695 = -3191.962985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 111 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.873096 sec): 2 clusters Score: Raw -1605.356802 + Penalty 297.273174 = -1308.083628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.873335 sec): 3 clusters Score: Raw -1606.375315 + Penalty 559.725365 = -1046.649950 nChanged 1 SP:Iteration 1F (79.873569 sec): 3 clusters Score: Raw -1609.728850 + Penalty 559.725365 = -1050.003485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 112 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.874383 sec): 2 clusters Score: Raw -1407.576641 + Penalty 314.219988 = -1093.356653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.874621 sec): 3 clusters Score: Raw -1422.054756 + Penalty 628.163512 = -793.891244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 114 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.875597 sec): 2 clusters Score: Raw -6316.061101 + Penalty 527.970066 = -5788.091035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.875936 sec): 3 clusters Score: Raw -6352.236745 + Penalty 1055.027356 = -5297.209389 nChanged 5 SP:Iteration 1F (79.876266 sec): 3 clusters Score: Raw -6374.392833 + Penalty 1054.892360 = -5319.500474 nChanged 2 SP:Iteration 2Q (79.876586 sec): 3 clusters Score: Raw -6379.813185 + Penalty 1055.261120 = -5324.552065 nChanged 1 SP:Iteration 3Q (79.876909 sec): 3 clusters Score: Raw -6385.628639 + Penalty 1055.261120 = -5330.367519 nChanged 0 SP:Iteration 4F (79.877241 sec): 3 clusters Score: Raw -6385.628639 + Penalty 1055.261120 = -5330.367519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.878135 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.878326 sec): 2 clusters Score: Raw -171.944596 + Penalty 52.571837 = -119.372759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.879106 sec): 2 clusters Score: Raw -280.026640 + Penalty 107.553413 = -172.473227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.879317 sec): 3 clusters Score: Raw -272.598643 + Penalty 207.264703 = -65.333940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.880077 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.880268 sec): 2 clusters Score: Raw -88.114407 + Penalty 0.000000 = -88.114407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 124 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.881063 sec): 2 clusters Score: Raw -1008.037010 + Penalty 315.548581 = -692.488429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.881301 sec): 3 clusters Score: Raw -1238.243498 + Penalty 646.599203 = -591.644296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.882091 sec): 2 clusters Score: Raw -627.000536 + Penalty 145.203812 = -481.796725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.882340 sec): 3 clusters Score: Raw -624.341220 + Penalty 264.310791 = -360.030429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 128 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.883229 sec): 2 clusters Score: Raw -3837.290635 + Penalty 409.191062 = -3428.099573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.883513 sec): 3 clusters Score: Raw -3842.860463 + Penalty 817.264767 = -3025.595696 nChanged 2 SP:Iteration 1Q (79.883787 sec): 3 clusters Score: Raw -3845.388597 + Penalty 817.264767 = -3028.123831 nChanged 0 SP:Iteration 2F (79.884064 sec): 3 clusters Score: Raw -3845.388597 + Penalty 817.264767 = -3028.123831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 130 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.884982 sec): 2 clusters Score: Raw -4102.106734 + Penalty 352.908407 = -3749.198327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.885277 sec): 3 clusters Score: Raw -4106.618512 + Penalty 705.619830 = -3400.998681 nChanged 3 SP:Iteration 1F (79.885566 sec): 3 clusters Score: Raw -4115.039176 + Penalty 705.157586 = -3409.881591 nChanged 1 SP:Iteration 2Q (79.885851 sec): 3 clusters Score: Raw -4117.591562 + Penalty 706.162854 = -3411.428707 nChanged 1 SP:Iteration 3Q (79.886136 sec): 3 clusters Score: Raw -4120.719278 + Penalty 708.059747 = -3412.659530 nChanged 1 SP:Iteration 4Q (79.886419 sec): 3 clusters Score: Raw -4123.128006 + Penalty 708.059747 = -3415.068259 nChanged 0 SP:Iteration 5F (79.886709 sec): 3 clusters Score: Raw -4123.128006 + Penalty 708.059747 = -3415.068259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.887467 sec): 2 clusters Score: Raw -255.815019 + Penalty 73.031670 = -182.783349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.887666 sec): 3 clusters Score: Raw -260.786654 + Penalty 112.294036 = -148.492618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 133 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.888417 sec): 2 clusters Score: Raw -449.106057 + Penalty 148.726795 = -300.379262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.888634 sec): 3 clusters Score: Raw -450.369196 + Penalty 289.031108 = -161.338087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.889447 sec): 2 clusters Score: Raw -2686.022983 + Penalty 386.976920 = -2299.046063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.889709 sec): 3 clusters Score: Raw -2709.418578 + Penalty 775.970503 = -1933.448075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.890461 sec): 2 clusters Score: Raw -265.891368 + Penalty 82.888300 = -183.003068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.890667 sec): 3 clusters Score: Raw -263.919175 + Penalty 153.681957 = -110.237218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.891418 sec): 2 clusters Score: Raw -637.714684 + Penalty 257.874404 = -379.840281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.891639 sec): 3 clusters Score: Raw -657.331668 + Penalty 507.731920 = -149.599748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 141 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.892481 sec): 2 clusters Score: Raw -3429.984804 + Penalty 404.663481 = -3025.321323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.892783 sec): 3 clusters Score: Raw -3468.802906 + Penalty 808.278466 = -2660.524439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.893550 sec): 2 clusters Score: Raw -737.696998 + Penalty 250.235060 = -487.461938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.893773 sec): 3 clusters Score: Raw -757.208319 + Penalty 500.470120 = -256.738199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.894538 sec): 2 clusters Score: Raw -1002.202454 + Penalty 233.225963 = -768.976490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.894766 sec): 3 clusters Score: Raw -1018.868890 + Penalty 465.268723 = -553.600167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.895532 sec): 2 clusters Score: Raw -1142.176999 + Penalty 253.763875 = -888.413124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.895763 sec): 3 clusters Score: Raw -1163.396053 + Penalty 510.633312 = -652.762741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.896503 sec): 2 clusters Score: Raw -283.149221 + Penalty 119.788041 = -163.361180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.896713 sec): 3 clusters Score: Raw -274.339176 + Penalty 243.865212 = -30.473965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.897447 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.897639 sec): 2 clusters Score: Raw -185.348526 + Penalty 65.560000 = -119.788526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 152 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.898413 sec): 2 clusters Score: Raw -748.131377 + Penalty 204.304356 = -543.827022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.898636 sec): 3 clusters Score: Raw -746.328404 + Penalty 401.331996 = -344.996408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 154 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.899396 sec): 2 clusters Score: Raw -857.999612 + Penalty 230.146188 = -627.853424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.899622 sec): 3 clusters Score: Raw -854.841404 + Penalty 443.432734 = -411.408670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 157 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.900397 sec): 2 clusters Score: Raw -1620.372939 + Penalty 321.840863 = -1298.532076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.900635 sec): 3 clusters Score: Raw -1628.024975 + Penalty 644.169590 = -983.855386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.901395 sec): 2 clusters Score: Raw -751.979828 + Penalty 221.476504 = -530.503323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.901616 sec): 3 clusters Score: Raw -749.974756 + Penalty 442.953009 = -307.021748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.902377 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.902572 sec): 2 clusters Score: Raw -272.701727 + Penalty 87.095662 = -185.606065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 165 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.903358 sec): 2 clusters Score: Raw -1593.713804 + Penalty 312.934349 = -1280.779454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.903596 sec): 3 clusters Score: Raw -1618.271127 + Penalty 624.316576 = -993.954551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 167 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.904357 sec): 2 clusters Score: Raw -555.359870 + Penalty 181.062009 = -374.297861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.904578 sec): 3 clusters Score: Raw -552.418555 + Penalty 362.124017 = -190.294538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.905321 sec): 2 clusters Score: Raw -374.305396 + Penalty 142.101952 = -232.203445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.905534 sec): 3 clusters Score: Raw -368.609271 + Penalty 284.203904 = -84.405367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 175 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.906302 sec): 2 clusters Score: Raw -1198.468698 + Penalty 263.303281 = -935.165417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.906532 sec): 3 clusters Score: Raw -1204.733394 + Penalty 530.852220 = -673.881174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.907276 sec): 2 clusters Score: Raw -366.769857 + Penalty 138.521084 = -228.248773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.907489 sec): 3 clusters Score: Raw -360.816358 + Penalty 277.042169 = -83.774189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.908246 sec): 2 clusters Score: Raw -771.166642 + Penalty 229.121947 = -542.044695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.908469 sec): 3 clusters Score: Raw -762.137554 + Penalty 459.125837 = -303.011717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.909211 sec): 2 clusters Score: Raw -284.532376 + Penalty 109.546715 = -174.985660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.909420 sec): 3 clusters Score: Raw -273.729066 + Penalty 223.129300 = -50.599766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 186 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.910194 sec): 2 clusters Score: Raw -1059.383087 + Penalty 136.416934 = -922.966153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.910426 sec): 3 clusters Score: Raw -1071.271348 + Penalty 276.603505 = -794.667843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.911184 sec): 2 clusters Score: Raw -551.286931 + Penalty 210.189531 = -341.097400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.911401 sec): 3 clusters Score: Raw -551.364460 + Penalty 423.484169 = -127.880291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.912167 sec): 2 clusters Score: Raw -568.189291 + Penalty 170.867962 = -397.321329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.912386 sec): 3 clusters Score: Raw -560.504119 + Penalty 341.030569 = -219.473550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.913139 sec): 2 clusters Score: Raw -470.063719 + Penalty 169.419775 = -300.643944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.913353 sec): 3 clusters Score: Raw -463.402773 + Penalty 345.314094 = -118.088679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 221 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.914101 sec): 2 clusters Score: Raw -450.660149 + Penalty 147.233817 = -303.426332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.914317 sec): 3 clusters Score: Raw -454.191292 + Penalty 320.030332 = -134.160960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.915059 sec): 2 clusters Score: Raw -273.281581 + Penalty 112.384307 = -160.897273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.915266 sec): 3 clusters Score: Raw -269.018694 + Penalty 237.481303 = -31.537392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.915997 sec): 2 clusters Score: Raw -243.583078 + Penalty 16.231269 = -227.351809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.916188 sec): 3 clusters Score: Raw -244.174243 + Penalty 39.547800 = -204.626443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.916912 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.917094 sec): 2 clusters Score: Raw -81.013905 + Penalty 0.000000 = -81.013905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 241 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.917825 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.918016 sec): 2 clusters Score: Raw -88.522339 + Penalty 0.000000 = -88.522339 nChanged 0 Deleting Class 13 (18 points): Lose 307.588133 but Gain 1444.581306 Iteration 119Q (80.106412 sec): 115 clusters Score: Raw -2768515.499628 + Penalty 115790.227774 = -2652725.271853 nChanged 35 Deleting Class 54 (110 points): Lose 353.821830 but Gain 1493.522926 Iteration 120F (81.856049 sec): 114 clusters Score: Raw -2768250.945345 + Penalty 114482.825628 = -2653768.119717 nChanged 124 Deleting Class 73 (16 points): Lose 79.960626 but Gain 1217.375191 Iteration 121Q (82.025547 sec): 113 clusters Score: Raw -2768402.717029 + Penalty 113290.992610 = -2655111.724419 nChanged 55 Deleting Class 112 (15 points): Lose 69.943931 but Gain 1206.898070 Iteration 122Q (82.188071 sec): 112 clusters Score: Raw -2768398.735201 + Penalty 112097.516153 = -2656301.219048 nChanged 50 Deleting Class 52 (26 points): Lose 80.924813 but Gain 1212.695881 Iteration 123Q (82.349836 sec): 111 clusters Score: Raw -2768381.101948 + Penalty 110923.483760 = -2657457.618188 nChanged 58 Deleting Class 148 (3 points): Lose 4.799307 but Gain 1134.129128 Iteration 124Q (82.510326 sec): 110 clusters Score: Raw -2768436.605168 + Penalty 109796.743940 = -2658639.861228 nChanged 27 Deleting Class 157 (17 points): Lose 51.918347 but Gain 1181.558970 Iteration 125Q (82.675532 sec): 109 clusters Score: Raw -2768399.892760 + Penalty 108634.369998 = -2659765.522761 nChanged 30 Deleting Class 181 (8 points): Lose 22.837392 but Gain 1146.076143 Iteration 126Q (82.833613 sec): 108 clusters Score: Raw -2768406.863545 + Penalty 107489.187081 = -2660917.676463 nChanged 17 Deleting Class 114 (68 points): Lose 177.423953 but Gain 1300.569391 Iteration 127Q (82.991021 sec): 107 clusters Score: Raw -2768249.996030 + Penalty 106260.783092 = -2661989.212938 nChanged 71 Deleting Class 83 (7 points): Lose 25.097458 but Gain 1143.815076 Iteration 128Q (83.149660 sec): 106 clusters Score: Raw -2768343.764878 + Penalty 105131.632266 = -2663212.132613 nChanged 37 Deleting Class 108 (7 points): Lose 27.964660 but Gain 1143.070444 Iteration 129Q (83.306482 sec): 105 clusters Score: Raw -2768359.426344 + Penalty 103995.578962 = -2664363.847382 nChanged 23 Deleting Class 193 (7 points): Lose 134.210701 but Gain 1249.416958 Iteration 130F (84.913058 sec): 104 clusters Score: Raw -2768246.791691 + Penalty 102760.340235 = -2665486.451456 nChanged 22 Deleting Class 65 (14 points): Lose 50.306957 but Gain 1155.229142 Iteration 131Q (85.073510 sec): 103 clusters Score: Raw -2768220.752374 + Penalty 101648.268463 = -2666572.483911 nChanged 26 Deleting Class 24 (18 points): Lose 84.322064 but Gain 1179.774952 Iteration 132Q (85.229843 sec): 102 clusters Score: Raw -2768169.877485 + Penalty 100507.310218 = -2667662.567267 nChanged 29 Deleting Class 94 (18 points): Lose 55.878636 but Gain 1151.494947 Iteration 133Q (85.384219 sec): 101 clusters Score: Raw -2768147.859867 + Penalty 99364.885659 = -2668782.974209 nChanged 27 Deleting Class 36 (20 points): Lose 100.929496 but Gain 1184.449362 Iteration 134Q (85.538197 sec): 100 clusters Score: Raw -2768075.500704 + Penalty 98230.588901 = -2669844.911803 nChanged 34 Deleting Class 57 (61 points): Lose 230.076275 but Gain 1306.231125 Iteration 135Q (85.690969 sec): 99 clusters Score: Raw -2767902.702924 + Penalty 97105.880848 = -2670796.822076 nChanged 74 Deleting Class 158 (8 points): Lose 32.014844 but Gain 1107.833366 Iteration 136Q (85.847401 sec): 98 clusters Score: Raw -2768015.356887 + Penalty 96045.810810 = -2671969.546077 nChanged 35 Deleting Class 77 (4 points): Lose 50.278198 but Gain 1126.374938 Iteration 137Q (85.998704 sec): 97 clusters Score: Raw -2767995.408235 + Penalty 94904.782854 = -2673090.625381 nChanged 18 Deleting Class 110 (45 points): Lose 135.601803 but Gain 1211.413149 Iteration 138Q (86.148196 sec): 96 clusters Score: Raw -2767896.742342 + Penalty 93754.833040 = -2674141.909302 nChanged 54 Deleting Class 87 (15 points): Lose 77.683873 but Gain 1151.589605 Iteration 139Q (86.304029 sec): 95 clusters Score: Raw -2767902.298744 + Penalty 92656.173170 = -2675246.125574 nChanged 29 Deleting Class 165 (16 points): Lose 94.177194 but Gain 1163.393037 Iteration 140F (87.786480 sec): 94 clusters Score: Raw -2767866.120336 + Penalty 91561.771989 = -2676304.348347 nChanged 33 Deleting Class 70 (71 points): Lose 159.804176 but Gain 1225.818353 Iteration 141Q (87.936260 sec): 93 clusters Score: Raw -2767797.587605 + Penalty 90399.913790 = -2677397.673815 nChanged 89 Deleting Class 63 (12 points): Lose 76.583730 but Gain 1139.588669 Iteration 142Q (88.086854 sec): 92 clusters Score: Raw -2767834.379959 + Penalty 89338.236598 = -2678496.143361 nChanged 41 Deleting Class 175 (13 points): Lose 66.596321 but Gain 1128.956129 Iteration 143Q (88.234968 sec): 91 clusters Score: Raw -2767816.043866 + Penalty 88430.252956 = -2679385.790909 nChanged 35 Deleting Class 128 (40 points): Lose 115.167111 but Gain 1176.689035 Iteration 144Q (88.380727 sec): 90 clusters Score: Raw -2767755.018287 + Penalty 87335.694399 = -2680419.323889 nChanged 58 Deleting Class 154 (9 points): Lose 28.146880 but Gain 1089.488962 Iteration 145Q (88.527810 sec): 89 clusters Score: Raw -2767801.333208 + Penalty 86264.786504 = -2681536.546705 nChanged 35 Deleting Class 214 (5 points): Lose 33.667918 but Gain 1094.922474 Iteration 146Q (88.672672 sec): 88 clusters Score: Raw -2767808.817993 + Penalty 85179.476212 = -2682629.341781 nChanged 19 Deleting Class 90 (7 points): Lose 296.380584 but Gain 1351.402410 Iteration 147Q (88.815778 sec): 87 clusters Score: Raw -2767531.739700 + Penalty 83874.498182 = -2683657.241519 nChanged 16 Deleting Class 167 (6 points): Lose 12.516208 but Gain 1051.092947 Iteration 148Q (88.958285 sec): 86 clusters Score: Raw -2767542.779749 + Penalty 82857.637322 = -2684685.142428 nChanged 11 Deleting Class 12 (57 points): Lose 126.692053 but Gain 1164.481880 Iteration 149Q (89.100022 sec): 85 clusters Score: Raw -2767429.682545 + Penalty 81707.101280 = -2685722.581265 nChanged 62 Deleting Class 89 (188 points): Lose 606.363521 but Gain 1646.739853 Iteration 150F (90.389212 sec): 84 clusters Score: Raw -2766902.251342 + Penalty 80157.830384 = -2686744.420958 nChanged 193 Deleting Class 135 (33 points): Lose 156.411880 but Gain 1195.914710 Iteration 151Q (90.537100 sec): 83 clusters Score: Raw -2767099.530016 + Penalty 78955.913681 = -2688143.616335 nChanged 62 Deleting Class 50 (13 points): Lose 44.321886 but Gain 1080.267071 Iteration 152Q (90.684446 sec): 82 clusters Score: Raw -2767125.930066 + Penalty 77876.107166 = -2689249.822900 nChanged 47 Deleting Class 137 (7 points): Lose 343.910218 but Gain 1378.411697 Iteration 153Q (90.824031 sec): 81 clusters Score: Raw -2766817.023795 + Penalty 76608.233244 = -2690208.790551 nChanged 39 Deleting Class 182 (3 points): Lose 3.191734 but Gain 1037.166318 Iteration 154Q (90.962742 sec): 80 clusters Score: Raw -2766876.886529 + Penalty 75583.412032 = -2691293.474497 nChanged 24 Deleting Class 130 (36 points): Lose 124.815040 but Gain 1154.079187 Iteration 155Q (91.100850 sec): 79 clusters Score: Raw -2766769.304501 + Penalty 74442.640604 = -2692326.663897 nChanged 48 Deleting Class 152 (9 points): Lose 37.551089 but Gain 1065.729195 Iteration 156Q (91.238254 sec): 78 clusters Score: Raw -2766788.008531 + Penalty 73379.739936 = -2693408.268595 nChanged 18 Deleting Class 111 (18 points): Lose 71.972325 but Gain 1087.129539 Iteration 157Q (91.373116 sec): 77 clusters Score: Raw -2766737.951153 + Penalty 72201.115465 = -2694536.835687 nChanged 28 Deleting Class 177 (4 points): Lose 24.619433 but Gain 1039.331099 Iteration 158Q (91.507756 sec): 76 clusters Score: Raw -2766752.567721 + Penalty 71119.564198 = -2695633.003523 nChanged 19 Deleting Class 117 (3 points): Lose 6.843228 but Gain 1018.294129 Iteration 159Q (91.642816 sec): 75 clusters Score: Raw -2766766.146180 + Penalty 70100.000643 = -2696666.145537 nChanged 14 Deleting Class 71 (110 points): Lose 347.090471 but Gain 1349.836031 Iteration 160F (92.802302 sec): 74 clusters Score: Raw -2766429.039536 + Penalty 68914.248670 = -2697514.790866 nChanged 120 Deleting Class 92 (34 points): Lose 204.652381 but Gain 1199.921462 Iteration 161Q (92.940325 sec): 73 clusters Score: Raw -2766420.602607 + Penalty 67821.857783 = -2698598.744824 nChanged 59 Deleting Class 142 (8 points): Lose 248.008989 but Gain 1240.724325 Iteration 162Q (93.074473 sec): 72 clusters Score: Raw -2766259.472079 + Penalty 66817.995995 = -2699441.476085 nChanged 35 Deleting Class 147 (14 points): Lose 79.953411 but Gain 1072.385947 Iteration 163Q (93.208899 sec): 71 clusters Score: Raw -2766274.583179 + Penalty 65573.791552 = -2700700.791627 nChanged 41 Deleting Class 91 (7 points): Lose 21.649685 but Gain 997.622167 Iteration 164Q (93.341648 sec): 70 clusters Score: Raw -2766314.045918 + Penalty 64390.227750 = -2701923.818168 nChanged 25 Deleting Class 48 (13 points): Lose 89.696865 but Gain 1065.422266 Iteration 165Q (93.471829 sec): 69 clusters Score: Raw -2766253.709505 + Penalty 63404.442612 = -2702849.266892 nChanged 34 Deleting Class 141 (43 points): Lose 231.679192 but Gain 1211.670904 Iteration 166Q (93.603848 sec): 68 clusters Score: Raw -2766074.357703 + Penalty 62285.814330 = -2703788.543373 nChanged 59 Deleting Class 213 (7 points): Lose 38.818890 but Gain 1016.578328 Iteration 167Q (93.735122 sec): 67 clusters Score: Raw -2766172.732029 + Penalty 61302.656418 = -2704870.075610 nChanged 33 Deleting Class 143 (11 points): Lose 42.006072 but Gain 1016.326481 Iteration 168Q (93.869750 sec): 66 clusters Score: Raw -2766172.532445 + Penalty 60303.478358 = -2705869.054087 nChanged 30 Deleting Class 173 (4 points): Lose 92.257050 but Gain 1066.198539 Iteration 169Q (93.998984 sec): 65 clusters Score: Raw -2766113.805744 + Penalty 59229.912551 = -2706883.893193 nChanged 19 Deleting Class 105 (7 points): Lose 29.639789 but Gain 1001.647232 Iteration 170F (94.990031 sec): 64 clusters Score: Raw -2766101.763959 + Penalty 58229.952553 = -2707871.811406 nChanged 18 Deleting Class 228 (3 points): Lose 96.385611 but Gain 1064.032069 Iteration 171Q (95.121702 sec): 63 clusters Score: Raw -2766019.959938 + Penalty 57216.202482 = -2708803.757456 nChanged 12 Deleting Class 86 (8 points): Lose 24.280193 but Gain 990.407353 Iteration 172Q (95.257148 sec): 62 clusters Score: Raw -2766068.305684 + Penalty 56247.170419 = -2709821.135264 nChanged 14 Deleting Class 120 (1 points): Lose 0.569468 but Gain 965.339094 Iteration 173Q (95.386065 sec): 61 clusters Score: Raw -2766080.847236 + Penalty 55281.180432 = -2710799.666805 nChanged 6 Deleting Class 47 (252 points): Lose 565.495315 but Gain 1522.170765 Iteration 174Q (95.518270 sec): 60 clusters Score: Raw -2765520.948751 + Penalty 53864.331375 = -2711656.617376 nChanged 254 Deleting Class 32 (43 points): Lose 166.513492 but Gain 1116.833437 Iteration 175Q (95.652369 sec): 59 clusters Score: Raw -2765730.166028 + Penalty 52806.000242 = -2712924.165787 nChanged 77 Deleting Class 104 (112 points): Lose 259.558020 but Gain 1204.394582 Iteration 176Q (95.776326 sec): 58 clusters Score: Raw -2765548.371331 + Penalty 51635.266888 = -2713913.104443 nChanged 138 Deleting Class 7 (73 points): Lose 149.602081 but Gain 1092.173125 Iteration 177Q (95.901718 sec): 57 clusters Score: Raw -2765562.211741 + Penalty 50500.879015 = -2715061.332726 nChanged 120 Deleting Class 151 (2 points): Lose 43.754177 but Gain 983.800371 Iteration 178Q (96.025323 sec): 56 clusters Score: Raw -2765633.038199 + Penalty 49572.450599 = -2716060.587600 nChanged 54 Deleting Class 19 (13 points): Lose 165.694150 but Gain 1098.124102 Iteration 179Q (96.145690 sec): 55 clusters Score: Raw -2765497.468917 + Penalty 48472.274882 = -2717025.194036 nChanged 52 Deleting Class 49 (8 points): Lose 571.204605 but Gain 1497.069752 Iteration 180F (96.977800 sec): 54 clusters Score: Raw -2765019.438535 + Penalty 47003.264509 = -2718016.174026 nChanged 39 Deleting Class 221 (6 points): Lose 51.085242 but Gain 973.908152 Iteration 181Q (97.103985 sec): 53 clusters Score: Raw -2764996.408078 + Penalty 46059.756165 = -2718936.651913 nChanged 27 Deleting Class 8 (167 points): Lose 422.864088 but Gain 1337.975094 Iteration 182Q (97.222503 sec): 52 clusters Score: Raw -2764599.054964 + Penalty 44755.353074 = -2719843.701890 nChanged 187 Deleting Class 133 (5 points): Lose 53.937699 but Gain 961.188328 Iteration 183Q (97.343420 sec): 51 clusters Score: Raw -2764817.751463 + Penalty 43866.302979 = -2720951.448484 nChanged 56 Deleting Class 102 (5 points): Lose 7.082879 but Gain 912.082326 Iteration 184Q (97.460061 sec): 50 clusters Score: Raw -2764863.313605 + Penalty 42960.494637 = -2721902.818968 nChanged 26 Deleting Class 109 (7 points): Lose 26.933757 but Gain 917.907383 Iteration 185Q (97.576000 sec): 49 clusters Score: Raw -2764851.917427 + Penalty 42034.388569 = -2722817.528858 nChanged 19 Deleting Class 72 (13 points): Lose 253.917592 but Gain 1129.530573 Iteration 186Q (97.690235 sec): 48 clusters Score: Raw -2764611.898888 + Penalty 40911.870044 = -2723700.028844 nChanged 24 Deleting Class 1 (44 points): Lose 74.915612 but Gain 947.817780 Iteration 187Q (97.804010 sec): 47 clusters Score: Raw -2764654.562189 + Penalty 39962.643044 = -2724691.919145 nChanged 55 Deleting Class 125 (11 points): Lose 65.502806 but Gain 917.382985 Iteration 188Q (97.924741 sec): 46 clusters Score: Raw -2764724.456155 + Penalty 39038.400846 = -2725686.055309 nChanged 33 Deleting Class 241 (1 points): Lose 7.606367 but Gain 852.870746 Iteration 189Q (98.037375 sec): 45 clusters Score: Raw -2764773.670698 + Penalty 38189.499825 = -2726584.170872 nChanged 23 Deleting Class 17 (135 points): Lose 302.478635 but Gain 1125.529512 Iteration 190F (98.720998 sec): 44 clusters Score: Raw -2764495.085799 + Penalty 37171.751367 = -2727323.334432 nChanged 148 Deleting Class 14 (99 points): Lose 251.947763 but Gain 1058.425862 Iteration 191Q (98.839379 sec): 43 clusters Score: Raw -2764497.969443 + Penalty 36147.731144 = -2728350.238299 nChanged 147 Deleting Class 162 (3 points): Lose 22.677671 but Gain 824.604251 Iteration 192Q (98.955131 sec): 42 clusters Score: Raw -2764650.029226 + Penalty 35331.588321 = -2729318.440905 nChanged 59 Deleting Class 132 (4 points): Lose 94.246596 but Gain 874.999018 Iteration 193Q (99.064083 sec): 41 clusters Score: Raw -2764581.193253 + Penalty 34435.106808 = -2730146.086445 nChanged 49 Deleting Class 55 (5 points): Lose 11.412279 but Gain 777.373000 Iteration 194Q (99.171722 sec): 40 clusters Score: Raw -2764644.228257 + Penalty 33653.079415 = -2730991.148842 nChanged 28 Deleting Class 81 (40 points): Lose 144.715658 but Gain 908.987226 Iteration 195Q (99.278378 sec): 39 clusters Score: Raw -2764520.162896 + Penalty 32736.687012 = -2731783.475884 nChanged 54 Deleting Class 136 (3 points): Lose 57.485502 but Gain 784.769794 Iteration 196Q (99.386345 sec): 38 clusters Score: Raw -2764534.689200 + Penalty 31979.509971 = -2732555.179229 nChanged 34 Deleting Class 115 (2 points): Lose 66.293216 but Gain 788.898611 Iteration 197Q (99.494383 sec): 37 clusters Score: Raw -2764502.456499 + Penalty 31190.041816 = -2733312.414684 nChanged 31 Deleting Class 28 (64 points): Lose 207.465528 but Gain 909.338742 Iteration 198Q (99.600694 sec): 36 clusters Score: Raw -2764339.182173 + Penalty 30336.951851 = -2734002.230322 nChanged 77 Deleting Class 60 (10 points): Lose 350.676555 but Gain 990.143954 Iteration 199Q (99.708243 sec): 35 clusters Score: Raw -2764103.594530 + Penalty 29286.152210 = -2734817.442319 nChanged 41 Deleting Class 101 (240 points): Lose 710.460747 but Gain 1345.369034 Iteration 200F (100.241346 sec): 34 clusters Score: Raw -2763428.636102 + Penalty 28008.833843 = -2735419.802259 nChanged 265 Deleting Class 39 (283 points): Lose 520.089108 but Gain 1158.781235 Iteration 201Q (100.350247 sec): 33 clusters Score: Raw -2763365.300083 + Penalty 26909.419279 = -2736455.880803 nChanged 357 Deleting Class 27 (314 points): Lose 655.662084 but Gain 1309.240554 Iteration 202Q (100.456585 sec): 32 clusters Score: Raw -2763160.620648 + Penalty 25634.993349 = -2737525.627299 nChanged 434 Deleting Class 2 (182 points): Lose 292.479876 but Gain 912.731042 Iteration 203Q (100.563151 sec): 31 clusters Score: Raw -2763446.098030 + Penalty 24726.214902 = -2738719.883129 nChanged 334 Deleting Class 21 (179 points): Lose 626.736852 but Gain 1177.812949 Iteration 204Q (100.666978 sec): 30 clusters Score: Raw -2763085.934633 + Penalty 23748.972214 = -2739336.962418 nChanged 302 Deleting Class 124 (14 points): Lose 753.732873 but Gain 1289.033755 Iteration 205Q (100.769037 sec): 29 clusters Score: Raw -2762753.109748 + Penalty 22602.615694 = -2740150.494055 nChanged 163 Deleting Class 11 (84 points): Lose 162.633035 but Gain 672.835885 Iteration 206Q (100.867672 sec): 28 clusters Score: Raw -2762747.561202 + Penalty 21941.187104 = -2740806.374098 nChanged 192 Deleting Class 99 (2 points): Lose 63.179692 but Gain 572.856526 Iteration 207Q (100.964379 sec): 27 clusters Score: Raw -2762827.342327 + Penalty 21384.300681 = -2741443.041646 nChanged 99 Deleting Class 186 (17 points): Lose 232.864525 but Gain 690.522788 Iteration 208Q (101.058758 sec): 26 clusters Score: Raw -2762687.118132 + Penalty 20689.286628 = -2741997.831504 nChanged 111 Deleting Class 80 (283 points): Lose 887.871620 but Gain 1340.354811 Iteration 209Q (101.153552 sec): 25 clusters Score: Raw -2761949.844751 + Penalty 19482.854839 = -2742466.989913 nChanged 360 Deleting Class 53 (5 points): Lose 42.264279 but Gain 402.260944 Iteration 210F (101.536025 sec): 24 clusters Score: Raw -2762437.056843 + Penalty 19162.626100 = -2743274.430743 nChanged 125 Deleting Class 66 (8 points): Lose 237.597867 but Gain 539.523218 Iteration 211Q (101.630447 sec): 23 clusters Score: Raw -2762508.176554 + Penalty 18675.277407 = -2743832.899147 nChanged 104 Deleting Class 232 (8 points): Lose 121.675602 but Gain 410.694475 Iteration 212Q (101.724733 sec): 22 clusters Score: Raw -2762657.048995 + Penalty 18285.558069 = -2744371.490925 nChanged 78 Deleting Class 37 (55 points): Lose 97.500224 but Gain 333.738612 Iteration 213Q (101.816467 sec): 21 clusters Score: Raw -2762659.288736 + Penalty 17972.726852 = -2744686.561884 nChanged 106 Deleting Class 23 (2 points): Lose 163.157294 but Gain 286.039619 Iteration 214Q (101.907581 sec): 20 clusters Score: Raw -2762600.780493 + Penalty 17655.719477 = -2744945.061016 nChanged 39 Deleting Class 236 (1 points): Lose 3.710030 but Gain 52.007203 Iteration 215Q (101.996004 sec): 19 clusters Score: Raw -2762615.420047 + Penalty 17623.232147 = -2744992.187901 nChanged 36 Deleting Class 61 (1 points): Lose 11.759037 but Gain 52.007203 Iteration 216Q (102.084627 sec): 18 clusters Score: Raw -2762650.853491 + Penalty 17582.110059 = -2745068.743432 nChanged 32 Iteration 217Q (102.171265 sec): 18 clusters Score: Raw -2762668.788518 + Penalty 17598.267095 = -2745070.521423 nChanged 24 Iteration 218Q (102.261324 sec): 18 clusters Score: Raw -2762685.404401 + Penalty 17602.695813 = -2745082.708588 nChanged 24 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762685.404401 + Penalty 17602.695813 = -2745082.708588Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.324985 sec): 2 clusters Score: Raw -1878.661373 + Penalty 32.175518 = -1846.485855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.325238 sec): 3 clusters Score: Raw -1874.852386 + Penalty 75.743092 = -1799.109294 nChanged 10 SP:Iteration 1F (102.325476 sec): 3 clusters Score: Raw -1886.410273 + Penalty 80.923742 = -1805.486530 nChanged 3 SP:Iteration 2F (102.325700 sec): 3 clusters Score: Raw -1890.712102 + Penalty 75.743092 = -1814.969010 nChanged 1 SP:Iteration 3Q (102.325924 sec): 3 clusters Score: Raw -1892.343937 + Penalty 75.743092 = -1816.600845 nChanged 0 SP:Iteration 4F (102.326147 sec): 3 clusters Score: Raw -1892.343937 + Penalty 75.743092 = -1816.600845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.334334 sec): 2 clusters Score: Raw -153975.782834 + Penalty 848.057197 = -153127.725637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.337661 sec): 3 clusters Score: Raw -153065.381776 + Penalty 1698.999855 = -151366.381921 nChanged 600 SP:Iteration 1F (102.340801 sec): 3 clusters Score: Raw -153355.782371 + Penalty 1704.604942 = -151651.177429 nChanged 187 SP:Iteration 2F (102.344006 sec): 3 clusters Score: Raw -153488.824329 + Penalty 1712.011062 = -151776.813267 nChanged 136 SP:Iteration 3F (102.347202 sec): 3 clusters Score: Raw -153600.705279 + Penalty 1718.486856 = -151882.218423 nChanged 112 SP:Iteration 4F (102.350329 sec): 3 clusters Score: Raw -153697.159472 + Penalty 1723.304313 = -151973.855159 nChanged 95 SP:Iteration 5F (102.353510 sec): 3 clusters Score: Raw -153779.209634 + Penalty 1728.559361 = -152050.650272 nChanged 65 SP:Iteration 6Q (102.356672 sec): 3 clusters Score: Raw -153846.786802 + Penalty 1730.332057 = -152116.454744 nChanged 48 SP:Iteration 7Q (102.359792 sec): 3 clusters Score: Raw -153888.758357 + Penalty 1732.664552 = -152156.093805 nChanged 40 SP:Iteration 8Q (102.362776 sec): 3 clusters Score: Raw -153924.485242 + Penalty 1739.001578 = -152185.483663 nChanged 31 SP:Iteration 9Q (102.365729 sec): 3 clusters Score: Raw -153947.837062 + Penalty 1742.134631 = -152205.702430 nChanged 18 SP:Iteration 10F (102.369043 sec): 3 clusters Score: Raw -153963.122770 + Penalty 1744.170084 = -152218.952685 nChanged 17 SP:Iteration 11Q (102.372221 sec): 3 clusters Score: Raw -153974.706811 + Penalty 1745.632354 = -152229.074457 nChanged 12 SP:Iteration 12Q (102.375163 sec): 3 clusters Score: Raw -153984.331277 + Penalty 1745.650041 = -152238.681237 nChanged 11 SP:Iteration 13Q (102.378156 sec): 3 clusters Score: Raw -153991.202626 + Penalty 1745.511275 = -152245.691351 nChanged 9 SP:Iteration 14Q (102.381201 sec): 3 clusters Score: Raw -153999.329951 + Penalty 1746.197646 = -152253.132305 nChanged 8 SP:Iteration 15Q (102.384293 sec): 3 clusters Score: Raw -154005.328117 + Penalty 1747.880850 = -152257.447267 nChanged 7 SP:Iteration 16Q (102.387317 sec): 3 clusters Score: Raw -154011.670137 + Penalty 1746.668589 = -152265.001547 nChanged 7 SP:Iteration 17Q (102.390215 sec): 3 clusters Score: Raw -154017.667395 + Penalty 1748.207752 = -152269.459643 nChanged 7 SP:Iteration 18Q (102.393079 sec): 3 clusters Score: Raw -154021.874422 + Penalty 1749.818796 = -152272.055627 nChanged 6 SP:Iteration 19Q (102.395895 sec): 3 clusters Score: Raw -154024.389134 + Penalty 1750.276132 = -152274.113002 nChanged 4 SP:Iteration 20F (102.399067 sec): 3 clusters Score: Raw -154025.490566 + Penalty 1750.706161 = -152274.784405 nChanged 4 SP:Iteration 21Q (102.402013 sec): 3 clusters Score: Raw -154026.792918 + Penalty 1751.424989 = -152275.367930 nChanged 4 SP:Iteration 22Q (102.405047 sec): 3 clusters Score: Raw -154028.473276 + Penalty 1752.799419 = -152275.673857 nChanged 2 SP:Iteration 23Q (102.407962 sec): 3 clusters Score: Raw -154029.371581 + Penalty 1752.625494 = -152276.746087 nChanged 1 SP:Iteration 24Q (102.410842 sec): 3 clusters Score: Raw -154029.995296 + Penalty 1752.359319 = -152277.635977 nChanged 2 SP:Iteration 25Q (102.413683 sec): 3 clusters Score: Raw -154030.461022 + Penalty 1752.279959 = -152278.181063 nChanged 1 SP:Iteration 26Q (102.416538 sec): 3 clusters Score: Raw -154030.561888 + Penalty 1752.738050 = -152277.823838 nChanged 1 SP:Iteration 27F (102.419695 sec): 3 clusters Score: Raw -154030.624518 + Penalty 1752.712502 = -152277.912016 nChanged 1 SP:Iteration 28Q (102.422527 sec): 3 clusters Score: Raw -154031.223855 + Penalty 1754.272940 = -152276.950915 nChanged 2 SP:Iteration 29F (102.425771 sec): 3 clusters Score: Raw -154031.985310 + Penalty 1754.272940 = -152277.712369 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.532949 sec): 2 clusters Score: Raw -1987908.979706 + Penalty 266.034314 = -1987642.945393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.578922 sec): 3 clusters Score: Raw -1971740.081002 + Penalty 534.281435 = -1971205.799567 nChanged 11340 SP:Iteration 1F (102.624114 sec): 3 clusters Score: Raw -1978216.166055 + Penalty 610.884820 = -1977605.281236 nChanged 6188 SP:Iteration 2F (102.668007 sec): 3 clusters Score: Raw -1986012.898506 + Penalty 597.041441 = -1985415.857066 nChanged 1396 SP:Iteration 3F (102.713034 sec): 3 clusters Score: Raw -1987587.849706 + Penalty 670.019255 = -1986917.830452 nChanged 263 SP:Iteration 4Q (102.750581 sec): 3 clusters Score: Raw -1987873.764121 + Penalty 755.902492 = -1987117.861629 nChanged 50 SP:Iteration 5Q (102.785118 sec): 3 clusters Score: Raw -1987923.628202 + Penalty 887.618168 = -1987036.010034 nChanged 24 SP:Iteration 6F (102.829783 sec): 3 clusters Score: Raw -1987952.480938 + Penalty 983.949842 = -1986968.531096 nChanged 8 SP:Iteration 7F (102.874201 sec): 3 clusters Score: Raw -1987958.597855 + Penalty 983.949842 = -1986974.648014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.888475 sec): 2 clusters Score: Raw -37257.103435 + Penalty 615.306412 = -36641.797023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.889488 sec): 3 clusters Score: Raw -37082.428351 + Penalty 1258.635840 = -35823.792511 nChanged 122 SP:Iteration 1F (102.890513 sec): 3 clusters Score: Raw -37209.740339 + Penalty 1280.906228 = -35928.834111 nChanged 40 SP:Iteration 2F (102.891498 sec): 3 clusters Score: Raw -37264.967910 + Penalty 1291.053230 = -35973.914680 nChanged 17 SP:Iteration 3Q (102.892538 sec): 3 clusters Score: Raw -37294.500922 + Penalty 1300.266234 = -35994.234687 nChanged 13 SP:Iteration 4Q (102.893536 sec): 3 clusters Score: Raw -37313.578267 + Penalty 1307.261800 = -36006.316467 nChanged 6 SP:Iteration 5Q (102.894513 sec): 3 clusters Score: Raw -37321.104627 + Penalty 1310.317913 = -36010.786715 nChanged 4 SP:Iteration 6Q (102.895480 sec): 3 clusters Score: Raw -37329.112796 + Penalty 1311.262652 = -36017.850143 nChanged 3 SP:Iteration 7Q (102.896438 sec): 3 clusters Score: Raw -37333.697454 + Penalty 1312.148393 = -36021.549061 nChanged 2 SP:Iteration 8Q (102.897394 sec): 3 clusters Score: Raw -37336.041411 + Penalty 1313.009874 = -36023.031537 nChanged 1 SP:Iteration 9Q (102.898323 sec): 3 clusters Score: Raw -37337.862836 + Penalty 1313.142394 = -36024.720443 nChanged 3 SP:Iteration 10F (102.899308 sec): 3 clusters Score: Raw -37341.491894 + Penalty 1312.608929 = -36028.882965 nChanged 3 SP:Iteration 11Q (102.900221 sec): 3 clusters Score: Raw -37347.164924 + Penalty 1313.858831 = -36033.306093 nChanged 2 SP:Iteration 12Q (102.901213 sec): 3 clusters Score: Raw -37350.674818 + Penalty 1319.313599 = -36031.361219 nChanged 4 SP:Iteration 13F (102.902225 sec): 3 clusters Score: Raw -37355.461520 + Penalty 1319.313599 = -36036.147921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.903276 sec): 2 clusters Score: Raw -3205.992808 + Penalty 235.859596 = -2970.133212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.903589 sec): 3 clusters Score: Raw -3336.263283 + Penalty 478.449558 = -2857.813725 nChanged 5 SP:Iteration 1F (102.903895 sec): 3 clusters Score: Raw -3348.635800 + Penalty 478.449558 = -2870.186242 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.908123 sec): 2 clusters Score: Raw -103487.342016 + Penalty 596.316393 = -102891.025623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.910391 sec): 3 clusters Score: Raw -102844.946062 + Penalty 1205.514825 = -101639.431237 nChanged 418 SP:Iteration 1F (102.912594 sec): 3 clusters Score: Raw -103112.832066 + Penalty 1227.626705 = -101885.205361 nChanged 168 SP:Iteration 2F (102.914781 sec): 3 clusters Score: Raw -103271.236368 + Penalty 1258.315497 = -102012.920872 nChanged 105 SP:Iteration 3F (102.916959 sec): 3 clusters Score: Raw -103374.074015 + Penalty 1283.787991 = -102090.286024 nChanged 67 SP:Iteration 4F (102.919174 sec): 3 clusters Score: Raw -103446.361289 + Penalty 1312.443198 = -102133.918092 nChanged 54 SP:Iteration 5Q (102.921346 sec): 3 clusters Score: Raw -103502.692907 + Penalty 1332.056002 = -102170.636904 nChanged 43 SP:Iteration 6Q (102.923525 sec): 3 clusters Score: Raw -103547.418206 + Penalty 1345.548152 = -102201.870054 nChanged 26 SP:Iteration 7Q (102.925611 sec): 3 clusters Score: Raw -103574.213032 + Penalty 1354.538708 = -102219.674325 nChanged 14 SP:Iteration 8Q (102.927652 sec): 3 clusters Score: Raw -103588.390530 + Penalty 1361.091562 = -102227.298967 nChanged 11 SP:Iteration 9Q (102.929646 sec): 3 clusters Score: Raw -103596.695588 + Penalty 1367.826273 = -102228.869315 nChanged 5 SP:Iteration 10F (102.931835 sec): 3 clusters Score: Raw -103598.357641 + Penalty 1367.667073 = -102230.690568 nChanged 1 SP:Iteration 11Q (102.933900 sec): 3 clusters Score: Raw -103598.776926 + Penalty 1364.765613 = -102234.011313 nChanged 2 SP:Iteration 12Q (102.936012 sec): 3 clusters Score: Raw -103599.991261 + Penalty 1363.526189 = -102236.465072 nChanged 2 SP:Iteration 13Q (102.938077 sec): 3 clusters Score: Raw -103602.875680 + Penalty 1362.051012 = -102240.824668 nChanged 2 SP:Iteration 14Q (102.940118 sec): 3 clusters Score: Raw -103604.679553 + Penalty 1362.673358 = -102242.006195 nChanged 1 SP:Iteration 15Q (102.942099 sec): 3 clusters Score: Raw -103605.405206 + Penalty 1364.081180 = -102241.324027 nChanged 1 SP:Iteration 16F (102.944267 sec): 3 clusters Score: Raw -103606.966952 + Penalty 1365.224450 = -102241.742502 nChanged 3 SP:Iteration 17Q (102.946241 sec): 3 clusters Score: Raw -103608.615612 + Penalty 1365.973197 = -102242.642415 nChanged 1 SP:Iteration 18Q (102.948217 sec): 3 clusters Score: Raw -103608.647826 + Penalty 1365.973197 = -102242.674629 nChanged 0 SP:Iteration 19F (102.950380 sec): 3 clusters Score: Raw -103608.647826 + Penalty 1365.973197 = -102242.674629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.951568 sec): 2 clusters Score: Raw -21821.817781 + Penalty 210.261020 = -21611.556762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.952257 sec): 3 clusters Score: Raw -21681.048171 + Penalty 421.682067 = -21259.366104 nChanged 74 SP:Iteration 1F (102.952944 sec): 3 clusters Score: Raw -21724.329980 + Penalty 420.249138 = -21304.080842 nChanged 40 SP:Iteration 2F (102.953618 sec): 3 clusters Score: Raw -21758.944587 + Penalty 421.329814 = -21337.614773 nChanged 19 SP:Iteration 3F (102.954292 sec): 3 clusters Score: Raw -21778.225698 + Penalty 430.401797 = -21347.823902 nChanged 12 SP:Iteration 4Q (102.954964 sec): 3 clusters Score: Raw -21803.157294 + Penalty 453.376533 = -21349.780761 nChanged 15 SP:Iteration 5F (102.955638 sec): 3 clusters Score: Raw -21816.409840 + Penalty 471.843852 = -21344.565988 nChanged 9 SP:Iteration 6F (102.956303 sec): 3 clusters Score: Raw -21823.830777 + Penalty 489.303264 = -21334.527512 nChanged 8 SP:Iteration 7F (102.956956 sec): 3 clusters Score: Raw -21832.671157 + Penalty 531.452018 = -21301.219139 nChanged 10 SP:Iteration 8F (102.957613 sec): 3 clusters Score: Raw -21844.987263 + Penalty 564.944306 = -21280.042956 nChanged 5 SP:Iteration 9F (102.958267 sec): 3 clusters Score: Raw -21852.956101 + Penalty 576.506314 = -21276.449786 nChanged 2 SP:Iteration 10F (102.958921 sec): 3 clusters Score: Raw -21854.003902 + Penalty 591.353593 = -21262.650309 nChanged 3 SP:Iteration 11F (102.959574 sec): 3 clusters Score: Raw -21858.614426 + Penalty 614.214039 = -21244.400387 nChanged 3 SP:Iteration 12F (102.960229 sec): 3 clusters Score: Raw -21862.102451 + Penalty 625.401726 = -21236.700725 nChanged 1 SP:Iteration 13F (102.960884 sec): 3 clusters Score: Raw -21863.158386 + Penalty 633.193549 = -21229.964837 nChanged 1 SP:Iteration 14F (102.961539 sec): 3 clusters Score: Raw -21864.812249 + Penalty 633.193549 = -21231.618700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 29 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.964714 sec): 2 clusters Score: Raw -52614.768206 + Penalty 528.797534 = -52085.970672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.965975 sec): 3 clusters Score: Raw -52302.501067 + Penalty 1059.538385 = -51242.962683 nChanged 197 SP:Iteration 1F (102.967277 sec): 3 clusters Score: Raw -52419.872807 + Penalty 1060.556836 = -51359.315971 nChanged 61 SP:Iteration 2F (102.968582 sec): 3 clusters Score: Raw -52469.256718 + Penalty 1062.039986 = -51407.216732 nChanged 33 SP:Iteration 3F (102.969881 sec): 3 clusters Score: Raw -52493.811076 + Penalty 1058.971632 = -51434.839444 nChanged 29 SP:Iteration 4Q (102.971107 sec): 3 clusters Score: Raw -52520.327233 + Penalty 1056.392740 = -51463.934493 nChanged 26 SP:Iteration 5Q (102.972328 sec): 3 clusters Score: Raw -52540.202408 + Penalty 1052.678216 = -51487.524192 nChanged 21 SP:Iteration 6Q (102.973543 sec): 3 clusters Score: Raw -52560.145273 + Penalty 1049.010830 = -51511.134443 nChanged 16 SP:Iteration 7Q (102.974782 sec): 3 clusters Score: Raw -52573.055288 + Penalty 1040.364919 = -51532.690369 nChanged 15 SP:Iteration 8Q (102.975987 sec): 3 clusters Score: Raw -52585.234066 + Penalty 1034.449486 = -51550.784580 nChanged 8 SP:Iteration 9Q (102.977182 sec): 3 clusters Score: Raw -52595.010221 + Penalty 1029.926125 = -51565.084096 nChanged 12 SP:Iteration 10F (102.978429 sec): 3 clusters Score: Raw -52604.954225 + Penalty 1026.555038 = -51578.399187 nChanged 6 SP:Iteration 11Q (102.979600 sec): 3 clusters Score: Raw -52612.205125 + Penalty 1025.998441 = -51586.206684 nChanged 5 SP:Iteration 12Q (102.980751 sec): 3 clusters Score: Raw -52615.707396 + Penalty 1025.640583 = -51590.066813 nChanged 3 SP:Iteration 13Q (102.981898 sec): 3 clusters Score: Raw -52617.573880 + Penalty 1024.653261 = -51592.920619 nChanged 5 SP:Iteration 14Q (102.983071 sec): 3 clusters Score: Raw -52621.202872 + Penalty 1027.723127 = -51593.479745 nChanged 2 SP:Iteration 15Q (102.984235 sec): 3 clusters Score: Raw -52624.345825 + Penalty 1029.810266 = -51594.535560 nChanged 2 SP:Iteration 16Q (102.985465 sec): 3 clusters Score: Raw -52626.012592 + Penalty 1030.311928 = -51595.700664 nChanged 2 SP:Iteration 17Q (102.986647 sec): 3 clusters Score: Raw -52627.742023 + Penalty 1030.835395 = -51596.906628 nChanged 1 SP:Iteration 18Q (102.987859 sec): 3 clusters Score: Raw -52628.531816 + Penalty 1029.756692 = -51598.775124 nChanged 1 SP:Iteration 19Q (102.989062 sec): 3 clusters Score: Raw -52629.093309 + Penalty 1029.756692 = -51599.336617 nChanged 0 SP:Iteration 20F (102.990353 sec): 3 clusters Score: Raw -52629.093309 + Penalty 1029.756692 = -51599.336617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.991315 sec): 2 clusters Score: Raw -7224.516921 + Penalty 199.289230 = -7025.227692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.991694 sec): 3 clusters Score: Raw -7256.176269 + Penalty 445.562520 = -6810.613749 nChanged 19 SP:Iteration 1F (102.992068 sec): 3 clusters Score: Raw -7302.307976 + Penalty 438.722966 = -6863.585010 nChanged 4 SP:Iteration 2Q (102.992427 sec): 3 clusters Score: Raw -7310.732696 + Penalty 435.384867 = -6875.347829 nChanged 3 SP:Iteration 3Q (102.992781 sec): 3 clusters Score: Raw -7319.591908 + Penalty 432.088949 = -6887.502960 nChanged 1 SP:Iteration 4Q (102.993128 sec): 3 clusters Score: Raw -7321.549252 + Penalty 432.088949 = -6889.460303 nChanged 0 SP:Iteration 5F (102.993500 sec): 3 clusters Score: Raw -7321.549252 + Penalty 432.088949 = -6889.460303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 33 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.996106 sec): 2 clusters Score: Raw -60729.805544 + Penalty 1018.648988 = -59711.156557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.997663 sec): 3 clusters Score: Raw -60529.973637 + Penalty 2038.871689 = -58491.101948 nChanged 177 SP:Iteration 1F (102.999192 sec): 3 clusters Score: Raw -60760.785137 + Penalty 2038.770536 = -58722.014601 nChanged 63 SP:Iteration 2F (103.000659 sec): 3 clusters Score: Raw -60844.799827 + Penalty 2038.333434 = -58806.466393 nChanged 36 SP:Iteration 3F (103.002162 sec): 3 clusters Score: Raw -60892.397934 + Penalty 2038.700827 = -58853.697106 nChanged 23 SP:Iteration 4Q (103.003638 sec): 3 clusters Score: Raw -60924.071436 + Penalty 2039.206087 = -58884.865350 nChanged 13 SP:Iteration 5Q (103.005102 sec): 3 clusters Score: Raw -60945.265047 + Penalty 2039.788421 = -58905.476626 nChanged 9 SP:Iteration 6Q (103.006518 sec): 3 clusters Score: Raw -60956.030171 + Penalty 2039.964157 = -58916.066014 nChanged 4 SP:Iteration 7Q (103.007912 sec): 3 clusters Score: Raw -60959.405118 + Penalty 2040.154701 = -58919.250417 nChanged 2 SP:Iteration 8Q (103.009310 sec): 3 clusters Score: Raw -60962.487273 + Penalty 2040.154701 = -58922.332572 nChanged 0 SP:Iteration 9F (103.010783 sec): 3 clusters Score: Raw -60962.487273 + Penalty 2040.154701 = -58922.332572 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (1004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.021681 sec): 2 clusters Score: Raw -98001.357351 + Penalty 1013.183307 = -96988.174044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.023699 sec): 3 clusters Score: Raw -97563.024083 + Penalty 2026.346662 = -95536.677421 nChanged 324 SP:Iteration 1F (103.025640 sec): 3 clusters Score: Raw -97755.682822 + Penalty 2026.411550 = -95729.271271 nChanged 59 SP:Iteration 2F (103.027607 sec): 3 clusters Score: Raw -97792.972815 + Penalty 2026.449607 = -95766.523208 nChanged 47 SP:Iteration 3Q (103.029548 sec): 3 clusters Score: Raw -97829.208288 + Penalty 2026.829750 = -95802.378537 nChanged 27 SP:Iteration 4Q (103.031490 sec): 3 clusters Score: Raw -97844.117876 + Penalty 2027.123104 = -95816.994772 nChanged 18 SP:Iteration 5Q (103.033496 sec): 3 clusters Score: Raw -97856.399593 + Penalty 2027.538210 = -95828.861383 nChanged 22 SP:Iteration 6Q (103.035521 sec): 3 clusters Score: Raw -97875.871396 + Penalty 2027.923859 = -95847.947536 nChanged 28 SP:Iteration 7Q (103.037622 sec): 3 clusters Score: Raw -97911.865686 + Penalty 2028.751451 = -95883.114235 nChanged 38 SP:Iteration 8Q (103.039714 sec): 3 clusters Score: Raw -97963.106202 + Penalty 2030.495074 = -95932.611128 nChanged 44 SP:Iteration 9Q (103.041690 sec): 3 clusters Score: Raw -98015.670595 + Penalty 2031.412831 = -95984.257764 nChanged 42 SP:Iteration 10F (103.043668 sec): 3 clusters Score: Raw -98061.088001 + Penalty 2032.257757 = -96028.830244 nChanged 29 SP:Iteration 11Q (103.045582 sec): 3 clusters Score: Raw -98091.517060 + Penalty 2032.302174 = -96059.214886 nChanged 29 SP:Iteration 12Q (103.047500 sec): 3 clusters Score: Raw -98126.345488 + Penalty 2032.087325 = -96094.258163 nChanged 22 SP:Iteration 13Q (103.049407 sec): 3 clusters Score: Raw -98149.552419 + Penalty 2032.151598 = -96117.400821 nChanged 15 SP:Iteration 14Q (103.051311 sec): 3 clusters Score: Raw -98162.341904 + Penalty 2032.593387 = -96129.748516 nChanged 10 SP:Iteration 15Q (103.053232 sec): 3 clusters Score: Raw -98168.131435 + Penalty 2032.682513 = -96135.448922 nChanged 5 SP:Iteration 16Q (103.055131 sec): 3 clusters Score: Raw -98171.177296 + Penalty 2032.643298 = -96138.533998 nChanged 3 SP:Iteration 17Q (103.057029 sec): 3 clusters Score: Raw -98173.237505 + Penalty 2032.683685 = -96140.553820 nChanged 3 SP:Iteration 18Q (103.058929 sec): 3 clusters Score: Raw -98174.115506 + Penalty 2032.639053 = -96141.476453 nChanged 2 SP:Iteration 19Q (103.060824 sec): 3 clusters Score: Raw -98176.288794 + Penalty 2032.462604 = -96143.826190 nChanged 6 SP:Iteration 20F (103.062754 sec): 3 clusters Score: Raw -98181.798394 + Penalty 2032.347457 = -96149.450936 nChanged 3 SP:Iteration 21Q (103.064653 sec): 3 clusters Score: Raw -98184.515974 + Penalty 2032.271183 = -96152.244791 nChanged 2 SP:Iteration 22Q (103.066549 sec): 3 clusters Score: Raw -98186.780007 + Penalty 2032.164854 = -96154.615153 nChanged 1 SP:Iteration 23Q (103.068641 sec): 3 clusters Score: Raw -98187.839370 + Penalty 2032.135850 = -96155.703520 nChanged 1 SP:Iteration 24Q (103.070705 sec): 3 clusters Score: Raw -98189.565968 + Penalty 2032.135850 = -96157.430117 nChanged 0 SP:Iteration 25F (103.072790 sec): 3 clusters Score: Raw -98189.565968 + Penalty 2032.135850 = -96157.430117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.074761 sec): 2 clusters Score: Raw -53194.973476 + Penalty 1018.394801 = -52176.578675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.075981 sec): 3 clusters Score: Raw -53094.452857 + Penalty 2036.693701 = -51057.759156 nChanged 115 SP:Iteration 1F (103.077208 sec): 3 clusters Score: Raw -53246.580187 + Penalty 2036.647099 = -51209.933088 nChanged 27 SP:Iteration 2F (103.078391 sec): 3 clusters Score: Raw -53296.730954 + Penalty 2036.770815 = -51259.960139 nChanged 15 SP:Iteration 3Q (103.079502 sec): 3 clusters Score: Raw -53332.817609 + Penalty 2036.810842 = -51296.006767 nChanged 15 SP:Iteration 4Q (103.080602 sec): 3 clusters Score: Raw -53358.004524 + Penalty 2036.797274 = -51321.207251 nChanged 7 SP:Iteration 5Q (103.081700 sec): 3 clusters Score: Raw -53366.909049 + Penalty 2036.922567 = -51329.986483 nChanged 2 SP:Iteration 6Q (103.082780 sec): 3 clusters Score: Raw -53369.085330 + Penalty 2036.925344 = -51332.159986 nChanged 1 SP:Iteration 7Q (103.083861 sec): 3 clusters Score: Raw -53370.296639 + Penalty 2036.930435 = -51333.366204 nChanged 2 SP:Iteration 8Q (103.084965 sec): 3 clusters Score: Raw -53374.058053 + Penalty 2036.932752 = -51337.125301 nChanged 1 SP:Iteration 9Q (103.086079 sec): 3 clusters Score: Raw -53375.203342 + Penalty 2036.932752 = -51338.270590 nChanged 2 SP:Iteration 10F (103.087215 sec): 3 clusters Score: Raw -53378.407599 + Penalty 2036.930435 = -51341.477164 nChanged 1 SP:Iteration 11Q (103.088314 sec): 3 clusters Score: Raw -53379.380603 + Penalty 2036.930435 = -51342.450168 nChanged 0 SP:Iteration 12F (103.089473 sec): 3 clusters Score: Raw -53379.380603 + Penalty 2036.930435 = -51342.450168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.092474 sec): 2 clusters Score: Raw -77898.901465 + Penalty 1058.697513 = -76840.203952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.094263 sec): 3 clusters Score: Raw -77588.245252 + Penalty 2116.571414 = -75471.673838 nChanged 236 SP:Iteration 1F (103.095939 sec): 3 clusters Score: Raw -77766.819810 + Penalty 2116.467950 = -75650.351861 nChanged 55 SP:Iteration 2F (103.097703 sec): 3 clusters Score: Raw -77817.854847 + Penalty 2116.558631 = -75701.296216 nChanged 35 SP:Iteration 3Q (103.099477 sec): 3 clusters Score: Raw -77850.608166 + Penalty 2116.508696 = -75734.099470 nChanged 22 SP:Iteration 4Q (103.101114 sec): 3 clusters Score: Raw -77876.733079 + Penalty 2116.580406 = -75760.152673 nChanged 14 SP:Iteration 5Q (103.102905 sec): 3 clusters Score: Raw -77889.999364 + Penalty 2116.553604 = -75773.445759 nChanged 15 SP:Iteration 6Q (103.104651 sec): 3 clusters Score: Raw -77900.830004 + Penalty 2116.442094 = -75784.387911 nChanged 8 SP:Iteration 7Q (103.106365 sec): 3 clusters Score: Raw -77909.991262 + Penalty 2116.290536 = -75793.700726 nChanged 8 SP:Iteration 8Q (103.108043 sec): 3 clusters Score: Raw -77922.654510 + Penalty 2116.071163 = -75806.583347 nChanged 10 SP:Iteration 9Q (103.109692 sec): 3 clusters Score: Raw -77931.949679 + Penalty 2115.929803 = -75816.019876 nChanged 8 SP:Iteration 10F (103.111354 sec): 3 clusters Score: Raw -77937.759706 + Penalty 2115.876241 = -75821.883465 nChanged 4 SP:Iteration 11Q (103.112974 sec): 3 clusters Score: Raw -77940.227883 + Penalty 2115.946750 = -75824.281132 nChanged 4 SP:Iteration 12Q (103.114585 sec): 3 clusters Score: Raw -77943.912337 + Penalty 2115.832643 = -75828.079694 nChanged 5 SP:Iteration 13Q (103.116197 sec): 3 clusters Score: Raw -77949.337221 + Penalty 2115.863902 = -75833.473319 nChanged 3 SP:Iteration 14Q (103.117864 sec): 3 clusters Score: Raw -77951.647737 + Penalty 2115.854832 = -75835.792905 nChanged 3 SP:Iteration 15Q (103.119528 sec): 3 clusters Score: Raw -77955.271153 + Penalty 2115.696082 = -75839.575072 nChanged 4 SP:Iteration 16Q (103.121170 sec): 3 clusters Score: Raw -77958.345307 + Penalty 2115.744578 = -75842.600729 nChanged 3 SP:Iteration 17Q (103.122808 sec): 3 clusters Score: Raw -77960.641473 + Penalty 2115.719636 = -75844.921837 nChanged 5 SP:Iteration 18Q (103.124442 sec): 3 clusters Score: Raw -77966.233384 + Penalty 2115.689580 = -75850.543804 nChanged 4 SP:Iteration 19Q (103.126081 sec): 3 clusters Score: Raw -77972.708626 + Penalty 2115.658471 = -75857.050155 nChanged 4 SP:Iteration 20F (103.127724 sec): 3 clusters Score: Raw -77976.906277 + Penalty 2115.653375 = -75861.252902 nChanged 6 SP:Iteration 21Q (103.129334 sec): 3 clusters Score: Raw -77981.065682 + Penalty 2115.805932 = -75865.259750 nChanged 5 SP:Iteration 22Q (103.130943 sec): 3 clusters Score: Raw -77986.402895 + Penalty 2115.864480 = -75870.538415 nChanged 5 SP:Iteration 23Q (103.132566 sec): 3 clusters Score: Raw -77992.360954 + Penalty 2115.724095 = -75876.636860 nChanged 4 SP:Iteration 24Q (103.134215 sec): 3 clusters Score: Raw -77995.549141 + Penalty 2115.630233 = -75879.918908 nChanged 2 SP:Iteration 25Q (103.135958 sec): 3 clusters Score: Raw -77997.384483 + Penalty 2115.611357 = -75881.773127 nChanged 1 SP:Iteration 26Q (103.137604 sec): 3 clusters Score: Raw -77998.831323 + Penalty 2115.532372 = -75883.298951 nChanged 3 SP:Iteration 27Q (103.139237 sec): 3 clusters Score: Raw -78000.966934 + Penalty 2115.520859 = -75885.446075 nChanged 3 SP:Iteration 28Q (103.140854 sec): 3 clusters Score: Raw -78003.570238 + Penalty 2115.579975 = -75887.990263 nChanged 1 SP:Iteration 29Q (103.142460 sec): 3 clusters Score: Raw -78003.883548 + Penalty 2115.617166 = -75888.266382 nChanged 1 SP:Iteration 30F (103.144117 sec): 3 clusters Score: Raw -78004.278398 + Penalty 2115.617166 = -75888.661231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 67 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.147254 sec): 2 clusters Score: Raw -66666.529316 + Penalty 861.842426 = -65804.686890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.148772 sec): 3 clusters Score: Raw -66359.419376 + Penalty 1731.963250 = -64627.456126 nChanged 200 SP:Iteration 1F (103.150253 sec): 3 clusters Score: Raw -66528.275446 + Penalty 1738.994830 = -64789.280616 nChanged 65 SP:Iteration 2F (103.151735 sec): 3 clusters Score: Raw -66588.492710 + Penalty 1745.429059 = -64843.063651 nChanged 35 SP:Iteration 3Q (103.153207 sec): 3 clusters Score: Raw -66633.818588 + Penalty 1750.368084 = -64883.450504 nChanged 22 SP:Iteration 4Q (103.154655 sec): 3 clusters Score: Raw -66658.418563 + Penalty 1751.824937 = -64906.593626 nChanged 11 SP:Iteration 5Q (103.156078 sec): 3 clusters Score: Raw -66671.429482 + Penalty 1753.538855 = -64917.890626 nChanged 9 SP:Iteration 6Q (103.157525 sec): 3 clusters Score: Raw -66679.977399 + Penalty 1756.579281 = -64923.398118 nChanged 8 SP:Iteration 7Q (103.158954 sec): 3 clusters Score: Raw -66687.969844 + Penalty 1755.314004 = -64932.655840 nChanged 7 SP:Iteration 8Q (103.160438 sec): 3 clusters Score: Raw -66699.711863 + Penalty 1756.487144 = -64943.224719 nChanged 5 SP:Iteration 9Q (103.161852 sec): 3 clusters Score: Raw -66708.470336 + Penalty 1757.152486 = -64951.317850 nChanged 6 SP:Iteration 10F (103.163338 sec): 3 clusters Score: Raw -66716.757976 + Penalty 1755.544676 = -64961.213300 nChanged 5 SP:Iteration 11Q (103.164727 sec): 3 clusters Score: Raw -66724.509851 + Penalty 1756.962127 = -64967.547724 nChanged 4 SP:Iteration 12Q (103.166111 sec): 3 clusters Score: Raw -66729.227234 + Penalty 1758.516679 = -64970.710556 nChanged 3 SP:Iteration 13Q (103.167498 sec): 3 clusters Score: Raw -66732.638427 + Penalty 1758.834464 = -64973.803963 nChanged 2 SP:Iteration 14Q (103.168968 sec): 3 clusters Score: Raw -66736.061397 + Penalty 1758.807462 = -64977.253934 nChanged 2 SP:Iteration 15Q (103.170415 sec): 3 clusters Score: Raw -66738.836840 + Penalty 1758.807462 = -64980.029377 nChanged 0 SP:Iteration 16F (103.171955 sec): 3 clusters Score: Raw -66738.836840 + Penalty 1758.807462 = -64980.029377 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 78 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.174645 sec): 2 clusters Score: Raw -73344.917822 + Penalty 822.189724 = -72522.728099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.176335 sec): 3 clusters Score: Raw -72961.474318 + Penalty 1643.467502 = -71318.006816 nChanged 251 SP:Iteration 1F (103.177972 sec): 3 clusters Score: Raw -73185.699651 + Penalty 1645.052456 = -71540.647195 nChanged 99 SP:Iteration 2F (103.179589 sec): 3 clusters Score: Raw -73290.684555 + Penalty 1647.578061 = -71643.106495 nChanged 41 SP:Iteration 3F (103.181174 sec): 3 clusters Score: Raw -73329.524297 + Penalty 1650.288159 = -71679.236138 nChanged 32 SP:Iteration 4Q (103.182750 sec): 3 clusters Score: Raw -73354.019360 + Penalty 1651.284867 = -71702.734493 nChanged 20 SP:Iteration 5Q (103.184322 sec): 3 clusters Score: Raw -73368.204832 + Penalty 1650.877921 = -71717.326911 nChanged 9 SP:Iteration 6Q (103.185944 sec): 3 clusters Score: Raw -73374.853794 + Penalty 1649.514197 = -71725.339596 nChanged 11 SP:Iteration 7Q (103.187537 sec): 3 clusters Score: Raw -73384.315330 + Penalty 1648.393174 = -71735.922156 nChanged 6 SP:Iteration 8Q (103.189126 sec): 3 clusters Score: Raw -73390.089359 + Penalty 1648.326546 = -71741.762813 nChanged 7 SP:Iteration 9Q (103.190695 sec): 3 clusters Score: Raw -73397.792612 + Penalty 1649.882910 = -71747.909702 nChanged 6 SP:Iteration 10F (103.192272 sec): 3 clusters Score: Raw -73402.900868 + Penalty 1650.197252 = -71752.703616 nChanged 1 SP:Iteration 11Q (103.193864 sec): 3 clusters Score: Raw -73403.466194 + Penalty 1651.910105 = -71751.556089 nChanged 1 SP:Iteration 12F (103.195591 sec): 3 clusters Score: Raw -73403.810611 + Penalty 1652.510805 = -71751.299806 nChanged 1 SP:Iteration 13F (103.197290 sec): 3 clusters Score: Raw -73405.005914 + Penalty 1653.088856 = -71751.917058 nChanged 2 SP:Iteration 14Q (103.198868 sec): 3 clusters Score: Raw -73407.321395 + Penalty 1653.088856 = -71754.232539 nChanged 0 SP:Iteration 15F (103.200568 sec): 3 clusters Score: Raw -73407.321395 + Penalty 1653.088856 = -71754.232539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.201854 sec): 2 clusters Score: Raw -23156.584980 + Penalty 518.027782 = -22638.557198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.202590 sec): 3 clusters Score: Raw -23063.994254 + Penalty 1034.716257 = -22029.277997 nChanged 62 SP:Iteration 1F (103.203312 sec): 3 clusters Score: Raw -23135.194750 + Penalty 1029.723226 = -22105.471524 nChanged 26 SP:Iteration 2F (103.204029 sec): 3 clusters Score: Raw -23179.411040 + Penalty 1028.756305 = -22150.654735 nChanged 12 SP:Iteration 3Q (103.204729 sec): 3 clusters Score: Raw -23206.010421 + Penalty 1034.442962 = -22171.567458 nChanged 10 SP:Iteration 4Q (103.205421 sec): 3 clusters Score: Raw -23216.401764 + Penalty 1038.885397 = -22177.516367 nChanged 2 SP:Iteration 5Q (103.206105 sec): 3 clusters Score: Raw -23221.167361 + Penalty 1038.885397 = -22182.281964 nChanged 0 SP:Iteration 6F (103.206794 sec): 3 clusters Score: Raw -23221.167361 + Penalty 1038.885397 = -22182.281964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.207343 sec): 2 clusters Score: Raw -2074.333251 + Penalty 131.969276 = -1942.363976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.207615 sec): 3 clusters Score: Raw -2127.796754 + Penalty 258.687860 = -1869.108894 nChanged 1 SP:Iteration 1Q (103.207873 sec): 3 clusters Score: Raw -2129.536249 + Penalty 256.683256 = -1872.852994 nChanged 1 SP:Iteration 2Q (103.208123 sec): 3 clusters Score: Raw -2131.524586 + Penalty 256.472276 = -1875.052310 nChanged 1 SP:Iteration 3Q (103.208373 sec): 3 clusters Score: Raw -2135.584297 + Penalty 256.472276 = -1879.112021 nChanged 0 SP:Iteration 4F (103.208630 sec): 3 clusters Score: Raw -2135.584297 + Penalty 256.472276 = -1879.112021 nChanged 0 Iteration 219Q (103.315334 sec): 18 clusters Score: Raw -2762695.658666 + Penalty 17604.361114 = -2745091.297552 nChanged 29 Iteration 220F (103.611322 sec): 18 clusters Score: Raw -2762764.107212 + Penalty 17652.273145 = -2745111.834068 nChanged 37 Iteration 221Q (103.702378 sec): 18 clusters Score: Raw -2762855.034272 + Penalty 17663.852056 = -2745191.182216 nChanged 38 Iteration 222Q (103.793904 sec): 18 clusters Score: Raw -2762870.218392 + Penalty 17668.930969 = -2745201.287423 nChanged 33 Iteration 223Q (103.885847 sec): 18 clusters Score: Raw -2762880.237469 + Penalty 17675.525765 = -2745204.711704 nChanged 32 Iteration 224Q (103.976943 sec): 18 clusters Score: Raw -2762891.603393 + Penalty 17679.773739 = -2745211.829654 nChanged 20 Iteration 225Q (104.067703 sec): 18 clusters Score: Raw -2762896.238442 + Penalty 17688.223872 = -2745208.014570 nChanged 18 Iteration 226F (104.364330 sec): 18 clusters Score: Raw -2762902.645571 + Penalty 17691.360735 = -2745211.284836 nChanged 17 Iteration 227Q (104.455824 sec): 18 clusters Score: Raw -2762908.892958 + Penalty 17691.584124 = -2745217.308834 nChanged 9 Iteration 228Q (104.547303 sec): 18 clusters Score: Raw -2762914.111291 + Penalty 17691.330551 = -2745222.780741 nChanged 8 Iteration 229Q (104.637981 sec): 18 clusters Score: Raw -2762915.844806 + Penalty 17692.402438 = -2745223.442368 nChanged 7 Iteration 230F (104.936265 sec): 18 clusters Score: Raw -2762920.326948 + Penalty 17696.360530 = -2745223.966418 nChanged 12 Iteration 231Q (105.024413 sec): 18 clusters Score: Raw -2762925.326138 + Penalty 17699.167223 = -2745226.158915 nChanged 13 Iteration 232Q (105.112505 sec): 18 clusters Score: Raw -2762929.543795 + Penalty 17698.716001 = -2745230.827795 nChanged 15 Iteration 233Q (105.200225 sec): 18 clusters Score: Raw -2762933.003348 + Penalty 17699.708652 = -2745233.294696 nChanged 5 Iteration 234Q (105.287697 sec): 18 clusters Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764 nChanged 0 Iteration 235F (105.581517 sec): 18 clusters Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762933.679416 + Penalty 17699.708652 = -2745233.970764Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 3 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.645282 sec): 2 clusters Score: Raw -1878.661373 + Penalty 32.175518 = -1846.485855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.645536 sec): 3 clusters Score: Raw -1881.837758 + Penalty 109.152350 = -1772.685408 nChanged 9 SP:Iteration 1F (105.645773 sec): 3 clusters Score: Raw -1902.900899 + Penalty 128.051769 = -1774.849129 nChanged 1 SP:Iteration 2Q (105.645990 sec): 3 clusters Score: Raw -1909.297302 + Penalty 128.051769 = -1781.245532 nChanged 0 SP:Iteration 3F (105.646212 sec): 3 clusters Score: Raw -1909.297302 + Penalty 128.051769 = -1781.245532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 10 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.654701 sec): 2 clusters Score: Raw -154176.390276 + Penalty 847.969631 = -153328.420645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.658212 sec): 3 clusters Score: Raw -153254.210502 + Penalty 1696.585023 = -151557.625479 nChanged 599 SP:Iteration 1F (105.661705 sec): 3 clusters Score: Raw -153582.531845 + Penalty 1696.345377 = -151886.186467 nChanged 207 SP:Iteration 2F (105.664895 sec): 3 clusters Score: Raw -153727.031577 + Penalty 1693.703941 = -152033.327635 nChanged 145 SP:Iteration 3F (105.668107 sec): 3 clusters Score: Raw -153821.640760 + Penalty 1689.408157 = -152132.232604 nChanged 117 SP:Iteration 4F (105.671354 sec): 3 clusters Score: Raw -153894.789436 + Penalty 1687.938803 = -152206.850633 nChanged 68 SP:Iteration 5Q (105.674644 sec): 3 clusters Score: Raw -153928.624476 + Penalty 1686.102105 = -152242.522372 nChanged 58 SP:Iteration 6Q (105.678072 sec): 3 clusters Score: Raw -153961.350247 + Penalty 1688.134221 = -152273.216026 nChanged 57 SP:Iteration 7Q (105.681338 sec): 3 clusters Score: Raw -153998.752875 + Penalty 1691.594288 = -152307.158587 nChanged 50 SP:Iteration 8Q (105.684534 sec): 3 clusters Score: Raw -154028.216124 + Penalty 1697.186780 = -152331.029344 nChanged 39 SP:Iteration 9Q (105.687655 sec): 3 clusters Score: Raw -154052.681143 + Penalty 1700.822764 = -152351.858380 nChanged 37 SP:Iteration 10F (105.691032 sec): 3 clusters Score: Raw -154078.096408 + Penalty 1708.419564 = -152369.676845 nChanged 41 SP:Iteration 11Q (105.694159 sec): 3 clusters Score: Raw -154111.253519 + Penalty 1718.768967 = -152392.484552 nChanged 43 SP:Iteration 12Q (105.697233 sec): 3 clusters Score: Raw -154147.994450 + Penalty 1730.041045 = -152417.953404 nChanged 32 SP:Iteration 13Q (105.700280 sec): 3 clusters Score: Raw -154181.289622 + Penalty 1752.221584 = -152429.068038 nChanged 34 SP:Iteration 14Q (105.703266 sec): 3 clusters Score: Raw -154220.546253 + Penalty 1764.959693 = -152455.586560 nChanged 25 SP:Iteration 15Q (105.706257 sec): 3 clusters Score: Raw -154247.974874 + Penalty 1779.316108 = -152468.658766 nChanged 17 SP:Iteration 16Q (105.709300 sec): 3 clusters Score: Raw -154272.014384 + Penalty 1793.639753 = -152478.374630 nChanged 10 SP:Iteration 17Q (105.712106 sec): 3 clusters Score: Raw -154286.826999 + Penalty 1796.104665 = -152490.722334 nChanged 2 SP:Iteration 18Q (105.715041 sec): 3 clusters Score: Raw -154288.864305 + Penalty 1796.104665 = -152492.759640 nChanged 0 SP:Iteration 19F (105.718109 sec): 3 clusters Score: Raw -154288.864305 + Penalty 1796.104665 = -152492.759640 nChanged 0 Memory request: 0.11 GB would take us to total of 0.41 GB. Trying to split cluster 15 (23611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.823640 sec): 2 clusters Score: Raw -1983457.507105 + Penalty 264.477382 = -1983193.029723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.871596 sec): 3 clusters Score: Raw -1967432.901187 + Penalty 736.377148 = -1966696.524038 nChanged 11521 SP:Iteration 1F (105.920824 sec): 3 clusters Score: Raw -1978528.261341 + Penalty 945.870388 = -1977582.390953 nChanged 2747 SP:Iteration 2F (105.970032 sec): 3 clusters Score: Raw -1981426.759355 + Penalty 1083.338453 = -1980343.420903 nChanged 1141 SP:Iteration 3Q (106.020533 sec): 3 clusters Score: Raw -1982539.323258 + Penalty 1173.710574 = -1981365.612685 nChanged 558 SP:Iteration 4Q (106.065301 sec): 3 clusters Score: Raw -1983052.379062 + Penalty 1216.567366 = -1981835.811696 nChanged 273 SP:Iteration 5Q (106.108371 sec): 3 clusters Score: Raw -1983296.880736 + Penalty 1245.730747 = -1982051.149990 nChanged 121 SP:Iteration 6Q (106.149692 sec): 3 clusters Score: Raw -1983412.830685 + Penalty 1295.406952 = -1982117.423733 nChanged 44 SP:Iteration 7Q (106.190559 sec): 3 clusters Score: Raw -1983457.556386 + Penalty 1369.856494 = -1982087.699892 nChanged 19 SP:Iteration 8F (106.240191 sec): 3 clusters Score: Raw -1983480.791276 + Penalty 1391.077813 = -1982089.713462 nChanged 7 SP:Iteration 9Q (106.280725 sec): 3 clusters Score: Raw -1983489.049156 + Penalty 1405.606474 = -1982083.442682 nChanged 4 SP:Iteration 10F (106.330279 sec): 3 clusters Score: Raw -1983495.481645 + Penalty 1434.518985 = -1982060.962660 nChanged 2 SP:Iteration 11F (106.380249 sec): 3 clusters Score: Raw -1983499.962360 + Penalty 1434.518985 = -1982065.443375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.394519 sec): 2 clusters Score: Raw -34883.838477 + Penalty 623.832194 = -34260.006284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.395528 sec): 3 clusters Score: Raw -34731.649905 + Penalty 1247.587265 = -33484.062641 nChanged 110 SP:Iteration 1F (106.396512 sec): 3 clusters Score: Raw -34830.736768 + Penalty 1247.786015 = -33582.950753 nChanged 27 SP:Iteration 2F (106.397575 sec): 3 clusters Score: Raw -34856.890209 + Penalty 1248.870117 = -33608.020092 nChanged 13 SP:Iteration 3Q (106.398546 sec): 3 clusters Score: Raw -34875.468793 + Penalty 1250.509882 = -33624.958911 nChanged 18 SP:Iteration 4Q (106.399511 sec): 3 clusters Score: Raw -34906.710950 + Penalty 1253.720090 = -33652.990859 nChanged 18 SP:Iteration 5Q (106.400466 sec): 3 clusters Score: Raw -34938.171158 + Penalty 1257.906732 = -33680.264426 nChanged 14 SP:Iteration 6Q (106.401411 sec): 3 clusters Score: Raw -34963.913750 + Penalty 1257.166481 = -33706.747270 nChanged 10 SP:Iteration 7Q (106.402345 sec): 3 clusters Score: Raw -35002.202739 + Penalty 1258.207073 = -33743.995666 nChanged 13 SP:Iteration 8Q (106.403273 sec): 3 clusters Score: Raw -35014.591128 + Penalty 1257.765920 = -33756.825208 nChanged 5 SP:Iteration 9Q (106.404189 sec): 3 clusters Score: Raw -35022.501095 + Penalty 1258.527917 = -33763.973179 nChanged 5 SP:Iteration 10F (106.405154 sec): 3 clusters Score: Raw -35025.196283 + Penalty 1257.891426 = -33767.304857 nChanged 1 SP:Iteration 11Q (106.406082 sec): 3 clusters Score: Raw -35026.018464 + Penalty 1257.644763 = -33768.373701 nChanged 1 SP:Iteration 12Q (106.406995 sec): 3 clusters Score: Raw -35027.258074 + Penalty 1257.386655 = -33769.871420 nChanged 1 SP:Iteration 13Q (106.407969 sec): 3 clusters Score: Raw -35027.498540 + Penalty 1257.386655 = -33770.111886 nChanged 0 SP:Iteration 14F (106.408979 sec): 3 clusters Score: Raw -35027.498540 + Penalty 1257.386655 = -33770.111886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.410022 sec): 2 clusters Score: Raw -3332.319633 + Penalty 256.964249 = -3075.355384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.410336 sec): 3 clusters Score: Raw -3454.415363 + Penalty 523.363293 = -2931.052070 nChanged 3 SP:Iteration 1F (106.410643 sec): 3 clusters Score: Raw -3460.901305 + Penalty 529.457834 = -2931.443471 nChanged 2 SP:Iteration 2Q (106.410934 sec): 3 clusters Score: Raw -3469.855138 + Penalty 536.246945 = -2933.608193 nChanged 1 SP:Iteration 3Q (106.411224 sec): 3 clusters Score: Raw -3479.394160 + Penalty 536.246945 = -2943.147215 nChanged 0 SP:Iteration 4F (106.411530 sec): 3 clusters Score: Raw -3479.394160 + Penalty 536.246945 = -2943.147215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.415663 sec): 2 clusters Score: Raw -101797.282677 + Penalty 591.475935 = -101205.806742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.417988 sec): 3 clusters Score: Raw -101166.142221 + Penalty 1181.192948 = -99984.949273 nChanged 419 SP:Iteration 1F (106.420277 sec): 3 clusters Score: Raw -101408.000635 + Penalty 1186.801092 = -100221.199543 nChanged 155 SP:Iteration 2F (106.422545 sec): 3 clusters Score: Raw -101555.310646 + Penalty 1196.559048 = -100358.751598 nChanged 117 SP:Iteration 3F (106.424849 sec): 3 clusters Score: Raw -101648.240598 + Penalty 1205.908034 = -100442.332564 nChanged 81 SP:Iteration 4F (106.427157 sec): 3 clusters Score: Raw -101704.673110 + Penalty 1212.616046 = -100492.057065 nChanged 46 SP:Iteration 5Q (106.429515 sec): 3 clusters Score: Raw -101735.982212 + Penalty 1215.976955 = -100520.005256 nChanged 26 SP:Iteration 6Q (106.431819 sec): 3 clusters Score: Raw -101748.369343 + Penalty 1217.130148 = -100531.239195 nChanged 11 SP:Iteration 7Q (106.434089 sec): 3 clusters Score: Raw -101751.157246 + Penalty 1218.740998 = -100532.416248 nChanged 7 SP:Iteration 8Q (106.436304 sec): 3 clusters Score: Raw -101753.430670 + Penalty 1219.445808 = -100533.984862 nChanged 7 SP:Iteration 9Q (106.438516 sec): 3 clusters Score: Raw -101755.695182 + Penalty 1219.328663 = -100536.366519 nChanged 3 SP:Iteration 10F (106.440740 sec): 3 clusters Score: Raw -101756.333049 + Penalty 1219.457869 = -100536.875180 nChanged 3 SP:Iteration 11Q (106.443188 sec): 3 clusters Score: Raw -101757.048264 + Penalty 1219.077853 = -100537.970411 nChanged 2 SP:Iteration 12Q (106.445593 sec): 3 clusters Score: Raw -101757.791313 + Penalty 1218.265969 = -100539.525345 nChanged 2 SP:Iteration 13Q (106.447907 sec): 3 clusters Score: Raw -101758.226012 + Penalty 1218.255663 = -100539.970349 nChanged 1 SP:Iteration 14Q (106.450128 sec): 3 clusters Score: Raw -101758.539336 + Penalty 1217.747563 = -100540.791773 nChanged 1 SP:Iteration 15Q (106.452344 sec): 3 clusters Score: Raw -101758.770159 + Penalty 1217.747563 = -100541.022595 nChanged 0 SP:Iteration 16F (106.454571 sec): 3 clusters Score: Raw -101758.770159 + Penalty 1217.747563 = -100541.022595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 26 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.455747 sec): 2 clusters Score: Raw -21660.020680 + Penalty 207.100941 = -21452.919739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.456426 sec): 3 clusters Score: Raw -21526.662843 + Penalty 423.376032 = -21103.286811 nChanged 95 SP:Iteration 1F (106.457122 sec): 3 clusters Score: Raw -21639.397723 + Penalty 436.306276 = -21203.091446 nChanged 25 SP:Iteration 2F (106.457803 sec): 3 clusters Score: Raw -21667.134726 + Penalty 451.631948 = -21215.502778 nChanged 15 SP:Iteration 3F (106.458482 sec): 3 clusters Score: Raw -21689.114031 + Penalty 458.884344 = -21230.229687 nChanged 5 SP:Iteration 4Q (106.459125 sec): 3 clusters Score: Raw -21693.941536 + Penalty 464.172074 = -21229.769462 nChanged 3 SP:Iteration 5F (106.459798 sec): 3 clusters Score: Raw -21696.929519 + Penalty 470.663783 = -21226.265736 nChanged 4 SP:Iteration 6F (106.460449 sec): 3 clusters Score: Raw -21702.496786 + Penalty 474.258983 = -21228.237803 nChanged 2 SP:Iteration 7Q (106.461054 sec): 3 clusters Score: Raw -21704.350672 + Penalty 475.069129 = -21229.281543 nChanged 1 SP:Iteration 8Q (106.461657 sec): 3 clusters Score: Raw -21704.932022 + Penalty 474.959833 = -21229.972188 nChanged 1 SP:Iteration 9Q (106.462262 sec): 3 clusters Score: Raw -21705.132216 + Penalty 474.959833 = -21230.172382 nChanged 0 SP:Iteration 10F (106.462911 sec): 3 clusters Score: Raw -21705.132216 + Penalty 474.959833 = -21230.172382 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 29 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.465351 sec): 2 clusters Score: Raw -61409.051804 + Penalty 555.330302 = -60853.721502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.466834 sec): 3 clusters Score: Raw -61060.208086 + Penalty 1112.105513 = -59948.102573 nChanged 203 SP:Iteration 1F (106.468284 sec): 3 clusters Score: Raw -61194.791474 + Penalty 1112.720519 = -60082.070955 nChanged 66 SP:Iteration 2F (106.469744 sec): 3 clusters Score: Raw -61237.336669 + Penalty 1111.628631 = -60125.708038 nChanged 28 SP:Iteration 3Q (106.471182 sec): 3 clusters Score: Raw -61252.565389 + Penalty 1109.075870 = -60143.489519 nChanged 18 SP:Iteration 4Q (106.472649 sec): 3 clusters Score: Raw -61263.323776 + Penalty 1106.591201 = -60156.732575 nChanged 17 SP:Iteration 5Q (106.474084 sec): 3 clusters Score: Raw -61281.463261 + Penalty 1103.867514 = -60177.595747 nChanged 23 SP:Iteration 6Q (106.475609 sec): 3 clusters Score: Raw -61306.688694 + Penalty 1101.528274 = -60205.160420 nChanged 15 SP:Iteration 7Q (106.477167 sec): 3 clusters Score: Raw -61320.873655 + Penalty 1100.622151 = -60220.251504 nChanged 12 SP:Iteration 8Q (106.478668 sec): 3 clusters Score: Raw -61328.043379 + Penalty 1100.985322 = -60227.058057 nChanged 8 SP:Iteration 9Q (106.480164 sec): 3 clusters Score: Raw -61335.469723 + Penalty 1101.719045 = -60233.750678 nChanged 18 SP:Iteration 10F (106.481700 sec): 3 clusters Score: Raw -61350.381530 + Penalty 1098.922135 = -60251.459396 nChanged 15 SP:Iteration 11Q (106.483228 sec): 3 clusters Score: Raw -61361.971694 + Penalty 1098.055918 = -60263.915776 nChanged 10 SP:Iteration 12Q (106.484652 sec): 3 clusters Score: Raw -61368.786418 + Penalty 1097.090444 = -60271.695975 nChanged 9 SP:Iteration 13Q (106.486042 sec): 3 clusters Score: Raw -61378.990907 + Penalty 1093.395779 = -60285.595128 nChanged 10 SP:Iteration 14Q (106.487427 sec): 3 clusters Score: Raw -61388.299060 + Penalty 1092.430276 = -60295.868784 nChanged 8 SP:Iteration 15Q (106.488776 sec): 3 clusters Score: Raw -61394.909811 + Penalty 1096.036855 = -60298.872956 nChanged 7 SP:Iteration 16Q (106.490119 sec): 3 clusters Score: Raw -61401.618531 + Penalty 1097.484684 = -60304.133848 nChanged 6 SP:Iteration 17Q (106.491501 sec): 3 clusters Score: Raw -61405.067348 + Penalty 1094.765999 = -60310.301349 nChanged 3 SP:Iteration 18Q (106.492902 sec): 3 clusters Score: Raw -61408.070254 + Penalty 1094.280008 = -60313.790246 nChanged 2 SP:Iteration 19Q (106.494300 sec): 3 clusters Score: Raw -61408.372378 + Penalty 1094.280008 = -60314.092371 nChanged 0 SP:Iteration 20F (106.495780 sec): 3 clusters Score: Raw -61408.372378 + Penalty 1094.280008 = -60314.092371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 31 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.496745 sec): 2 clusters Score: Raw -7224.516921 + Penalty 199.289230 = -7025.227692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.497125 sec): 3 clusters Score: Raw -7243.573311 + Penalty 401.247166 = -6842.326145 nChanged 15 SP:Iteration 1F (106.497498 sec): 3 clusters Score: Raw -7265.716138 + Penalty 402.508123 = -6863.208014 nChanged 1 SP:Iteration 2Q (106.497865 sec): 3 clusters Score: Raw -7268.683130 + Penalty 403.453930 = -6865.229200 nChanged 1 SP:Iteration 3Q (106.498229 sec): 3 clusters Score: Raw -7269.024245 + Penalty 403.453930 = -6865.570315 nChanged 0 SP:Iteration 4F (106.498616 sec): 3 clusters Score: Raw -7269.024245 + Penalty 403.453930 = -6865.570315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 33 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.501081 sec): 2 clusters Score: Raw -59663.556733 + Penalty 1018.356817 = -58645.199916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.502632 sec): 3 clusters Score: Raw -59455.776494 + Penalty 2036.507099 = -57419.269395 nChanged 200 SP:Iteration 1F (106.504118 sec): 3 clusters Score: Raw -59653.635537 + Penalty 2036.308253 = -57617.327284 nChanged 42 SP:Iteration 2F (106.505621 sec): 3 clusters Score: Raw -59694.098582 + Penalty 2036.103736 = -57657.994846 nChanged 17 SP:Iteration 3Q (106.507089 sec): 3 clusters Score: Raw -59713.072938 + Penalty 2035.959491 = -57677.113447 nChanged 13 SP:Iteration 4Q (106.508666 sec): 3 clusters Score: Raw -59726.961186 + Penalty 2035.972125 = -57690.989061 nChanged 10 SP:Iteration 5Q (106.510211 sec): 3 clusters Score: Raw -59745.093958 + Penalty 2036.139944 = -57708.954014 nChanged 13 SP:Iteration 6Q (106.511744 sec): 3 clusters Score: Raw -59766.168653 + Penalty 2036.295568 = -57729.873085 nChanged 14 SP:Iteration 7Q (106.513203 sec): 3 clusters Score: Raw -59791.737547 + Penalty 2036.348153 = -57755.389395 nChanged 11 SP:Iteration 8Q (106.514639 sec): 3 clusters Score: Raw -59804.307535 + Penalty 2036.379104 = -57767.928432 nChanged 8 SP:Iteration 9Q (106.516061 sec): 3 clusters Score: Raw -59812.825117 + Penalty 2036.385723 = -57776.439393 nChanged 2 SP:Iteration 10F (106.517583 sec): 3 clusters Score: Raw -59813.934593 + Penalty 2036.353275 = -57777.581318 nChanged 4 SP:Iteration 11Q (106.519107 sec): 3 clusters Score: Raw -59817.865678 + Penalty 2036.631485 = -57781.234193 nChanged 7 SP:Iteration 12Q (106.520552 sec): 3 clusters Score: Raw -59827.085534 + Penalty 2036.490481 = -57790.595054 nChanged 12 SP:Iteration 13Q (106.522001 sec): 3 clusters Score: Raw -59844.723759 + Penalty 2036.573515 = -57808.150244 nChanged 9 SP:Iteration 14Q (106.523489 sec): 3 clusters Score: Raw -59858.961609 + Penalty 2036.730292 = -57822.231317 nChanged 10 SP:Iteration 15Q (106.524947 sec): 3 clusters Score: Raw -59869.690706 + Penalty 2036.732157 = -57832.958549 nChanged 8 SP:Iteration 16Q (106.526466 sec): 3 clusters Score: Raw -59885.191171 + Penalty 2036.574495 = -57848.616676 nChanged 6 SP:Iteration 17Q (106.527905 sec): 3 clusters Score: Raw -59893.309386 + Penalty 2036.365578 = -57856.943808 nChanged 6 SP:Iteration 18Q (106.529343 sec): 3 clusters Score: Raw -59898.861089 + Penalty 2036.343703 = -57862.517386 nChanged 1 SP:Iteration 19Q (106.530776 sec): 3 clusters Score: Raw -59899.279953 + Penalty 2036.343703 = -57862.936250 nChanged 0 SP:Iteration 20F (106.532283 sec): 3 clusters Score: Raw -59899.279953 + Penalty 2036.343703 = -57862.936250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 35 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.542956 sec): 2 clusters Score: Raw -97432.838581 + Penalty 1012.724938 = -96420.113643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.545092 sec): 3 clusters Score: Raw -97017.441960 + Penalty 2025.255061 = -94992.186899 nChanged 324 SP:Iteration 1F (106.547115 sec): 3 clusters Score: Raw -97264.742732 + Penalty 2025.188699 = -95239.554033 nChanged 72 SP:Iteration 2F (106.549262 sec): 3 clusters Score: Raw -97321.712825 + Penalty 2024.950531 = -95296.762293 nChanged 38 SP:Iteration 3Q (106.551273 sec): 3 clusters Score: Raw -97350.057950 + Penalty 2024.825835 = -95325.232115 nChanged 33 SP:Iteration 4Q (106.553290 sec): 3 clusters Score: Raw -97383.110042 + Penalty 2024.860680 = -95358.249362 nChanged 31 SP:Iteration 5Q (106.555296 sec): 3 clusters Score: Raw -97410.118500 + Penalty 2025.331638 = -95384.786862 nChanged 33 SP:Iteration 6Q (106.557301 sec): 3 clusters Score: Raw -97435.798479 + Penalty 2026.168227 = -95409.630253 nChanged 28 SP:Iteration 7Q (106.559323 sec): 3 clusters Score: Raw -97458.323874 + Penalty 2026.546286 = -95431.777588 nChanged 23 SP:Iteration 8Q (106.561327 sec): 3 clusters Score: Raw -97477.399794 + Penalty 2026.825128 = -95450.574667 nChanged 18 SP:Iteration 9Q (106.563339 sec): 3 clusters Score: Raw -97488.703994 + Penalty 2027.467751 = -95461.236243 nChanged 17 SP:Iteration 10F (106.565372 sec): 3 clusters Score: Raw -97501.340643 + Penalty 2028.901889 = -95472.438753 nChanged 21 SP:Iteration 11Q (106.567385 sec): 3 clusters Score: Raw -97518.320157 + Penalty 2029.311026 = -95489.009132 nChanged 16 SP:Iteration 12Q (106.569399 sec): 3 clusters Score: Raw -97527.593532 + Penalty 2029.617977 = -95497.975555 nChanged 7 SP:Iteration 13Q (106.571412 sec): 3 clusters Score: Raw -97530.972893 + Penalty 2029.963784 = -95501.009109 nChanged 5 SP:Iteration 14Q (106.573430 sec): 3 clusters Score: Raw -97535.147556 + Penalty 2029.988865 = -95505.158691 nChanged 8 SP:Iteration 15Q (106.575643 sec): 3 clusters Score: Raw -97542.762463 + Penalty 2030.698687 = -95512.063776 nChanged 5 SP:Iteration 16Q (106.577817 sec): 3 clusters Score: Raw -97547.375333 + Penalty 2030.885287 = -95516.490046 nChanged 5 SP:Iteration 17Q (106.579909 sec): 3 clusters Score: Raw -97551.865858 + Penalty 2031.212433 = -95520.653425 nChanged 2 SP:Iteration 18Q (106.581960 sec): 3 clusters Score: Raw -97552.744368 + Penalty 2031.361818 = -95521.382550 nChanged 3 SP:Iteration 19Q (106.584033 sec): 3 clusters Score: Raw -97555.033023 + Penalty 2031.361818 = -95523.671205 nChanged 0 SP:Iteration 20F (106.586120 sec): 3 clusters Score: Raw -97555.033023 + Penalty 2031.361818 = -95523.671205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.589015 sec): 2 clusters Score: Raw -53104.435922 + Penalty 1018.086884 = -52086.349038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.590257 sec): 3 clusters Score: Raw -53014.334484 + Penalty 2036.187722 = -50978.146763 nChanged 123 SP:Iteration 1F (106.591471 sec): 3 clusters Score: Raw -53165.839187 + Penalty 2036.193757 = -51129.645430 nChanged 23 SP:Iteration 2Q (106.592642 sec): 3 clusters Score: Raw -53202.502349 + Penalty 2036.206539 = -51166.295810 nChanged 13 SP:Iteration 3Q (106.593896 sec): 3 clusters Score: Raw -53223.103476 + Penalty 2036.204015 = -51186.899461 nChanged 12 SP:Iteration 4Q (106.595079 sec): 3 clusters Score: Raw -53234.527486 + Penalty 2036.179185 = -51198.348301 nChanged 5 SP:Iteration 5Q (106.596228 sec): 3 clusters Score: Raw -53244.309340 + Penalty 2036.156817 = -51208.152524 nChanged 3 SP:Iteration 6Q (106.597376 sec): 3 clusters Score: Raw -53247.466783 + Penalty 2036.159233 = -51211.307549 nChanged 1 SP:Iteration 7Q (106.598591 sec): 3 clusters Score: Raw -53250.227838 + Penalty 2036.156817 = -51214.071021 nChanged 3 SP:Iteration 8Q (106.599771 sec): 3 clusters Score: Raw -53254.179708 + Penalty 2036.154255 = -51218.025453 nChanged 1 SP:Iteration 9Q (106.600915 sec): 3 clusters Score: Raw -53256.133224 + Penalty 2036.154255 = -51219.978969 nChanged 0 SP:Iteration 10F (106.602099 sec): 3 clusters Score: Raw -53256.133224 + Penalty 2036.154255 = -51219.978969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 64 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.605441 sec): 2 clusters Score: Raw -77346.052916 + Penalty 1057.859177 = -76288.193739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.607244 sec): 3 clusters Score: Raw -77065.317361 + Penalty 2115.632892 = -74949.684468 nChanged 240 SP:Iteration 1F (106.609104 sec): 3 clusters Score: Raw -77280.327672 + Penalty 2115.671051 = -75164.656621 nChanged 54 SP:Iteration 2F (106.610942 sec): 3 clusters Score: Raw -77332.508286 + Penalty 2115.617760 = -75216.890526 nChanged 29 SP:Iteration 3Q (106.612707 sec): 3 clusters Score: Raw -77371.546479 + Penalty 2115.509789 = -75256.036690 nChanged 15 SP:Iteration 4Q (106.614401 sec): 3 clusters Score: Raw -77389.237188 + Penalty 2115.641263 = -75273.595925 nChanged 13 SP:Iteration 5Q (106.616086 sec): 3 clusters Score: Raw -77406.143253 + Penalty 2115.870303 = -75290.272951 nChanged 12 SP:Iteration 6Q (106.617767 sec): 3 clusters Score: Raw -77415.026822 + Penalty 2116.009068 = -75299.017754 nChanged 10 SP:Iteration 7Q (106.619550 sec): 3 clusters Score: Raw -77423.870639 + Penalty 2115.791825 = -75308.078814 nChanged 8 SP:Iteration 8Q (106.621365 sec): 3 clusters Score: Raw -77429.848888 + Penalty 2115.839945 = -75314.008943 nChanged 3 SP:Iteration 9Q (106.623077 sec): 3 clusters Score: Raw -77432.731975 + Penalty 2116.121486 = -75316.610489 nChanged 3 SP:Iteration 10F (106.624848 sec): 3 clusters Score: Raw -77435.796010 + Penalty 2116.383668 = -75319.412342 nChanged 1 SP:Iteration 11Q (106.626650 sec): 3 clusters Score: Raw -77436.664923 + Penalty 2116.383668 = -75320.281256 nChanged 0 SP:Iteration 12F (106.628409 sec): 3 clusters Score: Raw -77436.664923 + Penalty 2116.383668 = -75320.281256 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 67 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.631528 sec): 2 clusters Score: Raw -65172.183719 + Penalty 863.246727 = -64308.936991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.633120 sec): 3 clusters Score: Raw -64852.881067 + Penalty 1727.236400 = -63125.644667 nChanged 186 SP:Iteration 1F (106.634649 sec): 3 clusters Score: Raw -64982.335852 + Penalty 1728.080107 = -63254.255744 nChanged 59 SP:Iteration 2F (106.636176 sec): 3 clusters Score: Raw -65034.213720 + Penalty 1729.003935 = -63305.209785 nChanged 48 SP:Iteration 3F (106.637728 sec): 3 clusters Score: Raw -65089.352442 + Penalty 1730.363351 = -63358.989091 nChanged 44 SP:Iteration 4F (106.639255 sec): 3 clusters Score: Raw -65131.180140 + Penalty 1731.322430 = -63399.857710 nChanged 35 SP:Iteration 5Q (106.640790 sec): 3 clusters Score: Raw -65175.335608 + Penalty 1732.864544 = -63442.471064 nChanged 23 SP:Iteration 6Q (106.642400 sec): 3 clusters Score: Raw -65204.551249 + Penalty 1733.353492 = -63471.197757 nChanged 19 SP:Iteration 7Q (106.644019 sec): 3 clusters Score: Raw -65223.924708 + Penalty 1733.809991 = -63490.114717 nChanged 9 SP:Iteration 8Q (106.645599 sec): 3 clusters Score: Raw -65233.841684 + Penalty 1734.176953 = -63499.664730 nChanged 6 SP:Iteration 9Q (106.647076 sec): 3 clusters Score: Raw -65239.719201 + Penalty 1734.796979 = -63504.922222 nChanged 4 SP:Iteration 10F (106.648583 sec): 3 clusters Score: Raw -65245.285165 + Penalty 1734.770645 = -63510.514520 nChanged 2 SP:Iteration 11Q (106.650074 sec): 3 clusters Score: Raw -65247.720934 + Penalty 1734.744865 = -63512.976069 nChanged 2 SP:Iteration 12Q (106.651582 sec): 3 clusters Score: Raw -65249.473807 + Penalty 1734.703070 = -63514.770737 nChanged 2 SP:Iteration 13Q (106.653075 sec): 3 clusters Score: Raw -65251.596519 + Penalty 1734.700472 = -63516.896047 nChanged 1 SP:Iteration 14Q (106.654549 sec): 3 clusters Score: Raw -65252.224334 + Penalty 1734.512301 = -63517.712033 nChanged 3 SP:Iteration 15Q (106.656012 sec): 3 clusters Score: Raw -65254.175307 + Penalty 1734.512301 = -63519.663006 nChanged 0 SP:Iteration 16F (106.657520 sec): 3 clusters Score: Raw -65254.175307 + Penalty 1734.512301 = -63519.663006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 78 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.660308 sec): 2 clusters Score: Raw -73791.860181 + Penalty 822.476020 = -72969.384161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.662051 sec): 3 clusters Score: Raw -73391.827702 + Penalty 1646.331662 = -71745.496040 nChanged 246 SP:Iteration 1F (106.663782 sec): 3 clusters Score: Raw -73553.507604 + Penalty 1647.883728 = -71905.623877 nChanged 90 SP:Iteration 2F (106.665469 sec): 3 clusters Score: Raw -73626.796453 + Penalty 1649.998123 = -71976.798330 nChanged 50 SP:Iteration 3F (106.667163 sec): 3 clusters Score: Raw -73662.088209 + Penalty 1651.384669 = -72010.703541 nChanged 35 SP:Iteration 4Q (106.668861 sec): 3 clusters Score: Raw -73695.451297 + Penalty 1655.523789 = -72039.927508 nChanged 37 SP:Iteration 5Q (106.670563 sec): 3 clusters Score: Raw -73729.631309 + Penalty 1662.698171 = -72066.933139 nChanged 34 SP:Iteration 6Q (106.672267 sec): 3 clusters Score: Raw -73758.113020 + Penalty 1668.910621 = -72089.202399 nChanged 32 SP:Iteration 7Q (106.674014 sec): 3 clusters Score: Raw -73781.491517 + Penalty 1676.095354 = -72105.396163 nChanged 22 SP:Iteration 8Q (106.675877 sec): 3 clusters Score: Raw -73800.982114 + Penalty 1683.563508 = -72117.418606 nChanged 19 SP:Iteration 9Q (106.677819 sec): 3 clusters Score: Raw -73819.086300 + Penalty 1688.429425 = -72130.656874 nChanged 17 SP:Iteration 10F (106.679714 sec): 3 clusters Score: Raw -73833.489197 + Penalty 1692.336161 = -72141.153035 nChanged 6 SP:Iteration 11Q (106.681492 sec): 3 clusters Score: Raw -73844.521528 + Penalty 1696.023315 = -72148.498213 nChanged 7 SP:Iteration 12Q (106.683204 sec): 3 clusters Score: Raw -73850.737432 + Penalty 1696.613390 = -72154.124043 nChanged 5 SP:Iteration 13Q (106.684866 sec): 3 clusters Score: Raw -73857.023028 + Penalty 1701.583947 = -72155.439081 nChanged 5 SP:Iteration 14Q (106.686509 sec): 3 clusters Score: Raw -73861.660523 + Penalty 1703.681045 = -72157.979479 nChanged 3 SP:Iteration 15Q (106.688124 sec): 3 clusters Score: Raw -73864.493630 + Penalty 1705.679189 = -72158.814441 nChanged 3 SP:Iteration 16Q (106.689783 sec): 3 clusters Score: Raw -73867.013987 + Penalty 1708.310786 = -72158.703200 nChanged 2 SP:Iteration 17F (106.691685 sec): 3 clusters Score: Raw -73868.309981 + Penalty 1708.310786 = -72159.999195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.693138 sec): 2 clusters Score: Raw -26494.287234 + Penalty 538.051376 = -25956.235858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.693976 sec): 3 clusters Score: Raw -26387.646748 + Penalty 1074.868971 = -25312.777777 nChanged 72 SP:Iteration 1F (106.694803 sec): 3 clusters Score: Raw -26480.696904 + Penalty 1070.670889 = -25410.026015 nChanged 32 SP:Iteration 2F (106.695638 sec): 3 clusters Score: Raw -26521.610557 + Penalty 1068.579193 = -25453.031364 nChanged 19 SP:Iteration 3F (106.696440 sec): 3 clusters Score: Raw -26555.341243 + Penalty 1073.570066 = -25481.771177 nChanged 12 SP:Iteration 4Q (106.697219 sec): 3 clusters Score: Raw -26582.309753 + Penalty 1077.017321 = -25505.292432 nChanged 6 SP:Iteration 5Q (106.697992 sec): 3 clusters Score: Raw -26588.425378 + Penalty 1079.926016 = -25508.499362 nChanged 5 SP:Iteration 6Q (106.698772 sec): 3 clusters Score: Raw -26592.843609 + Penalty 1081.892829 = -25510.950780 nChanged 4 SP:Iteration 7Q (106.699532 sec): 3 clusters Score: Raw -26598.824654 + Penalty 1080.203718 = -25518.620935 nChanged 4 SP:Iteration 8Q (106.700310 sec): 3 clusters Score: Raw -26609.578013 + Penalty 1080.244703 = -25529.333310 nChanged 2 SP:Iteration 9Q (106.701067 sec): 3 clusters Score: Raw -26612.341485 + Penalty 1080.244703 = -25532.096782 nChanged 0 SP:Iteration 10F (106.701855 sec): 3 clusters Score: Raw -26612.341485 + Penalty 1080.244703 = -25532.096782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.702414 sec): 2 clusters Score: Raw -2074.333251 + Penalty 131.969276 = -1942.363976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.702695 sec): 3 clusters Score: Raw -2126.863481 + Penalty 263.151183 = -1863.712298 nChanged 2 SP:Iteration 1F (106.702967 sec): 3 clusters Score: Raw -2135.938726 + Penalty 263.151183 = -1872.787543 nChanged 0 Time taken for this iteration:105.787892 seconds. 300->18 Clusters: Score -2745233.970764, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =452.293169 ms) Total iterations: 1950 (time per iteration =54.739071 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5847806875.000000 (time per metric unit =18.253200ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146195171875.000000 (time per metric unit=730.127997ps) That took 106.741188 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 18 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.30 and 0.46 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 33196 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 33196 points ------ Starting initial clusters from distinct float masks Not enough masks (251) to generate starting clusters (300), so starting with (252) clusters instead. Assigned 252 initial classes from 251 unique masks. Deleting Class 59 (4 points): Lose 15.184742 but Gain 1593.506411 Iteration 0F (4.873911 sec): 251 clusters Score: Raw -2704741.424390 + Penalty 279483.923898 = -2425257.500493 nChanged 13887 Deleting Class 117 (5 points): Lose 31.209591 but Gain 1566.308332 Iteration 1F (8.624992 sec): 243 clusters Score: Raw -2740993.622829 + Penalty 261090.375860 = -2479903.246969 nChanged 5213 Deleting Class 197 (6 points): Lose 30.404618 but Gain 1557.854721 Iteration 2F (12.148796 sec): 232 clusters Score: Raw -2749410.208002 + Penalty 253174.877131 = -2496235.330871 nChanged 3563 Deleting Class 35 (7 points): Lose 51.287852 but Gain 1565.337565 Iteration 3F (15.563194 sec): 226 clusters Score: Raw -2753599.318768 + Penalty 247879.477440 = -2505719.841327 nChanged 2965 Deleting Class 235 (2 points): Lose 4.015585 but Gain 1514.544760 Iteration 4F (18.920747 sec): 221 clusters Score: Raw -2756781.885351 + Penalty 243444.580104 = -2513337.305248 nChanged 2364 Deleting Class 156 (3 points): Lose 7.595243 but Gain 1493.861577 Iteration 5F (22.228142 sec): 218 clusters Score: Raw -2759014.255282 + Penalty 233115.051184 = -2525899.204099 nChanged 1734 Deleting Class 230 (10 points): Lose 79.910576 but Gain 1550.486483 Iteration 6F (25.402376 sec): 209 clusters Score: Raw -2760443.263494 + Penalty 230568.300397 = -2529874.963097 nChanged 1140 Deleting Class 118 (18 points): Lose 103.306794 but Gain 1569.081116 Iteration 7Q (25.795610 sec): 207 clusters Score: Raw -2761220.434020 + Penalty 228743.184518 = -2532477.249502 nChanged 796 Deleting Class 149 (15 points): Lose 78.487865 but Gain 1541.644984 Iteration 8Q (26.151536 sec): 206 clusters Score: Raw -2761699.773577 + Penalty 227243.451212 = -2534456.322365 nChanged 546 Deleting Class 183 (2 points): Lose 2.189054 but Gain 1446.857555 Iteration 9Q (26.460799 sec): 205 clusters Score: Raw -2762057.493666 + Penalty 224563.492264 = -2537494.001401 nChanged 374 Deleting Class 228 (6 points): Lose 24.647971 but Gain 1458.189769 Iteration 10F (29.500945 sec): 203 clusters Score: Raw -2762250.754504 + Penalty 223199.442774 = -2539051.311730 nChanged 288 Deleting Class 103 (41 points): Lose 178.168088 but Gain 1609.558336 Iteration 11Q (29.771219 sec): 202 clusters Score: Raw -2762249.227026 + Penalty 221595.913206 = -2540653.313821 nChanged 299 Deleting Class 214 (8 points): Lose 57.384672 but Gain 1483.676602 Iteration 12Q (30.039576 sec): 201 clusters Score: Raw -2762403.426052 + Penalty 218789.087852 = -2543614.338200 nChanged 246 Deleting Class 241 (4 points): Lose 122.768861 but Gain 1546.327648 Iteration 13Q (30.296922 sec): 199 clusters Score: Raw -2762484.958213 + Penalty 217171.183306 = -2545313.774908 nChanged 221 Deleting Class 166 (10 points): Lose 56.799817 but Gain 1469.770684 Iteration 14Q (30.548110 sec): 197 clusters Score: Raw -2762609.668928 + Penalty 215675.497579 = -2546934.171348 nChanged 148 Deleting Class 82 (19 points): Lose 255.552241 but Gain 1668.256347 Iteration 15Q (30.791367 sec): 195 clusters Score: Raw -2762460.845071 + Penalty 214128.965441 = -2548331.879631 nChanged 145 Deleting Class 185 (6 points): Lose 40.114925 but Gain 1452.667331 Iteration 16Q (31.030667 sec): 194 clusters Score: Raw -2762578.700707 + Penalty 212687.894723 = -2549890.805984 nChanged 137 Deleting Class 29 (20 points): Lose 203.282861 but Gain 1608.645963 Iteration 17Q (31.270147 sec): 193 clusters Score: Raw -2762500.477476 + Penalty 211269.193260 = -2551231.284216 nChanged 152 Deleting Class 146 (4 points): Lose 22.092492 but Gain 1426.753771 Iteration 18Q (31.507876 sec): 192 clusters Score: Raw -2762665.012743 + Penalty 208877.462920 = -2553787.549823 nChanged 143 Deleting Class 220 (6 points): Lose 38.976786 but Gain 1435.155270 Iteration 19Q (31.742454 sec): 190 clusters Score: Raw -2762738.696875 + Penalty 207498.113487 = -2555240.583388 nChanged 133 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2762738.696875 + Penalty 207498.113487 = -2555240.583388Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.860629 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.862572 sec): 3 clusters Score: Raw -78200.452589 + Penalty 219.942707 = -77980.509882 nChanged 419 SP:Iteration 1F (31.864456 sec): 3 clusters Score: Raw -78466.595563 + Penalty 221.500455 = -78245.095108 nChanged 122 SP:Iteration 2F (31.866263 sec): 3 clusters Score: Raw -78594.422696 + Penalty 241.348889 = -78353.073807 nChanged 121 SP:Iteration 3F (31.868065 sec): 3 clusters Score: Raw -78751.560788 + Penalty 107.719922 = -78643.840866 nChanged 38 SP:Iteration 4Q (31.869503 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 SP:Iteration 5F (31.870937 sec): 2 clusters Score: Raw -78796.456270 + Penalty 107.719922 = -78688.736348 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (18919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.956334 sec): 2 clusters Score: Raw -1535819.877907 + Penalty 282.440951 = -1535537.436957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.992187 sec): 3 clusters Score: Raw -1522892.745493 + Penalty 479.949052 = -1522412.796440 nChanged 9151 SP:Iteration 1F (32.027127 sec): 3 clusters Score: Raw -1529857.160746 + Penalty 510.393340 = -1529346.767406 nChanged 4330 SP:Iteration 2F (32.062141 sec): 3 clusters Score: Raw -1535522.967087 + Penalty 718.726545 = -1534804.240542 nChanged 271 SP:Iteration 3Q (32.098293 sec): 3 clusters Score: Raw -1535818.597083 + Penalty 799.487728 = -1535019.109355 nChanged 8 SP:Iteration 4Q (32.130564 sec): 3 clusters Score: Raw -1535829.732262 + Penalty 846.625341 = -1534983.106921 nChanged 2 SP:Iteration 5F (32.166217 sec): 3 clusters Score: Raw -1535833.553964 + Penalty 846.625341 = -1534986.928623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.176787 sec): 2 clusters Score: Raw -5295.084632 + Penalty 389.460398 = -4905.624234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.177107 sec): 3 clusters Score: Raw -5271.384493 + Penalty 781.896827 = -4489.487666 nChanged 5 SP:Iteration 1F (32.177424 sec): 3 clusters Score: Raw -5275.938089 + Penalty 784.028860 = -4491.909229 nChanged 2 SP:Iteration 2Q (32.177773 sec): 3 clusters Score: Raw -5277.309689 + Penalty 790.584194 = -4486.725495 nChanged 2 SP:Iteration 3F (32.178086 sec): 3 clusters Score: Raw -5278.836134 + Penalty 804.393043 = -4474.443090 nChanged 3 SP:Iteration 4F (32.178398 sec): 3 clusters Score: Raw -5282.419453 + Penalty 812.452581 = -4469.966872 nChanged 2 SP:Iteration 5F (32.178706 sec): 3 clusters Score: Raw -5283.761507 + Penalty 812.452581 = -4471.308926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.179261 sec): 2 clusters Score: Raw -2359.418110 + Penalty 68.649695 = -2290.768415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.179539 sec): 3 clusters Score: Raw -2397.987595 + Penalty 143.995410 = -2253.992186 nChanged 11 SP:Iteration 1F (32.179812 sec): 3 clusters Score: Raw -2422.134500 + Penalty 158.288444 = -2263.846056 nChanged 3 SP:Iteration 2F (32.180083 sec): 3 clusters Score: Raw -2431.519514 + Penalty 174.542559 = -2256.976955 nChanged 2 SP:Iteration 3F (32.180355 sec): 3 clusters Score: Raw -2437.186972 + Penalty 185.887064 = -2251.299909 nChanged 1 SP:Iteration 4F (32.180626 sec): 3 clusters Score: Raw -2439.275250 + Penalty 185.887064 = -2253.388186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.181153 sec): 2 clusters Score: Raw -1843.026052 + Penalty 140.407849 = -1702.618203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.181404 sec): 3 clusters Score: Raw -1843.656575 + Penalty 275.685134 = -1567.971441 nChanged 2 SP:Iteration 1F (32.181651 sec): 3 clusters Score: Raw -1850.308045 + Penalty 273.929912 = -1576.378133 nChanged 1 SP:Iteration 2Q (32.181897 sec): 3 clusters Score: Raw -1852.004327 + Penalty 273.929912 = -1578.074415 nChanged 0 SP:Iteration 3F (32.182145 sec): 3 clusters Score: Raw -1852.004327 + Penalty 273.929912 = -1578.074415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.184819 sec): 2 clusters Score: Raw -66365.023962 + Penalty 638.566759 = -65726.457202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.186276 sec): 3 clusters Score: Raw -66050.951301 + Penalty 1277.748435 = -64773.202866 nChanged 231 SP:Iteration 1F (32.187741 sec): 3 clusters Score: Raw -66188.404639 + Penalty 1278.187596 = -64910.217043 nChanged 47 SP:Iteration 2F (32.189189 sec): 3 clusters Score: Raw -66211.820729 + Penalty 1278.417552 = -64933.403176 nChanged 28 SP:Iteration 3Q (32.190630 sec): 3 clusters Score: Raw -66227.399273 + Penalty 1279.944716 = -64947.454557 nChanged 31 SP:Iteration 4Q (32.192084 sec): 3 clusters Score: Raw -66252.600755 + Penalty 1283.122765 = -64969.477989 nChanged 39 SP:Iteration 5F (32.193640 sec): 3 clusters Score: Raw -66283.216034 + Penalty 1285.888029 = -64997.328004 nChanged 28 SP:Iteration 6Q (32.195172 sec): 3 clusters Score: Raw -66303.852134 + Penalty 1286.512829 = -65017.339306 nChanged 23 SP:Iteration 7Q (32.196658 sec): 3 clusters Score: Raw -66322.905984 + Penalty 1288.477614 = -65034.428370 nChanged 25 SP:Iteration 8Q (32.198080 sec): 3 clusters Score: Raw -66342.441612 + Penalty 1291.293817 = -65051.147795 nChanged 21 SP:Iteration 9Q (32.199533 sec): 3 clusters Score: Raw -66355.004331 + Penalty 1292.434082 = -65062.570249 nChanged 16 SP:Iteration 10F (32.200999 sec): 3 clusters Score: Raw -66363.798942 + Penalty 1294.520677 = -65069.278265 nChanged 9 SP:Iteration 11Q (32.202443 sec): 3 clusters Score: Raw -66369.303287 + Penalty 1295.961995 = -65073.341292 nChanged 10 SP:Iteration 12Q (32.203903 sec): 3 clusters Score: Raw -66374.690270 + Penalty 1295.121236 = -65079.569035 nChanged 5 SP:Iteration 13Q (32.205420 sec): 3 clusters Score: Raw -66377.511764 + Penalty 1294.730265 = -65082.781499 nChanged 3 SP:Iteration 14Q (32.206893 sec): 3 clusters Score: Raw -66378.090826 + Penalty 1294.684034 = -65083.406792 nChanged 1 SP:Iteration 15Q (32.208305 sec): 3 clusters Score: Raw -66378.385716 + Penalty 1294.445445 = -65083.940272 nChanged 1 SP:Iteration 16Q (32.209757 sec): 3 clusters Score: Raw -66378.515226 + Penalty 1294.445445 = -65084.069781 nChanged 0 SP:Iteration 17F (32.211318 sec): 3 clusters Score: Raw -66378.515226 + Penalty 1294.445445 = -65084.069781 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.213960 sec): 2 clusters Score: Raw -69141.243357 + Penalty 615.748982 = -68525.494375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.215521 sec): 3 clusters Score: Raw -68726.835825 + Penalty 1236.732016 = -67490.103809 nChanged 267 SP:Iteration 1F (32.217043 sec): 3 clusters Score: Raw -68914.610711 + Penalty 1243.803875 = -67670.806836 nChanged 90 SP:Iteration 2F (32.218559 sec): 3 clusters Score: Raw -68985.021931 + Penalty 1254.820187 = -67730.201744 nChanged 52 SP:Iteration 3F (32.220052 sec): 3 clusters Score: Raw -69030.943281 + Penalty 1262.986717 = -67767.956564 nChanged 39 SP:Iteration 4F (32.221547 sec): 3 clusters Score: Raw -69063.715795 + Penalty 1269.632276 = -67794.083519 nChanged 23 SP:Iteration 5Q (32.223033 sec): 3 clusters Score: Raw -69078.053053 + Penalty 1274.568093 = -67803.484960 nChanged 17 SP:Iteration 6Q (32.224572 sec): 3 clusters Score: Raw -69087.249649 + Penalty 1278.589201 = -67808.660449 nChanged 11 SP:Iteration 7Q (32.226184 sec): 3 clusters Score: Raw -69093.588622 + Penalty 1283.659220 = -67809.929402 nChanged 9 SP:Iteration 8Q (32.227902 sec): 3 clusters Score: Raw -69097.285412 + Penalty 1290.667777 = -67806.617635 nChanged 10 SP:Iteration 9F (32.229649 sec): 3 clusters Score: Raw -69101.411432 + Penalty 1297.457073 = -67803.954359 nChanged 11 SP:Iteration 10F (32.231295 sec): 3 clusters Score: Raw -69107.613414 + Penalty 1306.157661 = -67801.455753 nChanged 15 SP:Iteration 11F (32.232925 sec): 3 clusters Score: Raw -69116.420596 + Penalty 1314.351952 = -67802.068644 nChanged 12 SP:Iteration 12Q (32.234498 sec): 3 clusters Score: Raw -69123.142630 + Penalty 1322.133708 = -67801.008922 nChanged 9 SP:Iteration 13F (32.236176 sec): 3 clusters Score: Raw -69128.549764 + Penalty 1329.497985 = -67799.051779 nChanged 10 SP:Iteration 14F (32.237842 sec): 3 clusters Score: Raw -69135.688959 + Penalty 1335.271401 = -67800.417558 nChanged 8 SP:Iteration 15Q (32.239398 sec): 3 clusters Score: Raw -69141.832998 + Penalty 1340.130308 = -67801.702691 nChanged 5 SP:Iteration 16Q (32.240957 sec): 3 clusters Score: Raw -69144.517440 + Penalty 1341.642360 = -67802.875080 nChanged 2 SP:Iteration 17Q (32.242549 sec): 3 clusters Score: Raw -69144.817281 + Penalty 1342.799267 = -67802.018013 nChanged 1 SP:Iteration 18F (32.244244 sec): 3 clusters Score: Raw -69145.086089 + Penalty 1342.799267 = -67802.286822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.246591 sec): 2 clusters Score: Raw -32605.203874 + Penalty 427.066435 = -32178.137439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.247453 sec): 3 clusters Score: Raw -32428.682105 + Penalty 855.362824 = -31573.319282 nChanged 110 SP:Iteration 1F (32.248295 sec): 3 clusters Score: Raw -32529.501050 + Penalty 857.997058 = -31671.503992 nChanged 34 SP:Iteration 2F (32.249133 sec): 3 clusters Score: Raw -32562.567261 + Penalty 857.342538 = -31705.224723 nChanged 18 SP:Iteration 3Q (32.249964 sec): 3 clusters Score: Raw -32573.592093 + Penalty 858.665752 = -31714.926341 nChanged 8 SP:Iteration 4Q (32.250794 sec): 3 clusters Score: Raw -32579.202842 + Penalty 858.900168 = -31720.302674 nChanged 8 SP:Iteration 5Q (32.251658 sec): 3 clusters Score: Raw -32585.412120 + Penalty 858.162672 = -31727.249448 nChanged 8 SP:Iteration 6Q (32.252488 sec): 3 clusters Score: Raw -32590.669128 + Penalty 858.207174 = -31732.461954 nChanged 5 SP:Iteration 7Q (32.253317 sec): 3 clusters Score: Raw -32592.543783 + Penalty 857.969955 = -31734.573828 nChanged 1 SP:Iteration 8Q (32.254146 sec): 3 clusters Score: Raw -32592.608079 + Penalty 856.960071 = -31735.648008 nChanged 2 SP:Iteration 9Q (32.254979 sec): 3 clusters Score: Raw -32593.355702 + Penalty 855.105542 = -31738.250160 nChanged 3 SP:Iteration 10F (32.255815 sec): 3 clusters Score: Raw -32593.824463 + Penalty 855.009024 = -31738.815439 nChanged 3 SP:Iteration 11Q (32.256645 sec): 3 clusters Score: Raw -32594.988017 + Penalty 855.315684 = -31739.672334 nChanged 2 SP:Iteration 12Q (32.257475 sec): 3 clusters Score: Raw -32596.119315 + Penalty 855.315684 = -31740.803632 nChanged 0 SP:Iteration 13F (32.258387 sec): 3 clusters Score: Raw -32596.119315 + Penalty 855.315684 = -31740.803632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.260433 sec): 2 clusters Score: Raw -25295.648576 + Penalty 914.958003 = -24380.690572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.261184 sec): 3 clusters Score: Raw -25315.442909 + Penalty 1829.847594 = -23485.595316 nChanged 56 SP:Iteration 1F (32.261922 sec): 3 clusters Score: Raw -25457.940210 + Penalty 1829.937760 = -23628.002450 nChanged 14 SP:Iteration 2Q (32.262603 sec): 3 clusters Score: Raw -25490.284456 + Penalty 1829.903766 = -23660.380690 nChanged 6 SP:Iteration 3Q (32.263316 sec): 3 clusters Score: Raw -25507.232869 + Penalty 1829.917531 = -23677.315338 nChanged 3 SP:Iteration 4Q (32.264001 sec): 3 clusters Score: Raw -25512.640493 + Penalty 1829.917907 = -23682.722586 nChanged 1 SP:Iteration 5Q (32.264686 sec): 3 clusters Score: Raw -25513.772141 + Penalty 1829.917907 = -23683.854234 nChanged 0 SP:Iteration 6F (32.265426 sec): 3 clusters Score: Raw -25513.772141 + Penalty 1829.917907 = -23683.854234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.271610 sec): 2 clusters Score: Raw -115992.888775 + Penalty 1125.738496 = -114867.150279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.273933 sec): 3 clusters Score: Raw -115524.988623 + Penalty 2252.899564 = -113272.089059 nChanged 369 SP:Iteration 1F (32.276203 sec): 3 clusters Score: Raw -115854.534101 + Penalty 2254.219838 = -113600.314263 nChanged 112 SP:Iteration 2F (32.278495 sec): 3 clusters Score: Raw -116013.476959 + Penalty 2254.596524 = -113758.880436 nChanged 79 SP:Iteration 3F (32.280783 sec): 3 clusters Score: Raw -116117.222420 + Penalty 2254.451864 = -113862.770555 nChanged 41 SP:Iteration 4Q (32.282984 sec): 3 clusters Score: Raw -116166.130950 + Penalty 2254.304155 = -113911.826795 nChanged 35 SP:Iteration 5Q (32.285159 sec): 3 clusters Score: Raw -116213.721571 + Penalty 2253.976422 = -113959.745148 nChanged 32 SP:Iteration 6Q (32.287315 sec): 3 clusters Score: Raw -116249.608055 + Penalty 2253.108037 = -113996.500018 nChanged 25 SP:Iteration 7Q (32.289448 sec): 3 clusters Score: Raw -116286.036807 + Penalty 2252.594087 = -114033.442721 nChanged 28 SP:Iteration 8Q (32.291571 sec): 3 clusters Score: Raw -116331.864790 + Penalty 2252.206218 = -114079.658572 nChanged 27 SP:Iteration 9Q (32.293879 sec): 3 clusters Score: Raw -116367.546175 + Penalty 2251.869745 = -114115.676430 nChanged 23 SP:Iteration 10F (32.296325 sec): 3 clusters Score: Raw -116397.647329 + Penalty 2251.594531 = -114146.052798 nChanged 20 SP:Iteration 11Q (32.298395 sec): 3 clusters Score: Raw -116429.264258 + Penalty 2251.502660 = -114177.761598 nChanged 21 SP:Iteration 12Q (32.300444 sec): 3 clusters Score: Raw -116461.308264 + Penalty 2251.544515 = -114209.763749 nChanged 26 SP:Iteration 13Q (32.302564 sec): 3 clusters Score: Raw -116495.869373 + Penalty 2251.409244 = -114244.460130 nChanged 22 SP:Iteration 14Q (32.304604 sec): 3 clusters Score: Raw -116524.799552 + Penalty 2251.419943 = -114273.379609 nChanged 14 SP:Iteration 15Q (32.306657 sec): 3 clusters Score: Raw -116542.924529 + Penalty 2251.441763 = -114291.482766 nChanged 16 SP:Iteration 16Q (32.308697 sec): 3 clusters Score: Raw -116560.173208 + Penalty 2251.479415 = -114308.693793 nChanged 7 SP:Iteration 17Q (32.310706 sec): 3 clusters Score: Raw -116566.214130 + Penalty 2251.458327 = -114314.755802 nChanged 5 SP:Iteration 18Q (32.312707 sec): 3 clusters Score: Raw -116570.325868 + Penalty 2251.471534 = -114318.854334 nChanged 3 SP:Iteration 19Q (32.314683 sec): 3 clusters Score: Raw -116573.227292 + Penalty 2251.496314 = -114321.730978 nChanged 3 SP:Iteration 20F (32.316918 sec): 3 clusters Score: Raw -116580.297758 + Penalty 2251.499222 = -114328.798536 nChanged 6 SP:Iteration 21Q (32.318892 sec): 3 clusters Score: Raw -116585.424785 + Penalty 2251.525758 = -114333.899027 nChanged 4 SP:Iteration 22Q (32.320863 sec): 3 clusters Score: Raw -116587.984169 + Penalty 2251.525253 = -114336.458916 nChanged 2 SP:Iteration 23Q (32.322830 sec): 3 clusters Score: Raw -116588.733465 + Penalty 2251.527205 = -114337.206260 nChanged 1 SP:Iteration 24Q (32.324894 sec): 3 clusters Score: Raw -116589.529236 + Penalty 2251.542645 = -114337.986591 nChanged 3 SP:Iteration 25Q (32.327079 sec): 3 clusters Score: Raw -116591.182581 + Penalty 2251.551549 = -114339.631032 nChanged 2 SP:Iteration 26Q (32.329320 sec): 3 clusters Score: Raw -116592.174379 + Penalty 2251.557245 = -114340.617133 nChanged 2 SP:Iteration 27Q (32.331493 sec): 3 clusters Score: Raw -116593.331570 + Penalty 2251.530274 = -114341.801296 nChanged 1 SP:Iteration 28Q (32.333625 sec): 3 clusters Score: Raw -116593.653579 + Penalty 2251.530274 = -114342.123305 nChanged 0 SP:Iteration 29F (32.336060 sec): 3 clusters Score: Raw -116593.653579 + Penalty 2251.530274 = -114342.123305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 14 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.343802 sec): 2 clusters Score: Raw -5549.074085 + Penalty 612.435850 = -4936.638235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.344143 sec): 3 clusters Score: Raw -5606.998277 + Penalty 1225.971860 = -4381.026417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 15 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.344677 sec): 2 clusters Score: Raw -670.672772 + Penalty 260.043902 = -410.628870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.344900 sec): 3 clusters Score: Raw -657.274619 + Penalty 475.660695 = -181.613925 nChanged 1 SP:Iteration 1F (32.345117 sec): 3 clusters Score: Raw -663.151861 + Penalty 260.043902 = -403.107959 nChanged 1 SP:Iteration 2F (32.345316 sec): 2 clusters Score: Raw -670.672772 + Penalty 260.043902 = -410.628870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.346574 sec): 2 clusters Score: Raw -25732.307942 + Penalty 691.424480 = -25040.883462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.347277 sec): 3 clusters Score: Raw -25616.149270 + Penalty 1379.768149 = -24236.381121 nChanged 57 SP:Iteration 1F (32.347969 sec): 3 clusters Score: Raw -25669.147344 + Penalty 1377.553964 = -24291.593381 nChanged 23 SP:Iteration 2F (32.348637 sec): 3 clusters Score: Raw -25699.181578 + Penalty 1378.457921 = -24320.723656 nChanged 18 SP:Iteration 3F (32.349304 sec): 3 clusters Score: Raw -25716.805347 + Penalty 1378.907298 = -24337.898048 nChanged 15 SP:Iteration 4F (32.349972 sec): 3 clusters Score: Raw -25743.201086 + Penalty 1376.144701 = -24367.056385 nChanged 11 SP:Iteration 5Q (32.350664 sec): 3 clusters Score: Raw -25757.409136 + Penalty 1374.420719 = -24382.988417 nChanged 11 SP:Iteration 6Q (32.351317 sec): 3 clusters Score: Raw -25770.869025 + Penalty 1373.707298 = -24397.161728 nChanged 12 SP:Iteration 7Q (32.351961 sec): 3 clusters Score: Raw -25781.745569 + Penalty 1373.470272 = -24408.275297 nChanged 4 SP:Iteration 8Q (32.352600 sec): 3 clusters Score: Raw -25787.209646 + Penalty 1372.835626 = -24414.374020 nChanged 2 SP:Iteration 9Q (32.353234 sec): 3 clusters Score: Raw -25791.931012 + Penalty 1372.835626 = -24419.095385 nChanged 0 SP:Iteration 10F (32.353901 sec): 3 clusters Score: Raw -25791.931012 + Penalty 1372.835626 = -24419.095385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 17 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.354495 sec): 2 clusters Score: Raw -4204.321404 + Penalty 563.913999 = -3640.407405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.354805 sec): 3 clusters Score: Raw -4240.437318 + Penalty 1128.791050 = -3111.646268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.355771 sec): 2 clusters Score: Raw -17832.375573 + Penalty 700.528653 = -17131.846919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.356334 sec): 3 clusters Score: Raw -17802.792781 + Penalty 1401.794842 = -16400.997939 nChanged 26 SP:Iteration 1F (32.356888 sec): 3 clusters Score: Raw -17842.657919 + Penalty 1403.264133 = -16439.393786 nChanged 5 SP:Iteration 2Q (32.357432 sec): 3 clusters Score: Raw -17849.991253 + Penalty 1404.326349 = -16445.664904 nChanged 4 SP:Iteration 3Q (32.357977 sec): 3 clusters Score: Raw -17856.132589 + Penalty 1405.406193 = -16450.726396 nChanged 3 SP:Iteration 4Q (32.358521 sec): 3 clusters Score: Raw -17864.660295 + Penalty 1406.474701 = -16458.185594 nChanged 2 SP:Iteration 5Q (32.359066 sec): 3 clusters Score: Raw -17868.614592 + Penalty 1407.752819 = -16460.861773 nChanged 2 SP:Iteration 6Q (32.359608 sec): 3 clusters Score: Raw -17878.350226 + Penalty 1409.779338 = -16468.570888 nChanged 5 SP:Iteration 7Q (32.360147 sec): 3 clusters Score: Raw -17896.080188 + Penalty 1413.492974 = -16482.587214 nChanged 5 SP:Iteration 8Q (32.360681 sec): 3 clusters Score: Raw -17906.267931 + Penalty 1414.938177 = -16491.329754 nChanged 2 SP:Iteration 9Q (32.361209 sec): 3 clusters Score: Raw -17907.859673 + Penalty 1414.761935 = -16493.097737 nChanged 1 SP:Iteration 10F (32.361764 sec): 3 clusters Score: Raw -17913.872407 + Penalty 1415.190961 = -16498.681446 nChanged 3 SP:Iteration 11Q (32.362294 sec): 3 clusters Score: Raw -17916.604341 + Penalty 1415.190961 = -16501.413380 nChanged 0 SP:Iteration 12F (32.362848 sec): 3 clusters Score: Raw -17916.604341 + Penalty 1415.190961 = -16501.413380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.363339 sec): 2 clusters Score: Raw -690.718189 + Penalty 172.887433 = -517.830756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.363562 sec): 3 clusters Score: Raw -687.084466 + Penalty 312.567580 = -374.516886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 20 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.364502 sec): 2 clusters Score: Raw -10445.273812 + Penalty 702.635613 = -9742.638199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.364905 sec): 3 clusters Score: Raw -10458.082452 + Penalty 1409.408209 = -9048.674243 nChanged 7 SP:Iteration 1F (32.365301 sec): 3 clusters Score: Raw -10476.569108 + Penalty 1410.869321 = -9065.699787 nChanged 3 SP:Iteration 2Q (32.365693 sec): 3 clusters Score: Raw -10484.264020 + Penalty 1412.170666 = -9072.093354 nChanged 2 SP:Iteration 3Q (32.366112 sec): 3 clusters Score: Raw -10491.053111 + Penalty 1412.170666 = -9078.882445 nChanged 0 SP:Iteration 4F (32.366512 sec): 3 clusters Score: Raw -10491.053111 + Penalty 1412.170666 = -9078.882445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.369217 sec): 2 clusters Score: Raw -42468.098913 + Penalty 841.847909 = -41626.251003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.370247 sec): 3 clusters Score: Raw -42338.253180 + Penalty 1684.784124 = -40653.469056 nChanged 121 SP:Iteration 1F (32.371245 sec): 3 clusters Score: Raw -42463.894109 + Penalty 1684.717078 = -40779.177030 nChanged 26 SP:Iteration 2F (32.372213 sec): 3 clusters Score: Raw -42499.869395 + Penalty 1684.775321 = -40815.094074 nChanged 14 SP:Iteration 3Q (32.373162 sec): 3 clusters Score: Raw -42515.747185 + Penalty 1684.719415 = -40831.027770 nChanged 8 SP:Iteration 4Q (32.374104 sec): 3 clusters Score: Raw -42522.599411 + Penalty 1685.015511 = -40837.583900 nChanged 4 SP:Iteration 5Q (32.375046 sec): 3 clusters Score: Raw -42526.340215 + Penalty 1685.162524 = -40841.177691 nChanged 3 SP:Iteration 6Q (32.376010 sec): 3 clusters Score: Raw -42527.579044 + Penalty 1685.359799 = -40842.219245 nChanged 3 SP:Iteration 7Q (32.376952 sec): 3 clusters Score: Raw -42529.621204 + Penalty 1685.628535 = -40843.992669 nChanged 2 SP:Iteration 8Q (32.377892 sec): 3 clusters Score: Raw -42530.521822 + Penalty 1685.600567 = -40844.921255 nChanged 1 SP:Iteration 9Q (32.378832 sec): 3 clusters Score: Raw -42531.914049 + Penalty 1685.770232 = -40846.143818 nChanged 3 SP:Iteration 10F (32.379797 sec): 3 clusters Score: Raw -42533.353995 + Penalty 1686.274622 = -40847.079373 nChanged 2 SP:Iteration 11Q (32.380739 sec): 3 clusters Score: Raw -42535.710037 + Penalty 1686.274622 = -40849.435415 nChanged 0 SP:Iteration 12F (32.381705 sec): 3 clusters Score: Raw -42535.710037 + Penalty 1686.274622 = -40849.435415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.383410 sec): 2 clusters Score: Raw -25980.937277 + Penalty 816.349195 = -25164.588082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.384113 sec): 3 clusters Score: Raw -25952.074022 + Penalty 1632.678372 = -24319.395649 nChanged 51 SP:Iteration 1F (32.384803 sec): 3 clusters Score: Raw -26019.600891 + Penalty 1632.528597 = -24387.072294 nChanged 12 SP:Iteration 2Q (32.385479 sec): 3 clusters Score: Raw -26038.955788 + Penalty 1632.306578 = -24406.649211 nChanged 7 SP:Iteration 3Q (32.386153 sec): 3 clusters Score: Raw -26046.735956 + Penalty 1631.830036 = -24414.905920 nChanged 3 SP:Iteration 4Q (32.386826 sec): 3 clusters Score: Raw -26053.909730 + Penalty 1631.652333 = -24422.257397 nChanged 4 SP:Iteration 5Q (32.387497 sec): 3 clusters Score: Raw -26061.544640 + Penalty 1631.380669 = -24430.163971 nChanged 1 SP:Iteration 6Q (32.388163 sec): 3 clusters Score: Raw -26063.048632 + Penalty 1631.380669 = -24431.667963 nChanged 0 SP:Iteration 7F (32.388852 sec): 3 clusters Score: Raw -26063.048632 + Penalty 1631.380669 = -24431.667963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.390299 sec): 2 clusters Score: Raw -32613.446545 + Penalty 373.059927 = -32240.386618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.391220 sec): 3 clusters Score: Raw -32424.498139 + Penalty 748.809909 = -31675.688230 nChanged 115 SP:Iteration 1F (32.392093 sec): 3 clusters Score: Raw -32518.122366 + Penalty 764.994190 = -31753.128176 nChanged 39 SP:Iteration 2F (32.392993 sec): 3 clusters Score: Raw -32567.583045 + Penalty 775.614156 = -31791.968889 nChanged 21 SP:Iteration 3F (32.393864 sec): 3 clusters Score: Raw -32588.021789 + Penalty 783.524184 = -31804.497606 nChanged 14 SP:Iteration 4Q (32.394747 sec): 3 clusters Score: Raw -32603.734169 + Penalty 786.996921 = -31816.737249 nChanged 3 SP:Iteration 5Q (32.395567 sec): 3 clusters Score: Raw -32604.905517 + Penalty 786.996921 = -31817.908596 nChanged 0 SP:Iteration 6F (32.396425 sec): 3 clusters Score: Raw -32604.905517 + Penalty 786.996921 = -31817.908596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.396914 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.397118 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.399834 sec): 2 clusters Score: Raw -40563.381701 + Penalty 402.996179 = -40160.385522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.400872 sec): 3 clusters Score: Raw -40308.699534 + Penalty 805.739026 = -39502.960508 nChanged 159 SP:Iteration 1F (32.401868 sec): 3 clusters Score: Raw -40408.308067 + Penalty 804.866720 = -39603.441346 nChanged 49 SP:Iteration 2F (32.402932 sec): 3 clusters Score: Raw -40450.037835 + Penalty 802.157142 = -39647.880693 nChanged 28 SP:Iteration 3F (32.403998 sec): 3 clusters Score: Raw -40479.442186 + Penalty 801.345582 = -39678.096604 nChanged 22 SP:Iteration 4Q (32.405029 sec): 3 clusters Score: Raw -40489.188566 + Penalty 800.528369 = -39688.660197 nChanged 9 SP:Iteration 5Q (32.406055 sec): 3 clusters Score: Raw -40496.086641 + Penalty 800.395869 = -39695.690772 nChanged 12 SP:Iteration 6Q (32.407049 sec): 3 clusters Score: Raw -40504.440080 + Penalty 800.503321 = -39703.936760 nChanged 8 SP:Iteration 7Q (32.408022 sec): 3 clusters Score: Raw -40507.624068 + Penalty 800.424337 = -39707.199731 nChanged 5 SP:Iteration 8Q (32.408991 sec): 3 clusters Score: Raw -40508.803902 + Penalty 800.721708 = -39708.082194 nChanged 4 SP:Iteration 9Q (32.409960 sec): 3 clusters Score: Raw -40510.003956 + Penalty 801.270938 = -39708.733018 nChanged 3 SP:Iteration 10F (32.410952 sec): 3 clusters Score: Raw -40510.967561 + Penalty 801.655243 = -39709.312318 nChanged 2 SP:Iteration 11Q (32.411918 sec): 3 clusters Score: Raw -40511.663958 + Penalty 802.401030 = -39709.262928 nChanged 2 SP:Iteration 12F (32.412929 sec): 3 clusters Score: Raw -40512.604996 + Penalty 802.665103 = -39709.939893 nChanged 2 SP:Iteration 13Q (32.413960 sec): 3 clusters Score: Raw -40513.860443 + Penalty 803.189378 = -39710.671064 nChanged 4 SP:Iteration 14Q (32.414939 sec): 3 clusters Score: Raw -40515.205272 + Penalty 803.817296 = -39711.387976 nChanged 4 SP:Iteration 15Q (32.415909 sec): 3 clusters Score: Raw -40516.517879 + Penalty 804.374085 = -39712.143794 nChanged 6 SP:Iteration 16Q (32.416881 sec): 3 clusters Score: Raw -40517.685207 + Penalty 805.484408 = -39712.200799 nChanged 6 SP:Iteration 17Q (32.417849 sec): 3 clusters Score: Raw -40518.988606 + Penalty 806.099779 = -39712.888828 nChanged 3 SP:Iteration 18Q (32.418815 sec): 3 clusters Score: Raw -40519.252368 + Penalty 806.321453 = -39712.930914 nChanged 1 SP:Iteration 19Q (32.419783 sec): 3 clusters Score: Raw -40519.392531 + Penalty 806.532544 = -39712.859987 nChanged 1 SP:Iteration 20F (32.420773 sec): 3 clusters Score: Raw -40519.594373 + Penalty 806.532544 = -39713.061829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.424472 sec): 2 clusters Score: Raw -84348.209739 + Penalty 1006.937368 = -83341.272371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.426306 sec): 3 clusters Score: Raw -84010.875088 + Penalty 2014.238662 = -81996.636426 nChanged 261 SP:Iteration 1F (32.428115 sec): 3 clusters Score: Raw -84200.908606 + Penalty 2014.601804 = -82186.306802 nChanged 69 SP:Iteration 2F (32.429806 sec): 3 clusters Score: Raw -84269.318614 + Penalty 2014.568279 = -82254.750335 nChanged 41 SP:Iteration 3Q (32.431438 sec): 3 clusters Score: Raw -84312.171436 + Penalty 2014.961241 = -82297.210195 nChanged 36 SP:Iteration 4Q (32.433070 sec): 3 clusters Score: Raw -84349.212444 + Penalty 2015.329544 = -82333.882900 nChanged 24 SP:Iteration 5Q (32.434695 sec): 3 clusters Score: Raw -84373.182542 + Penalty 2016.642107 = -82356.540435 nChanged 25 SP:Iteration 6Q (32.436342 sec): 3 clusters Score: Raw -84399.153980 + Penalty 2018.514471 = -82380.639509 nChanged 26 SP:Iteration 7Q (32.438010 sec): 3 clusters Score: Raw -84420.978327 + Penalty 2020.445663 = -82400.532664 nChanged 20 SP:Iteration 8Q (32.439661 sec): 3 clusters Score: Raw -84437.854348 + Penalty 2022.547831 = -82415.306517 nChanged 22 SP:Iteration 9Q (32.441273 sec): 3 clusters Score: Raw -84459.097501 + Penalty 2025.371988 = -82433.725514 nChanged 19 SP:Iteration 10F (32.442938 sec): 3 clusters Score: Raw -84485.795829 + Penalty 2028.218372 = -82457.577457 nChanged 17 SP:Iteration 11Q (32.444536 sec): 3 clusters Score: Raw -84513.831083 + Penalty 2031.003533 = -82482.827550 nChanged 18 SP:Iteration 12Q (32.446177 sec): 3 clusters Score: Raw -84547.007048 + Penalty 2033.875244 = -82513.131804 nChanged 14 SP:Iteration 13Q (32.447781 sec): 3 clusters Score: Raw -84566.384550 + Penalty 2035.516034 = -82530.868516 nChanged 10 SP:Iteration 14Q (32.449343 sec): 3 clusters Score: Raw -84577.303342 + Penalty 2036.241819 = -82541.061523 nChanged 6 SP:Iteration 15Q (32.450901 sec): 3 clusters Score: Raw -84584.707710 + Penalty 2037.372534 = -82547.335176 nChanged 9 SP:Iteration 16Q (32.452455 sec): 3 clusters Score: Raw -84591.402681 + Penalty 2038.642461 = -82552.760220 nChanged 6 SP:Iteration 17Q (32.454049 sec): 3 clusters Score: Raw -84596.096995 + Penalty 2038.639269 = -82557.457726 nChanged 2 SP:Iteration 18Q (32.455621 sec): 3 clusters Score: Raw -84596.728232 + Penalty 2038.918893 = -82557.809338 nChanged 2 SP:Iteration 19Q (32.457321 sec): 3 clusters Score: Raw -84599.262362 + Penalty 2039.475764 = -82559.786598 nChanged 3 SP:Iteration 20F (32.459098 sec): 3 clusters Score: Raw -84602.127436 + Penalty 2040.456556 = -82561.670880 nChanged 4 SP:Iteration 21Q (32.460705 sec): 3 clusters Score: Raw -84606.363095 + Penalty 2042.125925 = -82564.237170 nChanged 7 SP:Iteration 22Q (32.462249 sec): 3 clusters Score: Raw -84613.247289 + Penalty 2043.699751 = -82569.547538 nChanged 7 SP:Iteration 23Q (32.463868 sec): 3 clusters Score: Raw -84621.997684 + Penalty 2044.512301 = -82577.485383 nChanged 6 SP:Iteration 24Q (32.465516 sec): 3 clusters Score: Raw -84628.961392 + Penalty 2044.351569 = -82584.609823 nChanged 3 SP:Iteration 25Q (32.467079 sec): 3 clusters Score: Raw -84634.402485 + Penalty 2044.118929 = -82590.283557 nChanged 4 SP:Iteration 26Q (32.468747 sec): 3 clusters Score: Raw -84638.312345 + Penalty 2044.118929 = -82594.193416 nChanged 0 SP:Iteration 27F (32.470527 sec): 3 clusters Score: Raw -84638.312345 + Penalty 2044.118929 = -82594.193416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.471635 sec): 2 clusters Score: Raw -19839.651826 + Penalty 672.780457 = -19166.871369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.472246 sec): 3 clusters Score: Raw -19806.867074 + Penalty 1345.398295 = -18461.468778 nChanged 44 SP:Iteration 1F (32.472846 sec): 3 clusters Score: Raw -19861.348017 + Penalty 1346.051375 = -18515.296642 nChanged 9 SP:Iteration 2Q (32.473436 sec): 3 clusters Score: Raw -19876.738777 + Penalty 1346.374259 = -18530.364517 nChanged 3 SP:Iteration 3Q (32.474023 sec): 3 clusters Score: Raw -19879.490595 + Penalty 1346.829002 = -18532.661593 nChanged 2 SP:Iteration 4Q (32.474590 sec): 3 clusters Score: Raw -19882.684892 + Penalty 1347.202815 = -18535.482078 nChanged 2 SP:Iteration 5Q (32.475186 sec): 3 clusters Score: Raw -19885.599702 + Penalty 1347.626471 = -18537.973231 nChanged 2 SP:Iteration 6Q (32.475791 sec): 3 clusters Score: Raw -19887.645306 + Penalty 1347.855294 = -18539.790012 nChanged 1 SP:Iteration 7Q (32.476378 sec): 3 clusters Score: Raw -19888.544415 + Penalty 1347.855294 = -18540.689122 nChanged 0 SP:Iteration 8F (32.476987 sec): 3 clusters Score: Raw -19888.544415 + Penalty 1347.855294 = -18540.689122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 30 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.477497 sec): 2 clusters Score: Raw -1440.918335 + Penalty 375.146826 = -1065.771509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.477737 sec): 3 clusters Score: Raw -1497.298284 + Penalty 753.656012 = -743.642272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.478331 sec): 2 clusters Score: Raw -3763.759751 + Penalty 141.697062 = -3622.062690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.478631 sec): 3 clusters Score: Raw -3765.108813 + Penalty 283.723613 = -3481.385200 nChanged 8 SP:Iteration 1F (32.478925 sec): 3 clusters Score: Raw -3778.336494 + Penalty 284.361287 = -3493.975207 nChanged 1 SP:Iteration 2Q (32.479216 sec): 3 clusters Score: Raw -3782.612994 + Penalty 284.361287 = -3498.251707 nChanged 0 SP:Iteration 3F (32.479509 sec): 3 clusters Score: Raw -3782.612994 + Penalty 284.361287 = -3498.251707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.480479 sec): 2 clusters Score: Raw -17897.157826 + Penalty 520.765916 = -17376.391911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.481038 sec): 3 clusters Score: Raw -17812.777362 + Penalty 1040.286254 = -16772.491109 nChanged 40 SP:Iteration 1F (32.481590 sec): 3 clusters Score: Raw -17849.682519 + Penalty 1040.626873 = -16809.055645 nChanged 11 SP:Iteration 2F (32.482141 sec): 3 clusters Score: Raw -17859.573075 + Penalty 1040.553237 = -16819.019838 nChanged 6 SP:Iteration 3Q (32.482697 sec): 3 clusters Score: Raw -17866.107148 + Penalty 1040.577620 = -16825.529529 nChanged 4 SP:Iteration 4Q (32.483248 sec): 3 clusters Score: Raw -17870.333639 + Penalty 1040.616969 = -16829.716670 nChanged 2 SP:Iteration 5Q (32.483797 sec): 3 clusters Score: Raw -17872.047944 + Penalty 1040.632123 = -16831.415821 nChanged 2 SP:Iteration 6Q (32.484346 sec): 3 clusters Score: Raw -17874.247462 + Penalty 1040.632123 = -16833.615338 nChanged 0 SP:Iteration 7F (32.484895 sec): 3 clusters Score: Raw -17874.247462 + Penalty 1040.632123 = -16833.615338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 33 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.485459 sec): 2 clusters Score: Raw -3601.623053 + Penalty 566.784947 = -3034.838105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.485739 sec): 3 clusters Score: Raw -3663.546082 + Penalty 1133.644006 = -2529.902077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.487365 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.488389 sec): 3 clusters Score: Raw -39095.877118 + Penalty 267.304513 = -38828.572605 nChanged 189 SP:Iteration 1F (32.489397 sec): 3 clusters Score: Raw -39235.562922 + Penalty 273.177967 = -38962.384955 nChanged 59 SP:Iteration 2F (32.490400 sec): 3 clusters Score: Raw -39281.744478 + Penalty 275.487536 = -39006.256942 nChanged 26 SP:Iteration 3F (32.491395 sec): 3 clusters Score: Raw -39301.301701 + Penalty 283.451504 = -39017.850197 nChanged 23 SP:Iteration 4F (32.492360 sec): 3 clusters Score: Raw -39312.851614 + Penalty 288.560847 = -39024.290767 nChanged 17 SP:Iteration 5Q (32.493306 sec): 3 clusters Score: Raw -39324.739044 + Penalty 314.832105 = -39009.906939 nChanged 21 SP:Iteration 6F (32.494270 sec): 3 clusters Score: Raw -39346.145947 + Penalty 361.702017 = -38984.443929 nChanged 19 SP:Iteration 7F (32.495174 sec): 3 clusters Score: Raw -39368.202896 + Penalty 134.726412 = -39233.476484 nChanged 1 SP:Iteration 8Q (32.495949 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 SP:Iteration 9F (32.496720 sec): 2 clusters Score: Raw -39370.283151 + Penalty 134.726412 = -39235.556740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 36 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.497221 sec): 2 clusters Score: Raw -460.792021 + Penalty 184.419635 = -276.372386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.497445 sec): 3 clusters Score: Raw -451.640888 + Penalty 364.549569 = -87.091319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.499823 sec): 2 clusters Score: Raw -69244.890863 + Penalty 1065.264614 = -68179.626249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.501349 sec): 3 clusters Score: Raw -69085.512184 + Penalty 2130.604652 = -66954.907532 nChanged 178 SP:Iteration 1F (32.502873 sec): 3 clusters Score: Raw -69256.098299 + Penalty 2130.674828 = -67125.423471 nChanged 37 SP:Iteration 2F (32.504376 sec): 3 clusters Score: Raw -69298.639331 + Penalty 2130.683937 = -67167.955394 nChanged 20 SP:Iteration 3Q (32.505837 sec): 3 clusters Score: Raw -69324.494402 + Penalty 2130.667232 = -67193.827170 nChanged 10 SP:Iteration 4Q (32.507277 sec): 3 clusters Score: Raw -69337.312400 + Penalty 2130.693240 = -67206.619160 nChanged 9 SP:Iteration 5Q (32.508686 sec): 3 clusters Score: Raw -69347.104360 + Penalty 2130.681389 = -67216.422971 nChanged 2 SP:Iteration 6Q (32.510093 sec): 3 clusters Score: Raw -69350.093504 + Penalty 2130.687371 = -67219.406133 nChanged 1 SP:Iteration 7Q (32.511517 sec): 3 clusters Score: Raw -69350.163371 + Penalty 2130.687371 = -67219.476001 nChanged 0 SP:Iteration 8F (32.512961 sec): 3 clusters Score: Raw -69350.163371 + Penalty 2130.687371 = -67219.476001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.513498 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.513704 sec): 3 clusters Score: Raw -159.149571 + Penalty 38.914178 = -120.235394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.514766 sec): 2 clusters Score: Raw -19228.841479 + Penalty 319.538030 = -18909.303449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.515380 sec): 3 clusters Score: Raw -19126.332055 + Penalty 639.080046 = -18487.252009 nChanged 61 SP:Iteration 1F (32.515985 sec): 3 clusters Score: Raw -19168.353120 + Penalty 642.262416 = -18526.090704 nChanged 22 SP:Iteration 2F (32.516588 sec): 3 clusters Score: Raw -19183.461182 + Penalty 651.625047 = -18531.836135 nChanged 17 SP:Iteration 3F (32.517191 sec): 3 clusters Score: Raw -19199.533067 + Penalty 664.126305 = -18535.406762 nChanged 15 SP:Iteration 4F (32.517792 sec): 3 clusters Score: Raw -19211.202417 + Penalty 671.078288 = -18540.124129 nChanged 9 SP:Iteration 5Q (32.518389 sec): 3 clusters Score: Raw -19216.632700 + Penalty 677.895583 = -18538.737117 nChanged 8 SP:Iteration 6F (32.519021 sec): 3 clusters Score: Raw -19221.216332 + Penalty 682.920483 = -18538.295849 nChanged 7 SP:Iteration 7F (32.519625 sec): 3 clusters Score: Raw -19226.451096 + Penalty 679.274336 = -18547.176760 nChanged 6 SP:Iteration 8Q (32.520224 sec): 3 clusters Score: Raw -19232.188428 + Penalty 684.213695 = -18547.974733 nChanged 5 SP:Iteration 9Q (32.520822 sec): 3 clusters Score: Raw -19236.978109 + Penalty 693.946281 = -18543.031828 nChanged 3 SP:Iteration 10F (32.521422 sec): 3 clusters Score: Raw -19239.688680 + Penalty 695.756494 = -18543.932186 nChanged 4 SP:Iteration 11Q (32.522019 sec): 3 clusters Score: Raw -19241.333887 + Penalty 695.756494 = -18545.577393 nChanged 0 SP:Iteration 12F (32.522621 sec): 3 clusters Score: Raw -19241.333887 + Penalty 695.756494 = -18545.577393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 40 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.523112 sec): 2 clusters Score: Raw -741.834319 + Penalty 246.957760 = -494.876559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.523335 sec): 3 clusters Score: Raw -736.889475 + Penalty 246.957760 = -489.931715 nChanged 1 SP:Iteration 1F (32.523534 sec): 2 clusters Score: Raw -741.834319 + Penalty 246.957760 = -494.876559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 41 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.524243 sec): 2 clusters Score: Raw -8807.034010 + Penalty 524.592982 = -8282.441028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.524622 sec): 3 clusters Score: Raw -8781.184113 + Penalty 1050.180243 = -7731.003870 nChanged 9 SP:Iteration 1F (32.524997 sec): 3 clusters Score: Raw -8798.829070 + Penalty 1050.781880 = -7748.047190 nChanged 7 SP:Iteration 2F (32.525369 sec): 3 clusters Score: Raw -8811.876847 + Penalty 1050.966422 = -7760.910425 nChanged 1 SP:Iteration 3Q (32.525743 sec): 3 clusters Score: Raw -8812.280311 + Penalty 1051.266210 = -7761.014101 nChanged 1 SP:Iteration 4Q (32.526112 sec): 3 clusters Score: Raw -8813.795296 + Penalty 1051.266210 = -7762.529086 nChanged 0 SP:Iteration 5F (32.526484 sec): 3 clusters Score: Raw -8813.795296 + Penalty 1051.266210 = -7762.529086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.527078 sec): 2 clusters Score: Raw -4487.430694 + Penalty 367.091541 = -4120.339153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.527377 sec): 3 clusters Score: Raw -4467.110228 + Penalty 733.330868 = -3733.779360 nChanged 6 SP:Iteration 1F (32.527673 sec): 3 clusters Score: Raw -4474.946692 + Penalty 731.431257 = -3743.515435 nChanged 1 SP:Iteration 2Q (32.527967 sec): 3 clusters Score: Raw -4477.033957 + Penalty 731.431257 = -3745.602701 nChanged 0 SP:Iteration 3F (32.528261 sec): 3 clusters Score: Raw -4477.033957 + Penalty 731.431257 = -3745.602701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.529443 sec): 2 clusters Score: Raw -25773.821067 + Penalty 583.960737 = -25189.860330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.530158 sec): 3 clusters Score: Raw -25678.979289 + Penalty 1170.232551 = -24508.746738 nChanged 65 SP:Iteration 1F (32.530853 sec): 3 clusters Score: Raw -25738.287586 + Penalty 1173.753286 = -24564.534300 nChanged 17 SP:Iteration 2F (32.531538 sec): 3 clusters Score: Raw -25754.712637 + Penalty 1175.469906 = -24579.242730 nChanged 12 SP:Iteration 3Q (32.532221 sec): 3 clusters Score: Raw -25769.569958 + Penalty 1178.022348 = -24591.547610 nChanged 8 SP:Iteration 4Q (32.532902 sec): 3 clusters Score: Raw -25776.116954 + Penalty 1181.501678 = -24594.615276 nChanged 6 SP:Iteration 5Q (32.533582 sec): 3 clusters Score: Raw -25784.483464 + Penalty 1181.681001 = -24602.802463 nChanged 6 SP:Iteration 6Q (32.534288 sec): 3 clusters Score: Raw -25796.579350 + Penalty 1188.555303 = -24608.024047 nChanged 4 SP:Iteration 7Q (32.534958 sec): 3 clusters Score: Raw -25809.645588 + Penalty 1190.890286 = -24618.755302 nChanged 2 SP:Iteration 8Q (32.535621 sec): 3 clusters Score: Raw -25813.741351 + Penalty 1192.107035 = -24621.634317 nChanged 1 SP:Iteration 9Q (32.536282 sec): 3 clusters Score: Raw -25822.229073 + Penalty 1192.107035 = -24630.122039 nChanged 0 SP:Iteration 10F (32.536965 sec): 3 clusters Score: Raw -25822.229073 + Penalty 1192.107035 = -24630.122039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.537611 sec): 2 clusters Score: Raw -5641.447199 + Penalty 280.618819 = -5360.828380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.537945 sec): 3 clusters Score: Raw -5633.299034 + Penalty 557.985178 = -5075.313856 nChanged 10 SP:Iteration 1F (32.538273 sec): 3 clusters Score: Raw -5648.875669 + Penalty 545.211524 = -5103.664145 nChanged 5 SP:Iteration 2F (32.538598 sec): 3 clusters Score: Raw -5656.481975 + Penalty 545.112504 = -5111.369472 nChanged 1 SP:Iteration 3Q (32.538917 sec): 3 clusters Score: Raw -5659.744869 + Penalty 545.112504 = -5114.632365 nChanged 0 SP:Iteration 4F (32.539243 sec): 3 clusters Score: Raw -5659.744869 + Penalty 545.112504 = -5114.632365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 46 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.539811 sec): 2 clusters Score: Raw -3576.367532 + Penalty 533.963848 = -3042.403683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.540094 sec): 3 clusters Score: Raw -3588.526629 + Penalty 1074.945726 = -2513.580902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.540586 sec): 2 clusters Score: Raw -949.674794 + Penalty 238.480134 = -711.194660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.540816 sec): 3 clusters Score: Raw -956.105643 + Penalty 472.902974 = -483.202669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.541300 sec): 2 clusters Score: Raw -835.156445 + Penalty 254.655278 = -580.501167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.541524 sec): 3 clusters Score: Raw -829.127742 + Penalty 509.723013 = -319.404729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.542090 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.542374 sec): 3 clusters Score: Raw -3771.305491 + Penalty 757.938614 = -3013.366877 nChanged 2 SP:Iteration 1Q (32.542656 sec): 3 clusters Score: Raw -3774.316657 + Penalty 769.181625 = -3005.135032 nChanged 4 SP:Iteration 2F (32.542938 sec): 3 clusters Score: Raw -3780.023359 + Penalty 768.118371 = -3011.904989 nChanged 2 SP:Iteration 3Q (32.543220 sec): 3 clusters Score: Raw -3781.713420 + Penalty 769.909888 = -3011.803532 nChanged 3 SP:Iteration 4F (32.543508 sec): 3 clusters Score: Raw -3785.334972 + Penalty 779.843615 = -3005.491357 nChanged 2 SP:Iteration 5F (32.543788 sec): 3 clusters Score: Raw -3786.389523 + Penalty 806.382950 = -2980.006573 nChanged 2 SP:Iteration 6F (32.544068 sec): 3 clusters Score: Raw -3786.505255 + Penalty 770.494300 = -3016.010956 nChanged 1 SP:Iteration 7Q (32.544328 sec): 3 clusters Score: Raw -3787.388553 + Penalty 378.122728 = -3409.265825 nChanged 1 SP:Iteration 8Q (32.544575 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 SP:Iteration 9F (32.544841 sec): 2 clusters Score: Raw -3791.175554 + Penalty 378.122728 = -3413.052826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.545329 sec): 2 clusters Score: Raw -840.050965 + Penalty 272.436992 = -567.613973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.545555 sec): 3 clusters Score: Raw -835.064913 + Penalty 544.052847 = -291.012065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.546054 sec): 2 clusters Score: Raw -1146.234564 + Penalty 214.690121 = -931.544444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.546287 sec): 3 clusters Score: Raw -1141.567205 + Penalty 430.017425 = -711.549779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 53 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.546783 sec): 2 clusters Score: Raw -1311.888332 + Penalty 327.058964 = -984.829368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.547017 sec): 3 clusters Score: Raw -1312.517954 + Penalty 660.504223 = -652.013731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 54 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.547513 sec): 2 clusters Score: Raw -1317.212076 + Penalty 294.019959 = -1023.192117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.547749 sec): 3 clusters Score: Raw -1307.163239 + Penalty 588.039918 = -719.123321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.548892 sec): 2 clusters Score: Raw -12931.260565 + Penalty 394.418565 = -12536.842000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.549373 sec): 3 clusters Score: Raw -12909.563708 + Penalty 802.549087 = -12107.014621 nChanged 32 SP:Iteration 1F (32.549846 sec): 3 clusters Score: Raw -12957.990610 + Penalty 827.557381 = -12130.433229 nChanged 8 SP:Iteration 2F (32.550318 sec): 3 clusters Score: Raw -12971.158631 + Penalty 840.896257 = -12130.262374 nChanged 3 SP:Iteration 3F (32.550802 sec): 3 clusters Score: Raw -12975.826623 + Penalty 852.822450 = -12123.004173 nChanged 1 SP:Iteration 4F (32.551266 sec): 3 clusters Score: Raw -12978.087146 + Penalty 852.822450 = -12125.264696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.551854 sec): 2 clusters Score: Raw -1897.327228 + Penalty 344.403358 = -1552.923870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.552109 sec): 3 clusters Score: Raw -1927.268174 + Penalty 694.491808 = -1232.776366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.552587 sec): 2 clusters Score: Raw -544.104451 + Penalty 175.597887 = -368.506565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.552805 sec): 3 clusters Score: Raw -534.467354 + Penalty 356.852408 = -177.614946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.553790 sec): 2 clusters Score: Raw -19331.118562 + Penalty 652.868727 = -18678.249836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.554366 sec): 3 clusters Score: Raw -19275.305889 + Penalty 1303.790199 = -17971.515690 nChanged 38 SP:Iteration 1F (32.554930 sec): 3 clusters Score: Raw -19332.849687 + Penalty 1303.067290 = -18029.782397 nChanged 10 SP:Iteration 2F (32.555517 sec): 3 clusters Score: Raw -19344.303944 + Penalty 1303.504497 = -18040.799447 nChanged 2 SP:Iteration 3Q (32.556078 sec): 3 clusters Score: Raw -19346.793794 + Penalty 1303.723676 = -18043.070118 nChanged 2 SP:Iteration 4Q (32.556611 sec): 3 clusters Score: Raw -19350.160481 + Penalty 1303.723676 = -18046.436805 nChanged 0 SP:Iteration 5F (32.557189 sec): 3 clusters Score: Raw -19350.160481 + Penalty 1303.723676 = -18046.436805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 60 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.557713 sec): 2 clusters Score: Raw -2175.410113 + Penalty 423.875690 = -1751.534423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.557963 sec): 3 clusters Score: Raw -2165.003272 + Penalty 855.048403 = -1309.954869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.558443 sec): 2 clusters Score: Raw -614.554175 + Penalty 192.992374 = -421.561801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.558665 sec): 3 clusters Score: Raw -618.369821 + Penalty 391.004485 = -227.365336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.560108 sec): 2 clusters Score: Raw -33048.787562 + Penalty 480.024047 = -32568.763515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.561000 sec): 3 clusters Score: Raw -32864.122596 + Penalty 952.714087 = -31911.408509 nChanged 120 SP:Iteration 1F (32.561877 sec): 3 clusters Score: Raw -32973.565481 + Penalty 951.958300 = -32021.607181 nChanged 41 SP:Iteration 2F (32.562726 sec): 3 clusters Score: Raw -33022.514277 + Penalty 958.341230 = -32064.173047 nChanged 15 SP:Iteration 3Q (32.563560 sec): 3 clusters Score: Raw -33034.619786 + Penalty 964.425100 = -32070.194687 nChanged 13 SP:Iteration 4Q (32.564411 sec): 3 clusters Score: Raw -33047.820331 + Penalty 987.133238 = -32060.687093 nChanged 7 SP:Iteration 5F (32.565256 sec): 3 clusters Score: Raw -33052.769646 + Penalty 995.965101 = -32056.804546 nChanged 2 SP:Iteration 6F (32.566124 sec): 3 clusters Score: Raw -33054.520817 + Penalty 995.965101 = -32058.555717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.566622 sec): 2 clusters Score: Raw -486.752010 + Penalty 216.364978 = -270.387032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.566845 sec): 3 clusters Score: Raw -468.499954 + Penalty 437.779649 = -30.720305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.567339 sec): 2 clusters Score: Raw -853.008202 + Penalty 244.888573 = -608.119629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.567563 sec): 3 clusters Score: Raw -838.076685 + Penalty 492.979085 = -345.097600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.568049 sec): 2 clusters Score: Raw -936.291456 + Penalty 301.885959 = -634.405497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.568276 sec): 3 clusters Score: Raw -936.197948 + Penalty 605.690703 = -330.507245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 68 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.568760 sec): 2 clusters Score: Raw -906.581894 + Penalty 221.083247 = -685.498647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.568986 sec): 3 clusters Score: Raw -904.110197 + Penalty 442.166493 = -461.943704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 69 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.569511 sec): 2 clusters Score: Raw -1461.362697 + Penalty 384.128773 = -1077.233924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.569751 sec): 3 clusters Score: Raw -1454.936413 + Penalty 761.112040 = -693.824373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.570379 sec): 2 clusters Score: Raw -5605.891837 + Penalty 425.648497 = -5180.243340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.570700 sec): 3 clusters Score: Raw -5582.346099 + Penalty 842.713319 = -4739.632780 nChanged 5 SP:Iteration 1F (32.571016 sec): 3 clusters Score: Raw -5586.736752 + Penalty 837.484340 = -4749.252412 nChanged 2 SP:Iteration 2Q (32.571332 sec): 3 clusters Score: Raw -5587.721872 + Penalty 831.478419 = -4756.243453 nChanged 2 SP:Iteration 3Q (32.571645 sec): 3 clusters Score: Raw -5589.978943 + Penalty 823.003827 = -4766.975115 nChanged 3 SP:Iteration 4Q (32.571960 sec): 3 clusters Score: Raw -5594.516035 + Penalty 823.377423 = -4771.138612 nChanged 1 SP:Iteration 5Q (32.572274 sec): 3 clusters Score: Raw -5595.040368 + Penalty 824.269741 = -4770.770627 nChanged 1 SP:Iteration 6F (32.572588 sec): 3 clusters Score: Raw -5594.779541 + Penalty 824.269741 = -4770.509800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.573048 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.573236 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.573717 sec): 2 clusters Score: Raw -732.085810 + Penalty 237.094446 = -494.991365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.573939 sec): 3 clusters Score: Raw -728.597908 + Penalty 478.968630 = -249.629279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 73 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.574494 sec): 2 clusters Score: Raw -3174.143879 + Penalty 468.351342 = -2705.792537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.574764 sec): 3 clusters Score: Raw -3203.526315 + Penalty 935.497725 = -2268.028590 nChanged 2 SP:Iteration 1F (32.575032 sec): 3 clusters Score: Raw -3214.004836 + Penalty 935.497725 = -2278.507110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.576300 sec): 2 clusters Score: Raw -15547.037350 + Penalty 538.631846 = -15008.405504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.576826 sec): 3 clusters Score: Raw -15482.750419 + Penalty 1073.190134 = -14409.560285 nChanged 26 SP:Iteration 1F (32.577334 sec): 3 clusters Score: Raw -15510.983407 + Penalty 1073.055032 = -14437.928375 nChanged 8 SP:Iteration 2Q (32.577841 sec): 3 clusters Score: Raw -15518.420985 + Penalty 1076.620857 = -14441.800128 nChanged 6 SP:Iteration 3Q (32.578343 sec): 3 clusters Score: Raw -15524.939544 + Penalty 1078.866753 = -14446.072790 nChanged 3 SP:Iteration 4Q (32.578844 sec): 3 clusters Score: Raw -15527.329580 + Penalty 1078.866753 = -14448.462827 nChanged 0 SP:Iteration 5F (32.579348 sec): 3 clusters Score: Raw -15527.329580 + Penalty 1078.866753 = -14448.462827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.579907 sec): 2 clusters Score: Raw -884.582899 + Penalty 220.675978 = -663.906921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.580135 sec): 3 clusters Score: Raw -882.326723 + Penalty 434.027259 = -448.299463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.581337 sec): 2 clusters Score: Raw -16403.951443 + Penalty 830.017036 = -15573.934407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.581867 sec): 3 clusters Score: Raw -16462.234503 + Penalty 1660.090322 = -14802.144181 nChanged 9 SP:Iteration 1F (32.582388 sec): 3 clusters Score: Raw -16492.975974 + Penalty 1660.075942 = -14832.900032 nChanged 4 SP:Iteration 2Q (32.582884 sec): 3 clusters Score: Raw -16503.339273 + Penalty 1660.067570 = -14843.271702 nChanged 2 SP:Iteration 3Q (32.583379 sec): 3 clusters Score: Raw -16509.943564 + Penalty 1660.072526 = -14849.871038 nChanged 1 SP:Iteration 4Q (32.583872 sec): 3 clusters Score: Raw -16514.080915 + Penalty 1660.072526 = -14854.008389 nChanged 0 SP:Iteration 5F (32.584392 sec): 3 clusters Score: Raw -16514.080915 + Penalty 1660.072526 = -14854.008389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 78 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.585308 sec): 2 clusters Score: Raw -15661.625508 + Penalty 814.411661 = -14847.213847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.585815 sec): 3 clusters Score: Raw -15702.404337 + Penalty 1628.654019 = -14073.750318 nChanged 11 SP:Iteration 1F (32.586311 sec): 3 clusters Score: Raw -15727.387770 + Penalty 1628.630386 = -14098.757384 nChanged 4 SP:Iteration 2Q (32.586795 sec): 3 clusters Score: Raw -15738.348147 + Penalty 1628.672690 = -14109.675457 nChanged 1 SP:Iteration 3Q (32.587272 sec): 3 clusters Score: Raw -15740.908612 + Penalty 1628.672690 = -14112.235922 nChanged 0 SP:Iteration 4F (32.587768 sec): 3 clusters Score: Raw -15740.908612 + Penalty 1628.672690 = -14112.235922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.588227 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.588410 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.588969 sec): 2 clusters Score: Raw -3474.981809 + Penalty 451.247706 = -3023.734103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.589246 sec): 3 clusters Score: Raw -3485.736397 + Penalty 903.564693 = -2582.171704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.589738 sec): 2 clusters Score: Raw -1114.407768 + Penalty 241.906760 = -872.501007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.589969 sec): 3 clusters Score: Raw -1106.402904 + Penalty 482.795374 = -623.607530 nChanged 1 SP:Iteration 1F (32.590196 sec): 3 clusters Score: Raw -1108.410500 + Penalty 480.695864 = -627.714635 nChanged 1 SP:Iteration 2F (32.590423 sec): 3 clusters Score: Raw -1109.271126 + Penalty 480.695864 = -628.575262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.590936 sec): 2 clusters Score: Raw -1830.365258 + Penalty 417.136669 = -1413.228589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.591180 sec): 3 clusters Score: Raw -1849.477381 + Penalty 835.514792 = -1013.962589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.591685 sec): 2 clusters Score: Raw -738.407687 + Penalty 239.732108 = -498.675579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.591887 sec): 2 clusters Score: Raw -738.407687 + Penalty 239.732108 = -498.675579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.592644 sec): 2 clusters Score: Raw -10628.044876 + Penalty 695.144457 = -9932.900420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.593048 sec): 3 clusters Score: Raw -10644.110826 + Penalty 1388.529401 = -9255.581425 nChanged 8 SP:Iteration 1F (32.593446 sec): 3 clusters Score: Raw -10673.452140 + Penalty 1388.374719 = -9285.077421 nChanged 2 SP:Iteration 2Q (32.593830 sec): 3 clusters Score: Raw -10679.668560 + Penalty 1388.374719 = -9291.293841 nChanged 0 SP:Iteration 3F (32.594228 sec): 3 clusters Score: Raw -10679.668560 + Penalty 1388.374719 = -9291.293841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 86 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.594754 sec): 2 clusters Score: Raw -2297.219320 + Penalty 364.715964 = -1932.503356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.595006 sec): 3 clusters Score: Raw -2293.976235 + Penalty 731.038775 = -1562.937460 nChanged 1 SP:Iteration 1Q (32.595256 sec): 3 clusters Score: Raw -2295.754363 + Penalty 731.038775 = -1564.715589 nChanged 0 SP:Iteration 2F (32.595505 sec): 3 clusters Score: Raw -2295.754363 + Penalty 731.038775 = -1564.715589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.595993 sec): 2 clusters Score: Raw -839.547196 + Penalty 241.543673 = -598.003524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.596218 sec): 3 clusters Score: Raw -829.752320 + Penalty 241.543673 = -588.208647 nChanged 2 SP:Iteration 1F (32.596420 sec): 2 clusters Score: Raw -839.547196 + Penalty 241.543673 = -598.003524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.596874 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.597061 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 89 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.597601 sec): 2 clusters Score: Raw -3019.449291 + Penalty 464.437400 = -2555.011891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.597870 sec): 3 clusters Score: Raw -3033.575808 + Penalty 928.663446 = -2104.912362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.598347 sec): 2 clusters Score: Raw -543.300343 + Penalty 185.856145 = -357.444199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.598565 sec): 3 clusters Score: Raw -533.168955 + Penalty 377.816444 = -155.352511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.599035 sec): 2 clusters Score: Raw -363.799592 + Penalty 150.644745 = -213.154847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.599248 sec): 3 clusters Score: Raw -353.747418 + Penalty 301.289489 = -52.457928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.599739 sec): 2 clusters Score: Raw -447.285460 + Penalty 164.756192 = -282.529268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.599955 sec): 3 clusters Score: Raw -444.074326 + Penalty 318.029095 = -126.045231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.600702 sec): 2 clusters Score: Raw -8880.720724 + Penalty 402.526636 = -8478.194088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.601096 sec): 3 clusters Score: Raw -8863.760997 + Penalty 806.497429 = -8057.263568 nChanged 17 SP:Iteration 1F (32.601485 sec): 3 clusters Score: Raw -8879.287411 + Penalty 805.700592 = -8073.586819 nChanged 2 SP:Iteration 2Q (32.601867 sec): 3 clusters Score: Raw -8882.944903 + Penalty 806.247512 = -8076.697391 nChanged 2 SP:Iteration 3Q (32.602249 sec): 3 clusters Score: Raw -8886.015576 + Penalty 805.571202 = -8080.444374 nChanged 2 SP:Iteration 4Q (32.602629 sec): 3 clusters Score: Raw -8887.357165 + Penalty 805.571202 = -8081.785962 nChanged 0 SP:Iteration 5F (32.603016 sec): 3 clusters Score: Raw -8887.357165 + Penalty 805.571202 = -8081.785962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.603552 sec): 2 clusters Score: Raw -2782.844897 + Penalty 420.676172 = -2362.168725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.603814 sec): 3 clusters Score: Raw -2796.909540 + Penalty 840.767565 = -1956.141975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 96 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.604316 sec): 2 clusters Score: Raw -1509.247518 + Penalty 304.773159 = -1204.474359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.604557 sec): 3 clusters Score: Raw -1496.769174 + Penalty 617.220508 = -879.548666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 97 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.605162 sec): 2 clusters Score: Raw -5055.050545 + Penalty 530.183820 = -4524.866725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.605466 sec): 3 clusters Score: Raw -5083.165318 + Penalty 1062.457002 = -4020.708316 nChanged 2 SP:Iteration 1Q (32.605762 sec): 3 clusters Score: Raw -5087.719771 + Penalty 1062.842452 = -4024.877319 nChanged 2 SP:Iteration 2Q (32.606052 sec): 3 clusters Score: Raw -5089.778369 + Penalty 1062.842452 = -4026.935917 nChanged 0 SP:Iteration 3F (32.606352 sec): 3 clusters Score: Raw -5089.778369 + Penalty 1062.842452 = -4026.935917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.607039 sec): 2 clusters Score: Raw -8013.371481 + Penalty 545.760130 = -7467.611351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.607406 sec): 3 clusters Score: Raw -8006.527301 + Penalty 1092.890993 = -6913.636308 nChanged 8 SP:Iteration 1F (32.607765 sec): 3 clusters Score: Raw -8019.494713 + Penalty 1096.417007 = -6923.077706 nChanged 6 SP:Iteration 2F (32.608123 sec): 3 clusters Score: Raw -8028.625467 + Penalty 1096.365376 = -6932.260091 nChanged 2 SP:Iteration 3Q (32.608474 sec): 3 clusters Score: Raw -8028.216209 + Penalty 1096.365376 = -6931.850834 nChanged 0 SP:Iteration 4F (32.608832 sec): 3 clusters Score: Raw -8028.216209 + Penalty 1096.365376 = -6931.850834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.609310 sec): 2 clusters Score: Raw -469.187580 + Penalty 200.009780 = -269.177800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.609550 sec): 3 clusters Score: Raw -458.819310 + Penalty 407.405890 = -51.413420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 100 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.610068 sec): 2 clusters Score: Raw -2173.590575 + Penalty 433.678764 = -1739.911811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.610318 sec): 3 clusters Score: Raw -2175.365012 + Penalty 867.357527 = -1308.007485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.611265 sec): 2 clusters Score: Raw -17691.249032 + Penalty 601.605421 = -17089.643611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.611814 sec): 3 clusters Score: Raw -17618.486098 + Penalty 1210.495447 = -16407.990651 nChanged 39 SP:Iteration 1F (32.612331 sec): 3 clusters Score: Raw -17661.147551 + Penalty 1213.807968 = -16447.339583 nChanged 11 SP:Iteration 2F (32.612856 sec): 3 clusters Score: Raw -17672.502034 + Penalty 1214.256302 = -16458.245732 nChanged 3 SP:Iteration 3Q (32.613376 sec): 3 clusters Score: Raw -17677.991585 + Penalty 1214.956229 = -16463.035356 nChanged 1 SP:Iteration 4Q (32.613897 sec): 3 clusters Score: Raw -17679.224441 + Penalty 1215.877223 = -16463.347217 nChanged 2 SP:Iteration 5Q (32.614442 sec): 3 clusters Score: Raw -17682.246944 + Penalty 1215.375603 = -16466.871341 nChanged 2 SP:Iteration 6Q (32.615004 sec): 3 clusters Score: Raw -17683.664736 + Penalty 1214.555013 = -16469.109722 nChanged 2 SP:Iteration 7Q (32.615546 sec): 3 clusters Score: Raw -17685.865951 + Penalty 1215.332489 = -16470.533462 nChanged 1 SP:Iteration 8Q (32.616086 sec): 3 clusters Score: Raw -17687.906059 + Penalty 1213.990781 = -16473.915278 nChanged 2 SP:Iteration 9Q (32.616621 sec): 3 clusters Score: Raw -17690.286580 + Penalty 1214.696736 = -16475.589844 nChanged 2 SP:Iteration 10F (32.617159 sec): 3 clusters Score: Raw -17691.213524 + Penalty 1214.696736 = -16476.516789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 102 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.617833 sec): 2 clusters Score: Raw -7233.723760 + Penalty 583.703787 = -6650.019973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.618180 sec): 3 clusters Score: Raw -7234.282766 + Penalty 1168.106446 = -6066.176320 nChanged 2 SP:Iteration 1Q (32.618512 sec): 3 clusters Score: Raw -7238.322624 + Penalty 1168.819524 = -6069.503101 nChanged 1 SP:Iteration 2Q (32.618844 sec): 3 clusters Score: Raw -7242.116799 + Penalty 1169.820444 = -6072.296355 nChanged 2 SP:Iteration 3Q (32.619180 sec): 3 clusters Score: Raw -7245.543334 + Penalty 1169.054298 = -6076.489036 nChanged 2 SP:Iteration 4Q (32.619514 sec): 3 clusters Score: Raw -7246.416345 + Penalty 1169.172969 = -6077.243375 nChanged 2 SP:Iteration 5Q (32.619847 sec): 3 clusters Score: Raw -7249.144206 + Penalty 1167.376134 = -6081.768073 nChanged 4 SP:Iteration 6F (32.620187 sec): 3 clusters Score: Raw -7257.183673 + Penalty 1166.757480 = -6090.426193 nChanged 2 SP:Iteration 7Q (32.620515 sec): 3 clusters Score: Raw -7260.708853 + Penalty 1165.391500 = -6095.317352 nChanged 2 SP:Iteration 8Q (32.620844 sec): 3 clusters Score: Raw -7261.796035 + Penalty 1163.470499 = -6098.325536 nChanged 1 SP:Iteration 9Q (32.621179 sec): 3 clusters Score: Raw -7262.324263 + Penalty 1158.604756 = -6103.719507 nChanged 1 SP:Iteration 10F (32.621517 sec): 3 clusters Score: Raw -7262.445763 + Penalty 1152.737503 = -6109.708261 nChanged 1 SP:Iteration 11Q (32.621847 sec): 3 clusters Score: Raw -7262.960276 + Penalty 1153.348663 = -6109.611613 nChanged 1 SP:Iteration 12F (32.622183 sec): 3 clusters Score: Raw -7264.011988 + Penalty 1156.295727 = -6107.716261 nChanged 1 SP:Iteration 13F (32.622551 sec): 3 clusters Score: Raw -7265.099652 + Penalty 1156.295727 = -6108.803925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.623163 sec): 2 clusters Score: Raw -4884.308688 + Penalty 387.378343 = -4496.930345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.623470 sec): 3 clusters Score: Raw -4868.971497 + Penalty 760.813178 = -4108.158319 nChanged 3 SP:Iteration 1F (32.623779 sec): 3 clusters Score: Raw -4873.045298 + Penalty 758.135210 = -4114.910088 nChanged 1 SP:Iteration 2Q (32.624081 sec): 3 clusters Score: Raw -4873.073146 + Penalty 758.135210 = -4114.937936 nChanged 0 SP:Iteration 3F (32.624384 sec): 3 clusters Score: Raw -4873.073146 + Penalty 758.135210 = -4114.937936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 105 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.624914 sec): 2 clusters Score: Raw -2464.099513 + Penalty 357.220089 = -2106.879425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.625171 sec): 3 clusters Score: Raw -2451.551255 + Penalty 714.440177 = -1737.111078 nChanged 1 SP:Iteration 1Q (32.625422 sec): 3 clusters Score: Raw -2454.399348 + Penalty 714.440177 = -1739.959171 nChanged 0 SP:Iteration 2F (32.625673 sec): 3 clusters Score: Raw -2454.399348 + Penalty 714.440177 = -1739.959171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.626432 sec): 2 clusters Score: Raw -10181.718851 + Penalty 474.386099 = -9707.332751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.626850 sec): 3 clusters Score: Raw -10144.611135 + Penalty 950.828933 = -9193.782202 nChanged 21 SP:Iteration 1F (32.627260 sec): 3 clusters Score: Raw -10162.398036 + Penalty 953.756064 = -9208.641972 nChanged 7 SP:Iteration 2F (32.627670 sec): 3 clusters Score: Raw -10171.226665 + Penalty 956.665866 = -9214.560798 nChanged 3 SP:Iteration 3Q (32.628076 sec): 3 clusters Score: Raw -10180.287982 + Penalty 959.892713 = -9220.395269 nChanged 6 SP:Iteration 4F (32.628484 sec): 3 clusters Score: Raw -10187.300227 + Penalty 960.088677 = -9227.211550 nChanged 5 SP:Iteration 5Q (32.628888 sec): 3 clusters Score: Raw -10193.651020 + Penalty 959.840942 = -9233.810078 nChanged 3 SP:Iteration 6Q (32.629289 sec): 3 clusters Score: Raw -10196.903917 + Penalty 961.365179 = -9235.538737 nChanged 2 SP:Iteration 7Q (32.629689 sec): 3 clusters Score: Raw -10199.132361 + Penalty 962.140359 = -9236.992002 nChanged 2 SP:Iteration 8Q (32.630088 sec): 3 clusters Score: Raw -10199.349868 + Penalty 965.254794 = -9234.095074 nChanged 1 SP:Iteration 9F (32.630497 sec): 3 clusters Score: Raw -10200.594637 + Penalty 965.254794 = -9235.339843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.630985 sec): 2 clusters Score: Raw -823.967139 + Penalty 233.830394 = -590.136745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.631211 sec): 3 clusters Score: Raw -822.617098 + Penalty 468.983534 = -353.633564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 108 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.631946 sec): 2 clusters Score: Raw -9839.618702 + Penalty 577.757105 = -9261.861597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.632352 sec): 3 clusters Score: Raw -9852.322382 + Penalty 1154.522431 = -8697.799950 nChanged 6 SP:Iteration 1F (32.632753 sec): 3 clusters Score: Raw -9871.256192 + Penalty 1150.652871 = -8720.603322 nChanged 3 SP:Iteration 2Q (32.633144 sec): 3 clusters Score: Raw -9878.779071 + Penalty 1149.238514 = -8729.540557 nChanged 1 SP:Iteration 3Q (32.633555 sec): 3 clusters Score: Raw -9881.504534 + Penalty 1149.238514 = -8732.266020 nChanged 0 SP:Iteration 4F (32.633955 sec): 3 clusters Score: Raw -9881.504534 + Penalty 1149.238514 = -8732.266020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.634429 sec): 2 clusters Score: Raw -355.841259 + Penalty 132.315218 = -223.526041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.634643 sec): 3 clusters Score: Raw -351.900670 + Penalty 264.630437 = -87.270234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.635095 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.635276 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 112 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.635831 sec): 2 clusters Score: Raw -3569.656958 + Penalty 502.824928 = -3066.832030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.636108 sec): 3 clusters Score: Raw -3568.408167 + Penalty 1005.132511 = -2563.275657 nChanged 2 SP:Iteration 1F (32.636382 sec): 3 clusters Score: Raw -3572.256739 + Penalty 1007.024637 = -2565.232102 nChanged 1 SP:Iteration 2Q (32.636650 sec): 3 clusters Score: Raw -3573.490074 + Penalty 1007.024637 = -2566.465436 nChanged 0 SP:Iteration 3F (32.636922 sec): 3 clusters Score: Raw -3573.490074 + Penalty 1007.024637 = -2566.465436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.637390 sec): 2 clusters Score: Raw -260.768943 + Penalty 84.141529 = -176.627414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.637602 sec): 3 clusters Score: Raw -254.064275 + Penalty 168.778745 = -85.285529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 115 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.638236 sec): 2 clusters Score: Raw -6629.487829 + Penalty 616.650101 = -6012.837728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.638570 sec): 3 clusters Score: Raw -6678.837569 + Penalty 1233.879806 = -5444.957763 nChanged 1 SP:Iteration 1Q (32.638885 sec): 3 clusters Score: Raw -6685.285840 + Penalty 1233.879806 = -5451.406035 nChanged 0 SP:Iteration 2F (32.639214 sec): 3 clusters Score: Raw -6685.285840 + Penalty 1233.879806 = -5451.406035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 116 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.639691 sec): 2 clusters Score: Raw -461.185810 + Penalty 186.460914 = -274.724896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.639908 sec): 3 clusters Score: Raw -451.109303 + Penalty 374.089906 = -77.019397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 119 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.640392 sec): 2 clusters Score: Raw -831.601757 + Penalty 275.950888 = -555.650869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.640617 sec): 3 clusters Score: Raw -836.690747 + Penalty 547.794082 = -288.896665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.641104 sec): 2 clusters Score: Raw -950.662081 + Penalty 203.102997 = -747.559084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.641333 sec): 3 clusters Score: Raw -958.132989 + Penalty 407.824999 = -550.307990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.641836 sec): 2 clusters Score: Raw -837.891927 + Penalty 261.370286 = -576.521640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.642060 sec): 3 clusters Score: Raw -831.087616 + Penalty 522.561152 = -308.526465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.642831 sec): 2 clusters Score: Raw -10983.551995 + Penalty 602.350437 = -10381.201558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.643254 sec): 3 clusters Score: Raw -10984.161733 + Penalty 1205.493837 = -9778.667896 nChanged 14 SP:Iteration 1F (32.643670 sec): 3 clusters Score: Raw -11015.822709 + Penalty 1205.474982 = -9810.347727 nChanged 2 SP:Iteration 2Q (32.644076 sec): 3 clusters Score: Raw -11022.665859 + Penalty 1205.065007 = -9817.600852 nChanged 1 SP:Iteration 3Q (32.644481 sec): 3 clusters Score: Raw -11023.605676 + Penalty 1205.065007 = -9818.540669 nChanged 0 SP:Iteration 4F (32.644896 sec): 3 clusters Score: Raw -11023.605676 + Penalty 1205.065007 = -9818.540669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 123 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.645389 sec): 2 clusters Score: Raw -1041.242880 + Penalty 321.750273 = -719.492607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.645617 sec): 3 clusters Score: Raw -1031.295923 + Penalty 666.508464 = -364.787459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.646070 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.646252 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 126 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.646860 sec): 2 clusters Score: Raw -5460.044243 + Penalty 505.609172 = -4954.435071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.647176 sec): 3 clusters Score: Raw -5481.354917 + Penalty 1014.061707 = -4467.293210 nChanged 4 SP:Iteration 1F (32.647487 sec): 3 clusters Score: Raw -5488.229170 + Penalty 1014.061707 = -4474.167463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 127 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.648006 sec): 2 clusters Score: Raw -2042.119264 + Penalty 429.665769 = -1612.453495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648252 sec): 3 clusters Score: Raw -2052.239643 + Penalty 859.217002 = -1193.022641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.648729 sec): 2 clusters Score: Raw -539.355736 + Penalty 185.011254 = -354.344482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.648949 sec): 3 clusters Score: Raw -536.570005 + Penalty 342.209863 = -194.360141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.649426 sec): 2 clusters Score: Raw -602.143251 + Penalty 151.575127 = -450.568124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.649648 sec): 3 clusters Score: Raw -601.133385 + Penalty 326.667202 = -274.466183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.650152 sec): 2 clusters Score: Raw -979.371310 + Penalty 312.678092 = -666.693218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.650378 sec): 3 clusters Score: Raw -959.547668 + Penalty 625.350254 = -334.197414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.650845 sec): 2 clusters Score: Raw -274.023919 + Penalty 120.738435 = -153.285483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.651056 sec): 3 clusters Score: Raw -264.519305 + Penalty 238.534012 = -25.985294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 132 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.651672 sec): 2 clusters Score: Raw -5458.359964 + Penalty 546.957224 = -4911.402740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.651990 sec): 3 clusters Score: Raw -5472.792950 + Penalty 1101.329139 = -4371.463811 nChanged 2 SP:Iteration 1Q (32.652292 sec): 3 clusters Score: Raw -5477.163034 + Penalty 1101.329139 = -4375.833895 nChanged 0 SP:Iteration 2F (32.652600 sec): 3 clusters Score: Raw -5477.163034 + Penalty 1101.329139 = -4375.833895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.653117 sec): 2 clusters Score: Raw -1809.367297 + Penalty 362.388130 = -1446.979166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.653362 sec): 3 clusters Score: Raw -1812.723552 + Penalty 723.509369 = -1089.214183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 135 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.653889 sec): 2 clusters Score: Raw -2551.559274 + Penalty 429.137992 = -2122.421281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.654147 sec): 3 clusters Score: Raw -2574.037051 + Penalty 852.191398 = -1721.845653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.654604 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.654797 sec): 3 clusters Score: Raw -159.053903 + Penalty 42.272789 = -116.781114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.655260 sec): 2 clusters Score: Raw -182.276324 + Penalty 89.920006 = -92.356319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.655469 sec): 3 clusters Score: Raw -171.672334 + Penalty 179.840011 = 8.167677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.655946 sec): 2 clusters Score: Raw -466.977652 + Penalty 197.249376 = -269.728276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.656163 sec): 3 clusters Score: Raw -457.619625 + Penalty 389.360161 = -68.259464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 139 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.656727 sec): 2 clusters Score: Raw -3726.392638 + Penalty 537.727940 = -3188.664698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.657009 sec): 3 clusters Score: Raw -3772.593793 + Penalty 1075.252709 = -2697.341084 nChanged 1 SP:Iteration 1Q (32.657278 sec): 3 clusters Score: Raw -3777.199118 + Penalty 1075.252709 = -2701.946409 nChanged 0 SP:Iteration 2F (32.657557 sec): 3 clusters Score: Raw -3777.199118 + Penalty 1075.252709 = -2701.946409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.658046 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.658258 sec): 3 clusters Score: Raw -239.698079 + Penalty 182.638190 = -57.059889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 141 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.658787 sec): 2 clusters Score: Raw -2573.732533 + Penalty 394.592954 = -2179.139579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.659045 sec): 3 clusters Score: Raw -2564.012153 + Penalty 788.838323 = -1775.173830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 142 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.659542 sec): 2 clusters Score: Raw -1333.334758 + Penalty 332.327744 = -1001.007014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.659777 sec): 3 clusters Score: Raw -1334.814430 + Penalty 661.133087 = -673.681344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.660253 sec): 2 clusters Score: Raw -544.609627 + Penalty 164.510903 = -380.098723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.660470 sec): 3 clusters Score: Raw -536.006515 + Penalty 321.145748 = -214.860766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 144 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.661039 sec): 2 clusters Score: Raw -4132.002346 + Penalty 512.631853 = -3619.370492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.661326 sec): 3 clusters Score: Raw -4160.191107 + Penalty 1025.847971 = -3134.343136 nChanged 1 SP:Iteration 1Q (32.661603 sec): 3 clusters Score: Raw -4166.438271 + Penalty 1025.847971 = -3140.590300 nChanged 0 SP:Iteration 2F (32.661885 sec): 3 clusters Score: Raw -4166.438271 + Penalty 1025.847971 = -3140.590300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.662679 sec): 2 clusters Score: Raw -13486.827163 + Penalty 763.098279 = -12723.728884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.663131 sec): 3 clusters Score: Raw -13515.982748 + Penalty 1526.967068 = -11989.015680 nChanged 12 SP:Iteration 1F (32.663576 sec): 3 clusters Score: Raw -13545.375337 + Penalty 1527.582312 = -12017.793025 nChanged 4 SP:Iteration 2Q (32.664006 sec): 3 clusters Score: Raw -13557.086311 + Penalty 1527.582312 = -12029.503999 nChanged 0 SP:Iteration 3F (32.664449 sec): 3 clusters Score: Raw -13557.086311 + Penalty 1527.582312 = -12029.503999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.665736 sec): 2 clusters Score: Raw -17484.004361 + Penalty 688.771492 = -16795.232869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.666265 sec): 3 clusters Score: Raw -17443.169918 + Penalty 1379.326651 = -16063.843267 nChanged 31 SP:Iteration 1F (32.666795 sec): 3 clusters Score: Raw -17491.470986 + Penalty 1383.269843 = -16108.201143 nChanged 13 SP:Iteration 2F (32.667325 sec): 3 clusters Score: Raw -17512.148603 + Penalty 1384.293065 = -16127.855537 nChanged 4 SP:Iteration 3Q (32.667846 sec): 3 clusters Score: Raw -17518.670440 + Penalty 1385.604848 = -16133.065593 nChanged 2 SP:Iteration 4Q (32.668367 sec): 3 clusters Score: Raw -17522.570425 + Penalty 1386.545886 = -16136.024539 nChanged 2 SP:Iteration 5Q (32.668887 sec): 3 clusters Score: Raw -17525.819270 + Penalty 1386.545886 = -16139.273384 nChanged 0 SP:Iteration 6F (32.669438 sec): 3 clusters Score: Raw -17525.819270 + Penalty 1386.545886 = -16139.273384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.670413 sec): 2 clusters Score: Raw -245.137221 + Penalty 65.988551 = -179.148671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.670619 sec): 3 clusters Score: Raw -244.628484 + Penalty 154.448389 = -90.180095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.671099 sec): 2 clusters Score: Raw -553.698039 + Penalty 183.277444 = -370.420595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.671317 sec): 3 clusters Score: Raw -541.185863 + Penalty 375.988851 = -165.197012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.671793 sec): 2 clusters Score: Raw -581.705707 + Penalty 216.846875 = -364.858831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.672011 sec): 3 clusters Score: Raw -564.626289 + Penalty 452.932201 = -111.694088 nChanged 1 SP:Iteration 1F (32.672226 sec): 3 clusters Score: Raw -569.361386 + Penalty 216.846875 = -352.514510 nChanged 1 SP:Iteration 2F (32.672423 sec): 2 clusters Score: Raw -581.705707 + Penalty 216.846875 = -364.858831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 154 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.672910 sec): 2 clusters Score: Raw -925.839492 + Penalty 255.853147 = -669.986345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673138 sec): 3 clusters Score: Raw -927.119184 + Penalty 511.706293 = -415.412891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.673596 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.673784 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 157 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.674296 sec): 2 clusters Score: Raw -1766.569130 + Penalty 371.311156 = -1395.257974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.674547 sec): 3 clusters Score: Raw -1750.991827 + Penalty 743.703461 = -1007.288366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 158 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.675076 sec): 2 clusters Score: Raw -2096.368121 + Penalty 413.544752 = -1682.823369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.675326 sec): 3 clusters Score: Raw -2108.140368 + Penalty 825.981246 = -1282.159121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.675941 sec): 2 clusters Score: Raw -5073.260194 + Penalty 385.185499 = -4688.074695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.676256 sec): 3 clusters Score: Raw -5065.182269 + Penalty 770.201462 = -4294.980807 nChanged 3 SP:Iteration 1F (32.676562 sec): 3 clusters Score: Raw -5073.513694 + Penalty 769.264228 = -4304.249465 nChanged 2 SP:Iteration 2Q (32.676863 sec): 3 clusters Score: Raw -5076.314614 + Penalty 769.264228 = -4307.050386 nChanged 0 SP:Iteration 3F (32.677167 sec): 3 clusters Score: Raw -5076.314614 + Penalty 769.264228 = -4307.050386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.677680 sec): 2 clusters Score: Raw -998.868204 + Penalty 222.337573 = -776.530631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.677909 sec): 3 clusters Score: Raw -993.432713 + Penalty 415.035019 = -578.397694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 161 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.678406 sec): 2 clusters Score: Raw -1277.605517 + Penalty 349.724961 = -927.880555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.678639 sec): 3 clusters Score: Raw -1262.567987 + Penalty 691.323433 = -571.244555 nChanged 1 SP:Iteration 1F (32.678867 sec): 3 clusters Score: Raw -1262.947537 + Penalty 725.862275 = -537.085263 nChanged 1 SP:Iteration 2F (32.679093 sec): 3 clusters Score: Raw -1266.325024 + Penalty 349.724961 = -916.600063 nChanged 1 SP:Iteration 3F (32.679300 sec): 2 clusters Score: Raw -1277.605517 + Penalty 349.724961 = -927.880555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.679769 sec): 2 clusters Score: Raw -265.812915 + Penalty 122.522193 = -143.290721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.679979 sec): 3 clusters Score: Raw -258.346294 + Penalty 233.774407 = -24.571887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 163 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.680544 sec): 2 clusters Score: Raw -3757.733642 + Penalty 440.374057 = -3317.359585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.680826 sec): 3 clusters Score: Raw -3762.633764 + Penalty 884.747431 = -2877.886333 nChanged 1 SP:Iteration 1Q (32.681103 sec): 3 clusters Score: Raw -3765.415257 + Penalty 883.505461 = -2881.909797 nChanged 2 SP:Iteration 2Q (32.681379 sec): 3 clusters Score: Raw -3772.953182 + Penalty 883.505461 = -2889.447722 nChanged 0 SP:Iteration 3F (32.681661 sec): 3 clusters Score: Raw -3772.953182 + Penalty 883.505461 = -2889.447722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 164 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.682149 sec): 2 clusters Score: Raw -930.361363 + Penalty 263.870164 = -666.491198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.682374 sec): 3 clusters Score: Raw -924.377640 + Penalty 529.920186 = -394.457454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 167 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.682854 sec): 2 clusters Score: Raw -757.142725 + Penalty 261.867567 = -495.275158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.683078 sec): 3 clusters Score: Raw -745.251604 + Penalty 518.617567 = -226.634037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 168 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.683559 sec): 2 clusters Score: Raw -873.424370 + Penalty 305.272119 = -568.152251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.683785 sec): 3 clusters Score: Raw -864.366103 + Penalty 610.245831 = -254.120271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.684273 sec): 2 clusters Score: Raw -864.170382 + Penalty 292.920283 = -571.250099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.684498 sec): 3 clusters Score: Raw -858.744655 + Penalty 578.328167 = -280.416488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 170 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.685041 sec): 2 clusters Score: Raw -274.774397 + Penalty 129.742004 = -145.032392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.685253 sec): 3 clusters Score: Raw -264.454263 + Penalty 264.358594 = -0.095669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.685741 sec): 2 clusters Score: Raw -939.021783 + Penalty 232.038717 = -706.983066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.685970 sec): 3 clusters Score: Raw -924.962251 + Penalty 482.938075 = -442.024177 nChanged 1 SP:Iteration 1F (32.686194 sec): 3 clusters Score: Raw -927.427270 + Penalty 497.955861 = -429.471409 nChanged 1 SP:Iteration 2F (32.686416 sec): 3 clusters Score: Raw -928.704777 + Penalty 500.898071 = -427.806707 nChanged 1 SP:Iteration 3F (32.686638 sec): 3 clusters Score: Raw -929.516100 + Penalty 500.898071 = -428.618029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 176 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.687117 sec): 2 clusters Score: Raw -655.523635 + Penalty 219.220559 = -436.303075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.687336 sec): 3 clusters Score: Raw -645.517649 + Penalty 435.955689 = -209.561960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.687806 sec): 2 clusters Score: Raw -382.457978 + Penalty 184.674472 = -197.783506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688019 sec): 3 clusters Score: Raw -370.915068 + Penalty 184.674472 = -186.240596 nChanged 1 SP:Iteration 1F (32.688212 sec): 2 clusters Score: Raw -382.457978 + Penalty 184.674472 = -197.783506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 178 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.688695 sec): 2 clusters Score: Raw -838.434401 + Penalty 255.005377 = -583.429025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.688921 sec): 3 clusters Score: Raw -833.986005 + Penalty 501.257575 = -332.728430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.689378 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.689567 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690016 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690197 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 181 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.690686 sec): 2 clusters Score: Raw -1073.210647 + Penalty 330.072729 = -743.137918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.690915 sec): 3 clusters Score: Raw -1063.886918 + Penalty 659.819329 = -404.067589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 184 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.691421 sec): 2 clusters Score: Raw -1628.127179 + Penalty 287.221762 = -1340.905417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.691663 sec): 3 clusters Score: Raw -1609.908782 + Penalty 568.027461 = -1041.881321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 186 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.692206 sec): 2 clusters Score: Raw -2504.754521 + Penalty 431.469888 = -2073.284633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.692464 sec): 3 clusters Score: Raw -2504.625820 + Penalty 863.101278 = -1641.524542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.693061 sec): 2 clusters Score: Raw -4974.641514 + Penalty 379.890436 = -4594.751078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.693368 sec): 3 clusters Score: Raw -4968.451984 + Penalty 761.671298 = -4206.780686 nChanged 3 SP:Iteration 1F (32.693672 sec): 3 clusters Score: Raw -4973.923618 + Penalty 761.671298 = -4212.252320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.694141 sec): 2 clusters Score: Raw -271.450966 + Penalty 110.727455 = -160.723511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.694337 sec): 2 clusters Score: Raw -271.450966 + Penalty 110.727455 = -160.723511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 189 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.694823 sec): 2 clusters Score: Raw -940.726841 + Penalty 305.046035 = -635.680805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.695048 sec): 3 clusters Score: Raw -935.670766 + Penalty 612.855406 = -322.815359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 191 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.695518 sec): 2 clusters Score: Raw -376.435239 + Penalty 167.643658 = -208.791581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.695732 sec): 3 clusters Score: Raw -364.592676 + Penalty 167.643658 = -196.949018 nChanged 1 SP:Iteration 1F (32.695928 sec): 2 clusters Score: Raw -376.435239 + Penalty 167.643658 = -208.791581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.696377 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.696558 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.697041 sec): 2 clusters Score: Raw -877.162603 + Penalty 283.156531 = -594.006072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.697266 sec): 3 clusters Score: Raw -858.198174 + Penalty 565.407520 = -292.790655 nChanged 1 SP:Iteration 1F (32.697487 sec): 3 clusters Score: Raw -862.734937 + Penalty 283.156531 = -579.578407 nChanged 2 SP:Iteration 2F (32.697687 sec): 2 clusters Score: Raw -877.162603 + Penalty 283.156531 = -594.006072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 194 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698167 sec): 2 clusters Score: Raw -734.995808 + Penalty 254.340557 = -480.655250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.698390 sec): 3 clusters Score: Raw -729.595461 + Penalty 512.583185 = -217.012276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.698863 sec): 2 clusters Score: Raw -480.057624 + Penalty 207.772242 = -272.285383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.699095 sec): 3 clusters Score: Raw -464.161472 + Penalty 414.671031 = -49.490441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 198 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.699584 sec): 2 clusters Score: Raw -1013.222548 + Penalty 240.399558 = -772.822990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.699813 sec): 3 clusters Score: Raw -1004.676709 + Penalty 240.399558 = -764.277151 nChanged 2 SP:Iteration 1F (32.700016 sec): 2 clusters Score: Raw -1013.222548 + Penalty 240.399558 = -772.822990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.700480 sec): 2 clusters Score: Raw -182.046530 + Penalty 87.642086 = -94.404444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.700689 sec): 3 clusters Score: Raw -172.000002 + Penalty 175.284172 = 3.284170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 200 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.701169 sec): 2 clusters Score: Raw -739.339388 + Penalty 233.684686 = -505.654702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.701390 sec): 3 clusters Score: Raw -733.218162 + Penalty 440.146190 = -293.071973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 201 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.702182 sec): 2 clusters Score: Raw -11790.437071 + Penalty 562.853661 = -11227.583410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.702630 sec): 3 clusters Score: Raw -11740.988136 + Penalty 1112.536854 = -10628.451282 nChanged 21 SP:Iteration 1F (32.703072 sec): 3 clusters Score: Raw -11771.748997 + Penalty 1108.966639 = -10662.782359 nChanged 7 SP:Iteration 2F (32.703514 sec): 3 clusters Score: Raw -11787.241573 + Penalty 1109.739710 = -10677.501863 nChanged 4 SP:Iteration 3Q (32.703950 sec): 3 clusters Score: Raw -11792.657062 + Penalty 1109.130414 = -10683.526647 nChanged 1 SP:Iteration 4Q (32.704385 sec): 3 clusters Score: Raw -11794.032317 + Penalty 1110.990687 = -10683.041630 nChanged 1 SP:Iteration 5F (32.704826 sec): 3 clusters Score: Raw -11795.326386 + Penalty 1110.990687 = -10684.335699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 202 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.705363 sec): 2 clusters Score: Raw -2370.994212 + Penalty 427.642622 = -1943.351590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.705617 sec): 3 clusters Score: Raw -2368.506492 + Penalty 852.971769 = -1515.534723 nChanged 1 SP:Iteration 1Q (32.705865 sec): 3 clusters Score: Raw -2371.429641 + Penalty 856.365144 = -1515.064497 nChanged 2 SP:Iteration 2F (32.706113 sec): 3 clusters Score: Raw -2376.288595 + Penalty 851.929945 = -1524.358650 nChanged 1 SP:Iteration 3Q (32.706355 sec): 3 clusters Score: Raw -2378.651806 + Penalty 851.929945 = -1526.721861 nChanged 0 SP:Iteration 4F (32.706606 sec): 3 clusters Score: Raw -2378.651806 + Penalty 851.929945 = -1526.721861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.707075 sec): 2 clusters Score: Raw -180.416738 + Penalty 80.421824 = -99.994913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.707285 sec): 3 clusters Score: Raw -171.171484 + Penalty 160.843649 = -10.327836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 207 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.707783 sec): 2 clusters Score: Raw -1342.300747 + Penalty 316.190631 = -1026.110116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.708038 sec): 3 clusters Score: Raw -1327.444650 + Penalty 643.680858 = -683.763792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.708538 sec): 2 clusters Score: Raw -1071.051034 + Penalty 52.484401 = -1018.566633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.708765 sec): 3 clusters Score: Raw -1094.431474 + Penalty 114.580933 = -979.850541 nChanged 2 SP:Iteration 1F (32.708996 sec): 3 clusters Score: Raw -1102.990887 + Penalty 107.362984 = -995.627903 nChanged 1 SP:Iteration 2F (32.709225 sec): 3 clusters Score: Raw -1108.114551 + Penalty 107.362984 = -1000.751567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 209 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.709704 sec): 2 clusters Score: Raw -672.752688 + Penalty 256.657054 = -416.095634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.709925 sec): 3 clusters Score: Raw -662.047952 + Penalty 513.471981 = -148.575970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.710385 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.710576 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.711025 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.711206 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.711678 sec): 2 clusters Score: Raw -465.602625 + Penalty 226.565193 = -239.037432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.711896 sec): 3 clusters Score: Raw -464.692038 + Penalty 443.579545 = -21.112492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 215 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.712371 sec): 2 clusters Score: Raw -560.232846 + Penalty 202.045692 = -358.187154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.712588 sec): 3 clusters Score: Raw -552.339742 + Penalty 202.045692 = -350.294050 nChanged 1 SP:Iteration 1F (32.712785 sec): 2 clusters Score: Raw -560.232846 + Penalty 202.045692 = -358.187154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713252 sec): 2 clusters Score: Raw -378.993236 + Penalty 168.202402 = -210.790835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.713467 sec): 3 clusters Score: Raw -364.213978 + Penalty 336.404803 = -27.809175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 217 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.713954 sec): 2 clusters Score: Raw -995.779434 + Penalty 313.293705 = -682.485729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.714181 sec): 3 clusters Score: Raw -973.653710 + Penalty 626.587409 = -347.066301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 219 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.714646 sec): 2 clusters Score: Raw -184.250724 + Penalty 91.070206 = -93.180518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.714842 sec): 2 clusters Score: Raw -184.250724 + Penalty 91.070206 = -93.180518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 222 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.715359 sec): 2 clusters Score: Raw -1497.545542 + Penalty 382.708719 = -1114.836823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.715594 sec): 3 clusters Score: Raw -1490.295677 + Penalty 382.708719 = -1107.586958 nChanged 1 SP:Iteration 1F (32.715806 sec): 2 clusters Score: Raw -1497.545542 + Penalty 382.708719 = -1114.836823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.716275 sec): 2 clusters Score: Raw -181.605065 + Penalty 88.647940 = -92.957124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.716488 sec): 3 clusters Score: Raw -172.118690 + Penalty 177.295881 = 5.177191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.716944 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.717129 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.717598 sec): 2 clusters Score: Raw -375.810476 + Penalty 170.596531 = -205.213945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.717811 sec): 3 clusters Score: Raw -361.051009 + Penalty 341.193062 = -19.857947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 232 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.718304 sec): 2 clusters Score: Raw -1156.261979 + Penalty 290.358492 = -865.903487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.718534 sec): 3 clusters Score: Raw -1145.970906 + Penalty 573.964770 = -572.006136 nChanged 1 SP:Iteration 1F (32.718760 sec): 3 clusters Score: Raw -1148.627362 + Penalty 573.964770 = -574.662592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719212 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.719395 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 238 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.719869 sec): 2 clusters Score: Raw -418.606537 + Penalty 123.337377 = -295.269161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.720083 sec): 3 clusters Score: Raw -414.914402 + Penalty 304.664969 = -110.249434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 239 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.720552 sec): 2 clusters Score: Raw -376.463463 + Penalty 154.178555 = -222.284908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.720765 sec): 3 clusters Score: Raw -361.304961 + Penalty 308.357110 = -52.947851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.721214 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.721395 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 245 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.721861 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.722041 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 246 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.722491 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.722672 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 247 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.723119 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.723301 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 248 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.723794 sec): 2 clusters Score: Raw -1054.204266 + Penalty 130.412031 = -923.792235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.724025 sec): 3 clusters Score: Raw -1055.745016 + Penalty 274.994906 = -780.750110 nChanged 1 SP:Iteration 1F (32.724256 sec): 3 clusters Score: Raw -1056.828318 + Penalty 274.994906 = -781.833412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 250 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.724765 sec): 2 clusters Score: Raw -1495.612693 + Penalty 270.374159 = -1225.238534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.725008 sec): 3 clusters Score: Raw -1514.227191 + Penalty 551.814418 = -962.412773 nChanged 0 Deleting Class 168 (9 points): Lose 51.430142 but Gain 1446.342427 Iteration 20F (35.626442 sec): 189 clusters Score: Raw -2762783.262724 + Penalty 206136.482715 = -2556646.780009 nChanged 125 Deleting Class 222 (15 points): Lose 78.921603 but Gain 1471.194453 Iteration 21Q (35.861725 sec): 188 clusters Score: Raw -2762800.317031 + Penalty 204772.261068 = -2558028.055964 nChanged 114 Deleting Class 46 (36 points): Lose 160.407004 but Gain 1551.174240 Iteration 22Q (36.092578 sec): 187 clusters Score: Raw -2762737.019003 + Penalty 203330.243617 = -2559406.775386 nChanged 123 Deleting Class 130 (10 points): Lose 27.125716 but Gain 1413.644468 Iteration 23Q (36.323326 sec): 186 clusters Score: Raw -2762849.218835 + Penalty 201928.101402 = -2560921.117433 nChanged 65 Deleting Class 33 (38 points): Lose 252.420748 but Gain 1632.515405 Iteration 24Q (36.549137 sec): 185 clusters Score: Raw -2762641.937432 + Penalty 200403.477999 = -2562238.459433 nChanged 82 Deleting Class 63 (5 points): Lose 20.996018 but Gain 1399.494422 Iteration 25Q (36.778736 sec): 184 clusters Score: Raw -2762756.851658 + Penalty 199072.494380 = -2563684.357278 nChanged 49 Deleting Class 217 (11 points): Lose 43.245733 but Gain 1420.264945 Iteration 26Q (37.009313 sec): 183 clusters Score: Raw -2762754.916015 + Penalty 197680.336660 = -2565074.579355 nChanged 44 Deleting Class 181 (11 points): Lose 56.267223 but Gain 1432.972531 Iteration 27Q (37.233518 sec): 182 clusters Score: Raw -2762731.370339 + Penalty 196267.631166 = -2566463.739172 nChanged 29 Deleting Class 139 (39 points): Lose 151.434413 but Gain 1527.979518 Iteration 28Q (37.451397 sec): 181 clusters Score: Raw -2762607.806055 + Penalty 194839.255235 = -2567768.550820 nChanged 54 Deleting Class 177 (4 points): Lose 11.140888 but Gain 1386.787259 Iteration 29Q (37.670536 sec): 180 clusters Score: Raw -2762705.420972 + Penalty 193470.823196 = -2569234.597776 nChanged 26 Deleting Class 69 (16 points): Lose 110.962632 but Gain 1487.664427 Iteration 30F (40.370139 sec): 179 clusters Score: Raw -2762619.074610 + Penalty 192090.838170 = -2570528.236441 nChanged 26 Deleting Class 213 (5 points): Lose 93.411474 but Gain 1465.471567 Iteration 31Q (40.585578 sec): 178 clusters Score: Raw -2762602.996872 + Penalty 190630.388621 = -2571972.608250 nChanged 18 Deleting Class 15 (7 points): Lose 28.752198 but Gain 1391.176795 Iteration 32Q (40.800465 sec): 177 clusters Score: Raw -2762595.761648 + Penalty 189296.144862 = -2573299.616786 nChanged 19 Deleting Class 219 (2 points): Lose 5.984537 but Gain 1367.758092 Iteration 33Q (41.016349 sec): 176 clusters Score: Raw -2762620.112505 + Penalty 187979.970628 = -2574640.141878 nChanged 17 Deleting Class 83 (19 points): Lose 115.880290 but Gain 1474.803788 Iteration 34Q (41.233553 sec): 175 clusters Score: Raw -2762516.188453 + Penalty 186528.545569 = -2575987.642884 nChanged 34 Deleting Class 100 (23 points): Lose 118.476873 but Gain 1467.579928 Iteration 35Q (41.447830 sec): 174 clusters Score: Raw -2762441.695762 + Penalty 185053.647438 = -2577388.048324 nChanged 43 Deleting Class 137 (2 points): Lose 1.622083 but Gain 1350.483546 Iteration 36Q (41.663976 sec): 173 clusters Score: Raw -2762495.126580 + Penalty 183707.678841 = -2578787.447739 nChanged 20 Deleting Class 169 (9 points): Lose 43.266437 but Gain 1387.820921 Iteration 37Q (41.877936 sec): 172 clusters Score: Raw -2762465.274865 + Penalty 182341.245687 = -2580124.029179 nChanged 23 Deleting Class 161 (13 points): Lose 75.107543 but Gain 1419.404799 Iteration 38Q (42.102039 sec): 171 clusters Score: Raw -2762415.078189 + Penalty 180891.314371 = -2581523.763817 nChanged 32 Deleting Class 60 (24 points): Lose 91.281574 but Gain 1426.150903 Iteration 39Q (42.323819 sec): 170 clusters Score: Raw -2762353.110830 + Penalty 179526.247659 = -2582826.863171 nChanged 33 Deleting Class 127 (24 points): Lose 163.057294 but Gain 1497.101252 Iteration 40F (44.889933 sec): 169 clusters Score: Raw -2762244.723017 + Penalty 178171.030575 = -2584073.692442 nChanged 36 Deleting Class 196 (5 points): Lose 10.013272 but Gain 1343.914783 Iteration 41Q (45.108830 sec): 168 clusters Score: Raw -2762317.972424 + Penalty 176874.040493 = -2585443.931930 nChanged 17 Deleting Class 112 (38 points): Lose 135.356959 but Gain 1458.232674 Iteration 42Q (45.325687 sec): 167 clusters Score: Raw -2762214.902790 + Penalty 175460.655528 = -2586754.247262 nChanged 43 Deleting Class 189 (12 points): Lose 72.113572 but Gain 1395.917868 Iteration 43Q (45.544950 sec): 166 clusters Score: Raw -2762211.663802 + Penalty 174168.277083 = -2588043.386719 nChanged 20 Deleting Class 17 (43 points): Lose 241.917854 but Gain 1560.791419 Iteration 44Q (45.758616 sec): 165 clusters Score: Raw -2762014.515644 + Penalty 172722.852004 = -2589291.663640 nChanged 52 Deleting Class 123 (11 points): Lose 78.517885 but Gain 1396.841552 Iteration 45Q (45.975873 sec): 164 clusters Score: Raw -2762048.727340 + Penalty 171454.265334 = -2590594.462006 nChanged 22 Deleting Class 202 (25 points): Lose 96.329252 but Gain 1412.440501 Iteration 46Q (46.195503 sec): 163 clusters Score: Raw -2761993.662430 + Penalty 170097.655565 = -2591896.006865 nChanged 35 Deleting Class 223 (2 points): Lose 16.625677 but Gain 1331.378755 Iteration 47Q (46.411179 sec): 162 clusters Score: Raw -2762024.735622 + Penalty 168791.313517 = -2593233.422105 nChanged 14 Deleting Class 199 (2 points): Lose 2.705728 but Gain 1316.272108 Iteration 48Q (46.623649 sec): 161 clusters Score: Raw -2762034.604208 + Penalty 167443.254772 = -2594591.349436 nChanged 11 Deleting Class 209 (8 points): Lose 51.337820 but Gain 1364.788090 Iteration 49Q (46.833280 sec): 160 clusters Score: Raw -2761994.475327 + Penalty 166186.464960 = -2595808.010367 nChanged 10 Deleting Class 193 (9 points): Lose 36.275078 but Gain 1341.561442 Iteration 50F (49.194517 sec): 159 clusters Score: Raw -2761991.231416 + Penalty 164849.857559 = -2597141.373857 nChanged 13 Deleting Class 115 (69 points): Lose 223.207234 but Gain 1527.509153 Iteration 51Q (49.404518 sec): 158 clusters Score: Raw -2761783.174742 + Penalty 163481.939217 = -2598301.235525 nChanged 74 Deleting Class 14 (57 points): Lose 274.269833 but Gain 1578.711180 Iteration 52Q (49.620810 sec): 157 clusters Score: Raw -2761654.841240 + Penalty 162067.124189 = -2599587.717050 nChanged 79 Deleting Class 89 (35 points): Lose 128.868809 but Gain 1428.789013 Iteration 53Q (49.836037 sec): 156 clusters Score: Raw -2761676.039603 + Penalty 160740.080698 = -2600935.958905 nChanged 58 Deleting Class 157 (17 points): Lose 53.020514 but Gain 1341.206339 Iteration 54Q (50.046281 sec): 155 clusters Score: Raw -2761727.157892 + Penalty 159458.775973 = -2602268.381919 nChanged 39 Deleting Class 144 (36 points): Lose 134.879446 but Gain 1422.927744 Iteration 55Q (50.253967 sec): 154 clusters Score: Raw -2761639.083916 + Penalty 158122.406422 = -2603516.677494 nChanged 49 Deleting Class 186 (32 points): Lose 146.549697 but Gain 1435.567821 Iteration 56Q (50.461709 sec): 153 clusters Score: Raw -2761578.601915 + Penalty 156831.344540 = -2604747.257375 nChanged 58 Deleting Class 67 (12 points): Lose 76.140126 but Gain 1362.746608 Iteration 57Q (50.669405 sec): 152 clusters Score: Raw -2761598.325295 + Penalty 155568.217786 = -2606030.107509 nChanged 32 Deleting Class 158 (21 points): Lose 111.214313 but Gain 1397.410938 Iteration 58Q (50.869694 sec): 151 clusters Score: Raw -2761545.795896 + Penalty 154141.078285 = -2607404.717611 nChanged 49 Deleting Class 167 (8 points): Lose 68.186015 but Gain 1354.456713 Iteration 59Q (51.068008 sec): 150 clusters Score: Raw -2761550.449589 + Penalty 152920.826535 = -2608629.623054 nChanged 33 Deleting Class 102 (71 points): Lose 148.758215 but Gain 1426.019980 Iteration 60F (53.305093 sec): 149 clusters Score: Raw -2761435.529973 + Penalty 151543.882619 = -2609891.647354 nChanged 89 Deleting Class 194 (9 points): Lose 40.280169 but Gain 1306.734728 Iteration 61Q (53.504847 sec): 148 clusters Score: Raw -2761509.626243 + Penalty 150299.303830 = -2611210.322413 nChanged 38 Deleting Class 227 (4 points): Lose 17.965320 but Gain 1281.070919 Iteration 62Q (53.700609 sec): 147 clusters Score: Raw -2761534.566183 + Penalty 149084.371241 = -2612450.194942 nChanged 29 Deleting Class 142 (14 points): Lose 50.987486 but Gain 1310.920057 Iteration 63Q (53.895909 sec): 146 clusters Score: Raw -2761515.739514 + Penalty 147818.933005 = -2613696.806509 nChanged 38 Deleting Class 20 (106 points): Lose 312.961425 but Gain 1571.352091 Iteration 64Q (54.090958 sec): 145 clusters Score: Raw -2761243.811990 + Penalty 146332.687733 = -2614911.124257 nChanged 129 Deleting Class 53 (12 points): Lose 67.226913 but Gain 1324.310978 Iteration 65Q (54.290600 sec): 144 clusters Score: Raw -2761375.148385 + Penalty 145138.031529 = -2616237.116856 nChanged 55 Deleting Class 40 (16 points): Lose 72.125070 but Gain 1335.174427 Iteration 66Q (54.483368 sec): 143 clusters Score: Raw -2761387.057869 + Penalty 143949.828263 = -2617437.229606 nChanged 52 Deleting Class 51 (13 points): Lose 93.007334 but Gain 1348.554996 Iteration 67Q (54.675745 sec): 142 clusters Score: Raw -2761367.901546 + Penalty 142760.643534 = -2618607.258012 nChanged 37 Deleting Class 138 (5 points): Lose 26.844625 but Gain 1275.850663 Iteration 68Q (54.869291 sec): 141 clusters Score: Raw -2761401.940966 + Penalty 141523.840276 = -2619878.100690 nChanged 22 Deleting Class 191 (4 points): Lose 10.819674 but Gain 1258.896729 Iteration 69Q (55.057860 sec): 140 clusters Score: Raw -2761412.783292 + Penalty 140256.451079 = -2621156.332213 nChanged 20 Deleting Class 135 (28 points): Lose 106.951836 but Gain 1355.287085 Iteration 70F (57.144289 sec): 139 clusters Score: Raw -2761322.473153 + Penalty 138982.287010 = -2622340.186143 nChanged 44 Deleting Class 153 (6 points): Lose 14.946368 but Gain 1253.776353 Iteration 71Q (57.335160 sec): 138 clusters Score: Raw -2761373.491130 + Penalty 137758.631608 = -2623614.859522 nChanged 30 Deleting Class 134 (23 points): Lose 82.861579 but Gain 1320.443651 Iteration 72Q (57.524440 sec): 137 clusters Score: Raw -2761317.926801 + Penalty 136454.992895 = -2624862.933906 nChanged 40 Deleting Class 216 (4 points): Lose 26.633885 but Gain 1263.092537 Iteration 73Q (57.711603 sec): 136 clusters Score: Raw -2761338.724867 + Penalty 135225.956613 = -2626112.768254 nChanged 34 Deleting Class 178 (19 points): Lose 109.439652 but Gain 1342.151307 Iteration 74Q (57.901266 sec): 135 clusters Score: Raw -2761274.669179 + Penalty 133976.688237 = -2627297.980942 nChanged 54 Deleting Class 95 (24 points): Lose 94.361328 but Gain 1328.102978 Iteration 75Q (58.095800 sec): 134 clusters Score: Raw -2761257.973783 + Penalty 132710.229305 = -2628547.744478 nChanged 56 Deleting Class 119 (10 points): Lose 97.537382 but Gain 1328.019332 Iteration 76Q (58.294750 sec): 133 clusters Score: Raw -2761230.455048 + Penalty 131555.751693 = -2629674.703355 nChanged 31 Deleting Class 126 (47 points): Lose 160.519337 but Gain 1386.997244 Iteration 77Q (58.490345 sec): 132 clusters Score: Raw -2761130.873313 + Penalty 130380.640415 = -2630750.232898 nChanged 70 Deleting Class 121 (12 points): Lose 44.898329 but Gain 1290.641526 Iteration 78Q (58.682106 sec): 131 clusters Score: Raw -2761203.553307 + Penalty 129141.411142 = -2632062.142165 nChanged 38 Deleting Class 207 (15 points): Lose 36.061699 but Gain 1258.494840 Iteration 79Q (58.869800 sec): 130 clusters Score: Raw -2761211.166533 + Penalty 127940.586917 = -2633270.579617 nChanged 38 Deleting Class 84 (11 points): Lose 38.836372 but Gain 1262.974424 Iteration 80F (60.785230 sec): 129 clusters Score: Raw -2761219.034837 + Penalty 126727.921213 = -2634491.113624 nChanged 27 Deleting Class 132 (56 points): Lose 212.918031 but Gain 1434.675827 Iteration 81Q (60.976392 sec): 128 clusters Score: Raw -2761061.356046 + Penalty 125351.628021 = -2635709.728025 nChanged 73 Deleting Class 170 (3 points): Lose 12.485471 but Gain 1229.403892 Iteration 82Q (61.167748 sec): 127 clusters Score: Raw -2761161.223126 + Penalty 124136.877524 = -2637024.345603 nChanged 16 Deleting Class 116 (6 points): Lose 20.493471 but Gain 1236.315587 Iteration 83Q (61.353664 sec): 126 clusters Score: Raw -2761167.726930 + Penalty 122912.847622 = -2638254.879308 nChanged 19 Deleting Class 99 (4 points): Lose 16.349520 but Gain 1230.663797 Iteration 84Q (61.537794 sec): 125 clusters Score: Raw -2761169.983681 + Penalty 121697.335359 = -2639472.648322 nChanged 17 Deleting Class 215 (7 points): Lose 38.120093 but Gain 1244.273098 Iteration 85Q (61.721322 sec): 124 clusters Score: Raw -2761146.178239 + Penalty 120459.712048 = -2640686.466190 nChanged 18 Deleting Class 73 (43 points): Lose 194.623408 but Gain 1398.949720 Iteration 86Q (61.904888 sec): 123 clusters Score: Raw -2760965.567442 + Penalty 119150.797092 = -2641814.770350 nChanged 50 Deleting Class 97 (67 points): Lose 233.227357 but Gain 1437.962536 Iteration 87Q (62.088800 sec): 122 clusters Score: Raw -2760843.681461 + Penalty 117778.020966 = -2643065.660495 nChanged 94 Deleting Class 203 (2 points): Lose 16.033570 but Gain 1207.833004 Iteration 88Q (62.275815 sec): 121 clusters Score: Raw -2760956.998149 + Penalty 116584.441384 = -2644372.556766 nChanged 30 Deleting Class 66 (10 points): Lose 25.708389 but Gain 1213.153944 Iteration 89Q (62.456695 sec): 120 clusters Score: Raw -2760955.879063 + Penalty 115433.229569 = -2645522.649493 nChanged 28 Deleting Class 232 (12 points): Lose 33.962839 but Gain 1216.418138 Iteration 90F (64.215393 sec): 119 clusters Score: Raw -2760954.057821 + Penalty 114250.638071 = -2646703.419750 nChanged 24 Deleting Class 176 (8 points): Lose 32.960341 but Gain 1215.068129 Iteration 91Q (64.395931 sec): 118 clusters Score: Raw -2760945.526929 + Penalty 113104.811093 = -2647840.715837 nChanged 23 Deleting Class 173 (7 points): Lose 22.881010 but Gain 1228.890326 Iteration 92Q (64.575715 sec): 117 clusters Score: Raw -2760939.906832 + Penalty 111915.140052 = -2649024.766780 nChanged 19 Deleting Class 30 (12 points): Lose 200.938689 but Gain 1381.339758 Iteration 93Q (64.753921 sec): 116 clusters Score: Raw -2760752.655146 + Penalty 110651.634832 = -2650101.020313 nChanged 19 Deleting Class 141 (34 points): Lose 102.996869 but Gain 1278.110239 Iteration 94Q (64.928735 sec): 115 clusters Score: Raw -2760707.564120 + Penalty 109470.280996 = -2651237.283124 nChanged 49 Deleting Class 36 (5 points): Lose 20.875931 but Gain 1192.865186 Iteration 95Q (65.101879 sec): 114 clusters Score: Raw -2760754.720754 + Penalty 108348.631864 = -2652406.088890 nChanged 25 Deleting Class 131 (4 points): Lose 14.812721 but Gain 1185.247948 Iteration 96Q (65.271787 sec): 113 clusters Score: Raw -2760775.439816 + Penalty 107172.230088 = -2653603.209728 nChanged 22 Deleting Class 198 (15 points): Lose 74.065741 but Gain 1240.297277 Iteration 97Q (65.441767 sec): 112 clusters Score: Raw -2760732.182756 + Penalty 105937.013238 = -2654795.169518 nChanged 24 Deleting Class 72 (8 points): Lose 25.792495 but Gain 1186.951840 Iteration 98Q (65.608401 sec): 111 clusters Score: Raw -2760737.461525 + Penalty 104756.696686 = -2655980.764839 nChanged 21 Deleting Class 87 (12 points): Lose 64.401047 but Gain 1224.690315 Iteration 99Q (65.777410 sec): 110 clusters Score: Raw -2760699.805503 + Penalty 103540.296102 = -2657159.509401 nChanged 18 Deleting Class 239 (5 points): Lose 26.962369 but Gain 1183.115854 Iteration 100F (67.418833 sec): 109 clusters Score: Raw -2760702.430802 + Penalty 102362.622380 = -2658339.808422 nChanged 13 Deleting Class 154 (11 points): Lose 39.394231 but Gain 1185.323240 Iteration 101Q (67.584275 sec): 108 clusters Score: Raw -2760672.898440 + Penalty 101232.956001 = -2659439.942439 nChanged 15 Deleting Class 54 (16 points): Lose 67.069094 but Gain 1211.181960 Iteration 102Q (67.754559 sec): 107 clusters Score: Raw -2760635.065123 + Penalty 100020.222007 = -2660614.843116 nChanged 20 Deleting Class 86 (26 points): Lose 51.902446 but Gain 1193.964524 Iteration 103Q (67.921061 sec): 106 clusters Score: Raw -2760610.518878 + Penalty 98824.124472 = -2661786.394406 nChanged 30 Deleting Class 96 (21 points): Lose 71.836364 but Gain 1209.701372 Iteration 104Q (68.084768 sec): 105 clusters Score: Raw -2760578.944466 + Penalty 97636.965396 = -2662941.979070 nChanged 32 Deleting Class 188 (4 points): Lose 17.462159 but Gain 1151.212675 Iteration 105Q (68.248928 sec): 104 clusters Score: Raw -2760604.218796 + Penalty 96480.881127 = -2664123.337669 nChanged 18 Deleting Class 49 (8 points): Lose 40.496526 but Gain 1169.942449 Iteration 106Q (68.412267 sec): 103 clusters Score: Raw -2760574.841565 + Penalty 95323.201270 = -2665251.640295 nChanged 19 Deleting Class 164 (12 points): Lose 83.477821 but Gain 1201.385928 Iteration 107Q (68.575974 sec): 102 clusters Score: Raw -2760513.910112 + Penalty 94113.391677 = -2666400.518435 nChanged 20 Deleting Class 200 (4 points): Lose 6.608535 but Gain 1122.567601 Iteration 108Q (68.738946 sec): 101 clusters Score: Raw -2760537.836948 + Penalty 92991.511353 = -2667546.325596 nChanged 13 Deleting Class 163 (35 points): Lose 113.166130 but Gain 1216.892490 Iteration 109Q (68.906119 sec): 100 clusters Score: Raw -2760434.047532 + Penalty 91795.747567 = -2668638.299965 nChanged 42 Deleting Class 78 (173 points): Lose 566.580083 but Gain 1667.048233 Iteration 110F (70.358011 sec): 99 clusters Score: Raw -2759935.296070 + Penalty 90279.486421 = -2669655.809648 nChanged 183 Deleting Class 90 (7 points): Lose 28.782433 but Gain 1151.220634 Iteration 111Q (70.532332 sec): 98 clusters Score: Raw -2760227.940868 + Penalty 89185.374962 = -2671042.565906 nChanged 51 Deleting Class 105 (36 points): Lose 103.531246 but Gain 1190.757326 Iteration 112Q (70.698134 sec): 97 clusters Score: Raw -2760176.215685 + Penalty 88026.767029 = -2672149.448656 nChanged 70 Deleting Class 41 (96 points): Lose 192.451063 but Gain 1277.261438 Iteration 113Q (70.864423 sec): 96 clusters Score: Raw -2760070.383626 + Penalty 86812.338779 = -2673258.044846 nChanged 131 Deleting Class 108 (97 points): Lose 237.124793 but Gain 1320.405491 Iteration 114Q (71.031849 sec): 95 clusters Score: Raw -2759992.353450 + Penalty 85598.994673 = -2674393.358777 nChanged 134 Deleting Class 68 (16 points): Lose 86.753262 but Gain 1169.993714 Iteration 115Q (71.201713 sec): 94 clusters Score: Raw -2760092.723152 + Penalty 84639.975695 = -2675452.747457 nChanged 64 Deleting Class 107 (10 points): Lose 40.264498 but Gain 1117.127248 Iteration 116Q (71.358311 sec): 93 clusters Score: Raw -2760121.442798 + Penalty 83526.144885 = -2676595.297913 nChanged 44 Deleting Class 128 (9 points): Lose 96.971451 but Gain 1172.602661 Iteration 117Q (71.515128 sec): 92 clusters Score: Raw -2760052.899799 + Penalty 82383.903055 = -2677668.996744 nChanged 29 Deleting Class 162 (3 points): Lose 86.143160 but Gain 1160.990706 Iteration 118Q (71.669641 sec): 91 clusters Score: Raw -2759995.486010 + Penalty 81230.317923 = -2678765.168087 nChanged 23 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2759995.486010 + Penalty 81230.317923 = -2678765.168087Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.737211 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.739308 sec): 3 clusters Score: Raw -78532.024218 + Penalty 219.749767 = -78312.274451 nChanged 419 SP:Iteration 1F (71.741292 sec): 3 clusters Score: Raw -78849.156871 + Penalty 216.636028 = -78632.520843 nChanged 141 SP:Iteration 2F (71.742971 sec): 3 clusters Score: Raw -79007.060206 + Penalty 217.390532 = -78789.669674 nChanged 71 SP:Iteration 3F (71.744588 sec): 3 clusters Score: Raw -79058.843542 + Penalty 221.695233 = -78837.148309 nChanged 42 SP:Iteration 4Q (71.746229 sec): 3 clusters Score: Raw -79097.129612 + Penalty 271.683346 = -78825.446266 nChanged 37 SP:Iteration 5F (71.747889 sec): 3 clusters Score: Raw -79139.838229 + Penalty 108.389974 = -79031.448255 nChanged 2 SP:Iteration 6Q (71.749240 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 SP:Iteration 7F (71.750588 sec): 2 clusters Score: Raw -79142.569327 + Penalty 108.389974 = -79034.179352 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.835121 sec): 2 clusters Score: Raw -1550883.052889 + Penalty 291.633323 = -1550591.419567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.871529 sec): 3 clusters Score: Raw -1537902.922930 + Penalty 730.067437 = -1537172.855493 nChanged 9231 SP:Iteration 1F (71.907358 sec): 3 clusters Score: Raw -1545928.517153 + Penalty 878.558625 = -1545049.958528 nChanged 2397 SP:Iteration 2F (71.942721 sec): 3 clusters Score: Raw -1548242.884912 + Penalty 992.030414 = -1547250.854498 nChanged 1304 SP:Iteration 3F (71.978914 sec): 3 clusters Score: Raw -1549397.968059 + Penalty 1097.592505 = -1548300.375554 nChanged 829 SP:Iteration 4Q (72.011659 sec): 3 clusters Score: Raw -1550134.545091 + Penalty 1220.008386 = -1548914.536706 nChanged 489 SP:Iteration 5Q (72.042361 sec): 3 clusters Score: Raw -1550575.841165 + Penalty 1327.051648 = -1549248.789517 nChanged 225 SP:Iteration 6Q (72.071283 sec): 3 clusters Score: Raw -1550791.956025 + Penalty 1418.174305 = -1549373.781720 nChanged 81 SP:Iteration 7Q (72.099936 sec): 3 clusters Score: Raw -1550872.708511 + Penalty 1485.558348 = -1549387.150163 nChanged 32 SP:Iteration 8Q (72.127837 sec): 3 clusters Score: Raw -1550909.774887 + Penalty 1504.592197 = -1549405.182689 nChanged 8 SP:Iteration 9Q (72.155117 sec): 3 clusters Score: Raw -1550917.318655 + Penalty 1514.941844 = -1549402.376810 nChanged 5 SP:Iteration 10F (72.190612 sec): 3 clusters Score: Raw -1550921.426909 + Penalty 1514.941844 = -1549406.485065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 4 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.201442 sec): 2 clusters Score: Raw -4662.749012 + Penalty 405.397833 = -4257.351178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.201788 sec): 3 clusters Score: Raw -4643.372793 + Penalty 810.066159 = -3833.306635 nChanged 3 SP:Iteration 1F (72.202086 sec): 3 clusters Score: Raw -4649.242906 + Penalty 810.397258 = -3838.845648 nChanged 2 SP:Iteration 2Q (72.202381 sec): 3 clusters Score: Raw -4651.286880 + Penalty 810.397258 = -3840.889622 nChanged 0 SP:Iteration 3F (72.202686 sec): 3 clusters Score: Raw -4651.286880 + Penalty 810.397258 = -3840.889622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.203257 sec): 2 clusters Score: Raw -2822.846880 + Penalty 150.090673 = -2672.756206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.203545 sec): 3 clusters Score: Raw -2895.716496 + Penalty 300.181347 = -2595.535149 nChanged 7 SP:Iteration 1F (72.203828 sec): 3 clusters Score: Raw -2917.694749 + Penalty 325.399314 = -2592.295435 nChanged 3 SP:Iteration 2F (72.204110 sec): 3 clusters Score: Raw -2936.563350 + Penalty 325.399314 = -2611.164037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 6 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.204655 sec): 2 clusters Score: Raw -2399.060958 + Penalty 199.638354 = -2199.422604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.204919 sec): 3 clusters Score: Raw -2411.347351 + Penalty 402.085674 = -2009.261677 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.207581 sec): 2 clusters Score: Raw -64133.037291 + Penalty 657.393582 = -63475.643710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.209007 sec): 3 clusters Score: Raw -63808.965587 + Penalty 1314.724727 = -62494.240860 nChanged 234 SP:Iteration 1F (72.210408 sec): 3 clusters Score: Raw -63957.943335 + Penalty 1313.850694 = -62644.092641 nChanged 62 SP:Iteration 2F (72.211832 sec): 3 clusters Score: Raw -63999.049543 + Penalty 1313.303767 = -62685.745777 nChanged 26 SP:Iteration 3Q (72.213228 sec): 3 clusters Score: Raw -64015.416955 + Penalty 1312.517198 = -62702.899757 nChanged 23 SP:Iteration 4Q (72.214616 sec): 3 clusters Score: Raw -64025.840219 + Penalty 1312.840060 = -62713.000159 nChanged 20 SP:Iteration 5Q (72.215989 sec): 3 clusters Score: Raw -64036.841938 + Penalty 1311.971353 = -62724.870584 nChanged 16 SP:Iteration 6Q (72.217422 sec): 3 clusters Score: Raw -64042.275708 + Penalty 1311.240559 = -62731.035149 nChanged 7 SP:Iteration 7Q (72.218825 sec): 3 clusters Score: Raw -64046.373114 + Penalty 1310.640029 = -62735.733085 nChanged 9 SP:Iteration 8Q (72.220229 sec): 3 clusters Score: Raw -64049.977483 + Penalty 1309.985273 = -62739.992210 nChanged 12 SP:Iteration 9Q (72.221649 sec): 3 clusters Score: Raw -64057.238842 + Penalty 1309.013289 = -62748.225553 nChanged 17 SP:Iteration 10F (72.223059 sec): 3 clusters Score: Raw -64067.329127 + Penalty 1307.586691 = -62759.742436 nChanged 17 SP:Iteration 11Q (72.224461 sec): 3 clusters Score: Raw -64075.080756 + Penalty 1308.215376 = -62766.865380 nChanged 17 SP:Iteration 12Q (72.225871 sec): 3 clusters Score: Raw -64086.379756 + Penalty 1312.405727 = -62773.974030 nChanged 16 SP:Iteration 13Q (72.227273 sec): 3 clusters Score: Raw -64095.058233 + Penalty 1312.578723 = -62782.479510 nChanged 11 SP:Iteration 14Q (72.228670 sec): 3 clusters Score: Raw -64099.302810 + Penalty 1313.049165 = -62786.253646 nChanged 14 SP:Iteration 15Q (72.230079 sec): 3 clusters Score: Raw -64107.264382 + Penalty 1319.752986 = -62787.511396 nChanged 13 SP:Iteration 16Q (72.231484 sec): 3 clusters Score: Raw -64115.727230 + Penalty 1324.483352 = -62791.243878 nChanged 8 SP:Iteration 17Q (72.232870 sec): 3 clusters Score: Raw -64118.831470 + Penalty 1327.974469 = -62790.857001 nChanged 6 SP:Iteration 18F (72.234250 sec): 3 clusters Score: Raw -64122.657008 + Penalty 1332.304436 = -62790.352572 nChanged 9 SP:Iteration 19F (72.235697 sec): 3 clusters Score: Raw -64129.790279 + Penalty 1338.439871 = -62791.350408 nChanged 7 SP:Iteration 20F (72.237107 sec): 3 clusters Score: Raw -64132.304885 + Penalty 1336.972523 = -62795.332363 nChanged 5 SP:Iteration 21Q (72.238507 sec): 3 clusters Score: Raw -64135.185093 + Penalty 1335.698793 = -62799.486299 nChanged 4 SP:Iteration 22Q (72.240014 sec): 3 clusters Score: Raw -64137.205395 + Penalty 1337.005508 = -62800.199887 nChanged 1 SP:Iteration 23Q (72.241494 sec): 3 clusters Score: Raw -64137.828822 + Penalty 1335.441439 = -62802.387382 nChanged 1 SP:Iteration 24Q (72.242972 sec): 3 clusters Score: Raw -64139.091681 + Penalty 1335.248554 = -62803.843127 nChanged 1 SP:Iteration 25Q (72.244431 sec): 3 clusters Score: Raw -64139.940975 + Penalty 1335.248554 = -62804.692421 nChanged 0 SP:Iteration 26F (72.245855 sec): 3 clusters Score: Raw -64139.940975 + Penalty 1335.248554 = -62804.692421 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.252069 sec): 2 clusters Score: Raw -113067.253509 + Penalty 684.037142 = -112383.216367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.254581 sec): 3 clusters Score: Raw -112359.586767 + Penalty 1361.006676 = -110998.580091 nChanged 474 SP:Iteration 1F (72.256967 sec): 3 clusters Score: Raw -112654.055661 + Penalty 1351.154061 = -111302.901600 nChanged 142 SP:Iteration 2F (72.259298 sec): 3 clusters Score: Raw -112743.702081 + Penalty 1341.678568 = -111402.023513 nChanged 72 SP:Iteration 3F (72.261625 sec): 3 clusters Score: Raw -112787.382565 + Penalty 1334.905821 = -111452.476744 nChanged 50 SP:Iteration 4Q (72.263951 sec): 3 clusters Score: Raw -112813.538649 + Penalty 1325.012724 = -111488.525925 nChanged 41 SP:Iteration 5Q (72.266272 sec): 3 clusters Score: Raw -112839.417334 + Penalty 1316.910608 = -111522.506727 nChanged 56 SP:Iteration 6Q (72.268580 sec): 3 clusters Score: Raw -112888.643945 + Penalty 1313.371452 = -111575.272493 nChanged 50 SP:Iteration 7Q (72.270863 sec): 3 clusters Score: Raw -112939.253655 + Penalty 1311.088984 = -111628.164671 nChanged 36 SP:Iteration 8Q (72.273241 sec): 3 clusters Score: Raw -112974.490532 + Penalty 1316.737813 = -111657.752719 nChanged 32 SP:Iteration 9Q (72.275589 sec): 3 clusters Score: Raw -113003.452246 + Penalty 1324.580870 = -111678.871376 nChanged 22 SP:Iteration 10F (72.277929 sec): 3 clusters Score: Raw -113020.454545 + Penalty 1331.921778 = -111688.532767 nChanged 15 SP:Iteration 11Q (72.279989 sec): 3 clusters Score: Raw -113031.847338 + Penalty 1345.215792 = -111686.631546 nChanged 13 SP:Iteration 12F (72.282309 sec): 3 clusters Score: Raw -113044.315518 + Penalty 1359.740858 = -111684.574660 nChanged 12 SP:Iteration 13F (72.284643 sec): 3 clusters Score: Raw -113054.817084 + Penalty 1375.874500 = -111678.942584 nChanged 14 SP:Iteration 14F (72.286958 sec): 3 clusters Score: Raw -113068.416314 + Penalty 1384.303930 = -111684.112384 nChanged 5 SP:Iteration 15Q (72.288925 sec): 3 clusters Score: Raw -113071.467567 + Penalty 1399.302903 = -111672.164664 nChanged 7 SP:Iteration 16F (72.291300 sec): 3 clusters Score: Raw -113078.154566 + Penalty 1405.984033 = -111672.170533 nChanged 3 SP:Iteration 17Q (72.293283 sec): 3 clusters Score: Raw -113080.506521 + Penalty 1413.758031 = -111666.748490 nChanged 4 SP:Iteration 18F (72.295692 sec): 3 clusters Score: Raw -113085.718404 + Penalty 1419.460782 = -111666.257623 nChanged 3 SP:Iteration 19F (72.298060 sec): 3 clusters Score: Raw -113092.431701 + Penalty 1437.836572 = -111654.595130 nChanged 3 SP:Iteration 20F (72.300566 sec): 3 clusters Score: Raw -113094.271074 + Penalty 1442.077857 = -111652.193216 nChanged 1 SP:Iteration 21F (72.303040 sec): 3 clusters Score: Raw -113095.070533 + Penalty 1458.033368 = -111637.037165 nChanged 2 SP:Iteration 22F (72.305547 sec): 3 clusters Score: Raw -113097.629070 + Penalty 1458.033368 = -111639.595702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.314431 sec): 2 clusters Score: Raw -30572.512202 + Penalty 445.348942 = -30127.163259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.315306 sec): 3 clusters Score: Raw -30416.166171 + Penalty 890.790185 = -29525.375986 nChanged 96 SP:Iteration 1F (72.316137 sec): 3 clusters Score: Raw -30509.392983 + Penalty 888.709031 = -29620.683952 nChanged 45 SP:Iteration 2F (72.316964 sec): 3 clusters Score: Raw -30561.112310 + Penalty 891.226432 = -29669.885878 nChanged 19 SP:Iteration 3F (72.317791 sec): 3 clusters Score: Raw -30578.255225 + Penalty 895.636670 = -29682.618555 nChanged 13 SP:Iteration 4Q (72.318604 sec): 3 clusters Score: Raw -30588.388363 + Penalty 902.355737 = -29686.032627 nChanged 11 SP:Iteration 5Q (72.319416 sec): 3 clusters Score: Raw -30597.607726 + Penalty 909.310627 = -29688.297099 nChanged 12 SP:Iteration 6Q (72.320220 sec): 3 clusters Score: Raw -30609.702634 + Penalty 908.258513 = -29701.444122 nChanged 9 SP:Iteration 7Q (72.321016 sec): 3 clusters Score: Raw -30615.096656 + Penalty 913.069366 = -29702.027290 nChanged 4 SP:Iteration 8Q (72.321810 sec): 3 clusters Score: Raw -30617.194923 + Penalty 919.778484 = -29697.416439 nChanged 3 SP:Iteration 9F (72.322641 sec): 3 clusters Score: Raw -30618.301355 + Penalty 922.558799 = -29695.742556 nChanged 3 SP:Iteration 10F (72.323505 sec): 3 clusters Score: Raw -30620.811955 + Penalty 926.741180 = -29694.070775 nChanged 1 SP:Iteration 11F (72.324368 sec): 3 clusters Score: Raw -30622.211025 + Penalty 926.741180 = -29695.469845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.326654 sec): 2 clusters Score: Raw -30458.290596 + Penalty 942.087085 = -29516.203511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.327478 sec): 3 clusters Score: Raw -30420.993204 + Penalty 1884.270664 = -28536.722540 nChanged 67 SP:Iteration 1F (72.328289 sec): 3 clusters Score: Raw -30555.662037 + Penalty 1884.242630 = -28671.419407 nChanged 21 SP:Iteration 2F (72.329098 sec): 3 clusters Score: Raw -30614.054672 + Penalty 1884.207857 = -28729.846815 nChanged 11 SP:Iteration 3Q (72.329876 sec): 3 clusters Score: Raw -30639.350763 + Penalty 1884.174170 = -28755.176592 nChanged 6 SP:Iteration 4Q (72.330647 sec): 3 clusters Score: Raw -30652.039233 + Penalty 1884.098171 = -28767.941061 nChanged 7 SP:Iteration 5Q (72.331417 sec): 3 clusters Score: Raw -30664.393715 + Penalty 1884.038036 = -28780.355679 nChanged 3 SP:Iteration 6Q (72.332182 sec): 3 clusters Score: Raw -30670.500491 + Penalty 1884.002300 = -28786.498191 nChanged 2 SP:Iteration 7Q (72.332945 sec): 3 clusters Score: Raw -30673.136675 + Penalty 1883.974917 = -28789.161758 nChanged 1 SP:Iteration 8Q (72.333709 sec): 3 clusters Score: Raw -30674.284841 + Penalty 1883.974917 = -28790.309924 nChanged 0 SP:Iteration 9F (72.334515 sec): 3 clusters Score: Raw -30674.284841 + Penalty 1883.974917 = -28790.309924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.339077 sec): 2 clusters Score: Raw -109653.825199 + Penalty 1123.650579 = -108530.174620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.341412 sec): 3 clusters Score: Raw -109239.620072 + Penalty 2247.242103 = -106992.377969 nChanged 320 SP:Iteration 1F (72.343700 sec): 3 clusters Score: Raw -109504.332817 + Penalty 2247.010804 = -107257.322013 nChanged 78 SP:Iteration 2F (72.345830 sec): 3 clusters Score: Raw -109573.015671 + Penalty 2246.884372 = -107326.131300 nChanged 46 SP:Iteration 3Q (72.347933 sec): 3 clusters Score: Raw -109608.551311 + Penalty 2246.865100 = -107361.686211 nChanged 25 SP:Iteration 4Q (72.350132 sec): 3 clusters Score: Raw -109631.518878 + Penalty 2246.803378 = -107384.715501 nChanged 22 SP:Iteration 5Q (72.352390 sec): 3 clusters Score: Raw -109650.477085 + Penalty 2246.807910 = -107403.669176 nChanged 16 SP:Iteration 6Q (72.354680 sec): 3 clusters Score: Raw -109663.157930 + Penalty 2246.793138 = -107416.364793 nChanged 15 SP:Iteration 7Q (72.356893 sec): 3 clusters Score: Raw -109672.117784 + Penalty 2246.757376 = -107425.360409 nChanged 12 SP:Iteration 8Q (72.358978 sec): 3 clusters Score: Raw -109679.945683 + Penalty 2246.834396 = -107433.111287 nChanged 11 SP:Iteration 9Q (72.361068 sec): 3 clusters Score: Raw -109691.647556 + Penalty 2246.881004 = -107444.766552 nChanged 10 SP:Iteration 10F (72.363176 sec): 3 clusters Score: Raw -109699.300417 + Penalty 2246.896447 = -107452.403970 nChanged 6 SP:Iteration 11Q (72.365258 sec): 3 clusters Score: Raw -109705.996818 + Penalty 2246.962664 = -107459.034154 nChanged 7 SP:Iteration 12Q (72.367330 sec): 3 clusters Score: Raw -109715.249716 + Penalty 2247.029637 = -107468.220078 nChanged 7 SP:Iteration 13Q (72.369398 sec): 3 clusters Score: Raw -109721.910296 + Penalty 2247.072587 = -107474.837709 nChanged 6 SP:Iteration 14Q (72.371487 sec): 3 clusters Score: Raw -109725.659517 + Penalty 2247.052784 = -107478.606733 nChanged 6 SP:Iteration 15Q (72.373781 sec): 3 clusters Score: Raw -109729.381517 + Penalty 2247.107834 = -107482.273683 nChanged 5 SP:Iteration 16Q (72.376062 sec): 3 clusters Score: Raw -109732.302920 + Penalty 2247.141092 = -107485.161827 nChanged 3 SP:Iteration 17Q (72.378127 sec): 3 clusters Score: Raw -109733.871495 + Penalty 2247.150599 = -107486.720896 nChanged 4 SP:Iteration 18Q (72.380199 sec): 3 clusters Score: Raw -109735.533996 + Penalty 2247.140489 = -107488.393507 nChanged 3 SP:Iteration 19Q (72.382272 sec): 3 clusters Score: Raw -109738.261643 + Penalty 2247.150599 = -107491.111044 nChanged 3 SP:Iteration 20F (72.384378 sec): 3 clusters Score: Raw -109739.142827 + Penalty 2247.150599 = -107491.992229 nChanged 2 SP:Iteration 21Q (72.386446 sec): 3 clusters Score: Raw -109739.978279 + Penalty 2247.150599 = -107492.827680 nChanged 0 SP:Iteration 22F (72.388551 sec): 3 clusters Score: Raw -109739.978279 + Penalty 2247.150599 = -107492.827680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.391014 sec): 2 clusters Score: Raw -39648.038031 + Penalty 789.536733 = -38858.501299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.391960 sec): 3 clusters Score: Raw -39483.730845 + Penalty 1580.087681 = -37903.643164 nChanged 111 SP:Iteration 1F (72.392905 sec): 3 clusters Score: Raw -39564.412428 + Penalty 1580.499110 = -37983.913318 nChanged 29 SP:Iteration 2F (72.393831 sec): 3 clusters Score: Raw -39590.639776 + Penalty 1582.051688 = -38008.588087 nChanged 21 SP:Iteration 3F (72.394753 sec): 3 clusters Score: Raw -39616.600584 + Penalty 1582.460524 = -38034.140060 nChanged 16 SP:Iteration 4Q (72.395667 sec): 3 clusters Score: Raw -39634.665543 + Penalty 1582.431926 = -38052.233617 nChanged 10 SP:Iteration 5Q (72.396599 sec): 3 clusters Score: Raw -39643.420925 + Penalty 1583.414607 = -38060.006317 nChanged 3 SP:Iteration 6Q (72.397507 sec): 3 clusters Score: Raw -39646.319207 + Penalty 1583.072700 = -38063.246508 nChanged 3 SP:Iteration 7Q (72.398413 sec): 3 clusters Score: Raw -39649.463585 + Penalty 1582.759360 = -38066.704225 nChanged 1 SP:Iteration 8Q (72.399319 sec): 3 clusters Score: Raw -39649.628272 + Penalty 1582.759360 = -38066.868912 nChanged 0 SP:Iteration 9F (72.400239 sec): 3 clusters Score: Raw -39649.628272 + Penalty 1582.759360 = -38066.868912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 18 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.401944 sec): 2 clusters Score: Raw -23856.662020 + Penalty 777.129911 = -23079.532109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.402664 sec): 3 clusters Score: Raw -23830.877021 + Penalty 1555.364747 = -22275.512274 nChanged 36 SP:Iteration 1F (72.403341 sec): 3 clusters Score: Raw -23888.763783 + Penalty 1555.402482 = -22333.361301 nChanged 12 SP:Iteration 2Q (72.404002 sec): 3 clusters Score: Raw -23918.261090 + Penalty 1556.636408 = -22361.624682 nChanged 7 SP:Iteration 3Q (72.404658 sec): 3 clusters Score: Raw -23939.077876 + Penalty 1556.323174 = -22382.754702 nChanged 5 SP:Iteration 4Q (72.405306 sec): 3 clusters Score: Raw -23950.642863 + Penalty 1555.887375 = -22394.755488 nChanged 5 SP:Iteration 5Q (72.405949 sec): 3 clusters Score: Raw -23957.799896 + Penalty 1555.852038 = -22401.947859 nChanged 2 SP:Iteration 6Q (72.406600 sec): 3 clusters Score: Raw -23959.677301 + Penalty 1555.852038 = -22403.825263 nChanged 0 SP:Iteration 7F (72.407275 sec): 3 clusters Score: Raw -23959.677301 + Penalty 1555.852038 = -22403.825263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.408174 sec): 2 clusters Score: Raw -1142.912146 + Penalty 265.235584 = -877.676562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.408406 sec): 3 clusters Score: Raw -1141.799477 + Penalty 484.375711 = -657.423765 nChanged 1 SP:Iteration 1F (72.408632 sec): 3 clusters Score: Raw -1142.532427 + Penalty 484.375711 = -658.156716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 21 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.410854 sec): 2 clusters Score: Raw -50174.586547 + Penalty 887.008937 = -49287.577609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.412034 sec): 3 clusters Score: Raw -50013.335169 + Penalty 1773.870838 = -48239.464331 nChanged 117 SP:Iteration 1F (72.413181 sec): 3 clusters Score: Raw -50149.781784 + Penalty 1773.415805 = -48376.365979 nChanged 44 SP:Iteration 2F (72.414344 sec): 3 clusters Score: Raw -50206.358476 + Penalty 1773.406105 = -48432.952372 nChanged 15 SP:Iteration 3Q (72.415477 sec): 3 clusters Score: Raw -50223.821854 + Penalty 1773.346343 = -48450.475511 nChanged 11 SP:Iteration 4Q (72.416608 sec): 3 clusters Score: Raw -50236.654823 + Penalty 1773.647969 = -48463.006854 nChanged 8 SP:Iteration 5Q (72.417736 sec): 3 clusters Score: Raw -50247.043055 + Penalty 1773.915427 = -48473.127628 nChanged 6 SP:Iteration 6Q (72.418831 sec): 3 clusters Score: Raw -50253.557194 + Penalty 1773.858908 = -48479.698286 nChanged 8 SP:Iteration 7Q (72.419958 sec): 3 clusters Score: Raw -50264.422862 + Penalty 1773.603772 = -48490.819090 nChanged 8 SP:Iteration 8Q (72.421084 sec): 3 clusters Score: Raw -50269.511653 + Penalty 1773.349075 = -48496.162578 nChanged 7 SP:Iteration 9Q (72.422210 sec): 3 clusters Score: Raw -50275.520883 + Penalty 1773.207136 = -48502.313748 nChanged 6 SP:Iteration 10F (72.423363 sec): 3 clusters Score: Raw -50279.828527 + Penalty 1773.155192 = -48506.673334 nChanged 3 SP:Iteration 11Q (72.424486 sec): 3 clusters Score: Raw -50281.567264 + Penalty 1773.155192 = -48508.412072 nChanged 0 SP:Iteration 12F (72.425639 sec): 3 clusters Score: Raw -50281.567264 + Penalty 1773.155192 = -48508.412072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.427481 sec): 2 clusters Score: Raw -31552.250868 + Penalty 846.559614 = -30705.691253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.428326 sec): 3 clusters Score: Raw -31471.169904 + Penalty 1693.213410 = -29777.956495 nChanged 78 SP:Iteration 1F (72.429159 sec): 3 clusters Score: Raw -31590.691712 + Penalty 1694.059489 = -29896.632223 nChanged 20 SP:Iteration 2F (72.429990 sec): 3 clusters Score: Raw -31611.567019 + Penalty 1694.508496 = -29917.058523 nChanged 5 SP:Iteration 3Q (72.430803 sec): 3 clusters Score: Raw -31620.180689 + Penalty 1695.839516 = -29924.341173 nChanged 9 SP:Iteration 4Q (72.431592 sec): 3 clusters Score: Raw -31631.180808 + Penalty 1696.546139 = -29934.634668 nChanged 5 SP:Iteration 5Q (72.432415 sec): 3 clusters Score: Raw -31640.152662 + Penalty 1696.525952 = -29943.626710 nChanged 1 SP:Iteration 6Q (72.433241 sec): 3 clusters Score: Raw -31642.776129 + Penalty 1696.534342 = -29946.241787 nChanged 1 SP:Iteration 7Q (72.434051 sec): 3 clusters Score: Raw -31646.416753 + Penalty 1696.534342 = -29949.882412 nChanged 0 SP:Iteration 8F (72.434882 sec): 3 clusters Score: Raw -31646.416753 + Penalty 1696.534342 = -29949.882412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 23 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.436722 sec): 2 clusters Score: Raw -30872.678012 + Penalty 408.071019 = -30464.606993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.437566 sec): 3 clusters Score: Raw -30698.601554 + Penalty 808.027777 = -29890.573777 nChanged 99 SP:Iteration 1F (72.438397 sec): 3 clusters Score: Raw -30749.141258 + Penalty 804.368226 = -29944.773032 nChanged 26 SP:Iteration 2F (72.439228 sec): 3 clusters Score: Raw -30765.667787 + Penalty 800.458609 = -29965.209177 nChanged 14 SP:Iteration 3Q (72.440061 sec): 3 clusters Score: Raw -30776.126570 + Penalty 799.583026 = -29976.543544 nChanged 10 SP:Iteration 4Q (72.440900 sec): 3 clusters Score: Raw -30781.522506 + Penalty 797.545475 = -29983.977031 nChanged 10 SP:Iteration 5Q (72.441733 sec): 3 clusters Score: Raw -30788.156106 + Penalty 796.589712 = -29991.566394 nChanged 12 SP:Iteration 6Q (72.442561 sec): 3 clusters Score: Raw -30795.290328 + Penalty 795.676059 = -29999.614269 nChanged 11 SP:Iteration 7Q (72.443385 sec): 3 clusters Score: Raw -30801.448689 + Penalty 794.842707 = -30006.605982 nChanged 12 SP:Iteration 8Q (72.444221 sec): 3 clusters Score: Raw -30808.374637 + Penalty 799.065917 = -30009.308720 nChanged 16 SP:Iteration 9Q (72.445050 sec): 3 clusters Score: Raw -30819.243613 + Penalty 806.708852 = -30012.534761 nChanged 17 SP:Iteration 10F (72.445878 sec): 3 clusters Score: Raw -30833.388530 + Penalty 825.890682 = -30007.497847 nChanged 18 SP:Iteration 11F (72.446701 sec): 3 clusters Score: Raw -30847.829163 + Penalty 831.700617 = -30016.128546 nChanged 11 SP:Iteration 12Q (72.447523 sec): 3 clusters Score: Raw -30855.226244 + Penalty 853.810907 = -30001.415337 nChanged 9 SP:Iteration 13F (72.448354 sec): 3 clusters Score: Raw -30865.703890 + Penalty 875.108614 = -29990.595276 nChanged 4 SP:Iteration 14F (72.449157 sec): 3 clusters Score: Raw -30871.709004 + Penalty 898.237853 = -29973.471151 nChanged 3 SP:Iteration 15F (72.449958 sec): 3 clusters Score: Raw -30873.295523 + Penalty 898.237853 = -29975.057671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 24 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.450877 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.451078 sec): 2 clusters Score: Raw -170.697338 + Penalty 59.119858 = -111.577479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 25 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.453262 sec): 2 clusters Score: Raw -47173.225280 + Penalty 423.367757 = -46749.857523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.454401 sec): 3 clusters Score: Raw -46892.473884 + Penalty 862.102971 = -46030.370913 nChanged 206 SP:Iteration 1F (72.455548 sec): 3 clusters Score: Raw -47032.561441 + Penalty 865.804045 = -46166.757396 nChanged 44 SP:Iteration 2F (72.456682 sec): 3 clusters Score: Raw -47062.210006 + Penalty 867.938910 = -46194.271096 nChanged 29 SP:Iteration 3F (72.457808 sec): 3 clusters Score: Raw -47085.434417 + Penalty 871.760802 = -46213.673614 nChanged 22 SP:Iteration 4Q (72.458961 sec): 3 clusters Score: Raw -47104.323730 + Penalty 874.008196 = -46230.315534 nChanged 13 SP:Iteration 5Q (72.460083 sec): 3 clusters Score: Raw -47116.897676 + Penalty 875.982449 = -46240.915227 nChanged 17 SP:Iteration 6Q (72.461186 sec): 3 clusters Score: Raw -47129.457934 + Penalty 874.821687 = -46254.636248 nChanged 11 SP:Iteration 7Q (72.462285 sec): 3 clusters Score: Raw -47135.125462 + Penalty 877.469573 = -46257.655889 nChanged 8 SP:Iteration 8Q (72.463432 sec): 3 clusters Score: Raw -47142.987325 + Penalty 880.984874 = -46262.002450 nChanged 9 SP:Iteration 9Q (72.464582 sec): 3 clusters Score: Raw -47150.511049 + Penalty 878.775127 = -46271.735922 nChanged 12 SP:Iteration 10F (72.465751 sec): 3 clusters Score: Raw -47160.888872 + Penalty 876.610977 = -46284.277895 nChanged 7 SP:Iteration 11Q (72.466812 sec): 3 clusters Score: Raw -47166.049657 + Penalty 880.809700 = -46285.239957 nChanged 5 SP:Iteration 12Q (72.467843 sec): 3 clusters Score: Raw -47166.819340 + Penalty 880.703224 = -46286.116116 nChanged 4 SP:Iteration 13Q (72.468876 sec): 3 clusters Score: Raw -47166.845554 + Penalty 881.528322 = -46285.317231 nChanged 1 SP:Iteration 14F (72.469991 sec): 3 clusters Score: Raw -47166.822780 + Penalty 881.528322 = -46285.294458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.473307 sec): 2 clusters Score: Raw -82375.895404 + Penalty 1001.754289 = -81374.141116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.475075 sec): 3 clusters Score: Raw -82041.172942 + Penalty 2002.330771 = -80038.842172 nChanged 228 SP:Iteration 1F (72.476815 sec): 3 clusters Score: Raw -82270.453942 + Penalty 2000.847902 = -80269.606040 nChanged 72 SP:Iteration 2F (72.478559 sec): 3 clusters Score: Raw -82350.279121 + Penalty 1998.973064 = -80351.306058 nChanged 48 SP:Iteration 3F (72.480284 sec): 3 clusters Score: Raw -82393.332335 + Penalty 1997.716220 = -80395.616115 nChanged 31 SP:Iteration 4Q (72.481877 sec): 3 clusters Score: Raw -82419.090927 + Penalty 1995.188304 = -80423.902622 nChanged 22 SP:Iteration 5Q (72.483462 sec): 3 clusters Score: Raw -82440.043664 + Penalty 1994.329837 = -80445.713827 nChanged 16 SP:Iteration 6Q (72.485047 sec): 3 clusters Score: Raw -82450.080444 + Penalty 1993.446594 = -80456.633850 nChanged 10 SP:Iteration 7Q (72.486629 sec): 3 clusters Score: Raw -82458.232060 + Penalty 1992.343442 = -80465.888618 nChanged 10 SP:Iteration 8Q (72.488211 sec): 3 clusters Score: Raw -82464.590733 + Penalty 1991.163888 = -80473.426845 nChanged 7 SP:Iteration 9Q (72.489910 sec): 3 clusters Score: Raw -82467.947164 + Penalty 1990.880053 = -80477.067111 nChanged 6 SP:Iteration 10F (72.491679 sec): 3 clusters Score: Raw -82471.193041 + Penalty 1990.791537 = -80480.401504 nChanged 4 SP:Iteration 11Q (72.493409 sec): 3 clusters Score: Raw -82471.709381 + Penalty 1990.798272 = -80480.911110 nChanged 2 SP:Iteration 12Q (72.495065 sec): 3 clusters Score: Raw -82472.408933 + Penalty 1990.466705 = -80481.942229 nChanged 2 SP:Iteration 13Q (72.496688 sec): 3 clusters Score: Raw -82473.029811 + Penalty 1990.012126 = -80483.017685 nChanged 2 SP:Iteration 14Q (72.498310 sec): 3 clusters Score: Raw -82474.060732 + Penalty 1990.012126 = -80484.048606 nChanged 0 SP:Iteration 15F (72.499989 sec): 3 clusters Score: Raw -82474.060732 + Penalty 1990.012126 = -80484.048606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 27 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.501666 sec): 2 clusters Score: Raw -21370.048267 + Penalty 723.414782 = -20646.633485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.502313 sec): 3 clusters Score: Raw -21329.833733 + Penalty 1447.152745 = -19882.680988 nChanged 39 SP:Iteration 1F (72.502980 sec): 3 clusters Score: Raw -21389.251233 + Penalty 1447.297000 = -19941.954234 nChanged 9 SP:Iteration 2Q (72.503604 sec): 3 clusters Score: Raw -21405.129936 + Penalty 1447.170862 = -19957.959074 nChanged 4 SP:Iteration 3Q (72.504230 sec): 3 clusters Score: Raw -21412.802242 + Penalty 1447.094563 = -19965.707679 nChanged 5 SP:Iteration 4Q (72.504853 sec): 3 clusters Score: Raw -21423.522495 + Penalty 1447.720524 = -19975.801971 nChanged 2 SP:Iteration 5Q (72.505471 sec): 3 clusters Score: Raw -21424.742237 + Penalty 1448.047989 = -19976.694248 nChanged 1 SP:Iteration 6Q (72.506091 sec): 3 clusters Score: Raw -21425.594095 + Penalty 1448.047989 = -19977.546105 nChanged 0 SP:Iteration 7F (72.506726 sec): 3 clusters Score: Raw -21425.594095 + Penalty 1448.047989 = -19977.546105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.507720 sec): 2 clusters Score: Raw -4035.760055 + Penalty 183.516450 = -3852.243605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.508026 sec): 3 clusters Score: Raw -4046.719341 + Penalty 416.031881 = -3630.687460 nChanged 8 SP:Iteration 1F (72.508331 sec): 3 clusters Score: Raw -4064.815660 + Penalty 419.690615 = -3645.125045 nChanged 1 SP:Iteration 2Q (72.508624 sec): 3 clusters Score: Raw -4066.945274 + Penalty 419.690615 = -3647.254659 nChanged 0 SP:Iteration 3F (72.508926 sec): 3 clusters Score: Raw -4066.945274 + Penalty 419.690615 = -3647.254659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 32 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.510294 sec): 2 clusters Score: Raw -19888.207468 + Penalty 554.609165 = -19333.598303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.510895 sec): 3 clusters Score: Raw -19791.195805 + Penalty 1105.264592 = -18685.931213 nChanged 47 SP:Iteration 1F (72.511485 sec): 3 clusters Score: Raw -19838.003049 + Penalty 1106.103612 = -18731.899437 nChanged 17 SP:Iteration 2F (72.512068 sec): 3 clusters Score: Raw -19860.846204 + Penalty 1105.914328 = -18754.931876 nChanged 9 SP:Iteration 3Q (72.512650 sec): 3 clusters Score: Raw -19870.505253 + Penalty 1105.442357 = -18765.062896 nChanged 3 SP:Iteration 4Q (72.513231 sec): 3 clusters Score: Raw -19873.948607 + Penalty 1104.413414 = -18769.535193 nChanged 2 SP:Iteration 5Q (72.513812 sec): 3 clusters Score: Raw -19877.125515 + Penalty 1105.101051 = -18772.024464 nChanged 2 SP:Iteration 6Q (72.514393 sec): 3 clusters Score: Raw -19881.900263 + Penalty 1105.162318 = -18776.737945 nChanged 1 SP:Iteration 7Q (72.514975 sec): 3 clusters Score: Raw -19882.068298 + Penalty 1105.162318 = -18776.905980 nChanged 0 SP:Iteration 8F (72.515559 sec): 3 clusters Score: Raw -19882.068298 + Penalty 1105.162318 = -18776.905980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.517675 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.518717 sec): 3 clusters Score: Raw -42281.943776 + Penalty 258.215314 = -42023.728462 nChanged 199 SP:Iteration 1F (72.519725 sec): 3 clusters Score: Raw -42465.701887 + Penalty 252.393391 = -42213.308495 nChanged 50 SP:Iteration 2F (72.520690 sec): 3 clusters Score: Raw -42520.308998 + Penalty 252.365101 = -42267.943897 nChanged 24 SP:Iteration 3Q (72.521609 sec): 3 clusters Score: Raw -42537.337265 + Penalty 245.851472 = -42291.485793 nChanged 21 SP:Iteration 4Q (72.522512 sec): 3 clusters Score: Raw -42559.623624 + Penalty 131.564101 = -42428.059524 nChanged 8 SP:Iteration 5Q (72.523320 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 SP:Iteration 6F (72.524126 sec): 2 clusters Score: Raw -42569.562251 + Penalty 131.564101 = -42437.998150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.526910 sec): 2 clusters Score: Raw -67173.206005 + Penalty 1060.262407 = -66112.943599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.528347 sec): 3 clusters Score: Raw -66981.194773 + Penalty 2120.481016 = -64860.713757 nChanged 186 SP:Iteration 1F (72.529758 sec): 3 clusters Score: Raw -67200.669574 + Penalty 2120.539168 = -65080.130406 nChanged 47 SP:Iteration 2F (72.531167 sec): 3 clusters Score: Raw -67257.449340 + Penalty 2120.573274 = -65136.876066 nChanged 22 SP:Iteration 3Q (72.532548 sec): 3 clusters Score: Raw -67286.234726 + Penalty 2120.682944 = -65165.551781 nChanged 21 SP:Iteration 4Q (72.533903 sec): 3 clusters Score: Raw -67303.710922 + Penalty 2120.754331 = -65182.956591 nChanged 11 SP:Iteration 5Q (72.535253 sec): 3 clusters Score: Raw -67313.988711 + Penalty 2120.838375 = -65193.150337 nChanged 10 SP:Iteration 6Q (72.536607 sec): 3 clusters Score: Raw -67324.328589 + Penalty 2120.865830 = -65203.462759 nChanged 5 SP:Iteration 7Q (72.537955 sec): 3 clusters Score: Raw -67329.891931 + Penalty 2120.865830 = -65209.026101 nChanged 6 SP:Iteration 8Q (72.539444 sec): 3 clusters Score: Raw -67335.638505 + Penalty 2120.915814 = -65214.722691 nChanged 7 SP:Iteration 9Q (72.540885 sec): 3 clusters Score: Raw -67346.707774 + Penalty 2120.933859 = -65225.773916 nChanged 6 SP:Iteration 10F (72.542366 sec): 3 clusters Score: Raw -67355.876033 + Penalty 2120.897361 = -65234.978672 nChanged 4 SP:Iteration 11Q (72.543732 sec): 3 clusters Score: Raw -67364.846823 + Penalty 2120.878496 = -65243.968327 nChanged 4 SP:Iteration 12Q (72.545118 sec): 3 clusters Score: Raw -67379.087491 + Penalty 2120.859219 = -65258.228272 nChanged 8 SP:Iteration 13Q (72.546483 sec): 3 clusters Score: Raw -67385.597323 + Penalty 2120.878496 = -65264.718827 nChanged 6 SP:Iteration 14Q (72.547837 sec): 3 clusters Score: Raw -67391.299710 + Penalty 2120.904796 = -65270.394914 nChanged 2 SP:Iteration 15Q (72.549188 sec): 3 clusters Score: Raw -67392.972535 + Penalty 2120.871951 = -65272.100584 nChanged 2 SP:Iteration 16Q (72.550536 sec): 3 clusters Score: Raw -67397.928957 + Penalty 2120.897694 = -65277.031262 nChanged 3 SP:Iteration 17Q (72.551902 sec): 3 clusters Score: Raw -67400.091575 + Penalty 2120.914009 = -65279.177565 nChanged 2 SP:Iteration 18Q (72.553252 sec): 3 clusters Score: Raw -67401.657983 + Penalty 2120.922012 = -65280.735971 nChanged 3 SP:Iteration 19Q (72.554593 sec): 3 clusters Score: Raw -67404.415910 + Penalty 2120.929913 = -65283.485997 nChanged 1 SP:Iteration 20F (72.556010 sec): 3 clusters Score: Raw -67405.448913 + Penalty 2120.929913 = -65284.519000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 38 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.556998 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.557187 sec): 2 clusters Score: Raw -161.663940 + Penalty 19.457089 = -142.206851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.558583 sec): 2 clusters Score: Raw -20658.920566 + Penalty 331.683129 = -20327.237437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.559226 sec): 3 clusters Score: Raw -20540.243147 + Penalty 659.650498 = -19880.592649 nChanged 71 SP:Iteration 1F (72.559857 sec): 3 clusters Score: Raw -20588.542013 + Penalty 661.282056 = -19927.259957 nChanged 19 SP:Iteration 2F (72.560477 sec): 3 clusters Score: Raw -20609.849067 + Penalty 661.246893 = -19948.602174 nChanged 13 SP:Iteration 3F (72.561088 sec): 3 clusters Score: Raw -20625.456608 + Penalty 661.957961 = -19963.498647 nChanged 5 SP:Iteration 4Q (72.561699 sec): 3 clusters Score: Raw -20628.347124 + Penalty 661.012472 = -19967.334652 nChanged 2 SP:Iteration 5Q (72.562332 sec): 3 clusters Score: Raw -20628.953152 + Penalty 660.300506 = -19968.652646 nChanged 1 SP:Iteration 6Q (72.562935 sec): 3 clusters Score: Raw -20629.108290 + Penalty 659.384254 = -19969.724036 nChanged 1 SP:Iteration 7Q (72.563538 sec): 3 clusters Score: Raw -20629.596391 + Penalty 658.225269 = -19971.371122 nChanged 3 SP:Iteration 8Q (72.564151 sec): 3 clusters Score: Raw -20631.559795 + Penalty 658.293547 = -19973.266248 nChanged 2 SP:Iteration 9Q (72.564800 sec): 3 clusters Score: Raw -20633.112423 + Penalty 660.016045 = -19973.096378 nChanged 6 SP:Iteration 10F (72.565435 sec): 3 clusters Score: Raw -20641.227052 + Penalty 662.203693 = -19979.023360 nChanged 3 SP:Iteration 11Q (72.566056 sec): 3 clusters Score: Raw -20644.482218 + Penalty 667.049019 = -19977.433199 nChanged 7 SP:Iteration 12F (72.566685 sec): 3 clusters Score: Raw -20649.106736 + Penalty 665.960669 = -19983.146067 nChanged 3 SP:Iteration 13Q (72.567299 sec): 3 clusters Score: Raw -20650.087674 + Penalty 665.979410 = -19984.108264 nChanged 2 SP:Iteration 14Q (72.567913 sec): 3 clusters Score: Raw -20650.302592 + Penalty 665.979410 = -19984.323182 nChanged 0 SP:Iteration 15F (72.568525 sec): 3 clusters Score: Raw -20650.302592 + Penalty 665.979410 = -19984.323182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 42 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.569582 sec): 2 clusters Score: Raw -4782.945978 + Penalty 391.097788 = -4391.848190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.569887 sec): 3 clusters Score: Raw -4762.128893 + Penalty 780.647934 = -3981.480959 nChanged 2 SP:Iteration 1Q (72.570186 sec): 3 clusters Score: Raw -4766.864703 + Penalty 780.647934 = -3986.216769 nChanged 0 SP:Iteration 2F (72.570485 sec): 3 clusters Score: Raw -4766.864703 + Penalty 780.647934 = -3986.216769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 44 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.571994 sec): 2 clusters Score: Raw -24667.812237 + Penalty 594.868340 = -24072.943897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.572691 sec): 3 clusters Score: Raw -24572.438793 + Penalty 1188.092565 = -23384.346228 nChanged 61 SP:Iteration 1F (72.573378 sec): 3 clusters Score: Raw -24632.991610 + Penalty 1187.101592 = -23445.890018 nChanged 19 SP:Iteration 2F (72.574063 sec): 3 clusters Score: Raw -24655.922975 + Penalty 1184.744639 = -23471.178336 nChanged 13 SP:Iteration 3Q (72.574726 sec): 3 clusters Score: Raw -24675.928900 + Penalty 1185.353235 = -23490.575665 nChanged 9 SP:Iteration 4Q (72.575385 sec): 3 clusters Score: Raw -24688.361492 + Penalty 1185.151453 = -23503.210040 nChanged 4 SP:Iteration 5Q (72.576036 sec): 3 clusters Score: Raw -24690.854044 + Penalty 1184.726071 = -23506.127974 nChanged 2 SP:Iteration 6Q (72.576684 sec): 3 clusters Score: Raw -24693.089079 + Penalty 1185.019907 = -23508.069172 nChanged 1 SP:Iteration 7Q (72.577332 sec): 3 clusters Score: Raw -24693.424979 + Penalty 1185.119732 = -23508.305247 nChanged 2 SP:Iteration 8Q (72.577979 sec): 3 clusters Score: Raw -24694.743528 + Penalty 1185.277673 = -23509.465855 nChanged 2 SP:Iteration 9Q (72.578627 sec): 3 clusters Score: Raw -24695.603993 + Penalty 1185.671412 = -23509.932580 nChanged 2 SP:Iteration 10F (72.579291 sec): 3 clusters Score: Raw -24696.234432 + Penalty 1185.902097 = -23510.332335 nChanged 1 SP:Iteration 11Q (72.579939 sec): 3 clusters Score: Raw -24696.465533 + Penalty 1185.902097 = -23510.563436 nChanged 0 SP:Iteration 12F (72.580601 sec): 3 clusters Score: Raw -24696.465533 + Penalty 1185.902097 = -23510.563436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 45 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.581924 sec): 2 clusters Score: Raw -7875.827040 + Penalty 351.352192 = -7524.474849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.582328 sec): 3 clusters Score: Raw -7872.971676 + Penalty 705.459301 = -7167.512375 nChanged 13 SP:Iteration 1F (72.582713 sec): 3 clusters Score: Raw -7899.264090 + Penalty 710.361061 = -7188.903029 nChanged 6 SP:Iteration 2F (72.583089 sec): 3 clusters Score: Raw -7911.827165 + Penalty 712.297966 = -7199.529199 nChanged 5 SP:Iteration 3F (72.583463 sec): 3 clusters Score: Raw -7919.610305 + Penalty 712.297966 = -7207.312339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.584715 sec): 2 clusters Score: Raw -777.317112 + Penalty 212.682259 = -564.634853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.584941 sec): 3 clusters Score: Raw -785.169353 + Penalty 435.150503 = -350.018850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 50 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.585570 sec): 2 clusters Score: Raw -5570.664540 + Penalty 463.223779 = -5107.440761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.585892 sec): 3 clusters Score: Raw -5555.459980 + Penalty 926.447559 = -4629.012422 nChanged 2 SP:Iteration 1Q (72.586209 sec): 3 clusters Score: Raw -5556.685007 + Penalty 926.447559 = -4630.237448 nChanged 2 SP:Iteration 2Q (72.586524 sec): 3 clusters Score: Raw -5560.520515 + Penalty 927.268859 = -4633.251656 nChanged 4 SP:Iteration 3F (72.586839 sec): 3 clusters Score: Raw -5563.948046 + Penalty 927.268859 = -4636.679187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 52 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.587330 sec): 2 clusters Score: Raw -876.944890 + Penalty 198.163686 = -678.781204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.587555 sec): 3 clusters Score: Raw -874.372644 + Penalty 404.093578 = -470.279065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 55 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.588209 sec): 2 clusters Score: Raw -6369.199274 + Penalty 398.390796 = -5970.808478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.588551 sec): 3 clusters Score: Raw -6369.083011 + Penalty 797.595245 = -5571.487766 nChanged 6 SP:Iteration 1F (72.588887 sec): 3 clusters Score: Raw -6382.256837 + Penalty 799.539448 = -5582.717389 nChanged 1 SP:Iteration 2Q (72.589219 sec): 3 clusters Score: Raw -6383.393025 + Penalty 797.785677 = -5585.607348 nChanged 1 SP:Iteration 3Q (72.589550 sec): 3 clusters Score: Raw -6386.601171 + Penalty 797.785677 = -5588.815494 nChanged 0 SP:Iteration 4F (72.589886 sec): 3 clusters Score: Raw -6386.601171 + Penalty 797.785677 = -5588.815494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 56 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.590413 sec): 2 clusters Score: Raw -2229.231736 + Penalty 355.092222 = -1874.139514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.590668 sec): 3 clusters Score: Raw -2250.662437 + Penalty 719.534163 = -1531.128274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.591147 sec): 2 clusters Score: Raw -727.821892 + Penalty 212.377945 = -515.443947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.591369 sec): 3 clusters Score: Raw -722.086013 + Penalty 430.201894 = -291.884119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 58 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.592566 sec): 2 clusters Score: Raw -27166.521917 + Penalty 728.155899 = -26438.366018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.593280 sec): 3 clusters Score: Raw -27073.348470 + Penalty 1465.565314 = -25607.783156 nChanged 60 SP:Iteration 1F (72.593961 sec): 3 clusters Score: Raw -27150.601324 + Penalty 1466.110345 = -25684.490980 nChanged 17 SP:Iteration 2F (72.594640 sec): 3 clusters Score: Raw -27172.212123 + Penalty 1466.802021 = -25705.410101 nChanged 8 SP:Iteration 3Q (72.595318 sec): 3 clusters Score: Raw -27179.560784 + Penalty 1467.251733 = -25712.309050 nChanged 1 SP:Iteration 4Q (72.596016 sec): 3 clusters Score: Raw -27180.965497 + Penalty 1467.306478 = -25713.659019 nChanged 1 SP:Iteration 5Q (72.596699 sec): 3 clusters Score: Raw -27182.350554 + Penalty 1467.585195 = -25714.765359 nChanged 1 SP:Iteration 6Q (72.597393 sec): 3 clusters Score: Raw -27184.206425 + Penalty 1467.585195 = -25716.621230 nChanged 0 SP:Iteration 7F (72.598095 sec): 3 clusters Score: Raw -27184.206425 + Penalty 1467.585195 = -25716.621230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 61 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.598586 sec): 2 clusters Score: Raw -706.926540 + Penalty 214.968012 = -491.958529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.598810 sec): 3 clusters Score: Raw -708.930157 + Penalty 435.148400 = -273.781756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 62 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.601270 sec): 2 clusters Score: Raw -40722.370000 + Penalty 539.811455 = -40182.558545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.602293 sec): 3 clusters Score: Raw -40498.853276 + Penalty 1081.402939 = -39417.450337 nChanged 139 SP:Iteration 1F (72.603278 sec): 3 clusters Score: Raw -40598.035360 + Penalty 1084.747110 = -39513.288251 nChanged 39 SP:Iteration 2F (72.604334 sec): 3 clusters Score: Raw -40622.541389 + Penalty 1089.482666 = -39533.058723 nChanged 22 SP:Iteration 3Q (72.605315 sec): 3 clusters Score: Raw -40636.578115 + Penalty 1099.982614 = -39536.595501 nChanged 20 SP:Iteration 4Q (72.606313 sec): 3 clusters Score: Raw -40648.840650 + Penalty 1114.821267 = -39534.019383 nChanged 14 SP:Iteration 5F (72.607294 sec): 3 clusters Score: Raw -40660.189602 + Penalty 1131.488388 = -39528.701214 nChanged 14 SP:Iteration 6F (72.608275 sec): 3 clusters Score: Raw -40675.092743 + Penalty 1145.419360 = -39529.673382 nChanged 15 SP:Iteration 7Q (72.609247 sec): 3 clusters Score: Raw -40687.687583 + Penalty 1170.506382 = -39517.181201 nChanged 17 SP:Iteration 8F (72.610226 sec): 3 clusters Score: Raw -40702.647311 + Penalty 1197.454380 = -39505.192931 nChanged 11 SP:Iteration 9F (72.611205 sec): 3 clusters Score: Raw -40710.782844 + Penalty 1214.002683 = -39496.780161 nChanged 6 SP:Iteration 10F (72.612188 sec): 3 clusters Score: Raw -40719.224738 + Penalty 1234.475314 = -39484.749424 nChanged 8 SP:Iteration 11F (72.613167 sec): 3 clusters Score: Raw -40735.090786 + Penalty 1255.560445 = -39479.530341 nChanged 7 SP:Iteration 12F (72.614146 sec): 3 clusters Score: Raw -40742.530024 + Penalty 1271.345207 = -39471.184816 nChanged 5 SP:Iteration 13F (72.615124 sec): 3 clusters Score: Raw -40752.243903 + Penalty 1288.706940 = -39463.536963 nChanged 6 SP:Iteration 14F (72.616105 sec): 3 clusters Score: Raw -40763.096508 + Penalty 1297.549434 = -39465.547074 nChanged 4 SP:Iteration 15Q (72.616993 sec): 3 clusters Score: Raw -40774.654961 + Penalty 1294.222628 = -39480.432332 nChanged 2 SP:Iteration 16Q (72.617851 sec): 3 clusters Score: Raw -40777.614927 + Penalty 1296.777266 = -39480.837661 nChanged 1 SP:Iteration 17Q (72.618707 sec): 3 clusters Score: Raw -40778.995478 + Penalty 1299.515978 = -39479.479500 nChanged 1 SP:Iteration 18F (72.619686 sec): 3 clusters Score: Raw -40779.611725 + Penalty 1299.515978 = -39480.095747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 70 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.620679 sec): 2 clusters Score: Raw -8953.372437 + Penalty 499.498325 = -8453.874111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.621069 sec): 3 clusters Score: Raw -8916.219748 + Penalty 1000.371243 = -7915.848505 nChanged 11 SP:Iteration 1F (72.621460 sec): 3 clusters Score: Raw -8933.168327 + Penalty 1000.432509 = -7932.735818 nChanged 7 SP:Iteration 2F (72.621835 sec): 3 clusters Score: Raw -8941.498841 + Penalty 1000.423836 = -7941.075004 nChanged 1 SP:Iteration 3Q (72.622209 sec): 3 clusters Score: Raw -8942.460419 + Penalty 1000.260418 = -7942.200001 nChanged 1 SP:Iteration 4Q (72.622590 sec): 3 clusters Score: Raw -8942.624259 + Penalty 1000.260418 = -7942.363841 nChanged 0 SP:Iteration 5F (72.622980 sec): 3 clusters Score: Raw -8942.624259 + Penalty 1000.260418 = -7942.363841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.623610 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.623797 sec): 2 clusters Score: Raw -85.950979 + Penalty 0.000000 = -85.950979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 74 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.624875 sec): 2 clusters Score: Raw -21684.321834 + Penalty 611.898095 = -21072.423739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.625504 sec): 3 clusters Score: Raw -21594.008795 + Penalty 1222.907598 = -20371.101197 nChanged 43 SP:Iteration 1F (72.626122 sec): 3 clusters Score: Raw -21630.070043 + Penalty 1222.590761 = -20407.479282 nChanged 13 SP:Iteration 2F (72.626739 sec): 3 clusters Score: Raw -21642.391436 + Penalty 1222.333007 = -20420.058429 nChanged 11 SP:Iteration 3Q (72.627339 sec): 3 clusters Score: Raw -21655.161499 + Penalty 1224.565540 = -20430.595959 nChanged 10 SP:Iteration 4Q (72.627937 sec): 3 clusters Score: Raw -21661.706357 + Penalty 1231.300065 = -20430.406292 nChanged 9 SP:Iteration 5F (72.628536 sec): 3 clusters Score: Raw -21670.414599 + Penalty 1238.990563 = -20431.424035 nChanged 8 SP:Iteration 6Q (72.629135 sec): 3 clusters Score: Raw -21681.502604 + Penalty 1253.180710 = -20428.321894 nChanged 9 SP:Iteration 7F (72.629733 sec): 3 clusters Score: Raw -21694.558052 + Penalty 1268.834552 = -20425.723501 nChanged 9 SP:Iteration 8F (72.630332 sec): 3 clusters Score: Raw -21709.657398 + Penalty 1271.986538 = -20437.670860 nChanged 5 SP:Iteration 9Q (72.630907 sec): 3 clusters Score: Raw -21720.024829 + Penalty 1271.705690 = -20448.319138 nChanged 1 SP:Iteration 10F (72.631510 sec): 3 clusters Score: Raw -21724.149535 + Penalty 1271.705690 = -20452.443845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 75 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.632011 sec): 2 clusters Score: Raw -792.715884 + Penalty 201.541175 = -591.174709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.632239 sec): 3 clusters Score: Raw -785.711628 + Penalty 485.466962 = -300.244666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 76 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.633249 sec): 2 clusters Score: Raw -19828.101515 + Penalty 857.939328 = -18970.162188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.633846 sec): 3 clusters Score: Raw -19870.623319 + Penalty 1715.831349 = -18154.791970 nChanged 32 SP:Iteration 1F (72.634426 sec): 3 clusters Score: Raw -19942.510693 + Penalty 1715.785938 = -18226.724755 nChanged 4 SP:Iteration 2Q (72.634975 sec): 3 clusters Score: Raw -19950.354888 + Penalty 1715.733762 = -18234.621125 nChanged 2 SP:Iteration 3Q (72.635548 sec): 3 clusters Score: Raw -19959.768501 + Penalty 1715.694219 = -18244.074282 nChanged 1 SP:Iteration 4Q (72.636092 sec): 3 clusters Score: Raw -19963.277136 + Penalty 1715.694219 = -18247.582917 nChanged 0 SP:Iteration 5F (72.636698 sec): 3 clusters Score: Raw -19963.277136 + Penalty 1715.694219 = -18247.582917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.637160 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.637344 sec): 2 clusters Score: Raw -78.888279 + Penalty 0.000000 = -78.888279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 80 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.638336 sec): 2 clusters Score: Raw -9881.334045 + Penalty 644.569798 = -9236.764247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.638739 sec): 3 clusters Score: Raw -9896.136513 + Penalty 1293.491963 = -8602.644550 nChanged 12 SP:Iteration 1F (72.639137 sec): 3 clusters Score: Raw -9918.583085 + Penalty 1297.584494 = -8620.998591 nChanged 5 SP:Iteration 2Q (72.639530 sec): 3 clusters Score: Raw -9931.929285 + Penalty 1298.480412 = -8633.448874 nChanged 2 SP:Iteration 3Q (72.639915 sec): 3 clusters Score: Raw -9936.047764 + Penalty 1299.778441 = -8636.269324 nChanged 1 SP:Iteration 4Q (72.640299 sec): 3 clusters Score: Raw -9937.909489 + Penalty 1299.778441 = -8638.131048 nChanged 0 SP:Iteration 5F (72.640694 sec): 3 clusters Score: Raw -9937.909489 + Penalty 1299.778441 = -8638.131048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.641313 sec): 2 clusters Score: Raw -368.337902 + Penalty 134.621238 = -233.716665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.641528 sec): 3 clusters Score: Raw -355.308846 + Penalty 269.242475 = -86.066371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 85 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.642582 sec): 2 clusters Score: Raw -22560.438539 + Penalty 826.077247 = -21734.361292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.643191 sec): 3 clusters Score: Raw -22532.834605 + Penalty 1653.058990 = -20879.775615 nChanged 37 SP:Iteration 1F (72.643791 sec): 3 clusters Score: Raw -22593.162372 + Penalty 1653.492341 = -20939.670031 nChanged 6 SP:Iteration 2Q (72.644367 sec): 3 clusters Score: Raw -22598.351800 + Penalty 1653.601939 = -20944.749861 nChanged 1 SP:Iteration 3Q (72.644956 sec): 3 clusters Score: Raw -22600.206167 + Penalty 1653.772715 = -20946.433453 nChanged 2 SP:Iteration 4Q (72.645528 sec): 3 clusters Score: Raw -22603.304453 + Penalty 1654.094885 = -20949.209568 nChanged 2 SP:Iteration 5Q (72.646098 sec): 3 clusters Score: Raw -22605.385095 + Penalty 1654.094885 = -20951.290210 nChanged 0 SP:Iteration 6F (72.646685 sec): 3 clusters Score: Raw -22605.385095 + Penalty 1654.094885 = -20951.290210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.647158 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.647364 sec): 2 clusters Score: Raw -82.324972 + Penalty 0.000000 = -82.324972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.647848 sec): 2 clusters Score: Raw -455.489381 + Penalty 168.033871 = -287.455510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.648090 sec): 3 clusters Score: Raw -446.707290 + Penalty 328.618020 = -118.089270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.648561 sec): 2 clusters Score: Raw -357.040097 + Penalty 135.206996 = -221.833101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.648775 sec): 3 clusters Score: Raw -351.566626 + Penalty 269.173962 = -82.392664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 93 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.649767 sec): 2 clusters Score: Raw -10092.704821 + Penalty 483.715624 = -9608.989197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.650180 sec): 3 clusters Score: Raw -10067.369542 + Penalty 966.059745 = -9101.309797 nChanged 12 SP:Iteration 1F (72.650587 sec): 3 clusters Score: Raw -10088.267606 + Penalty 964.044469 = -9124.223137 nChanged 7 SP:Iteration 2F (72.650995 sec): 3 clusters Score: Raw -10097.521775 + Penalty 967.532508 = -9129.989267 nChanged 5 SP:Iteration 3Q (72.651398 sec): 3 clusters Score: Raw -10105.121222 + Penalty 971.031307 = -9134.089915 nChanged 4 SP:Iteration 4Q (72.651803 sec): 3 clusters Score: Raw -10109.672715 + Penalty 973.231779 = -9136.440935 nChanged 1 SP:Iteration 5Q (72.652211 sec): 3 clusters Score: Raw -10110.521742 + Penalty 973.231779 = -9137.289962 nChanged 0 SP:Iteration 6F (72.652612 sec): 3 clusters Score: Raw -10110.521742 + Penalty 973.231779 = -9137.289962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 98 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.653700 sec): 2 clusters Score: Raw -12915.348148 + Penalty 635.238591 = -12280.109557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.654152 sec): 3 clusters Score: Raw -12883.489912 + Penalty 1273.556030 = -11609.933882 nChanged 12 SP:Iteration 1F (72.654596 sec): 3 clusters Score: Raw -12904.163735 + Penalty 1271.804374 = -11632.359361 nChanged 4 SP:Iteration 2Q (72.655036 sec): 3 clusters Score: Raw -12910.309480 + Penalty 1269.702019 = -11640.607461 nChanged 4 SP:Iteration 3Q (72.655475 sec): 3 clusters Score: Raw -12917.251185 + Penalty 1268.127637 = -11649.123548 nChanged 3 SP:Iteration 4Q (72.655914 sec): 3 clusters Score: Raw -12923.508832 + Penalty 1267.115883 = -11656.392949 nChanged 2 SP:Iteration 5Q (72.656349 sec): 3 clusters Score: Raw -12925.514656 + Penalty 1266.673281 = -11658.841375 nChanged 1 SP:Iteration 6Q (72.656783 sec): 3 clusters Score: Raw -12925.894809 + Penalty 1265.923744 = -11659.971066 nChanged 1 SP:Iteration 7Q (72.657227 sec): 3 clusters Score: Raw -12926.882545 + Penalty 1265.259907 = -11661.622638 nChanged 1 SP:Iteration 8Q (72.657665 sec): 3 clusters Score: Raw -12928.645642 + Penalty 1265.482395 = -11663.163248 nChanged 1 SP:Iteration 9Q (72.658098 sec): 3 clusters Score: Raw -12930.323870 + Penalty 1265.312157 = -11665.011713 nChanged 1 SP:Iteration 10F (72.658533 sec): 3 clusters Score: Raw -12930.636126 + Penalty 1265.312157 = -11665.323969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 101 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.659766 sec): 2 clusters Score: Raw -25354.119439 + Penalty 680.993454 = -24673.125985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.660464 sec): 3 clusters Score: Raw -25258.085752 + Penalty 1363.621550 = -23894.464202 nChanged 52 SP:Iteration 1F (72.661149 sec): 3 clusters Score: Raw -25318.520004 + Penalty 1364.651043 = -23953.868961 nChanged 15 SP:Iteration 2F (72.661837 sec): 3 clusters Score: Raw -25336.546273 + Penalty 1365.996231 = -23970.550042 nChanged 7 SP:Iteration 3Q (72.662501 sec): 3 clusters Score: Raw -25344.874602 + Penalty 1367.122673 = -23977.751929 nChanged 3 SP:Iteration 4Q (72.663157 sec): 3 clusters Score: Raw -25347.918415 + Penalty 1367.573790 = -23980.344625 nChanged 1 SP:Iteration 5Q (72.663842 sec): 3 clusters Score: Raw -25349.184695 + Penalty 1367.573790 = -23981.610905 nChanged 0 SP:Iteration 6F (72.664502 sec): 3 clusters Score: Raw -25349.184695 + Penalty 1367.573790 = -23981.610905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 104 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.665149 sec): 2 clusters Score: Raw -5786.352158 + Penalty 422.821471 = -5363.530687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.665473 sec): 3 clusters Score: Raw -5769.539779 + Penalty 864.167816 = -4905.371964 nChanged 8 SP:Iteration 1F (72.665791 sec): 3 clusters Score: Raw -5783.352218 + Penalty 900.711839 = -4882.640379 nChanged 5 SP:Iteration 2F (72.666111 sec): 3 clusters Score: Raw -5793.266175 + Penalty 912.040762 = -4881.225413 nChanged 1 SP:Iteration 3F (72.666449 sec): 3 clusters Score: Raw -5795.621300 + Penalty 912.040762 = -4883.580538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 106 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.667453 sec): 2 clusters Score: Raw -18174.008119 + Penalty 564.202180 = -17609.805939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.668031 sec): 3 clusters Score: Raw -18088.234985 + Penalty 1139.976950 = -16948.258035 nChanged 36 SP:Iteration 1F (72.668600 sec): 3 clusters Score: Raw -18131.042527 + Penalty 1161.661965 = -16969.380562 nChanged 22 SP:Iteration 2F (72.669191 sec): 3 clusters Score: Raw -18160.625889 + Penalty 1176.682340 = -16983.943549 nChanged 13 SP:Iteration 3F (72.669781 sec): 3 clusters Score: Raw -18176.722145 + Penalty 1190.098420 = -16986.623724 nChanged 7 SP:Iteration 4Q (72.670363 sec): 3 clusters Score: Raw -18188.174325 + Penalty 1196.250825 = -16991.923500 nChanged 4 SP:Iteration 5Q (72.670926 sec): 3 clusters Score: Raw -18195.889704 + Penalty 1204.912374 = -16990.977330 nChanged 2 SP:Iteration 6F (72.671493 sec): 3 clusters Score: Raw -18200.190385 + Penalty 1210.601439 = -16989.588946 nChanged 2 SP:Iteration 7F (72.672057 sec): 3 clusters Score: Raw -18205.048780 + Penalty 1210.601439 = -16994.447341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.672535 sec): 2 clusters Score: Raw -355.841259 + Penalty 132.315218 = -223.526041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.672750 sec): 3 clusters Score: Raw -352.985713 + Penalty 264.630437 = -88.355277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.673201 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.673382 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.673854 sec): 2 clusters Score: Raw -356.450634 + Penalty 126.283973 = -230.166661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.674064 sec): 3 clusters Score: Raw -348.920258 + Penalty 217.146708 = -131.773550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 120 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.674565 sec): 2 clusters Score: Raw -1308.241851 + Penalty 254.444341 = -1053.797510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.674802 sec): 3 clusters Score: Raw -1309.194820 + Penalty 506.207107 = -802.987713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 122 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.675649 sec): 2 clusters Score: Raw -11688.174557 + Penalty 616.593425 = -11071.581132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.676101 sec): 3 clusters Score: Raw -11688.891439 + Penalty 1233.178358 = -10455.713081 nChanged 19 SP:Iteration 1F (72.676543 sec): 3 clusters Score: Raw -11739.231495 + Penalty 1234.133124 = -10505.098371 nChanged 3 SP:Iteration 2Q (72.676974 sec): 3 clusters Score: Raw -11741.915475 + Penalty 1234.133124 = -10507.782352 nChanged 0 SP:Iteration 3F (72.677416 sec): 3 clusters Score: Raw -11741.915475 + Penalty 1234.133124 = -10507.782352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.677871 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.678052 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.678537 sec): 2 clusters Score: Raw -865.391566 + Penalty 190.843598 = -674.547968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.678764 sec): 3 clusters Score: Raw -872.163943 + Penalty 381.687196 = -490.476747 nChanged 1 SP:Iteration 1F (72.678986 sec): 3 clusters Score: Raw -879.079760 + Penalty 381.687196 = -497.392564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.679442 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.679629 sec): 2 clusters Score: Raw -159.943445 + Penalty 21.136394 = -138.807051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 140 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.680095 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.680292 sec): 2 clusters Score: Raw -242.780960 + Penalty 84.220949 = -158.560011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.680768 sec): 2 clusters Score: Raw -639.239462 + Penalty 185.012627 = -454.226836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.680988 sec): 3 clusters Score: Raw -633.347690 + Penalty 363.257502 = -270.090188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 145 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.682101 sec): 2 clusters Score: Raw -14983.900701 + Penalty 780.911709 = -14202.988992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.682576 sec): 3 clusters Score: Raw -14983.291626 + Penalty 1562.533505 = -13420.758122 nChanged 18 SP:Iteration 1F (72.683044 sec): 3 clusters Score: Raw -15021.305425 + Penalty 1563.236564 = -13458.068862 nChanged 5 SP:Iteration 2Q (72.683502 sec): 3 clusters Score: Raw -15032.827748 + Penalty 1563.332497 = -13469.495252 nChanged 3 SP:Iteration 3Q (72.683957 sec): 3 clusters Score: Raw -15039.439990 + Penalty 1563.483752 = -13475.956239 nChanged 1 SP:Iteration 4Q (72.684405 sec): 3 clusters Score: Raw -15040.192534 + Penalty 1563.781946 = -13476.410588 nChanged 1 SP:Iteration 5Q (72.684851 sec): 3 clusters Score: Raw -15040.803068 + Penalty 1563.781946 = -13477.021122 nChanged 0 SP:Iteration 6F (72.685308 sec): 3 clusters Score: Raw -15040.803068 + Penalty 1563.781946 = -13477.021122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 148 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.686332 sec): 2 clusters Score: Raw -18738.611701 + Penalty 706.968422 = -18031.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.686891 sec): 3 clusters Score: Raw -18699.964816 + Penalty 1420.856301 = -17279.108514 nChanged 24 SP:Iteration 1F (72.687421 sec): 3 clusters Score: Raw -18738.556290 + Penalty 1426.209472 = -17312.346818 nChanged 15 SP:Iteration 2F (72.687958 sec): 3 clusters Score: Raw -18765.374392 + Penalty 1426.301552 = -17339.072840 nChanged 5 SP:Iteration 3Q (72.688483 sec): 3 clusters Score: Raw -18769.222756 + Penalty 1426.715813 = -17342.506943 nChanged 3 SP:Iteration 4Q (72.689005 sec): 3 clusters Score: Raw -18773.254822 + Penalty 1425.886211 = -17347.368612 nChanged 1 SP:Iteration 5Q (72.689521 sec): 3 clusters Score: Raw -18773.522072 + Penalty 1426.458176 = -17347.063896 nChanged 2 SP:Iteration 6F (72.690054 sec): 3 clusters Score: Raw -18775.236225 + Penalty 1427.863048 = -17347.373177 nChanged 3 SP:Iteration 7Q (72.690570 sec): 3 clusters Score: Raw -18781.789325 + Penalty 1427.248468 = -17354.540856 nChanged 2 SP:Iteration 8Q (72.691105 sec): 3 clusters Score: Raw -18789.588268 + Penalty 1429.540867 = -17360.047401 nChanged 2 SP:Iteration 9Q (72.691632 sec): 3 clusters Score: Raw -18795.029693 + Penalty 1428.457594 = -17366.572099 nChanged 1 SP:Iteration 10F (72.692169 sec): 3 clusters Score: Raw -18798.758108 + Penalty 1428.457594 = -17370.300513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 151 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.692663 sec): 2 clusters Score: Raw -245.137221 + Penalty 65.988551 = -179.148671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.692873 sec): 3 clusters Score: Raw -248.488504 + Penalty 114.088745 = -134.399759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 152 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.693352 sec): 2 clusters Score: Raw -553.698039 + Penalty 183.277444 = -370.420595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.693571 sec): 3 clusters Score: Raw -540.959372 + Penalty 366.554888 = -174.404483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.694026 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.694213 sec): 2 clusters Score: Raw -81.407160 + Penalty 0.000000 = -81.407160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 159 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.694857 sec): 2 clusters Score: Raw -6154.019191 + Penalty 454.229703 = -5699.789487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.695190 sec): 3 clusters Score: Raw -6148.885522 + Penalty 909.098004 = -5239.787517 nChanged 9 SP:Iteration 1F (72.695516 sec): 3 clusters Score: Raw -6169.250416 + Penalty 906.207363 = -5263.043053 nChanged 3 SP:Iteration 2Q (72.695836 sec): 3 clusters Score: Raw -6177.177212 + Penalty 906.462403 = -5270.714810 nChanged 2 SP:Iteration 3Q (72.696153 sec): 3 clusters Score: Raw -6179.943225 + Penalty 906.462403 = -5273.480822 nChanged 0 SP:Iteration 4F (72.696478 sec): 3 clusters Score: Raw -6179.943225 + Penalty 906.462403 = -5273.480822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.696965 sec): 2 clusters Score: Raw -903.398289 + Penalty 217.541101 = -685.857188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.697190 sec): 3 clusters Score: Raw -900.835431 + Penalty 446.405961 = -454.429470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.697674 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.697863 sec): 2 clusters Score: Raw -83.972778 + Penalty 0.000000 = -83.972778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.698314 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.698495 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 184 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.699002 sec): 2 clusters Score: Raw -1817.485899 + Penalty 305.556237 = -1511.929662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.699247 sec): 3 clusters Score: Raw -1804.069797 + Penalty 610.825882 = -1193.243915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 187 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.699882 sec): 2 clusters Score: Raw -5858.796817 + Penalty 451.357415 = -5407.439402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.700209 sec): 3 clusters Score: Raw -5857.133761 + Penalty 900.461930 = -4956.671832 nChanged 6 SP:Iteration 1F (72.700529 sec): 3 clusters Score: Raw -5868.932769 + Penalty 900.898475 = -4968.034294 nChanged 1 SP:Iteration 2Q (72.700844 sec): 3 clusters Score: Raw -5870.794718 + Penalty 900.898475 = -4969.896242 nChanged 0 SP:Iteration 3F (72.701163 sec): 3 clusters Score: Raw -5870.794718 + Penalty 900.898475 = -4969.896242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.701643 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.701832 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 201 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.703165 sec): 2 clusters Score: Raw -25754.698672 + Penalty 698.622574 = -25056.076098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.703886 sec): 3 clusters Score: Raw -25643.359272 + Penalty 1410.303072 = -24233.056200 nChanged 62 SP:Iteration 1F (72.704584 sec): 3 clusters Score: Raw -25705.360471 + Penalty 1420.097680 = -24285.262791 nChanged 24 SP:Iteration 2F (72.705284 sec): 3 clusters Score: Raw -25739.890021 + Penalty 1427.576936 = -24312.313085 nChanged 14 SP:Iteration 3F (72.705980 sec): 3 clusters Score: Raw -25755.134199 + Penalty 1431.551437 = -24323.582763 nChanged 8 SP:Iteration 4Q (72.706653 sec): 3 clusters Score: Raw -25765.192853 + Penalty 1434.425624 = -24330.767229 nChanged 3 SP:Iteration 5Q (72.707309 sec): 3 clusters Score: Raw -25771.100901 + Penalty 1439.509416 = -24331.591485 nChanged 5 SP:Iteration 6Q (72.707962 sec): 3 clusters Score: Raw -25776.940930 + Penalty 1443.815220 = -24333.125710 nChanged 5 SP:Iteration 7Q (72.708635 sec): 3 clusters Score: Raw -25779.763893 + Penalty 1443.897817 = -24335.866076 nChanged 1 SP:Iteration 8Q (72.709293 sec): 3 clusters Score: Raw -25781.217614 + Penalty 1443.897817 = -24337.319796 nChanged 0 SP:Iteration 9F (72.709965 sec): 3 clusters Score: Raw -25781.217614 + Penalty 1443.897817 = -24337.319796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.710509 sec): 2 clusters Score: Raw -1071.051034 + Penalty 52.484401 = -1018.566633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.710751 sec): 3 clusters Score: Raw -1099.866674 + Penalty 133.543417 = -966.323257 nChanged 2 SP:Iteration 1F (72.710988 sec): 3 clusters Score: Raw -1108.194594 + Penalty 151.679507 = -956.515087 nChanged 1 SP:Iteration 2F (72.711221 sec): 3 clusters Score: Raw -1114.199438 + Penalty 151.679507 = -962.519931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.711689 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.711879 sec): 2 clusters Score: Raw -81.389052 + Penalty 0.000000 = -81.389052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.712329 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.712510 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.712962 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.713146 sec): 2 clusters Score: Raw -80.142580 + Penalty 0.000000 = -80.142580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.713596 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.713779 sec): 2 clusters Score: Raw -77.440466 + Penalty 0.000000 = -77.440466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 238 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.714260 sec): 2 clusters Score: Raw -504.892504 + Penalty 151.781288 = -353.111215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.714478 sec): 3 clusters Score: Raw -514.301492 + Penalty 285.946847 = -228.354646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.714928 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.715109 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 245 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.715557 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.715737 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 246 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.716187 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.716367 sec): 2 clusters Score: Raw -78.792095 + Penalty 0.000000 = -78.792095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 247 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.716819 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.716999 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 248 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.717510 sec): 2 clusters Score: Raw -1054.204266 + Penalty 130.412031 = -923.792235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.717744 sec): 3 clusters Score: Raw -1059.197156 + Penalty 283.032579 = -776.164577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 250 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.718269 sec): 2 clusters Score: Raw -2139.887696 + Penalty 380.377836 = -1759.509860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.718525 sec): 3 clusters Score: Raw -2174.811776 + Penalty 758.403880 = -1416.407897 nChanged 0 Deleting Class 80 (105 points): Lose 375.901170 but Gain 1441.802277 Iteration 119Q (72.893227 sec): 90 clusters Score: Raw -2759633.762629 + Penalty 79891.720835 = -2679742.041794 nChanged 119 Deleting Class 91 (5 points): Lose 26.380997 but Gain 1086.878601 Iteration 120F (74.197830 sec): 89 clusters Score: Raw -2759778.185034 + Penalty 78805.981000 = -2680972.204034 nChanged 36 Deleting Class 152 (6 points): Lose 12.721509 but Gain 1064.848308 Iteration 121Q (74.354078 sec): 88 clusters Score: Raw -2759786.459881 + Penalty 77746.253713 = -2682040.206168 nChanged 20 Deleting Class 50 (60 points): Lose 136.798496 but Gain 1177.781941 Iteration 122Q (74.507488 sec): 87 clusters Score: Raw -2759666.314209 + Penalty 76681.334147 = -2682984.980062 nChanged 74 Deleting Class 98 (136 points): Lose 320.473207 but Gain 1366.152879 Iteration 123Q (74.659563 sec): 86 clusters Score: Raw -2759442.358373 + Penalty 75390.713889 = -2684051.644485 nChanged 153 Deleting Class 250 (29 points): Lose 239.918447 but Gain 1263.782081 Iteration 124Q (74.814517 sec): 85 clusters Score: Raw -2759436.778304 + Penalty 74512.974432 = -2684923.803872 nChanged 88 Deleting Class 57 (8 points): Lose 41.533139 but Gain 1063.215091 Iteration 125Q (74.972972 sec): 84 clusters Score: Raw -2759557.717191 + Penalty 73537.135164 = -2686020.582028 nChanged 61 Deleting Class 81 (3 points): Lose 2.450000 but Gain 1061.615934 Iteration 126Q (75.130963 sec): 83 clusters Score: Raw -2759606.486092 + Penalty 72525.924821 = -2687080.561271 nChanged 33 Deleting Class 76 (213 points): Lose 652.096501 but Gain 1667.432417 Iteration 127Q (75.281234 sec): 82 clusters Score: Raw -2758974.700747 + Penalty 70939.966940 = -2688034.733808 nChanged 241 Deleting Class 184 (22 points): Lose 73.531927 but Gain 1088.880030 Iteration 128Q (75.438582 sec): 81 clusters Score: Raw -2759307.267129 + Penalty 69874.328243 = -2689432.938886 nChanged 61 Deleting Class 19 (13 points): Lose 63.821884 but Gain 1076.493539 Iteration 129Q (75.586617 sec): 80 clusters Score: Raw -2759301.454481 + Penalty 68818.508924 = -2690482.945557 nChanged 43 Deleting Class 160 (12 points): Lose 44.695225 but Gain 1052.186840 Iteration 130F (76.738561 sec): 79 clusters Score: Raw -2759304.409854 + Penalty 67771.158720 = -2691533.251134 nChanged 38 Deleting Class 187 (59 points): Lose 151.575526 but Gain 1157.844175 Iteration 131Q (76.886807 sec): 78 clusters Score: Raw -2759188.214127 + Penalty 66728.644863 = -2692459.569264 nChanged 78 Deleting Class 4 (49 points): Lose 72.403851 but Gain 1077.338637 Iteration 132Q (77.034419 sec): 77 clusters Score: Raw -2759207.448271 + Penalty 65674.176927 = -2693533.271344 nChanged 73 Deleting Class 92 (4 points): Lose 11.634019 but Gain 1015.318128 Iteration 133Q (77.184894 sec): 76 clusters Score: Raw -2759258.528769 + Penalty 64670.153924 = -2694588.374846 nChanged 27 Deleting Class 122 (122 points): Lose 342.228975 but Gain 1340.886956 Iteration 134Q (77.327289 sec): 75 clusters Score: Raw -2758935.186225 + Penalty 63367.377498 = -2695567.808727 nChanged 145 Deleting Class 61 (9 points): Lose 123.427144 but Gain 1119.590072 Iteration 135Q (77.473695 sec): 74 clusters Score: Raw -2759009.409776 + Penalty 62289.367018 = -2696720.042758 nChanged 62 Deleting Class 75 (12 points): Lose 69.268449 but Gain 1060.810668 Iteration 136Q (77.616461 sec): 73 clusters Score: Raw -2758988.678687 + Penalty 61251.738631 = -2697736.940056 nChanged 54 Deleting Class 114 (5 points): Lose 18.308418 but Gain 1003.342040 Iteration 137Q (77.756680 sec): 72 clusters Score: Raw -2759011.476734 + Penalty 60280.682291 = -2698730.794443 nChanged 44 Deleting Class 159 (77 points): Lose 194.355785 but Gain 1174.766554 Iteration 138Q (77.897300 sec): 71 clusters Score: Raw -2758844.991027 + Penalty 59140.776913 = -2699704.214114 nChanged 110 Deleting Class 56 (25 points): Lose 170.171756 but Gain 1148.405780 Iteration 139Q (78.040850 sec): 70 clusters Score: Raw -2758805.126635 + Penalty 58037.193723 = -2700767.932912 nChanged 77 Deleting Class 143 (7 points): Lose 14.780949 but Gain 989.776228 Iteration 140F (79.036433 sec): 69 clusters Score: Raw -2758882.623030 + Penalty 57068.497197 = -2701814.125833 nChanged 63 Deleting Class 104 (64 points): Lose 125.174103 but Gain 1067.664896 Iteration 141Q (79.176812 sec): 68 clusters Score: Raw -2758801.897832 + Penalty 56006.275404 = -2702795.622428 nChanged 107 Deleting Class 70 (111 points): Lose 245.359969 but Gain 1182.500109 Iteration 142Q (79.317808 sec): 67 clusters Score: Raw -2758660.190397 + Penalty 54856.051493 = -2703804.138904 nChanged 149 Deleting Class 120 (15 points): Lose 117.354090 but Gain 1049.959504 Iteration 143Q (79.456630 sec): 66 clusters Score: Raw -2758717.488345 + Penalty 53868.127483 = -2704849.360862 nChanged 84 Deleting Class 148 (185 points): Lose 467.863116 but Gain 1399.003990 Iteration 144Q (79.593785 sec): 65 clusters Score: Raw -2758332.003949 + Penalty 52592.447679 = -2705739.556270 nChanged 236 Deleting Class 52 (10 points): Lose 30.474781 but Gain 940.400683 Iteration 145Q (79.733635 sec): 64 clusters Score: Raw -2758626.724354 + Penalty 51709.369878 = -2706917.354477 nChanged 86 Deleting Class 71 (1 points): Lose 82.444421 but Gain 988.967543 Iteration 146Q (79.868476 sec): 63 clusters Score: Raw -2758601.617833 + Penalty 50742.096066 = -2707859.521767 nChanged 49 Deleting Class 109 (4 points): Lose 90.135823 but Gain 993.602727 Iteration 147Q (80.000478 sec): 62 clusters Score: Raw -2758538.193489 + Penalty 49784.519050 = -2708753.674439 nChanged 40 Deleting Class 48 (6 points): Lose 82.841293 but Gain 977.765940 Iteration 148Q (80.131649 sec): 61 clusters Score: Raw -2758489.499326 + Penalty 48830.129353 = -2709659.369974 nChanged 32 Deleting Class 238 (8 points): Lose 59.291254 but Gain 934.063831 Iteration 149Q (80.260783 sec): 60 clusters Score: Raw -2758471.518563 + Penalty 47860.926806 = -2710610.591757 nChanged 43 Deleting Class 93 (113 points): Lose 290.570167 but Gain 1133.002061 Iteration 150F (81.121215 sec): 59 clusters Score: Raw -2758231.695941 + Penalty 46815.978458 = -2711415.717482 nChanged 145 Deleting Class 42 (144 points): Lose 280.725734 but Gain 1099.196787 Iteration 151Q (81.262584 sec): 58 clusters Score: Raw -2758148.803192 + Penalty 45736.297250 = -2712412.505942 nChanged 178 Deleting Class 24 (2 points): Lose 82.060192 but Gain 887.904704 Iteration 152Q (81.399440 sec): 57 clusters Score: Raw -2758244.024701 + Penalty 44855.813327 = -2713388.211374 nChanged 60 Deleting Class 129 (10 points): Lose 60.599844 but Gain 862.820273 Iteration 153Q (81.533949 sec): 56 clusters Score: Raw -2758204.035938 + Penalty 43904.810842 = -2714299.225096 nChanged 46 Deleting Class 140 (4 points): Lose 95.418578 but Gain 890.370057 Iteration 154Q (81.663233 sec): 55 clusters Score: Raw -2758155.509854 + Penalty 43030.258042 = -2715125.251812 nChanged 35 Deleting Class 145 (151 points): Lose 842.866458 but Gain 1636.559197 Iteration 155Q (81.791708 sec): 54 clusters Score: Raw -2757334.545374 + Penalty 41439.609641 = -2715894.935733 nChanged 191 Deleting Class 55 (66 points): Lose 217.994074 but Gain 974.948127 Iteration 156Q (81.924122 sec): 53 clusters Score: Raw -2757482.109518 + Penalty 40468.716923 = -2717013.392596 nChanged 141 Deleting Class 179 (1 points): Lose 61.442318 but Gain 792.046009 Iteration 157Q (82.056139 sec): 52 clusters Score: Raw -2757558.074717 + Penalty 39684.805956 = -2717873.268761 nChanged 54 Deleting Class 85 (273 points): Lose 899.919688 but Gain 1602.207071 Iteration 158Q (82.178782 sec): 51 clusters Score: Raw -2756703.016642 + Penalty 38148.839159 = -2718554.177483 nChanged 304 Deleting Class 88 (2 points): Lose 13.490371 but Gain 694.071341 Iteration 159Q (82.306706 sec): 50 clusters Score: Raw -2757164.363021 + Penalty 37474.801887 = -2719689.561135 nChanged 71 Deleting Class 44 (274 points): Lose 574.122852 but Gain 1131.449941 Iteration 160F (83.015215 sec): 49 clusters Score: Raw -2756628.719953 + Penalty 36421.433087 = -2720207.286867 nChanged 315 Deleting Class 210 (1 points): Lose 2.237010 but Gain 559.084070 Iteration 161Q (83.141906 sec): 48 clusters Score: Raw -2757100.363699 + Penalty 35878.594284 = -2721221.769415 nChanged 76 Deleting Class 151 (3 points): Lose 95.554245 but Gain 625.291568 Iteration 162Q (83.263544 sec): 47 clusters Score: Raw -2757039.295249 + Penalty 35268.022033 = -2721771.273216 nChanged 56 Deleting Class 6 (74 points): Lose 425.501275 but Gain 947.517197 Iteration 163Q (83.382750 sec): 46 clusters Score: Raw -2756645.904363 + Penalty 34573.506201 = -2722072.398162 nChanged 120 Deleting Class 248 (21 points): Lose 120.791220 but Gain 631.478340 Iteration 164Q (83.503979 sec): 45 clusters Score: Raw -2756810.731780 + Penalty 33950.342681 = -2722860.389099 nChanged 88 Deleting Class 201 (371 points): Lose 836.564372 but Gain 1331.395903 Iteration 165Q (83.626334 sec): 44 clusters Score: Raw -2756091.031208 + Penalty 32730.702103 = -2723360.329105 nChanged 448 Deleting Class 155 (2 points): Lose 34.995295 but Gain 515.909174 Iteration 166Q (83.750093 sec): 43 clusters Score: Raw -2756621.691593 + Penalty 32384.866110 = -2724236.825483 nChanged 186 Deleting Class 27 (346 points): Lose 991.460927 but Gain 1417.003826 Iteration 167Q (83.869015 sec): 42 clusters Score: Raw -2755756.464871 + Penalty 31097.980250 = -2724658.484621 nChanged 473 Deleting Class 45 (141 points): Lose 447.209584 but Gain 882.042136 Iteration 168Q (83.993922 sec): 41 clusters Score: Raw -2755971.600870 + Penalty 30281.165935 = -2725690.434935 nChanged 321 Deleting Class 32 (345 points): Lose 817.292435 but Gain 1196.318364 Iteration 169Q (84.115961 sec): 40 clusters Score: Raw -2755469.637456 + Penalty 29184.002545 = -2726285.634911 nChanged 484 Deleting Class 18 (282 points): Lose 997.646624 but Gain 1465.150599 Iteration 170F (84.665984 sec): 39 clusters Score: Raw -2755058.413179 + Penalty 27829.093342 = -2727229.319838 nChanged 460 Deleting Class 226 (1 points): Lose 73.867989 but Gain 309.310076 Iteration 171Q (84.787443 sec): 38 clusters Score: Raw -2755612.872369 + Penalty 27532.028094 = -2728080.844275 nChanged 201 Deleting Class 38 (2 points): Lose 57.627164 but Gain 292.220606 Iteration 172Q (84.900739 sec): 37 clusters Score: Raw -2755653.178063 + Penalty 27244.979402 = -2728408.198661 nChanged 157 Deleting Class 136 (2 points): Lose 117.223096 but Gain 317.441625 Iteration 173Q (85.013063 sec): 36 clusters Score: Raw -2755625.680973 + Penalty 26936.567469 = -2728689.113504 nChanged 128 Deleting Class 246 (2 points): Lose 94.866084 but Gain 287.099590 Iteration 174Q (85.125036 sec): 35 clusters Score: Raw -2755592.790537 + Penalty 26670.944998 = -2728921.845539 nChanged 103 Deleting Class 58 (431 points): Lose 1349.848102 but Gain 1495.379994 Iteration 175Q (85.236684 sec): 34 clusters Score: Raw -2754349.255542 + Penalty 25255.946135 = -2729093.309407 nChanged 524 Deleting Class 79 (1 points): Lose 35.358894 but Gain 179.872191 Iteration 176Q (85.350442 sec): 33 clusters Score: Raw -2755049.974407 + Penalty 25106.873327 = -2729943.101080 nChanged 183 Deleting Class 74 (565 points): Lose 1181.299292 but Gain 1297.592925 Iteration 177Q (85.457434 sec): 32 clusters Score: Raw -2753948.295157 + Penalty 23885.556090 = -2730062.739067 nChanged 689 Deleting Class 233 (1 points): Lose 16.695617 but Gain 124.945175 Iteration 178Q (85.571273 sec): 31 clusters Score: Raw -2754775.841411 + Penalty 23792.370393 = -2730983.471018 nChanged 210 Deleting Class 23 (349 points): Lose 669.416224 but Gain 779.471140 Iteration 179Q (85.675187 sec): 30 clusters Score: Raw -2754179.507053 + Penalty 23032.019021 = -2731147.488033 nChanged 467 Deleting Class 180 (1 points): Lose 12.519196 but Gain 52.050923 Iteration 180F (86.103524 sec): 29 clusters Score: Raw -2754695.431793 + Penalty 23003.771030 = -2731691.660763 nChanged 148 Deleting Class 245 (1 points): Lose 13.141775 but Gain 52.050923 Iteration 181Q (86.205728 sec): 28 clusters Score: Raw -2754857.660217 + Penalty 22953.741789 = -2731903.918429 nChanged 120 Deleting Class 125 (1 points): Lose 16.293897 but Gain 52.050923 Iteration 182Q (86.306791 sec): 27 clusters Score: Raw -2754916.756077 + Penalty 22897.636822 = -2732019.119255 nChanged 108 Deleting Class 247 (1 points): Lose 22.659842 but Gain 52.050923 Iteration 183Q (86.408126 sec): 26 clusters Score: Raw -2754964.804936 + Penalty 22852.603085 = -2732112.201851 nChanged 98 Deleting Class 242 (1 points): Lose 22.994405 but Gain 52.050923 Iteration 184Q (86.508651 sec): 25 clusters Score: Raw -2755016.159743 + Penalty 22798.415172 = -2732217.744571 nChanged 96 Deleting Class 192 (1 points): Lose 47.663204 but Gain 52.050923 Iteration 185Q (86.606293 sec): 24 clusters Score: Raw -2755014.960511 + Penalty 22748.397935 = -2732266.562576 nChanged 71 Iteration 186Q (86.703742 sec): 24 clusters Score: Raw -2755043.407352 + Penalty 22758.990077 = -2732284.417275 nChanged 62 Iteration 187Q (86.800609 sec): 24 clusters Score: Raw -2755054.648590 + Penalty 22763.173432 = -2732291.475157 nChanged 42 Iteration 188Q (86.897843 sec): 24 clusters Score: Raw -2755060.851816 + Penalty 22762.866214 = -2732297.985602 nChanged 35 Iteration 189Q (86.994238 sec): 24 clusters Score: Raw -2755068.666181 + Penalty 22771.041461 = -2732297.624720 nChanged 36 Iteration 190F (87.373378 sec): 24 clusters Score: Raw -2755197.300016 + Penalty 22832.309548 = -2732364.990468 nChanged 48 Iteration 191Q (87.473797 sec): 24 clusters Score: Raw -2755324.534844 + Penalty 22840.993825 = -2732483.541019 nChanged 32 Iteration 192Q (87.571338 sec): 24 clusters Score: Raw -2755333.635502 + Penalty 22845.972990 = -2732487.662512 nChanged 40 Iteration 193Q (87.668571 sec): 24 clusters Score: Raw -2755340.931277 + Penalty 22851.875713 = -2732489.055564 nChanged 32 Iteration 194Q (87.765595 sec): 24 clusters Score: Raw -2755345.919839 + Penalty 22854.943920 = -2732490.975919 nChanged 21 Iteration 195Q (87.863229 sec): 24 clusters Score: Raw -2755349.310783 + Penalty 22857.772810 = -2732491.537973 nChanged 27 Iteration 196Q (87.960225 sec): 24 clusters Score: Raw -2755353.926541 + Penalty 22860.897931 = -2732493.028610 nChanged 22 Iteration 197Q (88.057285 sec): 24 clusters Score: Raw -2755358.060558 + Penalty 22862.770160 = -2732495.290398 nChanged 16 Iteration 198Q (88.155072 sec): 24 clusters Score: Raw -2755361.772499 + Penalty 22863.676588 = -2732498.095911 nChanged 9 Iteration 199Q (88.253790 sec): 24 clusters Score: Raw -2755363.708478 + Penalty 22865.204883 = -2732498.503595 nChanged 11 Iteration 200F (88.632012 sec): 24 clusters Score: Raw -2755423.388558 + Penalty 22887.038801 = -2732536.349758 nChanged 10 Iteration 201Q (88.728572 sec): 24 clusters Score: Raw -2755471.730654 + Penalty 22888.099945 = -2732583.630708 nChanged 10 Iteration 202Q (88.824488 sec): 24 clusters Score: Raw -2755475.807682 + Penalty 22886.510412 = -2732589.297270 nChanged 8 Iteration 203Q (88.923268 sec): 24 clusters Score: Raw -2755476.350945 + Penalty 22884.918158 = -2732591.432787 nChanged 7 Iteration 204Q (89.019810 sec): 24 clusters Score: Raw -2755476.929133 + Penalty 22884.780957 = -2732592.148176 nChanged 3 Iteration 205Q (89.117694 sec): 24 clusters Score: Raw -2755477.504914 + Penalty 22885.427177 = -2732592.077737 nChanged 6 Iteration 206F (89.495977 sec): 24 clusters Score: Raw -2755478.401233 + Penalty 22885.858736 = -2732592.542497 nChanged 2 Iteration 207Q (89.594886 sec): 24 clusters Score: Raw -2755478.603506 + Penalty 22886.621992 = -2732591.981515 nChanged 4 Iteration 208F (89.974370 sec): 24 clusters Score: Raw -2755479.024548 + Penalty 22886.002226 = -2732593.022322 nChanged 2 Iteration 209Q (90.070398 sec): 24 clusters Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676 nChanged 0 Iteration 210F (90.447429 sec): 24 clusters Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755479.470902 + Penalty 22886.002226 = -2732593.468676Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.515560 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.517407 sec): 3 clusters Score: Raw -78744.801535 + Penalty 217.007096 = -78527.794439 nChanged 415 SP:Iteration 1F (90.519261 sec): 3 clusters Score: Raw -79104.440744 + Penalty 217.023412 = -78887.417333 nChanged 76 SP:Iteration 2F (90.521179 sec): 3 clusters Score: Raw -79184.802929 + Penalty 218.303139 = -78966.499789 nChanged 46 SP:Iteration 3Q (90.523092 sec): 3 clusters Score: Raw -79214.019101 + Penalty 219.081825 = -78994.937276 nChanged 22 SP:Iteration 4Q (90.524986 sec): 3 clusters Score: Raw -79224.065931 + Penalty 219.806377 = -79004.259554 nChanged 16 SP:Iteration 5Q (90.526963 sec): 3 clusters Score: Raw -79228.409920 + Penalty 220.058841 = -79008.351079 nChanged 4 SP:Iteration 6Q (90.528859 sec): 3 clusters Score: Raw -79229.177910 + Penalty 220.123777 = -79009.054133 nChanged 1 SP:Iteration 7Q (90.530623 sec): 3 clusters Score: Raw -79229.256136 + Penalty 220.233647 = -79009.022489 nChanged 2 SP:Iteration 8F (90.532399 sec): 3 clusters Score: Raw -79229.580440 + Penalty 220.409317 = -79009.171123 nChanged 3 SP:Iteration 9Q (90.534151 sec): 3 clusters Score: Raw -79229.906437 + Penalty 220.864556 = -79009.041881 nChanged 7 SP:Iteration 10F (90.535966 sec): 3 clusters Score: Raw -79230.612950 + Penalty 221.531580 = -79009.081370 nChanged 9 SP:Iteration 11Q (90.537718 sec): 3 clusters Score: Raw -79231.513230 + Penalty 221.714595 = -79009.798635 nChanged 2 SP:Iteration 12Q (90.539465 sec): 3 clusters Score: Raw -79231.440658 + Penalty 221.714595 = -79009.726063 nChanged 0 SP:Iteration 13F (90.541297 sec): 3 clusters Score: Raw -79231.440658 + Penalty 221.714595 = -79009.726063 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.630522 sec): 2 clusters Score: Raw -1575918.198223 + Penalty 297.815212 = -1575620.383011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.667918 sec): 3 clusters Score: Raw -1562593.062820 + Penalty 598.882666 = -1561994.180154 nChanged 9334 SP:Iteration 1F (90.704968 sec): 3 clusters Score: Raw -1564587.214505 + Penalty 662.007253 = -1563925.207253 nChanged 4061 SP:Iteration 2F (90.741608 sec): 3 clusters Score: Raw -1568608.667804 + Penalty 863.936477 = -1567744.731326 nChanged 3562 SP:Iteration 3F (90.777606 sec): 3 clusters Score: Raw -1572855.103191 + Penalty 1043.281067 = -1571811.822125 nChanged 1714 SP:Iteration 4F (90.813795 sec): 3 clusters Score: Raw -1574553.260330 + Penalty 1149.339178 = -1573403.921152 nChanged 853 SP:Iteration 5Q (90.848376 sec): 3 clusters Score: Raw -1575245.342815 + Penalty 1212.705952 = -1574032.636862 nChanged 466 SP:Iteration 6Q (90.879666 sec): 3 clusters Score: Raw -1575587.842764 + Penalty 1241.087608 = -1574346.755156 nChanged 231 SP:Iteration 7Q (90.910280 sec): 3 clusters Score: Raw -1575753.870926 + Penalty 1249.551068 = -1574504.319857 nChanged 128 SP:Iteration 8Q (90.939743 sec): 3 clusters Score: Raw -1575856.179522 + Penalty 1250.187174 = -1574605.992348 nChanged 69 SP:Iteration 9Q (90.968442 sec): 3 clusters Score: Raw -1575912.246880 + Penalty 1265.144281 = -1574647.102599 nChanged 27 SP:Iteration 10F (91.004007 sec): 3 clusters Score: Raw -1575934.014511 + Penalty 1284.074162 = -1574649.940349 nChanged 16 SP:Iteration 11Q (91.031821 sec): 3 clusters Score: Raw -1575944.633736 + Penalty 1289.151152 = -1574655.482584 nChanged 6 SP:Iteration 12Q (91.060322 sec): 3 clusters Score: Raw -1575949.105355 + Penalty 1296.919764 = -1574652.185591 nChanged 5 SP:Iteration 13F (91.096290 sec): 3 clusters Score: Raw -1575951.799794 + Penalty 1298.563523 = -1574653.236270 nChanged 2 SP:Iteration 14Q (91.124524 sec): 3 clusters Score: Raw -1575952.591157 + Penalty 1294.683412 = -1574657.907745 nChanged 2 SP:Iteration 15Q (91.152729 sec): 3 clusters Score: Raw -1575955.551699 + Penalty 1295.740479 = -1574659.811220 nChanged 1 SP:Iteration 16Q (91.180596 sec): 3 clusters Score: Raw -1575956.433804 + Penalty 1297.833399 = -1574658.600405 nChanged 1 SP:Iteration 17F (91.216664 sec): 3 clusters Score: Raw -1575957.523866 + Penalty 1297.545101 = -1574659.978766 nChanged 1 SP:Iteration 18Q (91.245380 sec): 3 clusters Score: Raw -1575958.194864 + Penalty 1297.545101 = -1574660.649763 nChanged 0 SP:Iteration 19F (91.281582 sec): 3 clusters Score: Raw -1575958.194864 + Penalty 1297.545101 = -1574660.649763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.293146 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.293484 sec): 3 clusters Score: Raw -3834.294185 + Penalty 330.754015 = -3503.540170 nChanged 8 SP:Iteration 1F (91.293810 sec): 3 clusters Score: Raw -3851.394984 + Penalty 330.754015 = -3520.640970 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.296625 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.297999 sec): 3 clusters Score: Raw -60211.043500 + Penalty 1337.283778 = -58873.759722 nChanged 229 SP:Iteration 1F (91.299379 sec): 3 clusters Score: Raw -60368.946211 + Penalty 1339.694509 = -59029.251702 nChanged 57 SP:Iteration 2F (91.300748 sec): 3 clusters Score: Raw -60406.880963 + Penalty 1341.893974 = -59064.986989 nChanged 35 SP:Iteration 3F (91.302105 sec): 3 clusters Score: Raw -60426.729004 + Penalty 1344.189458 = -59082.539545 nChanged 15 SP:Iteration 4Q (91.303569 sec): 3 clusters Score: Raw -60434.068783 + Penalty 1346.499142 = -59087.569641 nChanged 13 SP:Iteration 5Q (91.304995 sec): 3 clusters Score: Raw -60439.458579 + Penalty 1350.201413 = -59089.257166 nChanged 21 SP:Iteration 6Q (91.306421 sec): 3 clusters Score: Raw -60453.841257 + Penalty 1353.013232 = -59100.828025 nChanged 23 SP:Iteration 7Q (91.307785 sec): 3 clusters Score: Raw -60465.534648 + Penalty 1355.667749 = -59109.866899 nChanged 20 SP:Iteration 8Q (91.309170 sec): 3 clusters Score: Raw -60477.080003 + Penalty 1357.150292 = -59119.929712 nChanged 16 SP:Iteration 9Q (91.310570 sec): 3 clusters Score: Raw -60486.099940 + Penalty 1359.191207 = -59126.908733 nChanged 12 SP:Iteration 10F (91.311932 sec): 3 clusters Score: Raw -60490.452131 + Penalty 1361.330714 = -59129.121417 nChanged 10 SP:Iteration 11Q (91.313303 sec): 3 clusters Score: Raw -60494.960571 + Penalty 1360.025410 = -59134.935161 nChanged 8 SP:Iteration 12Q (91.314687 sec): 3 clusters Score: Raw -60498.829219 + Penalty 1361.200042 = -59137.629177 nChanged 7 SP:Iteration 13Q (91.316052 sec): 3 clusters Score: Raw -60502.558804 + Penalty 1364.885536 = -59137.673267 nChanged 8 SP:Iteration 14Q (91.317415 sec): 3 clusters Score: Raw -60507.903481 + Penalty 1368.451108 = -59139.452373 nChanged 10 SP:Iteration 15Q (91.318756 sec): 3 clusters Score: Raw -60516.256937 + Penalty 1372.654862 = -59143.602075 nChanged 11 SP:Iteration 16Q (91.320136 sec): 3 clusters Score: Raw -60526.725927 + Penalty 1376.494340 = -59150.231587 nChanged 10 SP:Iteration 17Q (91.321499 sec): 3 clusters Score: Raw -60533.851876 + Penalty 1374.543981 = -59159.307895 nChanged 10 SP:Iteration 18Q (91.322870 sec): 3 clusters Score: Raw -60542.856432 + Penalty 1368.698672 = -59174.157760 nChanged 11 SP:Iteration 19Q (91.324223 sec): 3 clusters Score: Raw -60554.699768 + Penalty 1364.276406 = -59190.423362 nChanged 11 SP:Iteration 20F (91.325594 sec): 3 clusters Score: Raw -60564.247313 + Penalty 1357.767522 = -59206.479791 nChanged 10 SP:Iteration 21Q (91.326938 sec): 3 clusters Score: Raw -60577.245922 + Penalty 1357.575378 = -59219.670544 nChanged 9 SP:Iteration 22Q (91.328278 sec): 3 clusters Score: Raw -60588.847556 + Penalty 1355.631903 = -59233.215653 nChanged 9 SP:Iteration 23Q (91.329605 sec): 3 clusters Score: Raw -60595.045691 + Penalty 1356.198050 = -59238.847641 nChanged 3 SP:Iteration 24Q (91.330927 sec): 3 clusters Score: Raw -60601.240325 + Penalty 1354.464094 = -59246.776231 nChanged 2 SP:Iteration 25Q (91.332248 sec): 3 clusters Score: Raw -60603.078634 + Penalty 1354.464094 = -59248.614540 nChanged 0 SP:Iteration 26F (91.333615 sec): 3 clusters Score: Raw -60603.078634 + Penalty 1354.464094 = -59248.614540 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.343077 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.346333 sec): 3 clusters Score: Raw -154066.987759 + Penalty 1612.175611 = -152454.812148 nChanged 650 SP:Iteration 1F (91.349535 sec): 3 clusters Score: Raw -154415.694329 + Penalty 1616.836672 = -152798.857656 nChanged 214 SP:Iteration 2F (91.352714 sec): 3 clusters Score: Raw -154551.789983 + Penalty 1626.438908 = -152925.351075 nChanged 146 SP:Iteration 3F (91.356023 sec): 3 clusters Score: Raw -154647.525371 + Penalty 1640.000933 = -153007.524438 nChanged 108 SP:Iteration 4F (91.359227 sec): 3 clusters Score: Raw -154723.831294 + Penalty 1663.371658 = -153060.459636 nChanged 106 SP:Iteration 5F (91.362435 sec): 3 clusters Score: Raw -154804.576640 + Penalty 1687.764303 = -153116.812337 nChanged 94 SP:Iteration 6F (91.365680 sec): 3 clusters Score: Raw -154890.016206 + Penalty 1721.590262 = -153168.425944 nChanged 82 SP:Iteration 7Q (91.368904 sec): 3 clusters Score: Raw -154967.786683 + Penalty 1742.107326 = -153225.679356 nChanged 53 SP:Iteration 8Q (91.372360 sec): 3 clusters Score: Raw -155011.261176 + Penalty 1764.431019 = -153246.830157 nChanged 29 SP:Iteration 9Q (91.375781 sec): 3 clusters Score: Raw -155035.966688 + Penalty 1772.957145 = -153263.009543 nChanged 21 SP:Iteration 10F (91.379029 sec): 3 clusters Score: Raw -155057.652751 + Penalty 1780.668270 = -153276.984482 nChanged 17 SP:Iteration 11Q (91.382134 sec): 3 clusters Score: Raw -155080.518243 + Penalty 1781.878982 = -153298.639260 nChanged 10 SP:Iteration 12Q (91.385159 sec): 3 clusters Score: Raw -155090.750157 + Penalty 1785.993807 = -153304.756350 nChanged 5 SP:Iteration 13Q (91.388203 sec): 3 clusters Score: Raw -155097.006687 + Penalty 1789.423515 = -153307.583172 nChanged 3 SP:Iteration 14Q (91.391165 sec): 3 clusters Score: Raw -155099.604148 + Penalty 1786.351766 = -153313.252383 nChanged 3 SP:Iteration 15Q (91.394108 sec): 3 clusters Score: Raw -155103.323534 + Penalty 1786.410389 = -153316.913145 nChanged 1 SP:Iteration 16Q (91.397161 sec): 3 clusters Score: Raw -155103.720499 + Penalty 1786.410389 = -153317.310111 nChanged 0 SP:Iteration 17F (91.400347 sec): 3 clusters Score: Raw -155103.720499 + Penalty 1786.410389 = -153317.310111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.409849 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.411006 sec): 3 clusters Score: Raw -43342.100830 + Penalty 1099.292393 = -42242.808438 nChanged 154 SP:Iteration 1F (91.412105 sec): 3 clusters Score: Raw -43506.426545 + Penalty 1108.101147 = -42398.325398 nChanged 47 SP:Iteration 2F (91.413200 sec): 3 clusters Score: Raw -43569.178695 + Penalty 1108.131111 = -42461.047584 nChanged 33 SP:Iteration 3F (91.414292 sec): 3 clusters Score: Raw -43610.506028 + Penalty 1109.558257 = -42500.947771 nChanged 14 SP:Iteration 4Q (91.415374 sec): 3 clusters Score: Raw -43628.692002 + Penalty 1108.741904 = -42519.950098 nChanged 6 SP:Iteration 5Q (91.416442 sec): 3 clusters Score: Raw -43633.417720 + Penalty 1110.670960 = -42522.746759 nChanged 4 SP:Iteration 6Q (91.417502 sec): 3 clusters Score: Raw -43635.725969 + Penalty 1109.750994 = -42525.974975 nChanged 1 SP:Iteration 7Q (91.418557 sec): 3 clusters Score: Raw -43636.457235 + Penalty 1111.328138 = -42525.129097 nChanged 1 SP:Iteration 8F (91.419650 sec): 3 clusters Score: Raw -43636.698988 + Penalty 1111.328138 = -42525.370850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.421547 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.422666 sec): 3 clusters Score: Raw -43472.144388 + Penalty 1984.498628 = -41487.645760 nChanged 104 SP:Iteration 1F (91.423766 sec): 3 clusters Score: Raw -43603.059927 + Penalty 1984.514327 = -41618.545600 nChanged 22 SP:Iteration 2Q (91.424874 sec): 3 clusters Score: Raw -43635.095752 + Penalty 1984.525729 = -41650.570023 nChanged 13 SP:Iteration 3Q (91.425963 sec): 3 clusters Score: Raw -43658.530690 + Penalty 1984.518037 = -41674.012653 nChanged 9 SP:Iteration 4Q (91.427039 sec): 3 clusters Score: Raw -43673.541941 + Penalty 1984.505428 = -41689.036513 nChanged 8 SP:Iteration 5Q (91.428110 sec): 3 clusters Score: Raw -43685.281034 + Penalty 1984.484406 = -41700.796628 nChanged 7 SP:Iteration 6Q (91.429180 sec): 3 clusters Score: Raw -43696.762073 + Penalty 1984.446836 = -41712.315238 nChanged 5 SP:Iteration 7Q (91.430248 sec): 3 clusters Score: Raw -43702.475376 + Penalty 1984.432021 = -41718.043355 nChanged 1 SP:Iteration 8Q (91.431314 sec): 3 clusters Score: Raw -43703.074149 + Penalty 1984.432021 = -41718.642128 nChanged 0 SP:Iteration 9F (91.432409 sec): 3 clusters Score: Raw -43703.074149 + Penalty 1984.432021 = -41718.642128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.437243 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.439984 sec): 3 clusters Score: Raw -126106.206457 + Penalty 2289.606652 = -123816.599805 nChanged 432 SP:Iteration 1F (91.442560 sec): 3 clusters Score: Raw -126420.633632 + Penalty 2290.166006 = -124130.467626 nChanged 114 SP:Iteration 2F (91.445091 sec): 3 clusters Score: Raw -126529.617428 + Penalty 2290.508718 = -124239.108710 nChanged 86 SP:Iteration 3F (91.447674 sec): 3 clusters Score: Raw -126609.305936 + Penalty 2290.715073 = -124318.590863 nChanged 73 SP:Iteration 4F (91.450203 sec): 3 clusters Score: Raw -126680.432673 + Penalty 2290.691712 = -124389.740962 nChanged 54 SP:Iteration 5Q (91.452659 sec): 3 clusters Score: Raw -126723.028218 + Penalty 2290.851773 = -124432.176445 nChanged 33 SP:Iteration 6Q (91.455295 sec): 3 clusters Score: Raw -126750.726223 + Penalty 2290.905069 = -124459.821154 nChanged 26 SP:Iteration 7Q (91.457858 sec): 3 clusters Score: Raw -126769.687166 + Penalty 2291.366897 = -124478.320269 nChanged 30 SP:Iteration 8Q (91.460324 sec): 3 clusters Score: Raw -126793.344084 + Penalty 2291.897757 = -124501.446327 nChanged 28 SP:Iteration 9Q (91.462835 sec): 3 clusters Score: Raw -126814.916257 + Penalty 2292.308608 = -124522.607649 nChanged 25 SP:Iteration 10F (91.465284 sec): 3 clusters Score: Raw -126831.837769 + Penalty 2292.868919 = -124538.968850 nChanged 28 SP:Iteration 11Q (91.467710 sec): 3 clusters Score: Raw -126853.631030 + Penalty 2293.379685 = -124560.251345 nChanged 22 SP:Iteration 12Q (91.470201 sec): 3 clusters Score: Raw -126875.192713 + Penalty 2293.646356 = -124581.546356 nChanged 23 SP:Iteration 13Q (91.472780 sec): 3 clusters Score: Raw -126901.184451 + Penalty 2293.767599 = -124607.416852 nChanged 14 SP:Iteration 14Q (91.475365 sec): 3 clusters Score: Raw -126914.436581 + Penalty 2293.836609 = -124620.599972 nChanged 11 SP:Iteration 15Q (91.477790 sec): 3 clusters Score: Raw -126926.409848 + Penalty 2293.936994 = -124632.472853 nChanged 23 SP:Iteration 16Q (91.480203 sec): 3 clusters Score: Raw -126948.709015 + Penalty 2293.961953 = -124654.747063 nChanged 20 SP:Iteration 17Q (91.482633 sec): 3 clusters Score: Raw -126976.159666 + Penalty 2293.895456 = -124682.264210 nChanged 22 SP:Iteration 18Q (91.485072 sec): 3 clusters Score: Raw -127011.750334 + Penalty 2293.975548 = -124717.774786 nChanged 26 SP:Iteration 19Q (91.487522 sec): 3 clusters Score: Raw -127043.118261 + Penalty 2293.748055 = -124749.370206 nChanged 19 SP:Iteration 20F (91.490040 sec): 3 clusters Score: Raw -127063.461870 + Penalty 2293.557511 = -124769.904359 nChanged 15 SP:Iteration 21Q (91.492469 sec): 3 clusters Score: Raw -127084.532889 + Penalty 2293.206783 = -124791.326106 nChanged 26 SP:Iteration 22Q (91.494842 sec): 3 clusters Score: Raw -127116.653247 + Penalty 2293.071646 = -124823.581601 nChanged 16 SP:Iteration 23Q (91.497206 sec): 3 clusters Score: Raw -127135.698471 + Penalty 2292.812848 = -124842.885623 nChanged 15 SP:Iteration 24Q (91.499611 sec): 3 clusters Score: Raw -127155.590627 + Penalty 2292.399136 = -124863.191491 nChanged 19 SP:Iteration 25Q (91.501995 sec): 3 clusters Score: Raw -127176.231951 + Penalty 2292.224168 = -124884.007783 nChanged 16 SP:Iteration 26Q (91.504594 sec): 3 clusters Score: Raw -127198.596995 + Penalty 2291.891984 = -124906.705011 nChanged 16 SP:Iteration 27Q (91.507139 sec): 3 clusters Score: Raw -127212.905463 + Penalty 2291.636710 = -124921.268754 nChanged 11 SP:Iteration 28Q (91.509467 sec): 3 clusters Score: Raw -127220.679222 + Penalty 2291.485315 = -124929.193907 nChanged 8 SP:Iteration 29Q (91.511818 sec): 3 clusters Score: Raw -127227.796824 + Penalty 2291.360891 = -124936.435933 nChanged 7 SP:Iteration 30F (91.514312 sec): 3 clusters Score: Raw -127231.665509 + Penalty 2291.277070 = -124940.388440 nChanged 5 SP:Iteration 31Q (91.516726 sec): 3 clusters Score: Raw -127235.790811 + Penalty 2291.188178 = -124944.602633 nChanged 4 SP:Iteration 32Q (91.519116 sec): 3 clusters Score: Raw -127238.041172 + Penalty 2291.188178 = -124946.852994 nChanged 0 SP:Iteration 33F (91.521606 sec): 3 clusters Score: Raw -127238.041172 + Penalty 2291.188178 = -124946.852994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.524935 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.525930 sec): 3 clusters Score: Raw -42460.701783 + Penalty 1768.478458 = -40692.223325 nChanged 110 SP:Iteration 1F (91.526912 sec): 3 clusters Score: Raw -42552.013980 + Penalty 1768.550415 = -40783.463564 nChanged 32 SP:Iteration 2F (91.527908 sec): 3 clusters Score: Raw -42585.421908 + Penalty 1768.946266 = -40816.475642 nChanged 20 SP:Iteration 3Q (91.528877 sec): 3 clusters Score: Raw -42604.510834 + Penalty 1769.019438 = -40835.491395 nChanged 11 SP:Iteration 4Q (91.529844 sec): 3 clusters Score: Raw -42616.178523 + Penalty 1769.241682 = -40846.936841 nChanged 4 SP:Iteration 5Q (91.530807 sec): 3 clusters Score: Raw -42619.311404 + Penalty 1769.590551 = -40849.720853 nChanged 4 SP:Iteration 6Q (91.531799 sec): 3 clusters Score: Raw -42621.775272 + Penalty 1769.590551 = -40852.184721 nChanged 0 SP:Iteration 7F (91.532771 sec): 3 clusters Score: Raw -42621.775272 + Penalty 1769.590551 = -40852.184721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.535064 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.536484 sec): 3 clusters Score: Raw -59342.240381 + Penalty 1860.470357 = -57481.770024 nChanged 169 SP:Iteration 1F (91.537859 sec): 3 clusters Score: Raw -59504.059343 + Penalty 1859.328115 = -57644.731228 nChanged 43 SP:Iteration 2F (91.539221 sec): 3 clusters Score: Raw -59546.899661 + Penalty 1857.245304 = -57689.654357 nChanged 31 SP:Iteration 3F (91.540538 sec): 3 clusters Score: Raw -59572.951860 + Penalty 1855.632814 = -57717.319047 nChanged 15 SP:Iteration 4Q (91.541824 sec): 3 clusters Score: Raw -59589.790701 + Penalty 1852.959349 = -57736.831352 nChanged 17 SP:Iteration 5Q (91.543110 sec): 3 clusters Score: Raw -59607.452008 + Penalty 1850.951019 = -57756.500989 nChanged 10 SP:Iteration 6Q (91.544403 sec): 3 clusters Score: Raw -59616.219154 + Penalty 1850.062412 = -57766.156742 nChanged 6 SP:Iteration 7Q (91.545696 sec): 3 clusters Score: Raw -59619.841783 + Penalty 1849.407320 = -57770.434463 nChanged 3 SP:Iteration 8Q (91.546972 sec): 3 clusters Score: Raw -59622.113436 + Penalty 1849.243422 = -57772.870014 nChanged 1 SP:Iteration 9Q (91.548242 sec): 3 clusters Score: Raw -59622.563807 + Penalty 1848.867104 = -57773.696703 nChanged 1 SP:Iteration 10F (91.549559 sec): 3 clusters Score: Raw -59623.506603 + Penalty 1848.703403 = -57774.803200 nChanged 1 SP:Iteration 11Q (91.550833 sec): 3 clusters Score: Raw -59624.125795 + Penalty 1848.737073 = -57775.388722 nChanged 1 SP:Iteration 12Q (91.552106 sec): 3 clusters Score: Raw -59624.706517 + Penalty 1848.737073 = -57775.969445 nChanged 0 SP:Iteration 13F (91.553419 sec): 3 clusters Score: Raw -59624.706517 + Penalty 1848.737073 = -57775.969445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.555046 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.555981 sec): 3 clusters Score: Raw -36071.930793 + Penalty 1731.952295 = -34339.978497 nChanged 82 SP:Iteration 1F (91.556894 sec): 3 clusters Score: Raw -36155.136995 + Penalty 1732.116389 = -34423.020606 nChanged 19 SP:Iteration 2Q (91.557799 sec): 3 clusters Score: Raw -36187.433459 + Penalty 1732.235330 = -34455.198130 nChanged 12 SP:Iteration 3Q (91.558698 sec): 3 clusters Score: Raw -36198.973129 + Penalty 1732.336561 = -34466.636568 nChanged 6 SP:Iteration 4Q (91.559598 sec): 3 clusters Score: Raw -36203.181273 + Penalty 1732.378774 = -34470.802499 nChanged 5 SP:Iteration 5Q (91.560494 sec): 3 clusters Score: Raw -36207.598335 + Penalty 1732.829672 = -34474.768663 nChanged 4 SP:Iteration 6Q (91.561389 sec): 3 clusters Score: Raw -36211.820135 + Penalty 1733.061613 = -34478.758522 nChanged 2 SP:Iteration 7Q (91.562283 sec): 3 clusters Score: Raw -36212.793912 + Penalty 1733.143895 = -34479.650017 nChanged 1 SP:Iteration 8Q (91.563177 sec): 3 clusters Score: Raw -36213.870736 + Penalty 1733.292425 = -34480.578311 nChanged 1 SP:Iteration 9Q (91.564070 sec): 3 clusters Score: Raw -36215.304601 + Penalty 1733.611701 = -34481.692900 nChanged 2 SP:Iteration 10F (91.564985 sec): 3 clusters Score: Raw -36216.201586 + Penalty 1733.692297 = -34482.509289 nChanged 1 SP:Iteration 11Q (91.565884 sec): 3 clusters Score: Raw -36216.840574 + Penalty 1733.692297 = -34483.148276 nChanged 0 SP:Iteration 12F (91.566803 sec): 3 clusters Score: Raw -36216.840574 + Penalty 1733.692297 = -34483.148276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.571112 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.573468 sec): 3 clusters Score: Raw -97371.069470 + Penalty 1015.425518 = -96355.643952 nChanged 426 SP:Iteration 1F (91.575725 sec): 3 clusters Score: Raw -97575.151821 + Penalty 1016.480257 = -96558.671564 nChanged 102 SP:Iteration 2F (91.577869 sec): 3 clusters Score: Raw -97635.195090 + Penalty 1017.391282 = -96617.803808 nChanged 78 SP:Iteration 3F (91.580025 sec): 3 clusters Score: Raw -97695.973506 + Penalty 1017.920418 = -96678.053087 nChanged 71 SP:Iteration 4F (91.582175 sec): 3 clusters Score: Raw -97743.361074 + Penalty 1018.386924 = -96724.974150 nChanged 58 SP:Iteration 5F (91.584328 sec): 3 clusters Score: Raw -97776.143691 + Penalty 1018.069468 = -96758.074223 nChanged 30 SP:Iteration 6Q (91.586459 sec): 3 clusters Score: Raw -97790.737035 + Penalty 1016.855791 = -96773.881244 nChanged 24 SP:Iteration 7Q (91.588647 sec): 3 clusters Score: Raw -97805.355559 + Penalty 1016.306323 = -96789.049236 nChanged 26 SP:Iteration 8Q (91.590834 sec): 3 clusters Score: Raw -97817.155431 + Penalty 1015.662766 = -96801.492665 nChanged 20 SP:Iteration 9Q (91.593130 sec): 3 clusters Score: Raw -97826.278508 + Penalty 1015.205699 = -96811.072809 nChanged 19 SP:Iteration 10F (91.595425 sec): 3 clusters Score: Raw -97833.224621 + Penalty 1015.017185 = -96818.207436 nChanged 17 SP:Iteration 11Q (91.597531 sec): 3 clusters Score: Raw -97839.156488 + Penalty 1015.039678 = -96824.116810 nChanged 9 SP:Iteration 12Q (91.599629 sec): 3 clusters Score: Raw -97841.997240 + Penalty 1014.839294 = -96827.157946 nChanged 10 SP:Iteration 13Q (91.601814 sec): 3 clusters Score: Raw -97843.481002 + Penalty 1014.648161 = -96828.832841 nChanged 5 SP:Iteration 14Q (91.604098 sec): 3 clusters Score: Raw -97844.712867 + Penalty 1014.611339 = -96830.101528 nChanged 9 SP:Iteration 15Q (91.606377 sec): 3 clusters Score: Raw -97846.518533 + Penalty 1014.458840 = -96832.059693 nChanged 5 SP:Iteration 16Q (91.608543 sec): 3 clusters Score: Raw -97847.422607 + Penalty 1014.530113 = -96832.892494 nChanged 7 SP:Iteration 17Q (91.610638 sec): 3 clusters Score: Raw -97848.339928 + Penalty 1014.634067 = -96833.705861 nChanged 3 SP:Iteration 18Q (91.612803 sec): 3 clusters Score: Raw -97848.680741 + Penalty 1014.743185 = -96833.937556 nChanged 5 SP:Iteration 19Q (91.614955 sec): 3 clusters Score: Raw -97849.693593 + Penalty 1014.859654 = -96834.833939 nChanged 2 SP:Iteration 20F (91.617091 sec): 3 clusters Score: Raw -97849.898162 + Penalty 1014.916799 = -96834.981362 nChanged 2 SP:Iteration 21Q (91.619187 sec): 3 clusters Score: Raw -97850.007834 + Penalty 1014.916799 = -96835.091035 nChanged 0 SP:Iteration 22F (91.621345 sec): 3 clusters Score: Raw -97850.007834 + Penalty 1014.916799 = -96835.091035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.625396 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.627155 sec): 3 clusters Score: Raw -83327.069097 + Penalty 2008.124307 = -81318.944790 nChanged 270 SP:Iteration 1F (91.628862 sec): 3 clusters Score: Raw -83577.095036 + Penalty 2013.588372 = -81563.506664 nChanged 69 SP:Iteration 2F (91.630604 sec): 3 clusters Score: Raw -83658.448186 + Penalty 2019.772219 = -81638.675967 nChanged 52 SP:Iteration 3F (91.632326 sec): 3 clusters Score: Raw -83714.043059 + Penalty 2024.250497 = -81689.792561 nChanged 32 SP:Iteration 4Q (91.634035 sec): 3 clusters Score: Raw -83743.369107 + Penalty 2026.195944 = -81717.173163 nChanged 16 SP:Iteration 5Q (91.635727 sec): 3 clusters Score: Raw -83755.614732 + Penalty 2028.685821 = -81726.928910 nChanged 12 SP:Iteration 6Q (91.637517 sec): 3 clusters Score: Raw -83766.362519 + Penalty 2030.489844 = -81735.872675 nChanged 9 SP:Iteration 7Q (91.639307 sec): 3 clusters Score: Raw -83774.907124 + Penalty 2032.490430 = -81742.416694 nChanged 7 SP:Iteration 8Q (91.641085 sec): 3 clusters Score: Raw -83782.859473 + Penalty 2034.221085 = -81748.638388 nChanged 8 SP:Iteration 9Q (91.642764 sec): 3 clusters Score: Raw -83794.857173 + Penalty 2035.816524 = -81759.040649 nChanged 12 SP:Iteration 10F (91.644488 sec): 3 clusters Score: Raw -83807.002792 + Penalty 2038.686078 = -81768.316714 nChanged 9 SP:Iteration 11Q (91.646168 sec): 3 clusters Score: Raw -83818.493141 + Penalty 2041.114008 = -81777.379134 nChanged 12 SP:Iteration 12Q (91.647861 sec): 3 clusters Score: Raw -83835.720284 + Penalty 2042.431020 = -81793.289264 nChanged 11 SP:Iteration 13Q (91.649518 sec): 3 clusters Score: Raw -83848.757899 + Penalty 2042.730890 = -81806.027009 nChanged 10 SP:Iteration 14Q (91.651172 sec): 3 clusters Score: Raw -83858.791521 + Penalty 2043.303806 = -81815.487715 nChanged 6 SP:Iteration 15Q (91.652924 sec): 3 clusters Score: Raw -83867.448497 + Penalty 2043.815632 = -81823.632865 nChanged 3 SP:Iteration 16Q (91.654652 sec): 3 clusters Score: Raw -83871.916947 + Penalty 2043.959321 = -81827.957626 nChanged 2 SP:Iteration 17Q (91.656386 sec): 3 clusters Score: Raw -83873.240637 + Penalty 2043.667947 = -81829.572690 nChanged 2 SP:Iteration 18Q (91.658166 sec): 3 clusters Score: Raw -83874.498136 + Penalty 2043.667947 = -81830.830189 nChanged 0 SP:Iteration 19F (91.660019 sec): 3 clusters Score: Raw -83874.498136 + Penalty 2043.667947 = -81830.830189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.661747 sec): 2 clusters Score: Raw -20196.519080 + Penalty 435.136164 = -19761.382915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.662442 sec): 3 clusters Score: Raw -20120.183347 + Penalty 861.337185 = -19258.846162 nChanged 69 SP:Iteration 1F (91.663125 sec): 3 clusters Score: Raw -20199.257263 + Penalty 864.477674 = -19334.779589 nChanged 27 SP:Iteration 2F (91.663814 sec): 3 clusters Score: Raw -20244.231147 + Penalty 854.563434 = -19389.667713 nChanged 20 SP:Iteration 3F (91.664499 sec): 3 clusters Score: Raw -20290.168622 + Penalty 842.017836 = -19448.150786 nChanged 12 SP:Iteration 4Q (91.665169 sec): 3 clusters Score: Raw -20314.228139 + Penalty 838.128029 = -19476.100111 nChanged 7 SP:Iteration 5Q (91.665823 sec): 3 clusters Score: Raw -20326.604487 + Penalty 847.405170 = -19479.199317 nChanged 3 SP:Iteration 6Q (91.666470 sec): 3 clusters Score: Raw -20333.649459 + Penalty 847.025387 = -19486.624071 nChanged 2 SP:Iteration 7Q (91.667110 sec): 3 clusters Score: Raw -20359.336658 + Penalty 842.832995 = -19516.503663 nChanged 2 SP:Iteration 8Q (91.667749 sec): 3 clusters Score: Raw -20361.229230 + Penalty 839.206177 = -19522.023054 nChanged 1 SP:Iteration 9Q (91.668385 sec): 3 clusters Score: Raw -20367.096986 + Penalty 840.151318 = -19526.945668 nChanged 3 SP:Iteration 10F (91.669115 sec): 3 clusters Score: Raw -20370.009090 + Penalty 846.370617 = -19523.638473 nChanged 3 SP:Iteration 11F (91.669830 sec): 3 clusters Score: Raw -20372.892443 + Penalty 843.917432 = -19528.975011 nChanged 1 SP:Iteration 12Q (91.670475 sec): 3 clusters Score: Raw -20373.903311 + Penalty 847.820910 = -19526.082401 nChanged 1 SP:Iteration 13F (91.671188 sec): 3 clusters Score: Raw -20374.857955 + Penalty 847.820910 = -19527.037045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.673815 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.674899 sec): 3 clusters Score: Raw -42169.677162 + Penalty 268.862634 = -41900.814528 nChanged 210 SP:Iteration 1F (91.675899 sec): 3 clusters Score: Raw -42373.340431 + Penalty 301.003254 = -42072.337177 nChanged 66 SP:Iteration 2F (91.676871 sec): 3 clusters Score: Raw -42445.423238 + Penalty 315.757525 = -42129.665713 nChanged 18 SP:Iteration 3Q (91.677839 sec): 3 clusters Score: Raw -42459.902564 + Penalty 320.245288 = -42139.657276 nChanged 5 SP:Iteration 4Q (91.678730 sec): 3 clusters Score: Raw -42458.460965 + Penalty 317.895283 = -42140.565682 nChanged 7 SP:Iteration 5Q (91.679597 sec): 3 clusters Score: Raw -42458.336084 + Penalty 318.580444 = -42139.755640 nChanged 5 SP:Iteration 6F (91.680580 sec): 3 clusters Score: Raw -42461.338760 + Penalty 129.118832 = -42332.219928 nChanged 7 SP:Iteration 7Q (91.681389 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP:Iteration 8F (91.682241 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.685253 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.686787 sec): 3 clusters Score: Raw -69856.989498 + Penalty 2134.960773 = -67722.028725 nChanged 182 SP:Iteration 1F (91.688312 sec): 3 clusters Score: Raw -70038.001342 + Penalty 2134.973176 = -67903.028166 nChanged 47 SP:Iteration 2F (91.689827 sec): 3 clusters Score: Raw -70091.787446 + Penalty 2134.937664 = -67956.849781 nChanged 25 SP:Iteration 3Q (91.691314 sec): 3 clusters Score: Raw -70123.674738 + Penalty 2134.951414 = -67988.723324 nChanged 18 SP:Iteration 4Q (91.692798 sec): 3 clusters Score: Raw -70151.355268 + Penalty 2134.920355 = -68016.434912 nChanged 12 SP:Iteration 5Q (91.694277 sec): 3 clusters Score: Raw -70167.309471 + Penalty 2134.892884 = -68032.416587 nChanged 13 SP:Iteration 6Q (91.695746 sec): 3 clusters Score: Raw -70179.040501 + Penalty 2134.891946 = -68044.148555 nChanged 11 SP:Iteration 7Q (91.697218 sec): 3 clusters Score: Raw -70192.632558 + Penalty 2134.906580 = -68057.725978 nChanged 6 SP:Iteration 8Q (91.698700 sec): 3 clusters Score: Raw -70199.399403 + Penalty 2134.917927 = -68064.481476 nChanged 7 SP:Iteration 9Q (91.700158 sec): 3 clusters Score: Raw -70206.657926 + Penalty 2134.889217 = -68071.768710 nChanged 5 SP:Iteration 10F (91.701651 sec): 3 clusters Score: Raw -70216.208568 + Penalty 2134.870464 = -68081.338105 nChanged 6 SP:Iteration 11Q (91.703219 sec): 3 clusters Score: Raw -70224.384996 + Penalty 2134.860922 = -68089.524073 nChanged 3 SP:Iteration 12Q (91.704772 sec): 3 clusters Score: Raw -70230.787876 + Penalty 2134.838323 = -68095.949553 nChanged 8 SP:Iteration 13Q (91.706303 sec): 3 clusters Score: Raw -70243.379995 + Penalty 2134.875511 = -68108.504484 nChanged 11 SP:Iteration 14Q (91.707793 sec): 3 clusters Score: Raw -70255.270537 + Penalty 2134.871160 = -68120.399377 nChanged 6 SP:Iteration 15Q (91.709242 sec): 3 clusters Score: Raw -70262.720332 + Penalty 2134.907618 = -68127.812714 nChanged 5 SP:Iteration 16Q (91.710704 sec): 3 clusters Score: Raw -70266.891007 + Penalty 2134.951473 = -68131.939534 nChanged 3 SP:Iteration 17Q (91.712145 sec): 3 clusters Score: Raw -70268.302515 + Penalty 2134.951473 = -68133.351042 nChanged 0 SP:Iteration 18F (91.713643 sec): 3 clusters Score: Raw -70268.302515 + Penalty 2134.951473 = -68133.351042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.715666 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.716829 sec): 3 clusters Score: Raw -45463.012179 + Penalty 897.913892 = -44565.098288 nChanged 192 SP:Iteration 1F (91.718002 sec): 3 clusters Score: Raw -45592.411738 + Penalty 903.917154 = -44688.494584 nChanged 49 SP:Iteration 2F (91.719149 sec): 3 clusters Score: Raw -45643.600543 + Penalty 914.423946 = -44729.176598 nChanged 32 SP:Iteration 3F (91.720298 sec): 3 clusters Score: Raw -45684.502744 + Penalty 918.995710 = -44765.507035 nChanged 22 SP:Iteration 4Q (91.721439 sec): 3 clusters Score: Raw -45704.212145 + Penalty 922.808619 = -44781.403527 nChanged 15 SP:Iteration 5Q (91.722564 sec): 3 clusters Score: Raw -45717.774206 + Penalty 921.009015 = -44796.765191 nChanged 11 SP:Iteration 6Q (91.723665 sec): 3 clusters Score: Raw -45728.647680 + Penalty 923.159375 = -44805.488306 nChanged 12 SP:Iteration 7Q (91.724759 sec): 3 clusters Score: Raw -45739.947396 + Penalty 928.186214 = -44811.761183 nChanged 15 SP:Iteration 8Q (91.725871 sec): 3 clusters Score: Raw -45755.419037 + Penalty 944.174084 = -44811.244953 nChanged 14 SP:Iteration 9F (91.727034 sec): 3 clusters Score: Raw -45770.403047 + Penalty 966.862381 = -44803.540667 nChanged 6 SP:Iteration 10F (91.728196 sec): 3 clusters Score: Raw -45778.242308 + Penalty 971.271960 = -44806.970348 nChanged 6 SP:Iteration 11Q (91.729269 sec): 3 clusters Score: Raw -45783.553128 + Penalty 974.850721 = -44808.702407 nChanged 3 SP:Iteration 12Q (91.730333 sec): 3 clusters Score: Raw -45787.300064 + Penalty 977.605098 = -44809.694966 nChanged 2 SP:Iteration 13Q (91.731410 sec): 3 clusters Score: Raw -45791.309084 + Penalty 977.605098 = -44813.703987 nChanged 0 SP:Iteration 14F (91.732576 sec): 3 clusters Score: Raw -45791.309084 + Penalty 977.605098 = -44813.703987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.735727 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.737727 sec): 3 clusters Score: Raw -84371.633544 + Penalty 1589.892568 = -82781.740976 nChanged 334 SP:Iteration 1F (91.739713 sec): 3 clusters Score: Raw -84593.256863 + Penalty 1592.067088 = -83001.189775 nChanged 92 SP:Iteration 2F (91.741642 sec): 3 clusters Score: Raw -84648.513820 + Penalty 1594.024771 = -83054.489049 nChanged 52 SP:Iteration 3F (91.743481 sec): 3 clusters Score: Raw -84686.762916 + Penalty 1596.071025 = -83090.691891 nChanged 51 SP:Iteration 4F (91.745319 sec): 3 clusters Score: Raw -84717.396360 + Penalty 1596.961516 = -83120.434844 nChanged 41 SP:Iteration 5Q (91.747144 sec): 3 clusters Score: Raw -84742.898225 + Penalty 1597.305985 = -83145.592240 nChanged 34 SP:Iteration 6Q (91.748966 sec): 3 clusters Score: Raw -84772.171074 + Penalty 1597.694458 = -83174.476616 nChanged 39 SP:Iteration 7Q (91.750827 sec): 3 clusters Score: Raw -84795.414112 + Penalty 1598.368959 = -83197.045153 nChanged 29 SP:Iteration 8Q (91.752690 sec): 3 clusters Score: Raw -84812.277338 + Penalty 1598.721030 = -83213.556308 nChanged 24 SP:Iteration 9Q (91.754587 sec): 3 clusters Score: Raw -84829.959936 + Penalty 1599.220095 = -83230.739841 nChanged 16 SP:Iteration 10F (91.756473 sec): 3 clusters Score: Raw -84838.552854 + Penalty 1599.368437 = -83239.184417 nChanged 9 SP:Iteration 11Q (91.758318 sec): 3 clusters Score: Raw -84843.196243 + Penalty 1599.410180 = -83243.786064 nChanged 8 SP:Iteration 12Q (91.760155 sec): 3 clusters Score: Raw -84846.704096 + Penalty 1599.163132 = -83247.540964 nChanged 6 SP:Iteration 13Q (91.761964 sec): 3 clusters Score: Raw -84850.444001 + Penalty 1598.947942 = -83251.496059 nChanged 11 SP:Iteration 14Q (91.763769 sec): 3 clusters Score: Raw -84857.587013 + Penalty 1598.650521 = -83258.936493 nChanged 11 SP:Iteration 15Q (91.765572 sec): 3 clusters Score: Raw -84861.933957 + Penalty 1599.396086 = -83262.537870 nChanged 8 SP:Iteration 16Q (91.767379 sec): 3 clusters Score: Raw -84865.006249 + Penalty 1599.353885 = -83265.652364 nChanged 4 SP:Iteration 17Q (91.769238 sec): 3 clusters Score: Raw -84866.016840 + Penalty 1599.642355 = -83266.374485 nChanged 4 SP:Iteration 18Q (91.771192 sec): 3 clusters Score: Raw -84866.767983 + Penalty 1600.053986 = -83266.713996 nChanged 3 SP:Iteration 19Q (91.773032 sec): 3 clusters Score: Raw -84867.565002 + Penalty 1600.154190 = -83267.410813 nChanged 4 SP:Iteration 20F (91.774916 sec): 3 clusters Score: Raw -84868.739806 + Penalty 1600.820044 = -83267.919762 nChanged 5 SP:Iteration 21Q (91.776716 sec): 3 clusters Score: Raw -84870.790209 + Penalty 1601.643807 = -83269.146402 nChanged 4 SP:Iteration 22Q (91.778514 sec): 3 clusters Score: Raw -84872.223345 + Penalty 1601.708477 = -83270.514869 nChanged 2 SP:Iteration 23Q (91.780308 sec): 3 clusters Score: Raw -84872.871811 + Penalty 1601.744680 = -83271.127131 nChanged 1 SP:Iteration 24Q (91.782105 sec): 3 clusters Score: Raw -84873.048163 + Penalty 1601.744680 = -83271.303482 nChanged 0 SP:Iteration 25F (91.784003 sec): 3 clusters Score: Raw -84873.048163 + Penalty 1601.744680 = -83271.303482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.788391 sec): 2 clusters Score: Raw -107753.816144 + Penalty 874.505212 = -106879.310932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.790759 sec): 3 clusters Score: Raw -107169.510665 + Penalty 1750.342860 = -105419.167805 nChanged 388 SP:Iteration 1F (91.793052 sec): 3 clusters Score: Raw -107463.556654 + Penalty 1752.323605 = -105711.233049 nChanged 137 SP:Iteration 2F (91.795391 sec): 3 clusters Score: Raw -107609.052214 + Penalty 1754.446884 = -105854.605330 nChanged 81 SP:Iteration 3F (91.797679 sec): 3 clusters Score: Raw -107668.850667 + Penalty 1754.896074 = -105913.954593 nChanged 41 SP:Iteration 4Q (91.799913 sec): 3 clusters Score: Raw -107697.805263 + Penalty 1754.819412 = -105942.985851 nChanged 27 SP:Iteration 5Q (91.802139 sec): 3 clusters Score: Raw -107715.074164 + Penalty 1753.395763 = -105961.678402 nChanged 19 SP:Iteration 6Q (91.804570 sec): 3 clusters Score: Raw -107727.102165 + Penalty 1751.179887 = -105975.922278 nChanged 17 SP:Iteration 7Q (91.806970 sec): 3 clusters Score: Raw -107745.330275 + Penalty 1748.448275 = -105996.881999 nChanged 20 SP:Iteration 8Q (91.809253 sec): 3 clusters Score: Raw -107762.659741 + Penalty 1747.675944 = -106014.983797 nChanged 13 SP:Iteration 9Q (91.811499 sec): 3 clusters Score: Raw -107774.086649 + Penalty 1745.918613 = -106028.168036 nChanged 9 SP:Iteration 10F (91.813745 sec): 3 clusters Score: Raw -107778.091390 + Penalty 1745.988410 = -106032.102980 nChanged 8 SP:Iteration 11Q (91.815975 sec): 3 clusters Score: Raw -107780.805427 + Penalty 1744.996156 = -106035.809271 nChanged 9 SP:Iteration 12Q (91.818179 sec): 3 clusters Score: Raw -107785.122926 + Penalty 1744.796920 = -106040.326006 nChanged 6 SP:Iteration 13Q (91.820356 sec): 3 clusters Score: Raw -107788.385740 + Penalty 1743.886851 = -106044.498888 nChanged 8 SP:Iteration 14Q (91.822523 sec): 3 clusters Score: Raw -107793.882926 + Penalty 1741.841451 = -106052.041476 nChanged 8 SP:Iteration 15Q (91.824683 sec): 3 clusters Score: Raw -107800.830142 + Penalty 1741.497763 = -106059.332379 nChanged 7 SP:Iteration 16Q (91.826842 sec): 3 clusters Score: Raw -107806.497731 + Penalty 1740.676277 = -106065.821455 nChanged 9 SP:Iteration 17Q (91.828987 sec): 3 clusters Score: Raw -107814.608870 + Penalty 1738.303441 = -106076.305429 nChanged 12 SP:Iteration 18Q (91.831127 sec): 3 clusters Score: Raw -107823.314643 + Penalty 1737.617028 = -106085.697616 nChanged 12 SP:Iteration 19Q (91.833263 sec): 3 clusters Score: Raw -107831.439636 + Penalty 1737.509044 = -106093.930592 nChanged 6 SP:Iteration 20F (91.835697 sec): 3 clusters Score: Raw -107834.955987 + Penalty 1736.433744 = -106098.522243 nChanged 5 SP:Iteration 21Q (91.838178 sec): 3 clusters Score: Raw -107838.252126 + Penalty 1736.253460 = -106101.998666 nChanged 3 SP:Iteration 22Q (91.840557 sec): 3 clusters Score: Raw -107838.952488 + Penalty 1736.046811 = -106102.905678 nChanged 1 SP:Iteration 23Q (91.842810 sec): 3 clusters Score: Raw -107839.221618 + Penalty 1735.822448 = -106103.399170 nChanged 1 SP:Iteration 24Q (91.844958 sec): 3 clusters Score: Raw -107839.834659 + Penalty 1735.415680 = -106104.418979 nChanged 1 SP:Iteration 25Q (91.847077 sec): 3 clusters Score: Raw -107839.948807 + Penalty 1735.415680 = -106104.533127 nChanged 0 SP:Iteration 26F (91.849363 sec): 3 clusters Score: Raw -107839.948807 + Penalty 1735.415680 = -106104.533127 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.851905 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.853102 sec): 3 clusters Score: Raw -49491.267931 + Penalty 1471.988865 = -48019.279066 nChanged 170 SP:Iteration 1F (91.854312 sec): 3 clusters Score: Raw -49602.344631 + Penalty 1472.735627 = -48129.609003 nChanged 41 SP:Iteration 2F (91.855483 sec): 3 clusters Score: Raw -49638.808766 + Penalty 1476.015512 = -48162.793254 nChanged 28 SP:Iteration 3F (91.856656 sec): 3 clusters Score: Raw -49659.470771 + Penalty 1481.115792 = -48178.354979 nChanged 25 SP:Iteration 4Q (91.857825 sec): 3 clusters Score: Raw -49677.958627 + Penalty 1483.119714 = -48194.838913 nChanged 14 SP:Iteration 5Q (91.858985 sec): 3 clusters Score: Raw -49688.260230 + Penalty 1486.590535 = -48201.669695 nChanged 15 SP:Iteration 6Q (91.860143 sec): 3 clusters Score: Raw -49703.348100 + Penalty 1491.092760 = -48212.255340 nChanged 13 SP:Iteration 7Q (91.861327 sec): 3 clusters Score: Raw -49716.955843 + Penalty 1494.709417 = -48222.246427 nChanged 10 SP:Iteration 8Q (91.862485 sec): 3 clusters Score: Raw -49725.221426 + Penalty 1499.242530 = -48225.978895 nChanged 12 SP:Iteration 9Q (91.863676 sec): 3 clusters Score: Raw -49734.259949 + Penalty 1504.921033 = -48229.338915 nChanged 14 SP:Iteration 10F (91.864914 sec): 3 clusters Score: Raw -49745.435043 + Penalty 1509.919192 = -48235.515851 nChanged 11 SP:Iteration 11Q (91.866126 sec): 3 clusters Score: Raw -49752.395109 + Penalty 1513.243127 = -48239.151982 nChanged 10 SP:Iteration 12Q (91.867345 sec): 3 clusters Score: Raw -49759.474481 + Penalty 1516.794626 = -48242.679855 nChanged 7 SP:Iteration 13Q (91.868556 sec): 3 clusters Score: Raw -49763.324397 + Penalty 1520.853693 = -48242.470704 nChanged 8 SP:Iteration 14F (91.869745 sec): 3 clusters Score: Raw -49770.624423 + Penalty 1521.298079 = -48249.326344 nChanged 4 SP:Iteration 15Q (91.870992 sec): 3 clusters Score: Raw -49773.322016 + Penalty 1523.643695 = -48249.678321 nChanged 3 SP:Iteration 16Q (91.872207 sec): 3 clusters Score: Raw -49775.627633 + Penalty 1524.194970 = -48251.432663 nChanged 1 SP:Iteration 17Q (91.873415 sec): 3 clusters Score: Raw -49775.887380 + Penalty 1524.884819 = -48251.002561 nChanged 1 SP:Iteration 18F (91.874646 sec): 3 clusters Score: Raw -49776.427937 + Penalty 1526.202929 = -48250.225008 nChanged 2 SP:Iteration 19F (91.875829 sec): 3 clusters Score: Raw -49776.980406 + Penalty 1527.247190 = -48249.733216 nChanged 2 SP:Iteration 20F (91.877001 sec): 3 clusters Score: Raw -49777.219359 + Penalty 1527.375808 = -48249.843551 nChanged 1 SP:Iteration 21Q (91.878178 sec): 3 clusters Score: Raw -49778.435065 + Penalty 1528.165633 = -48250.269431 nChanged 1 SP:Iteration 22Q (91.879331 sec): 3 clusters Score: Raw -49779.079225 + Penalty 1529.767750 = -48249.311475 nChanged 2 SP:Iteration 23F (91.880503 sec): 3 clusters Score: Raw -49780.266881 + Penalty 1530.693538 = -48249.573343 nChanged 1 SP:Iteration 24Q (91.881653 sec): 3 clusters Score: Raw -49781.381173 + Penalty 1531.130693 = -48250.250480 nChanged 1 SP:Iteration 25Q (91.882807 sec): 3 clusters Score: Raw -49782.033666 + Penalty 1532.008177 = -48250.025490 nChanged 1 SP:Iteration 26F (91.884002 sec): 3 clusters Score: Raw -49782.668227 + Penalty 1533.958919 = -48248.709309 nChanged 2 SP:Iteration 27F (91.885207 sec): 3 clusters Score: Raw -49784.989922 + Penalty 1538.782637 = -48246.207286 nChanged 5 SP:Iteration 28F (91.886406 sec): 3 clusters Score: Raw -49797.255140 + Penalty 1545.388055 = -48251.867085 nChanged 6 SP:Iteration 29Q (91.887566 sec): 3 clusters Score: Raw -49806.776129 + Penalty 1546.184545 = -48260.591584 nChanged 6 SP:Iteration 30F (91.888743 sec): 3 clusters Score: Raw -49811.394912 + Penalty 1547.379543 = -48264.015369 nChanged 2 SP:Iteration 31Q (91.889877 sec): 3 clusters Score: Raw -49812.244643 + Penalty 1548.022408 = -48264.222235 nChanged 1 SP:Iteration 32Q (91.891011 sec): 3 clusters Score: Raw -49813.703671 + Penalty 1548.730078 = -48264.973592 nChanged 1 SP:Iteration 33Q (91.892150 sec): 3 clusters Score: Raw -49814.085679 + Penalty 1548.730078 = -48265.355601 nChanged 0 SP:Iteration 34F (91.893323 sec): 3 clusters Score: Raw -49814.085679 + Penalty 1548.730078 = -48265.355601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.894271 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.894464 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.895281 sec): 2 clusters Score: Raw -1792.597766 + Penalty 50.362714 = -1742.235051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.895529 sec): 3 clusters Score: Raw -1830.397817 + Penalty 92.046400 = -1738.351417 nChanged 2 SP:Iteration 1F (91.895770 sec): 3 clusters Score: Raw -1834.642508 + Penalty 92.046400 = -1742.596108 nChanged 0 Score: Raw -2769539.235510 + Penalty 23017.663740 = -2746521.571770 Splitting cluster 208 changes total score from -2732593.468676 to -2746521.571770 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.276184 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.276389 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Iteration 211F (92.680350 sec): 25 clusters Score: Raw -2755521.792068 + Penalty 23017.663740 = -2732504.128329 nChanged 2 Iteration 212F (93.071012 sec): 25 clusters Score: Raw -2755524.090572 + Penalty 23017.663740 = -2732506.426832 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755524.090572 + Penalty 23017.663740 = -2732506.426832Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.140132 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.142128 sec): 3 clusters Score: Raw -78731.712243 + Penalty 220.590220 = -78511.122023 nChanged 402 SP:Iteration 1F (93.144045 sec): 3 clusters Score: Raw -79080.841576 + Penalty 213.027908 = -78867.813668 nChanged 98 SP:Iteration 2F (93.145844 sec): 3 clusters Score: Raw -79197.224083 + Penalty 210.208426 = -78987.015657 nChanged 62 SP:Iteration 3F (93.147431 sec): 3 clusters Score: Raw -79253.867975 + Penalty 219.115893 = -79034.752081 nChanged 47 SP:Iteration 4F (93.149007 sec): 3 clusters Score: Raw -79309.595296 + Penalty 109.187520 = -79200.407776 nChanged 9 SP:Iteration 5Q (93.150400 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP:Iteration 6F (93.151785 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 2 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.152374 sec): 2 clusters Score: Raw -699.586211 + Penalty 20.459561 = -679.126650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.152608 sec): 3 clusters Score: Raw -725.888721 + Penalty 39.754048 = -686.134673 nChanged 0 Score: Raw -2769567.904760 + Penalty 23104.895769 = -2746463.008991 Splitting cluster 2 changes total score from -2732506.426832 to -2746463.008991 So it's getting split into cluster 4. Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.634975 sec): 2 clusters Score: Raw -1575915.559953 + Penalty 297.815212 = -1575617.744741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.671691 sec): 3 clusters Score: Raw -1562637.978919 + Penalty 673.625642 = -1561964.353277 nChanged 9268 SP:Iteration 1F (93.708552 sec): 3 clusters Score: Raw -1570178.495800 + Penalty 1038.893672 = -1569139.602128 nChanged 4201 SP:Iteration 2F (93.744368 sec): 3 clusters Score: Raw -1575320.649408 + Penalty 1208.625774 = -1574112.023634 nChanged 518 SP:Iteration 3Q (93.777128 sec): 3 clusters Score: Raw -1575871.608801 + Penalty 1306.624166 = -1574564.984634 nChanged 69 SP:Iteration 4Q (93.806050 sec): 3 clusters Score: Raw -1575946.255891 + Penalty 1344.134032 = -1574602.121859 nChanged 11 SP:Iteration 5Q (93.833948 sec): 3 clusters Score: Raw -1575959.972595 + Penalty 1383.952166 = -1574576.020429 nChanged 2 SP:Iteration 6F (93.870552 sec): 3 clusters Score: Raw -1575965.887856 + Penalty 1383.952166 = -1574581.935690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.881482 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.881817 sec): 3 clusters Score: Raw -3830.507328 + Penalty 332.746809 = -3497.760520 nChanged 10 SP:Iteration 1F (93.882137 sec): 3 clusters Score: Raw -3847.077911 + Penalty 331.940836 = -3515.137075 nChanged 4 SP:Iteration 2F (93.882455 sec): 3 clusters Score: Raw -3852.182710 + Penalty 334.891875 = -3517.290835 nChanged 1 SP:Iteration 3Q (93.882759 sec): 3 clusters Score: Raw -3852.885902 + Penalty 334.891875 = -3517.994028 nChanged 0 SP:Iteration 4F (93.883076 sec): 3 clusters Score: Raw -3852.885902 + Penalty 334.891875 = -3517.994028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.885894 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.887342 sec): 3 clusters Score: Raw -60224.120381 + Penalty 1343.471541 = -58880.648840 nChanged 215 SP:Iteration 1F (93.888738 sec): 3 clusters Score: Raw -60378.447313 + Penalty 1349.408206 = -59029.039107 nChanged 50 SP:Iteration 2F (93.890142 sec): 3 clusters Score: Raw -60414.028879 + Penalty 1358.605618 = -59055.423261 nChanged 40 SP:Iteration 3F (93.891536 sec): 3 clusters Score: Raw -60447.722979 + Penalty 1374.937200 = -59072.785779 nChanged 32 SP:Iteration 4Q (93.892922 sec): 3 clusters Score: Raw -60472.373593 + Penalty 1383.101483 = -59089.272110 nChanged 24 SP:Iteration 5Q (93.894332 sec): 3 clusters Score: Raw -60493.915215 + Penalty 1398.632396 = -59095.282820 nChanged 30 SP:Iteration 6Q (93.895720 sec): 3 clusters Score: Raw -60525.034525 + Penalty 1410.603251 = -59114.431274 nChanged 22 SP:Iteration 7Q (93.897108 sec): 3 clusters Score: Raw -60549.471104 + Penalty 1419.642297 = -59129.828807 nChanged 16 SP:Iteration 8Q (93.898500 sec): 3 clusters Score: Raw -60563.864838 + Penalty 1423.377425 = -59140.487413 nChanged 7 SP:Iteration 9Q (93.899941 sec): 3 clusters Score: Raw -60567.989035 + Penalty 1427.215163 = -59140.773872 nChanged 6 SP:Iteration 10F (93.901359 sec): 3 clusters Score: Raw -60569.878879 + Penalty 1427.827801 = -59142.051078 nChanged 5 SP:Iteration 11Q (93.902737 sec): 3 clusters Score: Raw -60573.667704 + Penalty 1427.827801 = -59145.839902 nChanged 0 SP:Iteration 12F (93.904213 sec): 3 clusters Score: Raw -60573.667704 + Penalty 1427.827801 = -59145.839902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.914036 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.917344 sec): 3 clusters Score: Raw -154082.330401 + Penalty 1623.772796 = -152458.557604 nChanged 636 SP:Iteration 1F (93.920684 sec): 3 clusters Score: Raw -154560.465698 + Penalty 1639.553533 = -152920.912165 nChanged 239 SP:Iteration 2F (93.924009 sec): 3 clusters Score: Raw -154762.046553 + Penalty 1647.221473 = -153114.825080 nChanged 126 SP:Iteration 3F (93.927266 sec): 3 clusters Score: Raw -154890.039444 + Penalty 1653.376447 = -153236.662998 nChanged 105 SP:Iteration 4F (93.930553 sec): 3 clusters Score: Raw -154976.615654 + Penalty 1656.882987 = -153319.732667 nChanged 76 SP:Iteration 5Q (93.933856 sec): 3 clusters Score: Raw -155025.359505 + Penalty 1656.966146 = -153368.393359 nChanged 51 SP:Iteration 6Q (93.937055 sec): 3 clusters Score: Raw -155044.545144 + Penalty 1659.316466 = -153385.228678 nChanged 29 SP:Iteration 7Q (93.940249 sec): 3 clusters Score: Raw -155058.211418 + Penalty 1662.340488 = -153395.870930 nChanged 25 SP:Iteration 8Q (93.943745 sec): 3 clusters Score: Raw -155068.438836 + Penalty 1664.920228 = -153403.518608 nChanged 21 SP:Iteration 9Q (93.946971 sec): 3 clusters Score: Raw -155076.950435 + Penalty 1666.675671 = -153410.274764 nChanged 14 SP:Iteration 10F (93.950385 sec): 3 clusters Score: Raw -155081.098876 + Penalty 1668.216922 = -153412.881954 nChanged 9 SP:Iteration 11Q (93.953634 sec): 3 clusters Score: Raw -155083.912021 + Penalty 1670.462177 = -153413.449844 nChanged 7 SP:Iteration 12Q (93.956863 sec): 3 clusters Score: Raw -155085.895983 + Penalty 1671.599209 = -153414.296774 nChanged 4 SP:Iteration 13Q (93.960144 sec): 3 clusters Score: Raw -155087.007694 + Penalty 1672.759085 = -153414.248608 nChanged 4 SP:Iteration 14F (93.963447 sec): 3 clusters Score: Raw -155088.075655 + Penalty 1674.362445 = -153413.713210 nChanged 5 SP:Iteration 15F (93.966742 sec): 3 clusters Score: Raw -155089.934662 + Penalty 1675.693293 = -153414.241369 nChanged 5 SP:Iteration 16Q (93.969977 sec): 3 clusters Score: Raw -155091.574735 + Penalty 1676.993739 = -153414.580995 nChanged 4 SP:Iteration 17Q (93.973236 sec): 3 clusters Score: Raw -155092.511946 + Penalty 1677.272296 = -153415.239650 nChanged 1 SP:Iteration 18Q (93.976727 sec): 3 clusters Score: Raw -155092.755341 + Penalty 1677.652886 = -153415.102455 nChanged 1 SP:Iteration 19F (93.980149 sec): 3 clusters Score: Raw -155092.905720 + Penalty 1677.652886 = -153415.252834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.989279 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.990420 sec): 3 clusters Score: Raw -43331.482234 + Penalty 1089.171151 = -42242.311083 nChanged 169 SP:Iteration 1F (93.991506 sec): 3 clusters Score: Raw -43511.254812 + Penalty 1095.315896 = -42415.938916 nChanged 44 SP:Iteration 2F (93.992587 sec): 3 clusters Score: Raw -43565.172375 + Penalty 1098.431544 = -42466.740831 nChanged 26 SP:Iteration 3F (93.993666 sec): 3 clusters Score: Raw -43587.961529 + Penalty 1102.149217 = -42485.812312 nChanged 12 SP:Iteration 4Q (93.994739 sec): 3 clusters Score: Raw -43595.104285 + Penalty 1111.262732 = -42483.841553 nChanged 8 SP:Iteration 5F (93.995851 sec): 3 clusters Score: Raw -43601.743280 + Penalty 1118.444035 = -42483.299245 nChanged 8 SP:Iteration 6F (93.996932 sec): 3 clusters Score: Raw -43610.594659 + Penalty 1122.614463 = -42487.980196 nChanged 8 SP:Iteration 7Q (93.997997 sec): 3 clusters Score: Raw -43618.449221 + Penalty 1126.839742 = -42491.609479 nChanged 4 SP:Iteration 8Q (93.999057 sec): 3 clusters Score: Raw -43621.298560 + Penalty 1131.453700 = -42489.844860 nChanged 4 SP:Iteration 9F (94.000135 sec): 3 clusters Score: Raw -43624.463299 + Penalty 1135.674751 = -42488.788548 nChanged 2 SP:Iteration 10F (94.001276 sec): 3 clusters Score: Raw -43625.545725 + Penalty 1136.817149 = -42488.728575 nChanged 2 SP:Iteration 11F (94.002408 sec): 3 clusters Score: Raw -43625.658705 + Penalty 1137.020359 = -42488.638346 nChanged 2 SP:Iteration 12F (94.003546 sec): 3 clusters Score: Raw -43626.632649 + Penalty 1137.020359 = -42489.612290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.005445 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.006666 sec): 3 clusters Score: Raw -43499.038572 + Penalty 1985.628051 = -41513.410521 nChanged 98 SP:Iteration 1F (94.007838 sec): 3 clusters Score: Raw -43651.423359 + Penalty 1985.867460 = -41665.555899 nChanged 30 SP:Iteration 2F (94.008999 sec): 3 clusters Score: Raw -43698.135542 + Penalty 1985.836821 = -41712.298720 nChanged 16 SP:Iteration 3Q (94.010124 sec): 3 clusters Score: Raw -43723.810595 + Penalty 1985.885694 = -41737.924901 nChanged 6 SP:Iteration 4Q (94.011218 sec): 3 clusters Score: Raw -43736.067105 + Penalty 1985.878893 = -41750.188212 nChanged 8 SP:Iteration 5Q (94.012334 sec): 3 clusters Score: Raw -43752.771015 + Penalty 1985.929181 = -41766.841834 nChanged 5 SP:Iteration 6Q (94.013436 sec): 3 clusters Score: Raw -43760.549479 + Penalty 1986.126066 = -41774.423414 nChanged 1 SP:Iteration 7Q (94.014539 sec): 3 clusters Score: Raw -43761.969054 + Penalty 1986.126457 = -41775.842597 nChanged 1 SP:Iteration 8Q (94.015637 sec): 3 clusters Score: Raw -43764.181249 + Penalty 1986.125700 = -41778.055549 nChanged 1 SP:Iteration 9Q (94.016736 sec): 3 clusters Score: Raw -43767.137413 + Penalty 1986.125700 = -41781.011713 nChanged 0 SP:Iteration 10F (94.017884 sec): 3 clusters Score: Raw -43767.137413 + Penalty 1986.125700 = -41781.011713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.022812 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.025422 sec): 3 clusters Score: Raw -126155.144629 + Penalty 2289.432789 = -123865.711840 nChanged 412 SP:Iteration 1F (94.027933 sec): 3 clusters Score: Raw -126490.393997 + Penalty 2289.315257 = -124201.078740 nChanged 106 SP:Iteration 2F (94.030450 sec): 3 clusters Score: Raw -126596.038493 + Penalty 2289.159866 = -124306.878627 nChanged 60 SP:Iteration 3Q (94.032937 sec): 3 clusters Score: Raw -126666.668067 + Penalty 2288.970056 = -124377.698011 nChanged 59 SP:Iteration 4Q (94.035413 sec): 3 clusters Score: Raw -126721.344819 + Penalty 2288.882326 = -124432.462492 nChanged 59 SP:Iteration 5Q (94.037875 sec): 3 clusters Score: Raw -126800.019003 + Penalty 2288.971009 = -124511.047994 nChanged 55 SP:Iteration 6Q (94.040493 sec): 3 clusters Score: Raw -126886.239766 + Penalty 2289.189961 = -124597.049805 nChanged 61 SP:Iteration 7Q (94.042985 sec): 3 clusters Score: Raw -126982.158099 + Penalty 2289.543844 = -124692.614256 nChanged 58 SP:Iteration 8Q (94.045401 sec): 3 clusters Score: Raw -127066.980058 + Penalty 2289.893271 = -124777.086788 nChanged 44 SP:Iteration 9Q (94.047795 sec): 3 clusters Score: Raw -127134.663412 + Penalty 2290.053778 = -124844.609634 nChanged 39 SP:Iteration 10F (94.050476 sec): 3 clusters Score: Raw -127177.453818 + Penalty 2290.159510 = -124887.294308 nChanged 21 SP:Iteration 11Q (94.052901 sec): 3 clusters Score: Raw -127197.706459 + Penalty 2290.179329 = -124907.527130 nChanged 8 SP:Iteration 12Q (94.055351 sec): 3 clusters Score: Raw -127208.520858 + Penalty 2290.151451 = -124918.369407 nChanged 6 SP:Iteration 13Q (94.057793 sec): 3 clusters Score: Raw -127213.697712 + Penalty 2290.204125 = -124923.493587 nChanged 4 SP:Iteration 14Q (94.060290 sec): 3 clusters Score: Raw -127216.210776 + Penalty 2290.195638 = -124926.015138 nChanged 3 SP:Iteration 15Q (94.062845 sec): 3 clusters Score: Raw -127218.489766 + Penalty 2290.186968 = -124928.302798 nChanged 1 SP:Iteration 16Q (94.065248 sec): 3 clusters Score: Raw -127218.947311 + Penalty 2290.186968 = -124928.760343 nChanged 0 SP:Iteration 17F (94.067762 sec): 3 clusters Score: Raw -127218.947311 + Penalty 2290.186968 = -124928.760343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.071188 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.072277 sec): 3 clusters Score: Raw -42486.525606 + Penalty 1768.005918 = -40718.519688 nChanged 97 SP:Iteration 1F (94.073282 sec): 3 clusters Score: Raw -42584.575418 + Penalty 1766.815524 = -40817.759895 nChanged 28 SP:Iteration 2F (94.074316 sec): 3 clusters Score: Raw -42613.830610 + Penalty 1765.991303 = -40847.839307 nChanged 18 SP:Iteration 3Q (94.075334 sec): 3 clusters Score: Raw -42635.354927 + Penalty 1763.894178 = -40871.460749 nChanged 14 SP:Iteration 4Q (94.076348 sec): 3 clusters Score: Raw -42649.989346 + Penalty 1763.419701 = -40886.569646 nChanged 7 SP:Iteration 5Q (94.077329 sec): 3 clusters Score: Raw -42658.326455 + Penalty 1763.512039 = -40894.814416 nChanged 7 SP:Iteration 6Q (94.078301 sec): 3 clusters Score: Raw -42669.392213 + Penalty 1764.747816 = -40904.644397 nChanged 11 SP:Iteration 7Q (94.079271 sec): 3 clusters Score: Raw -42688.058361 + Penalty 1766.812425 = -40921.245936 nChanged 13 SP:Iteration 8Q (94.080237 sec): 3 clusters Score: Raw -42711.350104 + Penalty 1772.656358 = -40938.693746 nChanged 19 SP:Iteration 9Q (94.081202 sec): 3 clusters Score: Raw -42745.357456 + Penalty 1778.957106 = -40966.400350 nChanged 20 SP:Iteration 10F (94.082189 sec): 3 clusters Score: Raw -42780.189838 + Penalty 1783.393301 = -40996.796537 nChanged 9 SP:Iteration 11Q (94.083137 sec): 3 clusters Score: Raw -42793.666293 + Penalty 1787.096084 = -41006.570209 nChanged 8 SP:Iteration 12Q (94.084082 sec): 3 clusters Score: Raw -42803.841830 + Penalty 1791.763816 = -41012.078013 nChanged 8 SP:Iteration 13Q (94.085020 sec): 3 clusters Score: Raw -42818.231332 + Penalty 1795.672816 = -41022.558516 nChanged 7 SP:Iteration 14Q (94.085950 sec): 3 clusters Score: Raw -42832.687715 + Penalty 1798.160692 = -41034.527023 nChanged 5 SP:Iteration 15Q (94.086892 sec): 3 clusters Score: Raw -42838.595507 + Penalty 1800.608837 = -41037.986670 nChanged 5 SP:Iteration 16Q (94.087823 sec): 3 clusters Score: Raw -42846.703201 + Penalty 1801.567786 = -41045.135415 nChanged 2 SP:Iteration 17Q (94.088738 sec): 3 clusters Score: Raw -42849.795868 + Penalty 1804.072776 = -41045.723092 nChanged 5 SP:Iteration 18Q (94.089651 sec): 3 clusters Score: Raw -42858.666814 + Penalty 1806.535892 = -41052.130922 nChanged 4 SP:Iteration 19Q (94.090559 sec): 3 clusters Score: Raw -42873.210173 + Penalty 1808.097075 = -41065.113098 nChanged 5 SP:Iteration 20F (94.091555 sec): 3 clusters Score: Raw -42884.087272 + Penalty 1808.730751 = -41075.356521 nChanged 3 SP:Iteration 21Q (94.092453 sec): 3 clusters Score: Raw -42892.288890 + Penalty 1808.730751 = -41083.558139 nChanged 0 SP:Iteration 22F (94.093445 sec): 3 clusters Score: Raw -42892.288890 + Penalty 1808.730751 = -41083.558139 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.095768 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.097103 sec): 3 clusters Score: Raw -59349.915517 + Penalty 1860.603035 = -57489.312482 nChanged 181 SP:Iteration 1F (94.098415 sec): 3 clusters Score: Raw -59514.618924 + Penalty 1860.347984 = -57654.270940 nChanged 42 SP:Iteration 2F (94.099729 sec): 3 clusters Score: Raw -59547.943856 + Penalty 1859.929888 = -57688.013968 nChanged 20 SP:Iteration 3Q (94.101021 sec): 3 clusters Score: Raw -59562.741548 + Penalty 1859.947944 = -57702.793605 nChanged 12 SP:Iteration 4Q (94.102313 sec): 3 clusters Score: Raw -59574.568704 + Penalty 1859.891568 = -57714.677136 nChanged 15 SP:Iteration 5Q (94.103608 sec): 3 clusters Score: Raw -59586.744168 + Penalty 1859.387415 = -57727.356753 nChanged 17 SP:Iteration 6Q (94.104945 sec): 3 clusters Score: Raw -59598.635392 + Penalty 1859.403466 = -57739.231925 nChanged 15 SP:Iteration 7Q (94.106317 sec): 3 clusters Score: Raw -59612.929415 + Penalty 1859.734156 = -57753.195259 nChanged 11 SP:Iteration 8Q (94.107668 sec): 3 clusters Score: Raw -59631.952722 + Penalty 1859.867841 = -57772.084881 nChanged 11 SP:Iteration 9Q (94.108987 sec): 3 clusters Score: Raw -59642.978864 + Penalty 1859.778967 = -57783.199897 nChanged 8 SP:Iteration 10F (94.110293 sec): 3 clusters Score: Raw -59648.560476 + Penalty 1859.913459 = -57788.647017 nChanged 3 SP:Iteration 11Q (94.111732 sec): 3 clusters Score: Raw -59651.157751 + Penalty 1859.352322 = -57791.805429 nChanged 6 SP:Iteration 12Q (94.113092 sec): 3 clusters Score: Raw -59656.459460 + Penalty 1859.723080 = -57796.736380 nChanged 5 SP:Iteration 13Q (94.114444 sec): 3 clusters Score: Raw -59660.201873 + Penalty 1860.503179 = -57799.698695 nChanged 6 SP:Iteration 14Q (94.115722 sec): 3 clusters Score: Raw -59667.334939 + Penalty 1861.280105 = -57806.054834 nChanged 4 SP:Iteration 15Q (94.116998 sec): 3 clusters Score: Raw -59668.559464 + Penalty 1861.356239 = -57807.203225 nChanged 1 SP:Iteration 16Q (94.118273 sec): 3 clusters Score: Raw -59668.696703 + Penalty 1861.356239 = -57807.340464 nChanged 0 SP:Iteration 17F (94.119570 sec): 3 clusters Score: Raw -59668.696703 + Penalty 1861.356239 = -57807.340464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.121202 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.122146 sec): 3 clusters Score: Raw -36038.652643 + Penalty 1732.121730 = -34306.530912 nChanged 108 SP:Iteration 1F (94.123074 sec): 3 clusters Score: Raw -36167.966856 + Penalty 1732.211732 = -34435.755124 nChanged 25 SP:Iteration 2F (94.124003 sec): 3 clusters Score: Raw -36199.604863 + Penalty 1732.336338 = -34467.268525 nChanged 11 SP:Iteration 3Q (94.124910 sec): 3 clusters Score: Raw -36213.129897 + Penalty 1732.382660 = -34480.747238 nChanged 2 SP:Iteration 4Q (94.125812 sec): 3 clusters Score: Raw -36213.820719 + Penalty 1732.344886 = -34481.475833 nChanged 1 SP:Iteration 5Q (94.126712 sec): 3 clusters Score: Raw -36214.432538 + Penalty 1732.344886 = -34482.087653 nChanged 0 SP:Iteration 6F (94.127637 sec): 3 clusters Score: Raw -36214.432538 + Penalty 1732.344886 = -34482.087653 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.131888 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.134117 sec): 3 clusters Score: Raw -97375.361317 + Penalty 1049.377030 = -96325.984287 nChanged 423 SP:Iteration 1F (94.136301 sec): 3 clusters Score: Raw -97677.315113 + Penalty 1076.144429 = -96601.170684 nChanged 134 SP:Iteration 2F (94.138438 sec): 3 clusters Score: Raw -97784.827750 + Penalty 1098.281381 = -96686.546369 nChanged 81 SP:Iteration 3F (94.140711 sec): 3 clusters Score: Raw -97873.481512 + Penalty 1101.967080 = -96771.514432 nChanged 56 SP:Iteration 4F (94.142950 sec): 3 clusters Score: Raw -97949.836491 + Penalty 1104.286177 = -96845.550314 nChanged 36 SP:Iteration 5Q (94.145057 sec): 3 clusters Score: Raw -97994.558705 + Penalty 1108.328150 = -96886.230555 nChanged 13 SP:Iteration 6Q (94.146979 sec): 3 clusters Score: Raw -98007.897641 + Penalty 1106.185885 = -96901.711756 nChanged 9 SP:Iteration 7Q (94.148849 sec): 3 clusters Score: Raw -98018.692056 + Penalty 1110.640424 = -96908.051632 nChanged 6 SP:Iteration 8Q (94.150794 sec): 3 clusters Score: Raw -98023.384042 + Penalty 1117.172182 = -96906.211860 nChanged 4 SP:Iteration 9F (94.152994 sec): 3 clusters Score: Raw -98026.734563 + Penalty 1127.203555 = -96899.531007 nChanged 2 SP:Iteration 10F (94.155183 sec): 3 clusters Score: Raw -98029.614882 + Penalty 1130.622845 = -96898.992037 nChanged 1 SP:Iteration 11F (94.157356 sec): 3 clusters Score: Raw -98029.436783 + Penalty 1130.622845 = -96898.813939 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.161489 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.163255 sec): 3 clusters Score: Raw -83338.270405 + Penalty 2005.563208 = -81332.707197 nChanged 231 SP:Iteration 1F (94.164982 sec): 3 clusters Score: Raw -83540.050752 + Penalty 2007.044832 = -81533.005921 nChanged 86 SP:Iteration 2F (94.166728 sec): 3 clusters Score: Raw -83619.757062 + Penalty 2008.166904 = -81611.590159 nChanged 44 SP:Iteration 3F (94.168459 sec): 3 clusters Score: Raw -83665.399450 + Penalty 2008.636437 = -81656.763014 nChanged 28 SP:Iteration 4Q (94.170187 sec): 3 clusters Score: Raw -83686.282098 + Penalty 2009.170785 = -81677.111313 nChanged 18 SP:Iteration 5Q (94.171897 sec): 3 clusters Score: Raw -83698.841858 + Penalty 2009.948326 = -81688.893532 nChanged 15 SP:Iteration 6Q (94.173706 sec): 3 clusters Score: Raw -83713.480076 + Penalty 2011.122936 = -81702.357140 nChanged 13 SP:Iteration 7Q (94.175422 sec): 3 clusters Score: Raw -83730.459806 + Penalty 2011.313515 = -81719.146291 nChanged 13 SP:Iteration 8Q (94.177130 sec): 3 clusters Score: Raw -83743.870204 + Penalty 2012.203292 = -81731.666912 nChanged 13 SP:Iteration 9Q (94.178806 sec): 3 clusters Score: Raw -83752.874079 + Penalty 2014.033792 = -81738.840287 nChanged 11 SP:Iteration 10F (94.180504 sec): 3 clusters Score: Raw -83760.296944 + Penalty 2014.229575 = -81746.067369 nChanged 7 SP:Iteration 11Q (94.182184 sec): 3 clusters Score: Raw -83764.857516 + Penalty 2013.906887 = -81750.950629 nChanged 6 SP:Iteration 12Q (94.183864 sec): 3 clusters Score: Raw -83769.524345 + Penalty 2013.395437 = -81756.128908 nChanged 4 SP:Iteration 13Q (94.185548 sec): 3 clusters Score: Raw -83774.459093 + Penalty 2013.863296 = -81760.595797 nChanged 5 SP:Iteration 14Q (94.187228 sec): 3 clusters Score: Raw -83779.195203 + Penalty 2013.932109 = -81765.263094 nChanged 2 SP:Iteration 15Q (94.188907 sec): 3 clusters Score: Raw -83781.213227 + Penalty 2014.002294 = -81767.210932 nChanged 3 SP:Iteration 16Q (94.190587 sec): 3 clusters Score: Raw -83781.986005 + Penalty 2014.002294 = -81767.983711 nChanged 0 SP:Iteration 17F (94.192426 sec): 3 clusters Score: Raw -83781.986005 + Penalty 2014.002294 = -81767.983711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.194192 sec): 2 clusters Score: Raw -20196.519080 + Penalty 435.136164 = -19761.382915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.194942 sec): 3 clusters Score: Raw -20096.670822 + Penalty 870.017440 = -19226.653382 nChanged 68 SP:Iteration 1F (94.195632 sec): 3 clusters Score: Raw -20172.058834 + Penalty 868.121369 = -19303.937465 nChanged 33 SP:Iteration 2F (94.196319 sec): 3 clusters Score: Raw -20231.462960 + Penalty 864.967626 = -19366.495334 nChanged 21 SP:Iteration 3F (94.197005 sec): 3 clusters Score: Raw -20258.741134 + Penalty 862.800007 = -19395.941127 nChanged 20 SP:Iteration 4F (94.197689 sec): 3 clusters Score: Raw -20293.398160 + Penalty 868.590230 = -19424.807930 nChanged 14 SP:Iteration 5F (94.198373 sec): 3 clusters Score: Raw -20312.685699 + Penalty 873.053979 = -19439.631720 nChanged 5 SP:Iteration 6Q (94.199030 sec): 3 clusters Score: Raw -20320.691507 + Penalty 879.523694 = -19441.167813 nChanged 6 SP:Iteration 7Q (94.199682 sec): 3 clusters Score: Raw -20333.425246 + Penalty 880.822759 = -19452.602486 nChanged 1 SP:Iteration 8Q (94.200329 sec): 3 clusters Score: Raw -20335.233111 + Penalty 881.947006 = -19453.286105 nChanged 1 SP:Iteration 9Q (94.200976 sec): 3 clusters Score: Raw -20336.690129 + Penalty 881.947006 = -19454.743123 nChanged 0 SP:Iteration 10F (94.201659 sec): 3 clusters Score: Raw -20336.690129 + Penalty 881.947006 = -19454.743123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.204310 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.205466 sec): 3 clusters Score: Raw -42178.388575 + Penalty 255.559691 = -41922.828884 nChanged 213 SP:Iteration 1F (94.206620 sec): 3 clusters Score: Raw -42348.761740 + Penalty 253.805167 = -42094.956573 nChanged 59 SP:Iteration 2F (94.207750 sec): 3 clusters Score: Raw -42383.562651 + Penalty 251.910614 = -42131.652037 nChanged 23 SP:Iteration 3Q (94.208842 sec): 3 clusters Score: Raw -42395.374183 + Penalty 250.436947 = -42144.937236 nChanged 23 SP:Iteration 4Q (94.209886 sec): 3 clusters Score: Raw -42404.235978 + Penalty 250.019723 = -42154.216255 nChanged 10 SP:Iteration 5Q (94.210939 sec): 3 clusters Score: Raw -42404.926964 + Penalty 248.983363 = -42155.943601 nChanged 4 SP:Iteration 6Q (94.211958 sec): 3 clusters Score: Raw -42405.011867 + Penalty 248.936297 = -42156.075570 nChanged 2 SP:Iteration 7Q (94.212955 sec): 3 clusters Score: Raw -42405.492076 + Penalty 248.954890 = -42156.537186 nChanged 1 SP:Iteration 8Q (94.213951 sec): 3 clusters Score: Raw -42405.685004 + Penalty 248.615485 = -42157.069519 nChanged 3 SP:Iteration 9Q (94.214950 sec): 3 clusters Score: Raw -42406.149034 + Penalty 248.368297 = -42157.780737 nChanged 4 SP:Iteration 10F (94.215947 sec): 3 clusters Score: Raw -42406.560328 + Penalty 248.311748 = -42158.248581 nChanged 2 SP:Iteration 11Q (94.216978 sec): 3 clusters Score: Raw -42406.878349 + Penalty 248.408308 = -42158.470041 nChanged 1 SP:Iteration 12Q (94.218047 sec): 3 clusters Score: Raw -42406.663735 + Penalty 248.408308 = -42158.255427 nChanged 0 SP:Iteration 13F (94.219090 sec): 3 clusters Score: Raw -42406.663735 + Penalty 248.408308 = -42158.255427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.222117 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.223744 sec): 3 clusters Score: Raw -69810.137249 + Penalty 2135.031194 = -67675.106055 nChanged 193 SP:Iteration 1F (94.225334 sec): 3 clusters Score: Raw -70020.595351 + Penalty 2135.015839 = -67885.579511 nChanged 50 SP:Iteration 2F (94.226940 sec): 3 clusters Score: Raw -70074.057046 + Penalty 2135.043686 = -67939.013359 nChanged 20 SP:Iteration 3Q (94.228518 sec): 3 clusters Score: Raw -70099.144866 + Penalty 2135.022471 = -67964.122395 nChanged 13 SP:Iteration 4Q (94.230037 sec): 3 clusters Score: Raw -70108.769095 + Penalty 2134.987572 = -67973.781522 nChanged 7 SP:Iteration 5Q (94.231509 sec): 3 clusters Score: Raw -70120.240400 + Penalty 2134.948060 = -67985.292340 nChanged 15 SP:Iteration 6Q (94.232971 sec): 3 clusters Score: Raw -70138.209282 + Penalty 2134.906868 = -68003.302413 nChanged 9 SP:Iteration 7Q (94.234472 sec): 3 clusters Score: Raw -70153.706224 + Penalty 2134.853859 = -68018.852365 nChanged 12 SP:Iteration 8Q (94.235950 sec): 3 clusters Score: Raw -70174.196131 + Penalty 2134.838622 = -68039.357509 nChanged 12 SP:Iteration 9Q (94.237407 sec): 3 clusters Score: Raw -70193.377472 + Penalty 2134.791062 = -68058.586410 nChanged 9 SP:Iteration 10F (94.239012 sec): 3 clusters Score: Raw -70207.403202 + Penalty 2134.800802 = -68072.602401 nChanged 7 SP:Iteration 11Q (94.240592 sec): 3 clusters Score: Raw -70215.122403 + Penalty 2134.790044 = -68080.332359 nChanged 4 SP:Iteration 12Q (94.242128 sec): 3 clusters Score: Raw -70219.958501 + Penalty 2134.790044 = -68085.168457 nChanged 4 SP:Iteration 13Q (94.243581 sec): 3 clusters Score: Raw -70225.004625 + Penalty 2134.800103 = -68090.204522 nChanged 1 SP:Iteration 14Q (94.245018 sec): 3 clusters Score: Raw -70227.852326 + Penalty 2134.810048 = -68093.042278 nChanged 1 SP:Iteration 15Q (94.246481 sec): 3 clusters Score: Raw -70228.300369 + Penalty 2134.829598 = -68093.470771 nChanged 2 SP:Iteration 16Q (94.247938 sec): 3 clusters Score: Raw -70231.555167 + Penalty 2134.833422 = -68096.721744 nChanged 5 SP:Iteration 17Q (94.249382 sec): 3 clusters Score: Raw -70237.375983 + Penalty 2134.862442 = -68102.513540 nChanged 5 SP:Iteration 18Q (94.250838 sec): 3 clusters Score: Raw -70244.715116 + Penalty 2134.871894 = -68109.843222 nChanged 3 SP:Iteration 19Q (94.252390 sec): 3 clusters Score: Raw -70247.537724 + Penalty 2134.861930 = -68112.675793 nChanged 3 SP:Iteration 20F (94.254013 sec): 3 clusters Score: Raw -70250.736205 + Penalty 2134.842635 = -68115.893570 nChanged 2 SP:Iteration 21Q (94.255473 sec): 3 clusters Score: Raw -70251.821513 + Penalty 2134.842635 = -68116.978878 nChanged 0 SP:Iteration 22F (94.257036 sec): 3 clusters Score: Raw -70251.821513 + Penalty 2134.842635 = -68116.978878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.259072 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.260286 sec): 3 clusters Score: Raw -45470.486985 + Penalty 894.349850 = -44576.137135 nChanged 165 SP:Iteration 1F (94.261475 sec): 3 clusters Score: Raw -45574.743150 + Penalty 898.563997 = -44676.179153 nChanged 59 SP:Iteration 2F (94.262672 sec): 3 clusters Score: Raw -45620.705615 + Penalty 896.936536 = -44723.769078 nChanged 48 SP:Iteration 3F (94.263806 sec): 3 clusters Score: Raw -45663.072051 + Penalty 902.910232 = -44760.161819 nChanged 24 SP:Iteration 4Q (94.264922 sec): 3 clusters Score: Raw -45686.971879 + Penalty 903.359060 = -44783.612819 nChanged 23 SP:Iteration 5Q (94.266026 sec): 3 clusters Score: Raw -45701.699487 + Penalty 906.499943 = -44795.199544 nChanged 13 SP:Iteration 6Q (94.267124 sec): 3 clusters Score: Raw -45710.295238 + Penalty 910.945772 = -44799.349466 nChanged 11 SP:Iteration 7Q (94.268240 sec): 3 clusters Score: Raw -45721.523604 + Penalty 917.929821 = -44803.593783 nChanged 15 SP:Iteration 8Q (94.269328 sec): 3 clusters Score: Raw -45731.426791 + Penalty 921.214622 = -44810.212169 nChanged 17 SP:Iteration 9Q (94.270408 sec): 3 clusters Score: Raw -45751.680119 + Penalty 935.758840 = -44815.921279 nChanged 16 SP:Iteration 10F (94.271621 sec): 3 clusters Score: Raw -45771.371355 + Penalty 938.887698 = -44832.483657 nChanged 6 SP:Iteration 11Q (94.272731 sec): 3 clusters Score: Raw -45775.928980 + Penalty 943.323445 = -44832.605536 nChanged 3 SP:Iteration 12Q (94.273853 sec): 3 clusters Score: Raw -45780.273396 + Penalty 950.484119 = -44829.789276 nChanged 2 SP:Iteration 13F (94.275012 sec): 3 clusters Score: Raw -45784.297466 + Penalty 950.177809 = -44834.119656 nChanged 3 SP:Iteration 14Q (94.276040 sec): 3 clusters Score: Raw -45786.763185 + Penalty 950.051808 = -44836.711377 nChanged 1 SP:Iteration 15Q (94.277058 sec): 3 clusters Score: Raw -45786.683269 + Penalty 950.051808 = -44836.631461 nChanged 0 SP:Iteration 16F (94.278173 sec): 3 clusters Score: Raw -45786.683269 + Penalty 950.051808 = -44836.631461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.281439 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.283455 sec): 3 clusters Score: Raw -84362.478957 + Penalty 1589.882480 = -82772.596476 nChanged 312 SP:Iteration 1F (94.285438 sec): 3 clusters Score: Raw -84544.455758 + Penalty 1591.026412 = -82953.429346 nChanged 107 SP:Iteration 2F (94.287366 sec): 3 clusters Score: Raw -84650.874684 + Penalty 1596.198313 = -83054.676370 nChanged 77 SP:Iteration 3F (94.289247 sec): 3 clusters Score: Raw -84746.918844 + Penalty 1602.984437 = -83143.934407 nChanged 56 SP:Iteration 4F (94.291145 sec): 3 clusters Score: Raw -84809.366990 + Penalty 1607.352904 = -83202.014087 nChanged 40 SP:Iteration 5Q (94.293009 sec): 3 clusters Score: Raw -84851.702420 + Penalty 1618.341568 = -83233.360852 nChanged 31 SP:Iteration 6Q (94.294890 sec): 3 clusters Score: Raw -84883.228249 + Penalty 1625.376985 = -83257.851264 nChanged 22 SP:Iteration 7Q (94.296760 sec): 3 clusters Score: Raw -84900.165249 + Penalty 1634.790877 = -83265.374371 nChanged 14 SP:Iteration 8Q (94.298592 sec): 3 clusters Score: Raw -84911.231007 + Penalty 1636.106477 = -83275.124530 nChanged 10 SP:Iteration 9Q (94.300403 sec): 3 clusters Score: Raw -84920.636054 + Penalty 1634.348009 = -83286.288045 nChanged 7 SP:Iteration 10F (94.302315 sec): 3 clusters Score: Raw -84928.102269 + Penalty 1634.924303 = -83293.177965 nChanged 5 SP:Iteration 11Q (94.304102 sec): 3 clusters Score: Raw -84933.181793 + Penalty 1635.103247 = -83298.078545 nChanged 1 SP:Iteration 12Q (94.306049 sec): 3 clusters Score: Raw -84933.734729 + Penalty 1636.037126 = -83297.697604 nChanged 1 SP:Iteration 13F (94.308091 sec): 3 clusters Score: Raw -84934.323761 + Penalty 1636.037126 = -83298.286635 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.312506 sec): 2 clusters Score: Raw -107753.816144 + Penalty 874.505212 = -106879.310932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.314929 sec): 3 clusters Score: Raw -107125.410061 + Penalty 1747.548400 = -105377.861661 nChanged 410 SP:Iteration 1F (94.317360 sec): 3 clusters Score: Raw -107331.289411 + Penalty 1747.070257 = -105584.219153 nChanged 140 SP:Iteration 2F (94.319831 sec): 3 clusters Score: Raw -107424.988969 + Penalty 1747.487227 = -105677.501742 nChanged 93 SP:Iteration 3F (94.322364 sec): 3 clusters Score: Raw -107499.040357 + Penalty 1746.911291 = -105752.129066 nChanged 77 SP:Iteration 4F (94.324890 sec): 3 clusters Score: Raw -107555.480014 + Penalty 1747.496731 = -105807.983283 nChanged 51 SP:Iteration 5Q (94.327291 sec): 3 clusters Score: Raw -107589.725468 + Penalty 1748.162220 = -105841.563248 nChanged 42 SP:Iteration 6Q (94.329690 sec): 3 clusters Score: Raw -107614.163365 + Penalty 1749.204668 = -105864.958697 nChanged 34 SP:Iteration 7Q (94.332157 sec): 3 clusters Score: Raw -107638.015274 + Penalty 1750.605577 = -105887.409698 nChanged 33 SP:Iteration 8Q (94.334448 sec): 3 clusters Score: Raw -107666.237193 + Penalty 1752.405049 = -105913.832144 nChanged 35 SP:Iteration 9Q (94.336671 sec): 3 clusters Score: Raw -107693.443349 + Penalty 1752.429867 = -105941.013482 nChanged 28 SP:Iteration 10F (94.339178 sec): 3 clusters Score: Raw -107719.014572 + Penalty 1752.287666 = -105966.726906 nChanged 22 SP:Iteration 11Q (94.341503 sec): 3 clusters Score: Raw -107731.503054 + Penalty 1753.715826 = -105977.787228 nChanged 6 SP:Iteration 12Q (94.343701 sec): 3 clusters Score: Raw -107734.091422 + Penalty 1754.619907 = -105979.471515 nChanged 5 SP:Iteration 13Q (94.345877 sec): 3 clusters Score: Raw -107735.825149 + Penalty 1754.823831 = -105981.001318 nChanged 1 SP:Iteration 14Q (94.348045 sec): 3 clusters Score: Raw -107735.939865 + Penalty 1754.823831 = -105981.116033 nChanged 0 SP:Iteration 15F (94.350288 sec): 3 clusters Score: Raw -107735.939865 + Penalty 1754.823831 = -105981.116033 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.352997 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.354324 sec): 3 clusters Score: Raw -49477.739206 + Penalty 1475.998845 = -48001.740361 nChanged 166 SP:Iteration 1F (94.355592 sec): 3 clusters Score: Raw -49599.356400 + Penalty 1478.977575 = -48120.378825 nChanged 54 SP:Iteration 2F (94.356853 sec): 3 clusters Score: Raw -49652.271250 + Penalty 1484.166049 = -48168.105201 nChanged 31 SP:Iteration 3F (94.358119 sec): 3 clusters Score: Raw -49676.113594 + Penalty 1487.553201 = -48188.560393 nChanged 16 SP:Iteration 4Q (94.359324 sec): 3 clusters Score: Raw -49686.040039 + Penalty 1491.796537 = -48194.243502 nChanged 12 SP:Iteration 5Q (94.360529 sec): 3 clusters Score: Raw -49694.834802 + Penalty 1497.007990 = -48197.826811 nChanged 17 SP:Iteration 6Q (94.361776 sec): 3 clusters Score: Raw -49707.329932 + Penalty 1501.446972 = -48205.882960 nChanged 12 SP:Iteration 7Q (94.363051 sec): 3 clusters Score: Raw -49713.367759 + Penalty 1503.976817 = -48209.390942 nChanged 5 SP:Iteration 8Q (94.364347 sec): 3 clusters Score: Raw -49718.301102 + Penalty 1509.466982 = -48208.834120 nChanged 9 SP:Iteration 9F (94.365573 sec): 3 clusters Score: Raw -49725.546434 + Penalty 1515.428292 = -48210.118142 nChanged 10 SP:Iteration 10F (94.366793 sec): 3 clusters Score: Raw -49733.666314 + Penalty 1518.647645 = -48215.018669 nChanged 6 SP:Iteration 11Q (94.368013 sec): 3 clusters Score: Raw -49736.579682 + Penalty 1519.903253 = -48216.676429 nChanged 3 SP:Iteration 12Q (94.369213 sec): 3 clusters Score: Raw -49737.743363 + Penalty 1523.196657 = -48214.546707 nChanged 5 SP:Iteration 13F (94.370515 sec): 3 clusters Score: Raw -49741.313636 + Penalty 1528.381113 = -48212.932523 nChanged 8 SP:Iteration 14F (94.371772 sec): 3 clusters Score: Raw -49750.199429 + Penalty 1531.648829 = -48218.550601 nChanged 8 SP:Iteration 15Q (94.373028 sec): 3 clusters Score: Raw -49755.300113 + Penalty 1537.439130 = -48217.860983 nChanged 5 SP:Iteration 16F (94.374314 sec): 3 clusters Score: Raw -49759.458917 + Penalty 1541.555660 = -48217.903257 nChanged 7 SP:Iteration 17Q (94.375516 sec): 3 clusters Score: Raw -49766.497188 + Penalty 1545.223322 = -48221.273866 nChanged 6 SP:Iteration 18Q (94.376717 sec): 3 clusters Score: Raw -49769.493769 + Penalty 1549.798779 = -48219.694990 nChanged 3 SP:Iteration 19F (94.377948 sec): 3 clusters Score: Raw -49774.024165 + Penalty 1553.742555 = -48220.281610 nChanged 5 SP:Iteration 20F (94.379166 sec): 3 clusters Score: Raw -49784.233646 + Penalty 1564.016335 = -48220.217311 nChanged 7 SP:Iteration 21F (94.380383 sec): 3 clusters Score: Raw -49797.536906 + Penalty 1570.783843 = -48226.753063 nChanged 7 SP:Iteration 22Q (94.381543 sec): 3 clusters Score: Raw -49807.045124 + Penalty 1572.710527 = -48234.334597 nChanged 3 SP:Iteration 23Q (94.382689 sec): 3 clusters Score: Raw -49809.766830 + Penalty 1572.710527 = -48237.056304 nChanged 0 SP:Iteration 24F (94.383921 sec): 3 clusters Score: Raw -49809.766830 + Penalty 1572.710527 = -48237.056304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.384932 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.385124 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.385926 sec): 2 clusters Score: Raw -1157.187907 + Penalty 53.951768 = -1103.236139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.386167 sec): 3 clusters Score: Raw -1192.978824 + Penalty 129.434075 = -1063.544749 nChanged 1 SP:Iteration 1F (94.386396 sec): 3 clusters Score: Raw -1194.516141 + Penalty 129.434075 = -1065.082065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.387126 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.387307 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Deleting Class 2 (3 points): Lose 47.124885 but Gain 83.281477 Iteration 213F (94.804839 sec): 25 clusters Score: Raw -2755503.126813 + Penalty 23004.370955 = -2732498.755858 nChanged 3 Deleting Class 4 (7 points): Lose 94.265200 but Gain 96.449983 Iteration 214F (95.192327 sec): 24 clusters Score: Raw -2755429.183921 + Penalty 22887.564978 = -2732541.618942 nChanged 7 Iteration 215Q (95.288902 sec): 24 clusters Score: Raw -2755475.034096 + Penalty 22880.471926 = -2732594.562171 nChanged 4 Iteration 216Q (95.384867 sec): 24 clusters Score: Raw -2755476.446270 + Penalty 22881.456784 = -2732594.989486 nChanged 1 Iteration 217Q (95.482064 sec): 24 clusters Score: Raw -2755476.519751 + Penalty 22879.300109 = -2732597.219642 nChanged 1 Iteration 218Q (95.578007 sec): 24 clusters Score: Raw -2755476.829462 + Penalty 22878.899650 = -2732597.929812 nChanged 1 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755476.829462 + Penalty 22878.899650 = -2732597.929812Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.645531 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.647468 sec): 3 clusters Score: Raw -78772.044853 + Penalty 213.598065 = -78558.446789 nChanged 384 SP:Iteration 1F (95.649368 sec): 3 clusters Score: Raw -79110.347294 + Penalty 213.522953 = -78896.824341 nChanged 61 SP:Iteration 2F (95.651205 sec): 3 clusters Score: Raw -79155.139821 + Penalty 214.195898 = -78940.943923 nChanged 45 SP:Iteration 3Q (95.652958 sec): 3 clusters Score: Raw -79182.002048 + Penalty 214.689661 = -78967.312388 nChanged 30 SP:Iteration 4Q (95.654714 sec): 3 clusters Score: Raw -79194.237618 + Penalty 214.740455 = -78979.497163 nChanged 10 SP:Iteration 5Q (95.656490 sec): 3 clusters Score: Raw -79197.200476 + Penalty 214.657898 = -78982.542578 nChanged 7 SP:Iteration 6Q (95.658243 sec): 3 clusters Score: Raw -79199.486308 + Penalty 214.612642 = -78984.873665 nChanged 6 SP:Iteration 7Q (95.659975 sec): 3 clusters Score: Raw -79200.248724 + Penalty 214.229847 = -78986.018877 nChanged 5 SP:Iteration 8Q (95.661691 sec): 3 clusters Score: Raw -79200.851652 + Penalty 214.229847 = -78986.621805 nChanged 0 SP:Iteration 9F (95.663446 sec): 3 clusters Score: Raw -79200.851652 + Penalty 214.229847 = -78986.621805 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.750256 sec): 2 clusters Score: Raw -1576010.165040 + Penalty 297.870636 = -1575712.294404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.787787 sec): 3 clusters Score: Raw -1562743.337010 + Penalty 600.997832 = -1562142.339178 nChanged 9425 SP:Iteration 1F (95.824199 sec): 3 clusters Score: Raw -1567221.608868 + Penalty 665.431822 = -1566556.177046 nChanged 3276 SP:Iteration 2F (95.861442 sec): 3 clusters Score: Raw -1569388.155829 + Penalty 772.966373 = -1568615.189456 nChanged 2254 SP:Iteration 3F (95.897772 sec): 3 clusters Score: Raw -1571431.371764 + Penalty 893.785446 = -1570537.586318 nChanged 1897 SP:Iteration 4F (95.934096 sec): 3 clusters Score: Raw -1573071.435012 + Penalty 993.658782 = -1572077.776230 nChanged 1331 SP:Iteration 5F (95.970568 sec): 3 clusters Score: Raw -1574073.086051 + Penalty 1077.335136 = -1572995.750916 nChanged 934 SP:Iteration 6Q (96.006073 sec): 3 clusters Score: Raw -1574773.713370 + Penalty 1163.022134 = -1573610.691236 nChanged 698 SP:Iteration 7Q (96.039168 sec): 3 clusters Score: Raw -1575336.529516 + Penalty 1257.391158 = -1574079.138358 nChanged 448 SP:Iteration 8Q (96.071315 sec): 3 clusters Score: Raw -1575724.981448 + Penalty 1311.454311 = -1574413.527137 nChanged 221 SP:Iteration 9Q (96.102011 sec): 3 clusters Score: Raw -1575917.560384 + Penalty 1359.467772 = -1574558.092611 nChanged 95 SP:Iteration 10F (96.138451 sec): 3 clusters Score: Raw -1576001.013922 + Penalty 1385.257042 = -1574615.756880 nChanged 28 SP:Iteration 11Q (96.167876 sec): 3 clusters Score: Raw -1576027.589089 + Penalty 1399.558684 = -1574628.030406 nChanged 14 SP:Iteration 12Q (96.196506 sec): 3 clusters Score: Raw -1576043.350911 + Penalty 1415.275814 = -1574628.075097 nChanged 8 SP:Iteration 13Q (96.224969 sec): 3 clusters Score: Raw -1576051.140878 + Penalty 1432.300890 = -1574618.839988 nChanged 5 SP:Iteration 14F (96.261877 sec): 3 clusters Score: Raw -1576055.306233 + Penalty 1442.555706 = -1574612.750526 nChanged 2 SP:Iteration 15F (96.298066 sec): 3 clusters Score: Raw -1576056.937702 + Penalty 1444.868679 = -1574612.069023 nChanged 2 SP:Iteration 16F (96.334214 sec): 3 clusters Score: Raw -1576058.840002 + Penalty 1444.868679 = -1574613.971324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.345117 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.345462 sec): 3 clusters Score: Raw -3822.495682 + Penalty 334.580945 = -3487.914737 nChanged 8 SP:Iteration 1F (96.345779 sec): 3 clusters Score: Raw -3833.036392 + Penalty 338.441703 = -3494.594689 nChanged 3 SP:Iteration 2Q (96.346081 sec): 3 clusters Score: Raw -3835.863084 + Penalty 342.912467 = -3492.950617 nChanged 1 SP:Iteration 3F (96.346395 sec): 3 clusters Score: Raw -3837.347961 + Penalty 347.102682 = -3490.245279 nChanged 1 SP:Iteration 4F (96.346710 sec): 3 clusters Score: Raw -3838.053555 + Penalty 347.102682 = -3490.950873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.349294 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.350672 sec): 3 clusters Score: Raw -60234.143427 + Penalty 1345.326130 = -58888.817297 nChanged 214 SP:Iteration 1F (96.352090 sec): 3 clusters Score: Raw -60376.988733 + Penalty 1354.614854 = -59022.373879 nChanged 53 SP:Iteration 2F (96.353510 sec): 3 clusters Score: Raw -60421.411835 + Penalty 1366.917443 = -59054.494392 nChanged 42 SP:Iteration 3F (96.355012 sec): 3 clusters Score: Raw -60459.259226 + Penalty 1380.815336 = -59078.443889 nChanged 25 SP:Iteration 4Q (96.356415 sec): 3 clusters Score: Raw -60485.273263 + Penalty 1388.888782 = -59096.384480 nChanged 26 SP:Iteration 5Q (96.357790 sec): 3 clusters Score: Raw -60505.319169 + Penalty 1395.621528 = -59109.697641 nChanged 21 SP:Iteration 6Q (96.359207 sec): 3 clusters Score: Raw -60519.403493 + Penalty 1400.368219 = -59119.035274 nChanged 15 SP:Iteration 7Q (96.360592 sec): 3 clusters Score: Raw -60528.907457 + Penalty 1405.314236 = -59123.593221 nChanged 13 SP:Iteration 8Q (96.361991 sec): 3 clusters Score: Raw -60538.537992 + Penalty 1410.535389 = -59128.002603 nChanged 9 SP:Iteration 9Q (96.363369 sec): 3 clusters Score: Raw -60547.942768 + Penalty 1415.420561 = -59132.522206 nChanged 8 SP:Iteration 10F (96.364761 sec): 3 clusters Score: Raw -60554.685428 + Penalty 1418.528266 = -59136.157162 nChanged 9 SP:Iteration 11Q (96.366119 sec): 3 clusters Score: Raw -60566.547515 + Penalty 1419.225527 = -59147.321988 nChanged 5 SP:Iteration 12Q (96.367468 sec): 3 clusters Score: Raw -60572.787457 + Penalty 1417.756790 = -59155.030667 nChanged 3 SP:Iteration 13Q (96.368802 sec): 3 clusters Score: Raw -60574.668105 + Penalty 1419.191793 = -59155.476312 nChanged 3 SP:Iteration 14Q (96.370136 sec): 3 clusters Score: Raw -60576.821835 + Penalty 1421.843785 = -59154.978049 nChanged 2 SP:Iteration 15F (96.371524 sec): 3 clusters Score: Raw -60579.315215 + Penalty 1421.843785 = -59157.471430 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.380828 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.384142 sec): 3 clusters Score: Raw -154044.618369 + Penalty 1607.399803 = -152437.218566 nChanged 667 SP:Iteration 1F (96.387276 sec): 3 clusters Score: Raw -154352.242900 + Penalty 1600.657394 = -152751.585506 nChanged 201 SP:Iteration 2F (96.390408 sec): 3 clusters Score: Raw -154492.466746 + Penalty 1591.477328 = -152900.989418 nChanged 170 SP:Iteration 3F (96.393667 sec): 3 clusters Score: Raw -154608.900652 + Penalty 1582.941346 = -153025.959306 nChanged 130 SP:Iteration 4F (96.396903 sec): 3 clusters Score: Raw -154698.857574 + Penalty 1581.318738 = -153117.538835 nChanged 110 SP:Iteration 5F (96.400105 sec): 3 clusters Score: Raw -154773.556605 + Penalty 1586.563646 = -153186.992959 nChanged 84 SP:Iteration 6Q (96.403368 sec): 3 clusters Score: Raw -154837.050668 + Penalty 1597.950706 = -153239.099962 nChanged 89 SP:Iteration 7F (96.406548 sec): 3 clusters Score: Raw -154913.650376 + Penalty 1608.995195 = -153304.655181 nChanged 68 SP:Iteration 8Q (96.409706 sec): 3 clusters Score: Raw -154961.406091 + Penalty 1620.772026 = -153340.634065 nChanged 63 SP:Iteration 9Q (96.413191 sec): 3 clusters Score: Raw -155003.656460 + Penalty 1632.261619 = -153371.394841 nChanged 50 SP:Iteration 10F (96.416462 sec): 3 clusters Score: Raw -155041.132193 + Penalty 1643.524530 = -153397.607663 nChanged 46 SP:Iteration 11Q (96.419582 sec): 3 clusters Score: Raw -155070.860137 + Penalty 1654.417111 = -153416.443026 nChanged 44 SP:Iteration 12Q (96.422650 sec): 3 clusters Score: Raw -155095.773282 + Penalty 1663.243894 = -153432.529388 nChanged 32 SP:Iteration 13Q (96.425694 sec): 3 clusters Score: Raw -155111.575789 + Penalty 1670.197980 = -153441.377809 nChanged 26 SP:Iteration 14Q (96.428728 sec): 3 clusters Score: Raw -155127.669383 + Penalty 1677.517022 = -153450.152361 nChanged 27 SP:Iteration 15Q (96.431841 sec): 3 clusters Score: Raw -155141.893666 + Penalty 1683.986252 = -153457.907414 nChanged 22 SP:Iteration 16Q (96.434852 sec): 3 clusters Score: Raw -155154.972460 + Penalty 1689.720325 = -153465.252135 nChanged 20 SP:Iteration 17Q (96.437823 sec): 3 clusters Score: Raw -155165.699410 + Penalty 1695.611711 = -153470.087699 nChanged 20 SP:Iteration 18Q (96.440782 sec): 3 clusters Score: Raw -155174.109142 + Penalty 1698.475298 = -153475.633845 nChanged 10 SP:Iteration 19Q (96.443870 sec): 3 clusters Score: Raw -155178.532545 + Penalty 1701.201084 = -153477.331460 nChanged 10 SP:Iteration 20F (96.447304 sec): 3 clusters Score: Raw -155181.977685 + Penalty 1703.943515 = -153478.034170 nChanged 9 SP:Iteration 21Q (96.450320 sec): 3 clusters Score: Raw -155184.821517 + Penalty 1706.359387 = -153478.462130 nChanged 7 SP:Iteration 22Q (96.453283 sec): 3 clusters Score: Raw -155186.775521 + Penalty 1708.311025 = -153478.464496 nChanged 7 SP:Iteration 23Q (96.456208 sec): 3 clusters Score: Raw -155188.101607 + Penalty 1709.976993 = -153478.124614 nChanged 4 SP:Iteration 24F (96.459360 sec): 3 clusters Score: Raw -155188.495677 + Penalty 1710.483396 = -153478.012281 nChanged 1 SP:Iteration 25F (96.462586 sec): 3 clusters Score: Raw -155188.523408 + Penalty 1710.764158 = -153477.759250 nChanged 1 SP:Iteration 26F (96.465935 sec): 3 clusters Score: Raw -155188.559637 + Penalty 1711.011425 = -153477.548212 nChanged 1 SP:Iteration 27F (96.469157 sec): 3 clusters Score: Raw -155188.609131 + Penalty 1711.011425 = -153477.597706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.478149 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.479264 sec): 3 clusters Score: Raw -43316.577569 + Penalty 1105.131041 = -42211.446528 nChanged 166 SP:Iteration 1F (96.480361 sec): 3 clusters Score: Raw -43483.013979 + Penalty 1135.727891 = -42347.286088 nChanged 54 SP:Iteration 2F (96.481478 sec): 3 clusters Score: Raw -43549.815008 + Penalty 1170.719151 = -42379.095857 nChanged 37 SP:Iteration 3F (96.482536 sec): 3 clusters Score: Raw -43605.040351 + Penalty 1209.704890 = -42395.335461 nChanged 27 SP:Iteration 4F (96.483581 sec): 3 clusters Score: Raw -43647.394345 + Penalty 1230.397924 = -42416.996421 nChanged 15 SP:Iteration 5Q (96.484567 sec): 3 clusters Score: Raw -43669.344768 + Penalty 1241.866272 = -42427.478496 nChanged 7 SP:Iteration 6Q (96.485539 sec): 3 clusters Score: Raw -43678.054433 + Penalty 1251.849825 = -42426.204608 nChanged 6 SP:Iteration 7F (96.486583 sec): 3 clusters Score: Raw -43686.161523 + Penalty 1259.789657 = -42426.371866 nChanged 2 SP:Iteration 8Q (96.487539 sec): 3 clusters Score: Raw -43689.797533 + Penalty 1260.565719 = -42429.231814 nChanged 1 SP:Iteration 9Q (96.488485 sec): 3 clusters Score: Raw -43690.310963 + Penalty 1260.565719 = -42429.745245 nChanged 0 SP:Iteration 10F (96.489530 sec): 3 clusters Score: Raw -43690.310963 + Penalty 1260.565719 = -42429.745245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.491381 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.492469 sec): 3 clusters Score: Raw -43454.243990 + Penalty 1984.363002 = -41469.880988 nChanged 110 SP:Iteration 1F (96.493538 sec): 3 clusters Score: Raw -43606.298956 + Penalty 1984.247311 = -41622.051646 nChanged 28 SP:Iteration 2F (96.494650 sec): 3 clusters Score: Raw -43647.639628 + Penalty 1984.123510 = -41663.516118 nChanged 19 SP:Iteration 3Q (96.495754 sec): 3 clusters Score: Raw -43686.550570 + Penalty 1984.155486 = -41702.395084 nChanged 11 SP:Iteration 4Q (96.496791 sec): 3 clusters Score: Raw -43706.463470 + Penalty 1984.042137 = -41722.421333 nChanged 8 SP:Iteration 5Q (96.497825 sec): 3 clusters Score: Raw -43727.832675 + Penalty 1984.124335 = -41743.708340 nChanged 6 SP:Iteration 6Q (96.498852 sec): 3 clusters Score: Raw -43736.280783 + Penalty 1984.001503 = -41752.279280 nChanged 5 SP:Iteration 7Q (96.499877 sec): 3 clusters Score: Raw -43742.973863 + Penalty 1984.010171 = -41758.963693 nChanged 5 SP:Iteration 8Q (96.500905 sec): 3 clusters Score: Raw -43752.897452 + Penalty 1984.020699 = -41768.876753 nChanged 5 SP:Iteration 9Q (96.501932 sec): 3 clusters Score: Raw -43760.293644 + Penalty 1983.997225 = -41776.296419 nChanged 1 SP:Iteration 10F (96.503044 sec): 3 clusters Score: Raw -43763.845491 + Penalty 1984.123392 = -41779.722098 nChanged 4 SP:Iteration 11Q (96.504066 sec): 3 clusters Score: Raw -43772.433937 + Penalty 1984.151935 = -41788.282001 nChanged 1 SP:Iteration 12Q (96.505084 sec): 3 clusters Score: Raw -43775.494447 + Penalty 1984.174748 = -41791.319700 nChanged 1 SP:Iteration 13Q (96.506099 sec): 3 clusters Score: Raw -43776.410223 + Penalty 1984.174748 = -41792.235475 nChanged 0 SP:Iteration 14F (96.507159 sec): 3 clusters Score: Raw -43776.410223 + Penalty 1984.174748 = -41792.235475 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.511867 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.514540 sec): 3 clusters Score: Raw -126143.700688 + Penalty 2290.278437 = -123853.422251 nChanged 432 SP:Iteration 1F (96.517072 sec): 3 clusters Score: Raw -126545.286570 + Penalty 2291.770659 = -124253.515910 nChanged 141 SP:Iteration 2F (96.519506 sec): 3 clusters Score: Raw -126743.090557 + Penalty 2292.323170 = -124450.767387 nChanged 93 SP:Iteration 3F (96.521934 sec): 3 clusters Score: Raw -126863.709832 + Penalty 2292.562645 = -124571.147187 nChanged 61 SP:Iteration 4Q (96.524334 sec): 3 clusters Score: Raw -126949.488463 + Penalty 2292.543309 = -124656.945154 nChanged 55 SP:Iteration 5Q (96.526655 sec): 3 clusters Score: Raw -127019.281414 + Penalty 2292.658606 = -124726.622808 nChanged 39 SP:Iteration 6Q (96.528989 sec): 3 clusters Score: Raw -127072.159469 + Penalty 2292.670573 = -124779.488896 nChanged 30 SP:Iteration 7Q (96.531334 sec): 3 clusters Score: Raw -127111.893723 + Penalty 2292.645166 = -124819.248557 nChanged 23 SP:Iteration 8Q (96.533687 sec): 3 clusters Score: Raw -127139.791564 + Penalty 2292.469998 = -124847.321567 nChanged 15 SP:Iteration 9Q (96.536023 sec): 3 clusters Score: Raw -127156.461198 + Penalty 2292.219756 = -124864.241442 nChanged 15 SP:Iteration 10F (96.538417 sec): 3 clusters Score: Raw -127174.903197 + Penalty 2291.972422 = -124882.930775 nChanged 14 SP:Iteration 11Q (96.540692 sec): 3 clusters Score: Raw -127188.660237 + Penalty 2291.771171 = -124896.889065 nChanged 12 SP:Iteration 12Q (96.542991 sec): 3 clusters Score: Raw -127204.574597 + Penalty 2291.632521 = -124912.942076 nChanged 13 SP:Iteration 13Q (96.545416 sec): 3 clusters Score: Raw -127214.994809 + Penalty 2291.410921 = -124923.583888 nChanged 9 SP:Iteration 14Q (96.547850 sec): 3 clusters Score: Raw -127222.347690 + Penalty 2291.219688 = -124931.128002 nChanged 9 SP:Iteration 15Q (96.550123 sec): 3 clusters Score: Raw -127228.100942 + Penalty 2291.148911 = -124936.952031 nChanged 3 SP:Iteration 16Q (96.552365 sec): 3 clusters Score: Raw -127229.697970 + Penalty 2291.033070 = -124938.664900 nChanged 4 SP:Iteration 17Q (96.554604 sec): 3 clusters Score: Raw -127233.740769 + Penalty 2291.033070 = -124942.707699 nChanged 0 SP:Iteration 18F (96.556996 sec): 3 clusters Score: Raw -127233.740769 + Penalty 2291.033070 = -124942.707699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.560286 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.561251 sec): 3 clusters Score: Raw -42484.667646 + Penalty 1773.866240 = -40710.801406 nChanged 110 SP:Iteration 1F (96.562226 sec): 3 clusters Score: Raw -42627.214800 + Penalty 1777.552504 = -40849.662297 nChanged 40 SP:Iteration 2F (96.563225 sec): 3 clusters Score: Raw -42697.957148 + Penalty 1781.578368 = -40916.378780 nChanged 26 SP:Iteration 3F (96.564194 sec): 3 clusters Score: Raw -42750.640211 + Penalty 1788.074148 = -40962.566063 nChanged 18 SP:Iteration 4Q (96.565105 sec): 3 clusters Score: Raw -42782.164525 + Penalty 1791.152494 = -40991.012030 nChanged 11 SP:Iteration 5Q (96.566037 sec): 3 clusters Score: Raw -42797.054847 + Penalty 1791.891452 = -41005.163395 nChanged 3 SP:Iteration 6Q (96.566967 sec): 3 clusters Score: Raw -42799.159880 + Penalty 1793.175457 = -41005.984423 nChanged 2 SP:Iteration 7Q (96.567896 sec): 3 clusters Score: Raw -42807.400666 + Penalty 1793.686175 = -41013.714492 nChanged 1 SP:Iteration 8Q (96.568822 sec): 3 clusters Score: Raw -42809.527199 + Penalty 1793.686175 = -41015.841025 nChanged 0 SP:Iteration 9F (96.569809 sec): 3 clusters Score: Raw -42809.527199 + Penalty 1793.686175 = -41015.841025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.572081 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.573388 sec): 3 clusters Score: Raw -59315.206103 + Penalty 1860.846436 = -57454.359667 nChanged 176 SP:Iteration 1F (96.574727 sec): 3 clusters Score: Raw -59453.936439 + Penalty 1860.856317 = -57593.080122 nChanged 49 SP:Iteration 2F (96.576016 sec): 3 clusters Score: Raw -59496.884464 + Penalty 1861.087974 = -57635.796490 nChanged 31 SP:Iteration 3F (96.577374 sec): 3 clusters Score: Raw -59532.562983 + Penalty 1861.097740 = -57671.465243 nChanged 26 SP:Iteration 4Q (96.578701 sec): 3 clusters Score: Raw -59556.835902 + Penalty 1860.911639 = -57695.924263 nChanged 13 SP:Iteration 5Q (96.580018 sec): 3 clusters Score: Raw -59565.748305 + Penalty 1860.361266 = -57705.387039 nChanged 7 SP:Iteration 6Q (96.581293 sec): 3 clusters Score: Raw -59570.721103 + Penalty 1859.369212 = -57711.351891 nChanged 11 SP:Iteration 7Q (96.582578 sec): 3 clusters Score: Raw -59577.510704 + Penalty 1858.545578 = -57718.965126 nChanged 8 SP:Iteration 8Q (96.583898 sec): 3 clusters Score: Raw -59583.753093 + Penalty 1858.149821 = -57725.603272 nChanged 6 SP:Iteration 9Q (96.585150 sec): 3 clusters Score: Raw -59587.553493 + Penalty 1857.934733 = -57729.618760 nChanged 3 SP:Iteration 10F (96.586415 sec): 3 clusters Score: Raw -59589.433742 + Penalty 1857.712297 = -57731.721445 nChanged 2 SP:Iteration 11Q (96.587676 sec): 3 clusters Score: Raw -59590.701541 + Penalty 1857.618894 = -57733.082647 nChanged 1 SP:Iteration 12Q (96.588928 sec): 3 clusters Score: Raw -59591.328879 + Penalty 1857.554960 = -57733.773919 nChanged 1 SP:Iteration 13Q (96.590181 sec): 3 clusters Score: Raw -59593.290557 + Penalty 1857.484245 = -57735.806311 nChanged 3 SP:Iteration 14Q (96.591434 sec): 3 clusters Score: Raw -59594.687179 + Penalty 1857.332727 = -57737.354452 nChanged 1 SP:Iteration 15Q (96.592695 sec): 3 clusters Score: Raw -59596.401418 + Penalty 1857.318148 = -57739.083271 nChanged 3 SP:Iteration 16Q (96.593966 sec): 3 clusters Score: Raw -59597.900304 + Penalty 1857.307842 = -57740.592462 nChanged 1 SP:Iteration 17Q (96.595226 sec): 3 clusters Score: Raw -59598.223476 + Penalty 1857.307842 = -57740.915634 nChanged 0 SP:Iteration 18F (96.596508 sec): 3 clusters Score: Raw -59598.223476 + Penalty 1857.307842 = -57740.915634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.598137 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.599079 sec): 3 clusters Score: Raw -36045.210820 + Penalty 1731.001527 = -34314.209293 nChanged 83 SP:Iteration 1F (96.600005 sec): 3 clusters Score: Raw -36144.135615 + Penalty 1729.156223 = -34414.979392 nChanged 30 SP:Iteration 2F (96.600907 sec): 3 clusters Score: Raw -36180.748309 + Penalty 1729.923749 = -34450.824560 nChanged 21 SP:Iteration 3F (96.601794 sec): 3 clusters Score: Raw -36202.631801 + Penalty 1731.790992 = -34470.840809 nChanged 9 SP:Iteration 4Q (96.602673 sec): 3 clusters Score: Raw -36212.364155 + Penalty 1732.049214 = -34480.314942 nChanged 3 SP:Iteration 5Q (96.603588 sec): 3 clusters Score: Raw -36216.484564 + Penalty 1732.756932 = -34483.727632 nChanged 2 SP:Iteration 6Q (96.604460 sec): 3 clusters Score: Raw -36219.345860 + Penalty 1734.805108 = -34484.540753 nChanged 5 SP:Iteration 7Q (96.605330 sec): 3 clusters Score: Raw -36225.819895 + Penalty 1734.123268 = -34491.696627 nChanged 3 SP:Iteration 8Q (96.606201 sec): 3 clusters Score: Raw -36230.563176 + Penalty 1734.123268 = -34496.439908 nChanged 0 SP:Iteration 9F (96.607086 sec): 3 clusters Score: Raw -36230.563176 + Penalty 1734.123268 = -34496.439908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.611223 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.613507 sec): 3 clusters Score: Raw -97371.191047 + Penalty 1020.125130 = -96351.065917 nChanged 427 SP:Iteration 1F (96.615638 sec): 3 clusters Score: Raw -97689.902218 + Penalty 1027.549594 = -96662.352624 nChanged 107 SP:Iteration 2F (96.617706 sec): 3 clusters Score: Raw -97778.967113 + Penalty 1031.914002 = -96747.053111 nChanged 72 SP:Iteration 3F (96.619771 sec): 3 clusters Score: Raw -97848.148032 + Penalty 1035.746450 = -96812.401581 nChanged 63 SP:Iteration 4F (96.621834 sec): 3 clusters Score: Raw -97897.965743 + Penalty 1037.621662 = -96860.344081 nChanged 38 SP:Iteration 5Q (96.623837 sec): 3 clusters Score: Raw -97924.631722 + Penalty 1039.346266 = -96885.285456 nChanged 29 SP:Iteration 6Q (96.625792 sec): 3 clusters Score: Raw -97937.366706 + Penalty 1038.323610 = -96899.043096 nChanged 23 SP:Iteration 7Q (96.627736 sec): 3 clusters Score: Raw -97947.353370 + Penalty 1040.674852 = -96906.678518 nChanged 19 SP:Iteration 8Q (96.629749 sec): 3 clusters Score: Raw -97959.990220 + Penalty 1046.287772 = -96913.702448 nChanged 11 SP:Iteration 9Q (96.631737 sec): 3 clusters Score: Raw -97966.086446 + Penalty 1050.372014 = -96915.714431 nChanged 9 SP:Iteration 10F (96.633836 sec): 3 clusters Score: Raw -97969.815591 + Penalty 1051.273341 = -96918.542251 nChanged 6 SP:Iteration 11Q (96.635739 sec): 3 clusters Score: Raw -97972.946502 + Penalty 1051.771276 = -96921.175225 nChanged 5 SP:Iteration 12Q (96.637629 sec): 3 clusters Score: Raw -97974.915417 + Penalty 1055.669132 = -96919.246285 nChanged 5 SP:Iteration 13F (96.639717 sec): 3 clusters Score: Raw -97976.760680 + Penalty 1053.997634 = -96922.763046 nChanged 3 SP:Iteration 14Q (96.641621 sec): 3 clusters Score: Raw -97977.613665 + Penalty 1053.330917 = -96924.282748 nChanged 6 SP:Iteration 15Q (96.643539 sec): 3 clusters Score: Raw -97979.313808 + Penalty 1053.169296 = -96926.144512 nChanged 2 SP:Iteration 16Q (96.645568 sec): 3 clusters Score: Raw -97981.105402 + Penalty 1053.133889 = -96927.971514 nChanged 3 SP:Iteration 17Q (96.647584 sec): 3 clusters Score: Raw -97983.511679 + Penalty 1055.271257 = -96928.240422 nChanged 2 SP:Iteration 18Q (96.649506 sec): 3 clusters Score: Raw -97984.900144 + Penalty 1058.593182 = -96926.306962 nChanged 4 SP:Iteration 19F (96.651565 sec): 3 clusters Score: Raw -97985.676539 + Penalty 1061.871831 = -96923.804708 nChanged 4 SP:Iteration 20F (96.653626 sec): 3 clusters Score: Raw -97986.667429 + Penalty 1064.773753 = -96921.893676 nChanged 3 SP:Iteration 21F (96.655684 sec): 3 clusters Score: Raw -97987.272034 + Penalty 1063.458557 = -96923.813477 nChanged 1 SP:Iteration 22Q (96.657539 sec): 3 clusters Score: Raw -97987.776658 + Penalty 1064.660043 = -96923.116615 nChanged 1 SP:Iteration 23F (96.659727 sec): 3 clusters Score: Raw -97989.619639 + Penalty 1066.886392 = -96922.733247 nChanged 5 SP:Iteration 24F (96.661805 sec): 3 clusters Score: Raw -97994.492268 + Penalty 1074.874614 = -96919.617653 nChanged 8 SP:Iteration 25F (96.663868 sec): 3 clusters Score: Raw -97998.291581 + Penalty 1077.299992 = -96920.991589 nChanged 4 SP:Iteration 26Q (96.665910 sec): 3 clusters Score: Raw -97999.547567 + Penalty 1078.647595 = -96920.899972 nChanged 1 SP:Iteration 27F (96.668154 sec): 3 clusters Score: Raw -97999.864316 + Penalty 1079.745301 = -96920.119014 nChanged 1 SP:Iteration 28F (96.670375 sec): 3 clusters Score: Raw -98000.049547 + Penalty 1080.920309 = -96919.129238 nChanged 2 SP:Iteration 29F (96.672604 sec): 3 clusters Score: Raw -98001.217666 + Penalty 1080.920309 = -96920.297357 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.676593 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.678424 sec): 3 clusters Score: Raw -83324.973680 + Penalty 2002.830090 = -81322.143590 nChanged 268 SP:Iteration 1F (96.680169 sec): 3 clusters Score: Raw -83604.466395 + Penalty 2005.250420 = -81599.215976 nChanged 79 SP:Iteration 2F (96.681829 sec): 3 clusters Score: Raw -83699.627119 + Penalty 2010.417732 = -81689.209387 nChanged 46 SP:Iteration 3F (96.683461 sec): 3 clusters Score: Raw -83753.851602 + Penalty 2013.586543 = -81740.265059 nChanged 28 SP:Iteration 4Q (96.685149 sec): 3 clusters Score: Raw -83784.360135 + Penalty 2016.566811 = -81767.793324 nChanged 23 SP:Iteration 5Q (96.686753 sec): 3 clusters Score: Raw -83802.944308 + Penalty 2018.840655 = -81784.103653 nChanged 20 SP:Iteration 6Q (96.688372 sec): 3 clusters Score: Raw -83823.145968 + Penalty 2021.561963 = -81801.584005 nChanged 16 SP:Iteration 7Q (96.689968 sec): 3 clusters Score: Raw -83840.316354 + Penalty 2022.579698 = -81817.736656 nChanged 14 SP:Iteration 8Q (96.691537 sec): 3 clusters Score: Raw -83857.596819 + Penalty 2023.562051 = -81834.034768 nChanged 11 SP:Iteration 9Q (96.693114 sec): 3 clusters Score: Raw -83866.808239 + Penalty 2024.275639 = -81842.532600 nChanged 8 SP:Iteration 10F (96.694778 sec): 3 clusters Score: Raw -83873.495669 + Penalty 2024.052796 = -81849.442873 nChanged 3 SP:Iteration 11Q (96.696383 sec): 3 clusters Score: Raw -83876.234549 + Penalty 2024.143027 = -81852.091522 nChanged 2 SP:Iteration 12Q (96.697991 sec): 3 clusters Score: Raw -83880.625443 + Penalty 2024.407295 = -81856.218148 nChanged 1 SP:Iteration 13Q (96.699584 sec): 3 clusters Score: Raw -83883.410088 + Penalty 2024.169776 = -81859.240312 nChanged 1 SP:Iteration 14Q (96.701151 sec): 3 clusters Score: Raw -83883.759375 + Penalty 2024.169776 = -81859.589599 nChanged 0 SP:Iteration 15F (96.702772 sec): 3 clusters Score: Raw -83883.759375 + Penalty 2024.169776 = -81859.589599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.704564 sec): 2 clusters Score: Raw -20075.163561 + Penalty 431.091564 = -19644.071996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.705273 sec): 3 clusters Score: Raw -20013.516992 + Penalty 870.711305 = -19142.805687 nChanged 70 SP:Iteration 1F (96.705955 sec): 3 clusters Score: Raw -20140.820779 + Penalty 868.536942 = -19272.283838 nChanged 22 SP:Iteration 2F (96.706635 sec): 3 clusters Score: Raw -20180.423478 + Penalty 865.093544 = -19315.329934 nChanged 10 SP:Iteration 3Q (96.707288 sec): 3 clusters Score: Raw -20195.975568 + Penalty 861.395927 = -19334.579641 nChanged 5 SP:Iteration 4Q (96.707932 sec): 3 clusters Score: Raw -20200.477822 + Penalty 859.392778 = -19341.085044 nChanged 3 SP:Iteration 5Q (96.708581 sec): 3 clusters Score: Raw -20205.502494 + Penalty 860.219583 = -19345.282911 nChanged 1 SP:Iteration 6Q (96.709204 sec): 3 clusters Score: Raw -20206.329299 + Penalty 858.216408 = -19348.112891 nChanged 1 SP:Iteration 7Q (96.709864 sec): 3 clusters Score: Raw -20207.010796 + Penalty 857.456970 = -19349.553826 nChanged 1 SP:Iteration 8Q (96.710515 sec): 3 clusters Score: Raw -20207.805974 + Penalty 859.025394 = -19348.780579 nChanged 2 SP:Iteration 9F (96.711219 sec): 3 clusters Score: Raw -20211.457679 + Penalty 853.618151 = -19357.839528 nChanged 2 SP:Iteration 10F (96.711899 sec): 3 clusters Score: Raw -20215.069839 + Penalty 850.031516 = -19365.038323 nChanged 1 SP:Iteration 11Q (96.712543 sec): 3 clusters Score: Raw -20218.459839 + Penalty 850.767137 = -19367.692702 nChanged 1 SP:Iteration 12Q (96.713180 sec): 3 clusters Score: Raw -20219.259799 + Penalty 850.767137 = -19368.492661 nChanged 0 SP:Iteration 13F (96.713857 sec): 3 clusters Score: Raw -20219.259799 + Penalty 850.767137 = -19368.492661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.716379 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.717501 sec): 3 clusters Score: Raw -42176.923294 + Penalty 262.585873 = -41914.337422 nChanged 194 SP:Iteration 1F (96.718514 sec): 3 clusters Score: Raw -42312.793776 + Penalty 266.203605 = -42046.590171 nChanged 58 SP:Iteration 2F (96.719518 sec): 3 clusters Score: Raw -42360.214593 + Penalty 272.403472 = -42087.811121 nChanged 39 SP:Iteration 3F (96.720526 sec): 3 clusters Score: Raw -42407.454261 + Penalty 275.768565 = -42131.685696 nChanged 26 SP:Iteration 4F (96.721536 sec): 3 clusters Score: Raw -42439.534298 + Penalty 281.695263 = -42157.839035 nChanged 15 SP:Iteration 5Q (96.722464 sec): 3 clusters Score: Raw -42447.188670 + Penalty 296.623558 = -42150.565112 nChanged 13 SP:Iteration 6F (96.723448 sec): 3 clusters Score: Raw -42454.621061 + Penalty 320.706003 = -42133.915058 nChanged 8 SP:Iteration 7F (96.724404 sec): 3 clusters Score: Raw -42458.046248 + Penalty 319.303137 = -42138.743112 nChanged 5 SP:Iteration 8Q (96.725252 sec): 3 clusters Score: Raw -42464.089643 + Penalty 129.118832 = -42334.970812 nChanged 5 SP:Iteration 9Q (96.726060 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP:Iteration 10F (96.726864 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.729773 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.731310 sec): 3 clusters Score: Raw -69812.648896 + Penalty 2135.046207 = -67677.602688 nChanged 190 SP:Iteration 1F (96.732775 sec): 3 clusters Score: Raw -69983.093107 + Penalty 2135.044485 = -67848.048622 nChanged 42 SP:Iteration 2F (96.734254 sec): 3 clusters Score: Raw -70032.444482 + Penalty 2135.060489 = -67897.383993 nChanged 29 SP:Iteration 3Q (96.735700 sec): 3 clusters Score: Raw -70060.000706 + Penalty 2135.074870 = -67924.925836 nChanged 8 SP:Iteration 4Q (96.737188 sec): 3 clusters Score: Raw -70072.816333 + Penalty 2135.084278 = -67937.732056 nChanged 9 SP:Iteration 5Q (96.738715 sec): 3 clusters Score: Raw -70085.589808 + Penalty 2135.095750 = -67950.494058 nChanged 7 SP:Iteration 6Q (96.740231 sec): 3 clusters Score: Raw -70098.060410 + Penalty 2135.109812 = -67962.950598 nChanged 8 SP:Iteration 7Q (96.741671 sec): 3 clusters Score: Raw -70105.978037 + Penalty 2135.114412 = -67970.863625 nChanged 5 SP:Iteration 8Q (96.743211 sec): 3 clusters Score: Raw -70109.272017 + Penalty 2135.108250 = -67974.163768 nChanged 2 SP:Iteration 9Q (96.744722 sec): 3 clusters Score: Raw -70109.779707 + Penalty 2135.105019 = -67974.674688 nChanged 1 SP:Iteration 10F (96.746255 sec): 3 clusters Score: Raw -70109.909411 + Penalty 2135.105019 = -67974.804392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.748225 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.749393 sec): 3 clusters Score: Raw -45474.675901 + Penalty 887.291718 = -44587.384183 nChanged 185 SP:Iteration 1F (96.750489 sec): 3 clusters Score: Raw -45598.623784 + Penalty 883.643207 = -44714.980577 nChanged 56 SP:Iteration 2F (96.751583 sec): 3 clusters Score: Raw -45637.592612 + Penalty 883.421213 = -44754.171399 nChanged 26 SP:Iteration 3F (96.752679 sec): 3 clusters Score: Raw -45659.081656 + Penalty 884.628763 = -44774.452893 nChanged 24 SP:Iteration 4Q (96.753770 sec): 3 clusters Score: Raw -45681.039412 + Penalty 877.597883 = -44803.441528 nChanged 22 SP:Iteration 5Q (96.754858 sec): 3 clusters Score: Raw -45704.548856 + Penalty 873.850934 = -44830.697922 nChanged 11 SP:Iteration 6Q (96.755929 sec): 3 clusters Score: Raw -45716.816721 + Penalty 868.685914 = -44848.130807 nChanged 7 SP:Iteration 7Q (96.756973 sec): 3 clusters Score: Raw -45721.702732 + Penalty 858.870821 = -44862.831910 nChanged 8 SP:Iteration 8Q (96.758022 sec): 3 clusters Score: Raw -45726.155789 + Penalty 861.136816 = -44865.018973 nChanged 6 SP:Iteration 9Q (96.759059 sec): 3 clusters Score: Raw -45728.483797 + Penalty 862.653846 = -44865.829951 nChanged 6 SP:Iteration 10F (96.760151 sec): 3 clusters Score: Raw -45731.744478 + Penalty 871.025764 = -44860.718714 nChanged 6 SP:Iteration 11F (96.761240 sec): 3 clusters Score: Raw -45734.098466 + Penalty 869.256614 = -44864.841852 nChanged 4 SP:Iteration 12Q (96.762258 sec): 3 clusters Score: Raw -45737.392648 + Penalty 865.823292 = -44871.569355 nChanged 5 SP:Iteration 13Q (96.763260 sec): 3 clusters Score: Raw -45744.284797 + Penalty 869.097478 = -44875.187319 nChanged 5 SP:Iteration 14Q (96.764252 sec): 3 clusters Score: Raw -45747.706220 + Penalty 871.436971 = -44876.269249 nChanged 3 SP:Iteration 15Q (96.765227 sec): 3 clusters Score: Raw -45750.397278 + Penalty 870.226543 = -44880.170735 nChanged 4 SP:Iteration 16Q (96.766195 sec): 3 clusters Score: Raw -45752.164404 + Penalty 866.834098 = -44885.330306 nChanged 3 SP:Iteration 17Q (96.767173 sec): 3 clusters Score: Raw -45754.491685 + Penalty 867.332717 = -44887.158968 nChanged 1 SP:Iteration 18Q (96.768177 sec): 3 clusters Score: Raw -45754.688459 + Penalty 869.360529 = -44885.327930 nChanged 1 SP:Iteration 19F (96.769292 sec): 3 clusters Score: Raw -45755.943553 + Penalty 873.211040 = -44882.732513 nChanged 1 SP:Iteration 20F (96.770382 sec): 3 clusters Score: Raw -45756.008842 + Penalty 864.977883 = -44891.030959 nChanged 1 SP:Iteration 21Q (96.771339 sec): 3 clusters Score: Raw -45755.938643 + Penalty 870.961924 = -44884.976719 nChanged 1 SP:Iteration 22F (96.772508 sec): 3 clusters Score: Raw -45756.125963 + Penalty 870.961924 = -44885.164039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.775687 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.777702 sec): 3 clusters Score: Raw -84384.271634 + Penalty 1593.836030 = -82790.435604 nChanged 324 SP:Iteration 1F (96.779668 sec): 3 clusters Score: Raw -84566.468745 + Penalty 1594.003498 = -82972.465247 nChanged 98 SP:Iteration 2F (96.781547 sec): 3 clusters Score: Raw -84629.432811 + Penalty 1595.076511 = -83034.356300 nChanged 56 SP:Iteration 3F (96.783343 sec): 3 clusters Score: Raw -84665.838916 + Penalty 1596.221286 = -83069.617630 nChanged 44 SP:Iteration 4Q (96.785116 sec): 3 clusters Score: Raw -84703.492565 + Penalty 1596.802602 = -83106.689963 nChanged 52 SP:Iteration 5F (96.786890 sec): 3 clusters Score: Raw -84754.915632 + Penalty 1597.699638 = -83157.215995 nChanged 36 SP:Iteration 6Q (96.788671 sec): 3 clusters Score: Raw -84786.365932 + Penalty 1599.697770 = -83186.668162 nChanged 34 SP:Iteration 7Q (96.790501 sec): 3 clusters Score: Raw -84816.035131 + Penalty 1603.277905 = -83212.757226 nChanged 27 SP:Iteration 8Q (96.792308 sec): 3 clusters Score: Raw -84838.026222 + Penalty 1606.188120 = -83231.838102 nChanged 20 SP:Iteration 9Q (96.794069 sec): 3 clusters Score: Raw -84855.146179 + Penalty 1607.106966 = -83248.039213 nChanged 15 SP:Iteration 10F (96.795896 sec): 3 clusters Score: Raw -84866.962730 + Penalty 1608.555220 = -83258.407510 nChanged 16 SP:Iteration 11Q (96.797626 sec): 3 clusters Score: Raw -84877.666055 + Penalty 1610.261840 = -83267.404215 nChanged 15 SP:Iteration 12Q (96.799371 sec): 3 clusters Score: Raw -84887.807666 + Penalty 1614.816109 = -83272.991556 nChanged 15 SP:Iteration 13Q (96.801090 sec): 3 clusters Score: Raw -84897.617510 + Penalty 1619.144919 = -83278.472591 nChanged 11 SP:Iteration 14Q (96.802797 sec): 3 clusters Score: Raw -84904.497027 + Penalty 1625.595890 = -83278.901138 nChanged 11 SP:Iteration 15Q (96.804496 sec): 3 clusters Score: Raw -84910.625222 + Penalty 1628.286396 = -83282.338826 nChanged 9 SP:Iteration 16Q (96.806187 sec): 3 clusters Score: Raw -84916.432354 + Penalty 1631.244136 = -83285.188218 nChanged 8 SP:Iteration 17Q (96.807883 sec): 3 clusters Score: Raw -84921.902770 + Penalty 1636.446676 = -83285.456094 nChanged 5 SP:Iteration 18Q (96.809670 sec): 3 clusters Score: Raw -84927.074358 + Penalty 1640.915058 = -83286.159300 nChanged 5 SP:Iteration 19Q (96.811419 sec): 3 clusters Score: Raw -84932.552372 + Penalty 1644.286886 = -83288.265486 nChanged 9 SP:Iteration 20F (96.813314 sec): 3 clusters Score: Raw -84939.889885 + Penalty 1648.826545 = -83291.063340 nChanged 8 SP:Iteration 21Q (96.815042 sec): 3 clusters Score: Raw -84945.876632 + Penalty 1652.623901 = -83293.252732 nChanged 4 SP:Iteration 22Q (96.816669 sec): 3 clusters Score: Raw -84948.273362 + Penalty 1654.416594 = -83293.856768 nChanged 2 SP:Iteration 23Q (96.818304 sec): 3 clusters Score: Raw -84949.574201 + Penalty 1654.905035 = -83294.669166 nChanged 4 SP:Iteration 24Q (96.819931 sec): 3 clusters Score: Raw -84954.498932 + Penalty 1656.682365 = -83297.816567 nChanged 3 SP:Iteration 25Q (96.821513 sec): 3 clusters Score: Raw -84955.934821 + Penalty 1658.428798 = -83297.506023 nChanged 1 SP:Iteration 26F (96.823291 sec): 3 clusters Score: Raw -84956.931387 + Penalty 1660.834227 = -83296.097160 nChanged 2 SP:Iteration 27F (96.825068 sec): 3 clusters Score: Raw -84958.525249 + Penalty 1660.834227 = -83297.691022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.829367 sec): 2 clusters Score: Raw -107835.549016 + Penalty 874.677534 = -106960.871482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.831652 sec): 3 clusters Score: Raw -107218.835954 + Penalty 1748.282839 = -105470.553116 nChanged 392 SP:Iteration 1F (96.833903 sec): 3 clusters Score: Raw -107431.979326 + Penalty 1745.771281 = -105686.208044 nChanged 110 SP:Iteration 2F (96.836106 sec): 3 clusters Score: Raw -107500.495175 + Penalty 1741.811582 = -105758.683593 nChanged 80 SP:Iteration 3F (96.838302 sec): 3 clusters Score: Raw -107564.069423 + Penalty 1737.521329 = -105826.548094 nChanged 65 SP:Iteration 4F (96.840766 sec): 3 clusters Score: Raw -107608.987500 + Penalty 1732.922955 = -105876.064545 nChanged 60 SP:Iteration 5F (96.843165 sec): 3 clusters Score: Raw -107654.850708 + Penalty 1728.881652 = -105925.969056 nChanged 54 SP:Iteration 6Q (96.845532 sec): 3 clusters Score: Raw -107692.991844 + Penalty 1725.539539 = -105967.452305 nChanged 42 SP:Iteration 7Q (96.847998 sec): 3 clusters Score: Raw -107720.966205 + Penalty 1726.259360 = -105994.706845 nChanged 42 SP:Iteration 8Q (96.850322 sec): 3 clusters Score: Raw -107744.687336 + Penalty 1729.700223 = -106014.987113 nChanged 36 SP:Iteration 9Q (96.852582 sec): 3 clusters Score: Raw -107777.621894 + Penalty 1731.332474 = -106046.289419 nChanged 33 SP:Iteration 10F (96.854822 sec): 3 clusters Score: Raw -107807.883946 + Penalty 1731.084634 = -106076.799312 nChanged 29 SP:Iteration 11Q (96.857007 sec): 3 clusters Score: Raw -107836.856800 + Penalty 1732.973986 = -106103.882814 nChanged 23 SP:Iteration 12Q (96.859151 sec): 3 clusters Score: Raw -107856.779273 + Penalty 1733.961062 = -106122.818211 nChanged 19 SP:Iteration 13Q (96.861275 sec): 3 clusters Score: Raw -107873.496133 + Penalty 1734.748025 = -106138.748108 nChanged 18 SP:Iteration 14Q (96.863403 sec): 3 clusters Score: Raw -107891.911329 + Penalty 1737.406386 = -106154.504943 nChanged 13 SP:Iteration 15Q (96.865489 sec): 3 clusters Score: Raw -107901.562439 + Penalty 1739.618120 = -106161.944319 nChanged 10 SP:Iteration 16Q (96.867558 sec): 3 clusters Score: Raw -107907.356356 + Penalty 1741.011281 = -106166.345075 nChanged 7 SP:Iteration 17Q (96.869648 sec): 3 clusters Score: Raw -107910.224790 + Penalty 1741.939909 = -106168.284880 nChanged 5 SP:Iteration 18Q (96.871726 sec): 3 clusters Score: Raw -107912.549603 + Penalty 1742.383908 = -106170.165695 nChanged 4 SP:Iteration 19Q (96.873852 sec): 3 clusters Score: Raw -107914.397089 + Penalty 1742.425462 = -106171.971626 nChanged 2 SP:Iteration 20F (96.876235 sec): 3 clusters Score: Raw -107915.019183 + Penalty 1741.863985 = -106173.155198 nChanged 1 SP:Iteration 21Q (96.878457 sec): 3 clusters Score: Raw -107915.938152 + Penalty 1741.639624 = -106174.298528 nChanged 1 SP:Iteration 22Q (96.880701 sec): 3 clusters Score: Raw -107916.320631 + Penalty 1741.961577 = -106174.359054 nChanged 1 SP:Iteration 23Q (96.882930 sec): 3 clusters Score: Raw -107916.724624 + Penalty 1741.961577 = -106174.763047 nChanged 0 SP:Iteration 24F (96.885153 sec): 3 clusters Score: Raw -107916.724624 + Penalty 1741.961577 = -106174.763047 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.887758 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.888988 sec): 3 clusters Score: Raw -49469.941398 + Penalty 1477.318268 = -47992.623130 nChanged 168 SP:Iteration 1F (96.890194 sec): 3 clusters Score: Raw -49582.735808 + Penalty 1482.373584 = -48100.362225 nChanged 45 SP:Iteration 2F (96.891379 sec): 3 clusters Score: Raw -49626.598776 + Penalty 1491.243351 = -48135.355425 nChanged 39 SP:Iteration 3F (96.892594 sec): 3 clusters Score: Raw -49667.417273 + Penalty 1511.838424 = -48155.578849 nChanged 44 SP:Iteration 4F (96.893803 sec): 3 clusters Score: Raw -49715.097023 + Penalty 1524.852591 = -48190.244432 nChanged 21 SP:Iteration 5Q (96.895002 sec): 3 clusters Score: Raw -49733.370082 + Penalty 1540.441574 = -48192.928508 nChanged 22 SP:Iteration 6Q (96.896197 sec): 3 clusters Score: Raw -49761.652418 + Penalty 1560.212032 = -48201.440387 nChanged 16 SP:Iteration 7Q (96.897352 sec): 3 clusters Score: Raw -49779.375599 + Penalty 1563.034186 = -48216.341413 nChanged 6 SP:Iteration 8Q (96.898525 sec): 3 clusters Score: Raw -49785.736336 + Penalty 1562.944440 = -48222.791896 nChanged 1 SP:Iteration 9Q (96.899689 sec): 3 clusters Score: Raw -49786.338255 + Penalty 1562.944440 = -48223.393815 nChanged 0 SP:Iteration 10F (96.900900 sec): 3 clusters Score: Raw -49786.338255 + Penalty 1562.944440 = -48223.393815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.901818 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.902001 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.902823 sec): 2 clusters Score: Raw -1734.656212 + Penalty 49.706476 = -1684.949737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.903112 sec): 3 clusters Score: Raw -1766.385828 + Penalty 108.655586 = -1657.730242 nChanged 2 SP:Iteration 1F (96.903365 sec): 3 clusters Score: Raw -1778.386835 + Penalty 108.655586 = -1669.731249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.904111 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.904292 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Iteration 219Q (97.017201 sec): 24 clusters Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412 nChanged 0 Iteration 220F (97.392879 sec): 24 clusters Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.30 GB. Compute initial score before splitting: Score: Raw -2755476.836062 + Penalty 22878.899650 = -2732597.936412Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 1 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.460117 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.461977 sec): 3 clusters Score: Raw -78715.834781 + Penalty 238.252011 = -78477.582770 nChanged 418 SP:Iteration 1F (97.463843 sec): 3 clusters Score: Raw -79063.383242 + Penalty 244.188594 = -78819.194648 nChanged 104 SP:Iteration 2F (97.465685 sec): 3 clusters Score: Raw -79163.721573 + Penalty 250.335948 = -78913.385625 nChanged 74 SP:Iteration 3F (97.467455 sec): 3 clusters Score: Raw -79235.803799 + Penalty 257.172852 = -78978.630947 nChanged 48 SP:Iteration 4F (97.469162 sec): 3 clusters Score: Raw -79282.021898 + Penalty 299.086161 = -78982.935736 nChanged 30 SP:Iteration 5Q (97.470670 sec): 3 clusters Score: Raw -79316.516705 + Penalty 109.187520 = -79207.329185 nChanged 2 SP:Iteration 6Q (97.472073 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 SP:Iteration 7F (97.473458 sec): 2 clusters Score: Raw -79319.412258 + Penalty 109.187520 = -79210.224738 nChanged 0 Memory request: 0.09 GB would take us to total of 0.39 GB. Trying to split cluster 3 (19413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.561421 sec): 2 clusters Score: Raw -1576010.165040 + Penalty 297.870636 = -1575712.294404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.599191 sec): 3 clusters Score: Raw -1562725.665571 + Penalty 649.442101 = -1562076.223470 nChanged 9311 SP:Iteration 1F (97.635991 sec): 3 clusters Score: Raw -1568427.765266 + Penalty 782.458730 = -1567645.306537 nChanged 3511 SP:Iteration 2F (97.672350 sec): 3 clusters Score: Raw -1571770.031667 + Penalty 957.208020 = -1570812.823648 nChanged 2138 SP:Iteration 3F (97.708782 sec): 3 clusters Score: Raw -1573959.449950 + Penalty 1088.746756 = -1572870.703194 nChanged 1190 SP:Iteration 4F (97.744818 sec): 3 clusters Score: Raw -1574978.731211 + Penalty 1177.763411 = -1573800.967800 nChanged 669 SP:Iteration 5Q (97.777499 sec): 3 clusters Score: Raw -1575480.861584 + Penalty 1228.047984 = -1574252.813600 nChanged 361 SP:Iteration 6Q (97.809207 sec): 3 clusters Score: Raw -1575735.715529 + Penalty 1250.348421 = -1574485.367108 nChanged 214 SP:Iteration 7Q (97.840266 sec): 3 clusters Score: Raw -1575895.966370 + Penalty 1252.415580 = -1574643.550790 nChanged 105 SP:Iteration 8Q (97.870096 sec): 3 clusters Score: Raw -1575984.945525 + Penalty 1259.408091 = -1574725.537434 nChanged 47 SP:Iteration 9Q (97.899333 sec): 3 clusters Score: Raw -1576022.387120 + Penalty 1277.930433 = -1574744.456687 nChanged 18 SP:Iteration 10F (97.935457 sec): 3 clusters Score: Raw -1576034.452153 + Penalty 1285.459256 = -1574748.992897 nChanged 12 SP:Iteration 11Q (97.963716 sec): 3 clusters Score: Raw -1576044.058881 + Penalty 1289.648351 = -1574754.410530 nChanged 3 SP:Iteration 12Q (97.992321 sec): 3 clusters Score: Raw -1576045.630559 + Penalty 1291.466080 = -1574754.164479 nChanged 1 SP:Iteration 13F (98.029122 sec): 3 clusters Score: Raw -1576046.700854 + Penalty 1291.486468 = -1574755.214385 nChanged 2 SP:Iteration 14Q (98.057563 sec): 3 clusters Score: Raw -1576048.060423 + Penalty 1293.917174 = -1574754.143249 nChanged 3 SP:Iteration 15F (98.093840 sec): 3 clusters Score: Raw -1576050.236106 + Penalty 1293.917174 = -1574756.318932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 5 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.104985 sec): 2 clusters Score: Raw -3725.352845 + Penalty 169.220851 = -3556.131993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.105335 sec): 3 clusters Score: Raw -3814.400571 + Penalty 331.594387 = -3482.806184 nChanged 11 SP:Iteration 1F (98.105662 sec): 3 clusters Score: Raw -3840.482440 + Penalty 339.773167 = -3500.709273 nChanged 6 SP:Iteration 2F (98.105981 sec): 3 clusters Score: Raw -3862.138625 + Penalty 339.773167 = -3522.365458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 7 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.108502 sec): 2 clusters Score: Raw -60515.462503 + Penalty 668.326971 = -59847.135532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.109851 sec): 3 clusters Score: Raw -60209.504424 + Penalty 1330.366070 = -58879.138353 nChanged 221 SP:Iteration 1F (98.111178 sec): 3 clusters Score: Raw -60406.056201 + Penalty 1326.320130 = -59079.736071 nChanged 81 SP:Iteration 2F (98.112509 sec): 3 clusters Score: Raw -60491.911990 + Penalty 1328.210930 = -59163.701060 nChanged 46 SP:Iteration 3F (98.113872 sec): 3 clusters Score: Raw -60534.554543 + Penalty 1328.576667 = -59205.977876 nChanged 26 SP:Iteration 4Q (98.115275 sec): 3 clusters Score: Raw -60555.575860 + Penalty 1328.335612 = -59227.240248 nChanged 20 SP:Iteration 5Q (98.116667 sec): 3 clusters Score: Raw -60570.337088 + Penalty 1329.263838 = -59241.073250 nChanged 11 SP:Iteration 6Q (98.118050 sec): 3 clusters Score: Raw -60578.420294 + Penalty 1331.457140 = -59246.963155 nChanged 8 SP:Iteration 7Q (98.119384 sec): 3 clusters Score: Raw -60583.639861 + Penalty 1332.937408 = -59250.702453 nChanged 8 SP:Iteration 8Q (98.120703 sec): 3 clusters Score: Raw -60588.123743 + Penalty 1332.831215 = -59255.292528 nChanged 8 SP:Iteration 9Q (98.122093 sec): 3 clusters Score: Raw -60593.545088 + Penalty 1332.552300 = -59260.992788 nChanged 4 SP:Iteration 10F (98.123459 sec): 3 clusters Score: Raw -60597.571931 + Penalty 1332.402198 = -59265.169733 nChanged 4 SP:Iteration 11Q (98.124779 sec): 3 clusters Score: Raw -60599.894661 + Penalty 1331.727470 = -59268.167191 nChanged 5 SP:Iteration 12Q (98.126104 sec): 3 clusters Score: Raw -60603.531619 + Penalty 1333.112704 = -59270.418915 nChanged 9 SP:Iteration 13Q (98.127422 sec): 3 clusters Score: Raw -60610.314198 + Penalty 1334.488599 = -59275.825599 nChanged 8 SP:Iteration 14Q (98.128737 sec): 3 clusters Score: Raw -60613.668689 + Penalty 1334.423230 = -59279.245459 nChanged 2 SP:Iteration 15Q (98.130071 sec): 3 clusters Score: Raw -60614.740652 + Penalty 1332.865639 = -59281.875013 nChanged 3 SP:Iteration 16Q (98.131483 sec): 3 clusters Score: Raw -60617.003332 + Penalty 1332.832550 = -59284.170782 nChanged 1 SP:Iteration 17Q (98.132839 sec): 3 clusters Score: Raw -60617.629858 + Penalty 1332.832550 = -59284.797307 nChanged 0 SP:Iteration 18F (98.134178 sec): 3 clusters Score: Raw -60617.629858 + Penalty 1332.832550 = -59284.797307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 8 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.143275 sec): 2 clusters Score: Raw -155031.234185 + Penalty 805.227242 = -154226.006943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.146730 sec): 3 clusters Score: Raw -154020.236356 + Penalty 1607.658473 = -152412.577884 nChanged 668 SP:Iteration 1F (98.150167 sec): 3 clusters Score: Raw -154399.002867 + Penalty 1605.300000 = -152793.702867 nChanged 248 SP:Iteration 2F (98.153300 sec): 3 clusters Score: Raw -154594.219185 + Penalty 1609.636675 = -152984.582510 nChanged 159 SP:Iteration 3F (98.156428 sec): 3 clusters Score: Raw -154736.082726 + Penalty 1620.926250 = -153115.156475 nChanged 128 SP:Iteration 4F (98.159608 sec): 3 clusters Score: Raw -154873.666673 + Penalty 1633.812928 = -153239.853745 nChanged 104 SP:Iteration 5F (98.162822 sec): 3 clusters Score: Raw -154974.488191 + Penalty 1644.968628 = -153329.519563 nChanged 68 SP:Iteration 6Q (98.165923 sec): 3 clusters Score: Raw -155021.268543 + Penalty 1654.598760 = -153366.669782 nChanged 48 SP:Iteration 7Q (98.168979 sec): 3 clusters Score: Raw -155050.311624 + Penalty 1664.635697 = -153385.675927 nChanged 49 SP:Iteration 8Q (98.172014 sec): 3 clusters Score: Raw -155078.712038 + Penalty 1677.632989 = -153401.079050 nChanged 43 SP:Iteration 9Q (98.175027 sec): 3 clusters Score: Raw -155104.607653 + Penalty 1688.976224 = -153415.631429 nChanged 38 SP:Iteration 10F (98.178139 sec): 3 clusters Score: Raw -155129.628495 + Penalty 1696.994904 = -153432.633591 nChanged 27 SP:Iteration 11Q (98.181216 sec): 3 clusters Score: Raw -155143.509990 + Penalty 1702.223949 = -153441.286041 nChanged 19 SP:Iteration 12Q (98.184423 sec): 3 clusters Score: Raw -155153.672795 + Penalty 1706.037806 = -153447.634989 nChanged 14 SP:Iteration 13Q (98.187445 sec): 3 clusters Score: Raw -155161.866552 + Penalty 1709.673701 = -153452.192851 nChanged 13 SP:Iteration 14Q (98.190385 sec): 3 clusters Score: Raw -155168.386590 + Penalty 1711.548027 = -153456.838562 nChanged 7 SP:Iteration 15Q (98.193324 sec): 3 clusters Score: Raw -155172.512792 + Penalty 1712.480734 = -153460.032058 nChanged 4 SP:Iteration 16Q (98.196221 sec): 3 clusters Score: Raw -155173.481056 + Penalty 1713.633111 = -153459.847945 nChanged 4 SP:Iteration 17F (98.199617 sec): 3 clusters Score: Raw -155174.918404 + Penalty 1716.236875 = -153458.681529 nChanged 8 SP:Iteration 18F (98.202880 sec): 3 clusters Score: Raw -155179.109455 + Penalty 1719.843449 = -153459.266006 nChanged 9 SP:Iteration 19Q (98.205866 sec): 3 clusters Score: Raw -155182.344776 + Penalty 1722.308228 = -153460.036547 nChanged 9 SP:Iteration 20F (98.209045 sec): 3 clusters Score: Raw -155187.351787 + Penalty 1725.000246 = -153462.351541 nChanged 8 SP:Iteration 21Q (98.211921 sec): 3 clusters Score: Raw -155191.259255 + Penalty 1726.188940 = -153465.070314 nChanged 3 SP:Iteration 22Q (98.214913 sec): 3 clusters Score: Raw -155191.938045 + Penalty 1727.292517 = -153464.645528 nChanged 3 SP:Iteration 23F (98.218307 sec): 3 clusters Score: Raw -155192.970710 + Penalty 1727.770943 = -153465.199766 nChanged 1 SP:Iteration 24Q (98.221167 sec): 3 clusters Score: Raw -155193.017212 + Penalty 1727.770943 = -153465.246269 nChanged 0 SP:Iteration 25F (98.224352 sec): 3 clusters Score: Raw -155193.017212 + Penalty 1727.770943 = -153465.246269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 11 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.233541 sec): 2 clusters Score: Raw -43554.149985 + Penalty 543.257697 = -43010.892288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.234614 sec): 3 clusters Score: Raw -43313.854721 + Penalty 1089.138250 = -42224.716472 nChanged 164 SP:Iteration 1F (98.235691 sec): 3 clusters Score: Raw -43461.386052 + Penalty 1092.072855 = -42369.313197 nChanged 60 SP:Iteration 2F (98.236750 sec): 3 clusters Score: Raw -43541.256201 + Penalty 1097.808076 = -42443.448125 nChanged 41 SP:Iteration 3F (98.237800 sec): 3 clusters Score: Raw -43590.203483 + Penalty 1105.399725 = -42484.803758 nChanged 25 SP:Iteration 4F (98.238853 sec): 3 clusters Score: Raw -43621.991120 + Penalty 1112.420791 = -42509.570329 nChanged 17 SP:Iteration 5Q (98.239905 sec): 3 clusters Score: Raw -43643.597051 + Penalty 1113.511740 = -42530.085311 nChanged 6 SP:Iteration 6Q (98.240909 sec): 3 clusters Score: Raw -43647.170729 + Penalty 1117.149244 = -42530.021484 nChanged 9 SP:Iteration 7F (98.241964 sec): 3 clusters Score: Raw -43652.635575 + Penalty 1118.700128 = -42533.935447 nChanged 4 SP:Iteration 8Q (98.242969 sec): 3 clusters Score: Raw -43654.015637 + Penalty 1120.349460 = -42533.666177 nChanged 2 SP:Iteration 9F (98.244017 sec): 3 clusters Score: Raw -43654.106381 + Penalty 1120.349460 = -42533.756920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 12 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.245908 sec): 2 clusters Score: Raw -43575.545378 + Penalty 992.226906 = -42583.318472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.247037 sec): 3 clusters Score: Raw -43473.225951 + Penalty 1984.819438 = -41488.406513 nChanged 116 SP:Iteration 1F (98.248181 sec): 3 clusters Score: Raw -43620.577387 + Penalty 1984.530131 = -41636.047256 nChanged 32 SP:Iteration 2F (98.249271 sec): 3 clusters Score: Raw -43666.899822 + Penalty 1984.534936 = -41682.364886 nChanged 9 SP:Iteration 3Q (98.250359 sec): 3 clusters Score: Raw -43676.769799 + Penalty 1984.576368 = -41692.193431 nChanged 5 SP:Iteration 4Q (98.251441 sec): 3 clusters Score: Raw -43684.974631 + Penalty 1984.638190 = -41700.336441 nChanged 3 SP:Iteration 5Q (98.252529 sec): 3 clusters Score: Raw -43690.197001 + Penalty 1984.628008 = -41705.568993 nChanged 5 SP:Iteration 6Q (98.253562 sec): 3 clusters Score: Raw -43695.094062 + Penalty 1984.692478 = -41710.401584 nChanged 6 SP:Iteration 7Q (98.254595 sec): 3 clusters Score: Raw -43705.141508 + Penalty 1984.694116 = -41720.447392 nChanged 3 SP:Iteration 8Q (98.255628 sec): 3 clusters Score: Raw -43707.481007 + Penalty 1984.786561 = -41722.694446 nChanged 2 SP:Iteration 9Q (98.256661 sec): 3 clusters Score: Raw -43709.612222 + Penalty 1984.782615 = -41724.829607 nChanged 2 SP:Iteration 10F (98.257732 sec): 3 clusters Score: Raw -43712.927703 + Penalty 1984.774112 = -41728.153591 nChanged 2 SP:Iteration 11Q (98.258766 sec): 3 clusters Score: Raw -43715.515225 + Penalty 1984.774112 = -41730.741113 nChanged 0 SP:Iteration 12F (98.259828 sec): 3 clusters Score: Raw -43715.515225 + Penalty 1984.774112 = -41730.741113 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 13 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.264584 sec): 2 clusters Score: Raw -126660.730224 + Penalty 1144.717421 = -125516.012803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.267091 sec): 3 clusters Score: Raw -126141.889481 + Penalty 2289.486368 = -123852.403113 nChanged 421 SP:Iteration 1F (98.269516 sec): 3 clusters Score: Raw -126458.707524 + Penalty 2289.766551 = -124168.940973 nChanged 102 SP:Iteration 2F (98.271912 sec): 3 clusters Score: Raw -126553.907791 + Penalty 2290.070591 = -124263.837200 nChanged 71 SP:Iteration 3F (98.274308 sec): 3 clusters Score: Raw -126632.520818 + Penalty 2290.905691 = -124341.615127 nChanged 74 SP:Iteration 4F (98.276702 sec): 3 clusters Score: Raw -126712.983825 + Penalty 2291.629854 = -124421.353971 nChanged 63 SP:Iteration 5Q (98.279064 sec): 3 clusters Score: Raw -126790.405855 + Penalty 2292.329092 = -124498.076763 nChanged 58 SP:Iteration 6Q (98.281535 sec): 3 clusters Score: Raw -126861.512782 + Penalty 2292.685396 = -124568.827386 nChanged 46 SP:Iteration 7Q (98.284082 sec): 3 clusters Score: Raw -126920.371039 + Penalty 2293.244102 = -124627.126936 nChanged 44 SP:Iteration 8Q (98.286420 sec): 3 clusters Score: Raw -126969.754524 + Penalty 2293.404030 = -124676.350493 nChanged 31 SP:Iteration 9Q (98.288883 sec): 3 clusters Score: Raw -126999.841321 + Penalty 2293.389505 = -124706.451816 nChanged 21 SP:Iteration 10F (98.291387 sec): 3 clusters Score: Raw -127017.617173 + Penalty 2293.417053 = -124724.200120 nChanged 19 SP:Iteration 11Q (98.293700 sec): 3 clusters Score: Raw -127038.366219 + Penalty 2293.487930 = -124744.878290 nChanged 16 SP:Iteration 12Q (98.296000 sec): 3 clusters Score: Raw -127053.645886 + Penalty 2293.362719 = -124760.283167 nChanged 16 SP:Iteration 13Q (98.298307 sec): 3 clusters Score: Raw -127069.123095 + Penalty 2293.262781 = -124775.860314 nChanged 11 SP:Iteration 14Q (98.300720 sec): 3 clusters Score: Raw -127083.018559 + Penalty 2293.178946 = -124789.839613 nChanged 17 SP:Iteration 15Q (98.303111 sec): 3 clusters Score: Raw -127107.452387 + Penalty 2293.176115 = -124814.276272 nChanged 14 SP:Iteration 16Q (98.305480 sec): 3 clusters Score: Raw -127122.420568 + Penalty 2292.939672 = -124829.480896 nChanged 10 SP:Iteration 17Q (98.307759 sec): 3 clusters Score: Raw -127136.002553 + Penalty 2292.855642 = -124843.146911 nChanged 12 SP:Iteration 18Q (98.310238 sec): 3 clusters Score: Raw -127149.578056 + Penalty 2292.691056 = -124856.887001 nChanged 11 SP:Iteration 19Q (98.312677 sec): 3 clusters Score: Raw -127161.507625 + Penalty 2292.343596 = -124869.164029 nChanged 10 SP:Iteration 20F (98.315275 sec): 3 clusters Score: Raw -127175.273636 + Penalty 2292.203227 = -124883.070409 nChanged 6 SP:Iteration 21Q (98.317699 sec): 3 clusters Score: Raw -127180.482221 + Penalty 2291.980310 = -124888.501911 nChanged 6 SP:Iteration 22Q (98.319972 sec): 3 clusters Score: Raw -127185.760845 + Penalty 2291.804072 = -124893.956773 nChanged 8 SP:Iteration 23Q (98.322205 sec): 3 clusters Score: Raw -127191.998915 + Penalty 2291.662414 = -124900.336500 nChanged 6 SP:Iteration 24Q (98.324434 sec): 3 clusters Score: Raw -127196.289134 + Penalty 2291.582924 = -124904.706210 nChanged 2 SP:Iteration 25Q (98.326660 sec): 3 clusters Score: Raw -127196.960615 + Penalty 2291.555084 = -124905.405531 nChanged 1 SP:Iteration 26Q (98.328960 sec): 3 clusters Score: Raw -127198.052141 + Penalty 2291.524537 = -124906.527604 nChanged 1 SP:Iteration 27Q (98.331262 sec): 3 clusters Score: Raw -127199.509021 + Penalty 2291.431377 = -124908.077644 nChanged 3 SP:Iteration 28Q (98.333491 sec): 3 clusters Score: Raw -127200.927955 + Penalty 2291.431377 = -124909.496578 nChanged 2 SP:Iteration 29Q (98.335743 sec): 3 clusters Score: Raw -127203.505357 + Penalty 2291.459697 = -124912.045660 nChanged 1 SP:Iteration 30F (98.338157 sec): 3 clusters Score: Raw -127204.142153 + Penalty 2291.487850 = -124912.654303 nChanged 1 SP:Iteration 31Q (98.340544 sec): 3 clusters Score: Raw -127206.050913 + Penalty 2291.515838 = -124914.535075 nChanged 1 SP:Iteration 32Q (98.342836 sec): 3 clusters Score: Raw -127207.153342 + Penalty 2291.515838 = -124915.637505 nChanged 0 SP:Iteration 33F (98.345298 sec): 3 clusters Score: Raw -127207.153342 + Penalty 2291.515838 = -124915.637505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 16 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.348702 sec): 2 clusters Score: Raw -42629.105847 + Penalty 884.243742 = -41744.862105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.349722 sec): 3 clusters Score: Raw -42463.999367 + Penalty 1768.489011 = -40695.510357 nChanged 108 SP:Iteration 1F (98.350712 sec): 3 clusters Score: Raw -42585.347932 + Penalty 1766.783320 = -40818.564612 nChanged 44 SP:Iteration 2F (98.351700 sec): 3 clusters Score: Raw -42631.709211 + Penalty 1766.530459 = -40865.178752 nChanged 17 SP:Iteration 3Q (98.352679 sec): 3 clusters Score: Raw -42650.194248 + Penalty 1765.198421 = -40884.995827 nChanged 11 SP:Iteration 4Q (98.353651 sec): 3 clusters Score: Raw -42662.268798 + Penalty 1764.783611 = -40897.485187 nChanged 6 SP:Iteration 5Q (98.354619 sec): 3 clusters Score: Raw -42667.076190 + Penalty 1764.731425 = -40902.344765 nChanged 3 SP:Iteration 6Q (98.355587 sec): 3 clusters Score: Raw -42669.563211 + Penalty 1764.571808 = -40904.991403 nChanged 1 SP:Iteration 7Q (98.356582 sec): 3 clusters Score: Raw -42670.296022 + Penalty 1764.571808 = -40905.724213 nChanged 0 SP:Iteration 8F (98.357564 sec): 3 clusters Score: Raw -42670.296022 + Penalty 1764.571808 = -40905.724213 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 21 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.359777 sec): 2 clusters Score: Raw -59551.822799 + Penalty 930.415253 = -58621.407546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.361067 sec): 3 clusters Score: Raw -59339.400946 + Penalty 1861.174695 = -57478.226252 nChanged 163 SP:Iteration 1F (98.362338 sec): 3 clusters Score: Raw -59473.010149 + Penalty 1860.883180 = -57612.126969 nChanged 47 SP:Iteration 2F (98.363614 sec): 3 clusters Score: Raw -59513.519862 + Penalty 1861.161727 = -57652.358135 nChanged 25 SP:Iteration 3Q (98.364873 sec): 3 clusters Score: Raw -59547.284355 + Penalty 1861.100970 = -57686.183385 nChanged 21 SP:Iteration 4Q (98.366128 sec): 3 clusters Score: Raw -59571.451814 + Penalty 1861.186152 = -57710.265662 nChanged 13 SP:Iteration 5Q (98.367379 sec): 3 clusters Score: Raw -59590.033090 + Penalty 1861.305324 = -57728.727766 nChanged 7 SP:Iteration 6Q (98.368629 sec): 3 clusters Score: Raw -59596.077900 + Penalty 1861.496870 = -57734.581030 nChanged 7 SP:Iteration 7Q (98.369889 sec): 3 clusters Score: Raw -59604.189736 + Penalty 1861.731422 = -57742.458314 nChanged 8 SP:Iteration 8Q (98.371135 sec): 3 clusters Score: Raw -59608.503618 + Penalty 1861.763199 = -57746.740419 nChanged 5 SP:Iteration 9Q (98.372376 sec): 3 clusters Score: Raw -59610.452172 + Penalty 1861.809571 = -57748.642601 nChanged 3 SP:Iteration 10F (98.373653 sec): 3 clusters Score: Raw -59613.955121 + Penalty 1861.906070 = -57752.049050 nChanged 3 SP:Iteration 11Q (98.374897 sec): 3 clusters Score: Raw -59617.631240 + Penalty 1861.962062 = -57755.669177 nChanged 3 SP:Iteration 12Q (98.376143 sec): 3 clusters Score: Raw -59621.051067 + Penalty 1861.895507 = -57759.155561 nChanged 3 SP:Iteration 13Q (98.377368 sec): 3 clusters Score: Raw -59623.099333 + Penalty 1861.889036 = -57761.210297 nChanged 1 SP:Iteration 14Q (98.378591 sec): 3 clusters Score: Raw -59623.444066 + Penalty 1861.889036 = -57761.555029 nChanged 0 SP:Iteration 15F (98.379872 sec): 3 clusters Score: Raw -59623.444066 + Penalty 1861.889036 = -57761.555029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 22 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.381502 sec): 2 clusters Score: Raw -36152.986191 + Penalty 865.983638 = -35287.002553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.382446 sec): 3 clusters Score: Raw -36062.885395 + Penalty 1726.097696 = -34336.787699 nChanged 88 SP:Iteration 1F (98.383377 sec): 3 clusters Score: Raw -36195.701460 + Penalty 1720.819373 = -34474.882086 nChanged 28 SP:Iteration 2F (98.384304 sec): 3 clusters Score: Raw -36228.113663 + Penalty 1717.730554 = -34510.383109 nChanged 9 SP:Iteration 3Q (98.385195 sec): 3 clusters Score: Raw -36247.167627 + Penalty 1717.420440 = -34529.747187 nChanged 3 SP:Iteration 4Q (98.386070 sec): 3 clusters Score: Raw -36251.372366 + Penalty 1716.788405 = -34534.583961 nChanged 2 SP:Iteration 5Q (98.386929 sec): 3 clusters Score: Raw -36253.129372 + Penalty 1716.308446 = -34536.820927 nChanged 1 SP:Iteration 6Q (98.387815 sec): 3 clusters Score: Raw -36254.624090 + Penalty 1715.746406 = -34538.877684 nChanged 2 SP:Iteration 7Q (98.388698 sec): 3 clusters Score: Raw -36257.395229 + Penalty 1715.746406 = -34541.648823 nChanged 0 SP:Iteration 8F (98.389635 sec): 3 clusters Score: Raw -36257.395229 + Penalty 1715.746406 = -34541.648823 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 25 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.393746 sec): 2 clusters Score: Raw -98001.924542 + Penalty 507.963108 = -97493.961434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.396081 sec): 3 clusters Score: Raw -97363.722900 + Penalty 1037.749454 = -96325.973446 nChanged 432 SP:Iteration 1F (98.398251 sec): 3 clusters Score: Raw -97656.432987 + Penalty 1070.078253 = -96586.354734 nChanged 149 SP:Iteration 2F (98.400361 sec): 3 clusters Score: Raw -97801.119046 + Penalty 1099.085666 = -96702.033380 nChanged 94 SP:Iteration 3F (98.402424 sec): 3 clusters Score: Raw -97899.257607 + Penalty 1149.084625 = -96750.172982 nChanged 55 SP:Iteration 4F (98.404503 sec): 3 clusters Score: Raw -97960.963683 + Penalty 1192.834155 = -96768.129528 nChanged 35 SP:Iteration 5Q (98.406582 sec): 3 clusters Score: Raw -97994.689716 + Penalty 1219.629029 = -96775.060687 nChanged 15 SP:Iteration 6Q (98.408602 sec): 3 clusters Score: Raw -98008.305483 + Penalty 1234.556092 = -96773.749391 nChanged 9 SP:Iteration 7F (98.410798 sec): 3 clusters Score: Raw -98020.163385 + Penalty 1252.131544 = -96768.031841 nChanged 4 SP:Iteration 8F (98.413035 sec): 3 clusters Score: Raw -98025.088409 + Penalty 1252.131544 = -96772.956865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 26 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.417143 sec): 2 clusters Score: Raw -83656.215006 + Penalty 1002.832123 = -82653.382883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.418896 sec): 3 clusters Score: Raw -83331.653393 + Penalty 2006.946620 = -81324.706773 nChanged 238 SP:Iteration 1F (98.420555 sec): 3 clusters Score: Raw -83490.231371 + Penalty 2007.963480 = -81482.267890 nChanged 72 SP:Iteration 2F (98.422219 sec): 3 clusters Score: Raw -83573.259044 + Penalty 2009.270631 = -81563.988413 nChanged 49 SP:Iteration 3F (98.423935 sec): 3 clusters Score: Raw -83630.625632 + Penalty 2011.070324 = -81619.555308 nChanged 41 SP:Iteration 4Q (98.425660 sec): 3 clusters Score: Raw -83677.138909 + Penalty 2014.418065 = -81662.720844 nChanged 43 SP:Iteration 5F (98.427328 sec): 3 clusters Score: Raw -83724.111135 + Penalty 2020.187109 = -81703.924026 nChanged 34 SP:Iteration 6Q (98.428938 sec): 3 clusters Score: Raw -83770.907591 + Penalty 2026.470765 = -81744.436826 nChanged 33 SP:Iteration 7Q (98.430574 sec): 3 clusters Score: Raw -83826.806208 + Penalty 2029.794630 = -81797.011578 nChanged 31 SP:Iteration 8Q (98.432192 sec): 3 clusters Score: Raw -83867.256592 + Penalty 2032.496597 = -81834.759995 nChanged 17 SP:Iteration 9Q (98.433776 sec): 3 clusters Score: Raw -83886.723764 + Penalty 2034.630399 = -81852.093366 nChanged 15 SP:Iteration 10F (98.435427 sec): 3 clusters Score: Raw -83901.738647 + Penalty 2036.351465 = -81865.387181 nChanged 10 SP:Iteration 11Q (98.436979 sec): 3 clusters Score: Raw -83915.488449 + Penalty 2037.835431 = -81877.653018 nChanged 8 SP:Iteration 12Q (98.438508 sec): 3 clusters Score: Raw -83926.760226 + Penalty 2039.576205 = -81887.184021 nChanged 10 SP:Iteration 13Q (98.440022 sec): 3 clusters Score: Raw -83938.686161 + Penalty 2040.314506 = -81898.371655 nChanged 4 SP:Iteration 14Q (98.441528 sec): 3 clusters Score: Raw -83942.587095 + Penalty 2040.476633 = -81902.110462 nChanged 2 SP:Iteration 15Q (98.443058 sec): 3 clusters Score: Raw -83945.075740 + Penalty 2040.780389 = -81904.295351 nChanged 1 SP:Iteration 16Q (98.444595 sec): 3 clusters Score: Raw -83945.715881 + Penalty 2041.303033 = -81904.412848 nChanged 1 SP:Iteration 17Q (98.446119 sec): 3 clusters Score: Raw -83946.448968 + Penalty 2041.303033 = -81905.145936 nChanged 0 SP:Iteration 18F (98.447756 sec): 3 clusters Score: Raw -83946.448968 + Penalty 2041.303033 = -81905.145936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 31 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.449518 sec): 2 clusters Score: Raw -20075.163561 + Penalty 431.091564 = -19644.071996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.450246 sec): 3 clusters Score: Raw -19997.703284 + Penalty 862.263680 = -19135.439604 nChanged 61 SP:Iteration 1F (98.450930 sec): 3 clusters Score: Raw -20056.315967 + Penalty 869.556162 = -19186.759806 nChanged 23 SP:Iteration 2F (98.451611 sec): 3 clusters Score: Raw -20085.397898 + Penalty 875.281111 = -19210.116787 nChanged 11 SP:Iteration 3Q (98.452282 sec): 3 clusters Score: Raw -20103.223622 + Penalty 888.637219 = -19214.586403 nChanged 12 SP:Iteration 4Q (98.452961 sec): 3 clusters Score: Raw -20121.073194 + Penalty 904.740433 = -19216.332760 nChanged 13 SP:Iteration 5Q (98.453624 sec): 3 clusters Score: Raw -20142.833841 + Penalty 922.517953 = -19220.315887 nChanged 9 SP:Iteration 6Q (98.454282 sec): 3 clusters Score: Raw -20156.211697 + Penalty 934.695004 = -19221.516693 nChanged 8 SP:Iteration 7Q (98.454927 sec): 3 clusters Score: Raw -20165.821096 + Penalty 943.442498 = -19222.378597 nChanged 7 SP:Iteration 8Q (98.455563 sec): 3 clusters Score: Raw -20178.402755 + Penalty 948.739776 = -19229.662979 nChanged 4 SP:Iteration 9Q (98.456194 sec): 3 clusters Score: Raw -20185.400617 + Penalty 967.224252 = -19218.176365 nChanged 6 SP:Iteration 10F (98.456872 sec): 3 clusters Score: Raw -20197.991648 + Penalty 964.898156 = -19233.093492 nChanged 1 SP:Iteration 11Q (98.457490 sec): 3 clusters Score: Raw -20198.968272 + Penalty 964.898156 = -19234.070116 nChanged 0 SP:Iteration 12F (98.458168 sec): 3 clusters Score: Raw -20198.968272 + Penalty 964.898156 = -19234.070116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 34 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.460859 sec): 2 clusters Score: Raw -42471.035871 + Penalty 129.118832 = -42341.917039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.461962 sec): 3 clusters Score: Raw -42200.062748 + Penalty 258.884641 = -41941.178107 nChanged 205 SP:Iteration 1F (98.462959 sec): 3 clusters Score: Raw -42377.598219 + Penalty 258.917761 = -42118.680458 nChanged 39 SP:Iteration 2F (98.463958 sec): 3 clusters Score: Raw -42399.082999 + Penalty 259.174187 = -42139.908812 nChanged 13 SP:Iteration 3Q (98.464961 sec): 3 clusters Score: Raw -42406.360096 + Penalty 259.401783 = -42146.958313 nChanged 8 SP:Iteration 4Q (98.465954 sec): 3 clusters Score: Raw -42409.688735 + Penalty 259.442372 = -42150.246363 nChanged 8 SP:Iteration 5Q (98.466915 sec): 3 clusters Score: Raw -42411.816216 + Penalty 259.518896 = -42152.297320 nChanged 2 SP:Iteration 6Q (98.467898 sec): 3 clusters Score: Raw -42412.586981 + Penalty 259.644130 = -42152.942851 nChanged 3 SP:Iteration 7Q (98.468881 sec): 3 clusters Score: Raw -42412.906821 + Penalty 259.644130 = -42153.262691 nChanged 0 SP:Iteration 8F (98.469876 sec): 3 clusters Score: Raw -42412.906821 + Penalty 259.644130 = -42153.262691 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 37 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.472776 sec): 2 clusters Score: Raw -70030.900578 + Penalty 1067.504234 = -68963.396344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.474317 sec): 3 clusters Score: Raw -69806.772240 + Penalty 2134.965472 = -67671.806768 nChanged 190 SP:Iteration 1F (98.475813 sec): 3 clusters Score: Raw -70019.967194 + Penalty 2134.983434 = -67884.983760 nChanged 53 SP:Iteration 2F (98.477306 sec): 3 clusters Score: Raw -70108.305864 + Penalty 2134.985612 = -67973.320253 nChanged 31 SP:Iteration 3Q (98.478728 sec): 3 clusters Score: Raw -70150.088867 + Penalty 2134.958870 = -68015.129997 nChanged 16 SP:Iteration 4Q (98.480183 sec): 3 clusters Score: Raw -70169.534139 + Penalty 2134.972773 = -68034.561365 nChanged 11 SP:Iteration 5Q (98.481730 sec): 3 clusters Score: Raw -70182.085564 + Penalty 2135.037962 = -68047.047603 nChanged 8 SP:Iteration 6Q (98.483242 sec): 3 clusters Score: Raw -70191.353285 + Penalty 2135.030754 = -68056.322531 nChanged 6 SP:Iteration 7Q (98.484756 sec): 3 clusters Score: Raw -70197.562388 + Penalty 2135.108516 = -68062.453872 nChanged 4 SP:Iteration 8Q (98.486179 sec): 3 clusters Score: Raw -70203.443692 + Penalty 2135.111199 = -68068.332493 nChanged 3 SP:Iteration 9Q (98.487598 sec): 3 clusters Score: Raw -70205.098738 + Penalty 2135.111199 = -68069.987539 nChanged 0 SP:Iteration 10F (98.489051 sec): 3 clusters Score: Raw -70205.098738 + Penalty 2135.111199 = -68069.987539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 39 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.490990 sec): 2 clusters Score: Raw -45742.041112 + Penalty 445.498220 = -45296.542892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.492107 sec): 3 clusters Score: Raw -45473.932852 + Penalty 898.062930 = -44575.869922 nChanged 191 SP:Iteration 1F (98.493219 sec): 3 clusters Score: Raw -45641.365739 + Penalty 907.636426 = -44733.729312 nChanged 52 SP:Iteration 2F (98.494322 sec): 3 clusters Score: Raw -45707.497796 + Penalty 918.906002 = -44788.591794 nChanged 35 SP:Iteration 3F (98.495419 sec): 3 clusters Score: Raw -45762.100054 + Penalty 938.370531 = -44823.729524 nChanged 22 SP:Iteration 4Q (98.496501 sec): 3 clusters Score: Raw -45782.625878 + Penalty 942.587652 = -44840.038226 nChanged 8 SP:Iteration 5Q (98.497536 sec): 3 clusters Score: Raw -45793.136899 + Penalty 951.409709 = -44841.727190 nChanged 4 SP:Iteration 6Q (98.498564 sec): 3 clusters Score: Raw -45797.741518 + Penalty 958.889667 = -44838.851851 nChanged 3 SP:Iteration 7F (98.499662 sec): 3 clusters Score: Raw -45802.641142 + Penalty 958.889667 = -44843.751474 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 62 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.502727 sec): 2 clusters Score: Raw -84854.361508 + Penalty 796.256950 = -84058.104558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.504596 sec): 3 clusters Score: Raw -84407.162922 + Penalty 1596.142297 = -82811.020625 nChanged 304 SP:Iteration 1F (98.506411 sec): 3 clusters Score: Raw -84606.848637 + Penalty 1599.748101 = -83007.100536 nChanged 91 SP:Iteration 2F (98.508229 sec): 3 clusters Score: Raw -84693.047240 + Penalty 1607.202525 = -83085.844715 nChanged 77 SP:Iteration 3F (98.510063 sec): 3 clusters Score: Raw -84768.423460 + Penalty 1619.710836 = -83148.712624 nChanged 50 SP:Iteration 4F (98.511873 sec): 3 clusters Score: Raw -84815.568614 + Penalty 1628.872976 = -83186.695638 nChanged 41 SP:Iteration 5Q (98.513798 sec): 3 clusters Score: Raw -84852.735578 + Penalty 1635.137694 = -83217.597884 nChanged 26 SP:Iteration 6Q (98.515665 sec): 3 clusters Score: Raw -84875.648014 + Penalty 1642.739820 = -83232.908194 nChanged 16 SP:Iteration 7Q (98.517422 sec): 3 clusters Score: Raw -84890.742232 + Penalty 1644.337948 = -83246.404284 nChanged 3 SP:Iteration 8Q (98.519098 sec): 3 clusters Score: Raw -84893.354851 + Penalty 1648.939087 = -83244.415764 nChanged 5 SP:Iteration 9F (98.520871 sec): 3 clusters Score: Raw -84896.736344 + Penalty 1652.058013 = -83244.678331 nChanged 8 SP:Iteration 10F (98.522646 sec): 3 clusters Score: Raw -84907.753247 + Penalty 1654.267858 = -83253.485389 nChanged 5 SP:Iteration 11Q (98.524291 sec): 3 clusters Score: Raw -84913.890876 + Penalty 1659.047295 = -83254.843581 nChanged 5 SP:Iteration 12Q (98.525976 sec): 3 clusters Score: Raw -84918.183238 + Penalty 1661.910296 = -83256.272942 nChanged 3 SP:Iteration 13Q (98.527636 sec): 3 clusters Score: Raw -84922.102265 + Penalty 1662.649800 = -83259.452465 nChanged 4 SP:Iteration 14Q (98.529253 sec): 3 clusters Score: Raw -84925.516785 + Penalty 1663.496300 = -83262.020485 nChanged 2 SP:Iteration 15Q (98.530930 sec): 3 clusters Score: Raw -84926.404453 + Penalty 1663.496300 = -83262.908153 nChanged 0 SP:Iteration 16F (98.532789 sec): 3 clusters Score: Raw -84926.404453 + Penalty 1663.496300 = -83262.908153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 101 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.537108 sec): 2 clusters Score: Raw -107835.549016 + Penalty 874.677534 = -106960.871482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.539391 sec): 3 clusters Score: Raw -107207.044888 + Penalty 1749.124235 = -105457.920654 nChanged 402 SP:Iteration 1F (98.541743 sec): 3 clusters Score: Raw -107519.745525 + Penalty 1750.109034 = -105769.636491 nChanged 146 SP:Iteration 2F (98.543989 sec): 3 clusters Score: Raw -107683.187896 + Penalty 1751.512348 = -105931.675548 nChanged 93 SP:Iteration 3F (98.546246 sec): 3 clusters Score: Raw -107774.415693 + Penalty 1750.157149 = -106024.258544 nChanged 58 SP:Iteration 4Q (98.548585 sec): 3 clusters Score: Raw -107821.555795 + Penalty 1746.400632 = -106075.155163 nChanged 45 SP:Iteration 5Q (98.550853 sec): 3 clusters Score: Raw -107866.437618 + Penalty 1744.823844 = -106121.613774 nChanged 25 SP:Iteration 6Q (98.552987 sec): 3 clusters Score: Raw -107897.284446 + Penalty 1744.046269 = -106153.238178 nChanged 16 SP:Iteration 7Q (98.555061 sec): 3 clusters Score: Raw -107909.847567 + Penalty 1745.160234 = -106164.687333 nChanged 6 SP:Iteration 8Q (98.557118 sec): 3 clusters Score: Raw -107914.858495 + Penalty 1746.383601 = -106168.474895 nChanged 6 SP:Iteration 9Q (98.559168 sec): 3 clusters Score: Raw -107917.616857 + Penalty 1746.364792 = -106171.252065 nChanged 4 SP:Iteration 10F (98.561352 sec): 3 clusters Score: Raw -107919.355391 + Penalty 1747.559117 = -106171.796274 nChanged 6 SP:Iteration 11Q (98.563397 sec): 3 clusters Score: Raw -107923.664984 + Penalty 1746.054347 = -106177.610636 nChanged 6 SP:Iteration 12Q (98.565453 sec): 3 clusters Score: Raw -107928.889852 + Penalty 1745.450643 = -106183.439208 nChanged 2 SP:Iteration 13Q (98.567484 sec): 3 clusters Score: Raw -107929.983514 + Penalty 1745.450643 = -106184.532871 nChanged 0 SP:Iteration 14F (98.569677 sec): 3 clusters Score: Raw -107929.983514 + Penalty 1745.450643 = -106184.532871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 106 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.572330 sec): 2 clusters Score: Raw -49738.299304 + Penalty 737.941153 = -49000.358151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.573506 sec): 3 clusters Score: Raw -49482.586710 + Penalty 1477.894716 = -48004.691994 nChanged 168 SP:Iteration 1F (98.574679 sec): 3 clusters Score: Raw -49612.077223 + Penalty 1487.980351 = -48124.096873 nChanged 64 SP:Iteration 2F (98.575829 sec): 3 clusters Score: Raw -49672.963869 + Penalty 1503.983600 = -48168.980269 nChanged 38 SP:Iteration 3F (98.576980 sec): 3 clusters Score: Raw -49716.564464 + Penalty 1522.019860 = -48194.544604 nChanged 36 SP:Iteration 4F (98.578131 sec): 3 clusters Score: Raw -49753.121950 + Penalty 1532.165338 = -48220.956612 nChanged 13 SP:Iteration 5Q (98.579275 sec): 3 clusters Score: Raw -49766.512353 + Penalty 1544.185085 = -48222.327268 nChanged 13 SP:Iteration 6Q (98.580505 sec): 3 clusters Score: Raw -49780.191202 + Penalty 1552.628308 = -48227.562894 nChanged 8 SP:Iteration 7Q (98.581704 sec): 3 clusters Score: Raw -49797.626938 + Penalty 1558.183643 = -48239.443295 nChanged 3 SP:Iteration 8Q (98.582899 sec): 3 clusters Score: Raw -49803.106787 + Penalty 1560.874920 = -48242.231866 nChanged 3 SP:Iteration 9Q (98.584080 sec): 3 clusters Score: Raw -49809.324506 + Penalty 1563.244741 = -48246.079765 nChanged 6 SP:Iteration 10F (98.585242 sec): 3 clusters Score: Raw -49816.422266 + Penalty 1568.072336 = -48248.349930 nChanged 6 SP:Iteration 11Q (98.586348 sec): 3 clusters Score: Raw -49822.799666 + Penalty 1568.434072 = -48254.365594 nChanged 1 SP:Iteration 12Q (98.587447 sec): 3 clusters Score: Raw -49823.674583 + Penalty 1568.434072 = -48255.240511 nChanged 0 SP:Iteration 13F (98.588597 sec): 3 clusters Score: Raw -49823.674583 + Penalty 1568.434072 = -48255.240511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.589563 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.589754 sec): 2 clusters Score: Raw -77.002376 + Penalty 0.000000 = -77.002376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 208 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.590576 sec): 2 clusters Score: Raw -1734.656212 + Penalty 49.706476 = -1684.949737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.590835 sec): 3 clusters Score: Raw -1763.507397 + Penalty 100.527984 = -1662.979413 nChanged 5 SP:Iteration 1F (98.591088 sec): 3 clusters Score: Raw -1780.381938 + Penalty 100.527984 = -1679.853954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.31 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.591826 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.592008 sec): 2 clusters Score: Raw -77.002375 + Penalty 0.000000 = -77.002375 nChanged 0 Time taken for this iteration:97.674469 seconds. 300->24 Clusters: Score -2732597.936412, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 221 (time per iteration =446.299439 ms) Total iterations: 2988 (time per iteration =33.009430 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6479308125.000000 (time per metric unit =15.222640ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 161982703125.000000 (time per metric unit=608.905606ps) That took 98.632176 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 19 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.24 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26537 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 26537 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 211 (1 points): Lose 4.905024 but Gain 1584.969641 Iteration 0F (3.780064 sec): 240 clusters Score: Raw -2175447.703248 + Penalty 241375.484325 = -1934072.218923 nChanged 6048 Deleting Class 124 (2 points): Lose 17.497065 but Gain 1574.696358 Iteration 1F (6.497014 sec): 222 clusters Score: Raw -2188976.482884 + Penalty 231910.070430 = -1957066.412454 nChanged 1961 Deleting Class 141 (3 points): Lose 23.054691 but Gain 1539.843429 Iteration 2F (9.120760 sec): 215 clusters Score: Raw -2192047.061484 + Penalty 222550.168752 = -1969496.892732 nChanged 1397 Deleting Class 219 (2 points): Lose 17.777723 but Gain 1515.421408 Iteration 3F (11.630195 sec): 207 clusters Score: Raw -2193671.142137 + Penalty 216020.945836 = -1977650.196301 nChanged 1300 Deleting Class 178 (6 points): Lose 41.513992 but Gain 1538.683607 Iteration 4Q (11.956853 sec): 201 clusters Score: Raw -2194886.678894 + Penalty 213989.232811 = -1980897.446083 nChanged 1272 Deleting Class 196 (3 points): Lose 15.424482 but Gain 1505.998447 Iteration 5Q (12.273543 sec): 200 clusters Score: Raw -2196007.111646 + Penalty 211652.307721 = -1984354.803925 nChanged 1290 Deleting Class 117 (5 points): Lose 44.052141 but Gain 1519.337278 Iteration 6Q (12.592993 sec): 198 clusters Score: Raw -2196999.452120 + Penalty 209382.824277 = -1987616.627843 nChanged 1319 Deleting Class 223 (5 points): Lose 33.525373 but Gain 1504.910653 Iteration 7Q (12.896039 sec): 196 clusters Score: Raw -2197894.058899 + Penalty 208194.040770 = -1989700.018129 nChanged 1236 Deleting Class 183 (6 points): Lose 54.505967 but Gain 1524.024911 Iteration 8Q (13.187627 sec): 195 clusters Score: Raw -2198652.463069 + Penalty 206899.648369 = -1991752.814700 nChanged 1120 Deleting Class 112 (6 points): Lose 43.588257 but Gain 1477.731903 Iteration 9Q (13.470426 sec): 194 clusters Score: Raw -2199281.981989 + Penalty 204187.546580 = -1995094.435410 nChanged 913 Deleting Class 189 (11 points): Lose 109.307565 but Gain 1540.258154 Iteration 10F (15.830086 sec): 192 clusters Score: Raw -2199711.024477 + Penalty 203116.709947 = -1996594.314530 nChanged 757 Deleting Class 188 (3 points): Lose 30.412298 but Gain 1440.184878 Iteration 11Q (16.056627 sec): 191 clusters Score: Raw -2200162.620915 + Penalty 201096.216350 = -1999066.404564 nChanged 543 Deleting Class 132 (28 points): Lose 208.803154 but Gain 1607.185630 Iteration 12Q (16.259936 sec): 189 clusters Score: Raw -2200222.062401 + Penalty 199920.730503 = -2000301.331898 nChanged 476 Deleting Class 156 (2 points): Lose 4.348507 but Gain 1401.826394 Iteration 13Q (16.452707 sec): 188 clusters Score: Raw -2200516.217278 + Penalty 198376.695940 = -2002139.521338 nChanged 352 Deleting Class 118 (13 points): Lose 98.748064 but Gain 1491.438936 Iteration 14Q (16.631448 sec): 187 clusters Score: Raw -2200607.761766 + Penalty 194843.095460 = -2005764.666307 nChanged 293 Deleting Class 231 (4 points): Lose 39.928865 but Gain 1430.115511 Iteration 15Q (16.804536 sec): 184 clusters Score: Raw -2200761.303823 + Penalty 193469.807700 = -2007291.496122 nChanged 215 Deleting Class 170 (6 points): Lose 34.945466 but Gain 1424.988127 Iteration 16Q (16.968155 sec): 183 clusters Score: Raw -2200865.803557 + Penalty 192197.748302 = -2008668.055255 nChanged 175 Deleting Class 69 (15 points): Lose 100.415093 but Gain 1488.500097 Iteration 17Q (17.125738 sec): 182 clusters Score: Raw -2200881.631168 + Penalty 191048.918069 = -2009832.713099 nChanged 127 Deleting Class 50 (2 points): Lose 7.400869 but Gain 1394.803641 Iteration 18Q (17.279109 sec): 181 clusters Score: Raw -2200980.112355 + Penalty 188479.760912 = -2012500.351443 nChanged 99 Deleting Class 191 (19 points): Lose 125.962585 but Gain 1502.987611 Iteration 19Q (17.428478 sec): 179 clusters Score: Raw -2200954.474149 + Penalty 187233.460477 = -2013721.013672 nChanged 106 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2200954.474149 + Penalty 187233.460477 = -2013721.013672Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.520083 sec): 2 clusters Score: Raw -5035.274136 + Penalty 229.185811 = -4806.088325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.520405 sec): 3 clusters Score: Raw -5006.833593 + Penalty 459.239836 = -4547.593757 nChanged 6 SP:Iteration 1F (17.520710 sec): 3 clusters Score: Raw -5012.873835 + Penalty 463.308324 = -4549.565511 nChanged 3 SP:Iteration 2F (17.521015 sec): 3 clusters Score: Raw -5016.227711 + Penalty 467.499988 = -4548.727723 nChanged 3 SP:Iteration 3F (17.521320 sec): 3 clusters Score: Raw -5019.394320 + Penalty 467.502988 = -4551.891332 nChanged 1 SP:Iteration 4Q (17.521627 sec): 3 clusters Score: Raw -5020.272498 + Penalty 474.613364 = -4545.659135 nChanged 2 SP:Iteration 5F (17.521953 sec): 3 clusters Score: Raw -5021.836712 + Penalty 482.710778 = -4539.125933 nChanged 2 SP:Iteration 6F (17.522258 sec): 3 clusters Score: Raw -5022.652840 + Penalty 480.527105 = -4542.125735 nChanged 1 SP:Iteration 7Q (17.522562 sec): 3 clusters Score: Raw -5023.102795 + Penalty 487.585378 = -4535.517416 nChanged 2 SP:Iteration 8F (17.522865 sec): 3 clusters Score: Raw -5024.659926 + Penalty 497.186418 = -4527.473508 nChanged 2 SP:Iteration 9F (17.523168 sec): 3 clusters Score: Raw -5024.590630 + Penalty 495.783907 = -4528.806722 nChanged 1 SP:Iteration 10F (17.523473 sec): 3 clusters Score: Raw -5025.095121 + Penalty 505.954192 = -4519.140929 nChanged 1 SP:Iteration 11F (17.523776 sec): 3 clusters Score: Raw -5025.904467 + Penalty 508.474579 = -4517.429888 nChanged 1 SP:Iteration 12F (17.524080 sec): 3 clusters Score: Raw -5027.495139 + Penalty 508.395929 = -4519.099209 nChanged 2 SP:Iteration 13Q (17.524382 sec): 3 clusters Score: Raw -5029.881130 + Penalty 504.565763 = -4525.315366 nChanged 1 SP:Iteration 14Q (17.524679 sec): 3 clusters Score: Raw -5030.544355 + Penalty 485.451645 = -4545.092710 nChanged 1 SP:Iteration 15Q (17.524970 sec): 3 clusters Score: Raw -5029.896258 + Penalty 485.451645 = -4544.444613 nChanged 0 SP:Iteration 16F (17.525273 sec): 3 clusters Score: Raw -5029.896258 + Penalty 485.451645 = -4544.444613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.525802 sec): 2 clusters Score: Raw -1830.887438 + Penalty 294.348851 = -1536.538587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.526073 sec): 3 clusters Score: Raw -1824.081312 + Penalty 582.264086 = -1241.817226 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.567618 sec): 2 clusters Score: Raw -803528.945624 + Penalty 94.179657 = -803434.765967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.586350 sec): 3 clusters Score: Raw -797030.169600 + Penalty 188.307259 = -796841.862341 nChanged 4690 SP:Iteration 1F (17.603888 sec): 3 clusters Score: Raw -800220.259281 + Penalty 187.851458 = -800032.407823 nChanged 829 SP:Iteration 2F (17.621368 sec): 3 clusters Score: Raw -800832.694705 + Penalty 186.908028 = -800645.786678 nChanged 751 SP:Iteration 3F (17.638843 sec): 3 clusters Score: Raw -801443.483203 + Penalty 185.854752 = -801257.628451 nChanged 668 SP:Iteration 4F (17.655926 sec): 3 clusters Score: Raw -801964.077087 + Penalty 185.518439 = -801778.558648 nChanged 548 SP:Iteration 5F (17.673434 sec): 3 clusters Score: Raw -802308.427327 + Penalty 185.558691 = -802122.868636 nChanged 367 SP:Iteration 6Q (17.690696 sec): 3 clusters Score: Raw -802462.505617 + Penalty 185.488519 = -802277.017099 nChanged 226 SP:Iteration 7Q (17.707854 sec): 3 clusters Score: Raw -802522.971366 + Penalty 185.657025 = -802337.314341 nChanged 134 SP:Iteration 8Q (17.724882 sec): 3 clusters Score: Raw -802541.548009 + Penalty 185.856042 = -802355.691967 nChanged 72 SP:Iteration 9Q (17.741763 sec): 3 clusters Score: Raw -802548.714956 + Penalty 185.703773 = -802363.011183 nChanged 43 SP:Iteration 10F (17.758940 sec): 3 clusters Score: Raw -802550.501021 + Penalty 185.684463 = -802364.816558 nChanged 21 SP:Iteration 11Q (17.776046 sec): 3 clusters Score: Raw -802551.350200 + Penalty 185.672603 = -802365.677596 nChanged 23 SP:Iteration 12Q (17.792703 sec): 3 clusters Score: Raw -802552.836878 + Penalty 185.628495 = -802367.208383 nChanged 22 SP:Iteration 13Q (17.809566 sec): 3 clusters Score: Raw -802554.727844 + Penalty 185.691189 = -802369.036655 nChanged 32 SP:Iteration 14Q (17.826080 sec): 3 clusters Score: Raw -802556.838541 + Penalty 185.658431 = -802371.180110 nChanged 22 SP:Iteration 15Q (17.842960 sec): 3 clusters Score: Raw -802558.131308 + Penalty 185.704133 = -802372.427175 nChanged 28 SP:Iteration 16Q (17.859387 sec): 3 clusters Score: Raw -802560.343189 + Penalty 185.711560 = -802374.631629 nChanged 23 SP:Iteration 17Q (17.876118 sec): 3 clusters Score: Raw -802561.551629 + Penalty 185.717984 = -802375.833644 nChanged 23 SP:Iteration 18Q (17.892681 sec): 3 clusters Score: Raw -802562.638510 + Penalty 185.681105 = -802376.957406 nChanged 20 SP:Iteration 19Q (17.909495 sec): 3 clusters Score: Raw -802563.300856 + Penalty 185.695802 = -802377.605054 nChanged 17 SP:Iteration 20F (17.926688 sec): 3 clusters Score: Raw -802563.857806 + Penalty 185.703335 = -802378.154471 nChanged 15 SP:Iteration 21Q (17.943623 sec): 3 clusters Score: Raw -802564.261590 + Penalty 185.582686 = -802378.678904 nChanged 12 SP:Iteration 22Q (17.959861 sec): 3 clusters Score: Raw -802564.508938 + Penalty 185.556185 = -802378.952752 nChanged 7 SP:Iteration 23Q (17.976450 sec): 3 clusters Score: Raw -802564.584669 + Penalty 185.551639 = -802379.033029 nChanged 6 SP:Iteration 24Q (17.993274 sec): 3 clusters Score: Raw -802564.674128 + Penalty 185.572421 = -802379.101707 nChanged 8 SP:Iteration 25Q (18.010041 sec): 3 clusters Score: Raw -802564.842394 + Penalty 185.598860 = -802379.243534 nChanged 12 SP:Iteration 26Q (18.026868 sec): 3 clusters Score: Raw -802565.143240 + Penalty 185.587374 = -802379.555866 nChanged 15 SP:Iteration 27Q (18.043600 sec): 3 clusters Score: Raw -802565.729719 + Penalty 185.511555 = -802380.218165 nChanged 30 SP:Iteration 28Q (18.059898 sec): 3 clusters Score: Raw -802567.509545 + Penalty 185.423138 = -802382.086407 nChanged 34 SP:Iteration 29Q (18.076648 sec): 3 clusters Score: Raw -802569.763185 + Penalty 185.388138 = -802384.375047 nChanged 37 SP:Iteration 30F (18.094193 sec): 3 clusters Score: Raw -802572.080327 + Penalty 185.316229 = -802386.764097 nChanged 33 SP:Iteration 31Q (18.110862 sec): 3 clusters Score: Raw -802573.807250 + Penalty 185.243141 = -802388.564109 nChanged 29 SP:Iteration 32Q (18.127016 sec): 3 clusters Score: Raw -802575.847553 + Penalty 185.283355 = -802390.564198 nChanged 37 SP:Iteration 33Q (18.143766 sec): 3 clusters Score: Raw -802578.903916 + Penalty 185.304061 = -802393.599855 nChanged 33 SP:Iteration 34Q (18.159836 sec): 3 clusters Score: Raw -802581.415620 + Penalty 185.139580 = -802396.276039 nChanged 40 SP:Iteration 35Q (18.177076 sec): 3 clusters Score: Raw -802584.611763 + Penalty 184.954131 = -802399.657633 nChanged 39 SP:Iteration 36Q (18.194111 sec): 3 clusters Score: Raw -802587.670682 + Penalty 184.962001 = -802402.708681 nChanged 39 SP:Iteration 37Q (18.210765 sec): 3 clusters Score: Raw -802590.783703 + Penalty 185.048834 = -802405.734869 nChanged 40 SP:Iteration 38Q (18.226971 sec): 3 clusters Score: Raw -802594.317257 + Penalty 185.019824 = -802409.297433 nChanged 41 SP:Iteration 39Q (18.243421 sec): 3 clusters Score: Raw -802597.958772 + Penalty 184.987681 = -802412.971092 nChanged 38 SP:Iteration 40F (18.260492 sec): 3 clusters Score: Raw -802601.831747 + Penalty 185.081912 = -802416.749835 nChanged 29 SP:Iteration 41Q (18.276481 sec): 3 clusters Score: Raw -802604.215597 + Penalty 185.254385 = -802418.961212 nChanged 30 SP:Iteration 42Q (18.292855 sec): 3 clusters Score: Raw -802607.014773 + Penalty 185.385519 = -802421.629254 nChanged 29 SP:Iteration 43Q (18.309241 sec): 3 clusters Score: Raw -802609.466535 + Penalty 185.366394 = -802424.100141 nChanged 40 SP:Iteration 44Q (18.325185 sec): 3 clusters Score: Raw -802614.285282 + Penalty 185.397574 = -802428.887707 nChanged 50 SP:Iteration 45Q (18.341710 sec): 3 clusters Score: Raw -802620.787619 + Penalty 185.182040 = -802435.605580 nChanged 49 SP:Iteration 46Q (18.357834 sec): 3 clusters Score: Raw -802626.360647 + Penalty 185.523906 = -802440.836740 nChanged 46 SP:Iteration 47Q (18.374042 sec): 3 clusters Score: Raw -802631.459206 + Penalty 185.490552 = -802445.968654 nChanged 32 SP:Iteration 48Q (18.389967 sec): 3 clusters Score: Raw -802634.883342 + Penalty 185.278669 = -802449.604673 nChanged 31 SP:Iteration 49Q (18.406416 sec): 3 clusters Score: Raw -802637.848334 + Penalty 185.541440 = -802452.306895 nChanged 45 SP:Iteration 50F (18.423502 sec): 3 clusters Score: Raw -802642.755905 + Penalty 185.857892 = -802456.898013 nChanged 47 SP:Iteration 51Q (18.439620 sec): 3 clusters Score: Raw -802646.912335 + Penalty 185.644441 = -802461.267893 nChanged 39 SP:Iteration 52Q (18.455280 sec): 3 clusters Score: Raw -802650.804946 + Penalty 185.693317 = -802465.111630 nChanged 47 SP:Iteration 53Q (18.471036 sec): 3 clusters Score: Raw -802657.720354 + Penalty 185.755918 = -802471.964437 nChanged 76 SP:Iteration 54Q (18.486762 sec): 3 clusters Score: Raw -802671.426218 + Penalty 185.564734 = -802485.861485 nChanged 74 SP:Iteration 55Q (18.502881 sec): 3 clusters Score: Raw -802683.070943 + Penalty 186.024713 = -802497.046230 nChanged 88 SP:Iteration 56Q (18.518551 sec): 3 clusters Score: Raw -802700.665509 + Penalty 185.876674 = -802514.788835 nChanged 99 SP:Iteration 57Q (18.533810 sec): 3 clusters Score: Raw -802723.465547 + Penalty 186.258864 = -802537.206683 nChanged 112 SP:Iteration 58Q (18.549335 sec): 3 clusters Score: Raw -802754.622700 + Penalty 186.515879 = -802568.106821 nChanged 114 SP:Iteration 59Q (18.564531 sec): 3 clusters Score: Raw -802787.313452 + Penalty 186.841750 = -802600.471701 nChanged 108 SP:Iteration 60F (18.582053 sec): 3 clusters Score: Raw -802815.342869 + Penalty 187.117483 = -802628.225386 nChanged 103 SP:Iteration 61Q (18.596988 sec): 3 clusters Score: Raw -802843.616091 + Penalty 187.472378 = -802656.143713 nChanged 103 SP:Iteration 62Q (18.612584 sec): 3 clusters Score: Raw -802874.258127 + Penalty 187.490526 = -802686.767601 nChanged 104 SP:Iteration 63Q (18.627462 sec): 3 clusters Score: Raw -802905.276989 + Penalty 187.861106 = -802717.415883 nChanged 111 SP:Iteration 64Q (18.642611 sec): 3 clusters Score: Raw -802946.284929 + Penalty 187.923435 = -802758.361494 nChanged 120 SP:Iteration 65Q (18.657261 sec): 3 clusters Score: Raw -802991.582988 + Penalty 186.183388 = -802805.399600 nChanged 121 SP:Iteration 66Q (18.671814 sec): 3 clusters Score: Raw -803039.357532 + Penalty 186.804773 = -802852.552759 nChanged 105 SP:Iteration 67Q (18.686109 sec): 3 clusters Score: Raw -803082.225741 + Penalty 185.971050 = -802896.254692 nChanged 122 SP:Iteration 68Q (18.700406 sec): 3 clusters Score: Raw -803137.819608 + Penalty 186.571071 = -802951.248537 nChanged 123 SP:Iteration 69Q (18.714872 sec): 3 clusters Score: Raw -803197.516357 + Penalty 186.617269 = -803010.899088 nChanged 118 SP:Iteration 70F (18.731825 sec): 3 clusters Score: Raw -803253.789899 + Penalty 186.146422 = -803067.643478 nChanged 100 SP:Iteration 71Q (18.746179 sec): 3 clusters Score: Raw -803306.051160 + Penalty 185.748290 = -803120.302870 nChanged 94 SP:Iteration 72Q (18.760070 sec): 3 clusters Score: Raw -803368.372937 + Penalty 190.697576 = -803177.675361 nChanged 78 SP:Iteration 73Q (18.774240 sec): 3 clusters Score: Raw -803447.484714 + Penalty 179.208936 = -803268.275777 nChanged 45 SP:Iteration 74Q (18.787698 sec): 3 clusters Score: Raw -803478.175039 + Penalty 177.337422 = -803300.837617 nChanged 27 SP:Iteration 75Q (18.801239 sec): 3 clusters Score: Raw -803491.753480 + Penalty 176.108630 = -803315.644850 nChanged 20 SP:Iteration 76Q (18.815115 sec): 3 clusters Score: Raw -803499.123069 + Penalty 178.894150 = -803320.228919 nChanged 14 SP:Iteration 77Q (18.828546 sec): 3 clusters Score: Raw -803503.322156 + Penalty 182.581454 = -803320.740702 nChanged 14 SP:Iteration 78Q (18.842095 sec): 3 clusters Score: Raw -803507.103723 + Penalty 185.643529 = -803321.460195 nChanged 10 SP:Iteration 79Q (18.855791 sec): 3 clusters Score: Raw -803509.018485 + Penalty 182.226286 = -803326.792199 nChanged 4 SP:Iteration 80F (18.873264 sec): 3 clusters Score: Raw -803509.538390 + Penalty 181.989253 = -803327.549137 nChanged 3 SP:Iteration 81Q (18.886542 sec): 3 clusters Score: Raw -803509.703281 + Penalty 183.695525 = -803326.007756 nChanged 3 SP:Iteration 82F (18.903675 sec): 3 clusters Score: Raw -803509.837002 + Penalty 186.729912 = -803323.107091 nChanged 5 SP:Iteration 83F (18.921049 sec): 3 clusters Score: Raw -803510.875900 + Penalty 187.733033 = -803323.142867 nChanged 2 SP:Iteration 84Q (18.934348 sec): 3 clusters Score: Raw -803511.089143 + Penalty 188.461506 = -803322.627637 nChanged 1 SP:Iteration 85F (18.951867 sec): 3 clusters Score: Raw -803510.967293 + Penalty 188.461506 = -803322.505787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.956756 sec): 2 clusters Score: Raw -1556.653879 + Penalty 24.401413 = -1532.252466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.956980 sec): 3 clusters Score: Raw -1559.151256 + Penalty 49.072189 = -1510.079067 nChanged 1 SP:Iteration 1Q (18.957187 sec): 3 clusters Score: Raw -1559.693844 + Penalty 49.072189 = -1510.621655 nChanged 0 SP:Iteration 2F (18.957391 sec): 3 clusters Score: Raw -1559.693844 + Penalty 49.072189 = -1510.621655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.958805 sec): 2 clusters Score: Raw -30419.836558 + Penalty 347.590545 = -30072.246012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.959637 sec): 3 clusters Score: Raw -30269.508380 + Penalty 695.631917 = -29573.876462 nChanged 111 SP:Iteration 1F (18.960459 sec): 3 clusters Score: Raw -30353.959499 + Penalty 696.544264 = -29657.415236 nChanged 32 SP:Iteration 2F (18.961278 sec): 3 clusters Score: Raw -30378.907773 + Penalty 696.315531 = -29682.592242 nChanged 13 SP:Iteration 3Q (18.962098 sec): 3 clusters Score: Raw -30388.772057 + Penalty 696.964815 = -29691.807242 nChanged 6 SP:Iteration 4Q (18.962870 sec): 3 clusters Score: Raw -30394.582559 + Penalty 697.028744 = -29697.553815 nChanged 7 SP:Iteration 5Q (18.963643 sec): 3 clusters Score: Raw -30398.776576 + Penalty 696.920339 = -29701.856237 nChanged 4 SP:Iteration 6Q (18.964414 sec): 3 clusters Score: Raw -30400.652916 + Penalty 696.692570 = -29703.960346 nChanged 2 SP:Iteration 7Q (18.965180 sec): 3 clusters Score: Raw -30402.137038 + Penalty 696.675620 = -29705.461418 nChanged 4 SP:Iteration 8Q (18.965946 sec): 3 clusters Score: Raw -30405.526766 + Penalty 696.335873 = -29709.190894 nChanged 4 SP:Iteration 9Q (18.966719 sec): 3 clusters Score: Raw -30407.734583 + Penalty 695.804057 = -29711.930526 nChanged 3 SP:Iteration 10F (18.967504 sec): 3 clusters Score: Raw -30409.463803 + Penalty 694.964119 = -29714.499684 nChanged 6 SP:Iteration 11Q (18.968275 sec): 3 clusters Score: Raw -30415.563758 + Penalty 694.613267 = -29720.950491 nChanged 4 SP:Iteration 12Q (18.969043 sec): 3 clusters Score: Raw -30419.288507 + Penalty 694.098725 = -29725.189783 nChanged 3 SP:Iteration 13Q (18.969860 sec): 3 clusters Score: Raw -30420.157351 + Penalty 693.568892 = -29726.588459 nChanged 3 SP:Iteration 14Q (18.970659 sec): 3 clusters Score: Raw -30420.764135 + Penalty 693.434750 = -29727.329385 nChanged 2 SP:Iteration 15Q (18.971453 sec): 3 clusters Score: Raw -30421.111566 + Penalty 693.434750 = -29727.676816 nChanged 0 SP:Iteration 16F (18.972269 sec): 3 clusters Score: Raw -30421.111566 + Penalty 693.434750 = -29727.676816 nChanged 0 Memory request: 0.06 GB would take us to total of 0.30 GB. Trying to split cluster 6 (12482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.026123 sec): 2 clusters Score: Raw -1048767.553343 + Penalty 296.965810 = -1048470.587533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.050082 sec): 3 clusters Score: Raw -1040314.647967 + Penalty 755.988198 = -1039558.659769 nChanged 5994 SP:Iteration 1F (19.072668 sec): 3 clusters Score: Raw -1046561.155275 + Penalty 936.915864 = -1045624.239411 nChanged 1433 SP:Iteration 2F (19.095183 sec): 3 clusters Score: Raw -1048081.328516 + Penalty 1014.431461 = -1047066.897055 nChanged 397 SP:Iteration 3Q (19.116105 sec): 3 clusters Score: Raw -1048429.164511 + Penalty 1058.878917 = -1047370.285594 nChanged 210 SP:Iteration 4Q (19.135234 sec): 3 clusters Score: Raw -1048613.693821 + Penalty 1090.222419 = -1047523.471402 nChanged 111 SP:Iteration 5Q (19.154540 sec): 3 clusters Score: Raw -1048712.601397 + Penalty 1102.177074 = -1047610.424323 nChanged 41 SP:Iteration 6Q (19.173664 sec): 3 clusters Score: Raw -1048747.334888 + Penalty 1109.903046 = -1047637.431842 nChanged 13 SP:Iteration 7Q (19.193080 sec): 3 clusters Score: Raw -1048758.638672 + Penalty 1108.259188 = -1047650.379484 nChanged 3 SP:Iteration 8Q (19.211234 sec): 3 clusters Score: Raw -1048761.216237 + Penalty 1105.444364 = -1047655.771874 nChanged 1 SP:Iteration 9Q (19.229120 sec): 3 clusters Score: Raw -1048762.720345 + Penalty 1104.107712 = -1047658.612633 nChanged 1 SP:Iteration 10F (19.252101 sec): 3 clusters Score: Raw -1048764.979525 + Penalty 1104.107712 = -1047660.871813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.259418 sec): 2 clusters Score: Raw -8420.643632 + Penalty 214.649333 = -8205.994299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.259803 sec): 3 clusters Score: Raw -8365.207899 + Penalty 429.298667 = -7935.909232 nChanged 21 SP:Iteration 1F (19.260177 sec): 3 clusters Score: Raw -8382.872598 + Penalty 427.943548 = -7954.929051 nChanged 6 SP:Iteration 2F (19.260554 sec): 3 clusters Score: Raw -8388.285850 + Penalty 424.064390 = -7964.221460 nChanged 4 SP:Iteration 3Q (19.260954 sec): 3 clusters Score: Raw -8393.086138 + Penalty 420.690880 = -7972.395258 nChanged 2 SP:Iteration 4Q (19.261323 sec): 3 clusters Score: Raw -8394.779811 + Penalty 418.409536 = -7976.370275 nChanged 3 SP:Iteration 5Q (19.261691 sec): 3 clusters Score: Raw -8395.870573 + Penalty 415.560184 = -7980.310388 nChanged 3 SP:Iteration 6Q (19.262062 sec): 3 clusters Score: Raw -8395.679917 + Penalty 413.146527 = -7982.533390 nChanged 2 SP:Iteration 7Q (19.262434 sec): 3 clusters Score: Raw -8396.295251 + Penalty 416.591574 = -7979.703677 nChanged 3 SP:Iteration 8F (19.262807 sec): 3 clusters Score: Raw -8398.638376 + Penalty 417.062566 = -7981.575809 nChanged 2 SP:Iteration 9Q (19.263179 sec): 3 clusters Score: Raw -8399.179012 + Penalty 418.260013 = -7980.918999 nChanged 1 SP:Iteration 10F (19.263551 sec): 3 clusters Score: Raw -8399.475996 + Penalty 418.260013 = -7981.215983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.265332 sec): 2 clusters Score: Raw -18351.117543 + Penalty 477.260379 = -17873.857164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.265899 sec): 3 clusters Score: Raw -18253.453566 + Penalty 954.695771 = -17298.757796 nChanged 44 SP:Iteration 1F (19.266446 sec): 3 clusters Score: Raw -18283.724394 + Penalty 955.609793 = -17328.114601 nChanged 14 SP:Iteration 2F (19.266991 sec): 3 clusters Score: Raw -18295.948046 + Penalty 957.902269 = -17338.045778 nChanged 11 SP:Iteration 3F (19.267536 sec): 3 clusters Score: Raw -18303.676317 + Penalty 960.138654 = -17343.537663 nChanged 8 SP:Iteration 4Q (19.268083 sec): 3 clusters Score: Raw -18312.778175 + Penalty 961.741785 = -17351.036390 nChanged 4 SP:Iteration 5Q (19.268630 sec): 3 clusters Score: Raw -18315.418436 + Penalty 964.626391 = -17350.792046 nChanged 3 SP:Iteration 6F (19.269237 sec): 3 clusters Score: Raw -18319.315488 + Penalty 970.368920 = -17348.946567 nChanged 7 SP:Iteration 7F (19.269807 sec): 3 clusters Score: Raw -18325.978890 + Penalty 975.622290 = -17350.356600 nChanged 8 SP:Iteration 8Q (19.270382 sec): 3 clusters Score: Raw -18336.730508 + Penalty 983.720545 = -17353.009963 nChanged 7 SP:Iteration 9Q (19.270948 sec): 3 clusters Score: Raw -18345.266735 + Penalty 991.092393 = -17354.174342 nChanged 4 SP:Iteration 10F (19.271507 sec): 3 clusters Score: Raw -18349.478666 + Penalty 997.437081 = -17352.041585 nChanged 4 SP:Iteration 11F (19.272066 sec): 3 clusters Score: Raw -18354.334406 + Penalty 999.304521 = -17355.029885 nChanged 2 SP:Iteration 12Q (19.272614 sec): 3 clusters Score: Raw -18357.390440 + Penalty 999.304521 = -17358.085919 nChanged 0 SP:Iteration 13F (19.273173 sec): 3 clusters Score: Raw -18357.390440 + Penalty 999.304521 = -17358.085919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.274561 sec): 2 clusters Score: Raw -11142.362134 + Penalty 382.550315 = -10759.811819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.274990 sec): 3 clusters Score: Raw -11094.846208 + Penalty 758.115319 = -10336.730889 nChanged 24 SP:Iteration 1F (19.275412 sec): 3 clusters Score: Raw -11115.506489 + Penalty 757.965836 = -10357.540653 nChanged 11 SP:Iteration 2F (19.275833 sec): 3 clusters Score: Raw -11132.177956 + Penalty 757.734818 = -10374.443138 nChanged 7 SP:Iteration 3F (19.276253 sec): 3 clusters Score: Raw -11141.346933 + Penalty 759.301918 = -10382.045015 nChanged 2 SP:Iteration 4Q (19.276666 sec): 3 clusters Score: Raw -11141.690591 + Penalty 761.272657 = -10380.417934 nChanged 3 SP:Iteration 5F (19.277086 sec): 3 clusters Score: Raw -11143.459708 + Penalty 761.858702 = -10381.601005 nChanged 2 SP:Iteration 6Q (19.277498 sec): 3 clusters Score: Raw -11143.972989 + Penalty 761.858702 = -10382.114287 nChanged 0 SP:Iteration 7F (19.277918 sec): 3 clusters Score: Raw -11143.972989 + Penalty 761.858702 = -10382.114287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 10 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.278445 sec): 2 clusters Score: Raw -829.721975 + Penalty 220.931546 = -608.790430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.278675 sec): 3 clusters Score: Raw -826.245715 + Penalty 437.613631 = -388.632085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.279968 sec): 2 clusters Score: Raw -29742.913245 + Penalty 564.118697 = -29178.794547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.280730 sec): 3 clusters Score: Raw -29614.896626 + Penalty 1115.697351 = -28499.199275 nChanged 85 SP:Iteration 1F (19.281480 sec): 3 clusters Score: Raw -29690.171949 + Penalty 1107.992580 = -28582.179369 nChanged 26 SP:Iteration 2F (19.282228 sec): 3 clusters Score: Raw -29716.689212 + Penalty 1106.110352 = -28610.578860 nChanged 11 SP:Iteration 3Q (19.282969 sec): 3 clusters Score: Raw -29729.285436 + Penalty 1102.834786 = -28626.450649 nChanged 6 SP:Iteration 4Q (19.283711 sec): 3 clusters Score: Raw -29734.712130 + Penalty 1103.343086 = -28631.369044 nChanged 1 SP:Iteration 5Q (19.284446 sec): 3 clusters Score: Raw -29735.383703 + Penalty 1103.204039 = -28632.179664 nChanged 1 SP:Iteration 6Q (19.285182 sec): 3 clusters Score: Raw -29735.558438 + Penalty 1102.533861 = -28633.024577 nChanged 1 SP:Iteration 7Q (19.285918 sec): 3 clusters Score: Raw -29736.068411 + Penalty 1102.229899 = -28633.838512 nChanged 1 SP:Iteration 8Q (19.286654 sec): 3 clusters Score: Raw -29737.167411 + Penalty 1102.229899 = -28634.937512 nChanged 0 SP:Iteration 9F (19.287406 sec): 3 clusters Score: Raw -29737.167411 + Penalty 1102.229899 = -28634.937512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.287913 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.288151 sec): 3 clusters Score: Raw -1320.546759 + Penalty 435.800452 = -884.746307 nChanged 2 SP:Iteration 1F (19.288388 sec): 3 clusters Score: Raw -1326.292931 + Penalty 199.387588 = -1126.905343 nChanged 2 SP:Iteration 2F (19.288595 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.289183 sec): 2 clusters Score: Raw -4656.032910 + Penalty 262.485500 = -4393.547410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.289487 sec): 3 clusters Score: Raw -4652.664227 + Penalty 522.975060 = -4129.689167 nChanged 5 SP:Iteration 1F (19.289789 sec): 3 clusters Score: Raw -4665.478251 + Penalty 522.594578 = -4142.883673 nChanged 1 SP:Iteration 2Q (19.290085 sec): 3 clusters Score: Raw -4667.775512 + Penalty 522.594578 = -4145.180934 nChanged 0 SP:Iteration 3F (19.290383 sec): 3 clusters Score: Raw -4667.775512 + Penalty 522.594578 = -4145.180934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.291545 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.292227 sec): 3 clusters Score: Raw -24496.211988 + Penalty 127.893199 = -24368.318789 nChanged 124 SP:Iteration 1F (19.292910 sec): 3 clusters Score: Raw -24608.055640 + Penalty 125.177000 = -24482.878640 nChanged 42 SP:Iteration 2F (19.293575 sec): 3 clusters Score: Raw -24662.874030 + Penalty 67.955837 = -24594.918193 nChanged 11 SP:Iteration 3Q (19.294156 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 SP:Iteration 4F (19.294715 sec): 2 clusters Score: Raw -24675.708564 + Penalty 67.955837 = -24607.752727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.295211 sec): 2 clusters Score: Raw -817.117645 + Penalty 106.199552 = -710.918093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.295436 sec): 3 clusters Score: Raw -834.051162 + Penalty 204.231652 = -629.819509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.296040 sec): 2 clusters Score: Raw -5173.280916 + Penalty 395.427313 = -4777.853603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.296350 sec): 3 clusters Score: Raw -5172.070166 + Penalty 791.153272 = -4380.916894 nChanged 1 SP:Iteration 1Q (19.296651 sec): 3 clusters Score: Raw -5173.696749 + Penalty 791.153272 = -4382.543477 nChanged 0 SP:Iteration 2F (19.296955 sec): 3 clusters Score: Raw -5173.696749 + Penalty 791.153272 = -4382.543477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.297441 sec): 2 clusters Score: Raw -1126.633523 + Penalty 227.982004 = -898.651519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.297669 sec): 3 clusters Score: Raw -1119.341407 + Penalty 442.429208 = -676.912199 nChanged 1 SP:Iteration 1F (19.297892 sec): 3 clusters Score: Raw -1120.607642 + Penalty 227.982004 = -892.625637 nChanged 1 SP:Iteration 2F (19.298095 sec): 2 clusters Score: Raw -1126.633523 + Penalty 227.982004 = -898.651519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.298575 sec): 2 clusters Score: Raw -807.020918 + Penalty 208.412454 = -598.608464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.298797 sec): 3 clusters Score: Raw -816.477351 + Penalty 420.156089 = -396.321262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299298 sec): 2 clusters Score: Raw -1900.844260 + Penalty 414.417768 = -1486.426492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.299540 sec): 3 clusters Score: Raw -1920.185266 + Penalty 829.613669 = -1090.571597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299988 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.300179 sec): 3 clusters Score: Raw -249.210824 + Penalty 60.423676 = -188.787148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.300739 sec): 2 clusters Score: Raw -4055.835272 + Penalty 411.876372 = -3643.958900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.301024 sec): 3 clusters Score: Raw -4067.674703 + Penalty 825.648411 = -3242.026292 nChanged 2 SP:Iteration 1Q (19.301300 sec): 3 clusters Score: Raw -4073.519414 + Penalty 825.648411 = -3247.871004 nChanged 0 SP:Iteration 2F (19.301589 sec): 3 clusters Score: Raw -4073.519414 + Penalty 825.648411 = -3247.871004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.302116 sec): 2 clusters Score: Raw -2016.398919 + Penalty 298.153935 = -1718.244984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.302386 sec): 3 clusters Score: Raw -2022.470274 + Penalty 595.135503 = -1427.334771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.303152 sec): 2 clusters Score: Raw -10814.125254 + Penalty 498.442786 = -10315.682469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.303568 sec): 3 clusters Score: Raw -10778.767468 + Penalty 1003.580831 = -9775.186637 nChanged 14 SP:Iteration 1F (19.303977 sec): 3 clusters Score: Raw -10799.341505 + Penalty 1009.377681 = -9789.963824 nChanged 8 SP:Iteration 2F (19.304386 sec): 3 clusters Score: Raw -10809.299350 + Penalty 1014.953088 = -9794.346262 nChanged 3 SP:Iteration 3Q (19.304793 sec): 3 clusters Score: Raw -10811.365161 + Penalty 1014.953088 = -9796.412073 nChanged 0 SP:Iteration 4F (19.305202 sec): 3 clusters Score: Raw -10811.365161 + Penalty 1014.953088 = -9796.412073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.305733 sec): 2 clusters Score: Raw -2774.764940 + Penalty 354.464947 = -2420.299993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.305997 sec): 3 clusters Score: Raw -2769.066564 + Penalty 708.685648 = -2060.380916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.306487 sec): 2 clusters Score: Raw -1398.231960 + Penalty 336.408552 = -1061.823409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.306718 sec): 3 clusters Score: Raw -1388.031146 + Penalty 671.709846 = -716.321300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.307227 sec): 2 clusters Score: Raw -2143.290833 + Penalty 340.399858 = -1802.890975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.307476 sec): 3 clusters Score: Raw -2172.326620 + Penalty 682.459143 = -1489.867477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.307945 sec): 2 clusters Score: Raw -600.890627 + Penalty 218.827180 = -382.063447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308159 sec): 3 clusters Score: Raw -590.487580 + Penalty 394.927531 = -195.560049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.308670 sec): 2 clusters Score: Raw -1918.900649 + Penalty 245.095161 = -1673.805487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308916 sec): 3 clusters Score: Raw -1926.037605 + Penalty 496.938784 = -1429.098821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.309562 sec): 2 clusters Score: Raw -7350.787874 + Penalty 678.186448 = -6672.601426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.309903 sec): 3 clusters Score: Raw -7421.550451 + Penalty 1356.089333 = -6065.461118 nChanged 3 SP:Iteration 1Q (19.310225 sec): 3 clusters Score: Raw -7431.391342 + Penalty 1356.252959 = -6075.138382 nChanged 1 SP:Iteration 2Q (19.310544 sec): 3 clusters Score: Raw -7435.056812 + Penalty 1356.370052 = -6078.686760 nChanged 2 SP:Iteration 3Q (19.310862 sec): 3 clusters Score: Raw -7442.201952 + Penalty 1356.370052 = -6085.831900 nChanged 0 SP:Iteration 4F (19.311194 sec): 3 clusters Score: Raw -7442.201952 + Penalty 1356.370052 = -6085.831900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.311686 sec): 2 clusters Score: Raw -753.994273 + Penalty 220.886782 = -533.107490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.311907 sec): 3 clusters Score: Raw -746.900406 + Penalty 415.316750 = -331.583656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.313327 sec): 2 clusters Score: Raw -19787.305061 + Penalty 844.423668 = -18942.881393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.313901 sec): 3 clusters Score: Raw -19832.790376 + Penalty 1689.179809 = -18143.610567 nChanged 33 SP:Iteration 1F (19.314492 sec): 3 clusters Score: Raw -19926.621668 + Penalty 1689.528431 = -18237.093238 nChanged 8 SP:Iteration 2Q (19.315048 sec): 3 clusters Score: Raw -19955.953044 + Penalty 1689.372113 = -18266.580931 nChanged 2 SP:Iteration 3Q (19.315591 sec): 3 clusters Score: Raw -19961.622690 + Penalty 1689.462571 = -18272.160119 nChanged 4 SP:Iteration 4Q (19.316135 sec): 3 clusters Score: Raw -19982.289873 + Penalty 1689.650284 = -18292.639588 nChanged 1 SP:Iteration 5Q (19.316676 sec): 3 clusters Score: Raw -19983.798819 + Penalty 1689.650284 = -18294.148534 nChanged 0 SP:Iteration 6F (19.317253 sec): 3 clusters Score: Raw -19983.798819 + Penalty 1689.650284 = -18294.148534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.322113 sec): 2 clusters Score: Raw -23423.745334 + Penalty 432.731444 = -22991.013890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.322788 sec): 3 clusters Score: Raw -23309.102025 + Penalty 856.720397 = -22452.381628 nChanged 72 SP:Iteration 1F (19.323451 sec): 3 clusters Score: Raw -23370.293053 + Penalty 851.291022 = -22519.002031 nChanged 26 SP:Iteration 2F (19.324096 sec): 3 clusters Score: Raw -23389.513427 + Penalty 847.789211 = -22541.724216 nChanged 10 SP:Iteration 3Q (19.324737 sec): 3 clusters Score: Raw -23396.648356 + Penalty 847.004630 = -22549.643726 nChanged 7 SP:Iteration 4Q (19.325374 sec): 3 clusters Score: Raw -23407.140104 + Penalty 846.740605 = -22560.399499 nChanged 2 SP:Iteration 5Q (19.326006 sec): 3 clusters Score: Raw -23408.422723 + Penalty 846.661910 = -22561.760813 nChanged 1 SP:Iteration 6Q (19.326638 sec): 3 clusters Score: Raw -23408.907421 + Penalty 846.661910 = -22562.245511 nChanged 0 SP:Iteration 7F (19.327277 sec): 3 clusters Score: Raw -23408.907421 + Penalty 846.661910 = -22562.245511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.328300 sec): 2 clusters Score: Raw -1804.946681 + Penalty 293.217995 = -1511.728686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.328577 sec): 3 clusters Score: Raw -2092.197456 + Penalty 583.309516 = -1508.887939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.329349 sec): 2 clusters Score: Raw -1065.043492 + Penalty 291.203596 = -773.839896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.329576 sec): 3 clusters Score: Raw -1055.386141 + Penalty 605.409674 = -449.976467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.330343 sec): 2 clusters Score: Raw -923.849442 + Penalty 224.906687 = -698.942755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.330569 sec): 3 clusters Score: Raw -920.099476 + Penalty 449.813375 = -470.286102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.331400 sec): 2 clusters Score: Raw -1590.329432 + Penalty 356.436692 = -1233.892740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.331636 sec): 3 clusters Score: Raw -1585.279948 + Penalty 723.614923 = -861.665025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.332406 sec): 2 clusters Score: Raw -863.621897 + Penalty 214.432136 = -649.189761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.332629 sec): 3 clusters Score: Raw -854.215139 + Penalty 428.644337 = -425.570802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.333354 sec): 2 clusters Score: Raw -238.980756 + Penalty 21.171446 = -217.809310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.333545 sec): 3 clusters Score: Raw -244.712559 + Penalty 39.447455 = -205.265104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.334298 sec): 2 clusters Score: Raw -867.223639 + Penalty 246.035585 = -621.188055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.334521 sec): 3 clusters Score: Raw -856.849499 + Penalty 484.986371 = -371.863128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.335351 sec): 2 clusters Score: Raw -3241.121371 + Penalty 445.601485 = -2795.519885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.335622 sec): 3 clusters Score: Raw -3289.444644 + Penalty 893.975230 = -2395.469414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.336861 sec): 2 clusters Score: Raw -17612.152183 + Penalty 649.481302 = -16962.670882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.337405 sec): 3 clusters Score: Raw -17593.427726 + Penalty 1298.248064 = -16295.179662 nChanged 24 SP:Iteration 1F (19.337933 sec): 3 clusters Score: Raw -17647.430577 + Penalty 1297.992489 = -16349.438088 nChanged 7 SP:Iteration 2Q (19.338463 sec): 3 clusters Score: Raw -17657.671623 + Penalty 1297.957396 = -16359.714227 nChanged 5 SP:Iteration 3Q (19.338970 sec): 3 clusters Score: Raw -17664.928431 + Penalty 1297.421313 = -16367.507117 nChanged 3 SP:Iteration 4Q (19.339475 sec): 3 clusters Score: Raw -17667.654947 + Penalty 1296.818100 = -16370.836847 nChanged 1 SP:Iteration 5Q (19.339979 sec): 3 clusters Score: Raw -17668.766200 + Penalty 1296.320373 = -16372.445827 nChanged 1 SP:Iteration 6Q (19.340482 sec): 3 clusters Score: Raw -17669.672836 + Penalty 1296.320373 = -16373.352463 nChanged 0 SP:Iteration 7F (19.341001 sec): 3 clusters Score: Raw -17669.672836 + Penalty 1296.320373 = -16373.352463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.341862 sec): 2 clusters Score: Raw -1252.761322 + Penalty 289.698302 = -963.063020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.342092 sec): 3 clusters Score: Raw -1251.656810 + Penalty 578.556455 = -673.100354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.342847 sec): 2 clusters Score: Raw -688.426311 + Penalty 232.099244 = -456.327067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.343065 sec): 3 clusters Score: Raw -673.959942 + Penalty 461.659533 = -212.300410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.343823 sec): 2 clusters Score: Raw -289.469757 + Penalty 149.007229 = -140.462528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.344030 sec): 3 clusters Score: Raw -282.322506 + Penalty 287.319299 = 4.996793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.344824 sec): 2 clusters Score: Raw -2501.498344 + Penalty 346.460410 = -2155.037935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.345079 sec): 3 clusters Score: Raw -2500.298351 + Penalty 692.920819 = -1807.377532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.345843 sec): 2 clusters Score: Raw -1208.083414 + Penalty 268.452806 = -939.630609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.346072 sec): 3 clusters Score: Raw -1211.417365 + Penalty 535.786246 = -675.631118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.346832 sec): 2 clusters Score: Raw -1249.404237 + Penalty 363.827990 = -885.576247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.347060 sec): 3 clusters Score: Raw -1233.418359 + Penalty 727.655980 = -505.762379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.347974 sec): 2 clusters Score: Raw -6430.133851 + Penalty 365.075156 = -6065.058695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.348313 sec): 3 clusters Score: Raw -6426.222207 + Penalty 730.468208 = -5695.753999 nChanged 4 SP:Iteration 1F (19.348643 sec): 3 clusters Score: Raw -6434.019123 + Penalty 730.468208 = -5703.550915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.349439 sec): 2 clusters Score: Raw -1751.614361 + Penalty 263.131767 = -1488.482594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.349680 sec): 3 clusters Score: Raw -1745.555356 + Penalty 507.339942 = -1238.215414 nChanged 2 SP:Iteration 1F (19.349917 sec): 3 clusters Score: Raw -1747.355772 + Penalty 507.339942 = -1240.015830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.350654 sec): 2 clusters Score: Raw -391.467579 + Penalty 178.065677 = -213.401902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.350868 sec): 3 clusters Score: Raw -378.207007 + Penalty 356.131353 = -22.075654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.351640 sec): 2 clusters Score: Raw -1774.924824 + Penalty 392.086882 = -1382.837942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.351881 sec): 3 clusters Score: Raw -1785.011384 + Penalty 783.939052 = -1001.072332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.352663 sec): 2 clusters Score: Raw -1287.469101 + Penalty 323.028702 = -964.440399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.352894 sec): 3 clusters Score: Raw -1285.406382 + Penalty 644.856368 = -640.550014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.353662 sec): 2 clusters Score: Raw -735.937754 + Penalty 193.510785 = -542.426969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.353880 sec): 3 clusters Score: Raw -729.534334 + Penalty 383.090361 = -346.443973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.354621 sec): 2 clusters Score: Raw -270.173527 + Penalty 101.997821 = -168.175706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.354825 sec): 3 clusters Score: Raw -268.171363 + Penalty 225.803147 = -42.368216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.355810 sec): 2 clusters Score: Raw -9045.653417 + Penalty 646.829513 = -8398.823904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.356199 sec): 3 clusters Score: Raw -9117.201605 + Penalty 1294.113586 = -7823.088018 nChanged 9 SP:Iteration 1F (19.356581 sec): 3 clusters Score: Raw -9145.569393 + Penalty 1294.113586 = -7851.455807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.357446 sec): 2 clusters Score: Raw -3666.686186 + Penalty 513.607582 = -3153.078604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.357718 sec): 3 clusters Score: Raw -3695.018605 + Penalty 1031.932805 = -2663.085800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.358480 sec): 2 clusters Score: Raw -807.565753 + Penalty 287.628041 = -519.937712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.358702 sec): 3 clusters Score: Raw -791.471239 + Penalty 586.308931 = -205.162308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.359447 sec): 2 clusters Score: Raw -775.788136 + Penalty 244.417201 = -531.370935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.359667 sec): 3 clusters Score: Raw -766.020005 + Penalty 490.105617 = -275.914388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.360731 sec): 2 clusters Score: Raw -12125.184212 + Penalty 409.865462 = -11715.318751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.361174 sec): 3 clusters Score: Raw -12087.673273 + Penalty 794.996622 = -11292.676651 nChanged 21 SP:Iteration 1F (19.361612 sec): 3 clusters Score: Raw -12119.274109 + Penalty 790.852255 = -11328.421854 nChanged 8 SP:Iteration 2F (19.362048 sec): 3 clusters Score: Raw -12128.139509 + Penalty 788.071250 = -11340.068258 nChanged 5 SP:Iteration 3Q (19.362481 sec): 3 clusters Score: Raw -12137.084387 + Penalty 786.004119 = -11351.080267 nChanged 1 SP:Iteration 4Q (19.362909 sec): 3 clusters Score: Raw -12137.448254 + Penalty 786.004119 = -11351.444135 nChanged 0 SP:Iteration 5F (19.363345 sec): 3 clusters Score: Raw -12137.448254 + Penalty 786.004119 = -11351.444135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.364136 sec): 2 clusters Score: Raw -673.044288 + Penalty 220.267508 = -452.776779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.364354 sec): 3 clusters Score: Raw -661.703533 + Penalty 433.386798 = -228.316735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.365116 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.365333 sec): 3 clusters Score: Raw -562.662404 + Penalty 175.301718 = -387.360686 nChanged 1 SP:Iteration 1F (19.365528 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.366264 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.366447 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.367260 sec): 2 clusters Score: Raw -2553.396259 + Penalty 361.099451 = -2192.296808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.367520 sec): 3 clusters Score: Raw -2555.754822 + Penalty 726.326165 = -1829.428658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.368278 sec): 2 clusters Score: Raw -789.569745 + Penalty 276.399615 = -513.170130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.368499 sec): 3 clusters Score: Raw -781.366586 + Penalty 549.589404 = -231.777182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.369232 sec): 2 clusters Score: Raw -285.642483 + Penalty 120.296080 = -165.346403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.369426 sec): 2 clusters Score: Raw -285.642483 + Penalty 120.296080 = -165.346403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.370166 sec): 2 clusters Score: Raw -452.689003 + Penalty 144.294401 = -308.394602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.370381 sec): 3 clusters Score: Raw -449.827202 + Penalty 289.373378 = -160.453824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.371144 sec): 2 clusters Score: Raw -485.373834 + Penalty 183.115542 = -302.258292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.371358 sec): 3 clusters Score: Raw -472.292498 + Penalty 362.033135 = -110.259363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.372194 sec): 2 clusters Score: Raw -2960.329042 + Penalty 104.302703 = -2856.026338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.372490 sec): 3 clusters Score: Raw -3001.480815 + Penalty 207.988413 = -2793.492402 nChanged 6 SP:Iteration 1F (19.372778 sec): 3 clusters Score: Raw -3006.286895 + Penalty 209.217863 = -2797.069032 nChanged 1 SP:Iteration 2Q (19.373057 sec): 3 clusters Score: Raw -3006.843291 + Penalty 209.217863 = -2797.625428 nChanged 0 SP:Iteration 3F (19.373343 sec): 3 clusters Score: Raw -3006.843291 + Penalty 209.217863 = -2797.625428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.374095 sec): 2 clusters Score: Raw -382.446389 + Penalty 158.009955 = -224.436434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.374308 sec): 3 clusters Score: Raw -370.262956 + Penalty 316.019910 = -54.243047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.375102 sec): 2 clusters Score: Raw -845.313130 + Penalty 210.737073 = -634.576056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.375327 sec): 3 clusters Score: Raw -839.911061 + Penalty 414.998950 = -424.912112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.376136 sec): 2 clusters Score: Raw -2032.604648 + Penalty 264.088278 = -1768.516370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.376384 sec): 3 clusters Score: Raw -2034.794689 + Penalty 536.346540 = -1498.448149 nChanged 2 SP:Iteration 1F (19.376629 sec): 3 clusters Score: Raw -2039.436496 + Penalty 536.346540 = -1503.089957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.377384 sec): 2 clusters Score: Raw -937.737932 + Penalty 212.292851 = -725.445080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.377609 sec): 3 clusters Score: Raw -935.742598 + Penalty 424.585702 = -511.156896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.378358 sec): 2 clusters Score: Raw -643.492670 + Penalty 172.506595 = -470.986075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.378577 sec): 3 clusters Score: Raw -638.311868 + Penalty 346.345011 = -291.966856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.379319 sec): 2 clusters Score: Raw -666.479757 + Penalty 198.514211 = -467.965546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.379535 sec): 3 clusters Score: Raw -658.368428 + Penalty 432.723056 = -225.645372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.380273 sec): 2 clusters Score: Raw -574.923184 + Penalty 224.093239 = -350.829945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.380470 sec): 2 clusters Score: Raw -574.923184 + Penalty 224.093239 = -350.829945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.381203 sec): 2 clusters Score: Raw -376.002271 + Penalty 147.735651 = -228.266620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.381415 sec): 3 clusters Score: Raw -366.858117 + Penalty 299.102434 = -67.755683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.382138 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.382327 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.383114 sec): 2 clusters Score: Raw -2364.627592 + Penalty 333.704183 = -2030.923409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.383367 sec): 3 clusters Score: Raw -2366.026269 + Penalty 671.518500 = -1694.507769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.384118 sec): 2 clusters Score: Raw -745.614654 + Penalty 232.647787 = -512.966866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.384414 sec): 3 clusters Score: Raw -750.043570 + Penalty 465.295575 = -284.747995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.385157 sec): 2 clusters Score: Raw -364.778169 + Penalty 131.632844 = -233.145325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.385366 sec): 3 clusters Score: Raw -359.548851 + Penalty 299.242407 = -60.306443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.386199 sec): 2 clusters Score: Raw -4274.201839 + Penalty 581.562358 = -3692.639481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.386487 sec): 3 clusters Score: Raw -4396.546629 + Penalty 1161.768754 = -3234.777875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.387211 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.387391 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.388129 sec): 2 clusters Score: Raw -390.756836 + Penalty 174.628438 = -216.128397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.388343 sec): 3 clusters Score: Raw -378.247228 + Penalty 349.256877 = -28.990352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.389179 sec): 2 clusters Score: Raw -4186.125941 + Penalty 402.569684 = -3783.556257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.389469 sec): 3 clusters Score: Raw -4188.310668 + Penalty 799.650788 = -3388.659881 nChanged 2 SP:Iteration 1Q (19.389752 sec): 3 clusters Score: Raw -4191.245104 + Penalty 799.816731 = -3391.428372 nChanged 1 SP:Iteration 2Q (19.390032 sec): 3 clusters Score: Raw -4191.997710 + Penalty 799.816731 = -3392.180978 nChanged 0 SP:Iteration 3F (19.390315 sec): 3 clusters Score: Raw -4191.997710 + Penalty 799.816731 = -3392.180978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.391096 sec): 2 clusters Score: Raw -1588.534099 + Penalty 267.580433 = -1320.953666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.391333 sec): 3 clusters Score: Raw -1589.944029 + Penalty 537.292100 = -1052.651929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.392077 sec): 2 clusters Score: Raw -381.805003 + Penalty 156.088674 = -225.716329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.392289 sec): 3 clusters Score: Raw -369.716000 + Penalty 312.177348 = -57.538653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.393042 sec): 2 clusters Score: Raw -1099.953593 + Penalty 304.249030 = -795.704564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.393269 sec): 3 clusters Score: Raw -1095.172039 + Penalty 613.535527 = -481.636512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.394084 sec): 2 clusters Score: Raw -3146.344479 + Penalty 438.238491 = -2708.105988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.394369 sec): 3 clusters Score: Raw -3173.866043 + Penalty 876.314642 = -2297.551400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.395113 sec): 2 clusters Score: Raw -269.625677 + Penalty 87.618240 = -182.007437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.395320 sec): 3 clusters Score: Raw -262.702173 + Penalty 172.709274 = -89.992899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.396058 sec): 2 clusters Score: Raw -488.967719 + Penalty 197.473246 = -291.494474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.396271 sec): 3 clusters Score: Raw -479.351457 + Penalty 370.254725 = -109.096732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.397053 sec): 2 clusters Score: Raw -1590.461425 + Penalty 35.407870 = -1555.053555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.397287 sec): 3 clusters Score: Raw -1621.476267 + Penalty 86.173554 = -1535.302712 nChanged 7 SP:Iteration 1F (19.397518 sec): 3 clusters Score: Raw -1647.651778 + Penalty 79.182240 = -1568.469538 nChanged 1 SP:Iteration 2Q (19.397743 sec): 3 clusters Score: Raw -1657.193920 + Penalty 79.182240 = -1578.011680 nChanged 0 SP:Iteration 3F (19.397974 sec): 3 clusters Score: Raw -1657.193920 + Penalty 79.182240 = -1578.011680 nChanged 0 Score: Raw -2213998.308731 + Penalty 187377.715583 = -2026620.593148 Splitting cluster 98 changes total score from -2013721.013672 to -2026620.593148 So it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.537503 sec): 2 clusters Score: Raw -1111.098192 + Penalty 223.016390 = -888.081802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.537747 sec): 3 clusters Score: Raw -1104.545083 + Penalty 430.564727 = -673.980355 nChanged 1 SP:Iteration 1F (21.537976 sec): 3 clusters Score: Raw -1107.653762 + Penalty 223.016390 = -884.637372 nChanged 1 SP:Iteration 2F (21.538180 sec): 2 clusters Score: Raw -1111.098192 + Penalty 223.016390 = -888.081802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.538946 sec): 2 clusters Score: Raw -469.023385 + Penalty 165.153631 = -303.869753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.539160 sec): 3 clusters Score: Raw -459.416119 + Penalty 329.962198 = -129.453920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.539895 sec): 2 clusters Score: Raw -189.116945 + Penalty 89.968030 = -99.148915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.540105 sec): 3 clusters Score: Raw -179.031675 + Penalty 179.936061 = 0.904385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.540868 sec): 2 clusters Score: Raw -860.785534 + Penalty 346.957916 = -513.827618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.541098 sec): 3 clusters Score: Raw -1051.148847 + Penalty 692.267711 = -358.881136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.541850 sec): 2 clusters Score: Raw -570.010860 + Penalty 216.759357 = -353.251503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.542096 sec): 3 clusters Score: Raw -564.896764 + Penalty 453.201436 = -111.695328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.542833 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.543016 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.543812 sec): 2 clusters Score: Raw -2583.521282 + Penalty 227.333026 = -2356.188256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.544072 sec): 3 clusters Score: Raw -2572.304681 + Penalty 456.836712 = -2115.467969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.544885 sec): 2 clusters Score: Raw -3120.591739 + Penalty 417.268133 = -2703.323606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.545152 sec): 3 clusters Score: Raw -3150.201192 + Penalty 832.348537 = -2317.852655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.545901 sec): 2 clusters Score: Raw -632.495168 + Penalty 291.948805 = -340.546363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.546120 sec): 3 clusters Score: Raw -667.829931 + Penalty 579.111854 = -88.718077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.546917 sec): 2 clusters Score: Raw -2691.811488 + Penalty 499.822777 = -2191.988711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.547175 sec): 3 clusters Score: Raw -2743.419832 + Penalty 1005.343744 = -1738.076088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.547930 sec): 2 clusters Score: Raw -981.014311 + Penalty 294.161113 = -686.853198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.548155 sec): 3 clusters Score: Raw -973.934056 + Penalty 592.551973 = -381.382083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.548900 sec): 2 clusters Score: Raw -785.137714 + Penalty 225.918712 = -559.219003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.549123 sec): 3 clusters Score: Raw -771.781584 + Penalty 436.978611 = -334.802973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.549974 sec): 2 clusters Score: Raw -4348.809730 + Penalty 492.445177 = -3856.364554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.550264 sec): 3 clusters Score: Raw -4375.903019 + Penalty 985.293834 = -3390.609185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.551023 sec): 2 clusters Score: Raw -927.172367 + Penalty 239.292102 = -687.880264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.551248 sec): 3 clusters Score: Raw -923.500847 + Penalty 475.545192 = -447.955655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.552012 sec): 2 clusters Score: Raw -1464.841964 + Penalty 269.158961 = -1195.683003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.552262 sec): 3 clusters Score: Raw -1466.962401 + Penalty 538.317922 = -928.644479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.552997 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.553191 sec): 3 clusters Score: Raw -164.804482 + Penalty 33.919174 = -130.885308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.553937 sec): 2 clusters Score: Raw -811.370143 + Penalty 272.353480 = -539.016663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.554158 sec): 3 clusters Score: Raw -792.664542 + Penalty 545.696850 = -246.967692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.554931 sec): 2 clusters Score: Raw -1607.770569 + Penalty 317.354375 = -1290.416194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.555169 sec): 3 clusters Score: Raw -1614.808503 + Penalty 633.291807 = -981.516696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.555913 sec): 2 clusters Score: Raw -695.063012 + Penalty 252.997979 = -442.065033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.556131 sec): 3 clusters Score: Raw -681.717877 + Penalty 515.034913 = -166.682964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.556882 sec): 2 clusters Score: Raw -956.240086 + Penalty 239.408175 = -716.831911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.557108 sec): 3 clusters Score: Raw -948.719108 + Penalty 478.816349 = -469.902758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.557885 sec): 2 clusters Score: Raw -1428.398427 + Penalty 356.811828 = -1071.586599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.558118 sec): 3 clusters Score: Raw -1413.557748 + Penalty 707.924280 = -705.633468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.558853 sec): 2 clusters Score: Raw -260.581012 + Penalty 71.586157 = -188.994855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.559058 sec): 3 clusters Score: Raw -261.384780 + Penalty 151.508061 = -109.876719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.559812 sec): 2 clusters Score: Raw -1047.930490 + Penalty 278.003642 = -769.926847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.560038 sec): 3 clusters Score: Raw -1046.383098 + Penalty 561.907025 = -484.476073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.560804 sec): 2 clusters Score: Raw -1467.012524 + Penalty 347.769365 = -1119.243159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.561038 sec): 3 clusters Score: Raw -1465.302726 + Penalty 700.428764 = -764.873962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.561776 sec): 2 clusters Score: Raw -463.194759 + Penalty 154.797900 = -308.396859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.562004 sec): 3 clusters Score: Raw -455.861803 + Penalty 304.762982 = -151.098821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.562745 sec): 2 clusters Score: Raw -488.427570 + Penalty 213.362037 = -275.065534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.562943 sec): 2 clusters Score: Raw -488.427570 + Penalty 213.362037 = -275.065534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.563681 sec): 2 clusters Score: Raw -374.583962 + Penalty 130.325018 = -244.258943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.563892 sec): 3 clusters Score: Raw -365.144265 + Penalty 256.130254 = -109.014011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.564680 sec): 2 clusters Score: Raw -2363.789478 + Penalty 327.096991 = -2036.692487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.564936 sec): 3 clusters Score: Raw -2366.028549 + Penalty 654.461631 = -1711.566918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.565716 sec): 2 clusters Score: Raw -1996.720829 + Penalty 349.987153 = -1646.733676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.565960 sec): 3 clusters Score: Raw -2012.485185 + Penalty 698.966204 = -1313.518981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.566706 sec): 2 clusters Score: Raw -650.757460 + Penalty 185.533997 = -465.223463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.566925 sec): 3 clusters Score: Raw -647.156664 + Penalty 369.376418 = -277.780245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.567673 sec): 2 clusters Score: Raw -290.014179 + Penalty 138.696259 = -151.317920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.567883 sec): 3 clusters Score: Raw -277.294474 + Penalty 282.212985 = 4.918511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.568634 sec): 2 clusters Score: Raw -457.752965 + Penalty 148.819433 = -308.933532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.568850 sec): 3 clusters Score: Raw -453.511272 + Penalty 302.602448 = -150.908825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.569591 sec): 2 clusters Score: Raw -389.707801 + Penalty 174.116666 = -215.591135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.569787 sec): 2 clusters Score: Raw -389.707801 + Penalty 174.116666 = -215.591135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.570527 sec): 2 clusters Score: Raw -593.792760 + Penalty 228.058968 = -365.733792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.570743 sec): 3 clusters Score: Raw -578.275048 + Penalty 456.117937 = -122.157112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.571479 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.571667 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.572488 sec): 2 clusters Score: Raw -3644.116313 + Penalty 445.436924 = -3198.679390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.572763 sec): 3 clusters Score: Raw -3638.885450 + Penalty 881.591481 = -2757.293969 nChanged 1 SP:Iteration 1Q (21.573033 sec): 3 clusters Score: Raw -3639.536774 + Penalty 881.591481 = -2757.945293 nChanged 0 SP:Iteration 2F (21.573305 sec): 3 clusters Score: Raw -3639.536774 + Penalty 881.591481 = -2757.945293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.574109 sec): 2 clusters Score: Raw -715.915083 + Penalty 249.753600 = -466.161484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.574329 sec): 3 clusters Score: Raw -693.179487 + Penalty 502.649783 = -190.529704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.575179 sec): 2 clusters Score: Raw -3420.841124 + Penalty 558.700571 = -2862.140553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.575447 sec): 3 clusters Score: Raw -3458.414369 + Penalty 1115.327205 = -2343.087164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.576212 sec): 2 clusters Score: Raw -1192.598561 + Penalty 318.991848 = -873.606714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.576442 sec): 3 clusters Score: Raw -1186.491190 + Penalty 622.451920 = -564.039269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.577171 sec): 2 clusters Score: Raw -175.730944 + Penalty 44.857865 = -130.873080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.577372 sec): 3 clusters Score: Raw -172.637473 + Penalty 89.715729 = -82.921744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.578104 sec): 2 clusters Score: Raw -291.844318 + Penalty 138.937338 = -152.906980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.578317 sec): 3 clusters Score: Raw -279.011496 + Penalty 272.046332 = -6.965164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.579067 sec): 2 clusters Score: Raw -390.896969 + Penalty 184.677475 = -206.219494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.579263 sec): 2 clusters Score: Raw -390.896969 + Penalty 184.677475 = -206.219494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580003 sec): 2 clusters Score: Raw -563.112039 + Penalty 170.106597 = -393.005442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.580219 sec): 3 clusters Score: Raw -554.479728 + Penalty 355.167985 = -199.311742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.580961 sec): 2 clusters Score: Raw -671.616337 + Penalty 228.665562 = -442.950775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.581202 sec): 3 clusters Score: Raw -664.816367 + Penalty 462.213376 = -202.602990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.581954 sec): 2 clusters Score: Raw -745.575447 + Penalty 250.938291 = -494.637156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.582178 sec): 3 clusters Score: Raw -823.388355 + Penalty 488.721676 = -334.666679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.582913 sec): 2 clusters Score: Raw -381.222667 + Penalty 158.919772 = -222.302895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.583124 sec): 3 clusters Score: Raw -374.036904 + Penalty 158.919772 = -215.117132 nChanged 1 SP:Iteration 1F (21.583317 sec): 2 clusters Score: Raw -381.222667 + Penalty 158.919772 = -222.302895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584047 sec): 2 clusters Score: Raw -369.944481 + Penalty 95.798111 = -274.146370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.584254 sec): 3 clusters Score: Raw -359.961754 + Penalty 191.596223 = -168.365532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.584990 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.585185 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.585930 sec): 2 clusters Score: Raw -493.279838 + Penalty 212.832658 = -280.447180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.586145 sec): 3 clusters Score: Raw -479.460123 + Penalty 433.705972 = -45.754151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.586877 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.587063 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.587811 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.588028 sec): 3 clusters Score: Raw -557.031966 + Penalty 352.276858 = -204.755108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.588796 sec): 2 clusters Score: Raw -1519.362326 + Penalty 372.439301 = -1146.923026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.589038 sec): 3 clusters Score: Raw -1507.675050 + Penalty 723.641271 = -784.033778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.589799 sec): 2 clusters Score: Raw -90.044452 + Penalty 0.000000 = -90.044452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.589988 sec): 2 clusters Score: Raw -90.044452 + Penalty 0.000000 = -90.044452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.590745 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.590940 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.591681 sec): 2 clusters Score: Raw -283.696291 + Penalty 122.257626 = -161.438665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.591892 sec): 3 clusters Score: Raw -273.642323 + Penalty 257.289619 = -16.352704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.592640 sec): 2 clusters Score: Raw -88.558699 + Penalty 0.000000 = -88.558699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.592830 sec): 2 clusters Score: Raw -88.558699 + Penalty 0.000000 = -88.558699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.593574 sec): 2 clusters Score: Raw -368.617549 + Penalty 120.450875 = -248.166674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.593785 sec): 3 clusters Score: Raw -362.388726 + Penalty 224.926198 = -137.462528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.594526 sec): 2 clusters Score: Raw -278.709421 + Penalty 126.613553 = -152.095868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.594736 sec): 3 clusters Score: Raw -272.440094 + Penalty 268.689616 = -3.750478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 176 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.595476 sec): 2 clusters Score: Raw -803.923120 + Penalty 288.082888 = -515.840232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.595697 sec): 3 clusters Score: Raw -793.510049 + Penalty 592.847524 = -200.662525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.596435 sec): 2 clusters Score: Raw -554.539732 + Penalty 147.505420 = -407.034312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.596646 sec): 3 clusters Score: Raw -605.313162 + Penalty 294.155837 = -311.157325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.597388 sec): 2 clusters Score: Raw -681.945380 + Penalty 210.999850 = -470.945530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.597606 sec): 3 clusters Score: Raw -672.347432 + Penalty 389.632119 = -282.715313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.598340 sec): 2 clusters Score: Raw -478.027062 + Penalty 185.693792 = -292.333270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.598555 sec): 3 clusters Score: Raw -469.375580 + Penalty 372.048478 = -97.327102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.599298 sec): 2 clusters Score: Raw -589.234174 + Penalty 219.782500 = -369.451675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.599515 sec): 3 clusters Score: Raw -574.139597 + Penalty 439.564999 = -134.574598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 185 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.600319 sec): 2 clusters Score: Raw -2378.197419 + Penalty 358.918863 = -2019.278557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.600575 sec): 3 clusters Score: Raw -2381.974906 + Penalty 713.778639 = -1668.196267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 186 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.601335 sec): 2 clusters Score: Raw -1050.047965 + Penalty 243.740878 = -806.307087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.601562 sec): 3 clusters Score: Raw -1042.230309 + Penalty 487.255945 = -554.974364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.602299 sec): 2 clusters Score: Raw -285.365604 + Penalty 116.250503 = -169.115101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.602508 sec): 3 clusters Score: Raw -274.930249 + Penalty 224.906186 = -50.024062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.603267 sec): 2 clusters Score: Raw -1423.740248 + Penalty 383.420591 = -1040.319657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.603501 sec): 3 clusters Score: Raw -1421.443684 + Penalty 768.122909 = -653.320774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 193 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.604253 sec): 2 clusters Score: Raw -860.186401 + Penalty 253.602969 = -606.583432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.604476 sec): 3 clusters Score: Raw -854.809349 + Penalty 507.752527 = -347.056822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.605206 sec): 2 clusters Score: Raw -187.827991 + Penalty 81.588543 = -106.239448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.605410 sec): 3 clusters Score: Raw -177.780394 + Penalty 163.177086 = -14.603308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 199 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.606150 sec): 2 clusters Score: Raw -599.502837 + Penalty 234.423039 = -365.079797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.606366 sec): 3 clusters Score: Raw -583.384793 + Penalty 460.950961 = -122.433833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.607104 sec): 2 clusters Score: Raw -597.622601 + Penalty 228.935937 = -368.686664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.607319 sec): 3 clusters Score: Raw -583.197499 + Penalty 452.964600 = -130.232899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 202 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608049 sec): 2 clusters Score: Raw -280.968191 + Penalty 128.575783 = -152.392408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.608244 sec): 2 clusters Score: Raw -280.968191 + Penalty 128.575783 = -152.392408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.608982 sec): 2 clusters Score: Raw -472.364959 + Penalty 162.810250 = -309.554709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.609195 sec): 3 clusters Score: Raw -462.083293 + Penalty 362.546561 = -99.536732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 209 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.609971 sec): 2 clusters Score: Raw -1290.836893 + Penalty 303.322421 = -987.514472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.610201 sec): 3 clusters Score: Raw -1275.564242 + Penalty 608.992284 = -666.571959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.610943 sec): 2 clusters Score: Raw -496.238577 + Penalty 212.160020 = -284.078557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.611158 sec): 3 clusters Score: Raw -480.464628 + Penalty 427.528962 = -52.935667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.611885 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.612087 sec): 3 clusters Score: Raw -176.942661 + Penalty 139.085452 = -37.857209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.612820 sec): 2 clusters Score: Raw -393.542414 + Penalty 185.958963 = -207.583451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613033 sec): 3 clusters Score: Raw -379.179601 + Penalty 371.917927 = -7.261675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.613770 sec): 2 clusters Score: Raw -570.718753 + Penalty 159.309795 = -411.408958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.613987 sec): 3 clusters Score: Raw -559.490961 + Penalty 318.619591 = -240.871370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.614719 sec): 2 clusters Score: Raw -382.380844 + Penalty 148.719373 = -233.661472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.614932 sec): 3 clusters Score: Raw -369.703679 + Penalty 297.438745 = -72.264934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 218 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.615684 sec): 2 clusters Score: Raw -1215.466047 + Penalty 331.824585 = -883.641462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.615913 sec): 3 clusters Score: Raw -1215.812039 + Penalty 650.128855 = -565.683185 nChanged 1 SP:Iteration 1F (21.616136 sec): 3 clusters Score: Raw -1219.160739 + Penalty 650.128855 = -569.031884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.616856 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.617036 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.617767 sec): 2 clusters Score: Raw -287.874092 + Penalty 132.514593 = -155.359499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.617961 sec): 2 clusters Score: Raw -287.874092 + Penalty 132.514593 = -155.359499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.618675 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.618876 sec): 3 clusters Score: Raw -159.492389 + Penalty 6.931472 = -152.560917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.619601 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.619787 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 234 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.620509 sec): 2 clusters Score: Raw -86.621823 + Penalty 0.000000 = -86.621823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.620698 sec): 2 clusters Score: Raw -86.621823 + Penalty 0.000000 = -86.621823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.621419 sec): 2 clusters Score: Raw -90.453147 + Penalty 0.000000 = -90.453147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.621609 sec): 2 clusters Score: Raw -90.453147 + Penalty 0.000000 = -90.453147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.622344 sec): 2 clusters Score: Raw -87.584061 + Penalty 0.000000 = -87.584061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.622532 sec): 2 clusters Score: Raw -87.584061 + Penalty 0.000000 = -87.584061 nChanged 0 Deleting Class 110 (27 points): Lose 164.453223 but Gain 1544.779852 Iteration 20F (23.808500 sec): 179 clusters Score: Raw -2201046.497076 + Penalty 186183.204136 = -2014863.292940 nChanged 91 Deleting Class 190 (16 points): Lose 120.586451 but Gain 1498.590001 Iteration 21Q (23.961841 sec): 178 clusters Score: Raw -2201112.503756 + Penalty 184846.316611 = -2016266.187145 nChanged 68 Deleting Class 51 (12 points): Lose 119.624869 but Gain 1491.427991 Iteration 22Q (24.110702 sec): 177 clusters Score: Raw -2201089.948636 + Penalty 183462.963642 = -2017626.984995 nChanged 51 Deleting Class 62 (8 points): Lose 38.794550 but Gain 1408.966829 Iteration 23Q (24.258943 sec): 176 clusters Score: Raw -2201143.139142 + Penalty 182063.758069 = -2019079.381073 nChanged 53 Deleting Class 176 (8 points): Lose 47.895396 but Gain 1411.194930 Iteration 24Q (24.403397 sec): 175 clusters Score: Raw -2201145.940777 + Penalty 180687.941862 = -2020457.998915 nChanged 40 Deleting Class 146 (36 points): Lose 271.490835 but Gain 1628.552620 Iteration 25Q (24.543229 sec): 174 clusters Score: Raw -2200914.666215 + Penalty 179348.722215 = -2021565.944000 nChanged 54 Deleting Class 215 (4 points): Lose 13.561155 but Gain 1366.400210 Iteration 26Q (24.685056 sec): 173 clusters Score: Raw -2201048.043765 + Penalty 178010.072577 = -2023037.971189 nChanged 29 Deleting Class 165 (21 points): Lose 96.470390 but Gain 1444.679564 Iteration 27Q (24.823339 sec): 172 clusters Score: Raw -2201010.561421 + Penalty 176641.414471 = -2024369.146950 nChanged 38 Deleting Class 150 (4 points): Lose 21.323639 but Gain 1356.984019 Iteration 28Q (24.963153 sec): 171 clusters Score: Raw -2201056.390980 + Penalty 175297.243434 = -2025759.147546 nChanged 13 Deleting Class 212 (5 points): Lose 21.985356 but Gain 1342.782214 Iteration 29Q (25.098596 sec): 170 clusters Score: Raw -2201049.664018 + Penalty 173986.000897 = -2027063.663121 nChanged 14 Deleting Class 102 (2 points): Lose 1.626486 but Gain 1322.144773 Iteration 30F (27.138597 sec): 169 clusters Score: Raw -2201081.539213 + Penalty 172706.863819 = -2028374.675393 nChanged 10 Deleting Class 195 (3 points): Lose 31.199727 but Gain 1349.640370 Iteration 31Q (27.274177 sec): 168 clusters Score: Raw -2201076.055346 + Penalty 171351.949824 = -2029724.105522 nChanged 5 Deleting Class 162 (8 points): Lose 62.600444 but Gain 1380.898380 Iteration 32Q (27.413644 sec): 167 clusters Score: Raw -2201031.816780 + Penalty 170038.018427 = -2030993.798353 nChanged 10 Deleting Class 125 (15 points): Lose 74.171689 but Gain 1389.985279 Iteration 33Q (27.552733 sec): 166 clusters Score: Raw -2201000.986507 + Penalty 168713.298882 = -2032287.687624 nChanged 17 Deleting Class 199 (6 points): Lose 27.655095 but Gain 1332.713646 Iteration 34Q (27.693160 sec): 165 clusters Score: Raw -2201007.650860 + Penalty 167422.377103 = -2033585.273757 nChanged 13 Deleting Class 70 (8 points): Lose 57.590534 but Gain 1353.963568 Iteration 35Q (27.832876 sec): 164 clusters Score: Raw -2200972.141460 + Penalty 166163.788332 = -2034808.353128 nChanged 12 Deleting Class 120 (8 points): Lose 41.644002 but Gain 1334.143284 Iteration 36Q (27.970943 sec): 163 clusters Score: Raw -2200964.840574 + Penalty 164884.858507 = -2036079.982067 nChanged 9 Deleting Class 47 (3 points): Lose 91.134087 but Gain 1381.589887 Iteration 37Q (28.111987 sec): 162 clusters Score: Raw -2200892.404920 + Penalty 163530.233050 = -2037362.171870 nChanged 8 Deleting Class 145 (7 points): Lose 24.024875 but Gain 1307.390226 Iteration 38Q (28.249092 sec): 161 clusters Score: Raw -2200909.463388 + Penalty 162233.972607 = -2038675.490781 nChanged 8 Deleting Class 55 (4 points): Lose 25.253074 but Gain 1308.401455 Iteration 39Q (28.385102 sec): 160 clusters Score: Raw -2200899.295840 + Penalty 160952.475966 = -2039946.819874 nChanged 4 Deleting Class 166 (1 points): Lose 1.239372 but Gain 1284.131544 Iteration 40F (30.308364 sec): 159 clusters Score: Raw -2200918.476226 + Penalty 159669.043162 = -2041249.433064 nChanged 3 Deleting Class 56 (19 points): Lose 110.985022 but Gain 1390.814814 Iteration 41Q (30.438701 sec): 158 clusters Score: Raw -2200811.603564 + Penalty 158372.673336 = -2042438.930228 nChanged 20 Deleting Class 87 (42 points): Lose 301.335880 but Gain 1578.684414 Iteration 42Q (30.569498 sec): 157 clusters Score: Raw -2200572.577469 + Penalty 157121.975845 = -2043450.601624 nChanged 48 Deleting Class 218 (12 points): Lose 87.457322 but Gain 1360.237494 Iteration 43Q (30.703034 sec): 156 clusters Score: Raw -2200656.931300 + Penalty 155689.977503 = -2044966.953796 nChanged 25 Deleting Class 200 (6 points): Lose 30.894968 but Gain 1301.519033 Iteration 44Q (30.834834 sec): 155 clusters Score: Raw -2200688.717382 + Penalty 154476.725372 = -2046211.992010 nChanged 16 Deleting Class 19 (23 points): Lose 178.348308 but Gain 1444.813524 Iteration 45Q (30.964060 sec): 154 clusters Score: Raw -2200549.506294 + Penalty 153187.363824 = -2047362.142470 nChanged 32 Deleting Class 140 (6 points): Lose 27.944967 but Gain 1293.420444 Iteration 46Q (31.097182 sec): 153 clusters Score: Raw -2200614.839361 + Penalty 151933.643065 = -2048681.196297 nChanged 16 Deleting Class 149 (3 points): Lose 24.729926 but Gain 1288.222204 Iteration 47Q (31.226960 sec): 152 clusters Score: Raw -2200621.097760 + Penalty 150654.178061 = -2049966.919699 nChanged 12 Deleting Class 111 (12 points): Lose 72.862124 but Gain 1336.337067 Iteration 48Q (31.359445 sec): 151 clusters Score: Raw -2200569.479964 + Penalty 149381.943685 = -2051187.536279 nChanged 23 Deleting Class 142 (6 points): Lose 35.755929 but Gain 1296.533396 Iteration 49Q (31.493506 sec): 150 clusters Score: Raw -2200573.735100 + Penalty 148193.587089 = -2052380.148011 nChanged 11 Deleting Class 128 (18 points): Lose 75.946155 but Gain 1332.397618 Iteration 50F (33.294300 sec): 149 clusters Score: Raw -2200530.055110 + Penalty 146970.494722 = -2053559.560388 nChanged 20 Deleting Class 138 (4 points): Lose 16.848112 but Gain 1271.632770 Iteration 51Q (33.425474 sec): 148 clusters Score: Raw -2200558.343915 + Penalty 145706.951313 = -2054851.392602 nChanged 8 Deleting Class 122 (9 points): Lose 72.932958 but Gain 1324.162082 Iteration 52Q (33.555791 sec): 147 clusters Score: Raw -2200494.725464 + Penalty 144415.272667 = -2056079.452797 nChanged 11 Deleting Class 36 (17 points): Lose 88.642327 but Gain 1332.631971 Iteration 53Q (33.685626 sec): 146 clusters Score: Raw -2200452.659805 + Penalty 143174.389147 = -2057278.270658 nChanged 21 Deleting Class 184 (9 points): Lose 61.433631 but Gain 1310.445912 Iteration 54Q (33.813259 sec): 145 clusters Score: Raw -2200449.483580 + Penalty 141884.825948 = -2058564.657632 nChanged 14 Deleting Class 131 (4 points): Lose 66.955257 but Gain 1309.752519 Iteration 55Q (33.941820 sec): 144 clusters Score: Raw -2200419.170557 + Penalty 140656.188616 = -2059762.981941 nChanged 6 Deleting Class 94 (12 points): Lose 72.624954 but Gain 1313.994822 Iteration 56Q (34.069483 sec): 143 clusters Score: Raw -2200365.121654 + Penalty 139368.504441 = -2060996.617213 nChanged 14 Deleting Class 234 (2 points): Lose 28.691636 but Gain 1268.653203 Iteration 57Q (34.195829 sec): 142 clusters Score: Raw -2200378.888785 + Penalty 138158.224815 = -2062220.663970 nChanged 8 Deleting Class 97 (5 points): Lose 10.594161 but Gain 1249.828137 Iteration 58Q (34.321445 sec): 141 clusters Score: Raw -2200395.715885 + Penalty 136926.249497 = -2063469.466387 nChanged 12 Deleting Class 221 (4 points): Lose 15.938384 but Gain 1252.795940 Iteration 59Q (34.446781 sec): 140 clusters Score: Raw -2200400.022544 + Penalty 135571.725838 = -2064828.296705 nChanged 10 Deleting Class 27 (14 points): Lose 66.112994 but Gain 1298.477603 Iteration 60F (36.141515 sec): 139 clusters Score: Raw -2200344.877202 + Penalty 134327.674168 = -2066017.203035 nChanged 18 Deleting Class 238 (1 points): Lose 44.603948 but Gain 1276.581727 Iteration 61Q (36.267363 sec): 138 clusters Score: Raw -2200333.605455 + Penalty 133070.692110 = -2067262.913345 nChanged 5 Deleting Class 39 (16 points): Lose 81.222332 but Gain 1309.523248 Iteration 62Q (36.389167 sec): 137 clusters Score: Raw -2200265.955529 + Penalty 131803.496859 = -2068462.458670 nChanged 18 Deleting Class 147 (14 points): Lose 91.768825 but Gain 1319.899170 Iteration 63Q (36.512083 sec): 136 clusters Score: Raw -2200211.561409 + Penalty 130561.285081 = -2069650.276329 nChanged 20 Deleting Class 29 (6 points): Lose 22.203300 but Gain 1244.049943 Iteration 64Q (36.634436 sec): 135 clusters Score: Raw -2200242.740669 + Penalty 129355.893351 = -2070886.847318 nChanged 14 Deleting Class 81 (7 points): Lose 55.451258 but Gain 1274.373802 Iteration 65Q (36.757109 sec): 134 clusters Score: Raw -2200212.491228 + Penalty 128101.890243 = -2072110.600985 nChanged 17 Deleting Class 61 (45 points): Lose 274.235499 but Gain 1489.900673 Iteration 66Q (36.879850 sec): 133 clusters Score: Raw -2199973.420365 + Penalty 126761.849279 = -2073211.571086 nChanged 51 Deleting Class 105 (6 points): Lose 22.187448 but Gain 1232.294208 Iteration 67Q (37.002691 sec): 132 clusters Score: Raw -2200090.938463 + Penalty 125563.783234 = -2074527.155230 nChanged 11 Deleting Class 57 (13 points): Lose 78.257002 but Gain 1282.857973 Iteration 68Q (37.123073 sec): 131 clusters Score: Raw -2200031.475435 + Penalty 124342.625788 = -2075688.849647 nChanged 16 Deleting Class 89 (4 points): Lose 89.504093 but Gain 1283.145113 Iteration 69Q (37.243309 sec): 130 clusters Score: Raw -2199978.907985 + Penalty 123079.772001 = -2076899.135983 nChanged 9 Deleting Class 127 (18 points): Lose 101.500190 but Gain 1288.206361 Iteration 70F (38.794375 sec): 129 clusters Score: Raw -2199906.880111 + Penalty 121910.692234 = -2077996.187876 nChanged 20 Deleting Class 31 (97 points): Lose 437.554334 but Gain 1621.905496 Iteration 71Q (38.914261 sec): 128 clusters Score: Raw -2199531.600368 + Penalty 120479.449925 = -2079052.150443 nChanged 102 Deleting Class 45 (27 points): Lose 132.657933 but Gain 1331.263466 Iteration 72Q (39.039720 sec): 127 clusters Score: Raw -2199625.879435 + Penalty 119233.373358 = -2080392.506077 nChanged 46 Deleting Class 202 (3 points): Lose 21.679694 but Gain 1192.150225 Iteration 73Q (39.162234 sec): 126 clusters Score: Raw -2199676.158050 + Penalty 118184.605699 = -2081491.552351 nChanged 23 Deleting Class 114 (58 points): Lose 211.925581 but Gain 1380.750719 Iteration 74Q (39.281522 sec): 125 clusters Score: Raw -2199513.613256 + Penalty 116951.543501 = -2082562.069755 nChanged 66 Deleting Class 63 (8 points): Lose 28.269250 but Gain 1197.295393 Iteration 75Q (39.402274 sec): 124 clusters Score: Raw -2199614.970672 + Penalty 115770.481010 = -2083844.489662 nChanged 16 Deleting Class 65 (8 points): Lose 42.929604 but Gain 1203.288036 Iteration 76Q (39.518510 sec): 123 clusters Score: Raw -2199589.379845 + Penalty 114562.411026 = -2085026.968820 nChanged 13 Deleting Class 154 (8 points): Lose 50.642664 but Gain 1210.943727 Iteration 77Q (39.635954 sec): 122 clusters Score: Raw -2199554.663992 + Penalty 113396.562905 = -2086158.101086 nChanged 11 Deleting Class 209 (15 points): Lose 73.789136 but Gain 1231.312496 Iteration 78Q (39.751724 sec): 121 clusters Score: Raw -2199504.314033 + Penalty 112205.005698 = -2087299.308335 nChanged 20 Deleting Class 75 (4 points): Lose 5.884226 but Gain 1161.034842 Iteration 79Q (39.868782 sec): 120 clusters Score: Raw -2199526.747361 + Penalty 111042.957126 = -2088483.790235 nChanged 5 Deleting Class 157 (4 points): Lose 15.137230 but Gain 1167.720049 Iteration 80F (41.311907 sec): 119 clusters Score: Raw -2199516.818218 + Penalty 109876.957679 = -2089639.860539 nChanged 5 Deleting Class 240 (1 points): Lose 6.854152 but Gain 1156.685989 Iteration 81Q (41.427688 sec): 118 clusters Score: Raw -2199515.373382 + Penalty 108720.336934 = -2090795.036448 nChanged 1 Deleting Class 46 (6 points): Lose 31.535434 but Gain 1180.305663 Iteration 82Q (41.541253 sec): 117 clusters Score: Raw -2199485.862984 + Penalty 107554.043968 = -2091931.819016 nChanged 6 Deleting Class 43 (37 points): Lose 155.796343 but Gain 1304.372046 Iteration 83Q (41.655572 sec): 116 clusters Score: Raw -2199343.069750 + Penalty 106322.057757 = -2093021.011993 nChanged 39 Deleting Class 144 (51 points): Lose 172.244686 but Gain 1317.658661 Iteration 84Q (41.773410 sec): 115 clusters Score: Raw -2199277.489133 + Penalty 105162.616188 = -2094114.872945 nChanged 71 Deleting Class 193 (9 points): Lose 78.539116 but Gain 1229.503688 Iteration 85Q (41.889855 sec): 114 clusters Score: Raw -2199314.426525 + Penalty 103800.720506 = -2095513.706018 nChanged 21 Deleting Class 73 (5 points): Lose 14.039280 but Gain 1158.956779 Iteration 86Q (42.001742 sec): 113 clusters Score: Raw -2199337.409426 + Penalty 102706.029531 = -2096631.379895 nChanged 14 Deleting Class 182 (5 points): Lose 34.938898 but Gain 1175.274785 Iteration 87Q (42.115745 sec): 112 clusters Score: Raw -2199320.066976 + Penalty 101554.274706 = -2097765.792271 nChanged 15 Deleting Class 95 (42 points): Lose 193.673528 but Gain 1348.525580 Iteration 88Q (42.227510 sec): 111 clusters Score: Raw -2199147.797708 + Penalty 100333.473965 = -2098814.323744 nChanged 54 Deleting Class 92 (4 points): Lose 16.157782 but Gain 1146.917541 Iteration 89Q (42.342206 sec): 110 clusters Score: Raw -2199260.342218 + Penalty 99249.852958 = -2100010.489260 nChanged 24 Deleting Class 85 (9 points): Lose 29.237206 but Gain 1159.611376 Iteration 90F (43.658592 sec): 109 clusters Score: Raw -2199264.354891 + Penalty 98130.438672 = -2101133.916220 nChanged 24 Deleting Class 136 (35 points): Lose 122.762394 but Gain 1252.079029 Iteration 91Q (43.772857 sec): 108 clusters Score: Raw -2199175.284058 + Penalty 96992.862139 = -2102182.421918 nChanged 49 Deleting Class 108 (55 points): Lose 236.178717 but Gain 1363.408542 Iteration 92Q (43.887488 sec): 107 clusters Score: Raw -2199027.273549 + Penalty 95840.217903 = -2103187.055646 nChanged 69 Deleting Class 121 (24 points): Lose 80.153030 but Gain 1201.638425 Iteration 93Q (44.001481 sec): 106 clusters Score: Raw -2199099.912635 + Penalty 94693.615528 = -2104406.297107 nChanged 39 Deleting Class 68 (40 points): Lose 153.936848 but Gain 1269.264404 Iteration 94Q (44.111269 sec): 105 clusters Score: Raw -2199009.550595 + Penalty 93597.724135 = -2105411.826459 nChanged 53 Deleting Class 71 (3 points): Lose 10.049382 but Gain 1115.381108 Iteration 95Q (44.222003 sec): 104 clusters Score: Raw -2199086.021307 + Penalty 92504.354525 = -2106581.666782 nChanged 16 Deleting Class 116 (28 points): Lose 126.314498 but Gain 1223.765929 Iteration 96Q (44.330741 sec): 103 clusters Score: Raw -2198977.700478 + Penalty 91380.939376 = -2107596.761103 nChanged 37 Deleting Class 109 (7 points): Lose 430.972351 but Gain 1528.270324 Iteration 97Q (44.440556 sec): 102 clusters Score: Raw -2198617.670024 + Penalty 89903.986166 = -2108713.683858 nChanged 22 Deleting Class 42 (9 points): Lose 48.051519 but Gain 1140.616729 Iteration 98Q (44.548457 sec): 101 clusters Score: Raw -2198617.205534 + Penalty 88785.042464 = -2109832.163070 nChanged 19 Deleting Class 205 (6 points): Lose 11.700982 but Gain 1099.146767 Iteration 99Q (44.655957 sec): 100 clusters Score: Raw -2198631.046639 + Penalty 87696.813240 = -2110934.233400 nChanged 13 Deleting Class 48 (35 points): Lose 138.200180 but Gain 1219.969403 Iteration 100F (45.836459 sec): 99 clusters Score: Raw -2198507.608701 + Penalty 86553.638082 = -2111953.970618 nChanged 39 Deleting Class 113 (8 points): Lose 27.591539 but Gain 1106.679200 Iteration 101Q (45.944033 sec): 98 clusters Score: Raw -2198550.512513 + Penalty 85469.056792 = -2113081.455721 nChanged 22 Deleting Class 82 (4 points): Lose 7.582794 but Gain 1085.540710 Iteration 102Q (46.050456 sec): 97 clusters Score: Raw -2198563.017677 + Penalty 84385.082772 = -2114177.934905 nChanged 10 Deleting Class 187 (3 points): Lose 1.099891 but Gain 1077.870660 Iteration 103Q (46.153775 sec): 96 clusters Score: Raw -2198571.801321 + Penalty 83304.554307 = -2115267.247015 nChanged 5 Deleting Class 181 (7 points): Lose 29.179880 but Gain 1104.525188 Iteration 104Q (46.259479 sec): 95 clusters Score: Raw -2198551.548504 + Penalty 82204.421854 = -2116347.126650 nChanged 8 Deleting Class 186 (24 points): Lose 106.550625 but Gain 1173.637374 Iteration 105Q (46.363165 sec): 94 clusters Score: Raw -2198459.442359 + Penalty 81126.867573 = -2117332.574785 nChanged 27 Deleting Class 115 (15 points): Lose 62.545066 but Gain 1140.204048 Iteration 106Q (46.466740 sec): 93 clusters Score: Raw -2198445.850924 + Penalty 79870.832674 = -2118575.018249 nChanged 20 Deleting Class 168 (1 points): Lose 1.262941 but Gain 1099.846816 Iteration 107Q (46.569416 sec): 92 clusters Score: Raw -2198467.689003 + Penalty 78865.093233 = -2119602.595771 nChanged 9 Deleting Class 32 (8 points): Lose 16.856761 but Gain 1082.029930 Iteration 108Q (46.671418 sec): 91 clusters Score: Raw -2198460.305365 + Penalty 77787.307444 = -2120672.997920 nChanged 13 Deleting Class 123 (11 points): Lose 28.008817 but Gain 1088.798818 Iteration 109Q (46.774356 sec): 90 clusters Score: Raw -2198452.941906 + Penalty 76704.011424 = -2121748.930482 nChanged 19 Deleting Class 169 (1 points): Lose 8.673593 but Gain 1066.362719 Iteration 110F (47.834310 sec): 89 clusters Score: Raw -2198475.858360 + Penalty 75639.372628 = -2122836.485732 nChanged 9 Deleting Class 185 (34 points): Lose 101.466079 but Gain 1156.441446 Iteration 111Q (47.934962 sec): 88 clusters Score: Raw -2198398.421067 + Penalty 74533.510538 = -2123864.910528 nChanged 41 Deleting Class 10 (9 points): Lose 22.453325 but Gain 1072.787486 Iteration 112Q (48.036217 sec): 87 clusters Score: Raw -2198443.197976 + Penalty 73487.059162 = -2124956.138814 nChanged 20 Deleting Class 129 (7 points): Lose 29.123280 but Gain 1078.362738 Iteration 113Q (48.136491 sec): 86 clusters Score: Raw -2198435.834798 + Penalty 72427.477111 = -2126008.357687 nChanged 10 Deleting Class 217 (3 points): Lose 5.237894 but Gain 1041.763594 Iteration 114Q (48.237458 sec): 85 clusters Score: Raw -2198443.665572 + Penalty 71383.354310 = -2127060.311261 nChanged 10 Deleting Class 38 (13 points): Lose 36.468573 but Gain 1070.932887 Iteration 115Q (48.339456 sec): 84 clusters Score: Raw -2198415.527301 + Penalty 70310.022592 = -2128105.504708 nChanged 16 Deleting Class 22 (58 points): Lose 166.630292 but Gain 1196.665378 Iteration 116Q (48.438481 sec): 83 clusters Score: Raw -2198266.111871 + Penalty 69132.268988 = -2129133.842883 nChanged 63 Deleting Class 80 (8 points): Lose 29.125447 but Gain 1058.743384 Iteration 117Q (48.539124 sec): 82 clusters Score: Raw -2198327.778161 + Penalty 68125.927966 = -2130201.850195 nChanged 24 Deleting Class 90 (60 points): Lose 120.466507 but Gain 1148.015990 Iteration 118Q (48.640323 sec): 81 clusters Score: Raw -2198236.165178 + Penalty 67047.971395 = -2131188.193783 nChanged 71 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2198236.165178 + Penalty 67047.971395 = -2131188.193783Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.689556 sec): 2 clusters Score: Raw -5951.715359 + Penalty 270.700430 = -5681.014928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.689905 sec): 3 clusters Score: Raw -5923.981734 + Penalty 560.146374 = -5363.835360 nChanged 12 SP:Iteration 1F (48.690231 sec): 3 clusters Score: Raw -5937.410692 + Penalty 565.581425 = -5371.829268 nChanged 5 SP:Iteration 2F (48.690555 sec): 3 clusters Score: Raw -5944.606699 + Penalty 584.100444 = -5360.506255 nChanged 3 SP:Iteration 3F (48.690876 sec): 3 clusters Score: Raw -5948.716184 + Penalty 600.732866 = -5347.983318 nChanged 2 SP:Iteration 4F (48.691200 sec): 3 clusters Score: Raw -5950.616082 + Penalty 603.431651 = -5347.184431 nChanged 1 SP:Iteration 5F (48.691522 sec): 3 clusters Score: Raw -5951.070442 + Penalty 606.754552 = -5344.315889 nChanged 1 SP:Iteration 6F (48.691843 sec): 3 clusters Score: Raw -5951.940204 + Penalty 613.180998 = -5338.759206 nChanged 1 SP:Iteration 7F (48.692165 sec): 3 clusters Score: Raw -5952.731538 + Penalty 613.180998 = -5339.550540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.692696 sec): 2 clusters Score: Raw -1931.543103 + Penalty 310.143380 = -1621.399723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.692942 sec): 3 clusters Score: Raw -1929.414065 + Penalty 630.743135 = -1298.670930 nChanged 0 Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.735230 sec): 2 clusters Score: Raw -801501.425057 + Penalty 94.300877 = -801407.124181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.753687 sec): 3 clusters Score: Raw -795034.486572 + Penalty 190.967053 = -794843.519519 nChanged 4676 SP:Iteration 1F (48.771962 sec): 3 clusters Score: Raw -799312.693412 + Penalty 191.393078 = -799121.300334 nChanged 783 SP:Iteration 2F (48.790186 sec): 3 clusters Score: Raw -799927.697665 + Penalty 191.381220 = -799736.316445 nChanged 424 SP:Iteration 3Q (48.808352 sec): 3 clusters Score: Raw -800075.390463 + Penalty 191.618466 = -799883.771997 nChanged 152 SP:Iteration 4Q (48.826294 sec): 3 clusters Score: Raw -800107.691219 + Penalty 191.868898 = -799915.822321 nChanged 89 SP:Iteration 5Q (48.844041 sec): 3 clusters Score: Raw -800126.425095 + Penalty 192.153066 = -799934.272028 nChanged 84 SP:Iteration 6Q (48.861689 sec): 3 clusters Score: Raw -800139.619003 + Penalty 192.419829 = -799947.199174 nChanged 69 SP:Iteration 7Q (48.879399 sec): 3 clusters Score: Raw -800151.983013 + Penalty 192.749288 = -799959.233724 nChanged 84 SP:Iteration 8Q (48.896976 sec): 3 clusters Score: Raw -800167.732301 + Penalty 193.040733 = -799974.691567 nChanged 89 SP:Iteration 9Q (48.915372 sec): 3 clusters Score: Raw -800182.716769 + Penalty 193.292205 = -799989.424564 nChanged 85 SP:Iteration 10F (48.933263 sec): 3 clusters Score: Raw -800198.677559 + Penalty 193.384747 = -800005.292812 nChanged 82 SP:Iteration 11Q (48.951026 sec): 3 clusters Score: Raw -800212.083405 + Penalty 193.576554 = -800018.506851 nChanged 82 SP:Iteration 12Q (48.968379 sec): 3 clusters Score: Raw -800225.241520 + Penalty 193.954706 = -800031.286814 nChanged 78 SP:Iteration 13Q (48.986214 sec): 3 clusters Score: Raw -800241.519927 + Penalty 194.365557 = -800047.154370 nChanged 91 SP:Iteration 14Q (49.003480 sec): 3 clusters Score: Raw -800259.028840 + Penalty 194.537086 = -800064.491754 nChanged 83 SP:Iteration 15Q (49.021736 sec): 3 clusters Score: Raw -800273.801970 + Penalty 194.581905 = -800079.220065 nChanged 76 SP:Iteration 16Q (49.039058 sec): 3 clusters Score: Raw -800287.189167 + Penalty 194.678184 = -800092.510983 nChanged 87 SP:Iteration 17Q (49.056883 sec): 3 clusters Score: Raw -800303.495786 + Penalty 194.389504 = -800109.106283 nChanged 86 SP:Iteration 18Q (49.073795 sec): 3 clusters Score: Raw -800319.536774 + Penalty 194.462672 = -800125.074103 nChanged 88 SP:Iteration 19Q (49.091565 sec): 3 clusters Score: Raw -800340.427123 + Penalty 194.694425 = -800145.732698 nChanged 108 SP:Iteration 20F (49.109177 sec): 3 clusters Score: Raw -800367.022270 + Penalty 194.336600 = -800172.685669 nChanged 109 SP:Iteration 21Q (49.127182 sec): 3 clusters Score: Raw -800392.912661 + Penalty 194.562285 = -800198.350376 nChanged 112 SP:Iteration 22Q (49.144018 sec): 3 clusters Score: Raw -800418.493519 + Penalty 194.327813 = -800224.165706 nChanged 109 SP:Iteration 23Q (49.161312 sec): 3 clusters Score: Raw -800445.009815 + Penalty 194.607336 = -800250.402479 nChanged 107 SP:Iteration 24Q (49.178404 sec): 3 clusters Score: Raw -800469.258299 + Penalty 194.583033 = -800274.675265 nChanged 98 SP:Iteration 25Q (49.195639 sec): 3 clusters Score: Raw -800492.505141 + Penalty 194.226415 = -800298.278725 nChanged 106 SP:Iteration 26Q (49.211914 sec): 3 clusters Score: Raw -800517.711467 + Penalty 193.821787 = -800323.889681 nChanged 97 SP:Iteration 27Q (49.229318 sec): 3 clusters Score: Raw -800538.297655 + Penalty 193.469903 = -800344.827752 nChanged 79 SP:Iteration 28Q (49.245397 sec): 3 clusters Score: Raw -800554.402451 + Penalty 193.065043 = -800361.337408 nChanged 95 SP:Iteration 29Q (49.262211 sec): 3 clusters Score: Raw -800576.012645 + Penalty 192.368900 = -800383.643746 nChanged 93 SP:Iteration 30F (49.279525 sec): 3 clusters Score: Raw -800600.223210 + Penalty 191.359882 = -800408.863328 nChanged 99 SP:Iteration 31Q (49.296618 sec): 3 clusters Score: Raw -800623.853269 + Penalty 190.925596 = -800432.927673 nChanged 92 SP:Iteration 32Q (49.312371 sec): 3 clusters Score: Raw -800646.721332 + Penalty 189.743316 = -800456.978016 nChanged 109 SP:Iteration 33Q (49.329198 sec): 3 clusters Score: Raw -800676.883173 + Penalty 189.437673 = -800487.445501 nChanged 102 SP:Iteration 34Q (49.344792 sec): 3 clusters Score: Raw -800701.440264 + Penalty 188.948457 = -800512.491807 nChanged 105 SP:Iteration 35Q (49.361325 sec): 3 clusters Score: Raw -800733.090014 + Penalty 188.964061 = -800544.125953 nChanged 121 SP:Iteration 36Q (49.376718 sec): 3 clusters Score: Raw -800771.135519 + Penalty 188.954772 = -800582.180747 nChanged 118 SP:Iteration 37Q (49.392226 sec): 3 clusters Score: Raw -800805.753945 + Penalty 189.120316 = -800616.633629 nChanged 113 SP:Iteration 38Q (49.407577 sec): 3 clusters Score: Raw -800841.129277 + Penalty 189.732944 = -800651.396333 nChanged 119 SP:Iteration 39Q (49.423663 sec): 3 clusters Score: Raw -800882.448831 + Penalty 190.065938 = -800692.382893 nChanged 114 SP:Iteration 40F (49.441305 sec): 3 clusters Score: Raw -800926.020260 + Penalty 189.927329 = -800736.092932 nChanged 125 SP:Iteration 41Q (49.456852 sec): 3 clusters Score: Raw -800972.536820 + Penalty 187.378445 = -800785.158375 nChanged 112 SP:Iteration 42Q (49.471978 sec): 3 clusters Score: Raw -801015.580976 + Penalty 187.935566 = -800827.645410 nChanged 111 SP:Iteration 43Q (49.487063 sec): 3 clusters Score: Raw -801061.239989 + Penalty 186.956963 = -800874.283026 nChanged 121 SP:Iteration 44Q (49.501999 sec): 3 clusters Score: Raw -801116.132189 + Penalty 188.817806 = -800927.314383 nChanged 126 SP:Iteration 45Q (49.517197 sec): 3 clusters Score: Raw -801177.726399 + Penalty 188.726504 = -800988.999895 nChanged 112 SP:Iteration 46Q (49.532656 sec): 3 clusters Score: Raw -801237.284299 + Penalty 188.301108 = -801048.983190 nChanged 102 SP:Iteration 47Q (49.547092 sec): 3 clusters Score: Raw -801303.936863 + Penalty 191.643869 = -801112.292994 nChanged 91 SP:Iteration 48Q (49.561665 sec): 3 clusters Score: Raw -801387.291514 + Penalty 188.456204 = -801198.835310 nChanged 56 SP:Iteration 49Q (49.575940 sec): 3 clusters Score: Raw -801425.411198 + Penalty 188.300349 = -801237.110849 nChanged 39 SP:Iteration 50F (49.593910 sec): 3 clusters Score: Raw -801446.297568 + Penalty 187.923535 = -801258.374033 nChanged 27 SP:Iteration 51Q (49.608019 sec): 3 clusters Score: Raw -801459.833154 + Penalty 184.651488 = -801275.181666 nChanged 16 SP:Iteration 52Q (49.622294 sec): 3 clusters Score: Raw -801465.742923 + Penalty 183.019252 = -801282.723671 nChanged 17 SP:Iteration 53Q (49.637125 sec): 3 clusters Score: Raw -801470.927004 + Penalty 185.263465 = -801285.663538 nChanged 11 SP:Iteration 54Q (49.651086 sec): 3 clusters Score: Raw -801474.334149 + Penalty 187.867350 = -801286.466799 nChanged 9 SP:Iteration 55Q (49.665097 sec): 3 clusters Score: Raw -801476.437273 + Penalty 189.821975 = -801286.615298 nChanged 8 SP:Iteration 56Q (49.678957 sec): 3 clusters Score: Raw -801477.931638 + Penalty 192.505266 = -801285.426372 nChanged 7 SP:Iteration 57F (49.696822 sec): 3 clusters Score: Raw -801479.237912 + Penalty 193.778807 = -801285.459105 nChanged 5 SP:Iteration 58Q (49.710712 sec): 3 clusters Score: Raw -801479.815172 + Penalty 195.587208 = -801284.227964 nChanged 3 SP:Iteration 59F (49.729014 sec): 3 clusters Score: Raw -801480.077275 + Penalty 196.741702 = -801283.335573 nChanged 2 SP:Iteration 60F (49.746534 sec): 3 clusters Score: Raw -801480.287937 + Penalty 198.458232 = -801281.829706 nChanged 3 SP:Iteration 61F (49.764285 sec): 3 clusters Score: Raw -801480.715962 + Penalty 199.618368 = -801281.097595 nChanged 3 SP:Iteration 62F (49.781750 sec): 3 clusters Score: Raw -801480.994776 + Penalty 197.710493 = -801283.284283 nChanged 2 SP:Iteration 63Q (49.795870 sec): 3 clusters Score: Raw -801481.017363 + Penalty 196.295153 = -801284.722210 nChanged 1 SP:Iteration 64Q (49.809764 sec): 3 clusters Score: Raw -801480.994052 + Penalty 196.295153 = -801284.698898 nChanged 0 SP:Iteration 65F (49.828215 sec): 3 clusters Score: Raw -801480.994052 + Penalty 196.295153 = -801284.698898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.833216 sec): 2 clusters Score: Raw -2035.105740 + Penalty 21.851786 = -2013.253954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.833456 sec): 3 clusters Score: Raw -2030.300784 + Penalty 43.831473 = -1986.469312 nChanged 8 SP:Iteration 1F (49.833679 sec): 3 clusters Score: Raw -2036.814439 + Penalty 43.703571 = -1993.110868 nChanged 1 SP:Iteration 2Q (49.833892 sec): 3 clusters Score: Raw -2037.500368 + Penalty 43.682147 = -1993.818221 nChanged 1 SP:Iteration 3Q (49.834104 sec): 3 clusters Score: Raw -2037.914973 + Penalty 43.682147 = -1994.232826 nChanged 0 SP:Iteration 4F (49.834318 sec): 3 clusters Score: Raw -2037.914973 + Penalty 43.682147 = -1994.232826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.835761 sec): 2 clusters Score: Raw -28386.255626 + Penalty 346.405137 = -28039.850489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.836556 sec): 3 clusters Score: Raw -28242.204671 + Penalty 695.048895 = -27547.155776 nChanged 103 SP:Iteration 1F (49.837332 sec): 3 clusters Score: Raw -28321.325500 + Penalty 695.432425 = -27625.893075 nChanged 30 SP:Iteration 2F (49.838121 sec): 3 clusters Score: Raw -28339.999628 + Penalty 699.787828 = -27640.211800 nChanged 17 SP:Iteration 3F (49.838899 sec): 3 clusters Score: Raw -28356.830317 + Penalty 706.338516 = -27650.491800 nChanged 15 SP:Iteration 4Q (49.839668 sec): 3 clusters Score: Raw -28366.825305 + Penalty 713.203899 = -27653.621406 nChanged 9 SP:Iteration 5Q (49.840468 sec): 3 clusters Score: Raw -28375.519062 + Penalty 730.636106 = -27644.882957 nChanged 11 SP:Iteration 6F (49.841243 sec): 3 clusters Score: Raw -28382.323775 + Penalty 731.274191 = -27651.049584 nChanged 4 SP:Iteration 7Q (49.842010 sec): 3 clusters Score: Raw -28385.305649 + Penalty 731.901139 = -27653.404510 nChanged 4 SP:Iteration 8Q (49.842779 sec): 3 clusters Score: Raw -28388.049469 + Penalty 742.120950 = -27645.928519 nChanged 6 SP:Iteration 9F (49.843552 sec): 3 clusters Score: Raw -28392.479548 + Penalty 752.166958 = -27640.312590 nChanged 7 SP:Iteration 10F (49.844327 sec): 3 clusters Score: Raw -28401.417540 + Penalty 766.629522 = -27634.788018 nChanged 4 SP:Iteration 11F (49.845102 sec): 3 clusters Score: Raw -28406.725861 + Penalty 777.751758 = -27628.974103 nChanged 3 SP:Iteration 12F (49.845858 sec): 3 clusters Score: Raw -28407.870383 + Penalty 787.034561 = -27620.835822 nChanged 2 SP:Iteration 13F (49.846603 sec): 3 clusters Score: Raw -28409.245693 + Penalty 802.798842 = -27606.446850 nChanged 4 SP:Iteration 14F (49.847352 sec): 3 clusters Score: Raw -28414.057289 + Penalty 808.850685 = -27605.206604 nChanged 1 SP:Iteration 15F (49.848098 sec): 3 clusters Score: Raw -28414.042387 + Penalty 808.850685 = -27605.191702 nChanged 0 Memory request: 0.06 GB would take us to total of 0.30 GB. Trying to split cluster 6 (12883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.904615 sec): 2 clusters Score: Raw -1082386.432209 + Penalty 311.417360 = -1082075.014849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.929074 sec): 3 clusters Score: Raw -1073666.614068 + Penalty 625.886716 = -1073040.727352 nChanged 6199 SP:Iteration 1F (49.952864 sec): 3 clusters Score: Raw -1077674.808467 + Penalty 628.032605 = -1077046.775862 nChanged 1264 SP:Iteration 2F (49.976987 sec): 3 clusters Score: Raw -1078061.612051 + Penalty 634.193484 = -1077427.418568 nChanged 489 SP:Iteration 3Q (50.001490 sec): 3 clusters Score: Raw -1078233.586076 + Penalty 646.760955 = -1077586.825121 nChanged 537 SP:Iteration 4Q (50.026116 sec): 3 clusters Score: Raw -1078502.419595 + Penalty 673.204642 = -1077829.214953 nChanged 736 SP:Iteration 5F (50.050140 sec): 3 clusters Score: Raw -1079000.000523 + Penalty 718.161389 = -1078281.839134 nChanged 916 SP:Iteration 6F (50.074462 sec): 3 clusters Score: Raw -1079757.370933 + Penalty 773.396007 = -1078983.974926 nChanged 919 SP:Iteration 7F (50.098478 sec): 3 clusters Score: Raw -1080514.249816 + Penalty 812.859629 = -1079701.390187 nChanged 692 SP:Iteration 8F (50.122382 sec): 3 clusters Score: Raw -1081039.584080 + Penalty 834.194656 = -1080205.389424 nChanged 511 SP:Iteration 9Q (50.145519 sec): 3 clusters Score: Raw -1081410.984538 + Penalty 837.954661 = -1080573.029877 nChanged 362 SP:Iteration 10F (50.169345 sec): 3 clusters Score: Raw -1081671.909493 + Penalty 826.883289 = -1080845.026204 nChanged 278 SP:Iteration 11Q (50.190138 sec): 3 clusters Score: Raw -1081872.972202 + Penalty 814.682909 = -1081058.289293 nChanged 211 SP:Iteration 12Q (50.209878 sec): 3 clusters Score: Raw -1082027.654273 + Penalty 797.770369 = -1081229.883905 nChanged 152 SP:Iteration 13Q (50.229802 sec): 3 clusters Score: Raw -1082136.734695 + Penalty 787.336509 = -1081349.398186 nChanged 104 SP:Iteration 14Q (50.249724 sec): 3 clusters Score: Raw -1082205.551318 + Penalty 776.656365 = -1081428.894953 nChanged 87 SP:Iteration 15Q (50.269249 sec): 3 clusters Score: Raw -1082266.246541 + Penalty 782.936200 = -1081483.310341 nChanged 69 SP:Iteration 16Q (50.291354 sec): 3 clusters Score: Raw -1082305.366395 + Penalty 780.136915 = -1081525.229480 nChanged 49 SP:Iteration 17Q (50.312714 sec): 3 clusters Score: Raw -1082333.954956 + Penalty 774.515244 = -1081559.439712 nChanged 36 SP:Iteration 18Q (50.334523 sec): 3 clusters Score: Raw -1082354.960688 + Penalty 770.425608 = -1081584.535080 nChanged 26 SP:Iteration 19Q (50.356624 sec): 3 clusters Score: Raw -1082369.951029 + Penalty 775.761597 = -1081594.189432 nChanged 22 SP:Iteration 20F (50.383236 sec): 3 clusters Score: Raw -1082382.947438 + Penalty 780.828635 = -1081602.118803 nChanged 14 SP:Iteration 21Q (50.404788 sec): 3 clusters Score: Raw -1082392.267271 + Penalty 821.246494 = -1081571.020777 nChanged 11 SP:Iteration 22F (50.431497 sec): 3 clusters Score: Raw -1082400.337669 + Penalty 850.858411 = -1081549.479259 nChanged 6 SP:Iteration 23F (50.458817 sec): 3 clusters Score: Raw -1082404.166967 + Penalty 856.194095 = -1081547.972873 nChanged 3 SP:Iteration 24F (50.485148 sec): 3 clusters Score: Raw -1082405.040741 + Penalty 856.194095 = -1081548.846646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.493543 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.493954 sec): 3 clusters Score: Raw -9767.453321 + Penalty 449.737918 = -9317.715403 nChanged 24 SP:Iteration 1F (50.494348 sec): 3 clusters Score: Raw -9788.104586 + Penalty 458.427827 = -9329.676759 nChanged 9 SP:Iteration 2F (50.494741 sec): 3 clusters Score: Raw -9797.298077 + Penalty 465.130296 = -9332.167780 nChanged 10 SP:Iteration 3F (50.495133 sec): 3 clusters Score: Raw -9810.087449 + Penalty 479.566740 = -9330.520709 nChanged 9 SP:Iteration 4F (50.495530 sec): 3 clusters Score: Raw -9819.859700 + Penalty 546.601653 = -9273.258046 nChanged 7 SP:Iteration 5F (50.495923 sec): 3 clusters Score: Raw -9826.325895 + Penalty 562.965894 = -9263.360001 nChanged 2 SP:Iteration 6F (50.496316 sec): 3 clusters Score: Raw -9826.453747 + Penalty 611.974705 = -9214.479041 nChanged 2 SP:Iteration 7F (50.496709 sec): 3 clusters Score: Raw -9826.809397 + Penalty 645.069653 = -9181.739744 nChanged 1 SP:Iteration 8F (50.497102 sec): 3 clusters Score: Raw -9825.888877 + Penalty 595.270122 = -9230.618754 nChanged 1 SP:Iteration 9Q (50.497451 sec): 3 clusters Score: Raw -9825.965875 + Penalty 566.947552 = -9259.018323 nChanged 1 SP:Iteration 10F (50.497868 sec): 3 clusters Score: Raw -9826.693517 + Penalty 220.123932 = -9606.569585 nChanged 1 SP:Iteration 11Q (50.498216 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 SP:Iteration 12F (50.498562 sec): 2 clusters Score: Raw -9829.694015 + Penalty 220.123932 = -9609.570083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.499950 sec): 2 clusters Score: Raw -30084.008605 + Penalty 593.925974 = -29490.082632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.500762 sec): 3 clusters Score: Raw -29928.578958 + Penalty 1190.178640 = -28738.400318 nChanged 79 SP:Iteration 1F (50.501563 sec): 3 clusters Score: Raw -29992.927334 + Penalty 1192.338441 = -28800.588892 nChanged 36 SP:Iteration 2F (50.502361 sec): 3 clusters Score: Raw -30021.290556 + Penalty 1193.495822 = -28827.794734 nChanged 19 SP:Iteration 3F (50.503161 sec): 3 clusters Score: Raw -30038.952152 + Penalty 1194.227993 = -28844.724159 nChanged 11 SP:Iteration 4Q (50.503961 sec): 3 clusters Score: Raw -30047.773956 + Penalty 1200.579170 = -28847.194786 nChanged 5 SP:Iteration 5Q (50.504755 sec): 3 clusters Score: Raw -30053.256901 + Penalty 1205.779421 = -28847.477480 nChanged 4 SP:Iteration 6Q (50.505547 sec): 3 clusters Score: Raw -30059.794835 + Penalty 1210.800804 = -28848.994031 nChanged 5 SP:Iteration 7Q (50.506338 sec): 3 clusters Score: Raw -30063.928326 + Penalty 1223.348864 = -28840.579462 nChanged 7 SP:Iteration 8F (50.507138 sec): 3 clusters Score: Raw -30070.615381 + Penalty 1227.385435 = -28843.229946 nChanged 7 SP:Iteration 9Q (50.507899 sec): 3 clusters Score: Raw -30075.912089 + Penalty 1236.127715 = -28839.784375 nChanged 9 SP:Iteration 10F (50.508664 sec): 3 clusters Score: Raw -30082.953629 + Penalty 1248.198747 = -28834.754881 nChanged 7 SP:Iteration 11F (50.509462 sec): 3 clusters Score: Raw -30090.347022 + Penalty 1259.081196 = -28831.265825 nChanged 4 SP:Iteration 12F (50.510226 sec): 3 clusters Score: Raw -30094.995172 + Penalty 1263.892660 = -28831.102512 nChanged 2 SP:Iteration 13F (50.510991 sec): 3 clusters Score: Raw -30097.804633 + Penalty 1274.613567 = -28823.191066 nChanged 4 SP:Iteration 14F (50.511754 sec): 3 clusters Score: Raw -30108.274018 + Penalty 1279.694983 = -28828.579035 nChanged 4 SP:Iteration 15Q (50.512482 sec): 3 clusters Score: Raw -30115.056082 + Penalty 1284.777608 = -28830.278474 nChanged 2 SP:Iteration 16Q (50.513201 sec): 3 clusters Score: Raw -30116.830533 + Penalty 1284.703945 = -28832.126588 nChanged 1 SP:Iteration 17Q (50.513914 sec): 3 clusters Score: Raw -30116.902842 + Penalty 1284.703945 = -28832.198897 nChanged 0 SP:Iteration 18F (50.514678 sec): 3 clusters Score: Raw -30116.902842 + Penalty 1284.703945 = -28832.198897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.516158 sec): 2 clusters Score: Raw -21035.786397 + Penalty 492.661646 = -20543.124752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.516771 sec): 3 clusters Score: Raw -20926.518881 + Penalty 986.284543 = -19940.234338 nChanged 54 SP:Iteration 1F (50.517375 sec): 3 clusters Score: Raw -20967.483609 + Penalty 988.309844 = -19979.173766 nChanged 23 SP:Iteration 2F (50.518015 sec): 3 clusters Score: Raw -20987.394739 + Penalty 989.338800 = -19998.055939 nChanged 13 SP:Iteration 3F (50.518639 sec): 3 clusters Score: Raw -20999.185789 + Penalty 989.973929 = -20009.211860 nChanged 5 SP:Iteration 4Q (50.519260 sec): 3 clusters Score: Raw -21006.052056 + Penalty 988.584875 = -20017.467180 nChanged 3 SP:Iteration 5Q (50.519881 sec): 3 clusters Score: Raw -21008.552031 + Penalty 988.324455 = -20020.227576 nChanged 1 SP:Iteration 6Q (50.520506 sec): 3 clusters Score: Raw -21009.921842 + Penalty 987.395764 = -20022.526078 nChanged 1 SP:Iteration 7Q (50.521127 sec): 3 clusters Score: Raw -21011.839461 + Penalty 987.330441 = -20024.509020 nChanged 1 SP:Iteration 8Q (50.521747 sec): 3 clusters Score: Raw -21012.039155 + Penalty 987.330441 = -20024.708714 nChanged 0 SP:Iteration 9F (50.522369 sec): 3 clusters Score: Raw -21012.039155 + Penalty 987.330441 = -20024.708714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.527034 sec): 2 clusters Score: Raw -36798.922166 + Penalty 614.546583 = -36184.375582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.527947 sec): 3 clusters Score: Raw -36631.905545 + Penalty 1229.763587 = -35402.141958 nChanged 113 SP:Iteration 1F (50.528825 sec): 3 clusters Score: Raw -36716.481208 + Penalty 1229.414817 = -35487.066392 nChanged 26 SP:Iteration 2F (50.529707 sec): 3 clusters Score: Raw -36738.042743 + Penalty 1229.351207 = -35508.691536 nChanged 16 SP:Iteration 3Q (50.530586 sec): 3 clusters Score: Raw -36755.303685 + Penalty 1229.507056 = -35525.796629 nChanged 7 SP:Iteration 4Q (50.531478 sec): 3 clusters Score: Raw -36762.146749 + Penalty 1229.772896 = -35532.373853 nChanged 5 SP:Iteration 5Q (50.532405 sec): 3 clusters Score: Raw -36765.008193 + Penalty 1229.974577 = -35535.033617 nChanged 4 SP:Iteration 6Q (50.533318 sec): 3 clusters Score: Raw -36766.482319 + Penalty 1229.971807 = -35536.510512 nChanged 2 SP:Iteration 7Q (50.534226 sec): 3 clusters Score: Raw -36766.890159 + Penalty 1229.962952 = -35536.927207 nChanged 2 SP:Iteration 8Q (50.535140 sec): 3 clusters Score: Raw -36767.608841 + Penalty 1230.123645 = -35537.485195 nChanged 1 SP:Iteration 9Q (50.536030 sec): 3 clusters Score: Raw -36768.016921 + Penalty 1230.167197 = -35537.849723 nChanged 1 SP:Iteration 10F (50.536943 sec): 3 clusters Score: Raw -36768.616900 + Penalty 1230.167197 = -35538.449703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.537492 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.537730 sec): 3 clusters Score: Raw -1317.775320 + Penalty 328.426590 = -989.348730 nChanged 2 SP:Iteration 1F (50.537957 sec): 3 clusters Score: Raw -1325.121057 + Penalty 199.387588 = -1125.733469 nChanged 3 SP:Iteration 2F (50.538166 sec): 2 clusters Score: Raw -1335.712978 + Penalty 199.387588 = -1136.325390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.538801 sec): 2 clusters Score: Raw -6066.235430 + Penalty 312.449068 = -5753.786362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.539140 sec): 3 clusters Score: Raw -6069.758233 + Penalty 624.426319 = -5445.331914 nChanged 8 SP:Iteration 1F (50.539472 sec): 3 clusters Score: Raw -6079.197494 + Penalty 624.426319 = -5454.771175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.540511 sec): 2 clusters Score: Raw -19459.242199 + Penalty 64.199834 = -19395.042366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.541133 sec): 3 clusters Score: Raw -19308.699515 + Penalty 128.862526 = -19179.836989 nChanged 94 SP:Iteration 1F (50.541717 sec): 3 clusters Score: Raw -19388.634511 + Penalty 128.698891 = -19259.935620 nChanged 16 SP:Iteration 2F (50.542317 sec): 3 clusters Score: Raw -19395.787615 + Penalty 128.362046 = -19267.425568 nChanged 5 SP:Iteration 3Q (50.542918 sec): 3 clusters Score: Raw -19398.935398 + Penalty 128.353940 = -19270.581458 nChanged 9 SP:Iteration 4Q (50.543529 sec): 3 clusters Score: Raw -19404.292904 + Penalty 128.281681 = -19276.011224 nChanged 7 SP:Iteration 5Q (50.544134 sec): 3 clusters Score: Raw -19408.767598 + Penalty 128.347395 = -19280.420203 nChanged 5 SP:Iteration 6Q (50.544739 sec): 3 clusters Score: Raw -19411.118010 + Penalty 128.426606 = -19282.691404 nChanged 7 SP:Iteration 7Q (50.545345 sec): 3 clusters Score: Raw -19413.668491 + Penalty 128.403655 = -19285.264836 nChanged 1 SP:Iteration 8Q (50.545948 sec): 3 clusters Score: Raw -19413.765883 + Penalty 128.403655 = -19285.362228 nChanged 0 SP:Iteration 9F (50.546551 sec): 3 clusters Score: Raw -19413.765883 + Penalty 128.403655 = -19285.362228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.547049 sec): 2 clusters Score: Raw -900.920072 + Penalty 125.714189 = -775.205883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.547276 sec): 3 clusters Score: Raw -925.793735 + Penalty 248.229718 = -677.564018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.547913 sec): 2 clusters Score: Raw -6001.418386 + Penalty 492.349150 = -5509.069236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.548243 sec): 3 clusters Score: Raw -6018.567589 + Penalty 986.201589 = -5032.366000 nChanged 2 SP:Iteration 1Q (50.548564 sec): 3 clusters Score: Raw -6021.840567 + Penalty 986.201589 = -5035.638978 nChanged 0 SP:Iteration 2F (50.548888 sec): 3 clusters Score: Raw -6021.840567 + Penalty 986.201589 = -5035.638978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.549391 sec): 2 clusters Score: Raw -1609.864245 + Penalty 300.289194 = -1309.575051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.549654 sec): 3 clusters Score: Raw -1610.655117 + Penalty 603.161229 = -1007.493887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.550136 sec): 2 clusters Score: Raw -900.395584 + Penalty 232.671935 = -667.723649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.550363 sec): 3 clusters Score: Raw -907.362507 + Penalty 460.731609 = -446.630898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.550812 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.550996 sec): 2 clusters Score: Raw -246.087861 + Penalty 30.211838 = -215.876023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.551500 sec): 2 clusters Score: Raw -1504.466944 + Penalty 32.222528 = -1472.244416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.551729 sec): 3 clusters Score: Raw -1511.269758 + Penalty 64.445056 = -1446.824702 nChanged 2 SP:Iteration 1F (50.551954 sec): 3 clusters Score: Raw -1514.630963 + Penalty 63.336329 = -1451.294634 nChanged 1 SP:Iteration 2Q (50.552177 sec): 3 clusters Score: Raw -1515.930953 + Penalty 63.336329 = -1452.594623 nChanged 0 SP:Iteration 3F (50.552409 sec): 3 clusters Score: Raw -1515.930953 + Penalty 63.336329 = -1452.594623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.552927 sec): 2 clusters Score: Raw -2117.487697 + Penalty 323.612030 = -1793.875667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.553177 sec): 3 clusters Score: Raw -2129.062745 + Penalty 652.258253 = -1476.804492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.554147 sec): 2 clusters Score: Raw -18196.872163 + Penalty 602.962975 = -17593.909188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.554714 sec): 3 clusters Score: Raw -18134.773969 + Penalty 1210.311162 = -16924.462806 nChanged 41 SP:Iteration 1F (50.555269 sec): 3 clusters Score: Raw -18173.746517 + Penalty 1210.546907 = -16963.199610 nChanged 3 SP:Iteration 2Q (50.555823 sec): 3 clusters Score: Raw -18176.807083 + Penalty 1211.287443 = -16965.519640 nChanged 1 SP:Iteration 3Q (50.556375 sec): 3 clusters Score: Raw -18180.632466 + Penalty 1211.287443 = -16969.345023 nChanged 0 SP:Iteration 4F (50.556930 sec): 3 clusters Score: Raw -18180.632466 + Penalty 1211.287443 = -16969.345023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.557513 sec): 2 clusters Score: Raw -3656.946171 + Penalty 405.662318 = -3251.283853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.557806 sec): 3 clusters Score: Raw -3661.864339 + Penalty 815.579914 = -2846.284425 nChanged 2 SP:Iteration 1F (50.558087 sec): 3 clusters Score: Raw -3668.966723 + Penalty 811.324637 = -2857.642086 nChanged 1 SP:Iteration 2Q (50.558361 sec): 3 clusters Score: Raw -3673.018905 + Penalty 811.324637 = -2861.694269 nChanged 0 SP:Iteration 3F (50.558638 sec): 3 clusters Score: Raw -3673.018905 + Penalty 811.324637 = -2861.694269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.559150 sec): 2 clusters Score: Raw -2046.166479 + Penalty 354.369257 = -1691.797222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.559420 sec): 3 clusters Score: Raw -2091.560059 + Penalty 708.738515 = -1382.821544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.559965 sec): 2 clusters Score: Raw -3078.428282 + Penalty 344.812295 = -2733.615987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.560240 sec): 3 clusters Score: Raw -3098.702603 + Penalty 690.746046 = -2407.956557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.561602 sec): 2 clusters Score: Raw -32266.953241 + Penalty 914.015775 = -31352.937465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.562403 sec): 3 clusters Score: Raw -32247.904711 + Penalty 1827.308170 = -30420.596540 nChanged 56 SP:Iteration 1F (50.563194 sec): 3 clusters Score: Raw -32336.652960 + Penalty 1826.310103 = -30510.342857 nChanged 18 SP:Iteration 2F (50.563994 sec): 3 clusters Score: Raw -32375.466854 + Penalty 1826.395937 = -30549.070917 nChanged 6 SP:Iteration 3Q (50.564756 sec): 3 clusters Score: Raw -32387.979867 + Penalty 1826.308268 = -30561.671598 nChanged 3 SP:Iteration 4Q (50.565523 sec): 3 clusters Score: Raw -32391.728860 + Penalty 1826.316972 = -30565.411888 nChanged 4 SP:Iteration 5Q (50.566286 sec): 3 clusters Score: Raw -32395.047134 + Penalty 1825.729759 = -30569.317375 nChanged 4 SP:Iteration 6Q (50.567045 sec): 3 clusters Score: Raw -32399.099376 + Penalty 1825.345370 = -30573.754007 nChanged 4 SP:Iteration 7Q (50.567808 sec): 3 clusters Score: Raw -32407.086660 + Penalty 1825.365910 = -30581.720750 nChanged 5 SP:Iteration 8Q (50.568566 sec): 3 clusters Score: Raw -32422.607971 + Penalty 1825.171722 = -30597.436248 nChanged 2 SP:Iteration 9Q (50.569319 sec): 3 clusters Score: Raw -32425.423264 + Penalty 1825.171722 = -30600.251542 nChanged 0 SP:Iteration 10F (50.570100 sec): 3 clusters Score: Raw -32425.423264 + Penalty 1825.171722 = -30600.251542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.571229 sec): 2 clusters Score: Raw -22997.893315 + Penalty 479.866347 = -22518.026968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.571876 sec): 3 clusters Score: Raw -22882.488501 + Penalty 971.345702 = -21911.142799 nChanged 56 SP:Iteration 1F (50.572515 sec): 3 clusters Score: Raw -22939.672750 + Penalty 991.289463 = -21948.383287 nChanged 27 SP:Iteration 2F (50.573151 sec): 3 clusters Score: Raw -22971.151145 + Penalty 1013.002483 = -21958.148662 nChanged 16 SP:Iteration 3F (50.573786 sec): 3 clusters Score: Raw -22997.534792 + Penalty 1033.215611 = -21964.319181 nChanged 12 SP:Iteration 4Q (50.574415 sec): 3 clusters Score: Raw -23017.221368 + Penalty 1059.691396 = -21957.529972 nChanged 11 SP:Iteration 5F (50.575051 sec): 3 clusters Score: Raw -23032.968784 + Penalty 1083.931902 = -21949.036882 nChanged 8 SP:Iteration 6F (50.575686 sec): 3 clusters Score: Raw -23045.720090 + Penalty 1104.243545 = -21941.476545 nChanged 6 SP:Iteration 7F (50.576322 sec): 3 clusters Score: Raw -23055.552233 + Penalty 1108.729078 = -21946.823155 nChanged 1 SP:Iteration 8Q (50.576910 sec): 3 clusters Score: Raw -23056.491182 + Penalty 1110.513381 = -21945.977801 nChanged 1 SP:Iteration 9F (50.577545 sec): 3 clusters Score: Raw -23057.459561 + Penalty 1110.513381 = -21946.946180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.578100 sec): 2 clusters Score: Raw -1687.815253 + Penalty 391.178886 = -1296.636366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.578377 sec): 3 clusters Score: Raw -2009.144350 + Penalty 777.830793 = -1231.313557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.578899 sec): 2 clusters Score: Raw -962.076185 + Penalty 236.038037 = -726.038149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.579126 sec): 3 clusters Score: Raw -949.212678 + Penalty 470.827948 = -478.384730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.579579 sec): 2 clusters Score: Raw -238.980756 + Penalty 21.171446 = -217.809310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.579770 sec): 3 clusters Score: Raw -245.376077 + Penalty 46.773357 = -198.602719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.581012 sec): 2 clusters Score: Raw -27265.397717 + Penalty 774.718123 = -26490.679594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.581749 sec): 3 clusters Score: Raw -27204.763384 + Penalty 1549.944489 = -25654.818896 nChanged 45 SP:Iteration 1F (50.582474 sec): 3 clusters Score: Raw -27263.026385 + Penalty 1551.400143 = -25711.626243 nChanged 13 SP:Iteration 2Q (50.583195 sec): 3 clusters Score: Raw -27287.782052 + Penalty 1554.887511 = -25732.894541 nChanged 14 SP:Iteration 3Q (50.583903 sec): 3 clusters Score: Raw -27312.401051 + Penalty 1557.703131 = -25754.697920 nChanged 7 SP:Iteration 4Q (50.584592 sec): 3 clusters Score: Raw -27324.042354 + Penalty 1559.552250 = -25764.490103 nChanged 2 SP:Iteration 5Q (50.585340 sec): 3 clusters Score: Raw -27326.419984 + Penalty 1559.108174 = -25767.311810 nChanged 1 SP:Iteration 6Q (50.586047 sec): 3 clusters Score: Raw -27328.599965 + Penalty 1559.108174 = -25769.491791 nChanged 0 SP:Iteration 7F (50.586769 sec): 3 clusters Score: Raw -27328.599965 + Penalty 1559.108174 = -25769.491791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.587276 sec): 2 clusters Score: Raw -1497.984953 + Penalty 301.953689 = -1196.031263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.587516 sec): 3 clusters Score: Raw -1503.632341 + Penalty 605.270982 = -898.361358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.588171 sec): 2 clusters Score: Raw -6869.431089 + Penalty 510.482056 = -6358.949034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.588517 sec): 3 clusters Score: Raw -6885.931888 + Penalty 1021.517520 = -5864.414368 nChanged 2 SP:Iteration 1Q (50.588854 sec): 3 clusters Score: Raw -6894.058584 + Penalty 1022.893860 = -5871.164725 nChanged 1 SP:Iteration 2Q (50.589187 sec): 3 clusters Score: Raw -6895.553129 + Penalty 1023.767044 = -5871.786085 nChanged 1 SP:Iteration 3Q (50.589520 sec): 3 clusters Score: Raw -6900.003197 + Penalty 1023.767044 = -5876.236152 nChanged 0 SP:Iteration 4F (50.589858 sec): 3 clusters Score: Raw -6900.003197 + Penalty 1023.767044 = -5876.236152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.590373 sec): 2 clusters Score: Raw -2038.284520 + Penalty 306.094255 = -1732.190265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.590622 sec): 3 clusters Score: Raw -2037.375889 + Penalty 607.089253 = -1430.286636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.591096 sec): 2 clusters Score: Raw -640.424879 + Penalty 185.155395 = -455.269484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.591340 sec): 3 clusters Score: Raw -643.172534 + Penalty 366.378994 = -276.793540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.591794 sec): 2 clusters Score: Raw -179.562210 + Penalty 50.594455 = -128.967755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.591993 sec): 3 clusters Score: Raw -174.285041 + Penalty 101.188911 = -73.096130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.592776 sec): 2 clusters Score: Raw -10654.335076 + Penalty 683.489448 = -9970.845628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.593203 sec): 3 clusters Score: Raw -10712.316520 + Penalty 1366.982467 = -9345.334053 nChanged 11 SP:Iteration 1F (50.593622 sec): 3 clusters Score: Raw -10730.054959 + Penalty 1366.752445 = -9363.302514 nChanged 2 SP:Iteration 2Q (50.594029 sec): 3 clusters Score: Raw -10737.170693 + Penalty 1366.752445 = -9370.418249 nChanged 0 SP:Iteration 3F (50.594447 sec): 3 clusters Score: Raw -10737.170693 + Penalty 1366.752445 = -9370.418249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.595570 sec): 2 clusters Score: Raw -24057.489188 + Penalty 570.721402 = -23486.767786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.596234 sec): 3 clusters Score: Raw -23953.718713 + Penalty 1142.513576 = -22811.205136 nChanged 57 SP:Iteration 1F (50.596886 sec): 3 clusters Score: Raw -23996.056117 + Penalty 1142.138896 = -22853.917221 nChanged 16 SP:Iteration 2F (50.597535 sec): 3 clusters Score: Raw -24012.189446 + Penalty 1141.778247 = -22870.411198 nChanged 4 SP:Iteration 3Q (50.598192 sec): 3 clusters Score: Raw -24016.867062 + Penalty 1141.994039 = -22874.873023 nChanged 4 SP:Iteration 4Q (50.598838 sec): 3 clusters Score: Raw -24023.317805 + Penalty 1141.815030 = -22881.502775 nChanged 6 SP:Iteration 5Q (50.599482 sec): 3 clusters Score: Raw -24028.507486 + Penalty 1142.065939 = -22886.441547 nChanged 3 SP:Iteration 6Q (50.600127 sec): 3 clusters Score: Raw -24031.231647 + Penalty 1142.587847 = -22888.643800 nChanged 3 SP:Iteration 7Q (50.600772 sec): 3 clusters Score: Raw -24034.684153 + Penalty 1142.453736 = -22892.230416 nChanged 1 SP:Iteration 8Q (50.601414 sec): 3 clusters Score: Raw -24035.533664 + Penalty 1142.453736 = -22893.079928 nChanged 0 SP:Iteration 9F (50.602060 sec): 3 clusters Score: Raw -24035.533664 + Penalty 1142.453736 = -22893.079928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.602548 sec): 2 clusters Score: Raw -567.695739 + Penalty 175.301718 = -392.394021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.602774 sec): 3 clusters Score: Raw -556.352745 + Penalty 361.379180 = -194.973565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.603226 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.603408 sec): 2 clusters Score: Raw -82.046741 + Penalty 0.000000 = -82.046741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.603871 sec): 2 clusters Score: Raw -357.015678 + Penalty 103.330865 = -253.684813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.604082 sec): 3 clusters Score: Raw -352.402995 + Penalty 211.741033 = -140.661962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.604679 sec): 2 clusters Score: Raw -3078.362000 + Penalty 116.555163 = -2961.806837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.604982 sec): 3 clusters Score: Raw -3105.099965 + Penalty 241.970914 = -2863.129051 nChanged 12 SP:Iteration 1F (50.605284 sec): 3 clusters Score: Raw -3133.250923 + Penalty 249.897113 = -2883.353810 nChanged 4 SP:Iteration 2F (50.605584 sec): 3 clusters Score: Raw -3145.815447 + Penalty 252.651010 = -2893.164437 nChanged 1 SP:Iteration 3Q (50.605867 sec): 3 clusters Score: Raw -3148.266914 + Penalty 252.651010 = -2895.615903 nChanged 0 SP:Iteration 4F (50.606167 sec): 3 clusters Score: Raw -3148.266914 + Penalty 252.651010 = -2895.615903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.606670 sec): 2 clusters Score: Raw -1520.510365 + Penalty 300.993875 = -1219.516490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.606908 sec): 3 clusters Score: Raw -1520.522448 + Penalty 601.064047 = -919.458401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.607419 sec): 2 clusters Score: Raw -1939.361245 + Penalty 260.744673 = -1678.616572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.607669 sec): 3 clusters Score: Raw -1944.521725 + Penalty 524.017771 = -1420.503954 nChanged 1 SP:Iteration 1Q (50.607907 sec): 3 clusters Score: Raw -1946.731222 + Penalty 524.017771 = -1422.713451 nChanged 0 SP:Iteration 2F (50.608148 sec): 3 clusters Score: Raw -1946.731222 + Penalty 524.017771 = -1422.713451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.608641 sec): 2 clusters Score: Raw -1422.319029 + Penalty 274.106348 = -1148.212681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.608876 sec): 3 clusters Score: Raw -1425.675867 + Penalty 551.044299 = -874.631568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.609351 sec): 2 clusters Score: Raw -641.966963 + Penalty 176.961381 = -465.005582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.609572 sec): 3 clusters Score: Raw -638.339494 + Penalty 367.834511 = -270.504983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.610025 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.610216 sec): 2 clusters Score: Raw -86.600478 + Penalty 0.000000 = -86.600478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.610750 sec): 2 clusters Score: Raw -3028.345573 + Penalty 386.602914 = -2641.742659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.611016 sec): 3 clusters Score: Raw -3040.276629 + Penalty 785.819454 = -2254.457175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.611480 sec): 2 clusters Score: Raw -364.778169 + Penalty 131.632844 = -233.145325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.611691 sec): 3 clusters Score: Raw -359.754692 + Penalty 268.108845 = -91.645847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.612151 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.612332 sec): 2 clusters Score: Raw -82.046742 + Penalty 0.000000 = -82.046742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.612834 sec): 2 clusters Score: Raw -1774.909113 + Penalty 287.588418 = -1487.320695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.613080 sec): 3 clusters Score: Raw -1772.920872 + Penalty 563.473169 = -1209.447703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.613543 sec): 2 clusters Score: Raw -361.955293 + Penalty 124.745601 = -237.209692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.613756 sec): 3 clusters Score: Raw -356.217452 + Penalty 277.858583 = -78.358869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.614218 sec): 2 clusters Score: Raw -236.603735 + Penalty 16.115752 = -220.487982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.614414 sec): 3 clusters Score: Raw -243.073816 + Penalty 31.875388 = -211.198428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.614916 sec): 2 clusters Score: Raw -1486.331557 + Penalty 268.232691 = -1218.098866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.615153 sec): 3 clusters Score: Raw -1484.397163 + Penalty 574.042884 = -910.354278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.615622 sec): 2 clusters Score: Raw -469.023385 + Penalty 165.153631 = -303.869753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.615837 sec): 3 clusters Score: Raw -457.811900 + Penalty 335.187944 = -122.623956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.616324 sec): 2 clusters Score: Raw -860.785534 + Penalty 346.957916 = -513.827618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.616557 sec): 3 clusters Score: Raw -1059.392215 + Penalty 693.915831 = -365.476384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.617003 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.617186 sec): 2 clusters Score: Raw -84.333980 + Penalty 0.000000 = -84.333980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.617742 sec): 2 clusters Score: Raw -3512.960916 + Penalty 273.118602 = -3239.842314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.618024 sec): 3 clusters Score: Raw -3502.397259 + Penalty 545.513666 = -2956.883593 nChanged 2 SP:Iteration 1F (50.618303 sec): 3 clusters Score: Raw -3507.621900 + Penalty 546.237203 = -2961.384697 nChanged 1 SP:Iteration 2Q (50.618580 sec): 3 clusters Score: Raw -3512.373926 + Penalty 546.237203 = -2966.136723 nChanged 0 SP:Iteration 3F (50.618859 sec): 3 clusters Score: Raw -3512.373926 + Penalty 546.237203 = -2966.136723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.619337 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.619531 sec): 2 clusters Score: Raw -168.550742 + Penalty 16.959587 = -151.591155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.619994 sec): 2 clusters Score: Raw -260.581012 + Penalty 71.586157 = -188.994855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.620200 sec): 3 clusters Score: Raw -260.500510 + Penalty 145.636214 = -114.864296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.620672 sec): 2 clusters Score: Raw -471.031961 + Penalty 153.860881 = -317.171079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.620888 sec): 3 clusters Score: Raw -460.701269 + Penalty 310.988849 = -149.712419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.621417 sec): 2 clusters Score: Raw -2740.983577 + Penalty 360.872238 = -2380.111339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.621678 sec): 3 clusters Score: Raw -2739.877942 + Penalty 726.328529 = -2013.549413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.622152 sec): 2 clusters Score: Raw -745.059218 + Penalty 207.324697 = -537.734521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.622374 sec): 3 clusters Score: Raw -742.256846 + Penalty 414.649394 = -327.607451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.622842 sec): 2 clusters Score: Raw -457.752965 + Penalty 148.819433 = -308.933532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.623058 sec): 3 clusters Score: Raw -452.893129 + Penalty 297.114521 = -155.778608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.623510 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.623698 sec): 2 clusters Score: Raw -86.457688 + Penalty 0.000000 = -86.457688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.624153 sec): 2 clusters Score: Raw -175.730944 + Penalty 44.857865 = -130.873080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.624354 sec): 3 clusters Score: Raw -172.637473 + Penalty 89.715729 = -82.921744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.624825 sec): 2 clusters Score: Raw -563.112039 + Penalty 170.106597 = -393.005442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.625046 sec): 3 clusters Score: Raw -556.670134 + Penalty 340.213194 = -216.456940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.625524 sec): 2 clusters Score: Raw -745.575447 + Penalty 250.938291 = -494.637156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.625751 sec): 3 clusters Score: Raw -870.036585 + Penalty 506.085035 = -363.951550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.626239 sec): 2 clusters Score: Raw -557.421206 + Penalty 128.890494 = -428.530712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.626456 sec): 3 clusters Score: Raw -547.948731 + Penalty 255.966384 = -291.982347 nChanged 1 SP:Iteration 1F (50.626664 sec): 3 clusters Score: Raw -551.580133 + Penalty 255.966384 = -295.613749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.627128 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.627337 sec): 3 clusters Score: Raw -373.427521 + Penalty 138.598557 = -234.828964 nChanged 1 SP:Iteration 1F (50.627529 sec): 2 clusters Score: Raw -381.184720 + Penalty 138.598557 = -242.586163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.627980 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.628167 sec): 2 clusters Score: Raw -86.138766 + Penalty 0.000000 = -86.138766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.628637 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.628838 sec): 2 clusters Score: Raw -564.184319 + Penalty 176.138429 = -388.045890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.629295 sec): 2 clusters Score: Raw -182.751872 + Penalty 64.472070 = -118.279802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.629502 sec): 3 clusters Score: Raw -175.041044 + Penalty 128.944140 = -46.096903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.629964 sec): 2 clusters Score: Raw -273.094187 + Penalty 82.789438 = -190.304748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.630174 sec): 3 clusters Score: Raw -265.916849 + Penalty 169.722550 = -96.194299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.630633 sec): 2 clusters Score: Raw -183.303780 + Penalty 70.128501 = -113.175280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.630837 sec): 3 clusters Score: Raw -177.214415 + Penalty 140.257001 = -36.957414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.631306 sec): 2 clusters Score: Raw -554.539732 + Penalty 147.505420 = -407.034312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.631518 sec): 3 clusters Score: Raw -604.859221 + Penalty 293.630212 = -311.229009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.631972 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.632162 sec): 2 clusters Score: Raw -182.564323 + Penalty 69.542726 = -113.021597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.632645 sec): 2 clusters Score: Raw -671.474576 + Penalty 183.464562 = -488.010014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.632865 sec): 3 clusters Score: Raw -657.741454 + Penalty 375.174261 = -282.567193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.633309 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.633491 sec): 2 clusters Score: Raw -80.257020 + Penalty 0.000000 = -80.257020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.633934 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.634116 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.634566 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.634754 sec): 2 clusters Score: Raw -88.256602 + Penalty 0.000000 = -88.256602 nChanged 0 Deleting Class 76 (16 points): Lose 78.223604 but Gain 1105.830250 Iteration 119Q (50.751374 sec): 80 clusters Score: Raw -2198249.848063 + Penalty 65954.116118 = -2132295.731945 nChanged 29 Deleting Class 26 (38 points): Lose 109.890769 but Gain 1135.972035 Iteration 120F (51.688267 sec): 79 clusters Score: Raw -2198170.664060 + Penalty 64861.588301 = -2133309.075758 nChanged 58 Deleting Class 49 (16 points): Lose 83.607806 but Gain 1109.356542 Iteration 121Q (51.785751 sec): 78 clusters Score: Raw -2198155.787447 + Penalty 63783.244613 = -2134372.542834 nChanged 44 Deleting Class 17 (19 points): Lose 93.984702 but Gain 1119.495852 Iteration 122Q (51.882764 sec): 77 clusters Score: Raw -2198102.951868 + Penalty 62740.555165 = -2135362.396704 nChanged 36 Deleting Class 101 (5 points): Lose 25.164053 but Gain 1045.274030 Iteration 123Q (51.978436 sec): 76 clusters Score: Raw -2198130.700894 + Penalty 61698.255629 = -2136432.445264 nChanged 15 Deleting Class 84 (32 points): Lose 122.531153 but Gain 1136.281454 Iteration 124Q (52.073002 sec): 75 clusters Score: Raw -2198014.836305 + Penalty 60601.897785 = -2137412.938520 nChanged 38 Deleting Class 135 (31 points): Lose 98.125065 but Gain 1114.891586 Iteration 125Q (52.169268 sec): 74 clusters Score: Raw -2197969.775961 + Penalty 59516.096490 = -2138453.679471 nChanged 37 Deleting Class 28 (22 points): Lose 160.641440 but Gain 1167.796930 Iteration 126Q (52.263455 sec): 73 clusters Score: Raw -2197859.182998 + Penalty 58478.126421 = -2139381.056577 nChanged 33 Deleting Class 40 (10 points): Lose 40.208147 but Gain 1044.197298 Iteration 127Q (52.357959 sec): 72 clusters Score: Raw -2197869.688232 + Penalty 57542.819946 = -2140326.868287 nChanged 24 Deleting Class 2 (19 points): Lose 58.339667 but Gain 1061.313041 Iteration 128Q (52.451079 sec): 71 clusters Score: Raw -2197853.470388 + Penalty 56478.547704 = -2141374.922684 nChanged 33 Deleting Class 160 (3 points): Lose 11.194077 but Gain 1013.793629 Iteration 129Q (52.543427 sec): 70 clusters Score: Raw -2197881.846501 + Penalty 55474.699475 = -2142407.147026 nChanged 22 Deleting Class 66 (6 points): Lose 5.366289 but Gain 996.604226 Iteration 130F (53.360630 sec): 69 clusters Score: Raw -2197892.201802 + Penalty 54480.752912 = -2143411.448891 nChanged 17 Deleting Class 164 (6 points): Lose 15.302718 but Gain 1001.360994 Iteration 131Q (53.452971 sec): 68 clusters Score: Raw -2197887.761986 + Penalty 53486.922372 = -2144400.839613 nChanged 11 Deleting Class 18 (11 points): Lose 55.941545 but Gain 1028.002146 Iteration 132Q (53.544345 sec): 67 clusters Score: Raw -2197839.671471 + Penalty 52470.969184 = -2145368.702287 nChanged 15 Deleting Class 78 (15 points): Lose 76.903544 but Gain 1047.663342 Iteration 133Q (53.637590 sec): 66 clusters Score: Raw -2197781.021752 + Penalty 51489.556946 = -2146291.464806 nChanged 21 Deleting Class 137 (8 points): Lose 45.064515 but Gain 1015.595072 Iteration 134Q (53.729260 sec): 65 clusters Score: Raw -2197766.761029 + Penalty 50468.582134 = -2147298.178894 nChanged 16 Deleting Class 91 (17 points): Lose 31.968010 but Gain 991.175978 Iteration 135Q (53.819876 sec): 64 clusters Score: Raw -2197751.140305 + Penalty 49485.493447 = -2148265.646858 nChanged 24 Deleting Class 134 (5 points): Lose 17.262992 but Gain 973.801072 Iteration 136Q (53.909518 sec): 63 clusters Score: Raw -2197755.476170 + Penalty 48504.070439 = -2149251.405731 nChanged 12 Deleting Class 52 (71 points): Lose 265.093416 but Gain 1217.072698 Iteration 137Q (53.999393 sec): 62 clusters Score: Raw -2197500.879619 + Penalty 47386.472104 = -2150114.407515 nChanged 74 Deleting Class 213 (2 points): Lose 71.627946 but Gain 1021.980264 Iteration 138Q (54.088776 sec): 61 clusters Score: Raw -2197599.648592 + Penalty 46405.587260 = -2151194.061332 nChanged 24 Deleting Class 153 (6 points): Lose 16.966297 but Gain 967.069551 Iteration 139Q (54.178688 sec): 60 clusters Score: Raw -2197607.259620 + Penalty 45428.708835 = -2152178.550785 nChanged 15 Deleting Class 175 (2 points): Lose 82.887443 but Gain 1030.588646 Iteration 140F (54.878228 sec): 59 clusters Score: Raw -2197537.102858 + Penalty 44390.386688 = -2153146.716170 nChanged 12 Deleting Class 58 (7 points): Lose 24.930087 but Gain 969.236698 Iteration 141Q (54.965779 sec): 58 clusters Score: Raw -2197524.598477 + Penalty 43423.639147 = -2154100.959330 nChanged 12 Deleting Class 99 (17 points): Lose 53.950585 but Gain 994.728210 Iteration 142Q (55.052135 sec): 57 clusters Score: Raw -2197481.349619 + Penalty 42444.351718 = -2155036.997902 nChanged 25 Deleting Class 167 (2 points): Lose 7.058449 but Gain 947.463340 Iteration 143Q (55.138909 sec): 56 clusters Score: Raw -2197499.508748 + Penalty 41500.482853 = -2155999.025895 nChanged 8 Deleting Class 54 (22 points): Lose 67.601971 but Gain 1000.704835 Iteration 144Q (55.225758 sec): 55 clusters Score: Raw -2197434.981684 + Penalty 40504.595257 = -2156930.386427 nChanged 25 Deleting Class 24 (24 points): Lose 113.662842 but Gain 1036.704078 Iteration 145Q (55.312566 sec): 54 clusters Score: Raw -2197350.621783 + Penalty 39472.235336 = -2157878.386448 nChanged 34 Deleting Class 216 (7 points): Lose 44.347701 but Gain 960.385656 Iteration 146Q (55.398601 sec): 53 clusters Score: Raw -2197346.408517 + Penalty 38510.179637 = -2158836.228880 nChanged 18 Deleting Class 79 (10 points): Lose 55.777368 but Gain 945.524731 Iteration 147Q (55.482856 sec): 52 clusters Score: Raw -2197304.797652 + Penalty 37545.140885 = -2159759.656768 nChanged 16 Deleting Class 139 (4 points): Lose 24.894403 but Gain 909.713065 Iteration 148Q (55.566575 sec): 51 clusters Score: Raw -2197299.953319 + Penalty 36647.402658 = -2160652.550661 nChanged 10 Deleting Class 96 (5 points): Lose 39.245060 but Gain 912.051193 Iteration 149Q (55.650812 sec): 50 clusters Score: Raw -2197268.821254 + Penalty 35760.024403 = -2161508.796851 nChanged 11 Deleting Class 30 (42 points): Lose 143.534558 but Gain 1003.498307 Iteration 150F (56.226145 sec): 49 clusters Score: Raw -2197151.415329 + Penalty 34791.185959 = -2162360.229370 nChanged 50 Deleting Class 232 (1 points): Lose 37.476074 but Gain 881.403143 Iteration 151Q (56.312179 sec): 48 clusters Score: Raw -2197183.393025 + Penalty 33916.024682 = -2163267.368343 nChanged 15 Deleting Class 86 (4 points): Lose 140.566872 but Gain 967.219555 Iteration 152Q (56.395696 sec): 47 clusters Score: Raw -2197054.671490 + Penalty 32975.064895 = -2164079.606595 nChanged 10 Deleting Class 77 (22 points): Lose 91.676235 but Gain 918.399140 Iteration 153Q (56.478034 sec): 46 clusters Score: Raw -2197006.289250 + Penalty 32085.367941 = -2164920.921309 nChanged 32 Deleting Class 158 (9 points): Lose 60.078101 but Gain 880.024015 Iteration 154Q (56.560192 sec): 45 clusters Score: Raw -2196984.333524 + Penalty 31209.785655 = -2165774.547869 nChanged 26 Deleting Class 83 (1 points): Lose 2.216107 but Gain 777.767103 Iteration 155Q (56.641019 sec): 44 clusters Score: Raw -2197002.573143 + Penalty 30435.762714 = -2166566.810429 nChanged 14 Deleting Class 16 (86 points): Lose 414.864341 but Gain 1189.903326 Iteration 156Q (56.721885 sec): 43 clusters Score: Raw -2196594.590191 + Penalty 29325.910017 = -2167268.680174 nChanged 96 Deleting Class 143 (1 points): Lose 1.066926 but Gain 767.632611 Iteration 157Q (56.801783 sec): 42 clusters Score: Raw -2196803.893887 + Penalty 28587.030103 = -2168216.863784 nChanged 45 Deleting Class 174 (3 points): Lose 13.280681 but Gain 767.620818 Iteration 158Q (56.880228 sec): 41 clusters Score: Raw -2196836.716303 + Penalty 27844.629830 = -2168992.086473 nChanged 47 Deleting Class 12 (16 points): Lose 31.647515 but Gain 785.227487 Iteration 159Q (56.960453 sec): 40 clusters Score: Raw -2196832.489263 + Penalty 27061.744284 = -2169770.744978 nChanged 40 Deleting Class 103 (12 points): Lose 745.486081 but Gain 1422.273055 Iteration 160F (57.417890 sec): 39 clusters Score: Raw -2196115.769486 + Penalty 25661.433448 = -2170454.336038 nChanged 35 Deleting Class 107 (39 points): Lose 98.956247 but Gain 772.911410 Iteration 161Q (57.497664 sec): 38 clusters Score: Raw -2196102.520280 + Penalty 24888.816254 = -2171213.704027 nChanged 56 Deleting Class 72 (3 points): Lose 95.654958 but Gain 740.599613 Iteration 162Q (57.575598 sec): 37 clusters Score: Raw -2196060.846845 + Penalty 24113.821181 = -2171947.025664 nChanged 24 Deleting Class 148 (2 points): Lose 59.710162 but Gain 659.218513 Iteration 163Q (57.653550 sec): 36 clusters Score: Raw -2196016.069049 + Penalty 23465.705319 = -2172550.363729 nChanged 8 Deleting Class 44 (294 points): Lose 802.085917 but Gain 1397.589176 Iteration 164Q (57.732401 sec): 35 clusters Score: Raw -2195225.386588 + Penalty 22250.311723 = -2172975.074865 nChanged 299 Deleting Class 126 (3 points): Lose 75.871414 but Gain 663.744376 Iteration 165Q (57.812232 sec): 34 clusters Score: Raw -2195669.342143 + Penalty 21631.802349 = -2174037.539794 nChanged 66 Deleting Class 15 (16 points): Lose 164.466313 but Gain 750.970108 Iteration 166Q (57.888113 sec): 33 clusters Score: Raw -2195548.167564 + Penalty 20896.091319 = -2174652.076245 nChanged 57 Deleting Class 59 (2 points): Lose 174.921702 but Gain 743.521833 Iteration 167Q (57.963719 sec): 32 clusters Score: Raw -2195417.337522 + Penalty 20141.730131 = -2175275.607391 nChanged 36 Deleting Class 163 (1 points): Lose 34.670021 but Gain 582.148781 Iteration 168Q (58.041597 sec): 31 clusters Score: Raw -2195416.683243 + Penalty 19573.335381 = -2175843.347862 nChanged 29 Deleting Class 1 (64 points): Lose 226.499879 but Gain 770.220325 Iteration 169Q (58.119326 sec): 30 clusters Score: Raw -2195230.913171 + Penalty 18803.573613 = -2176427.339558 nChanged 85 Deleting Class 155 (10 points): Lose 578.133208 but Gain 1110.113817 Iteration 170F (58.467881 sec): 29 clusters Score: Raw -2194758.966697 + Penalty 17693.876448 = -2177065.090250 nChanged 38 Deleting Class 34 (249 points): Lose 456.744475 but Gain 936.187235 Iteration 171Q (58.540283 sec): 28 clusters Score: Raw -2194507.130407 + Penalty 16820.392329 = -2177686.738078 nChanged 277 Deleting Class 13 (175 points): Lose 613.050435 but Gain 1040.732501 Iteration 172Q (58.613678 sec): 27 clusters Score: Raw -2194318.757932 + Penalty 15822.954784 = -2178495.803148 nChanged 241 Deleting Class 177 (7 points): Lose 377.143715 but Gain 772.149610 Iteration 173Q (58.688976 sec): 26 clusters Score: Raw -2194280.852342 + Penalty 15008.490614 = -2179272.361728 nChanged 87 Deleting Class 9 (348 points): Lose 626.512057 but Gain 971.669937 Iteration 174Q (58.758857 sec): 25 clusters Score: Raw -2193778.629575 + Penalty 14086.403750 = -2179692.225825 nChanged 398 Deleting Class 106 (1 points): Lose 37.153830 but Gain 363.379825 Iteration 175Q (58.830589 sec): 24 clusters Score: Raw -2194240.245208 + Penalty 13726.705620 = -2180513.539588 nChanged 97 Deleting Class 25 (397 points): Lose 918.290197 but Gain 1200.994879 Iteration 176Q (58.900647 sec): 23 clusters Score: Raw -2193359.874548 + Penalty 12601.643119 = -2180758.231428 nChanged 450 Deleting Class 7 (151 points): Lose 238.560363 but Gain 488.331935 Iteration 177Q (58.972603 sec): 22 clusters Score: Raw -2193753.503737 + Penalty 12106.640822 = -2181646.862915 nChanged 282 Deleting Class 119 (2 points): Lose 19.737198 but Gain 249.233301 Iteration 178Q (59.042331 sec): 21 clusters Score: Raw -2193973.369719 + Penalty 11844.429945 = -2182128.939774 nChanged 113 Deleting Class 60 (130 points): Lose 1260.639221 but Gain 1459.441614 Iteration 179Q (59.110054 sec): 20 clusters Score: Raw -2192762.390933 + Penalty 10455.798965 = -2182306.591969 nChanged 195 Deleting Class 20 (3 points): Lose 147.840549 but Gain 280.123120 Iteration 180F (59.340430 sec): 19 clusters Score: Raw -2193564.839319 + Penalty 10126.411884 = -2183438.427435 nChanged 84 Deleting Class 98 (3 points): Lose 60.788296 but Gain 149.424699 Iteration 181Q (59.405439 sec): 18 clusters Score: Raw -2193627.645908 + Penalty 9955.024727 = -2183672.621181 nChanged 49 Deleting Class 67 (1 points): Lose 61.473716 but Gain 142.608134 Iteration 182Q (59.469741 sec): 17 clusters Score: Raw -2193611.989423 + Penalty 9794.158939 = -2183817.830484 nChanged 37 Deleting Class 41 (3 points): Lose 123.493455 but Gain 196.300916 Iteration 183Q (59.532949 sec): 16 clusters Score: Raw -2193513.714150 + Penalty 9568.463761 = -2183945.250388 nChanged 31 Deleting Class 5 (194 points): Lose 535.583204 but Gain 605.542864 Iteration 184Q (59.596297 sec): 15 clusters Score: Raw -2193007.382379 + Penalty 8959.890166 = -2184047.492213 nChanged 213 Deleting Class 88 (1 points): Lose 79.813150 but Gain 142.608134 Iteration 185Q (59.659692 sec): 14 clusters Score: Raw -2193185.507461 + Penalty 8766.800902 = -2184418.706558 nChanged 40 Deleting Class 220 (1 points): Lose 26.579650 but Gain 50.931476 Iteration 186Q (59.721796 sec): 13 clusters Score: Raw -2193169.813454 + Penalty 8702.921924 = -2184466.891530 nChanged 21 Iteration 187Q (59.781906 sec): 13 clusters Score: Raw -2193174.982531 + Penalty 8702.512785 = -2184472.469746 nChanged 13 Iteration 188Q (59.842441 sec): 13 clusters Score: Raw -2193176.873860 + Penalty 8700.872503 = -2184476.001357 nChanged 12 Iteration 189Q (59.903812 sec): 13 clusters Score: Raw -2193179.456539 + Penalty 8700.749209 = -2184478.707330 nChanged 15 Iteration 190F (60.072405 sec): 13 clusters Score: Raw -2193202.679849 + Penalty 8702.007696 = -2184500.672153 nChanged 21 Iteration 191Q (60.132128 sec): 13 clusters Score: Raw -2193237.458597 + Penalty 8706.439755 = -2184531.018843 nChanged 14 Iteration 192Q (60.193463 sec): 13 clusters Score: Raw -2193241.730854 + Penalty 8708.691378 = -2184533.039475 nChanged 12 Iteration 193Q (60.254478 sec): 13 clusters Score: Raw -2193243.696054 + Penalty 8708.977016 = -2184534.719038 nChanged 8 Iteration 194Q (60.314967 sec): 13 clusters Score: Raw -2193247.908131 + Penalty 8711.725663 = -2184536.182468 nChanged 7 Iteration 195Q (60.375125 sec): 13 clusters Score: Raw -2193250.012250 + Penalty 8713.981874 = -2184536.030376 nChanged 5 Iteration 196F (60.545257 sec): 13 clusters Score: Raw -2193251.533134 + Penalty 8715.448012 = -2184536.085121 nChanged 4 Iteration 197Q (60.605359 sec): 13 clusters Score: Raw -2193253.040448 + Penalty 8715.360853 = -2184537.679594 nChanged 1 Iteration 198Q (60.665026 sec): 13 clusters Score: Raw -2193253.197877 + Penalty 8715.140810 = -2184538.057066 nChanged 1 Iteration 199Q (60.725716 sec): 13 clusters Score: Raw -2193253.300169 + Penalty 8714.964046 = -2184538.336123 nChanged 1 Iteration 200F (60.895932 sec): 13 clusters Score: Raw -2193253.672715 + Penalty 8714.165382 = -2184539.507332 nChanged 3 Iteration 201Q (60.957810 sec): 13 clusters Score: Raw -2193254.116358 + Penalty 8713.921574 = -2184540.194784 nChanged 1 Iteration 202Q (61.019972 sec): 13 clusters Score: Raw -2193254.196554 + Penalty 8713.339268 = -2184540.857286 nChanged 1 Iteration 203Q (61.081924 sec): 13 clusters Score: Raw -2193254.276966 + Penalty 8713.671806 = -2184540.605160 nChanged 2 Iteration 204F (61.254332 sec): 13 clusters Score: Raw -2193254.377604 + Penalty 8713.284774 = -2184541.092830 nChanged 1 Iteration 205Q (61.316335 sec): 13 clusters Score: Raw -2193254.449860 + Penalty 8712.800726 = -2184541.649134 nChanged 1 Iteration 206Q (61.377942 sec): 13 clusters Score: Raw -2193254.500216 + Penalty 8712.676122 = -2184541.824094 nChanged 1 Iteration 207Q (61.439767 sec): 13 clusters Score: Raw -2193254.552592 + Penalty 8712.532478 = -2184542.020114 nChanged 1 Iteration 208Q (61.501477 sec): 13 clusters Score: Raw -2193254.670060 + Penalty 8712.721268 = -2184541.948792 nChanged 2 Iteration 209F (61.675974 sec): 13 clusters Score: Raw -2193254.943401 + Penalty 8712.591067 = -2184542.352334 nChanged 1 Iteration 210F (61.846126 sec): 13 clusters Score: Raw -2193255.008308 + Penalty 8712.360092 = -2184542.648216 nChanged 1 Iteration 211Q (61.905683 sec): 13 clusters Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684 nChanged 0 Iteration 212F (62.075192 sec): 13 clusters Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2193255.070776 + Penalty 8712.360092 = -2184542.710684Memory request: 0.05 GB would take us to total of 0.29 GB. Trying to split cluster 3 (9625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.165272 sec): 2 clusters Score: Raw -801899.857693 + Penalty 94.488623 = -801805.369070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.182956 sec): 3 clusters Score: Raw -795490.035209 + Penalty 186.453957 = -795303.581252 nChanged 4675 SP:Iteration 1F (62.200881 sec): 3 clusters Score: Raw -799556.365203 + Penalty 186.800836 = -799369.564367 nChanged 924 SP:Iteration 2F (62.218886 sec): 3 clusters Score: Raw -800243.338454 + Penalty 185.630075 = -800057.708378 nChanged 471 SP:Iteration 3Q (62.236171 sec): 3 clusters Score: Raw -800475.360290 + Penalty 184.768939 = -800290.591351 nChanged 215 SP:Iteration 4Q (62.253383 sec): 3 clusters Score: Raw -800543.976018 + Penalty 183.899867 = -800360.076151 nChanged 141 SP:Iteration 5Q (62.270262 sec): 3 clusters Score: Raw -800584.220065 + Penalty 183.096825 = -800401.123241 nChanged 147 SP:Iteration 6Q (62.287682 sec): 3 clusters Score: Raw -800621.036819 + Penalty 182.538739 = -800438.498081 nChanged 150 SP:Iteration 7Q (62.304353 sec): 3 clusters Score: Raw -800658.638776 + Penalty 181.543346 = -800477.095430 nChanged 150 SP:Iteration 8Q (62.321432 sec): 3 clusters Score: Raw -800695.839831 + Penalty 180.693038 = -800515.146793 nChanged 147 SP:Iteration 9Q (62.338101 sec): 3 clusters Score: Raw -800735.116617 + Penalty 179.646633 = -800555.469983 nChanged 156 SP:Iteration 10F (62.355622 sec): 3 clusters Score: Raw -800781.908694 + Penalty 178.494846 = -800603.413848 nChanged 166 SP:Iteration 11Q (62.371978 sec): 3 clusters Score: Raw -800846.468245 + Penalty 176.843479 = -800669.624766 nChanged 188 SP:Iteration 12Q (62.388298 sec): 3 clusters Score: Raw -800923.133830 + Penalty 174.901415 = -800748.232415 nChanged 201 SP:Iteration 13Q (62.404471 sec): 3 clusters Score: Raw -801013.577715 + Penalty 173.098345 = -800840.479370 nChanged 198 SP:Iteration 14Q (62.420683 sec): 3 clusters Score: Raw -801104.449621 + Penalty 170.485863 = -800933.963759 nChanged 195 SP:Iteration 15Q (62.436502 sec): 3 clusters Score: Raw -801200.681172 + Penalty 168.075718 = -801032.605454 nChanged 180 SP:Iteration 16Q (62.452600 sec): 3 clusters Score: Raw -801285.535179 + Penalty 165.900109 = -801119.635070 nChanged 157 SP:Iteration 17Q (62.467913 sec): 3 clusters Score: Raw -801349.405429 + Penalty 163.741989 = -801185.663440 nChanged 130 SP:Iteration 18Q (62.483370 sec): 3 clusters Score: Raw -801392.875934 + Penalty 162.739743 = -801230.136190 nChanged 100 SP:Iteration 19Q (62.498392 sec): 3 clusters Score: Raw -801423.608541 + Penalty 162.252245 = -801261.356295 nChanged 104 SP:Iteration 20F (62.515911 sec): 3 clusters Score: Raw -801454.178286 + Penalty 161.716829 = -801292.461457 nChanged 90 SP:Iteration 21Q (62.531175 sec): 3 clusters Score: Raw -801484.258059 + Penalty 161.558729 = -801322.699330 nChanged 110 SP:Iteration 22Q (62.546221 sec): 3 clusters Score: Raw -801524.671909 + Penalty 160.013801 = -801364.658108 nChanged 107 SP:Iteration 23Q (62.560952 sec): 3 clusters Score: Raw -801564.348533 + Penalty 157.713807 = -801406.634727 nChanged 88 SP:Iteration 24Q (62.575664 sec): 3 clusters Score: Raw -801599.704192 + Penalty 155.987764 = -801443.716428 nChanged 88 SP:Iteration 25Q (62.590090 sec): 3 clusters Score: Raw -801637.392652 + Penalty 153.406943 = -801483.985709 nChanged 93 SP:Iteration 26Q (62.604450 sec): 3 clusters Score: Raw -801683.795466 + Penalty 153.187030 = -801530.608436 nChanged 95 SP:Iteration 27Q (62.618875 sec): 3 clusters Score: Raw -801736.982728 + Penalty 152.952032 = -801584.030696 nChanged 83 SP:Iteration 28Q (62.633130 sec): 3 clusters Score: Raw -801783.229785 + Penalty 154.008824 = -801629.220961 nChanged 58 SP:Iteration 29Q (62.647447 sec): 3 clusters Score: Raw -801814.792351 + Penalty 154.499863 = -801660.292488 nChanged 48 SP:Iteration 30F (62.664653 sec): 3 clusters Score: Raw -801837.104409 + Penalty 156.607814 = -801680.496595 nChanged 40 SP:Iteration 31Q (62.678748 sec): 3 clusters Score: Raw -801856.108787 + Penalty 159.545797 = -801696.562990 nChanged 29 SP:Iteration 32Q (62.692355 sec): 3 clusters Score: Raw -801868.678979 + Penalty 162.879785 = -801705.799194 nChanged 23 SP:Iteration 33Q (62.705926 sec): 3 clusters Score: Raw -801880.373789 + Penalty 164.579090 = -801715.794699 nChanged 22 SP:Iteration 34Q (62.719813 sec): 3 clusters Score: Raw -801894.030577 + Penalty 169.501879 = -801724.528698 nChanged 20 SP:Iteration 35Q (62.734041 sec): 3 clusters Score: Raw -801904.692273 + Penalty 173.925212 = -801730.767062 nChanged 12 SP:Iteration 36Q (62.748264 sec): 3 clusters Score: Raw -801910.304809 + Penalty 176.503146 = -801733.801663 nChanged 14 SP:Iteration 37Q (62.761775 sec): 3 clusters Score: Raw -801916.382003 + Penalty 183.240988 = -801733.141015 nChanged 10 SP:Iteration 38F (62.779577 sec): 3 clusters Score: Raw -801918.615341 + Penalty 187.473513 = -801731.141829 nChanged 6 SP:Iteration 39F (62.796657 sec): 3 clusters Score: Raw -801921.000812 + Penalty 188.319909 = -801732.680902 nChanged 4 SP:Iteration 40F (62.813981 sec): 3 clusters Score: Raw -801921.067538 + Penalty 188.319909 = -801732.747629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.818902 sec): 2 clusters Score: Raw -2527.719586 + Penalty 67.664602 = -2460.054984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.819183 sec): 3 clusters Score: Raw -2531.122165 + Penalty 134.035064 = -2397.087101 nChanged 10 SP:Iteration 1F (62.819461 sec): 3 clusters Score: Raw -2537.643465 + Penalty 141.318473 = -2396.324992 nChanged 4 SP:Iteration 2F (62.819732 sec): 3 clusters Score: Raw -2541.587061 + Penalty 141.318473 = -2400.268589 nChanged 0 Memory request: 0.06 GB would take us to total of 0.31 GB. Trying to split cluster 6 (13775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.881663 sec): 2 clusters Score: Raw -1156780.161730 + Penalty 334.614402 = -1156445.547327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.907731 sec): 3 clusters Score: Raw -1147536.550043 + Penalty 739.299633 = -1146797.250410 nChanged 6521 SP:Iteration 1F (62.933529 sec): 3 clusters Score: Raw -1152693.975996 + Penalty 890.313148 = -1151803.662848 nChanged 2204 SP:Iteration 2F (62.960018 sec): 3 clusters Score: Raw -1155006.884516 + Penalty 1008.068749 = -1153998.815767 nChanged 971 SP:Iteration 3F (62.985929 sec): 3 clusters Score: Raw -1155913.118837 + Penalty 1077.924609 = -1154835.194228 nChanged 518 SP:Iteration 4Q (63.009788 sec): 3 clusters Score: Raw -1156351.282092 + Penalty 1126.318917 = -1155224.963176 nChanged 293 SP:Iteration 5Q (63.031964 sec): 3 clusters Score: Raw -1156568.264269 + Penalty 1161.333629 = -1155406.930640 nChanged 161 SP:Iteration 6Q (63.053865 sec): 3 clusters Score: Raw -1156678.579008 + Penalty 1188.935516 = -1155489.643492 nChanged 94 SP:Iteration 7Q (63.074843 sec): 3 clusters Score: Raw -1156740.905983 + Penalty 1209.673658 = -1155531.232326 nChanged 64 SP:Iteration 8Q (63.095500 sec): 3 clusters Score: Raw -1156784.669694 + Penalty 1239.332998 = -1155545.336696 nChanged 46 SP:Iteration 9Q (63.116193 sec): 3 clusters Score: Raw -1156820.178154 + Penalty 1260.436505 = -1155559.741650 nChanged 27 SP:Iteration 10F (63.141997 sec): 3 clusters Score: Raw -1156840.491516 + Penalty 1268.660320 = -1155571.831195 nChanged 23 SP:Iteration 11Q (63.162246 sec): 3 clusters Score: Raw -1156857.780882 + Penalty 1274.064935 = -1155583.715947 nChanged 13 SP:Iteration 12Q (63.183101 sec): 3 clusters Score: Raw -1156865.010998 + Penalty 1279.794780 = -1155585.216218 nChanged 5 SP:Iteration 13Q (63.202966 sec): 3 clusters Score: Raw -1156868.350172 + Penalty 1291.444645 = -1155576.905527 nChanged 5 SP:Iteration 14F (63.228793 sec): 3 clusters Score: Raw -1156871.434585 + Penalty 1291.823132 = -1155579.611454 nChanged 1 SP:Iteration 15Q (63.249473 sec): 3 clusters Score: Raw -1156877.728256 + Penalty 1283.681644 = -1155594.046612 nChanged 5 SP:Iteration 16Q (63.269286 sec): 3 clusters Score: Raw -1156883.739361 + Penalty 1287.450544 = -1155596.288818 nChanged 2 SP:Iteration 17Q (63.289639 sec): 3 clusters Score: Raw -1156884.952793 + Penalty 1286.000959 = -1155598.951835 nChanged 2 SP:Iteration 18Q (63.309796 sec): 3 clusters Score: Raw -1156885.650379 + Penalty 1281.832606 = -1155603.817773 nChanged 2 SP:Iteration 19Q (63.329836 sec): 3 clusters Score: Raw -1156886.389633 + Penalty 1281.832606 = -1155604.557027 nChanged 0 SP:Iteration 20F (63.356127 sec): 3 clusters Score: Raw -1156886.389633 + Penalty 1281.832606 = -1155604.557027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.367555 sec): 2 clusters Score: Raw -68953.123067 + Penalty 801.700293 = -68151.422773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.369115 sec): 3 clusters Score: Raw -68584.962791 + Penalty 1602.164332 = -66982.798459 nChanged 229 SP:Iteration 1F (63.370622 sec): 3 clusters Score: Raw -68751.757663 + Penalty 1600.588791 = -67151.168873 nChanged 90 SP:Iteration 2F (63.372128 sec): 3 clusters Score: Raw -68825.329481 + Penalty 1600.576001 = -67224.753480 nChanged 58 SP:Iteration 3F (63.373633 sec): 3 clusters Score: Raw -68885.624185 + Penalty 1600.654247 = -67284.969939 nChanged 34 SP:Iteration 4Q (63.375295 sec): 3 clusters Score: Raw -68910.223424 + Penalty 1600.323693 = -67309.899731 nChanged 16 SP:Iteration 5Q (63.376907 sec): 3 clusters Score: Raw -68919.403647 + Penalty 1600.489294 = -67318.914354 nChanged 12 SP:Iteration 6Q (63.378486 sec): 3 clusters Score: Raw -68928.534503 + Penalty 1600.668956 = -67327.865548 nChanged 11 SP:Iteration 7Q (63.380017 sec): 3 clusters Score: Raw -68936.449543 + Penalty 1600.700112 = -67335.749432 nChanged 17 SP:Iteration 8Q (63.381542 sec): 3 clusters Score: Raw -68953.767953 + Penalty 1601.289249 = -67352.478704 nChanged 14 SP:Iteration 9Q (63.383067 sec): 3 clusters Score: Raw -68967.742254 + Penalty 1601.363151 = -67366.379103 nChanged 12 SP:Iteration 10F (63.384594 sec): 3 clusters Score: Raw -68977.795797 + Penalty 1601.321985 = -67376.473812 nChanged 7 SP:Iteration 11Q (63.386074 sec): 3 clusters Score: Raw -68980.663587 + Penalty 1601.419542 = -67379.244045 nChanged 6 SP:Iteration 12Q (63.387551 sec): 3 clusters Score: Raw -68982.888481 + Penalty 1601.657524 = -67381.230957 nChanged 8 SP:Iteration 13Q (63.389031 sec): 3 clusters Score: Raw -68986.880922 + Penalty 1602.351419 = -67384.529503 nChanged 11 SP:Iteration 14Q (63.390535 sec): 3 clusters Score: Raw -68992.760870 + Penalty 1602.924843 = -67389.836028 nChanged 8 SP:Iteration 15Q (63.392054 sec): 3 clusters Score: Raw -68996.253122 + Penalty 1603.227531 = -67393.025591 nChanged 5 SP:Iteration 16Q (63.393546 sec): 3 clusters Score: Raw -68998.263740 + Penalty 1603.287857 = -67394.975883 nChanged 1 SP:Iteration 17Q (63.395016 sec): 3 clusters Score: Raw -68998.408305 + Penalty 1603.346934 = -67395.061372 nChanged 1 SP:Iteration 18Q (63.396481 sec): 3 clusters Score: Raw -68998.641842 + Penalty 1603.400586 = -67395.241255 nChanged 1 SP:Iteration 19Q (63.397975 sec): 3 clusters Score: Raw -68998.953270 + Penalty 1603.450966 = -67395.502303 nChanged 1 SP:Iteration 20F (63.399509 sec): 3 clusters Score: Raw -68999.117674 + Penalty 1603.450966 = -67395.666708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.408683 sec): 2 clusters Score: Raw -93387.001357 + Penalty 711.124313 = -92675.877044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.410774 sec): 3 clusters Score: Raw -92842.826416 + Penalty 1423.655052 = -91419.171365 nChanged 353 SP:Iteration 1F (63.412719 sec): 3 clusters Score: Raw -93078.278309 + Penalty 1433.203600 = -91645.074709 nChanged 136 SP:Iteration 2F (63.414665 sec): 3 clusters Score: Raw -93212.882400 + Penalty 1454.564723 = -91758.317677 nChanged 101 SP:Iteration 3F (63.416624 sec): 3 clusters Score: Raw -93319.872547 + Penalty 1479.721587 = -91840.150960 nChanged 71 SP:Iteration 4F (63.418612 sec): 3 clusters Score: Raw -93395.058061 + Penalty 1502.157580 = -91892.900482 nChanged 45 SP:Iteration 5Q (63.420565 sec): 3 clusters Score: Raw -93438.672923 + Penalty 1517.552803 = -91921.120120 nChanged 28 SP:Iteration 6Q (63.422449 sec): 3 clusters Score: Raw -93465.324287 + Penalty 1530.503047 = -91934.821240 nChanged 20 SP:Iteration 7Q (63.424315 sec): 3 clusters Score: Raw -93482.200570 + Penalty 1542.677612 = -91939.522958 nChanged 13 SP:Iteration 8Q (63.426146 sec): 3 clusters Score: Raw -93492.553359 + Penalty 1551.251489 = -91941.301871 nChanged 9 SP:Iteration 9Q (63.428031 sec): 3 clusters Score: Raw -93503.037354 + Penalty 1554.118546 = -91948.918808 nChanged 3 SP:Iteration 10F (63.430027 sec): 3 clusters Score: Raw -93505.953422 + Penalty 1556.504805 = -91949.448617 nChanged 4 SP:Iteration 11Q (63.431806 sec): 3 clusters Score: Raw -93511.698701 + Penalty 1559.696832 = -91952.001869 nChanged 3 SP:Iteration 12Q (63.433581 sec): 3 clusters Score: Raw -93516.656263 + Penalty 1561.160083 = -91955.496180 nChanged 2 SP:Iteration 13Q (63.435356 sec): 3 clusters Score: Raw -93519.870673 + Penalty 1560.956050 = -91958.914623 nChanged 1 SP:Iteration 14Q (63.437142 sec): 3 clusters Score: Raw -93521.196280 + Penalty 1560.956050 = -91960.240230 nChanged 0 SP:Iteration 15F (63.439105 sec): 3 clusters Score: Raw -93521.196280 + Penalty 1560.956050 = -91960.240230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.445468 sec): 2 clusters Score: Raw -20509.137280 + Penalty 65.354951 = -20443.782329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.446093 sec): 3 clusters Score: Raw -20357.176262 + Penalty 130.055097 = -20227.121165 nChanged 91 SP:Iteration 1F (63.446765 sec): 3 clusters Score: Raw -20423.151170 + Penalty 123.970945 = -20299.180225 nChanged 21 SP:Iteration 2F (63.447402 sec): 3 clusters Score: Raw -20439.570149 + Penalty 114.742889 = -20324.827260 nChanged 18 SP:Iteration 3F (63.448019 sec): 3 clusters Score: Raw -20450.795547 + Penalty 111.218882 = -20339.576666 nChanged 29 SP:Iteration 4F (63.448617 sec): 3 clusters Score: Raw -20489.100431 + Penalty 65.354951 = -20423.745480 nChanged 17 SP:Iteration 5F (63.449163 sec): 2 clusters Score: Raw -20509.137280 + Penalty 65.354951 = -20443.782329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.449754 sec): 2 clusters Score: Raw -1877.667227 + Penalty 55.439306 = -1822.227921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.450008 sec): 3 clusters Score: Raw -1893.794459 + Penalty 111.104147 = -1782.690312 nChanged 5 SP:Iteration 1F (63.450252 sec): 3 clusters Score: Raw -1901.068494 + Penalty 112.576026 = -1788.492469 nChanged 1 SP:Iteration 2Q (63.450496 sec): 3 clusters Score: Raw -1902.909487 + Penalty 112.576026 = -1790.333462 nChanged 0 SP:Iteration 3F (63.450742 sec): 3 clusters Score: Raw -1902.909487 + Penalty 112.576026 = -1790.333462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.452686 sec): 2 clusters Score: Raw -40879.569399 + Penalty 946.233045 = -39933.336354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.453659 sec): 3 clusters Score: Raw -40811.684268 + Penalty 1892.115720 = -38919.568548 nChanged 115 SP:Iteration 1F (63.454616 sec): 3 clusters Score: Raw -40976.935137 + Penalty 1890.323095 = -39086.612042 nChanged 37 SP:Iteration 2F (63.455593 sec): 3 clusters Score: Raw -41046.835441 + Penalty 1888.804384 = -39158.031057 nChanged 21 SP:Iteration 3Q (63.456536 sec): 3 clusters Score: Raw -41081.960758 + Penalty 1886.871379 = -39195.089379 nChanged 18 SP:Iteration 4Q (63.457464 sec): 3 clusters Score: Raw -41127.115263 + Penalty 1885.652874 = -39241.462389 nChanged 10 SP:Iteration 5Q (63.458385 sec): 3 clusters Score: Raw -41145.633467 + Penalty 1885.797068 = -39259.836399 nChanged 2 SP:Iteration 6Q (63.459299 sec): 3 clusters Score: Raw -41147.060388 + Penalty 1885.553924 = -39261.506464 nChanged 1 SP:Iteration 7Q (63.460207 sec): 3 clusters Score: Raw -41148.578554 + Penalty 1885.553924 = -39263.024630 nChanged 2 SP:Iteration 8Q (63.461119 sec): 3 clusters Score: Raw -41153.117913 + Penalty 1885.305404 = -39267.812509 nChanged 1 SP:Iteration 9Q (63.462026 sec): 3 clusters Score: Raw -41153.597234 + Penalty 1885.305404 = -39268.291830 nChanged 0 SP:Iteration 10F (63.462986 sec): 3 clusters Score: Raw -41153.597234 + Penalty 1885.305404 = -39268.291830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.463802 sec): 2 clusters Score: Raw -3592.126988 + Penalty 429.375088 = -3162.751900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.464176 sec): 3 clusters Score: Raw -3789.277123 + Penalty 876.247589 = -2913.029533 nChanged 9 SP:Iteration 1F (63.464543 sec): 3 clusters Score: Raw -3834.505163 + Penalty 883.990863 = -2950.514300 nChanged 1 SP:Iteration 2Q (63.464880 sec): 3 clusters Score: Raw -3835.338572 + Penalty 883.990863 = -2951.347709 nChanged 0 SP:Iteration 3F (63.465246 sec): 3 clusters Score: Raw -3835.338572 + Penalty 883.990863 = -2951.347709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.467269 sec): 2 clusters Score: Raw -42157.007883 + Penalty 649.361080 = -41507.646803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.468290 sec): 3 clusters Score: Raw -41960.655039 + Penalty 1305.330149 = -40655.324890 nChanged 130 SP:Iteration 1F (63.469297 sec): 3 clusters Score: Raw -42081.294820 + Penalty 1324.593816 = -40756.701004 nChanged 45 SP:Iteration 2F (63.470299 sec): 3 clusters Score: Raw -42129.858019 + Penalty 1340.086157 = -40789.771863 nChanged 32 SP:Iteration 3F (63.471300 sec): 3 clusters Score: Raw -42162.578866 + Penalty 1357.322873 = -40805.255993 nChanged 22 SP:Iteration 4Q (63.472314 sec): 3 clusters Score: Raw -42186.379859 + Penalty 1373.720906 = -40812.658953 nChanged 22 SP:Iteration 5Q (63.473413 sec): 3 clusters Score: Raw -42212.224795 + Penalty 1388.933798 = -40823.290997 nChanged 13 SP:Iteration 6Q (63.474439 sec): 3 clusters Score: Raw -42229.005902 + Penalty 1401.848465 = -40827.157437 nChanged 9 SP:Iteration 7Q (63.475464 sec): 3 clusters Score: Raw -42239.122956 + Penalty 1404.508508 = -40834.614447 nChanged 2 SP:Iteration 8Q (63.476460 sec): 3 clusters Score: Raw -42240.535402 + Penalty 1406.502579 = -40834.032823 nChanged 3 SP:Iteration 9F (63.477501 sec): 3 clusters Score: Raw -42242.323233 + Penalty 1409.850717 = -40832.472516 nChanged 3 SP:Iteration 10F (63.478547 sec): 3 clusters Score: Raw -42246.012216 + Penalty 1413.107614 = -40832.904602 nChanged 2 SP:Iteration 11Q (63.479538 sec): 3 clusters Score: Raw -42248.312208 + Penalty 1417.492834 = -40830.819374 nChanged 3 SP:Iteration 12F (63.480564 sec): 3 clusters Score: Raw -42250.896553 + Penalty 1419.320993 = -40831.575560 nChanged 2 SP:Iteration 13Q (63.481525 sec): 3 clusters Score: Raw -42252.125692 + Penalty 1419.320993 = -40832.804699 nChanged 0 SP:Iteration 14F (63.482531 sec): 3 clusters Score: Raw -42252.125692 + Penalty 1419.320993 = -40832.804699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.483149 sec): 2 clusters Score: Raw -3661.787788 + Penalty 140.270098 = -3521.517690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.483474 sec): 3 clusters Score: Raw -3694.002982 + Penalty 288.092279 = -3405.910703 nChanged 8 SP:Iteration 1F (63.483792 sec): 3 clusters Score: Raw -3699.943438 + Penalty 288.092279 = -3411.851160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.484261 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.484449 sec): 2 clusters Score: Raw -161.091170 + Penalty 3.465736 = -157.625434 nChanged 0 Time taken for this iteration:62.768075 seconds. 300->13 Clusters: Score -2184542.710684, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 213 (time per iteration =298.195061 ms) Total iterations: 1363 (time per iteration =46.599815 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5279888125.000000 (time per metric unit =12.029715ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 131997203125.000000 (time per metric unit=481.188590ps) That took 63.515548 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 20 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.29 and 0.43 GB of RAM. Memory request: 0.14 GB would take us to total of 0.14 GB. ---------------------------------------------------------- Loaded 31247 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 31247 points ------ Starting initial clusters from distinct float masks Not enough masks (245) to generate starting clusters (300), so starting with (246) clusters instead. Assigned 246 initial classes from 245 unique masks. Deleting Class 235 (1 points): Lose 3.407314 but Gain 1627.376518 Iteration 0F (4.482262 sec): 245 clusters Score: Raw -2640974.743176 + Penalty 266688.633714 = -2374286.109462 nChanged 9269 Deleting Class 203 (2 points): Lose 37.547306 but Gain 1615.490542 Iteration 1F (7.928235 sec): 238 clusters Score: Raw -2659435.118065 + Penalty 263269.155517 = -2396165.962549 nChanged 3179 Deleting Class 238 (3 points): Lose 26.471479 but Gain 1595.921112 Iteration 2F (11.326264 sec): 234 clusters Score: Raw -2663847.188792 + Penalty 257665.240133 = -2406181.948659 nChanged 2831 Deleting Class 243 (2 points): Lose 36.423290 but Gain 1597.014993 Iteration 3F (14.647696 sec): 231 clusters Score: Raw -2667253.346079 + Penalty 254887.803197 = -2412365.542881 nChanged 2844 Deleting Class 216 (3 points): Lose 20.790146 but Gain 1528.850282 Iteration 4F (17.990381 sec): 229 clusters Score: Raw -2670344.769212 + Penalty 253611.879630 = -2416732.889582 nChanged 2701 Deleting Class 202 (3 points): Lose 18.665035 but Gain 1512.499634 Iteration 5F (21.263797 sec): 228 clusters Score: Raw -2672969.289914 + Penalty 252163.637048 = -2420805.652867 nChanged 2244 Deleting Class 127 (7 points): Lose 64.062908 but Gain 1546.150481 Iteration 6F (24.522576 sec): 227 clusters Score: Raw -2674921.106757 + Penalty 249456.213323 = -2425464.893435 nChanged 1586 Deleting Class 231 (5 points): Lose 43.966303 but Gain 1526.333129 Iteration 7F (27.776935 sec): 225 clusters Score: Raw -2676112.081082 + Penalty 247480.723082 = -2428631.357999 nChanged 1024 Deleting Class 221 (4 points): Lose 41.388643 but Gain 1515.761445 Iteration 8Q (28.112875 sec): 223 clusters Score: Raw -2676730.175386 + Penalty 246188.481997 = -2430541.693389 nChanged 646 Deleting Class 146 (20 points): Lose 184.726548 but Gain 1658.501028 Iteration 9Q (28.400049 sec): 222 clusters Score: Raw -2676913.437716 + Penalty 244859.422167 = -2432054.015549 nChanged 464 Deleting Class 241 (2 points): Lose 32.760236 but Gain 1506.232993 Iteration 10F (31.580664 sec): 221 clusters Score: Raw -2677201.530493 + Penalty 243513.420380 = -2433688.110113 nChanged 324 Deleting Class 187 (7 points): Lose 54.213680 but Gain 1526.249013 Iteration 11Q (31.822200 sec): 220 clusters Score: Raw -2677316.529494 + Penalty 242133.620837 = -2435182.908657 nChanged 248 Deleting Class 227 (3 points): Lose 41.056892 but Gain 1510.396801 Iteration 12Q (32.051269 sec): 219 clusters Score: Raw -2677394.421549 + Penalty 240693.759756 = -2436700.661793 nChanged 208 Deleting Class 200 (8 points): Lose 68.611002 but Gain 1531.386541 Iteration 13Q (32.275281 sec): 218 clusters Score: Raw -2677438.108877 + Penalty 239241.819203 = -2438196.289673 nChanged 177 Deleting Class 176 (9 points): Lose 73.551200 but Gain 1536.066751 Iteration 14Q (32.493826 sec): 217 clusters Score: Raw -2677465.247995 + Penalty 237679.841754 = -2439785.406241 nChanged 129 Deleting Class 167 (1 points): Lose 5.170726 but Gain 1461.753464 Iteration 15Q (32.704543 sec): 215 clusters Score: Raw -2677536.169866 + Penalty 235636.691467 = -2441899.478399 nChanged 77 Deleting Class 168 (3 points): Lose 25.904467 but Gain 1480.399591 Iteration 16Q (32.907689 sec): 213 clusters Score: Raw -2677543.877581 + Penalty 234214.313286 = -2443329.564295 nChanged 54 Deleting Class 232 (4 points): Lose 25.390086 but Gain 1475.430369 Iteration 17Q (33.106502 sec): 212 clusters Score: Raw -2677544.229630 + Penalty 232836.238626 = -2444707.991004 nChanged 66 Deleting Class 245 (2 points): Lose 11.364794 but Gain 1459.404156 Iteration 18Q (33.306282 sec): 211 clusters Score: Raw -2677569.195769 + Penalty 231460.000176 = -2446109.195593 nChanged 45 Deleting Class 152 (9 points): Lose 82.553432 but Gain 1519.472999 Iteration 19Q (33.503417 sec): 210 clusters Score: Raw -2677512.409795 + Penalty 230084.203346 = -2447428.206449 nChanged 63 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2677512.409795 + Penalty 230084.203346 = -2447428.206449Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.717930 sec): 2 clusters Score: Raw -1998370.050433 + Penalty 258.989202 = -1998111.061231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.765002 sec): 3 clusters Score: Raw -1982667.231847 + Penalty 488.147359 = -1982179.084488 nChanged 11176 SP:Iteration 1F (33.809322 sec): 3 clusters Score: Raw -1991231.681771 + Penalty 457.293220 = -1990774.388551 nChanged 4268 SP:Iteration 2F (33.852900 sec): 3 clusters Score: Raw -1996179.456459 + Penalty 499.140097 = -1995680.316362 nChanged 1596 SP:Iteration 3F (33.895942 sec): 3 clusters Score: Raw -1998039.097326 + Penalty 560.092254 = -1997479.005073 nChanged 271 SP:Iteration 4Q (33.933163 sec): 3 clusters Score: Raw -1998329.762414 + Penalty 558.595298 = -1997771.167115 nChanged 45 SP:Iteration 5Q (33.967267 sec): 3 clusters Score: Raw -1998374.531227 + Penalty 556.990423 = -1997817.540803 nChanged 15 SP:Iteration 6Q (34.002542 sec): 3 clusters Score: Raw -1998388.373790 + Penalty 609.368939 = -1997779.004852 nChanged 5 SP:Iteration 7F (34.047062 sec): 3 clusters Score: Raw -1998392.995567 + Penalty 633.434646 = -1997759.560920 nChanged 1 SP:Iteration 8F (34.091963 sec): 3 clusters Score: Raw -1998393.357753 + Penalty 633.434646 = -1997759.923107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.113106 sec): 2 clusters Score: Raw -161015.406385 + Penalty 124.300637 = -160891.105748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.116727 sec): 3 clusters Score: Raw -159825.558088 + Penalty 250.518017 = -159575.040071 nChanged 836 SP:Iteration 1F (34.120239 sec): 3 clusters Score: Raw -160620.819009 + Penalty 241.798123 = -160379.020886 nChanged 179 SP:Iteration 2F (34.123941 sec): 3 clusters Score: Raw -160831.149522 + Penalty 238.732554 = -160592.416968 nChanged 71 SP:Iteration 3Q (34.127253 sec): 3 clusters Score: Raw -160871.125903 + Penalty 235.153746 = -160635.972156 nChanged 60 SP:Iteration 4Q (34.130387 sec): 3 clusters Score: Raw -160905.864246 + Penalty 230.483506 = -160675.380739 nChanged 54 SP:Iteration 5Q (34.133437 sec): 3 clusters Score: Raw -160943.599478 + Penalty 226.915701 = -160716.683777 nChanged 39 SP:Iteration 6Q (34.136438 sec): 3 clusters Score: Raw -160974.149466 + Penalty 224.533681 = -160749.615785 nChanged 42 SP:Iteration 7Q (34.139529 sec): 3 clusters Score: Raw -161003.301618 + Penalty 223.841599 = -160779.460019 nChanged 29 SP:Iteration 8Q (34.142464 sec): 3 clusters Score: Raw -161018.160340 + Penalty 226.036304 = -160792.124035 nChanged 20 SP:Iteration 9Q (34.145320 sec): 3 clusters Score: Raw -161027.128723 + Penalty 224.813797 = -160802.314926 nChanged 14 SP:Iteration 10F (34.148929 sec): 3 clusters Score: Raw -161034.005985 + Penalty 228.757786 = -160805.248199 nChanged 11 SP:Iteration 11Q (34.151879 sec): 3 clusters Score: Raw -161040.801608 + Penalty 235.411527 = -160805.390081 nChanged 10 SP:Iteration 12Q (34.154759 sec): 3 clusters Score: Raw -161047.754915 + Penalty 236.932498 = -160810.822417 nChanged 10 SP:Iteration 13Q (34.157759 sec): 3 clusters Score: Raw -161051.311582 + Penalty 236.572609 = -160814.738973 nChanged 2 SP:Iteration 14Q (34.160586 sec): 3 clusters Score: Raw -161051.831050 + Penalty 234.909934 = -160816.921116 nChanged 4 SP:Iteration 15Q (34.163352 sec): 3 clusters Score: Raw -161053.050784 + Penalty 233.919591 = -160819.131194 nChanged 3 SP:Iteration 16Q (34.166162 sec): 3 clusters Score: Raw -161054.234862 + Penalty 232.962682 = -160821.272180 nChanged 1 SP:Iteration 17Q (34.168904 sec): 3 clusters Score: Raw -161054.453898 + Penalty 232.962682 = -160821.491216 nChanged 0 SP:Iteration 18F (34.172224 sec): 3 clusters Score: Raw -161054.453898 + Penalty 232.962682 = -160821.491216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.180758 sec): 2 clusters Score: Raw -1424.913473 + Penalty 348.405321 = -1076.508151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.181018 sec): 3 clusters Score: Raw -1425.207269 + Penalty 706.716009 = -718.491260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 6 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.183663 sec): 2 clusters Score: Raw -58639.157237 + Penalty 240.178104 = -58398.979133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.185055 sec): 3 clusters Score: Raw -58269.292394 + Penalty 483.671088 = -57785.621306 nChanged 273 SP:Iteration 1F (34.186439 sec): 3 clusters Score: Raw -58414.906265 + Penalty 486.750369 = -57928.155895 nChanged 72 SP:Iteration 2F (34.187924 sec): 3 clusters Score: Raw -58469.990957 + Penalty 495.044529 = -57974.946428 nChanged 69 SP:Iteration 3F (34.189343 sec): 3 clusters Score: Raw -58531.868673 + Penalty 502.845136 = -58029.023537 nChanged 43 SP:Iteration 4F (34.190748 sec): 3 clusters Score: Raw -58578.588555 + Penalty 507.003040 = -58071.585515 nChanged 36 SP:Iteration 5F (34.192084 sec): 3 clusters Score: Raw -58616.244594 + Penalty 513.585403 = -58102.659190 nChanged 22 SP:Iteration 6Q (34.193426 sec): 3 clusters Score: Raw -58638.030587 + Penalty 527.506469 = -58110.524118 nChanged 10 SP:Iteration 7Q (34.194751 sec): 3 clusters Score: Raw -58645.502564 + Penalty 535.489933 = -58110.012632 nChanged 4 SP:Iteration 8F (34.196080 sec): 3 clusters Score: Raw -58647.056929 + Penalty 540.394149 = -58106.662780 nChanged 2 SP:Iteration 9F (34.197436 sec): 3 clusters Score: Raw -58648.696452 + Penalty 540.991692 = -58107.704760 nChanged 1 SP:Iteration 10F (34.198780 sec): 3 clusters Score: Raw -58650.642116 + Penalty 525.213684 = -58125.428432 nChanged 2 SP:Iteration 11Q (34.200030 sec): 3 clusters Score: Raw -58653.445513 + Penalty 525.213684 = -58128.231829 nChanged 0 SP:Iteration 12F (34.201359 sec): 3 clusters Score: Raw -58653.445513 + Penalty 525.213684 = -58128.231829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.202510 sec): 2 clusters Score: Raw -2316.316392 + Penalty 353.410052 = -1962.906339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.202801 sec): 3 clusters Score: Raw -2343.644050 + Penalty 713.514321 = -1630.129729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.203632 sec): 2 clusters Score: Raw -1916.822373 + Penalty 197.602008 = -1719.220365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.203883 sec): 3 clusters Score: Raw -1916.086904 + Penalty 392.129314 = -1523.957590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.205562 sec): 2 clusters Score: Raw -17401.870734 + Penalty 115.837091 = -17286.033644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.206156 sec): 3 clusters Score: Raw -17323.061930 + Penalty 234.996664 = -17088.065266 nChanged 78 SP:Iteration 1F (34.206734 sec): 3 clusters Score: Raw -17415.843190 + Penalty 253.385377 = -17162.457813 nChanged 17 SP:Iteration 2F (34.207298 sec): 3 clusters Score: Raw -17433.167460 + Penalty 271.958382 = -17161.209079 nChanged 11 SP:Iteration 3F (34.207856 sec): 3 clusters Score: Raw -17450.073942 + Penalty 289.904424 = -17160.169517 nChanged 8 SP:Iteration 4F (34.208412 sec): 3 clusters Score: Raw -17459.359521 + Penalty 317.662456 = -17141.697064 nChanged 7 SP:Iteration 5F (34.208967 sec): 3 clusters Score: Raw -17466.615141 + Penalty 335.841241 = -17130.773900 nChanged 2 SP:Iteration 6F (34.209531 sec): 3 clusters Score: Raw -17467.944355 + Penalty 335.841241 = -17132.103114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 11 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.210773 sec): 2 clusters Score: Raw -92.282234 + Penalty 0.000000 = -92.282234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.210972 sec): 2 clusters Score: Raw -92.282234 + Penalty 0.000000 = -92.282234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.211878 sec): 2 clusters Score: Raw -5064.415163 + Penalty 564.604385 = -4499.810778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.212182 sec): 3 clusters Score: Raw -5153.312447 + Penalty 1128.973413 = -4024.339033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.213387 sec): 2 clusters Score: Raw -8861.315778 + Penalty 411.497022 = -8449.818756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.213767 sec): 3 clusters Score: Raw -8833.709164 + Penalty 808.018371 = -8025.690793 nChanged 11 SP:Iteration 1F (34.214141 sec): 3 clusters Score: Raw -8844.515311 + Penalty 798.625988 = -8045.889323 nChanged 3 SP:Iteration 2Q (34.214511 sec): 3 clusters Score: Raw -8847.985566 + Penalty 796.158356 = -8051.827211 nChanged 1 SP:Iteration 3Q (34.214895 sec): 3 clusters Score: Raw -8849.430906 + Penalty 791.546393 = -8057.884513 nChanged 1 SP:Iteration 4Q (34.215269 sec): 3 clusters Score: Raw -8851.152169 + Penalty 791.546393 = -8059.605776 nChanged 0 SP:Iteration 5F (34.215667 sec): 3 clusters Score: Raw -8851.152169 + Penalty 791.546393 = -8059.605776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.216879 sec): 2 clusters Score: Raw -272.388629 + Penalty 79.163414 = -193.225215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.217106 sec): 3 clusters Score: Raw -273.307785 + Penalty 135.994401 = -137.313385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.217971 sec): 2 clusters Score: Raw -1600.660747 + Penalty 123.280832 = -1477.379915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.218239 sec): 3 clusters Score: Raw -1604.171257 + Penalty 228.675371 = -1375.495885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.219137 sec): 2 clusters Score: Raw -4796.535930 + Penalty 188.961216 = -4607.574714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.219454 sec): 3 clusters Score: Raw -4797.293964 + Penalty 388.550297 = -4408.743667 nChanged 10 SP:Iteration 1F (34.219764 sec): 3 clusters Score: Raw -4812.945098 + Penalty 402.758299 = -4410.186799 nChanged 2 SP:Iteration 2Q (34.220072 sec): 3 clusters Score: Raw -4825.252455 + Penalty 425.734251 = -4399.518204 nChanged 3 SP:Iteration 3F (34.220385 sec): 3 clusters Score: Raw -4834.207583 + Penalty 435.754904 = -4398.452679 nChanged 1 SP:Iteration 4F (34.220698 sec): 3 clusters Score: Raw -4836.222080 + Penalty 435.754904 = -4400.467176 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.223505 sec): 2 clusters Score: Raw -66246.083147 + Penalty 184.112231 = -66061.970916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.225014 sec): 3 clusters Score: Raw -65783.221488 + Penalty 366.830112 = -65416.391376 nChanged 325 SP:Iteration 1F (34.226538 sec): 3 clusters Score: Raw -65932.226906 + Penalty 366.832673 = -65565.394232 nChanged 88 SP:Iteration 2F (34.228047 sec): 3 clusters Score: Raw -65977.323943 + Penalty 367.117551 = -65610.206391 nChanged 65 SP:Iteration 3F (34.229598 sec): 3 clusters Score: Raw -66030.327963 + Penalty 367.310852 = -65663.017111 nChanged 75 SP:Iteration 4F (34.231108 sec): 3 clusters Score: Raw -66107.945118 + Penalty 368.053854 = -65739.891264 nChanged 66 SP:Iteration 5F (34.232615 sec): 3 clusters Score: Raw -66159.244224 + Penalty 368.191059 = -65791.053165 nChanged 27 SP:Iteration 6Q (34.234103 sec): 3 clusters Score: Raw -66168.870723 + Penalty 368.307808 = -65800.562915 nChanged 11 SP:Iteration 7Q (34.235570 sec): 3 clusters Score: Raw -66171.472790 + Penalty 368.437489 = -65803.035301 nChanged 4 SP:Iteration 8Q (34.237025 sec): 3 clusters Score: Raw -66171.837645 + Penalty 368.547215 = -65803.290430 nChanged 3 SP:Iteration 9Q (34.238538 sec): 3 clusters Score: Raw -66171.923954 + Penalty 368.642932 = -65803.281022 nChanged 2 SP:Iteration 10F (34.240054 sec): 3 clusters Score: Raw -66171.967744 + Penalty 368.699057 = -65803.268687 nChanged 2 SP:Iteration 11F (34.241552 sec): 3 clusters Score: Raw -66172.153311 + Penalty 368.757095 = -65803.396216 nChanged 3 SP:Iteration 12Q (34.243008 sec): 3 clusters Score: Raw -66172.616441 + Penalty 368.678433 = -65803.938008 nChanged 2 SP:Iteration 13Q (34.244532 sec): 3 clusters Score: Raw -66172.811335 + Penalty 368.678433 = -65804.132902 nChanged 0 SP:Iteration 14F (34.246038 sec): 3 clusters Score: Raw -66172.811335 + Penalty 368.678433 = -65804.132902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.247062 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.247283 sec): 3 clusters Score: Raw -351.908901 + Penalty 245.424015 = -106.484886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.248098 sec): 2 clusters Score: Raw -1853.525184 + Penalty 321.250816 = -1532.274368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.248343 sec): 3 clusters Score: Raw -1850.979022 + Penalty 633.408418 = -1217.570605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.249185 sec): 2 clusters Score: Raw -2219.970910 + Penalty 351.621138 = -1868.349773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.249439 sec): 3 clusters Score: Raw -2254.271131 + Penalty 710.130196 = -1544.140935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.250206 sec): 2 clusters Score: Raw -773.569646 + Penalty 192.284686 = -581.284960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.250431 sec): 3 clusters Score: Raw -766.410141 + Penalty 393.142733 = -373.267408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.253462 sec): 2 clusters Score: Raw -39447.590335 + Penalty 448.877378 = -38998.712957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.254526 sec): 3 clusters Score: Raw -39241.851265 + Penalty 897.757715 = -38344.093550 nChanged 132 SP:Iteration 1F (34.255579 sec): 3 clusters Score: Raw -39330.655417 + Penalty 897.714196 = -38432.941222 nChanged 40 SP:Iteration 2F (34.256606 sec): 3 clusters Score: Raw -39363.007455 + Penalty 897.391582 = -38465.615873 nChanged 22 SP:Iteration 3F (34.257635 sec): 3 clusters Score: Raw -39379.503513 + Penalty 897.622801 = -38481.880712 nChanged 17 SP:Iteration 4Q (34.258652 sec): 3 clusters Score: Raw -39394.161317 + Penalty 898.808559 = -38495.352758 nChanged 15 SP:Iteration 5Q (34.259628 sec): 3 clusters Score: Raw -39404.062224 + Penalty 899.760505 = -38504.301719 nChanged 10 SP:Iteration 6Q (34.260597 sec): 3 clusters Score: Raw -39413.557281 + Penalty 899.706260 = -38513.851022 nChanged 9 SP:Iteration 7Q (34.261563 sec): 3 clusters Score: Raw -39422.080297 + Penalty 899.548765 = -38522.531533 nChanged 6 SP:Iteration 8Q (34.262528 sec): 3 clusters Score: Raw -39425.528007 + Penalty 900.370805 = -38525.157201 nChanged 4 SP:Iteration 9Q (34.263492 sec): 3 clusters Score: Raw -39427.031001 + Penalty 900.991285 = -38526.039716 nChanged 5 SP:Iteration 10F (34.264478 sec): 3 clusters Score: Raw -39431.362692 + Penalty 902.164199 = -38529.198493 nChanged 7 SP:Iteration 11Q (34.265442 sec): 3 clusters Score: Raw -39434.973268 + Penalty 903.133732 = -38531.839536 nChanged 10 SP:Iteration 12Q (34.266403 sec): 3 clusters Score: Raw -39440.482218 + Penalty 903.430865 = -38537.051353 nChanged 4 SP:Iteration 13Q (34.267371 sec): 3 clusters Score: Raw -39443.737704 + Penalty 903.457008 = -38540.280696 nChanged 4 SP:Iteration 14Q (34.268331 sec): 3 clusters Score: Raw -39447.236009 + Penalty 904.550554 = -38542.685455 nChanged 4 SP:Iteration 15Q (34.269292 sec): 3 clusters Score: Raw -39448.449600 + Penalty 904.655753 = -38543.793847 nChanged 3 SP:Iteration 16Q (34.270252 sec): 3 clusters Score: Raw -39450.017148 + Penalty 905.915336 = -38544.101812 nChanged 5 SP:Iteration 17Q (34.271230 sec): 3 clusters Score: Raw -39453.172188 + Penalty 906.884606 = -38546.287582 nChanged 4 SP:Iteration 18Q (34.272244 sec): 3 clusters Score: Raw -39455.131109 + Penalty 907.009225 = -38548.121884 nChanged 7 SP:Iteration 19Q (34.273275 sec): 3 clusters Score: Raw -39458.600544 + Penalty 907.909196 = -38550.691348 nChanged 7 SP:Iteration 20F (34.274322 sec): 3 clusters Score: Raw -39462.613929 + Penalty 913.678685 = -38548.935245 nChanged 11 SP:Iteration 21F (34.275413 sec): 3 clusters Score: Raw -39471.413428 + Penalty 922.927625 = -38548.485803 nChanged 14 SP:Iteration 22F (34.276463 sec): 3 clusters Score: Raw -39482.925283 + Penalty 929.869751 = -38553.055532 nChanged 9 SP:Iteration 23Q (34.277452 sec): 3 clusters Score: Raw -39490.798597 + Penalty 937.540515 = -38553.258082 nChanged 10 SP:Iteration 24Q (34.278406 sec): 3 clusters Score: Raw -39498.975319 + Penalty 942.338719 = -38556.636600 nChanged 7 SP:Iteration 25Q (34.279396 sec): 3 clusters Score: Raw -39505.207162 + Penalty 950.524032 = -38554.683129 nChanged 6 SP:Iteration 26F (34.280365 sec): 3 clusters Score: Raw -39509.146883 + Penalty 952.389999 = -38556.756885 nChanged 2 SP:Iteration 27Q (34.281328 sec): 3 clusters Score: Raw -39510.345346 + Penalty 954.231550 = -38556.113795 nChanged 4 SP:Iteration 28F (34.282350 sec): 3 clusters Score: Raw -39513.229389 + Penalty 956.553735 = -38556.675654 nChanged 3 SP:Iteration 29Q (34.283346 sec): 3 clusters Score: Raw -39516.109787 + Penalty 961.724201 = -38554.385585 nChanged 4 SP:Iteration 30F (34.284343 sec): 3 clusters Score: Raw -39519.521848 + Penalty 961.636091 = -38557.885756 nChanged 2 SP:Iteration 31Q (34.285328 sec): 3 clusters Score: Raw -39522.159214 + Penalty 964.182507 = -38557.976707 nChanged 2 SP:Iteration 32Q (34.286361 sec): 3 clusters Score: Raw -39525.519581 + Penalty 963.407537 = -38562.112044 nChanged 2 SP:Iteration 33Q (34.287390 sec): 3 clusters Score: Raw -39527.436757 + Penalty 964.034356 = -38563.402401 nChanged 2 SP:Iteration 34Q (34.288420 sec): 3 clusters Score: Raw -39529.928138 + Penalty 967.798742 = -38562.129397 nChanged 2 SP:Iteration 35F (34.289464 sec): 3 clusters Score: Raw -39532.313737 + Penalty 969.469681 = -38562.844056 nChanged 1 SP:Iteration 36Q (34.290491 sec): 3 clusters Score: Raw -39533.385994 + Penalty 972.070249 = -38561.315745 nChanged 1 SP:Iteration 37F (34.291532 sec): 3 clusters Score: Raw -39533.664620 + Penalty 972.070249 = -38561.594371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.292832 sec): 2 clusters Score: Raw -2337.150422 + Penalty 441.977151 = -1895.173271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.293086 sec): 3 clusters Score: Raw -2357.604265 + Penalty 886.370532 = -1471.233733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.294222 sec): 2 clusters Score: Raw -12600.353223 + Penalty 389.832581 = -12210.520642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.294679 sec): 3 clusters Score: Raw -12560.867849 + Penalty 757.582328 = -11803.285521 nChanged 19 SP:Iteration 1F (34.295126 sec): 3 clusters Score: Raw -12578.581539 + Penalty 753.381532 = -11825.200007 nChanged 6 SP:Iteration 2Q (34.295569 sec): 3 clusters Score: Raw -12584.933200 + Penalty 751.785613 = -11833.147587 nChanged 2 SP:Iteration 3Q (34.296012 sec): 3 clusters Score: Raw -12589.168648 + Penalty 750.304716 = -11838.863933 nChanged 3 SP:Iteration 4Q (34.296453 sec): 3 clusters Score: Raw -12592.563765 + Penalty 747.082264 = -11845.481501 nChanged 4 SP:Iteration 5Q (34.296892 sec): 3 clusters Score: Raw -12594.840917 + Penalty 746.920387 = -11847.920531 nChanged 2 SP:Iteration 6Q (34.297331 sec): 3 clusters Score: Raw -12597.891182 + Penalty 748.816999 = -11849.074182 nChanged 1 SP:Iteration 7Q (34.297773 sec): 3 clusters Score: Raw -12598.476174 + Penalty 747.874162 = -11850.602013 nChanged 1 SP:Iteration 8Q (34.298217 sec): 3 clusters Score: Raw -12599.095069 + Penalty 747.874162 = -11851.220908 nChanged 0 SP:Iteration 9F (34.298666 sec): 3 clusters Score: Raw -12599.095069 + Penalty 747.874162 = -11851.220908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.300624 sec): 2 clusters Score: Raw -19777.584702 + Penalty 521.741226 = -19255.843476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.301221 sec): 3 clusters Score: Raw -19708.585506 + Penalty 1045.929981 = -18662.655525 nChanged 50 SP:Iteration 1F (34.301807 sec): 3 clusters Score: Raw -19772.808833 + Penalty 1048.280392 = -18724.528441 nChanged 11 SP:Iteration 2F (34.302389 sec): 3 clusters Score: Raw -19787.382353 + Penalty 1046.635285 = -18740.747068 nChanged 8 SP:Iteration 3Q (34.302995 sec): 3 clusters Score: Raw -19798.765171 + Penalty 1046.137132 = -18752.628039 nChanged 3 SP:Iteration 4Q (34.303566 sec): 3 clusters Score: Raw -19807.223397 + Penalty 1046.717690 = -18760.505707 nChanged 3 SP:Iteration 5Q (34.304135 sec): 3 clusters Score: Raw -19811.951827 + Penalty 1048.439055 = -18763.512772 nChanged 2 SP:Iteration 6Q (34.304700 sec): 3 clusters Score: Raw -19816.014003 + Penalty 1052.336542 = -18763.677461 nChanged 4 SP:Iteration 7Q (34.305249 sec): 3 clusters Score: Raw -19825.549467 + Penalty 1053.975798 = -18771.573669 nChanged 2 SP:Iteration 8Q (34.305793 sec): 3 clusters Score: Raw -19828.068112 + Penalty 1053.273176 = -18774.794936 nChanged 1 SP:Iteration 9Q (34.306336 sec): 3 clusters Score: Raw -19829.862751 + Penalty 1053.273176 = -18776.589575 nChanged 0 SP:Iteration 10F (34.306900 sec): 3 clusters Score: Raw -19829.862751 + Penalty 1053.273176 = -18776.589575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.308440 sec): 2 clusters Score: Raw -766.395937 + Penalty 180.462076 = -585.933861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.308671 sec): 3 clusters Score: Raw -765.036448 + Penalty 373.132802 = -391.903646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.309159 sec): 2 clusters Score: Raw -732.322011 + Penalty 144.492920 = -587.829091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.309382 sec): 3 clusters Score: Raw -734.057909 + Penalty 283.654322 = -450.403587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.310186 sec): 2 clusters Score: Raw -11636.476851 + Penalty 457.333454 = -11179.143397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.310636 sec): 3 clusters Score: Raw -11603.607627 + Penalty 918.400724 = -10685.206903 nChanged 16 SP:Iteration 1F (34.311092 sec): 3 clusters Score: Raw -11618.513245 + Penalty 917.340692 = -10701.172553 nChanged 6 SP:Iteration 2Q (34.311544 sec): 3 clusters Score: Raw -11622.955517 + Penalty 917.340692 = -10705.614826 nChanged 0 SP:Iteration 3F (34.311974 sec): 3 clusters Score: Raw -11622.955517 + Penalty 917.340692 = -10705.614826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.312465 sec): 2 clusters Score: Raw -600.757772 + Penalty 217.197056 = -383.560717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.312684 sec): 3 clusters Score: Raw -592.156828 + Penalty 434.394111 = -157.762717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.313433 sec): 2 clusters Score: Raw -10021.058829 + Penalty 466.176112 = -9554.882717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.313841 sec): 3 clusters Score: Raw -9995.709734 + Penalty 932.368500 = -9063.341234 nChanged 9 SP:Iteration 1F (34.314240 sec): 3 clusters Score: Raw -10006.302587 + Penalty 932.640914 = -9073.661673 nChanged 2 SP:Iteration 2Q (34.314637 sec): 3 clusters Score: Raw -10008.511988 + Penalty 933.246162 = -9075.265826 nChanged 3 SP:Iteration 3Q (34.315034 sec): 3 clusters Score: Raw -10011.122672 + Penalty 932.861244 = -9078.261428 nChanged 1 SP:Iteration 4Q (34.315430 sec): 3 clusters Score: Raw -10012.017021 + Penalty 932.861244 = -9079.155777 nChanged 0 SP:Iteration 5F (34.315830 sec): 3 clusters Score: Raw -10012.017021 + Penalty 932.861244 = -9079.155777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.316396 sec): 2 clusters Score: Raw -2581.255633 + Penalty 422.975365 = -2158.280269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.316654 sec): 3 clusters Score: Raw -2637.316772 + Penalty 839.924280 = -1797.392492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.317268 sec): 2 clusters Score: Raw -5387.142644 + Penalty 544.332069 = -4842.810575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.317582 sec): 3 clusters Score: Raw -5484.739898 + Penalty 1088.745053 = -4395.994845 nChanged 1 SP:Iteration 1Q (34.317876 sec): 3 clusters Score: Raw -5491.828786 + Penalty 1088.745053 = -4403.083734 nChanged 0 SP:Iteration 2F (34.318183 sec): 3 clusters Score: Raw -5491.828786 + Penalty 1088.745053 = -4403.083734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.320940 sec): 2 clusters Score: Raw -41787.941464 + Penalty 224.980159 = -41562.961305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.322059 sec): 3 clusters Score: Raw -41540.397108 + Penalty 488.654922 = -41051.742186 nChanged 174 SP:Iteration 1F (34.323118 sec): 3 clusters Score: Raw -41691.060801 + Penalty 519.354385 = -41171.706416 nChanged 44 SP:Iteration 2F (34.324176 sec): 3 clusters Score: Raw -41743.203979 + Penalty 552.498620 = -41190.705359 nChanged 25 SP:Iteration 3F (34.325245 sec): 3 clusters Score: Raw -41773.067200 + Penalty 572.652401 = -41200.414799 nChanged 12 SP:Iteration 4Q (34.326274 sec): 3 clusters Score: Raw -41790.283148 + Penalty 586.029824 = -41204.253324 nChanged 6 SP:Iteration 5Q (34.327269 sec): 3 clusters Score: Raw -41799.327504 + Penalty 591.813741 = -41207.513763 nChanged 3 SP:Iteration 6Q (34.328237 sec): 3 clusters Score: Raw -41803.950182 + Penalty 591.813741 = -41212.136441 nChanged 0 SP:Iteration 7F (34.329276 sec): 3 clusters Score: Raw -41803.950182 + Penalty 591.813741 = -41212.136441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.329836 sec): 2 clusters Score: Raw -659.519686 + Penalty 181.026038 = -478.493648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.330063 sec): 3 clusters Score: Raw -655.267894 + Penalty 363.404329 = -291.863565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.330547 sec): 2 clusters Score: Raw -858.548952 + Penalty 243.252814 = -615.296138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.330772 sec): 3 clusters Score: Raw -874.353227 + Penalty 465.068732 = -409.284495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.331296 sec): 2 clusters Score: Raw -1399.585615 + Penalty 433.969537 = -965.616078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.331558 sec): 3 clusters Score: Raw -1880.654457 + Penalty 883.883701 = -996.770756 nChanged 0 Score: Raw -2697713.542303 + Penalty 231481.616683 = -2466231.925620 Splitting cluster 36 changes total score from -2447428.206449 to -2466231.925620 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.336965 sec): 2 clusters Score: Raw -1579.810612 + Penalty 319.826875 = -1259.983737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.337226 sec): 3 clusters Score: Raw -1589.267804 + Penalty 658.963536 = -930.304268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.337798 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.338011 sec): 3 clusters Score: Raw -1674.154908 + Penalty 36.760984 = -1637.393924 nChanged 3 SP:Iteration 1F (37.338220 sec): 3 clusters Score: Raw -1674.985161 + Penalty 36.760984 = -1638.224177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.338710 sec): 2 clusters Score: Raw -1123.422896 + Penalty 242.416851 = -881.006045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.338941 sec): 3 clusters Score: Raw -1137.147590 + Penalty 488.175778 = -648.971811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.339409 sec): 2 clusters Score: Raw -403.776708 + Penalty 164.103518 = -239.673189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.339622 sec): 3 clusters Score: Raw -392.516235 + Penalty 326.594081 = -65.922153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.340086 sec): 2 clusters Score: Raw -757.183866 + Penalty 24.026948 = -733.156918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.340281 sec): 3 clusters Score: Raw -784.408768 + Penalty 49.063371 = -735.345397 nChanged 0 Score: Raw -2697740.574351 + Penalty 231594.150608 = -2466146.423743 Splitting cluster 41 changes total score from -2447428.206449 to -2466146.423743 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.348335 sec): 2 clusters Score: Raw -1420.999996 + Penalty 273.467030 = -1147.532966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.348599 sec): 3 clusters Score: Raw -1421.877864 + Penalty 530.524030 = -891.353833 nChanged 1 SP:Iteration 1F (40.348853 sec): 3 clusters Score: Raw -1425.245202 + Penalty 530.524030 = -894.721171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.349387 sec): 2 clusters Score: Raw -2344.939473 + Penalty 281.737453 = -2063.202020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.349644 sec): 3 clusters Score: Raw -2376.663201 + Penalty 559.230884 = -1817.432317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.350119 sec): 2 clusters Score: Raw -527.613616 + Penalty 140.335568 = -387.278048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.350336 sec): 3 clusters Score: Raw -544.537727 + Penalty 290.001438 = -254.536290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.350862 sec): 2 clusters Score: Raw -2253.775230 + Penalty 252.454915 = -2001.320314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.351114 sec): 3 clusters Score: Raw -2253.936855 + Penalty 512.946350 = -1740.990506 nChanged 1 SP:Iteration 1Q (40.351359 sec): 3 clusters Score: Raw -2255.959255 + Penalty 512.446939 = -1743.512315 nChanged 1 SP:Iteration 2Q (40.351604 sec): 3 clusters Score: Raw -2256.099706 + Penalty 512.446939 = -1743.652767 nChanged 0 SP:Iteration 3F (40.351851 sec): 3 clusters Score: Raw -2256.099706 + Penalty 512.446939 = -1743.652767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.352373 sec): 2 clusters Score: Raw -855.680442 + Penalty 270.929043 = -584.751399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.352603 sec): 3 clusters Score: Raw -1057.683054 + Penalty 541.858087 = -515.824968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.353082 sec): 2 clusters Score: Raw -738.173566 + Penalty 216.312242 = -521.861325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.353304 sec): 3 clusters Score: Raw -743.458830 + Penalty 468.672442 = -274.786388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.353952 sec): 2 clusters Score: Raw -6283.052724 + Penalty 297.300072 = -5985.752652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.354289 sec): 3 clusters Score: Raw -6262.623405 + Penalty 609.992250 = -5652.631155 nChanged 8 SP:Iteration 1F (40.354621 sec): 3 clusters Score: Raw -6271.823400 + Penalty 611.570157 = -5660.253243 nChanged 1 SP:Iteration 2Q (40.354950 sec): 3 clusters Score: Raw -6271.964537 + Penalty 613.458226 = -5658.506312 nChanged 2 SP:Iteration 3F (40.355281 sec): 3 clusters Score: Raw -6274.784114 + Penalty 619.114920 = -5655.669194 nChanged 1 SP:Iteration 4F (40.355610 sec): 3 clusters Score: Raw -6275.535573 + Penalty 621.595712 = -5653.939861 nChanged 1 SP:Iteration 5F (40.355939 sec): 3 clusters Score: Raw -6276.167191 + Penalty 623.446995 = -5652.720197 nChanged 2 SP:Iteration 6F (40.356267 sec): 3 clusters Score: Raw -6277.814364 + Penalty 623.446995 = -5654.367370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.357719 sec): 2 clusters Score: Raw -21099.527773 + Penalty 676.254912 = -20423.272860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.358312 sec): 3 clusters Score: Raw -21057.395003 + Penalty 1352.314585 = -19705.080419 nChanged 38 SP:Iteration 1F (40.358895 sec): 3 clusters Score: Raw -21119.180999 + Penalty 1352.497794 = -19766.683205 nChanged 10 SP:Iteration 2Q (40.359484 sec): 3 clusters Score: Raw -21136.232025 + Penalty 1352.290687 = -19783.941338 nChanged 4 SP:Iteration 3Q (40.360054 sec): 3 clusters Score: Raw -21141.792313 + Penalty 1352.290687 = -19789.501627 nChanged 0 SP:Iteration 4F (40.360633 sec): 3 clusters Score: Raw -21141.792313 + Penalty 1352.290687 = -19789.501627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.361194 sec): 2 clusters Score: Raw -1033.185283 + Penalty 220.206899 = -812.978384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.361427 sec): 3 clusters Score: Raw -1033.749366 + Penalty 448.799836 = -584.949530 nChanged 1 SP:Iteration 1F (40.361651 sec): 3 clusters Score: Raw -1034.725822 + Penalty 448.799836 = -585.925986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.362223 sec): 2 clusters Score: Raw -3116.127845 + Penalty 104.940914 = -3011.186931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.362522 sec): 3 clusters Score: Raw -3146.298600 + Penalty 211.947207 = -2934.351393 nChanged 10 SP:Iteration 1F (40.362814 sec): 3 clusters Score: Raw -3159.577337 + Penalty 217.876060 = -2941.701277 nChanged 3 SP:Iteration 2F (40.363108 sec): 3 clusters Score: Raw -3169.843352 + Penalty 225.527970 = -2944.315382 nChanged 2 SP:Iteration 3Q (40.363412 sec): 3 clusters Score: Raw -3172.234045 + Penalty 230.213763 = -2942.020282 nChanged 2 SP:Iteration 4F (40.363704 sec): 3 clusters Score: Raw -3177.012637 + Penalty 236.934703 = -2940.077934 nChanged 1 SP:Iteration 5F (40.363995 sec): 3 clusters Score: Raw -3178.387850 + Penalty 236.934703 = -2941.453147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.364485 sec): 2 clusters Score: Raw -804.366119 + Penalty 191.231647 = -613.134471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.364709 sec): 3 clusters Score: Raw -822.001525 + Penalty 396.419236 = -425.582289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.365186 sec): 2 clusters Score: Raw -687.126170 + Penalty 235.953685 = -451.172486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.365406 sec): 3 clusters Score: Raw -686.156473 + Penalty 470.302202 = -215.854270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.365854 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.366035 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.366493 sec): 2 clusters Score: Raw -524.666353 + Penalty 22.238973 = -502.427380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.366686 sec): 3 clusters Score: Raw -572.112942 + Penalty 45.728889 = -526.384053 nChanged 0 Score: Raw -2697787.765226 + Penalty 231719.086015 = -2466068.679211 Splitting cluster 55 changes total score from -2447428.206449 to -2466068.679211 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.381629 sec): 2 clusters Score: Raw -5319.949502 + Penalty 344.411685 = -4975.537817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.381951 sec): 3 clusters Score: Raw -5320.153273 + Penalty 690.661434 = -4629.491839 nChanged 3 SP:Iteration 1F (43.382259 sec): 3 clusters Score: Raw -5329.208419 + Penalty 688.823370 = -4640.385049 nChanged 1 SP:Iteration 2Q (43.382560 sec): 3 clusters Score: Raw -5331.164716 + Penalty 688.823370 = -4642.341347 nChanged 0 SP:Iteration 3F (43.382865 sec): 3 clusters Score: Raw -5331.164716 + Penalty 688.823370 = -4642.341347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.383338 sec): 2 clusters Score: Raw -404.724952 + Penalty 34.905884 = -369.819068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.383537 sec): 3 clusters Score: Raw -424.072770 + Penalty 65.687184 = -358.385587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384039 sec): 2 clusters Score: Raw -297.603355 + Penalty 132.549816 = -165.053539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.384269 sec): 3 clusters Score: Raw -286.035638 + Penalty 271.382061 = -14.653577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.384851 sec): 2 clusters Score: Raw -3754.670652 + Penalty 446.875757 = -3307.794895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.385165 sec): 3 clusters Score: Raw -3791.846567 + Penalty 893.751515 = -2898.095053 nChanged 1 SP:Iteration 1Q (43.385434 sec): 3 clusters Score: Raw -3794.649680 + Penalty 894.109800 = -2900.539880 nChanged 1 SP:Iteration 2Q (43.385703 sec): 3 clusters Score: Raw -3799.351144 + Penalty 894.109800 = -2905.241343 nChanged 0 SP:Iteration 3F (43.385981 sec): 3 clusters Score: Raw -3799.351144 + Penalty 894.109800 = -2905.241343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.386498 sec): 2 clusters Score: Raw -1939.377342 + Penalty 288.902141 = -1650.475201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.386745 sec): 3 clusters Score: Raw -1970.251669 + Penalty 581.382507 = -1388.869162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.387254 sec): 2 clusters Score: Raw -1836.365867 + Penalty 282.402631 = -1553.963236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.387498 sec): 3 clusters Score: Raw -1843.815998 + Penalty 564.082732 = -1279.733267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.388047 sec): 2 clusters Score: Raw -3496.752511 + Penalty 400.959058 = -3095.793453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.388321 sec): 3 clusters Score: Raw -3526.835805 + Penalty 810.787855 = -2716.047951 nChanged 1 SP:Iteration 1Q (43.388580 sec): 3 clusters Score: Raw -3531.231946 + Penalty 810.787855 = -2720.444092 nChanged 0 SP:Iteration 2F (43.388849 sec): 3 clusters Score: Raw -3531.231946 + Penalty 810.787855 = -2720.444092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.389373 sec): 2 clusters Score: Raw -2508.571910 + Penalty 334.631674 = -2173.940236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.389630 sec): 3 clusters Score: Raw -2510.788888 + Penalty 673.531950 = -1837.256938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390095 sec): 2 clusters Score: Raw -265.710388 + Penalty 59.644466 = -206.065922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.390294 sec): 3 clusters Score: Raw -265.149091 + Penalty 156.462023 = -108.687068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.390779 sec): 2 clusters Score: Raw -1088.444179 + Penalty 285.475909 = -802.968270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391006 sec): 3 clusters Score: Raw -1085.463522 + Penalty 577.880090 = -507.583432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.391498 sec): 2 clusters Score: Raw -1283.916751 + Penalty 249.642479 = -1034.274272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.391730 sec): 3 clusters Score: Raw -1300.224382 + Penalty 488.032076 = -812.192306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.392487 sec): 2 clusters Score: Raw -10121.073291 + Penalty 481.362552 = -9639.710739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.392898 sec): 3 clusters Score: Raw -10103.132597 + Penalty 956.967390 = -9146.165207 nChanged 13 SP:Iteration 1F (43.393298 sec): 3 clusters Score: Raw -10120.448026 + Penalty 949.650344 = -9170.797682 nChanged 5 SP:Iteration 2Q (43.393722 sec): 3 clusters Score: Raw -10129.709505 + Penalty 947.515428 = -9182.194077 nChanged 3 SP:Iteration 3Q (43.394118 sec): 3 clusters Score: Raw -10132.415331 + Penalty 947.515428 = -9184.899903 nChanged 0 SP:Iteration 4F (43.394517 sec): 3 clusters Score: Raw -10132.415331 + Penalty 947.515428 = -9184.899903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.394990 sec): 2 clusters Score: Raw -300.733251 + Penalty 146.821992 = -153.911260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395199 sec): 3 clusters Score: Raw -288.428478 + Penalty 295.714366 = 7.285888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.395691 sec): 2 clusters Score: Raw -902.446431 + Penalty 309.441253 = -593.005178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.395925 sec): 3 clusters Score: Raw -1163.045983 + Penalty 614.031816 = -549.014168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.396458 sec): 2 clusters Score: Raw -3024.726244 + Penalty 439.242926 = -2585.483317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.396723 sec): 3 clusters Score: Raw -3072.631860 + Penalty 877.384036 = -2195.247823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397196 sec): 2 clusters Score: Raw -581.681320 + Penalty 179.769339 = -401.911981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.397414 sec): 3 clusters Score: Raw -575.223761 + Penalty 359.538677 = -215.685083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.397956 sec): 2 clusters Score: Raw -3206.433317 + Penalty 370.937525 = -2835.495792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.398225 sec): 3 clusters Score: Raw -3213.527453 + Penalty 744.685631 = -2468.841822 nChanged 3 SP:Iteration 1F (43.398489 sec): 3 clusters Score: Raw -3219.319690 + Penalty 744.685631 = -2474.634059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.398985 sec): 2 clusters Score: Raw -1451.646450 + Penalty 303.814879 = -1147.831570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399220 sec): 3 clusters Score: Raw -1460.868504 + Penalty 619.542736 = -841.325768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.399696 sec): 2 clusters Score: Raw -671.881847 + Penalty 200.074925 = -471.806922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.399914 sec): 3 clusters Score: Raw -664.615328 + Penalty 384.098654 = -280.516673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.400411 sec): 2 clusters Score: Raw -1555.975668 + Penalty 309.200002 = -1246.775666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.400647 sec): 3 clusters Score: Raw -1573.667347 + Penalty 603.900572 = -969.766775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.401160 sec): 2 clusters Score: Raw -2042.784320 + Penalty 307.040580 = -1735.743740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.401423 sec): 3 clusters Score: Raw -2082.485529 + Penalty 625.790485 = -1456.695045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.401897 sec): 2 clusters Score: Raw -578.845392 + Penalty 180.755906 = -398.089486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.402115 sec): 3 clusters Score: Raw -571.555100 + Penalty 361.511811 = -210.043289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.402693 sec): 2 clusters Score: Raw -4557.085185 + Penalty 607.555732 = -3949.529453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.402983 sec): 3 clusters Score: Raw -4660.454363 + Penalty 1214.965534 = -3445.488829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.403487 sec): 2 clusters Score: Raw -1116.063754 + Penalty 399.885413 = -716.178341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.403728 sec): 3 clusters Score: Raw -1504.159839 + Penalty 798.661190 = -705.498648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.404665 sec): 2 clusters Score: Raw -9793.485479 + Penalty 494.825552 = -9298.659927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.405063 sec): 3 clusters Score: Raw -9801.039486 + Penalty 989.560070 = -8811.479416 nChanged 9 SP:Iteration 1F (43.405456 sec): 3 clusters Score: Raw -9816.867144 + Penalty 988.973571 = -8827.893573 nChanged 2 SP:Iteration 2Q (43.405844 sec): 3 clusters Score: Raw -9822.186323 + Penalty 989.789604 = -8832.396719 nChanged 1 SP:Iteration 3Q (43.406231 sec): 3 clusters Score: Raw -9823.505461 + Penalty 989.789604 = -8833.715857 nChanged 0 SP:Iteration 4F (43.406623 sec): 3 clusters Score: Raw -9823.505461 + Penalty 989.789604 = -8833.715857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.407161 sec): 2 clusters Score: Raw -939.752629 + Penalty 218.822654 = -720.929976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.407399 sec): 3 clusters Score: Raw -941.041618 + Penalty 437.486871 = -503.554747 nChanged 1 SP:Iteration 1F (43.407623 sec): 3 clusters Score: Raw -944.198028 + Penalty 437.486871 = -506.711157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.408114 sec): 2 clusters Score: Raw -1178.040590 + Penalty 279.855167 = -898.185423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.408344 sec): 3 clusters Score: Raw -1188.423390 + Penalty 567.169314 = -621.254076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.408829 sec): 2 clusters Score: Raw -1042.603211 + Penalty 224.980454 = -817.622757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.409056 sec): 3 clusters Score: Raw -1046.159537 + Penalty 449.459822 = -596.699716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.409543 sec): 2 clusters Score: Raw -1187.511441 + Penalty 311.822641 = -875.688801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.409772 sec): 3 clusters Score: Raw -1200.826260 + Penalty 623.645281 = -577.180979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.410275 sec): 2 clusters Score: Raw -855.980246 + Penalty 238.830062 = -617.150185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.410497 sec): 3 clusters Score: Raw -869.239051 + Penalty 476.667471 = -392.571580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.410983 sec): 2 clusters Score: Raw -1179.100238 + Penalty 272.003851 = -907.096387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.411212 sec): 3 clusters Score: Raw -1175.968979 + Penalty 585.048950 = -590.920029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.411692 sec): 2 clusters Score: Raw -878.809824 + Penalty 210.346532 = -668.463292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.411916 sec): 3 clusters Score: Raw -873.693044 + Penalty 398.968978 = -474.724066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.412380 sec): 2 clusters Score: Raw -296.056496 + Penalty 115.209150 = -180.847346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.412591 sec): 3 clusters Score: Raw -284.761252 + Penalty 235.323829 = -49.437423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.413062 sec): 2 clusters Score: Raw -519.268620 + Penalty 217.462942 = -301.805678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.413277 sec): 3 clusters Score: Raw -505.129989 + Penalty 433.543137 = -71.586851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.413750 sec): 2 clusters Score: Raw -459.306954 + Penalty 110.809713 = -348.497241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.413965 sec): 3 clusters Score: Raw -456.473755 + Penalty 219.586359 = -236.887396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.414428 sec): 2 clusters Score: Raw -198.471832 + Penalty 95.417430 = -103.054402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.414621 sec): 2 clusters Score: Raw -198.471832 + Penalty 95.417430 = -103.054402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.415103 sec): 2 clusters Score: Raw -968.084108 + Penalty 231.838319 = -736.245789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.415329 sec): 3 clusters Score: Raw -967.979150 + Penalty 470.008818 = -497.970332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.415815 sec): 2 clusters Score: Raw -1049.980576 + Penalty 249.897026 = -800.083550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.416043 sec): 3 clusters Score: Raw -1050.804539 + Penalty 498.659982 = -552.144557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.416507 sec): 2 clusters Score: Raw -297.299719 + Penalty 135.181518 = -162.118201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.416702 sec): 2 clusters Score: Raw -297.299719 + Penalty 135.181518 = -162.118201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417202 sec): 2 clusters Score: Raw -1111.109768 + Penalty 302.112537 = -808.997230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.417429 sec): 3 clusters Score: Raw -1114.870162 + Penalty 628.513357 = -486.356805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.417920 sec): 2 clusters Score: Raw -1365.777257 + Penalty 313.613560 = -1052.163697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.418153 sec): 3 clusters Score: Raw -1388.492803 + Penalty 633.195138 = -755.297665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.418640 sec): 2 clusters Score: Raw -1252.929829 + Penalty 367.390011 = -885.539818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.418869 sec): 3 clusters Score: Raw -1254.572530 + Penalty 732.355645 = -522.216885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.419353 sec): 2 clusters Score: Raw -1105.509783 + Penalty 281.503626 = -824.006157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.419582 sec): 3 clusters Score: Raw -1102.351568 + Penalty 565.627983 = -536.723586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.420228 sec): 2 clusters Score: Raw -6978.439886 + Penalty 354.039238 = -6624.400648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.420573 sec): 3 clusters Score: Raw -6969.685171 + Penalty 705.883543 = -6263.801628 nChanged 11 SP:Iteration 1F (43.420912 sec): 3 clusters Score: Raw -6983.583436 + Penalty 705.973433 = -6277.610003 nChanged 2 SP:Iteration 2Q (43.421254 sec): 3 clusters Score: Raw -6986.270867 + Penalty 705.289496 = -6280.981372 nChanged 1 SP:Iteration 3Q (43.421596 sec): 3 clusters Score: Raw -6988.884956 + Penalty 705.038279 = -6283.846677 nChanged 2 SP:Iteration 4Q (43.421937 sec): 3 clusters Score: Raw -6992.153160 + Penalty 705.038279 = -6287.114881 nChanged 0 SP:Iteration 5F (43.422281 sec): 3 clusters Score: Raw -6992.153160 + Penalty 705.038279 = -6287.114881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.422772 sec): 2 clusters Score: Raw -1172.133191 + Penalty 282.332643 = -889.800548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.423000 sec): 3 clusters Score: Raw -1177.587921 + Penalty 572.505421 = -605.082500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.423486 sec): 2 clusters Score: Raw -1063.276325 + Penalty 284.863705 = -778.412621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.423714 sec): 3 clusters Score: Raw -1070.058592 + Penalty 572.902815 = -497.155776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.424208 sec): 2 clusters Score: Raw -1487.669713 + Penalty 335.059226 = -1152.610487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.424442 sec): 3 clusters Score: Raw -1505.986470 + Penalty 672.703812 = -833.282659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.424943 sec): 2 clusters Score: Raw -1157.928964 + Penalty 251.108118 = -906.820847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.425170 sec): 3 clusters Score: Raw -1166.797315 + Penalty 517.534482 = -649.262833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.425636 sec): 2 clusters Score: Raw -389.140440 + Penalty 150.607893 = -238.532547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.425849 sec): 3 clusters Score: Raw -379.693733 + Penalty 301.215786 = -78.477947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.426326 sec): 2 clusters Score: Raw -775.301747 + Penalty 316.213611 = -459.088136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.426547 sec): 3 clusters Score: Raw -806.217018 + Penalty 632.427223 = -173.789796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.427095 sec): 2 clusters Score: Raw -3530.794152 + Penalty 521.132087 = -3009.662064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.427367 sec): 3 clusters Score: Raw -3595.417222 + Penalty 1041.247416 = -2554.169805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.427839 sec): 2 clusters Score: Raw -481.084263 + Penalty 161.488426 = -319.595837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.428055 sec): 3 clusters Score: Raw -475.259867 + Penalty 318.358152 = -156.901715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.428532 sec): 2 clusters Score: Raw -770.440332 + Penalty 231.136237 = -539.304095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.428752 sec): 3 clusters Score: Raw -774.365850 + Penalty 462.272474 = -312.093376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.429234 sec): 2 clusters Score: Raw -956.300414 + Penalty 245.184557 = -711.115856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.429459 sec): 3 clusters Score: Raw -958.573100 + Penalty 491.686392 = -466.886708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.430740 sec): 2 clusters Score: Raw -21234.114041 + Penalty 842.086024 = -20392.028017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.431350 sec): 3 clusters Score: Raw -21277.198656 + Penalty 1684.501489 = -19592.697168 nChanged 24 SP:Iteration 1F (43.431940 sec): 3 clusters Score: Raw -21342.184586 + Penalty 1684.702026 = -19657.482561 nChanged 2 SP:Iteration 2Q (43.432505 sec): 3 clusters Score: Raw -21348.792855 + Penalty 1684.789495 = -19664.003360 nChanged 1 SP:Iteration 3Q (43.433068 sec): 3 clusters Score: Raw -21350.743957 + Penalty 1684.789495 = -19665.954462 nChanged 0 SP:Iteration 4F (43.433660 sec): 3 clusters Score: Raw -21350.743957 + Penalty 1684.789495 = -19665.954462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.434160 sec): 2 clusters Score: Raw -900.546405 + Penalty 290.109987 = -610.436418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.434389 sec): 3 clusters Score: Raw -905.772368 + Penalty 579.899738 = -325.872630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.434945 sec): 2 clusters Score: Raw -2655.049140 + Penalty 367.588382 = -2287.460758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.435204 sec): 3 clusters Score: Raw -2683.665522 + Penalty 736.075970 = -1947.589552 nChanged 1 SP:Iteration 1Q (43.435451 sec): 3 clusters Score: Raw -2686.952100 + Penalty 736.075970 = -1950.876130 nChanged 0 SP:Iteration 2F (43.435705 sec): 3 clusters Score: Raw -2686.952100 + Penalty 736.075970 = -1950.876130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.436179 sec): 2 clusters Score: Raw -480.527617 + Penalty 160.278066 = -320.249552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.436397 sec): 3 clusters Score: Raw -474.130471 + Penalty 321.849322 = -152.281148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.436881 sec): 2 clusters Score: Raw -963.153080 + Penalty 223.594074 = -739.559006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.437107 sec): 3 clusters Score: Raw -966.651743 + Penalty 447.188148 = -519.463595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.437577 sec): 2 clusters Score: Raw -497.091189 + Penalty 192.310959 = -304.780230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.437793 sec): 3 clusters Score: Raw -487.138856 + Penalty 385.979118 = -101.159738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.438417 sec): 2 clusters Score: Raw -6449.931715 + Penalty 599.712839 = -5850.218876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.438753 sec): 3 clusters Score: Raw -6557.638477 + Penalty 1199.425678 = -5358.212800 nChanged 2 SP:Iteration 1Q (43.439070 sec): 3 clusters Score: Raw -6568.275094 + Penalty 1198.442967 = -5369.832127 nChanged 1 SP:Iteration 2Q (43.439385 sec): 3 clusters Score: Raw -6570.198545 + Penalty 1198.442967 = -5371.755578 nChanged 0 SP:Iteration 3F (43.439717 sec): 3 clusters Score: Raw -6570.198545 + Penalty 1198.442967 = -5371.755578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.440206 sec): 2 clusters Score: Raw -1262.084332 + Penalty 354.978618 = -907.105715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.440436 sec): 3 clusters Score: Raw -1253.938226 + Penalty 702.573982 = -551.364244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.440907 sec): 2 clusters Score: Raw -620.264711 + Penalty 249.382006 = -370.882705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.441105 sec): 2 clusters Score: Raw -620.264711 + Penalty 249.382006 = -370.882705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.441580 sec): 2 clusters Score: Raw -762.486168 + Penalty 202.816303 = -559.669865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.441801 sec): 3 clusters Score: Raw -765.746891 + Penalty 405.632607 = -360.114284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.442304 sec): 2 clusters Score: Raw -1224.636501 + Penalty 313.564403 = -911.072098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.442534 sec): 3 clusters Score: Raw -1216.507083 + Penalty 658.152239 = -558.354845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.443029 sec): 2 clusters Score: Raw -1393.076586 + Penalty 258.234354 = -1134.842232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.443265 sec): 3 clusters Score: Raw -1417.995325 + Penalty 520.055791 = -897.939534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.443744 sec): 2 clusters Score: Raw -746.948437 + Penalty 158.619304 = -588.329133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.443967 sec): 3 clusters Score: Raw -744.793392 + Penalty 332.148088 = -412.645304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 125 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.444477 sec): 2 clusters Score: Raw -2099.053071 + Penalty 395.180383 = -1703.872688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.444724 sec): 3 clusters Score: Raw -2121.380043 + Penalty 791.166625 = -1330.213417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.445239 sec): 2 clusters Score: Raw -2224.155815 + Penalty 326.577254 = -1897.578561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.445489 sec): 3 clusters Score: Raw -2228.909481 + Penalty 658.152462 = -1570.757019 nChanged 1 SP:Iteration 1Q (43.445730 sec): 3 clusters Score: Raw -2230.642071 + Penalty 658.635259 = -1572.006812 nChanged 1 SP:Iteration 2Q (43.445973 sec): 3 clusters Score: Raw -2233.974669 + Penalty 658.635259 = -1575.339410 nChanged 0 SP:Iteration 3F (43.446220 sec): 3 clusters Score: Raw -2233.974669 + Penalty 658.635259 = -1575.339410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.446716 sec): 2 clusters Score: Raw -1607.383336 + Penalty 352.727452 = -1254.655884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.446952 sec): 3 clusters Score: Raw -1623.481534 + Penalty 705.454903 = -918.026631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.447463 sec): 2 clusters Score: Raw -2260.850893 + Penalty 429.250120 = -1831.600773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.447713 sec): 3 clusters Score: Raw -2271.754080 + Penalty 858.500240 = -1413.253840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.448171 sec): 2 clusters Score: Raw -92.290277 + Penalty 0.000000 = -92.290277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.448361 sec): 2 clusters Score: Raw -92.290277 + Penalty 0.000000 = -92.290277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.448874 sec): 2 clusters Score: Raw -2392.312401 + Penalty 466.895882 = -1925.416519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.449124 sec): 3 clusters Score: Raw -2392.087634 + Penalty 929.657488 = -1462.430146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.449605 sec): 2 clusters Score: Raw -296.293887 + Penalty 121.750148 = -174.543739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.449815 sec): 3 clusters Score: Raw -285.146334 + Penalty 248.812257 = -36.334077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.450293 sec): 2 clusters Score: Raw -784.408788 + Penalty 247.862962 = -536.545827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.450515 sec): 3 clusters Score: Raw -782.643833 + Penalty 502.273089 = -280.370744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 134 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.451161 sec): 2 clusters Score: Raw -7426.709190 + Penalty 678.717397 = -6747.991793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.451502 sec): 3 clusters Score: Raw -7534.136386 + Penalty 1356.048675 = -6178.087710 nChanged 2 SP:Iteration 1Q (43.451827 sec): 3 clusters Score: Raw -7539.967560 + Penalty 1355.871084 = -6184.096477 nChanged 1 SP:Iteration 2Q (43.452171 sec): 3 clusters Score: Raw -7542.892540 + Penalty 1355.871084 = -6187.021457 nChanged 0 SP:Iteration 3F (43.452530 sec): 3 clusters Score: Raw -7542.892540 + Penalty 1355.871084 = -6187.021457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.453076 sec): 2 clusters Score: Raw -2635.230233 + Penalty 347.198583 = -2288.031650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.453341 sec): 3 clusters Score: Raw -2655.703415 + Penalty 695.027673 = -1960.675741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.453836 sec): 2 clusters Score: Raw -1219.646059 + Penalty 235.864182 = -983.781877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.454071 sec): 3 clusters Score: Raw -1218.171526 + Penalty 474.499157 = -743.672368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.454625 sec): 2 clusters Score: Raw -3462.210825 + Penalty 549.307500 = -2912.903325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.454901 sec): 3 clusters Score: Raw -3524.777760 + Penalty 1098.044911 = -2426.732849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.455399 sec): 2 clusters Score: Raw -1012.612996 + Penalty 295.684271 = -716.928725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.455628 sec): 3 clusters Score: Raw -1014.749357 + Penalty 592.153016 = -422.596341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.456110 sec): 2 clusters Score: Raw -610.970101 + Penalty 245.036727 = -365.933374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.456334 sec): 3 clusters Score: Raw -601.518537 + Penalty 490.073454 = -111.445083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.456837 sec): 2 clusters Score: Raw -1340.110576 + Penalty 318.672807 = -1021.437769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.457074 sec): 3 clusters Score: Raw -1361.245922 + Penalty 642.200704 = -719.045218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.457583 sec): 2 clusters Score: Raw -723.321313 + Penalty 253.246689 = -470.074624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.457808 sec): 3 clusters Score: Raw -709.209204 + Penalty 507.083795 = -202.125409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.458298 sec): 2 clusters Score: Raw -947.934462 + Penalty 296.374150 = -651.560312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.458525 sec): 3 clusters Score: Raw -930.186506 + Penalty 584.099967 = -346.086540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.458991 sec): 2 clusters Score: Raw -93.841111 + Penalty 0.000000 = -93.841111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.459184 sec): 2 clusters Score: Raw -93.841111 + Penalty 0.000000 = -93.841111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.459667 sec): 2 clusters Score: Raw -796.606315 + Penalty 237.492494 = -559.113821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.459892 sec): 3 clusters Score: Raw -789.593394 + Penalty 471.338773 = -318.254621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.460348 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.460532 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.461019 sec): 2 clusters Score: Raw -1174.755079 + Penalty 281.176726 = -893.578352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.461248 sec): 3 clusters Score: Raw -1196.005515 + Penalty 555.325290 = -640.680225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 148 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.461729 sec): 2 clusters Score: Raw -934.872580 + Penalty 297.502235 = -637.370345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.461953 sec): 3 clusters Score: Raw -921.449705 + Penalty 602.842085 = -318.607620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.462481 sec): 2 clusters Score: Raw -2772.995158 + Penalty 377.394139 = -2395.601019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.462741 sec): 3 clusters Score: Raw -2801.571708 + Penalty 746.758144 = -2054.813564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.463221 sec): 2 clusters Score: Raw -952.285720 + Penalty 316.417734 = -635.867986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.463447 sec): 3 clusters Score: Raw -935.539467 + Penalty 644.722899 = -290.816568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.463914 sec): 2 clusters Score: Raw -412.894589 + Penalty 182.711533 = -230.183056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.464127 sec): 3 clusters Score: Raw -396.556448 + Penalty 365.423066 = -31.133382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.464601 sec): 2 clusters Score: Raw -93.830519 + Penalty 0.000000 = -93.830519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.464790 sec): 2 clusters Score: Raw -93.830519 + Penalty 0.000000 = -93.830519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.465340 sec): 2 clusters Score: Raw -3481.286718 + Penalty 337.582040 = -3143.704678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.465615 sec): 3 clusters Score: Raw -3482.487468 + Penalty 672.443489 = -2810.043978 nChanged 1 SP:Iteration 1Q (43.465882 sec): 3 clusters Score: Raw -3484.984933 + Penalty 672.443489 = -2812.541444 nChanged 0 SP:Iteration 2F (43.466152 sec): 3 clusters Score: Raw -3484.984933 + Penalty 672.443489 = -2812.541444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.466627 sec): 2 clusters Score: Raw -583.042089 + Penalty 35.488972 = -547.553117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.466832 sec): 3 clusters Score: Raw -586.748220 + Penalty 64.538088 = -522.210132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.467327 sec): 2 clusters Score: Raw -1438.669371 + Penalty 268.822499 = -1169.846872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.467561 sec): 3 clusters Score: Raw -1439.234775 + Penalty 528.937875 = -910.296899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.468031 sec): 2 clusters Score: Raw -496.571030 + Penalty 198.524853 = -298.046177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.468243 sec): 3 clusters Score: Raw -488.128799 + Penalty 413.243962 = -74.884837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.468716 sec): 2 clusters Score: Raw -461.544348 + Penalty 122.588182 = -338.956166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.468932 sec): 3 clusters Score: Raw -459.855667 + Penalty 255.914444 = -203.941223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.469402 sec): 2 clusters Score: Raw -513.439962 + Penalty 214.118956 = -299.321005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.469618 sec): 3 clusters Score: Raw -499.429302 + Penalty 424.695360 = -74.733942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.470082 sec): 2 clusters Score: Raw -297.186367 + Penalty 130.771584 = -166.414783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.470276 sec): 2 clusters Score: Raw -297.186367 + Penalty 130.771584 = -166.414783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.470773 sec): 2 clusters Score: Raw -1471.602019 + Penalty 316.105297 = -1155.496723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.471010 sec): 3 clusters Score: Raw -1480.381187 + Penalty 633.190491 = -847.190696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.471474 sec): 2 clusters Score: Raw -192.809331 + Penalty 81.233096 = -111.576235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.471700 sec): 3 clusters Score: Raw -184.096692 + Penalty 162.466191 = -21.630501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.472167 sec): 2 clusters Score: Raw -401.250261 + Penalty 202.334832 = -198.915429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.472380 sec): 3 clusters Score: Raw -390.386197 + Penalty 412.267672 = 21.881476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.472855 sec): 2 clusters Score: Raw -813.481775 + Penalty 258.098778 = -555.382998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.473075 sec): 3 clusters Score: Raw -802.905247 + Penalty 538.997714 = -263.907532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.473549 sec): 2 clusters Score: Raw -506.722856 + Penalty 213.932350 = -292.790506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.473763 sec): 3 clusters Score: Raw -496.483313 + Penalty 434.240700 = -62.242613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.474239 sec): 2 clusters Score: Raw -770.890048 + Penalty 201.126611 = -569.763437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.474459 sec): 3 clusters Score: Raw -771.230640 + Penalty 402.253222 = -368.977418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.474981 sec): 2 clusters Score: Raw -2564.538114 + Penalty 466.568470 = -2097.969644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.475233 sec): 3 clusters Score: Raw -2603.401622 + Penalty 926.278826 = -1677.122796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.475709 sec): 2 clusters Score: Raw -704.364587 + Penalty 230.158052 = -474.206536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.475929 sec): 3 clusters Score: Raw -693.816774 + Penalty 456.029769 = -237.787005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 171 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.476415 sec): 2 clusters Score: Raw -1187.448620 + Penalty 350.534934 = -836.913686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.476642 sec): 3 clusters Score: Raw -1232.676435 + Penalty 683.187284 = -549.489151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 172 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.477122 sec): 2 clusters Score: Raw -903.108289 + Penalty 264.038576 = -639.069713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.477345 sec): 3 clusters Score: Raw -893.721217 + Penalty 521.736357 = -371.984860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.477822 sec): 2 clusters Score: Raw -715.226244 + Penalty 191.693569 = -523.532676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.478039 sec): 3 clusters Score: Raw -856.026702 + Penalty 383.387137 = -472.639565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.478522 sec): 2 clusters Score: Raw -500.986302 + Penalty 189.572944 = -311.413358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.478736 sec): 3 clusters Score: Raw -495.453809 + Penalty 189.572944 = -305.880865 nChanged 1 SP:Iteration 1F (43.478930 sec): 2 clusters Score: Raw -500.986302 + Penalty 189.572944 = -311.413358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.479410 sec): 2 clusters Score: Raw -914.869437 + Penalty 268.012034 = -646.857403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.479633 sec): 3 clusters Score: Raw -901.662915 + Penalty 566.233956 = -335.428959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480099 sec): 2 clusters Score: Raw -400.329254 + Penalty 151.160976 = -249.168278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.480312 sec): 3 clusters Score: Raw -388.102067 + Penalty 302.321953 = -85.780115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.480774 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.480967 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.481438 sec): 2 clusters Score: Raw -599.978853 + Penalty 210.958718 = -389.020134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.481656 sec): 3 clusters Score: Raw -590.549475 + Penalty 421.917436 = -168.632039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.482112 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.482299 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.482765 sec): 2 clusters Score: Raw -404.293741 + Penalty 173.041804 = -231.251938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.482977 sec): 3 clusters Score: Raw -391.658441 + Penalty 343.041351 = -48.617090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 183 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.483451 sec): 2 clusters Score: Raw -608.726737 + Penalty 222.312373 = -386.414364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.483667 sec): 3 clusters Score: Raw -604.032661 + Penalty 222.312373 = -381.720288 nChanged 1 SP:Iteration 1F (43.483863 sec): 2 clusters Score: Raw -608.726737 + Penalty 222.312373 = -386.414364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.484351 sec): 2 clusters Score: Raw -1227.477260 + Penalty 259.144870 = -968.332390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.484583 sec): 3 clusters Score: Raw -1236.080062 + Penalty 519.349784 = -716.730278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.485073 sec): 2 clusters Score: Raw -1381.531366 + Penalty 298.296910 = -1083.234456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.485318 sec): 3 clusters Score: Raw -1387.528538 + Penalty 595.989293 = -791.539245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 186 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.485791 sec): 2 clusters Score: Raw -589.714163 + Penalty 207.563676 = -382.150487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.486009 sec): 3 clusters Score: Raw -586.071339 + Penalty 402.006411 = -184.064927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.486473 sec): 2 clusters Score: Raw -410.187039 + Penalty 191.130979 = -219.056060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.486668 sec): 2 clusters Score: Raw -410.187039 + Penalty 191.130979 = -219.056060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.487144 sec): 2 clusters Score: Raw -778.936815 + Penalty 220.153106 = -558.783709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.487367 sec): 3 clusters Score: Raw -779.349756 + Penalty 436.107082 = -343.242673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.487828 sec): 2 clusters Score: Raw -181.360623 + Penalty 57.054002 = -124.306621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.488020 sec): 2 clusters Score: Raw -181.360623 + Penalty 57.054002 = -124.306621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.488485 sec): 2 clusters Score: Raw -272.661366 + Penalty 78.007169 = -194.654197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.488693 sec): 3 clusters Score: Raw -273.141624 + Penalty 148.032341 = -125.109283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.489164 sec): 2 clusters Score: Raw -610.446134 + Penalty 234.253241 = -376.192893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.489381 sec): 3 clusters Score: Raw -597.775058 + Penalty 483.655749 = -114.119309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 194 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.489868 sec): 2 clusters Score: Raw -1173.161196 + Penalty 280.901565 = -892.259631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.490098 sec): 3 clusters Score: Raw -1177.435193 + Penalty 560.012078 = -617.423115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.490567 sec): 2 clusters Score: Raw -506.304974 + Penalty 189.657478 = -316.647496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.490782 sec): 3 clusters Score: Raw -491.504089 + Penalty 385.476585 = -106.027504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.491257 sec): 2 clusters Score: Raw -678.155227 + Penalty 171.151681 = -507.003546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.491476 sec): 3 clusters Score: Raw -672.757767 + Penalty 339.162882 = -333.594885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.491959 sec): 2 clusters Score: Raw -1103.264523 + Penalty 291.354424 = -811.910099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.492200 sec): 3 clusters Score: Raw -1103.359067 + Penalty 577.369707 = -525.989360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 198 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.492670 sec): 2 clusters Score: Raw -481.957030 + Penalty 244.401105 = -237.555925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.492885 sec): 3 clusters Score: Raw -488.668452 + Penalty 466.739976 = -21.928476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.493363 sec): 2 clusters Score: Raw -707.157236 + Penalty 281.539348 = -425.617889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.493582 sec): 3 clusters Score: Raw -702.949943 + Penalty 576.171387 = -126.778556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.494046 sec): 2 clusters Score: Raw -293.855410 + Penalty 117.160292 = -176.695118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.494255 sec): 3 clusters Score: Raw -283.205847 + Penalty 246.715161 = -36.490686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.494719 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.494929 sec): 3 clusters Score: Raw -276.651878 + Penalty 191.552062 = -85.099816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.495396 sec): 2 clusters Score: Raw -396.064661 + Penalty 166.921369 = -229.143293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.495608 sec): 3 clusters Score: Raw -385.534775 + Penalty 350.302013 = -35.232762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.496073 sec): 2 clusters Score: Raw -403.669859 + Penalty 178.284062 = -225.385797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.496284 sec): 3 clusters Score: Raw -391.771044 + Penalty 359.765353 = -32.005691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 211 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.496748 sec): 2 clusters Score: Raw -307.860051 + Penalty 153.610564 = -154.249487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.496959 sec): 3 clusters Score: Raw -292.984012 + Penalty 308.600754 = 15.616742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.497428 sec): 2 clusters Score: Raw -483.924163 + Penalty 174.354483 = -309.569680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.497643 sec): 3 clusters Score: Raw -475.063897 + Penalty 349.289647 = -125.774250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 213 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.498109 sec): 2 clusters Score: Raw -401.283418 + Penalty 161.955944 = -239.327474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.498322 sec): 3 clusters Score: Raw -389.902176 + Penalty 323.911888 = -65.990288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.498800 sec): 2 clusters Score: Raw -391.606713 + Penalty 167.095105 = -224.511608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.499014 sec): 3 clusters Score: Raw -383.580420 + Penalty 320.736985 = -62.843435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.499473 sec): 2 clusters Score: Raw -89.875059 + Penalty 0.000000 = -89.875059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.499663 sec): 2 clusters Score: Raw -89.875059 + Penalty 0.000000 = -89.875059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.500124 sec): 2 clusters Score: Raw -190.530716 + Penalty 69.991757 = -120.538960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.500331 sec): 3 clusters Score: Raw -181.933292 + Penalty 139.983513 = -41.949779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.500786 sec): 2 clusters Score: Raw -93.707659 + Penalty 0.000000 = -93.707659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.500978 sec): 2 clusters Score: Raw -93.707659 + Penalty 0.000000 = -93.707659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.501429 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.501613 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 222 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.502077 sec): 2 clusters Score: Raw -301.449887 + Penalty 145.999832 = -155.450055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.502273 sec): 2 clusters Score: Raw -301.449887 + Penalty 145.999832 = -155.450055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.502738 sec): 2 clusters Score: Raw -410.451940 + Penalty 195.637554 = -214.814386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.502950 sec): 3 clusters Score: Raw -397.730872 + Penalty 386.938164 = -10.792708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 224 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.503417 sec): 2 clusters Score: Raw -401.396273 + Penalty 155.782701 = -245.613571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.503629 sec): 3 clusters Score: Raw -392.075725 + Penalty 155.782701 = -236.293023 nChanged 1 SP:Iteration 1F (43.503822 sec): 2 clusters Score: Raw -401.396273 + Penalty 155.782701 = -245.613571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 225 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.504291 sec): 2 clusters Score: Raw -510.952450 + Penalty 196.976925 = -313.975525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.504508 sec): 3 clusters Score: Raw -495.733508 + Penalty 391.561396 = -104.172112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 226 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.504971 sec): 2 clusters Score: Raw -299.016120 + Penalty 126.484289 = -172.531831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.505180 sec): 3 clusters Score: Raw -286.270156 + Penalty 260.207191 = -26.062965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.505659 sec): 2 clusters Score: Raw -407.198430 + Penalty 192.382906 = -214.815525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.505872 sec): 3 clusters Score: Raw -393.378417 + Penalty 384.765812 = -8.612606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 229 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.506339 sec): 2 clusters Score: Raw -370.572056 + Penalty 121.480888 = -249.091168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.506548 sec): 3 clusters Score: Raw -371.875478 + Penalty 241.359960 = -130.515518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.507013 sec): 2 clusters Score: Raw -299.422265 + Penalty 136.859197 = -162.563068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.507222 sec): 3 clusters Score: Raw -287.409812 + Penalty 271.264520 = -16.145292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 233 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.507692 sec): 2 clusters Score: Raw -522.656948 + Penalty 227.877716 = -294.779232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.507907 sec): 3 clusters Score: Raw -507.201974 + Penalty 452.150129 = -55.051844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 234 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.508372 sec): 2 clusters Score: Raw -409.661494 + Penalty 184.773676 = -224.887818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.508583 sec): 3 clusters Score: Raw -396.760061 + Penalty 364.909313 = -31.850748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 236 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.509053 sec): 2 clusters Score: Raw -591.392563 + Penalty 195.209260 = -396.183303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.509270 sec): 3 clusters Score: Raw -583.272910 + Penalty 388.342215 = -194.930695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.509715 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.509895 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Deleting Class 223 (4 points): Lose 23.672916 but Gain 1460.574227 Iteration 20F (46.579384 sec): 212 clusters Score: Raw -2678097.034300 + Penalty 230308.667126 = -2447788.367173 nChanged 49 Deleting Class 150 (9 points): Lose 56.110498 but Gain 1490.435661 Iteration 21Q (46.777430 sec): 211 clusters Score: Raw -2678061.792838 + Penalty 228853.785337 = -2449208.007501 nChanged 49 Deleting Class 211 (3 points): Lose 19.435531 but Gain 1447.116509 Iteration 22Q (46.977263 sec): 210 clusters Score: Raw -2678077.040642 + Penalty 227468.783467 = -2450608.257175 nChanged 45 Deleting Class 97 (12 points): Lose 106.757972 but Gain 1530.185674 Iteration 23Q (47.183740 sec): 209 clusters Score: Raw -2677994.445239 + Penalty 226058.962625 = -2451935.482615 nChanged 39 Deleting Class 91 (2 points): Lose 10.960707 but Gain 1424.718681 Iteration 24Q (47.387644 sec): 208 clusters Score: Raw -2678045.294678 + Penalty 224613.582725 = -2453431.711954 nChanged 30 Deleting Class 228 (4 points): Lose 22.559642 but Gain 1436.275952 Iteration 25Q (47.590889 sec): 207 clusters Score: Raw -2678044.890821 + Penalty 223215.566734 = -2454829.324087 nChanged 33 Deleting Class 233 (5 points): Lose 53.133025 but Gain 1465.394296 Iteration 26Q (47.795611 sec): 206 clusters Score: Raw -2678009.591482 + Penalty 221801.789926 = -2456207.801556 nChanged 24 Deleting Class 189 (4 points): Lose 14.720302 but Gain 1426.929420 Iteration 27Q (47.987712 sec): 205 clusters Score: Raw -2678017.834278 + Penalty 220383.611345 = -2457634.222933 nChanged 27 Deleting Class 163 (4 points): Lose 101.630004 but Gain 1510.574199 Iteration 28Q (48.178132 sec): 204 clusters Score: Raw -2677931.264052 + Penalty 218897.789527 = -2459033.474525 nChanged 26 Deleting Class 78 (45 points): Lose 245.451599 but Gain 1651.842423 Iteration 29Q (48.374793 sec): 203 clusters Score: Raw -2677698.724386 + Penalty 217360.805566 = -2460337.918820 nChanged 72 Deleting Class 137 (33 points): Lose 223.077019 but Gain 1625.952756 Iteration 30F (51.257355 sec): 202 clusters Score: Raw -2677619.530385 + Penalty 216032.034807 = -2461587.495578 nChanged 61 Deleting Class 219 (2 points): Lose 1.663439 but Gain 1468.310055 Iteration 31Q (51.451800 sec): 201 clusters Score: Raw -2677743.622574 + Penalty 214710.877660 = -2463032.744914 nChanged 26 Deleting Class 120 (6 points): Lose 47.375775 but Gain 1440.496711 Iteration 32Q (51.640550 sec): 200 clusters Score: Raw -2677722.571527 + Penalty 213351.683877 = -2464370.887650 nChanged 27 Deleting Class 119 (12 points): Lose 88.037596 but Gain 1478.492007 Iteration 33Q (51.830166 sec): 199 clusters Score: Raw -2677672.225021 + Penalty 212007.881856 = -2465664.343165 nChanged 32 Deleting Class 131 (23 points): Lose 156.156769 but Gain 1541.135786 Iteration 34Q (52.018937 sec): 198 clusters Score: Raw -2677568.458163 + Penalty 210607.866783 = -2466960.591381 nChanged 47 Deleting Class 153 (1 points): Lose 5.643280 but Gain 1389.181331 Iteration 35Q (52.210761 sec): 197 clusters Score: Raw -2677657.507854 + Penalty 209238.845221 = -2468418.662633 nChanged 19 Deleting Class 139 (6 points): Lose 44.501241 but Gain 1415.397226 Iteration 36Q (52.402908 sec): 196 clusters Score: Raw -2677624.665339 + Penalty 207818.066786 = -2469806.598553 nChanged 28 Deleting Class 143 (1 points): Lose 3.796561 but Gain 1373.309569 Iteration 37Q (52.589550 sec): 195 clusters Score: Raw -2677640.757104 + Penalty 206448.089879 = -2471192.667226 nChanged 33 Deleting Class 234 (4 points): Lose 13.155059 but Gain 1379.467613 Iteration 38Q (52.775904 sec): 194 clusters Score: Raw -2677645.743557 + Penalty 205067.243039 = -2472578.500518 nChanged 33 Deleting Class 68 (3 points): Lose 18.018113 but Gain 1383.163512 Iteration 39Q (52.961882 sec): 193 clusters Score: Raw -2677642.501750 + Penalty 203792.333024 = -2473850.168726 nChanged 24 Deleting Class 222 (3 points): Lose 10.396083 but Gain 1375.418203 Iteration 40F (55.726151 sec): 192 clusters Score: Raw -2677655.293372 + Penalty 202454.434415 = -2475200.858957 nChanged 19 Deleting Class 169 (29 points): Lose 156.448409 but Gain 1520.850883 Iteration 41Q (55.914025 sec): 191 clusters Score: Raw -2677508.140493 + Penalty 201085.733345 = -2476422.407148 nChanged 39 Deleting Class 148 (10 points): Lose 66.503251 but Gain 1423.383299 Iteration 42Q (56.098670 sec): 190 clusters Score: Raw -2677512.424533 + Penalty 199734.989530 = -2477777.435003 nChanged 23 Deleting Class 89 (7 points): Lose 52.343367 but Gain 1408.985326 Iteration 43Q (56.281713 sec): 189 clusters Score: Raw -2677493.522868 + Penalty 198344.700363 = -2479148.822505 nChanged 24 Deleting Class 159 (5 points): Lose 24.685463 but Gain 1376.916980 Iteration 44Q (56.463015 sec): 188 clusters Score: Raw -2677516.538030 + Penalty 197004.259703 = -2480512.278327 nChanged 18 Deleting Class 23 (25 points): Lose 115.441174 but Gain 1466.025561 Iteration 45Q (56.644276 sec): 187 clusters Score: Raw -2677427.385220 + Penalty 195651.414873 = -2481775.970347 nChanged 35 Deleting Class 201 (7 points): Lose 149.901843 but Gain 1497.418458 Iteration 46Q (56.826594 sec): 186 clusters Score: Raw -2677344.681267 + Penalty 194222.306040 = -2483122.375226 nChanged 14 Deleting Class 165 (5 points): Lose 33.049439 but Gain 1375.716985 Iteration 47Q (57.005960 sec): 185 clusters Score: Raw -2677346.753562 + Penalty 192936.213020 = -2484410.540541 nChanged 13 Deleting Class 151 (4 points): Lose 22.317880 but Gain 1364.072239 Iteration 48Q (57.186750 sec): 184 clusters Score: Raw -2677351.438833 + Penalty 191763.380088 = -2485588.058745 nChanged 15 Deleting Class 142 (9 points): Lose 63.712211 but Gain 1396.023530 Iteration 49Q (57.364367 sec): 183 clusters Score: Raw -2677331.577350 + Penalty 190398.252939 = -2486933.324411 nChanged 13 Deleting Class 171 (11 points): Lose 125.828899 but Gain 1456.347614 Iteration 50F (59.960392 sec): 182 clusters Score: Raw -2677230.124022 + Penalty 189165.156633 = -2488064.967389 nChanged 12 Deleting Class 129 (27 points): Lose 139.455089 but Gain 1462.742618 Iteration 51Q (60.136284 sec): 181 clusters Score: Raw -2677156.776038 + Penalty 187857.423643 = -2489299.352395 nChanged 34 Deleting Class 106 (38 points): Lose 195.233813 but Gain 1513.077723 Iteration 52Q (60.314026 sec): 180 clusters Score: Raw -2677033.297294 + Penalty 186454.937305 = -2490578.359989 nChanged 48 Deleting Class 193 (6 points): Lose 40.256153 but Gain 1353.108949 Iteration 53Q (60.492740 sec): 179 clusters Score: Raw -2677099.344683 + Penalty 185122.857220 = -2491976.487463 nChanged 14 Deleting Class 5 (16 points): Lose 89.348882 but Gain 1395.194576 Iteration 54Q (60.668510 sec): 178 clusters Score: Raw -2677037.099310 + Penalty 183778.629509 = -2493258.469801 nChanged 23 Deleting Class 141 (8 points): Lose 50.705228 but Gain 1351.892061 Iteration 55Q (60.849456 sec): 177 clusters Score: Raw -2677020.908238 + Penalty 181281.653590 = -2495739.254648 nChanged 15 Deleting Class 210 (4 points): Lose 31.168331 but Gain 1331.018003 Iteration 56Q (61.022307 sec): 175 clusters Score: Raw -2677025.429986 + Penalty 179976.069700 = -2497049.360286 nChanged 12 Deleting Class 113 (9 points): Lose 73.074013 but Gain 1366.517182 Iteration 57Q (61.195409 sec): 174 clusters Score: Raw -2676967.300040 + Penalty 178748.027906 = -2498219.272134 nChanged 21 Deleting Class 230 (4 points): Lose 21.083809 but Gain 1309.890596 Iteration 58Q (61.367736 sec): 173 clusters Score: Raw -2677011.182165 + Penalty 177479.400643 = -2499531.781522 nChanged 15 Deleting Class 12 (59 points): Lose 208.523163 but Gain 1495.395312 Iteration 59Q (61.538922 sec): 172 clusters Score: Raw -2676825.347341 + Penalty 176120.921178 = -2500704.426163 nChanged 70 Deleting Class 134 (83 points): Lose 346.778490 but Gain 1638.524875 Iteration 60F (63.998722 sec): 171 clusters Score: Raw -2676637.826916 + Penalty 174854.694449 = -2501783.132467 nChanged 95 Deleting Class 172 (18 points): Lose 89.960355 but Gain 1429.534337 Iteration 61Q (64.180213 sec): 170 clusters Score: Raw -2676778.005046 + Penalty 173640.149203 = -2503137.855842 nChanged 36 Deleting Class 138 (13 points): Lose 82.882070 but Gain 1366.194807 Iteration 62Q (64.355180 sec): 169 clusters Score: Raw -2676782.183984 + Penalty 172082.241852 = -2504699.942131 nChanged 25 Deleting Class 157 (6 points): Lose 39.691402 but Gain 1321.350093 Iteration 63Q (64.524199 sec): 168 clusters Score: Raw -2676789.128443 + Penalty 169847.316393 = -2506941.812050 nChanged 14 Deleting Class 164 (9 points): Lose 42.689585 but Gain 1318.496086 Iteration 64Q (64.693973 sec): 166 clusters Score: Raw -2676767.854834 + Penalty 168543.394737 = -2508224.460097 nChanged 15 Deleting Class 181 (4 points): Lose 21.331466 but Gain 1291.880795 Iteration 65Q (64.865857 sec): 165 clusters Score: Raw -2676765.008677 + Penalty 167268.610440 = -2509496.398236 nChanged 10 Deleting Class 225 (9 points): Lose 57.414965 but Gain 1317.600111 Iteration 66Q (65.031914 sec): 164 clusters Score: Raw -2676721.123306 + Penalty 165938.773249 = -2510782.350057 nChanged 16 Deleting Class 160 (5 points): Lose 23.226589 but Gain 1276.003987 Iteration 67Q (65.199279 sec): 163 clusters Score: Raw -2676718.833034 + Penalty 164687.981866 = -2512030.851168 nChanged 12 Deleting Class 183 (6 points): Lose 31.987527 but Gain 1284.135318 Iteration 68Q (65.364187 sec): 162 clusters Score: Raw -2676700.721204 + Penalty 163470.538740 = -2513230.182464 nChanged 15 Deleting Class 94 (3 points): Lose 23.398349 but Gain 1273.502295 Iteration 69Q (65.536616 sec): 161 clusters Score: Raw -2676698.574762 + Penalty 162188.266105 = -2514510.308657 nChanged 17 Deleting Class 84 (13 points): Lose 56.578636 but Gain 1303.617230 Iteration 70F (67.814627 sec): 160 clusters Score: Raw -2676659.314815 + Penalty 160971.185055 = -2515688.129760 nChanged 28 Deleting Class 122 (13 points): Lose 80.041792 but Gain 1324.508415 Iteration 71Q (67.992566 sec): 159 clusters Score: Raw -2676616.392044 + Penalty 159656.152521 = -2516960.239523 nChanged 30 Deleting Class 130 (1 points): Lose 10.087938 but Gain 1254.351785 Iteration 72Q (68.181028 sec): 158 clusters Score: Raw -2676647.840218 + Penalty 158349.389287 = -2518298.450931 nChanged 17 Deleting Class 53 (9 points): Lose 79.764221 but Gain 1318.840525 Iteration 73Q (68.346150 sec): 157 clusters Score: Raw -2676580.630167 + Penalty 157084.588303 = -2519496.041864 nChanged 22 Deleting Class 58 (3 points): Lose 12.630440 but Gain 1248.709867 Iteration 74Q (68.507822 sec): 156 clusters Score: Raw -2676599.836556 + Penalty 155866.153017 = -2520733.683539 nChanged 20 Deleting Class 29 (6 points): Lose 20.223407 but Gain 1254.587888 Iteration 75Q (68.671866 sec): 155 clusters Score: Raw -2676594.938056 + Penalty 154622.390252 = -2521972.547804 nChanged 20 Deleting Class 179 (15 points): Lose 92.049326 but Gain 1322.717475 Iteration 76Q (68.832769 sec): 154 clusters Score: Raw -2676514.921627 + Penalty 153368.493810 = -2523146.427816 nChanged 25 Deleting Class 170 (8 points): Lose 52.282231 but Gain 1280.040083 Iteration 77Q (68.994301 sec): 153 clusters Score: Raw -2676492.441413 + Penalty 152091.997221 = -2524400.444192 nChanged 20 Deleting Class 207 (4 points): Lose 18.701562 but Gain 1246.187371 Iteration 78Q (69.155148 sec): 152 clusters Score: Raw -2676497.729637 + Penalty 150923.275851 = -2525574.453785 nChanged 17 Deleting Class 226 (4 points): Lose 20.442117 but Gain 1245.718921 Iteration 79Q (69.318507 sec): 151 clusters Score: Raw -2676500.628771 + Penalty 149719.549814 = -2526781.078957 nChanged 10 Deleting Class 215 (4 points): Lose 22.655714 but Gain 1247.484436 Iteration 80F (71.455926 sec): 150 clusters Score: Raw -2676494.986356 + Penalty 148501.019209 = -2527993.967147 nChanged 9 Deleting Class 125 (22 points): Lose 138.636299 but Gain 1363.343147 Iteration 81Q (71.615501 sec): 149 clusters Score: Raw -2676380.228929 + Penalty 147269.112134 = -2529111.116795 nChanged 26 Deleting Class 175 (10 points): Lose 70.705002 but Gain 1293.526506 Iteration 82Q (71.773910 sec): 148 clusters Score: Raw -2676384.308081 + Penalty 146014.484058 = -2530369.824023 nChanged 21 Deleting Class 197 (15 points): Lose 106.452347 but Gain 1328.313621 Iteration 83Q (71.931678 sec): 147 clusters Score: Raw -2676304.923022 + Penalty 144834.451486 = -2531470.471536 nChanged 25 Deleting Class 117 (5 points): Lose 15.010024 but Gain 1236.678102 Iteration 84Q (72.088886 sec): 146 clusters Score: Raw -2676356.037390 + Penalty 143626.706346 = -2532729.331045 nChanged 10 Deleting Class 95 (11 points): Lose 85.199259 but Gain 1303.963403 Iteration 85Q (72.244276 sec): 145 clusters Score: Raw -2676284.844403 + Penalty 142359.734927 = -2533925.109476 nChanged 19 Deleting Class 101 (13 points): Lose 85.077132 but Gain 1296.784427 Iteration 86Q (72.400444 sec): 144 clusters Score: Raw -2676235.178202 + Penalty 141182.360464 = -2535052.817738 nChanged 20 Deleting Class 194 (19 points): Lose 104.770539 but Gain 1309.915742 Iteration 87Q (72.556835 sec): 143 clusters Score: Raw -2676200.167757 + Penalty 139956.990456 = -2536243.177301 nChanged 28 Deleting Class 174 (6 points): Lose 27.666782 but Gain 1261.395778 Iteration 88Q (72.712625 sec): 142 clusters Score: Raw -2676234.294910 + Penalty 138684.680029 = -2537549.614881 nChanged 11 Deleting Class 118 (72 points): Lose 299.145064 but Gain 1505.449453 Iteration 89Q (72.866091 sec): 141 clusters Score: Raw -2675953.951254 + Penalty 137499.070308 = -2538454.880946 nChanged 77 Deleting Class 133 (8 points): Lose 32.005785 but Gain 1233.649493 Iteration 90F (74.879277 sec): 140 clusters Score: Raw -2676183.554568 + Penalty 136292.191756 = -2539891.362812 nChanged 21 Deleting Class 195 (5 points): Lose 18.207883 but Gain 1219.614583 Iteration 91Q (75.033795 sec): 139 clusters Score: Raw -2676208.497409 + Penalty 134836.027467 = -2541372.469943 nChanged 16 Deleting Class 70 (33 points): Lose 159.764605 but Gain 1363.010961 Iteration 92Q (75.185981 sec): 138 clusters Score: Raw -2676082.234724 + Penalty 133776.092571 = -2542306.142153 nChanged 44 Deleting Class 128 (17 points): Lose 134.567148 but Gain 1331.015514 Iteration 93Q (75.342040 sec): 137 clusters Score: Raw -2676066.546164 + Penalty 132541.521512 = -2543525.024652 nChanged 24 Deleting Class 74 (10 points): Lose 63.722226 but Gain 1292.801053 Iteration 94Q (75.492778 sec): 136 clusters Score: Raw -2676072.238482 + Penalty 131366.996825 = -2544705.241657 nChanged 18 Deleting Class 102 (16 points): Lose 94.673402 but Gain 1289.295307 Iteration 95Q (75.643005 sec): 135 clusters Score: Raw -2676013.068044 + Penalty 130136.910613 = -2545876.157431 nChanged 22 Deleting Class 198 (5 points): Lose 380.832641 but Gain 1571.649879 Iteration 96Q (75.792263 sec): 134 clusters Score: Raw -2675663.000158 + Penalty 128637.206648 = -2547025.793509 nChanged 12 Deleting Class 144 (9 points): Lose 38.238483 but Gain 1228.089485 Iteration 97Q (75.949133 sec): 133 clusters Score: Raw -2675639.258757 + Penalty 127421.963054 = -2548217.295703 nChanged 13 Deleting Class 140 (15 points): Lose 72.452463 but Gain 1260.907772 Iteration 98Q (76.103277 sec): 132 clusters Score: Raw -2675583.390875 + Penalty 126218.980947 = -2549364.409928 nChanged 15 Deleting Class 31 (28 points): Lose 181.737220 but Gain 1368.426066 Iteration 99Q (76.257061 sec): 131 clusters Score: Raw -2675440.982518 + Penalty 124964.693820 = -2550476.288698 nChanged 35 Deleting Class 37 (18 points): Lose 62.018813 but Gain 1243.525940 Iteration 100F (78.104735 sec): 130 clusters Score: Raw -2675484.756515 + Penalty 123752.177043 = -2551732.579472 nChanged 30 Deleting Class 213 (4 points): Lose 29.033869 but Gain 1209.116927 Iteration 101Q (78.252029 sec): 129 clusters Score: Raw -2675499.821459 + Penalty 122627.532286 = -2552872.289173 nChanged 13 Deleting Class 40 (3 points): Lose 25.314174 but Gain 1200.676120 Iteration 102Q (78.397381 sec): 128 clusters Score: Raw -2675506.427270 + Penalty 121460.873939 = -2554045.553331 nChanged 10 Deleting Class 217 (2 points): Lose 30.788555 but Gain 1205.078684 Iteration 103Q (78.541511 sec): 127 clusters Score: Raw -2675502.631685 + Penalty 120357.853815 = -2555144.777870 nChanged 13 Deleting Class 161 (23 points): Lose 122.190739 but Gain 1295.393204 Iteration 104Q (78.688671 sec): 126 clusters Score: Raw -2675411.193043 + Penalty 119247.991510 = -2556163.201533 nChanged 27 Deleting Class 186 (6 points): Lose 31.053059 but Gain 1198.942929 Iteration 105Q (78.833759 sec): 125 clusters Score: Raw -2675448.764218 + Penalty 118075.037869 = -2557373.726349 nChanged 14 Deleting Class 236 (8 points): Lose 25.758486 but Gain 1191.910310 Iteration 106Q (78.976603 sec): 124 clusters Score: Raw -2675456.989405 + Penalty 116878.936602 = -2558578.052802 nChanged 10 Deleting Class 65 (11 points): Lose 66.697618 but Gain 1232.157197 Iteration 107Q (79.119177 sec): 123 clusters Score: Raw -2675407.920205 + Penalty 115708.346434 = -2559699.573771 nChanged 13 Deleting Class 81 (19 points): Lose 103.589351 but Gain 1279.509832 Iteration 108Q (79.262162 sec): 122 clusters Score: Raw -2675342.059962 + Penalty 114490.746103 = -2560851.313858 nChanged 21 Deleting Class 96 (14 points): Lose 67.774046 but Gain 1229.908698 Iteration 109Q (79.402623 sec): 121 clusters Score: Raw -2675328.487399 + Penalty 113172.229378 = -2562156.258021 nChanged 22 Deleting Class 105 (9 points): Lose 426.136768 but Gain 1585.838508 Iteration 110F (81.097411 sec): 120 clusters Score: Raw -2674940.440988 + Penalty 110687.635526 = -2564252.805462 nChanged 19 Deleting Class 224 (4 points): Lose 8.869690 but Gain 1163.029255 Iteration 111Q (81.237723 sec): 118 clusters Score: Raw -2674974.439108 + Penalty 109580.008091 = -2565394.431017 nChanged 16 Deleting Class 185 (19 points): Lose 66.601933 but Gain 1216.592994 Iteration 112Q (81.376044 sec): 117 clusters Score: Raw -2674923.640874 + Penalty 108434.277256 = -2566489.363618 nChanged 25 Deleting Class 136 (22 points): Lose 114.027730 but Gain 1277.319712 Iteration 113Q (81.515680 sec): 116 clusters Score: Raw -2674850.860377 + Penalty 107199.017613 = -2567651.842764 nChanged 25 Deleting Class 98 (12 points): Lose 77.518365 but Gain 1218.611532 Iteration 114Q (81.653610 sec): 115 clusters Score: Raw -2674817.448430 + Penalty 106010.146436 = -2568807.301994 nChanged 18 Deleting Class 85 (13 points): Lose 99.002971 but Gain 1238.591969 Iteration 115Q (81.791836 sec): 114 clusters Score: Raw -2674751.473283 + Penalty 104830.947369 = -2569920.525913 nChanged 18 Deleting Class 59 (49 points): Lose 165.172545 but Gain 1296.893952 Iteration 116Q (81.932915 sec): 113 clusters Score: Raw -2674623.246054 + Penalty 103637.032736 = -2570986.213318 nChanged 55 Deleting Class 100 (13 points): Lose 70.042404 but Gain 1197.428609 Iteration 117Q (82.078892 sec): 112 clusters Score: Raw -2674639.442936 + Penalty 102499.513857 = -2572139.929079 nChanged 27 Deleting Class 19 (26 points): Lose 119.407846 but Gain 1244.838117 Iteration 118Q (82.225775 sec): 111 clusters Score: Raw -2674563.598379 + Penalty 101292.973246 = -2573270.625133 nChanged 37 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2674563.598379 + Penalty 101292.973246 = -2573270.625133Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.392370 sec): 2 clusters Score: Raw -2021667.158223 + Penalty 264.966786 = -2021402.191437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.436918 sec): 3 clusters Score: Raw -2005893.136324 + Penalty 755.015589 = -2005138.120735 nChanged 11243 SP:Iteration 1F (82.481669 sec): 3 clusters Score: Raw -2018498.598987 + Penalty 984.374968 = -2017514.224019 nChanged 2073 SP:Iteration 2F (82.525667 sec): 3 clusters Score: Raw -2020708.916512 + Penalty 1146.491036 = -2019562.425476 nChanged 603 SP:Iteration 3Q (82.565319 sec): 3 clusters Score: Raw -2021315.826427 + Penalty 1226.776307 = -2020089.050120 nChanged 251 SP:Iteration 4Q (82.605857 sec): 3 clusters Score: Raw -2021531.471464 + Penalty 1268.477415 = -2020262.994049 nChanged 103 SP:Iteration 5Q (82.646811 sec): 3 clusters Score: Raw -2021621.310513 + Penalty 1291.418387 = -2020329.892127 nChanged 46 SP:Iteration 6Q (82.687861 sec): 3 clusters Score: Raw -2021663.186578 + Penalty 1303.194588 = -2020359.991990 nChanged 29 SP:Iteration 7Q (82.728210 sec): 3 clusters Score: Raw -2021681.837240 + Penalty 1318.971437 = -2020362.865804 nChanged 19 SP:Iteration 8Q (82.763737 sec): 3 clusters Score: Raw -2021691.792823 + Penalty 1339.952208 = -2020351.840615 nChanged 16 SP:Iteration 9F (82.808462 sec): 3 clusters Score: Raw -2021701.479202 + Penalty 1359.291815 = -2020342.187387 nChanged 13 SP:Iteration 10F (82.853108 sec): 3 clusters Score: Raw -2021710.289058 + Penalty 1375.225037 = -2020335.064022 nChanged 13 SP:Iteration 11F (82.897666 sec): 3 clusters Score: Raw -2021719.766023 + Penalty 1388.556112 = -2020331.209911 nChanged 9 SP:Iteration 12F (82.942249 sec): 3 clusters Score: Raw -2021725.873494 + Penalty 1395.382279 = -2020330.491215 nChanged 7 SP:Iteration 13F (82.986891 sec): 3 clusters Score: Raw -2021730.235947 + Penalty 1409.768979 = -2020320.466968 nChanged 7 SP:Iteration 14F (83.031429 sec): 3 clusters Score: Raw -2021733.995456 + Penalty 1416.756132 = -2020317.239324 nChanged 5 SP:Iteration 15F (83.075416 sec): 3 clusters Score: Raw -2021736.196783 + Penalty 1428.836418 = -2020307.360365 nChanged 2 SP:Iteration 16F (83.120467 sec): 3 clusters Score: Raw -2021738.235490 + Penalty 1433.642848 = -2020304.592641 nChanged 1 SP:Iteration 17F (83.165723 sec): 3 clusters Score: Raw -2021739.516534 + Penalty 1434.245423 = -2020305.271111 nChanged 1 SP:Iteration 18Q (83.201743 sec): 3 clusters Score: Raw -2021739.639307 + Penalty 1434.245423 = -2020305.393884 nChanged 0 SP:Iteration 19F (83.246314 sec): 3 clusters Score: Raw -2021739.639307 + Penalty 1434.245423 = -2020305.393884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.268390 sec): 2 clusters Score: Raw -178839.470360 + Penalty 147.271264 = -178692.199096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.272315 sec): 3 clusters Score: Raw -177520.408639 + Penalty 309.018039 = -177211.390600 nChanged 948 SP:Iteration 1F (83.276055 sec): 3 clusters Score: Raw -178199.638487 + Penalty 331.107076 = -177868.531410 nChanged 320 SP:Iteration 2F (83.279876 sec): 3 clusters Score: Raw -178485.405422 + Penalty 341.822497 = -178143.582925 nChanged 185 SP:Iteration 3F (83.283676 sec): 3 clusters Score: Raw -178696.812347 + Penalty 338.338325 = -178358.474022 nChanged 93 SP:Iteration 4Q (83.287766 sec): 3 clusters Score: Raw -178813.989370 + Penalty 345.435817 = -178468.553553 nChanged 27 SP:Iteration 5Q (83.291560 sec): 3 clusters Score: Raw -178851.183596 + Penalty 352.365282 = -178498.818314 nChanged 5 SP:Iteration 6Q (83.294892 sec): 3 clusters Score: Raw -178869.207908 + Penalty 358.864645 = -178510.343262 nChanged 1 SP:Iteration 7Q (83.297969 sec): 3 clusters Score: Raw -178871.578206 + Penalty 361.204689 = -178510.373517 nChanged 1 SP:Iteration 8Q (83.301117 sec): 3 clusters Score: Raw -178873.035635 + Penalty 361.204689 = -178511.830946 nChanged 0 SP:Iteration 9F (83.304861 sec): 3 clusters Score: Raw -178873.035635 + Penalty 361.204689 = -178511.830946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.313031 sec): 2 clusters Score: Raw -898.190524 + Penalty 371.182931 = -527.007594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.313300 sec): 3 clusters Score: Raw -1095.172922 + Penalty 742.365862 = -352.807061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.313797 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.314009 sec): 3 clusters Score: Raw -333.185508 + Penalty 26.339593 = -306.845915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.316291 sec): 2 clusters Score: Raw -33154.875113 + Penalty 283.155109 = -32871.720003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.317186 sec): 3 clusters Score: Raw -32979.018118 + Penalty 567.183802 = -32411.834316 nChanged 134 SP:Iteration 1F (83.318070 sec): 3 clusters Score: Raw -33075.679121 + Penalty 571.348797 = -32504.330324 nChanged 38 SP:Iteration 2F (83.318953 sec): 3 clusters Score: Raw -33110.793284 + Penalty 579.094811 = -32531.698473 nChanged 21 SP:Iteration 3F (83.319831 sec): 3 clusters Score: Raw -33127.066254 + Penalty 593.225391 = -32533.840862 nChanged 18 SP:Iteration 4Q (83.320700 sec): 3 clusters Score: Raw -33140.334268 + Penalty 609.072583 = -32531.261685 nChanged 15 SP:Iteration 5F (83.321574 sec): 3 clusters Score: Raw -33149.998598 + Penalty 623.218102 = -32526.780495 nChanged 10 SP:Iteration 6F (83.322436 sec): 3 clusters Score: Raw -33158.622617 + Penalty 643.219314 = -32515.403303 nChanged 8 SP:Iteration 7F (83.323276 sec): 3 clusters Score: Raw -33168.561723 + Penalty 653.863060 = -32514.698664 nChanged 4 SP:Iteration 8F (83.324114 sec): 3 clusters Score: Raw -33175.569698 + Penalty 661.763215 = -32513.806483 nChanged 6 SP:Iteration 9F (83.324986 sec): 3 clusters Score: Raw -33180.037944 + Penalty 668.078728 = -32511.959216 nChanged 3 SP:Iteration 10F (83.325826 sec): 3 clusters Score: Raw -33181.869237 + Penalty 673.688930 = -32508.180307 nChanged 1 SP:Iteration 11F (83.326664 sec): 3 clusters Score: Raw -33183.635530 + Penalty 682.267217 = -32501.368313 nChanged 3 SP:Iteration 12F (83.327502 sec): 3 clusters Score: Raw -33185.684446 + Penalty 682.267217 = -32503.417229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 7 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.328135 sec): 2 clusters Score: Raw -3071.543131 + Penalty 403.709468 = -2667.833663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.328407 sec): 3 clusters Score: Raw -3113.435458 + Penalty 817.068317 = -2296.367141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.328865 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.329057 sec): 3 clusters Score: Raw -327.392564 + Penalty 26.339593 = -301.052972 nChanged 1 SP:Iteration 1F (83.329245 sec): 3 clusters Score: Raw -337.680943 + Penalty 26.339593 = -311.341350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.329769 sec): 2 clusters Score: Raw -2202.092597 + Penalty 220.379880 = -1981.712717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.330024 sec): 3 clusters Score: Raw -2211.145583 + Penalty 427.712393 = -1783.433190 nChanged 2 SP:Iteration 1F (83.330275 sec): 3 clusters Score: Raw -2216.655967 + Penalty 427.712393 = -1788.943574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.331272 sec): 2 clusters Score: Raw -17751.661179 + Penalty 124.037287 = -17627.623893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.331864 sec): 3 clusters Score: Raw -17643.194181 + Penalty 282.467510 = -17360.726671 nChanged 79 SP:Iteration 1F (83.332432 sec): 3 clusters Score: Raw -17758.556854 + Penalty 342.071437 = -17416.485417 nChanged 25 SP:Iteration 2F (83.332995 sec): 3 clusters Score: Raw -17800.592630 + Penalty 374.659107 = -17425.933523 nChanged 8 SP:Iteration 3Q (83.333556 sec): 3 clusters Score: Raw -17809.520749 + Penalty 382.179215 = -17427.341533 nChanged 2 SP:Iteration 4Q (83.334130 sec): 3 clusters Score: Raw -17811.624314 + Penalty 396.030591 = -17415.593723 nChanged 1 SP:Iteration 5F (83.334714 sec): 3 clusters Score: Raw -17814.655983 + Penalty 396.030591 = -17418.625392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.335770 sec): 2 clusters Score: Raw -11216.688923 + Penalty 467.751946 = -10748.936977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.336206 sec): 3 clusters Score: Raw -11183.025589 + Penalty 934.776937 = -10248.248652 nChanged 18 SP:Iteration 1F (83.336635 sec): 3 clusters Score: Raw -11204.896754 + Penalty 935.503892 = -10269.392862 nChanged 6 SP:Iteration 2Q (83.337060 sec): 3 clusters Score: Raw -11210.789162 + Penalty 935.808845 = -10274.980317 nChanged 1 SP:Iteration 3Q (83.337485 sec): 3 clusters Score: Raw -11211.343266 + Penalty 935.808845 = -10275.534422 nChanged 0 SP:Iteration 4F (83.337914 sec): 3 clusters Score: Raw -11211.343266 + Penalty 935.808845 = -10275.534422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.338419 sec): 2 clusters Score: Raw -272.388629 + Penalty 79.163414 = -193.225215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.338652 sec): 3 clusters Score: Raw -273.307785 + Penalty 135.994401 = -137.313385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.339165 sec): 2 clusters Score: Raw -1796.680142 + Penalty 168.353510 = -1628.326632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.339411 sec): 3 clusters Score: Raw -1799.915422 + Penalty 337.116792 = -1462.798630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.340065 sec): 2 clusters Score: Raw -6217.180255 + Penalty 273.139423 = -5944.040831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.340412 sec): 3 clusters Score: Raw -6225.652727 + Penalty 559.791662 = -5665.861065 nChanged 9 SP:Iteration 1F (83.340752 sec): 3 clusters Score: Raw -6248.651246 + Penalty 563.281823 = -5685.369423 nChanged 1 SP:Iteration 2Q (83.341082 sec): 3 clusters Score: Raw -6250.128464 + Penalty 563.281823 = -5686.846642 nChanged 0 SP:Iteration 3F (83.341421 sec): 3 clusters Score: Raw -6250.128464 + Penalty 563.281823 = -5686.846642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344281 sec): 2 clusters Score: Raw -65704.629329 + Penalty 182.313969 = -65522.315360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.345782 sec): 3 clusters Score: Raw -65263.450627 + Penalty 390.746268 = -64872.704359 nChanged 313 SP:Iteration 1F (83.347241 sec): 3 clusters Score: Raw -65569.152164 + Penalty 425.618029 = -65143.534135 nChanged 86 SP:Iteration 2F (83.348690 sec): 3 clusters Score: Raw -65666.946500 + Penalty 430.644254 = -65236.302246 nChanged 26 SP:Iteration 3Q (83.350115 sec): 3 clusters Score: Raw -65696.204758 + Penalty 439.130372 = -65257.074386 nChanged 10 SP:Iteration 4Q (83.351546 sec): 3 clusters Score: Raw -65707.128528 + Penalty 428.780671 = -65278.347857 nChanged 4 SP:Iteration 5Q (83.352909 sec): 3 clusters Score: Raw -65710.510157 + Penalty 431.451596 = -65279.058561 nChanged 2 SP:Iteration 6Q (83.354219 sec): 3 clusters Score: Raw -65711.117173 + Penalty 431.451596 = -65279.665577 nChanged 0 SP:Iteration 7F (83.355689 sec): 3 clusters Score: Raw -65711.117173 + Penalty 431.451596 = -65279.665577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.357691 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.357895 sec): 2 clusters Score: Raw -352.433256 + Penalty 88.527950 = -263.905306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.358417 sec): 2 clusters Score: Raw -2117.594756 + Penalty 351.882121 = -1765.712635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.358669 sec): 3 clusters Score: Raw -2146.908240 + Penalty 712.119201 = -1434.789039 nChanged 1 SP:Iteration 1Q (83.358908 sec): 3 clusters Score: Raw -2149.645538 + Penalty 712.119201 = -1437.526338 nChanged 0 SP:Iteration 2F (83.359154 sec): 3 clusters Score: Raw -2149.645538 + Penalty 712.119201 = -1437.526338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.359639 sec): 2 clusters Score: Raw -858.353057 + Penalty 197.889544 = -660.463513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.359865 sec): 3 clusters Score: Raw -856.192976 + Penalty 402.109185 = -454.083792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 22 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.362351 sec): 2 clusters Score: Raw -53794.862140 + Penalty 475.423568 = -53319.438572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.363676 sec): 3 clusters Score: Raw -53496.363516 + Penalty 963.244241 = -52533.119275 nChanged 202 SP:Iteration 1F (83.364966 sec): 3 clusters Score: Raw -53666.551493 + Penalty 996.798122 = -52669.753370 nChanged 69 SP:Iteration 2F (83.366252 sec): 3 clusters Score: Raw -53751.253816 + Penalty 1031.785617 = -52719.468199 nChanged 33 SP:Iteration 3F (83.367555 sec): 3 clusters Score: Raw -53793.280012 + Penalty 1040.266254 = -52753.013758 nChanged 15 SP:Iteration 4Q (83.368783 sec): 3 clusters Score: Raw -53819.596383 + Penalty 1050.406437 = -52769.189946 nChanged 6 SP:Iteration 5Q (83.369942 sec): 3 clusters Score: Raw -53833.010687 + Penalty 1061.104437 = -52771.906250 nChanged 3 SP:Iteration 6Q (83.371040 sec): 3 clusters Score: Raw -53836.104515 + Penalty 1066.125569 = -52769.978947 nChanged 2 SP:Iteration 7F (83.372326 sec): 3 clusters Score: Raw -53838.522158 + Penalty 1067.863995 = -52770.658163 nChanged 1 SP:Iteration 8Q (83.373431 sec): 3 clusters Score: Raw -53840.451686 + Penalty 1067.863995 = -52772.587691 nChanged 0 SP:Iteration 9F (83.374716 sec): 3 clusters Score: Raw -53840.451686 + Penalty 1067.863995 = -52772.587691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.376187 sec): 2 clusters Score: Raw -15147.414011 + Penalty 423.948677 = -14723.465333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.376704 sec): 3 clusters Score: Raw -15083.707365 + Penalty 847.158047 = -14236.549319 nChanged 33 SP:Iteration 1F (83.377203 sec): 3 clusters Score: Raw -15117.649161 + Penalty 847.307226 = -14270.341935 nChanged 9 SP:Iteration 2F (83.377703 sec): 3 clusters Score: Raw -15126.490888 + Penalty 847.429598 = -14279.061289 nChanged 4 SP:Iteration 3Q (83.378196 sec): 3 clusters Score: Raw -15132.139798 + Penalty 846.485347 = -14285.654450 nChanged 2 SP:Iteration 4Q (83.378689 sec): 3 clusters Score: Raw -15136.886296 + Penalty 846.650825 = -14290.235471 nChanged 1 SP:Iteration 5Q (83.379178 sec): 3 clusters Score: Raw -15138.151741 + Penalty 847.021272 = -14291.130469 nChanged 2 SP:Iteration 6Q (83.379668 sec): 3 clusters Score: Raw -15140.556415 + Penalty 847.665750 = -14292.890665 nChanged 1 SP:Iteration 7Q (83.380158 sec): 3 clusters Score: Raw -15140.963107 + Penalty 847.665750 = -14293.297357 nChanged 0 SP:Iteration 8F (83.380652 sec): 3 clusters Score: Raw -15140.963107 + Penalty 847.665750 = -14293.297357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.381788 sec): 2 clusters Score: Raw -23414.634337 + Penalty 561.410031 = -22853.224305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.382465 sec): 3 clusters Score: Raw -23346.350222 + Penalty 1132.358637 = -22213.991585 nChanged 54 SP:Iteration 1F (83.383125 sec): 3 clusters Score: Raw -23417.739423 + Penalty 1138.281041 = -22279.458383 nChanged 19 SP:Iteration 2F (83.383785 sec): 3 clusters Score: Raw -23446.884150 + Penalty 1139.728181 = -22307.155969 nChanged 5 SP:Iteration 3Q (83.384437 sec): 3 clusters Score: Raw -23451.574443 + Penalty 1141.829980 = -22309.744463 nChanged 1 SP:Iteration 4Q (83.385087 sec): 3 clusters Score: Raw -23452.896859 + Penalty 1142.285933 = -22310.610926 nChanged 4 SP:Iteration 5Q (83.385735 sec): 3 clusters Score: Raw -23456.403821 + Penalty 1143.213365 = -22313.190455 nChanged 1 SP:Iteration 6Q (83.386384 sec): 3 clusters Score: Raw -23458.494902 + Penalty 1143.895929 = -22314.598973 nChanged 2 SP:Iteration 7Q (83.387058 sec): 3 clusters Score: Raw -23461.866506 + Penalty 1143.895929 = -22317.970577 nChanged 0 SP:Iteration 8F (83.387720 sec): 3 clusters Score: Raw -23461.866506 + Penalty 1143.895929 = -22317.970577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.388215 sec): 2 clusters Score: Raw -766.395937 + Penalty 180.462076 = -585.933861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.388446 sec): 3 clusters Score: Raw -758.581943 + Penalty 360.066852 = -398.515091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.388934 sec): 2 clusters Score: Raw -732.322011 + Penalty 144.492920 = -587.829091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.389152 sec): 3 clusters Score: Raw -740.582598 + Penalty 288.273632 = -452.308966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.389868 sec): 2 clusters Score: Raw -9163.196720 + Penalty 538.147876 = -8625.048844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.390257 sec): 3 clusters Score: Raw -9149.344474 + Penalty 1076.156853 = -8073.187621 nChanged 9 SP:Iteration 1F (83.390640 sec): 3 clusters Score: Raw -9163.975291 + Penalty 1075.828734 = -8088.146557 nChanged 1 SP:Iteration 2Q (83.391020 sec): 3 clusters Score: Raw -9166.414391 + Penalty 1075.828734 = -8090.585658 nChanged 0 SP:Iteration 3F (83.391403 sec): 3 clusters Score: Raw -9166.414391 + Penalty 1075.828734 = -8090.585658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.392316 sec): 2 clusters Score: Raw -16525.065896 + Penalty 582.140171 = -15942.925725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.392847 sec): 3 clusters Score: Raw -16477.344107 + Penalty 1163.865527 = -15313.478580 nChanged 19 SP:Iteration 1F (83.393354 sec): 3 clusters Score: Raw -16501.883898 + Penalty 1164.651339 = -15337.232559 nChanged 7 SP:Iteration 2Q (83.393863 sec): 3 clusters Score: Raw -16511.379993 + Penalty 1163.626766 = -15347.753227 nChanged 5 SP:Iteration 3Q (83.394370 sec): 3 clusters Score: Raw -16518.092489 + Penalty 1162.826484 = -15355.266005 nChanged 2 SP:Iteration 4Q (83.394910 sec): 3 clusters Score: Raw -16521.373477 + Penalty 1162.826484 = -15358.546993 nChanged 0 SP:Iteration 5F (83.395434 sec): 3 clusters Score: Raw -16521.373477 + Penalty 1162.826484 = -15358.546993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.396071 sec): 2 clusters Score: Raw -5268.941605 + Penalty 548.750830 = -4720.190775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.396386 sec): 3 clusters Score: Raw -5366.057697 + Penalty 1095.758727 = -4270.298969 nChanged 1 SP:Iteration 1Q (83.396676 sec): 3 clusters Score: Raw -5372.363610 + Penalty 1095.758727 = -4276.604883 nChanged 0 SP:Iteration 2F (83.396992 sec): 3 clusters Score: Raw -5372.363610 + Penalty 1095.758727 = -4276.604883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.399695 sec): 2 clusters Score: Raw -42402.902067 + Penalty 229.063128 = -42173.838939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.400794 sec): 3 clusters Score: Raw -42131.786982 + Penalty 459.204958 = -41672.582024 nChanged 175 SP:Iteration 1F (83.401877 sec): 3 clusters Score: Raw -42219.155804 + Penalty 466.089333 = -41753.066471 nChanged 60 SP:Iteration 2F (83.402959 sec): 3 clusters Score: Raw -42284.024011 + Penalty 476.659759 = -41807.364252 nChanged 43 SP:Iteration 3F (83.404075 sec): 3 clusters Score: Raw -42326.095216 + Penalty 485.629212 = -41840.466003 nChanged 29 SP:Iteration 4F (83.405106 sec): 3 clusters Score: Raw -42354.777006 + Penalty 494.073765 = -41860.703240 nChanged 20 SP:Iteration 5Q (83.406116 sec): 3 clusters Score: Raw -42371.499466 + Penalty 498.406299 = -41873.093167 nChanged 13 SP:Iteration 6Q (83.407108 sec): 3 clusters Score: Raw -42378.418664 + Penalty 500.213075 = -41878.205590 nChanged 7 SP:Iteration 7Q (83.408099 sec): 3 clusters Score: Raw -42381.458610 + Penalty 503.734236 = -41877.724374 nChanged 7 SP:Iteration 8F (83.409132 sec): 3 clusters Score: Raw -42384.719507 + Penalty 507.850769 = -41876.868738 nChanged 5 SP:Iteration 9F (83.410163 sec): 3 clusters Score: Raw -42386.062457 + Penalty 514.141632 = -41871.920825 nChanged 7 SP:Iteration 10F (83.411194 sec): 3 clusters Score: Raw -42389.717888 + Penalty 519.440540 = -41870.277348 nChanged 7 SP:Iteration 11F (83.412226 sec): 3 clusters Score: Raw -42392.590760 + Penalty 523.329385 = -41869.261375 nChanged 5 SP:Iteration 12F (83.413257 sec): 3 clusters Score: Raw -42397.231526 + Penalty 528.905609 = -41868.325917 nChanged 6 SP:Iteration 13F (83.414290 sec): 3 clusters Score: Raw -42401.652352 + Penalty 533.841061 = -41867.811292 nChanged 5 SP:Iteration 14F (83.415321 sec): 3 clusters Score: Raw -42405.890789 + Penalty 537.965535 = -41867.925254 nChanged 4 SP:Iteration 15Q (83.416279 sec): 3 clusters Score: Raw -42408.505982 + Penalty 540.627193 = -41867.878789 nChanged 2 SP:Iteration 16F (83.417395 sec): 3 clusters Score: Raw -42409.238801 + Penalty 540.748315 = -41868.490487 nChanged 2 SP:Iteration 17Q (83.418354 sec): 3 clusters Score: Raw -42410.224584 + Penalty 543.878048 = -41866.346536 nChanged 3 SP:Iteration 18F (83.419386 sec): 3 clusters Score: Raw -42411.072320 + Penalty 547.424871 = -41863.647449 nChanged 4 SP:Iteration 19F (83.420436 sec): 3 clusters Score: Raw -42412.460392 + Penalty 550.547947 = -41861.912444 nChanged 5 SP:Iteration 20F (83.421472 sec): 3 clusters Score: Raw -42415.220387 + Penalty 547.423137 = -41867.797250 nChanged 5 SP:Iteration 21Q (83.422415 sec): 3 clusters Score: Raw -42418.556531 + Penalty 547.423137 = -41871.133394 nChanged 0 SP:Iteration 22F (83.423447 sec): 3 clusters Score: Raw -42418.556531 + Penalty 547.423137 = -41871.133394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.424505 sec): 2 clusters Score: Raw -1147.611568 + Penalty 276.404177 = -871.207392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.424744 sec): 3 clusters Score: Raw -1147.428843 + Penalty 529.680320 = -617.748524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 35 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.425515 sec): 2 clusters Score: Raw -668.589946 + Penalty 206.851830 = -461.738116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.425739 sec): 3 clusters Score: Raw -673.008896 + Penalty 422.696381 = -250.312515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.426520 sec): 2 clusters Score: Raw -1000.700939 + Penalty 321.287410 = -679.413529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.426761 sec): 3 clusters Score: Raw -1314.308382 + Penalty 671.298877 = -643.009505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.427532 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.427748 sec): 3 clusters Score: Raw -1675.233163 + Penalty 35.969010 = -1639.264153 nChanged 4 SP:Iteration 1F (83.427978 sec): 3 clusters Score: Raw -1681.488898 + Penalty 35.969010 = -1645.519888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.428750 sec): 2 clusters Score: Raw -935.924764 + Penalty 217.143899 = -718.780866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.428978 sec): 3 clusters Score: Raw -953.427652 + Penalty 431.858825 = -521.568827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.429716 sec): 2 clusters Score: Raw -465.844912 + Penalty 17.125550 = -448.719362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.429909 sec): 3 clusters Score: Raw -486.091464 + Penalty 34.354935 = -451.736529 nChanged 0 Score: Raw -2693870.414702 + Penalty 101392.494750 = -2592477.919952 Splitting cluster 41 changes total score from -2573270.625133 to -2592477.919952 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.989759 sec): 2 clusters Score: Raw -1331.393377 + Penalty 282.566343 = -1048.827034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.990016 sec): 3 clusters Score: Raw -1339.721870 + Penalty 562.526949 = -777.194921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.990558 sec): 2 clusters Score: Raw -2605.887012 + Penalty 328.822424 = -2277.064588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.990821 sec): 3 clusters Score: Raw -2640.230037 + Penalty 656.412840 = -1983.817197 nChanged 1 SP:Iteration 1Q (84.991072 sec): 3 clusters Score: Raw -2644.445414 + Penalty 656.412840 = -1988.032574 nChanged 0 SP:Iteration 2F (84.991330 sec): 3 clusters Score: Raw -2644.445414 + Penalty 656.412840 = -1988.032574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.991804 sec): 2 clusters Score: Raw -444.512153 + Penalty 119.824120 = -324.688033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.992014 sec): 3 clusters Score: Raw -459.907809 + Penalty 230.060372 = -229.847437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.992535 sec): 2 clusters Score: Raw -2079.004275 + Penalty 254.719457 = -1824.284818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.992784 sec): 3 clusters Score: Raw -2076.222069 + Penalty 513.263548 = -1562.958521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.993273 sec): 2 clusters Score: Raw -855.680442 + Penalty 270.929043 = -584.751399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.993505 sec): 3 clusters Score: Raw -957.247971 + Penalty 523.622275 = -433.625696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.993982 sec): 2 clusters Score: Raw -738.173566 + Penalty 216.312242 = -521.861325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.994206 sec): 3 clusters Score: Raw -745.363933 + Penalty 453.050930 = -292.313003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.994903 sec): 2 clusters Score: Raw -7836.787350 + Penalty 338.548005 = -7498.239345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.995310 sec): 3 clusters Score: Raw -7815.212543 + Penalty 692.282780 = -7122.929763 nChanged 14 SP:Iteration 1F (84.995673 sec): 3 clusters Score: Raw -7829.878826 + Penalty 704.553391 = -7125.325435 nChanged 3 SP:Iteration 2Q (84.996039 sec): 3 clusters Score: Raw -7832.771387 + Penalty 721.921154 = -7110.850234 nChanged 5 SP:Iteration 3F (84.996401 sec): 3 clusters Score: Raw -7838.527051 + Penalty 730.757238 = -7107.769813 nChanged 1 SP:Iteration 4F (84.996760 sec): 3 clusters Score: Raw -7839.893724 + Penalty 746.607404 = -7093.286320 nChanged 3 SP:Iteration 5F (84.997122 sec): 3 clusters Score: Raw -7849.624645 + Penalty 762.172530 = -7087.452115 nChanged 3 SP:Iteration 6F (84.997484 sec): 3 clusters Score: Raw -7860.617104 + Penalty 762.172530 = -7098.444574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.998751 sec): 2 clusters Score: Raw -27130.277660 + Penalty 729.327195 = -26400.950464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.999523 sec): 3 clusters Score: Raw -27044.426965 + Penalty 1458.130952 = -25586.296013 nChanged 62 SP:Iteration 1F (85.000350 sec): 3 clusters Score: Raw -27112.460999 + Penalty 1457.349651 = -25655.111348 nChanged 11 SP:Iteration 2Q (85.001141 sec): 3 clusters Score: Raw -27133.688289 + Penalty 1457.821737 = -25675.866552 nChanged 7 SP:Iteration 3Q (85.001935 sec): 3 clusters Score: Raw -27142.668849 + Penalty 1458.052028 = -25684.616821 nChanged 1 SP:Iteration 4Q (85.002687 sec): 3 clusters Score: Raw -27143.569195 + Penalty 1458.052028 = -25685.517167 nChanged 0 SP:Iteration 5F (85.003414 sec): 3 clusters Score: Raw -27143.569195 + Penalty 1458.052028 = -25685.517167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.003946 sec): 2 clusters Score: Raw -1126.607310 + Penalty 261.019264 = -865.588045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.004190 sec): 3 clusters Score: Raw -1134.429365 + Penalty 520.908230 = -613.521135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.004775 sec): 2 clusters Score: Raw -3226.886057 + Penalty 112.855848 = -3114.030209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.005082 sec): 3 clusters Score: Raw -3266.590527 + Penalty 221.513839 = -3045.076688 nChanged 9 SP:Iteration 1F (85.005380 sec): 3 clusters Score: Raw -3287.970871 + Penalty 229.038450 = -3058.932421 nChanged 4 SP:Iteration 2F (85.005676 sec): 3 clusters Score: Raw -3295.547153 + Penalty 236.962767 = -3058.584386 nChanged 3 SP:Iteration 3F (85.005971 sec): 3 clusters Score: Raw -3302.329677 + Penalty 233.665865 = -3068.663812 nChanged 2 SP:Iteration 4Q (85.006250 sec): 3 clusters Score: Raw -3307.598001 + Penalty 233.438165 = -3074.159836 nChanged 1 SP:Iteration 5Q (85.006530 sec): 3 clusters Score: Raw -3310.538465 + Penalty 233.438165 = -3077.100300 nChanged 0 SP:Iteration 6F (85.006822 sec): 3 clusters Score: Raw -3310.538465 + Penalty 233.438165 = -3077.100300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.007315 sec): 2 clusters Score: Raw -906.625869 + Penalty 250.202750 = -656.423120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.007541 sec): 3 clusters Score: Raw -919.717276 + Penalty 488.659269 = -431.058007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.007989 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.008199 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.008652 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.008843 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.009432 sec): 2 clusters Score: Raw -4644.744310 + Penalty 362.774804 = -4281.969506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.009730 sec): 3 clusters Score: Raw -4648.820328 + Penalty 726.295092 = -3922.525236 nChanged 2 SP:Iteration 1Q (85.010022 sec): 3 clusters Score: Raw -4654.575477 + Penalty 728.167787 = -3926.407689 nChanged 2 SP:Iteration 2Q (85.010312 sec): 3 clusters Score: Raw -4657.370204 + Penalty 729.899651 = -3927.470552 nChanged 1 SP:Iteration 3Q (85.010601 sec): 3 clusters Score: Raw -4659.121007 + Penalty 729.899651 = -3929.221355 nChanged 0 SP:Iteration 4F (85.010900 sec): 3 clusters Score: Raw -4659.121007 + Penalty 729.899651 = -3929.221355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.011376 sec): 2 clusters Score: Raw -404.724952 + Penalty 34.905884 = -369.819068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.011576 sec): 3 clusters Score: Raw -418.501098 + Penalty 68.670748 = -349.830350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.012101 sec): 2 clusters Score: Raw -1942.409610 + Penalty 287.824347 = -1654.585263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.012360 sec): 3 clusters Score: Raw -1984.016963 + Penalty 570.576440 = -1413.440523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.012903 sec): 2 clusters Score: Raw -1843.982447 + Penalty 308.445576 = -1535.536872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.013159 sec): 3 clusters Score: Raw -1857.434809 + Penalty 614.717633 = -1242.717175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.013751 sec): 2 clusters Score: Raw -3597.501509 + Penalty 411.105992 = -3186.395517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.014040 sec): 3 clusters Score: Raw -3619.545808 + Penalty 822.160446 = -2797.385362 nChanged 1 SP:Iteration 1Q (85.014316 sec): 3 clusters Score: Raw -3624.908686 + Penalty 822.160446 = -2802.748240 nChanged 0 SP:Iteration 2F (85.014595 sec): 3 clusters Score: Raw -3624.908686 + Penalty 822.160446 = -2802.748240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.015155 sec): 2 clusters Score: Raw -3183.194727 + Penalty 387.224876 = -2795.969851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.015430 sec): 3 clusters Score: Raw -3200.022141 + Penalty 800.028930 = -2399.993210 nChanged 3 SP:Iteration 1F (85.015699 sec): 3 clusters Score: Raw -3208.009648 + Penalty 800.028930 = -2407.980718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.016208 sec): 2 clusters Score: Raw -265.710388 + Penalty 59.644466 = -206.065922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.016414 sec): 3 clusters Score: Raw -265.329559 + Penalty 103.763599 = -161.565961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.016920 sec): 2 clusters Score: Raw -1504.775711 + Penalty 328.983064 = -1175.792646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.017162 sec): 3 clusters Score: Raw -1520.747179 + Penalty 673.444053 = -847.303126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.018144 sec): 2 clusters Score: Raw -17018.797649 + Penalty 627.571197 = -16391.226451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.018689 sec): 3 clusters Score: Raw -16974.604098 + Penalty 1268.221547 = -15706.382551 nChanged 25 SP:Iteration 1F (85.019226 sec): 3 clusters Score: Raw -17020.166661 + Penalty 1274.543791 = -15745.622870 nChanged 5 SP:Iteration 2Q (85.019755 sec): 3 clusters Score: Raw -17033.203724 + Penalty 1280.733596 = -15752.470128 nChanged 4 SP:Iteration 3Q (85.020273 sec): 3 clusters Score: Raw -17045.235484 + Penalty 1285.471647 = -15759.763837 nChanged 2 SP:Iteration 4Q (85.020796 sec): 3 clusters Score: Raw -17050.834638 + Penalty 1285.728823 = -15765.105815 nChanged 1 SP:Iteration 5Q (85.021303 sec): 3 clusters Score: Raw -17052.156905 + Penalty 1286.944985 = -15765.211920 nChanged 1 SP:Iteration 6Q (85.021807 sec): 3 clusters Score: Raw -17054.792891 + Penalty 1286.944985 = -15767.847906 nChanged 0 SP:Iteration 7F (85.022335 sec): 3 clusters Score: Raw -17054.792891 + Penalty 1286.944985 = -15767.847906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.022852 sec): 2 clusters Score: Raw -902.446431 + Penalty 309.441253 = -593.005178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.023091 sec): 3 clusters Score: Raw -1166.399363 + Penalty 618.268251 = -548.131112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.023577 sec): 2 clusters Score: Raw -682.426095 + Penalty 201.511365 = -480.914730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.023797 sec): 3 clusters Score: Raw -674.561282 + Penalty 201.511365 = -473.049917 nChanged 1 SP:Iteration 1F (85.023997 sec): 2 clusters Score: Raw -682.426095 + Penalty 201.511365 = -480.914730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 72 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.024569 sec): 2 clusters Score: Raw -3692.185530 + Penalty 389.638874 = -3302.546656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.024852 sec): 3 clusters Score: Raw -3700.800095 + Penalty 781.377967 = -2919.422128 nChanged 1 SP:Iteration 1Q (85.025128 sec): 3 clusters Score: Raw -3702.981620 + Penalty 783.850328 = -2919.131292 nChanged 1 SP:Iteration 2F (85.025407 sec): 3 clusters Score: Raw -3704.374034 + Penalty 783.850328 = -2920.523707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.025912 sec): 2 clusters Score: Raw -1256.833091 + Penalty 286.901535 = -969.931557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.026151 sec): 3 clusters Score: Raw -1272.642799 + Penalty 575.398492 = -697.244307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.026689 sec): 2 clusters Score: Raw -1656.353945 + Penalty 324.252788 = -1332.101158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.026929 sec): 3 clusters Score: Raw -1674.544213 + Penalty 647.350584 = -1027.193629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.027468 sec): 2 clusters Score: Raw -2688.755325 + Penalty 375.159551 = -2313.595773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.027731 sec): 3 clusters Score: Raw -2736.242292 + Penalty 750.470104 = -1985.772188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028223 sec): 2 clusters Score: Raw -1162.772825 + Penalty 278.082835 = -884.689990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.028454 sec): 3 clusters Score: Raw -1161.065111 + Penalty 556.165670 = -604.899441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.028958 sec): 2 clusters Score: Raw -1116.063754 + Penalty 399.885413 = -716.178341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.029200 sec): 3 clusters Score: Raw -1478.608266 + Penalty 798.022283 = -680.585983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.030189 sec): 2 clusters Score: Raw -17571.515659 + Penalty 627.761710 = -16943.753948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.030738 sec): 3 clusters Score: Raw -17549.396247 + Penalty 1253.354345 = -16296.041902 nChanged 38 SP:Iteration 1F (85.031255 sec): 3 clusters Score: Raw -17599.062615 + Penalty 1253.407259 = -16345.655356 nChanged 2 SP:Iteration 2Q (85.031779 sec): 3 clusters Score: Raw -17604.534535 + Penalty 1252.191349 = -16352.343186 nChanged 4 SP:Iteration 3Q (85.032294 sec): 3 clusters Score: Raw -17612.691531 + Penalty 1250.788456 = -16361.903075 nChanged 3 SP:Iteration 4Q (85.032808 sec): 3 clusters Score: Raw -17620.150151 + Penalty 1251.250287 = -16368.899864 nChanged 1 SP:Iteration 5Q (85.033331 sec): 3 clusters Score: Raw -17621.106353 + Penalty 1250.458841 = -16370.647512 nChanged 1 SP:Iteration 6Q (85.033840 sec): 3 clusters Score: Raw -17622.331823 + Penalty 1250.458841 = -16371.872982 nChanged 0 SP:Iteration 7F (85.034364 sec): 3 clusters Score: Raw -17622.331823 + Penalty 1250.458841 = -16371.872982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.034884 sec): 2 clusters Score: Raw -1173.456625 + Penalty 274.501830 = -898.954795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.035116 sec): 3 clusters Score: Raw -1176.319902 + Penalty 526.677237 = -649.642665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.035615 sec): 2 clusters Score: Raw -1238.413886 + Penalty 258.682972 = -979.730914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.035849 sec): 3 clusters Score: Raw -1240.076324 + Penalty 524.714225 = -715.362099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.036348 sec): 2 clusters Score: Raw -1278.340406 + Penalty 286.555203 = -991.785203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.036581 sec): 3 clusters Score: Raw -1283.851128 + Penalty 564.234271 = -719.616857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.037111 sec): 2 clusters Score: Raw -1180.173181 + Penalty 255.532168 = -924.641013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.037357 sec): 3 clusters Score: Raw -1172.726902 + Penalty 518.021001 = -654.705901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.037841 sec): 2 clusters Score: Raw -396.825375 + Penalty 150.588596 = -246.236779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.038056 sec): 3 clusters Score: Raw -386.753716 + Penalty 311.598863 = -75.154853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.038529 sec): 2 clusters Score: Raw -463.024759 + Penalty 105.474423 = -357.550336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.038745 sec): 3 clusters Score: Raw -456.338077 + Penalty 210.273099 = -246.064978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.039233 sec): 2 clusters Score: Raw -961.188417 + Penalty 238.412795 = -722.775622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.039462 sec): 3 clusters Score: Raw -965.360424 + Penalty 476.825589 = -488.534834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.039958 sec): 2 clusters Score: Raw -1354.255895 + Penalty 297.430270 = -1056.825625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.040195 sec): 3 clusters Score: Raw -1353.915775 + Penalty 597.706888 = -756.208887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 99 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.040928 sec): 2 clusters Score: Raw -9614.935017 + Penalty 447.493786 = -9167.441231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.041327 sec): 3 clusters Score: Raw -9597.961393 + Penalty 894.506152 = -8703.455241 nChanged 3 SP:Iteration 1Q (85.041719 sec): 3 clusters Score: Raw -9600.409703 + Penalty 890.939836 = -8709.469867 nChanged 3 SP:Iteration 2Q (85.042108 sec): 3 clusters Score: Raw -9608.020604 + Penalty 886.514123 = -8721.506481 nChanged 7 SP:Iteration 3F (85.042501 sec): 3 clusters Score: Raw -9621.997617 + Penalty 884.113492 = -8737.884125 nChanged 5 SP:Iteration 4Q (85.042887 sec): 3 clusters Score: Raw -9628.001840 + Penalty 885.273892 = -8742.727948 nChanged 1 SP:Iteration 5Q (85.043271 sec): 3 clusters Score: Raw -9629.093892 + Penalty 893.785917 = -8735.307975 nChanged 2 SP:Iteration 6F (85.043664 sec): 3 clusters Score: Raw -9632.329283 + Penalty 896.639247 = -8735.690036 nChanged 1 SP:Iteration 7Q (85.044047 sec): 3 clusters Score: Raw -9633.011862 + Penalty 902.665654 = -8730.346208 nChanged 1 SP:Iteration 8F (85.044440 sec): 3 clusters Score: Raw -9634.683055 + Penalty 909.939966 = -8724.743088 nChanged 1 SP:Iteration 9F (85.044832 sec): 3 clusters Score: Raw -9636.339737 + Penalty 913.965349 = -8722.374388 nChanged 1 SP:Iteration 10F (85.045226 sec): 3 clusters Score: Raw -9638.311001 + Penalty 918.614655 = -8719.696346 nChanged 1 SP:Iteration 11F (85.045619 sec): 3 clusters Score: Raw -9640.987017 + Penalty 918.614655 = -8722.372362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.046128 sec): 2 clusters Score: Raw -1444.515814 + Penalty 283.076670 = -1161.439143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.046365 sec): 3 clusters Score: Raw -1452.254769 + Penalty 568.833773 = -883.420996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.046848 sec): 2 clusters Score: Raw -189.947972 + Penalty 66.319774 = -123.628198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.047043 sec): 2 clusters Score: Raw -189.947972 + Penalty 66.319774 = -123.628198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.047513 sec): 2 clusters Score: Raw -481.084263 + Penalty 161.488426 = -319.595837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.047726 sec): 3 clusters Score: Raw -473.789408 + Penalty 310.832128 = -162.957280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.048210 sec): 2 clusters Score: Raw -971.899230 + Penalty 261.913747 = -709.985482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.048438 sec): 3 clusters Score: Raw -974.927190 + Penalty 523.827495 = -451.099695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.048921 sec): 2 clusters Score: Raw -1065.710130 + Penalty 269.931168 = -795.778962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.049149 sec): 3 clusters Score: Raw -1073.699888 + Penalty 544.582593 = -529.117295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.051113 sec): 2 clusters Score: Raw -45621.373200 + Penalty 962.634514 = -44658.738685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.052207 sec): 3 clusters Score: Raw -45531.609837 + Penalty 1924.740062 = -43606.869775 nChanged 104 SP:Iteration 1F (85.053275 sec): 3 clusters Score: Raw -45652.844385 + Penalty 1924.829447 = -43728.014939 nChanged 28 SP:Iteration 2F (85.054353 sec): 3 clusters Score: Raw -45707.283891 + Penalty 1924.606743 = -43782.677147 nChanged 15 SP:Iteration 3Q (85.055393 sec): 3 clusters Score: Raw -45748.085017 + Penalty 1924.117859 = -43823.967158 nChanged 15 SP:Iteration 4Q (85.056417 sec): 3 clusters Score: Raw -45771.356702 + Penalty 1923.484487 = -43847.872215 nChanged 13 SP:Iteration 5Q (85.057395 sec): 3 clusters Score: Raw -45789.259169 + Penalty 1923.530499 = -43865.728670 nChanged 11 SP:Iteration 6Q (85.058375 sec): 3 clusters Score: Raw -45807.313586 + Penalty 1923.658092 = -43883.655495 nChanged 5 SP:Iteration 7Q (85.059347 sec): 3 clusters Score: Raw -45816.237379 + Penalty 1923.139621 = -43893.097758 nChanged 3 SP:Iteration 8Q (85.060315 sec): 3 clusters Score: Raw -45819.539999 + Penalty 1922.765376 = -43896.774623 nChanged 4 SP:Iteration 9Q (85.061283 sec): 3 clusters Score: Raw -45832.366218 + Penalty 1922.747996 = -43909.618222 nChanged 2 SP:Iteration 10F (85.062298 sec): 3 clusters Score: Raw -45836.577245 + Penalty 1922.897930 = -43913.679315 nChanged 3 SP:Iteration 11Q (85.063271 sec): 3 clusters Score: Raw -45844.346683 + Penalty 1923.389770 = -43920.956912 nChanged 3 SP:Iteration 12Q (85.064240 sec): 3 clusters Score: Raw -45848.866930 + Penalty 1923.898164 = -43924.968766 nChanged 3 SP:Iteration 13Q (85.065209 sec): 3 clusters Score: Raw -45852.723055 + Penalty 1923.732946 = -43928.990109 nChanged 1 SP:Iteration 14Q (85.066175 sec): 3 clusters Score: Raw -45853.318763 + Penalty 1923.556267 = -43929.762496 nChanged 1 SP:Iteration 15Q (85.067139 sec): 3 clusters Score: Raw -45855.059475 + Penalty 1923.376654 = -43931.682821 nChanged 1 SP:Iteration 16Q (85.068102 sec): 3 clusters Score: Raw -45855.518670 + Penalty 1923.376654 = -43932.142016 nChanged 0 SP:Iteration 17F (85.069144 sec): 3 clusters Score: Raw -45855.518670 + Penalty 1923.376654 = -43932.142016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.069719 sec): 2 clusters Score: Raw -3549.037198 + Penalty 425.998685 = -3123.038513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.069998 sec): 3 clusters Score: Raw -3566.110295 + Penalty 839.577833 = -2726.532462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.070517 sec): 2 clusters Score: Raw -480.527617 + Penalty 160.278066 = -320.249552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.070733 sec): 3 clusters Score: Raw -474.465847 + Penalty 313.791425 = -160.674422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.071220 sec): 2 clusters Score: Raw -963.153080 + Penalty 223.594074 = -739.559006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.071445 sec): 3 clusters Score: Raw -968.592536 + Penalty 451.863186 = -516.729350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.071923 sec): 2 clusters Score: Raw -762.486168 + Penalty 202.816303 = -559.669865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.072145 sec): 3 clusters Score: Raw -765.822172 + Penalty 405.632607 = -360.189565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.072643 sec): 2 clusters Score: Raw -1489.085846 + Penalty 269.116017 = -1219.969829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.072880 sec): 3 clusters Score: Raw -1513.707463 + Penalty 527.806721 = -985.900741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.073358 sec): 2 clusters Score: Raw -656.246603 + Penalty 173.050365 = -483.196238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.073578 sec): 3 clusters Score: Raw -666.308794 + Penalty 369.689419 = -296.619375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.074197 sec): 2 clusters Score: Raw -5564.444668 + Penalty 487.463827 = -5076.980841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.074513 sec): 3 clusters Score: Raw -5570.510562 + Penalty 976.695176 = -4593.815386 nChanged 4 SP:Iteration 1F (85.074822 sec): 3 clusters Score: Raw -5583.287458 + Penalty 976.695176 = -4606.592281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 135 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.075361 sec): 2 clusters Score: Raw -2851.140171 + Penalty 354.760226 = -2496.379946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.075624 sec): 3 clusters Score: Raw -2861.908664 + Penalty 709.480064 = -2152.428600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.076081 sec): 2 clusters Score: Raw -179.470931 + Penalty 31.538197 = -147.932734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.076276 sec): 3 clusters Score: Raw -177.351515 + Penalty 63.076393 = -114.275121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.076786 sec): 2 clusters Score: Raw -1277.292242 + Penalty 295.712398 = -981.579844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077018 sec): 3 clusters Score: Raw -1291.151588 + Penalty 588.986544 = -702.165044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.077551 sec): 2 clusters Score: Raw -2778.227982 + Penalty 386.527974 = -2391.700007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.077812 sec): 3 clusters Score: Raw -2825.094743 + Penalty 780.603987 = -2044.490756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.078387 sec): 2 clusters Score: Raw -4262.806400 + Penalty 381.484455 = -3881.321945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.078679 sec): 3 clusters Score: Raw -4269.838073 + Penalty 761.682583 = -3508.155489 nChanged 2 SP:Iteration 1Q (85.078963 sec): 3 clusters Score: Raw -4275.049761 + Penalty 760.642643 = -3514.407118 nChanged 2 SP:Iteration 2Q (85.079245 sec): 3 clusters Score: Raw -4280.228329 + Penalty 760.642643 = -3519.585686 nChanged 0 SP:Iteration 3F (85.079532 sec): 3 clusters Score: Raw -4280.228329 + Penalty 760.642643 = -3519.585686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.080009 sec): 2 clusters Score: Raw -668.703643 + Penalty 51.726175 = -616.977468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.080228 sec): 3 clusters Score: Raw -672.124172 + Penalty 111.281320 = -560.842852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.080713 sec): 2 clusters Score: Raw -1061.204524 + Penalty 247.411577 = -813.792947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.080939 sec): 3 clusters Score: Raw -1062.259664 + Penalty 492.070791 = -570.188873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.081410 sec): 2 clusters Score: Raw -556.409334 + Penalty 139.362327 = -417.047007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.081629 sec): 3 clusters Score: Raw -559.182602 + Penalty 278.724655 = -280.457947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.082115 sec): 2 clusters Score: Raw -968.925322 + Penalty 237.238718 = -731.686604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.082342 sec): 3 clusters Score: Raw -968.683323 + Penalty 479.728241 = -488.955081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.082821 sec): 2 clusters Score: Raw -715.226244 + Penalty 191.693569 = -523.532676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.083034 sec): 3 clusters Score: Raw -759.192253 + Penalty 352.171331 = -407.020923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.083498 sec): 2 clusters Score: Raw -295.854910 + Penalty 112.204912 = -183.649998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.083709 sec): 3 clusters Score: Raw -285.689783 + Penalty 223.365551 = -62.324232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.084185 sec): 2 clusters Score: Raw -189.883933 + Penalty 63.953574 = -125.930359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.084394 sec): 3 clusters Score: Raw -181.453664 + Penalty 127.907148 = -53.546515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.084849 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.085038 sec): 2 clusters Score: Raw -90.310345 + Penalty 0.000000 = -90.310345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.085554 sec): 2 clusters Score: Raw -1998.609010 + Penalty 345.571351 = -1653.037659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.085802 sec): 3 clusters Score: Raw -2023.237285 + Penalty 688.871766 = -1334.365519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.086285 sec): 2 clusters Score: Raw -778.936815 + Penalty 220.153106 = -558.783709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.086506 sec): 3 clusters Score: Raw -781.556334 + Penalty 440.306212 = -341.250122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.086960 sec): 2 clusters Score: Raw -88.166085 + Penalty 0.000000 = -88.166085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.087155 sec): 2 clusters Score: Raw -88.166085 + Penalty 0.000000 = -88.166085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.087618 sec): 2 clusters Score: Raw -272.661366 + Penalty 78.007169 = -194.654197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.087826 sec): 3 clusters Score: Raw -271.641089 + Penalty 157.451996 = -114.189093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.088306 sec): 2 clusters Score: Raw -881.782092 + Penalty 202.066125 = -679.715967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.088530 sec): 3 clusters Score: Raw -873.138840 + Penalty 399.838927 = -473.299914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.088996 sec): 2 clusters Score: Raw -395.405861 + Penalty 149.960793 = -245.445068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.089209 sec): 3 clusters Score: Raw -383.486067 + Penalty 299.921586 = -83.564481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 206 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.089674 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.089869 sec): 2 clusters Score: Raw -286.052384 + Penalty 96.683313 = -189.369071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.090339 sec): 2 clusters Score: Raw -483.924163 + Penalty 174.354483 = -309.569680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.090554 sec): 3 clusters Score: Raw -474.682436 + Penalty 358.145206 = -116.537230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.091029 sec): 2 clusters Score: Raw -190.530716 + Penalty 69.991757 = -120.538960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.091235 sec): 3 clusters Score: Raw -181.933292 + Penalty 139.983513 = -41.949779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.091685 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.091868 sec): 2 clusters Score: Raw -87.260210 + Penalty 0.000000 = -87.260210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 229 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.092335 sec): 2 clusters Score: Raw -370.572056 + Penalty 121.480888 = -249.091168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.092545 sec): 3 clusters Score: Raw -371.875478 + Penalty 241.359960 = -130.515518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 242 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.092992 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.093172 sec): 2 clusters Score: Raw -83.817421 + Penalty 0.000000 = -83.817421 nChanged 0 Deleting Class 109 (11 points): Lose 41.271836 but Gain 1165.063747 Iteration 119Q (85.257936 sec): 111 clusters Score: Raw -2674600.916586 + Penalty 100265.106992 = -2574335.809594 nChanged 21 Deleting Class 32 (56 points): Lose 286.949138 but Gain 1410.906472 Iteration 120F (86.807809 sec): 110 clusters Score: Raw -2674346.850200 + Penalty 99057.213993 = -2575289.636207 nChanged 62 Deleting Class 75 (17 points): Lose 62.959411 but Gain 1184.489747 Iteration 121Q (86.944065 sec): 109 clusters Score: Raw -2674472.837002 + Penalty 97894.147493 = -2576578.689509 nChanged 36 Deleting Class 93 (14 points): Lose 44.528348 but Gain 1166.442153 Iteration 122Q (87.078240 sec): 108 clusters Score: Raw -2674463.626390 + Penalty 96766.852482 = -2577696.773908 nChanged 20 Deleting Class 77 (11 points): Lose 64.182245 but Gain 1192.891629 Iteration 123Q (87.216116 sec): 107 clusters Score: Raw -2674431.029666 + Penalty 95647.820117 = -2578783.209549 nChanged 21 Deleting Class 66 (16 points): Lose 107.481959 but Gain 1228.046904 Iteration 124Q (87.348152 sec): 106 clusters Score: Raw -2674353.528172 + Penalty 94485.454518 = -2579868.073654 nChanged 30 Deleting Class 86 (13 points): Lose 43.276377 but Gain 1156.262309 Iteration 125Q (87.480116 sec): 105 clusters Score: Raw -2674370.557707 + Penalty 93378.957384 = -2580991.600323 nChanged 27 Deleting Class 190 (9 points): Lose 28.354310 but Gain 1136.543588 Iteration 126Q (87.612388 sec): 104 clusters Score: Raw -2674371.884707 + Penalty 92282.006361 = -2582089.878346 nChanged 24 Deleting Class 88 (4 points): Lose 18.092765 but Gain 1124.251548 Iteration 127Q (87.745832 sec): 103 clusters Score: Raw -2674384.434693 + Penalty 91180.460828 = -2583203.973865 nChanged 19 Deleting Class 212 (5 points): Lose 15.661334 but Gain 1121.206889 Iteration 128Q (87.875789 sec): 102 clusters Score: Raw -2674386.667936 + Penalty 90066.545781 = -2584320.122155 nChanged 17 Deleting Class 204 (4 points): Lose 18.384468 but Gain 1119.564547 Iteration 129Q (88.006850 sec): 101 clusters Score: Raw -2674380.353294 + Penalty 88993.978045 = -2585386.375249 nChanged 18 Deleting Class 20 (20 points): Lose 77.379665 but Gain 1178.267249 Iteration 130F (89.416775 sec): 100 clusters Score: Raw -2674320.943050 + Penalty 87825.051288 = -2586495.891762 nChanged 42 Deleting Class 184 (19 points): Lose 90.177952 but Gain 1188.885579 Iteration 131Q (89.547061 sec): 99 clusters Score: Raw -2674280.622445 + Penalty 86729.458198 = -2587551.164247 nChanged 44 Deleting Class 108 (10 points): Lose 81.898312 but Gain 1177.252093 Iteration 132Q (89.676249 sec): 98 clusters Score: Raw -2674247.686088 + Penalty 85667.994529 = -2588579.691559 nChanged 37 Deleting Class 73 (13 points): Lose 64.576750 but Gain 1157.659771 Iteration 133Q (89.815595 sec): 97 clusters Score: Raw -2674243.564107 + Penalty 84537.099836 = -2589706.464271 nChanged 36 Deleting Class 34 (13 points): Lose 65.925005 but Gain 1158.544213 Iteration 134Q (89.949608 sec): 96 clusters Score: Raw -2674229.448928 + Penalty 83454.501925 = -2590774.947003 nChanged 40 Deleting Class 82 (12 points): Lose 52.002930 but Gain 1143.304811 Iteration 135Q (90.076691 sec): 95 clusters Score: Raw -2674229.606399 + Penalty 82346.499296 = -2591883.107103 nChanged 31 Deleting Class 114 (38 points): Lose 156.556807 but Gain 1245.149137 Iteration 136Q (90.202980 sec): 94 clusters Score: Raw -2674110.457052 + Penalty 81168.282187 = -2592942.174865 nChanged 50 Deleting Class 92 (13 points): Lose 52.273569 but Gain 1140.856250 Iteration 137Q (90.328745 sec): 93 clusters Score: Raw -2674137.321196 + Penalty 80035.486733 = -2594101.834462 nChanged 21 Deleting Class 149 (28 points): Lose 121.606265 but Gain 1199.397596 Iteration 138Q (90.452963 sec): 92 clusters Score: Raw -2674037.942109 + Penalty 78922.986016 = -2595114.956093 nChanged 33 Deleting Class 42 (14 points): Lose 37.487068 but Gain 1108.149799 Iteration 139Q (90.577462 sec): 91 clusters Score: Raw -2674069.997940 + Penalty 77845.714837 = -2596224.283103 nChanged 25 Deleting Class 63 (35 points): Lose 87.567261 but Gain 1156.110168 Iteration 140F (91.849117 sec): 90 clusters Score: Raw -2674011.898670 + Penalty 76720.859297 = -2597291.039373 nChanged 44 Deleting Class 62 (39 points): Lose 139.557798 but Gain 1203.520692 Iteration 141Q (91.977120 sec): 89 clusters Score: Raw -2673927.370427 + Penalty 75601.030813 = -2598326.339614 nChanged 45 Deleting Class 147 (12 points): Lose 133.058970 but Gain 1191.068315 Iteration 142Q (92.106803 sec): 88 clusters Score: Raw -2673871.005392 + Penalty 74415.965541 = -2599455.039851 nChanged 22 Deleting Class 177 (3 points): Lose 4.429716 but Gain 1057.046963 Iteration 143Q (92.231384 sec): 87 clusters Score: Raw -2673905.835337 + Penalty 73380.083322 = -2600525.752016 nChanged 13 Deleting Class 52 (10 points): Lose 74.093388 but Gain 1124.613402 Iteration 144Q (92.354978 sec): 86 clusters Score: Raw -2673840.705052 + Penalty 72405.425742 = -2601435.279310 nChanged 21 Deleting Class 35 (8 points): Lose 56.621218 but Gain 1105.723678 Iteration 145Q (92.478342 sec): 85 clusters Score: Raw -2673838.940099 + Penalty 71311.015206 = -2602527.924893 nChanged 15 Deleting Class 71 (7 points): Lose 27.977038 but Gain 1071.775011 Iteration 146Q (92.601232 sec): 84 clusters Score: Raw -2673831.149624 + Penalty 70238.361792 = -2603592.787833 nChanged 11 Deleting Class 218 (2 points): Lose 2.489467 but Gain 1045.077018 Iteration 147Q (92.723778 sec): 83 clusters Score: Raw -2673841.368545 + Penalty 69193.271556 = -2604648.096989 nChanged 4 Deleting Class 156 (11 points): Lose 25.912684 but Gain 1067.865785 Iteration 148Q (92.844151 sec): 82 clusters Score: Raw -2673819.289657 + Penalty 68124.408792 = -2605694.880865 nChanged 12 Deleting Class 61 (21 points): Lose 89.111117 but Gain 1128.689410 Iteration 149Q (92.966293 sec): 81 clusters Score: Raw -2673743.519799 + Penalty 67015.707828 = -2606727.811971 nChanged 24 Deleting Class 7 (35 points): Lose 162.936005 but Gain 1203.871743 Iteration 150F (94.099524 sec): 80 clusters Score: Raw -2673629.814526 + Penalty 65892.668897 = -2607737.145628 nChanged 42 Deleting Class 126 (70 points): Lose 218.226401 but Gain 1250.423153 Iteration 151Q (94.220121 sec): 79 clusters Score: Raw -2673506.189213 + Penalty 64682.145428 = -2608824.043785 nChanged 82 Deleting Class 87 (13 points): Lose 38.980709 but Gain 1085.633251 Iteration 152Q (94.340940 sec): 78 clusters Score: Raw -2673589.668651 + Penalty 63595.091215 = -2609994.577436 nChanged 33 Deleting Class 76 (34 points): Lose 177.114822 but Gain 1204.959027 Iteration 153Q (94.457412 sec): 77 clusters Score: Raw -2673446.081955 + Penalty 62426.464121 = -2611019.617834 nChanged 52 Deleting Class 166 (9 points): Lose 22.786609 but Gain 1050.011797 Iteration 154Q (94.573701 sec): 76 clusters Score: Raw -2673498.330369 + Penalty 61418.611429 = -2612079.718940 nChanged 30 Deleting Class 103 (15 points): Lose 62.448256 but Gain 1081.867895 Iteration 155Q (94.694854 sec): 75 clusters Score: Raw -2673461.632195 + Penalty 60346.288334 = -2613115.343861 nChanged 30 Deleting Class 115 (5 points): Lose 20.338838 but Gain 1030.686838 Iteration 156Q (94.808362 sec): 74 clusters Score: Raw -2673475.331899 + Penalty 59301.341417 = -2614173.990482 nChanged 24 Deleting Class 107 (7 points): Lose 29.404548 but Gain 1035.888041 Iteration 157Q (94.920188 sec): 73 clusters Score: Raw -2673460.138814 + Penalty 58319.035706 = -2615141.103108 nChanged 19 Deleting Class 50 (11 points): Lose 68.049313 but Gain 1069.707968 Iteration 158Q (95.035094 sec): 72 clusters Score: Raw -2673418.225762 + Penalty 57273.749332 = -2616144.476430 nChanged 19 Deleting Class 135 (30 points): Lose 89.579774 but Gain 1080.432588 Iteration 159Q (95.145110 sec): 71 clusters Score: Raw -2673350.676564 + Penalty 56236.503633 = -2617114.172931 nChanged 41 Deleting Class 104 (2 points): Lose 2.796644 but Gain 990.249074 Iteration 160F (96.122593 sec): 70 clusters Score: Raw -2673404.524236 + Penalty 55253.341599 = -2618151.182637 nChanged 17 Deleting Class 116 (10 points): Lose 20.909880 but Gain 1005.012506 Iteration 161Q (96.232618 sec): 69 clusters Score: Raw -2673399.215769 + Penalty 54259.374146 = -2619139.841623 nChanged 25 Deleting Class 83 (17 points): Lose 87.679517 but Gain 1066.630982 Iteration 162Q (96.344232 sec): 68 clusters Score: Raw -2673331.395366 + Penalty 53200.543343 = -2620130.852023 nChanged 32 Deleting Class 121 (7 points): Lose 25.488382 but Gain 1004.273112 Iteration 163Q (96.453502 sec): 67 clusters Score: Raw -2673336.970384 + Penalty 52199.398937 = -2621137.571446 nChanged 15 Deleting Class 72 (51 points): Lose 168.047734 but Gain 1143.373614 Iteration 164Q (96.562599 sec): 66 clusters Score: Raw -2673185.827851 + Penalty 51098.171867 = -2622087.655984 nChanged 55 Deleting Class 47 (9 points): Lose 120.719945 but Gain 1083.273625 Iteration 165Q (96.671230 sec): 65 clusters Score: Raw -2673147.291777 + Penalty 50071.941069 = -2623075.350708 nChanged 20 Deleting Class 154 (46 points): Lose 142.195296 but Gain 1095.490005 Iteration 166Q (96.778587 sec): 64 clusters Score: Raw -2673058.204385 + Penalty 49048.250128 = -2624009.954257 nChanged 61 Deleting Class 178 (2 points): Lose 2.689768 but Gain 954.918319 Iteration 167Q (96.886157 sec): 63 clusters Score: Raw -2673129.759519 + Penalty 48100.372155 = -2625029.387363 nChanged 15 Deleting Class 196 (10 points): Lose 38.445825 but Gain 988.191663 Iteration 168Q (96.992381 sec): 62 clusters Score: Raw -2673101.215103 + Penalty 47129.454386 = -2625971.760717 nChanged 24 Deleting Class 39 (10 points): Lose 35.788163 but Gain 976.020204 Iteration 169Q (97.103817 sec): 61 clusters Score: Raw -2673088.584339 + Penalty 46159.564197 = -2626929.020142 nChanged 22 Deleting Class 26 (10 points): Lose 27.084192 but Gain 950.878071 Iteration 170F (97.950326 sec): 60 clusters Score: Raw -2673079.855729 + Penalty 45227.210553 = -2627852.645176 nChanged 19 Deleting Class 60 (20 points): Lose 60.552393 but Gain 979.326109 Iteration 171Q (98.054547 sec): 59 clusters Score: Raw -2673036.437706 + Penalty 44266.442604 = -2628769.995102 nChanged 26 Deleting Class 21 (11 points): Lose 59.628394 but Gain 972.985366 Iteration 172Q (98.158147 sec): 58 clusters Score: Raw -2673010.463991 + Penalty 43344.477358 = -2629665.986634 nChanged 14 Deleting Class 124 (6 points): Lose 50.439571 but Gain 960.392305 Iteration 173Q (98.269853 sec): 57 clusters Score: Raw -2672982.042796 + Penalty 42396.971063 = -2630585.071732 nChanged 9 Deleting Class 206 (3 points): Lose 7.234911 but Gain 910.822887 Iteration 174Q (98.376625 sec): 56 clusters Score: Raw -2673001.170827 + Penalty 41516.352428 = -2631484.818398 nChanged 6 Deleting Class 123 (18 points): Lose 117.822214 but Gain 1009.483579 Iteration 175Q (98.477459 sec): 55 clusters Score: Raw -2672899.163873 + Penalty 40541.710716 = -2632357.453157 nChanged 19 Deleting Class 158 (8 points): Lose 75.001103 but Gain 966.463504 Iteration 176Q (98.578354 sec): 54 clusters Score: Raw -2672860.678785 + Penalty 39580.978980 = -2633279.699805 nChanged 16 Deleting Class 28 (160 points): Lose 371.455948 but Gain 1253.407847 Iteration 177Q (98.680975 sec): 53 clusters Score: Raw -2672523.152266 + Penalty 38386.333124 = -2634136.819143 nChanged 169 Deleting Class 56 (56 points): Lose 132.504403 but Gain 1011.697583 Iteration 178Q (98.786353 sec): 52 clusters Score: Raw -2672619.478322 + Penalty 37389.061070 = -2635230.417252 nChanged 79 Deleting Class 43 (32 points): Lose 257.233920 but Gain 1123.647360 Iteration 179Q (98.888944 sec): 51 clusters Score: Raw -2672442.506527 + Penalty 36307.394516 = -2636135.112011 nChanged 57 Deleting Class 180 (1 points): Lose 4.309520 but Gain 858.888427 Iteration 180F (99.576860 sec): 50 clusters Score: Raw -2672569.197451 + Penalty 35473.666360 = -2637095.531091 nChanged 34 Deleting Class 45 (21 points): Lose 67.358155 but Gain 904.777565 Iteration 181Q (99.679171 sec): 49 clusters Score: Raw -2672517.304821 + Penalty 34562.479133 = -2637954.825688 nChanged 34 Deleting Class 99 (130 points): Lose 415.936134 but Gain 1232.712182 Iteration 182Q (99.777592 sec): 48 clusters Score: Raw -2672141.761694 + Penalty 33433.182707 = -2638708.578988 nChanged 145 Deleting Class 27 (8 points): Lose 48.502608 but Gain 778.993681 Iteration 183Q (99.876094 sec): 47 clusters Score: Raw -2672356.656793 + Penalty 32659.965787 = -2639696.691005 nChanged 75 Deleting Class 90 (7 points): Lose 46.187346 but Gain 774.592334 Iteration 184Q (99.973369 sec): 46 clusters Score: Raw -2672381.650020 + Penalty 31895.736615 = -2640485.913404 nChanged 53 Deleting Class 30 (216 points): Lose 481.940711 but Gain 1209.779397 Iteration 185Q (100.068469 sec): 45 clusters Score: Raw -2671944.015146 + Penalty 30755.564291 = -2641188.450855 nChanged 263 Deleting Class 9 (31 points): Lose 114.772073 but Gain 814.920169 Iteration 186Q (100.166323 sec): 44 clusters Score: Raw -2672142.985237 + Penalty 29933.535949 = -2642209.449288 nChanged 111 Deleting Class 3 (12 points): Lose 886.856983 but Gain 1545.983248 Iteration 187Q (100.261082 sec): 43 clusters Score: Raw -2671328.597638 + Penalty 28456.617455 = -2642871.980183 nChanged 72 Deleting Class 14 (3 points): Lose 87.847652 but Gain 745.773464 Iteration 188Q (100.353383 sec): 42 clusters Score: Raw -2671276.367970 + Penalty 27689.124434 = -2643587.243536 nChanged 45 Deleting Class 44 (5 points): Lose 115.184699 but Gain 770.543010 Iteration 189Q (100.447782 sec): 41 clusters Score: Raw -2671182.841031 + Penalty 26931.287756 = -2644251.553275 nChanged 42 Deleting Class 24 (225 points): Lose 350.304062 but Gain 998.699813 Iteration 190F (100.993389 sec): 40 clusters Score: Raw -2670863.944365 + Penalty 25957.618620 = -2644906.325745 nChanged 251 Deleting Class 15 (40 points): Lose 167.808942 but Gain 779.496793 Iteration 191Q (101.087597 sec): 39 clusters Score: Raw -2670999.657823 + Penalty 25194.617893 = -2645805.039930 nChanged 126 Deleting Class 48 (133 points): Lose 349.362920 but Gain 955.042298 Iteration 192Q (101.178852 sec): 38 clusters Score: Raw -2670732.918077 + Penalty 24248.346952 = -2646484.571124 nChanged 188 Deleting Class 229 (4 points): Lose 347.887467 but Gain 906.941692 Iteration 193Q (101.270968 sec): 37 clusters Score: Raw -2670636.696616 + Penalty 23336.506669 = -2647300.189946 nChanged 74 Deleting Class 49 (342 points): Lose 785.847933 but Gain 1352.528706 Iteration 194Q (101.360004 sec): 36 clusters Score: Raw -2669923.332275 + Penalty 22095.975356 = -2647827.356919 nChanged 393 Deleting Class 191 (1 points): Lose 82.063763 but Gain 618.196945 Iteration 195Q (101.452324 sec): 35 clusters Score: Raw -2670443.661913 + Penalty 21474.540073 = -2648969.121840 nChanged 101 Deleting Class 64 (3 points): Lose 34.741441 but Gain 561.891637 Iteration 196Q (101.539170 sec): 34 clusters Score: Raw -2670446.504990 + Penalty 20922.039401 = -2649524.465589 nChanged 71 Deleting Class 67 (305 points): Lose 722.645598 but Gain 1246.235211 Iteration 197Q (101.626803 sec): 33 clusters Score: Raw -2669758.196648 + Penalty 19626.061693 = -2650132.134955 nChanged 347 Deleting Class 192 (3 points): Lose 243.953743 but Gain 734.880851 Iteration 198Q (101.717000 sec): 32 clusters Score: Raw -2670086.792106 + Penalty 19131.933218 = -2650954.858888 nChanged 107 Deleting Class 18 (4 points): Lose 178.633205 but Gain 660.924447 Iteration 199Q (101.802317 sec): 31 clusters Score: Raw -2670027.627312 + Penalty 18421.910765 = -2651605.716547 nChanged 78 Deleting Class 220 (2 points): Lose 98.319640 but Gain 580.761951 Iteration 200F (102.211740 sec): 30 clusters Score: Raw -2669966.351568 + Penalty 17845.388966 = -2652120.962603 nChanged 55 Deleting Class 79 (18 points): Lose 1088.503548 but Gain 1431.886924 Iteration 201Q (102.295752 sec): 29 clusters Score: Raw -2668925.148862 + Penalty 16464.124985 = -2652461.023877 nChanged 57 Deleting Class 69 (14 points): Lose 874.926108 but Gain 1213.546025 Iteration 202Q (102.378974 sec): 28 clusters Score: Raw -2668089.426502 + Penalty 15246.573907 = -2652842.852595 nChanged 55 Deleting Class 46 (12 points): Lose 824.110292 but Gain 1128.424094 Iteration 203Q (102.461268 sec): 27 clusters Score: Raw -2667294.455270 + Penalty 14095.976598 = -2653198.478671 nChanged 41 Deleting Class 145 (2 points): Lose 173.013278 but Gain 470.910379 Iteration 204Q (102.542948 sec): 26 clusters Score: Raw -2667144.420269 + Penalty 13602.883874 = -2653541.536395 nChanged 22 Deleting Class 36 (16 points): Lose 936.031520 but Gain 1199.320122 Iteration 205Q (102.623721 sec): 25 clusters Score: Raw -2666219.900676 + Penalty 12402.276523 = -2653817.624153 nChanged 35 Deleting Class 173 (10 points): Lose 679.828790 but Gain 861.625848 Iteration 206Q (102.703274 sec): 24 clusters Score: Raw -2665653.199274 + Penalty 11513.357225 = -2654139.842049 nChanged 25 Deleting Class 16 (150 points): Lose 824.720965 but Gain 869.001579 Iteration 207Q (102.782424 sec): 23 clusters Score: Raw -2664866.030215 + Penalty 10722.691512 = -2654143.338703 nChanged 159 Deleting Class 242 (1 points): Lose 19.609671 but Gain 51.748393 Iteration 208Q (102.861280 sec): 22 clusters Score: Raw -2665107.834829 + Penalty 10672.551713 = -2654435.283117 nChanged 60 Deleting Class 25 (535 points): Lose 1136.610425 but Gain 1164.940652 Iteration 209Q (102.938169 sec): 21 clusters Score: Raw -2664016.363095 + Penalty 9569.253752 = -2654447.109343 nChanged 565 Deleting Class 5 (2 points): Lose 88.936263 but Gain 100.121283 Iteration 210F (103.214724 sec): 20 clusters Score: Raw -2664785.275672 + Penalty 9459.859738 = -2655325.415934 nChanged 147 Deleting Class 54 (1 points): Lose 42.570299 but Gain 51.748393 Iteration 211Q (103.293046 sec): 19 clusters Score: Raw -2664797.542920 + Penalty 9415.478338 = -2655382.064582 nChanged 102 Deleting Class 57 (5 points): Lose 222.664405 but Gain 224.466368 Iteration 212Q (103.368042 sec): 18 clusters Score: Raw -2664607.747643 + Penalty 9177.835868 = -2655429.911776 nChanged 84 Iteration 213Q (103.442178 sec): 18 clusters Score: Raw -2664632.306943 + Penalty 9177.900005 = -2655454.406938 nChanged 56 Iteration 214Q (103.516639 sec): 18 clusters Score: Raw -2664643.639027 + Penalty 9181.970646 = -2655461.668381 nChanged 56 Iteration 215Q (103.590840 sec): 18 clusters Score: Raw -2664653.121929 + Penalty 9183.286826 = -2655469.835103 nChanged 29 Iteration 216Q (103.663716 sec): 18 clusters Score: Raw -2664657.928714 + Penalty 9182.367992 = -2655475.560722 nChanged 24 Iteration 217Q (103.737668 sec): 18 clusters Score: Raw -2664659.978483 + Penalty 9182.656410 = -2655477.322072 nChanged 19 Iteration 218Q (103.811550 sec): 18 clusters Score: Raw -2664662.077461 + Penalty 9186.235296 = -2655475.842164 nChanged 17 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2664662.077461 + Penalty 9186.235296 = -2655475.842164Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.978579 sec): 2 clusters Score: Raw -2015538.310901 + Penalty 260.231049 = -2015278.079852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.026347 sec): 3 clusters Score: Raw -1999681.758008 + Penalty 530.206668 = -1999151.551339 nChanged 11375 SP:Iteration 1F (104.071015 sec): 3 clusters Score: Raw -2010750.057888 + Penalty 578.705137 = -2010171.352751 nChanged 3333 SP:Iteration 2F (104.115231 sec): 3 clusters Score: Raw -2014645.811962 + Penalty 618.892591 = -2014026.919371 nChanged 738 SP:Iteration 3Q (104.160316 sec): 3 clusters Score: Raw -2015431.466360 + Penalty 681.300473 = -2014750.165886 nChanged 139 SP:Iteration 4Q (104.196750 sec): 3 clusters Score: Raw -2015590.764372 + Penalty 635.318174 = -2014955.446198 nChanged 40 SP:Iteration 5Q (104.231356 sec): 3 clusters Score: Raw -2015645.263899 + Penalty 672.173555 = -2014973.090344 nChanged 13 SP:Iteration 6Q (104.265714 sec): 3 clusters Score: Raw -2015660.716988 + Penalty 697.487258 = -2014963.229730 nChanged 3 SP:Iteration 7F (104.308817 sec): 3 clusters Score: Raw -2015663.511967 + Penalty 698.122574 = -2014965.389393 nChanged 1 SP:Iteration 8Q (104.342158 sec): 3 clusters Score: Raw -2015665.589068 + Penalty 698.122574 = -2014967.466494 nChanged 0 SP:Iteration 9F (104.385329 sec): 3 clusters Score: Raw -2015665.589068 + Penalty 698.122574 = -2014967.466494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.407661 sec): 2 clusters Score: Raw -190083.506111 + Penalty 156.410159 = -189927.095952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.411701 sec): 3 clusters Score: Raw -188693.587952 + Penalty 321.444609 = -188372.143343 nChanged 999 SP:Iteration 1F (104.415637 sec): 3 clusters Score: Raw -189575.835021 + Penalty 328.433625 = -189247.401396 nChanged 226 SP:Iteration 2F (104.419696 sec): 3 clusters Score: Raw -189714.367964 + Penalty 337.196100 = -189377.171864 nChanged 126 SP:Iteration 3F (104.423872 sec): 3 clusters Score: Raw -189788.865213 + Penalty 346.449935 = -189442.415278 nChanged 97 SP:Iteration 4Q (104.427689 sec): 3 clusters Score: Raw -189844.672716 + Penalty 355.189691 = -189489.483025 nChanged 82 SP:Iteration 5Q (104.431452 sec): 3 clusters Score: Raw -189893.776887 + Penalty 362.000788 = -189531.776100 nChanged 78 SP:Iteration 6Q (104.435147 sec): 3 clusters Score: Raw -189933.756096 + Penalty 364.976951 = -189568.779144 nChanged 63 SP:Iteration 7Q (104.438793 sec): 3 clusters Score: Raw -189958.565969 + Penalty 368.637899 = -189589.928069 nChanged 39 SP:Iteration 8Q (104.442531 sec): 3 clusters Score: Raw -189968.068078 + Penalty 371.760031 = -189596.308048 nChanged 32 SP:Iteration 9Q (104.446181 sec): 3 clusters Score: Raw -189976.860974 + Penalty 375.912312 = -189600.948662 nChanged 27 SP:Iteration 10F (104.450190 sec): 3 clusters Score: Raw -189984.016612 + Penalty 378.244823 = -189605.771789 nChanged 25 SP:Iteration 11Q (104.453969 sec): 3 clusters Score: Raw -189990.995718 + Penalty 380.002121 = -189610.993597 nChanged 28 SP:Iteration 12Q (104.457760 sec): 3 clusters Score: Raw -190000.093863 + Penalty 380.631528 = -189619.462335 nChanged 25 SP:Iteration 13Q (104.461322 sec): 3 clusters Score: Raw -190008.766353 + Penalty 382.407997 = -189626.358355 nChanged 26 SP:Iteration 14Q (104.464949 sec): 3 clusters Score: Raw -190018.565782 + Penalty 385.660858 = -189632.904924 nChanged 24 SP:Iteration 15Q (104.468520 sec): 3 clusters Score: Raw -190026.201427 + Penalty 387.854670 = -189638.346757 nChanged 23 SP:Iteration 16Q (104.472351 sec): 3 clusters Score: Raw -190035.266010 + Penalty 393.522404 = -189641.743606 nChanged 32 SP:Iteration 17Q (104.475854 sec): 3 clusters Score: Raw -190047.851371 + Penalty 397.297277 = -189650.554095 nChanged 31 SP:Iteration 18Q (104.479315 sec): 3 clusters Score: Raw -190060.153227 + Penalty 401.535009 = -189658.618218 nChanged 28 SP:Iteration 19Q (104.482755 sec): 3 clusters Score: Raw -190070.250618 + Penalty 403.505525 = -189666.745093 nChanged 18 SP:Iteration 20F (104.486859 sec): 3 clusters Score: Raw -190077.082369 + Penalty 408.432910 = -189668.649459 nChanged 16 SP:Iteration 21Q (104.490720 sec): 3 clusters Score: Raw -190082.144935 + Penalty 412.038328 = -189670.106608 nChanged 13 SP:Iteration 22Q (104.494250 sec): 3 clusters Score: Raw -190085.440203 + Penalty 413.986655 = -189671.453548 nChanged 13 SP:Iteration 23Q (104.497766 sec): 3 clusters Score: Raw -190089.952561 + Penalty 417.444662 = -189672.507898 nChanged 15 SP:Iteration 24Q (104.501110 sec): 3 clusters Score: Raw -190095.625242 + Penalty 418.769077 = -189676.856165 nChanged 9 SP:Iteration 25Q (104.504533 sec): 3 clusters Score: Raw -190099.250524 + Penalty 421.472963 = -189677.777561 nChanged 8 SP:Iteration 26Q (104.507935 sec): 3 clusters Score: Raw -190101.898558 + Penalty 425.559305 = -189676.339253 nChanged 7 SP:Iteration 27F (104.511811 sec): 3 clusters Score: Raw -190104.021230 + Penalty 428.472212 = -189675.549018 nChanged 10 SP:Iteration 28F (104.516080 sec): 3 clusters Score: Raw -190107.952440 + Penalty 433.659849 = -189674.292591 nChanged 11 SP:Iteration 29F (104.520344 sec): 3 clusters Score: Raw -190111.983962 + Penalty 437.605280 = -189674.378682 nChanged 8 SP:Iteration 30F (104.524491 sec): 3 clusters Score: Raw -190114.721936 + Penalty 440.532008 = -189674.189928 nChanged 9 SP:Iteration 31F (104.528400 sec): 3 clusters Score: Raw -190117.322108 + Penalty 441.865035 = -189675.457073 nChanged 6 SP:Iteration 32Q (104.531738 sec): 3 clusters Score: Raw -190118.853768 + Penalty 444.196598 = -189674.657171 nChanged 6 SP:Iteration 33F (104.535717 sec): 3 clusters Score: Raw -190120.367932 + Penalty 445.393210 = -189674.974722 nChanged 2 SP:Iteration 34Q (104.539399 sec): 3 clusters Score: Raw -190120.778058 + Penalty 442.862600 = -189677.915459 nChanged 1 SP:Iteration 35Q (104.543163 sec): 3 clusters Score: Raw -190121.097223 + Penalty 443.362435 = -189677.734788 nChanged 1 SP:Iteration 36F (104.547470 sec): 3 clusters Score: Raw -190121.257039 + Penalty 442.907340 = -189678.349699 nChanged 2 SP:Iteration 37Q (104.551149 sec): 3 clusters Score: Raw -190121.941215 + Penalty 444.233219 = -189677.707996 nChanged 3 SP:Iteration 38F (104.555612 sec): 3 clusters Score: Raw -190123.206095 + Penalty 444.509613 = -189678.696482 nChanged 4 SP:Iteration 39Q (104.559172 sec): 3 clusters Score: Raw -190125.013671 + Penalty 443.752648 = -189681.261022 nChanged 3 SP:Iteration 40F (104.563377 sec): 3 clusters Score: Raw -190125.872459 + Penalty 443.062136 = -189682.810323 nChanged 2 SP:Iteration 41Q (104.566983 sec): 3 clusters Score: Raw -190126.706152 + Penalty 443.501907 = -189683.204245 nChanged 1 SP:Iteration 42Q (104.570912 sec): 3 clusters Score: Raw -190126.926369 + Penalty 443.501907 = -189683.424462 nChanged 0 SP:Iteration 43F (104.575312 sec): 3 clusters Score: Raw -190126.926369 + Penalty 443.501907 = -189683.424462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.584243 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.584455 sec): 3 clusters Score: Raw -333.185508 + Penalty 26.339593 = -306.845915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.586349 sec): 2 clusters Score: Raw -25650.241452 + Penalty 308.433155 = -25341.808297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.587089 sec): 3 clusters Score: Raw -25544.920897 + Penalty 625.767545 = -24919.153352 nChanged 91 SP:Iteration 1F (104.587847 sec): 3 clusters Score: Raw -25622.450821 + Penalty 654.875492 = -24967.575329 nChanged 32 SP:Iteration 2F (104.588573 sec): 3 clusters Score: Raw -25657.260080 + Penalty 673.930366 = -24983.329714 nChanged 18 SP:Iteration 3F (104.589287 sec): 3 clusters Score: Raw -25674.542197 + Penalty 685.449668 = -24989.092528 nChanged 11 SP:Iteration 4Q (104.589979 sec): 3 clusters Score: Raw -25688.518520 + Penalty 702.585647 = -24985.932872 nChanged 7 SP:Iteration 5F (104.590678 sec): 3 clusters Score: Raw -25693.908276 + Penalty 703.734410 = -24990.173866 nChanged 1 SP:Iteration 6Q (104.591370 sec): 3 clusters Score: Raw -25694.359684 + Penalty 702.895386 = -24991.464298 nChanged 2 SP:Iteration 7Q (104.592053 sec): 3 clusters Score: Raw -25696.386962 + Penalty 706.209899 = -24990.177063 nChanged 2 SP:Iteration 8F (104.592752 sec): 3 clusters Score: Raw -25698.001093 + Penalty 708.311630 = -24989.689463 nChanged 3 SP:Iteration 9F (104.593451 sec): 3 clusters Score: Raw -25707.213652 + Penalty 722.944090 = -24984.269562 nChanged 4 SP:Iteration 10F (104.594150 sec): 3 clusters Score: Raw -25712.001527 + Penalty 746.874999 = -24965.126528 nChanged 5 SP:Iteration 11F (104.594874 sec): 3 clusters Score: Raw -25722.727744 + Penalty 771.396528 = -24951.331216 nChanged 6 SP:Iteration 12F (104.595632 sec): 3 clusters Score: Raw -25735.614517 + Penalty 775.870800 = -24959.743717 nChanged 1 SP:Iteration 13Q (104.596306 sec): 3 clusters Score: Raw -25736.884363 + Penalty 786.476127 = -24950.408236 nChanged 2 SP:Iteration 14F (104.597034 sec): 3 clusters Score: Raw -25740.549676 + Penalty 786.476127 = -24954.073549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.597549 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.597740 sec): 3 clusters Score: Raw -333.904810 + Penalty 30.498476 = -303.406334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 10 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.598731 sec): 2 clusters Score: Raw -17012.350193 + Penalty 151.434195 = -16860.915998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.599313 sec): 3 clusters Score: Raw -16932.560139 + Penalty 337.808866 = -16594.751273 nChanged 81 SP:Iteration 1F (104.599884 sec): 3 clusters Score: Raw -17062.554849 + Penalty 399.637949 = -16662.916899 nChanged 26 SP:Iteration 2F (104.600450 sec): 3 clusters Score: Raw -17098.918853 + Penalty 440.145024 = -16658.773829 nChanged 7 SP:Iteration 3F (104.601016 sec): 3 clusters Score: Raw -17110.475563 + Penalty 452.118651 = -16658.356912 nChanged 1 SP:Iteration 4F (104.601574 sec): 3 clusters Score: Raw -17111.405939 + Penalty 452.118651 = -16659.287288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.604271 sec): 2 clusters Score: Raw -43643.688559 + Penalty 653.547999 = -42990.140560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.605371 sec): 3 clusters Score: Raw -43424.283142 + Penalty 1310.982000 = -42113.301142 nChanged 125 SP:Iteration 1F (104.606395 sec): 3 clusters Score: Raw -43513.084269 + Penalty 1312.836324 = -42200.247944 nChanged 41 SP:Iteration 2F (104.607419 sec): 3 clusters Score: Raw -43551.958266 + Penalty 1313.618633 = -42238.339633 nChanged 29 SP:Iteration 3F (104.608441 sec): 3 clusters Score: Raw -43585.224104 + Penalty 1312.943811 = -42272.280293 nChanged 22 SP:Iteration 4Q (104.609454 sec): 3 clusters Score: Raw -43608.721779 + Penalty 1314.372763 = -42294.349016 nChanged 22 SP:Iteration 5Q (104.610458 sec): 3 clusters Score: Raw -43631.798644 + Penalty 1317.132688 = -42314.665955 nChanged 18 SP:Iteration 6Q (104.611456 sec): 3 clusters Score: Raw -43656.008484 + Penalty 1315.537636 = -42340.470849 nChanged 19 SP:Iteration 7Q (104.612491 sec): 3 clusters Score: Raw -43685.262404 + Penalty 1313.952791 = -42371.309613 nChanged 12 SP:Iteration 8Q (104.613476 sec): 3 clusters Score: Raw -43696.265768 + Penalty 1319.731140 = -42376.534628 nChanged 7 SP:Iteration 9Q (104.614453 sec): 3 clusters Score: Raw -43705.434245 + Penalty 1324.198881 = -42381.235363 nChanged 10 SP:Iteration 10F (104.615498 sec): 3 clusters Score: Raw -43721.668092 + Penalty 1329.207641 = -42392.460451 nChanged 8 SP:Iteration 11Q (104.616463 sec): 3 clusters Score: Raw -43727.977484 + Penalty 1331.706410 = -42396.271074 nChanged 4 SP:Iteration 12Q (104.617420 sec): 3 clusters Score: Raw -43730.861961 + Penalty 1333.068770 = -42397.793190 nChanged 1 SP:Iteration 13Q (104.618441 sec): 3 clusters Score: Raw -43731.121796 + Penalty 1333.068770 = -42398.053026 nChanged 0 SP:Iteration 14F (104.619463 sec): 3 clusters Score: Raw -43731.121796 + Penalty 1333.068770 = -42398.053026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.622443 sec): 2 clusters Score: Raw -65530.441672 + Penalty 180.640650 = -65349.801022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.623950 sec): 3 clusters Score: Raw -65089.154120 + Penalty 425.468073 = -64663.686047 nChanged 304 SP:Iteration 1F (104.625409 sec): 3 clusters Score: Raw -65413.105473 + Penalty 454.814962 = -64958.290511 nChanged 69 SP:Iteration 2F (104.626846 sec): 3 clusters Score: Raw -65486.990954 + Penalty 504.109384 = -64982.881569 nChanged 28 SP:Iteration 3Q (104.628209 sec): 3 clusters Score: Raw -65516.212819 + Penalty 574.128473 = -64942.084346 nChanged 20 SP:Iteration 4F (104.629661 sec): 3 clusters Score: Raw -65535.922728 + Penalty 616.709883 = -64919.212844 nChanged 10 SP:Iteration 5F (104.631118 sec): 3 clusters Score: Raw -65549.933019 + Penalty 617.554389 = -64932.378631 nChanged 4 SP:Iteration 6Q (104.632338 sec): 3 clusters Score: Raw -65554.354779 + Penalty 625.388006 = -64928.966773 nChanged 1 SP:Iteration 7F (104.633793 sec): 3 clusters Score: Raw -65554.535533 + Penalty 625.388006 = -64929.147527 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 22 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.641450 sec): 2 clusters Score: Raw -178220.237161 + Penalty 727.680096 = -177492.557066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.645087 sec): 3 clusters Score: Raw -177091.543291 + Penalty 1471.036256 = -175620.507035 nChanged 762 SP:Iteration 1F (104.648785 sec): 3 clusters Score: Raw -177686.836193 + Penalty 1502.689977 = -176184.146216 nChanged 333 SP:Iteration 2F (104.652607 sec): 3 clusters Score: Raw -178033.626333 + Penalty 1530.935813 = -176502.690520 nChanged 175 SP:Iteration 3F (104.656488 sec): 3 clusters Score: Raw -178181.771449 + Penalty 1549.927264 = -176631.844184 nChanged 96 SP:Iteration 4Q (104.660068 sec): 3 clusters Score: Raw -178235.109552 + Penalty 1558.652993 = -176676.456558 nChanged 43 SP:Iteration 5Q (104.663580 sec): 3 clusters Score: Raw -178254.668727 + Penalty 1566.440469 = -176688.228258 nChanged 28 SP:Iteration 6Q (104.667118 sec): 3 clusters Score: Raw -178270.074930 + Penalty 1572.344487 = -176697.730442 nChanged 18 SP:Iteration 7Q (104.670971 sec): 3 clusters Score: Raw -178283.592499 + Penalty 1577.142698 = -176706.449802 nChanged 15 SP:Iteration 8Q (104.674543 sec): 3 clusters Score: Raw -178295.053747 + Penalty 1580.747734 = -176714.306013 nChanged 13 SP:Iteration 9Q (104.678028 sec): 3 clusters Score: Raw -178303.120688 + Penalty 1583.688218 = -176719.432470 nChanged 14 SP:Iteration 10F (104.681603 sec): 3 clusters Score: Raw -178311.564512 + Penalty 1588.238009 = -176723.326503 nChanged 17 SP:Iteration 11Q (104.685002 sec): 3 clusters Score: Raw -178329.016410 + Penalty 1591.158896 = -176737.857514 nChanged 17 SP:Iteration 12Q (104.688704 sec): 3 clusters Score: Raw -178337.516550 + Penalty 1593.974409 = -176743.542140 nChanged 12 SP:Iteration 13Q (104.692046 sec): 3 clusters Score: Raw -178344.645473 + Penalty 1594.719404 = -176749.926069 nChanged 7 SP:Iteration 14Q (104.695688 sec): 3 clusters Score: Raw -178348.826949 + Penalty 1596.069326 = -176752.757623 nChanged 5 SP:Iteration 15Q (104.699243 sec): 3 clusters Score: Raw -178353.778293 + Penalty 1597.515527 = -176756.262767 nChanged 8 SP:Iteration 16Q (104.702683 sec): 3 clusters Score: Raw -178359.292806 + Penalty 1597.798597 = -176761.494209 nChanged 8 SP:Iteration 17Q (104.706012 sec): 3 clusters Score: Raw -178366.310301 + Penalty 1599.100252 = -176767.210049 nChanged 7 SP:Iteration 18Q (104.709240 sec): 3 clusters Score: Raw -178370.898936 + Penalty 1599.242642 = -176771.656294 nChanged 4 SP:Iteration 19Q (104.712429 sec): 3 clusters Score: Raw -178375.471618 + Penalty 1599.738123 = -176775.733495 nChanged 6 SP:Iteration 20F (104.715995 sec): 3 clusters Score: Raw -178378.462575 + Penalty 1600.091805 = -176778.370770 nChanged 3 SP:Iteration 21Q (104.719210 sec): 3 clusters Score: Raw -178379.710727 + Penalty 1599.868362 = -176779.842365 nChanged 2 SP:Iteration 22Q (104.722699 sec): 3 clusters Score: Raw -178380.896637 + Penalty 1599.566366 = -176781.330272 nChanged 1 SP:Iteration 23Q (104.725870 sec): 3 clusters Score: Raw -178380.997751 + Penalty 1599.566366 = -176781.431385 nChanged 0 SP:Iteration 24F (104.729414 sec): 3 clusters Score: Raw -178380.997751 + Penalty 1599.566366 = -176781.431385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 33 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.733421 sec): 2 clusters Score: Raw -48919.390582 + Penalty 264.051183 = -48655.339399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.734643 sec): 3 clusters Score: Raw -48684.882198 + Penalty 647.484125 = -48037.398073 nChanged 207 SP:Iteration 1F (104.735812 sec): 3 clusters Score: Raw -48967.508358 + Penalty 729.494758 = -48238.013601 nChanged 49 SP:Iteration 2F (104.736964 sec): 3 clusters Score: Raw -49033.287705 + Penalty 762.310801 = -48270.976904 nChanged 17 SP:Iteration 3Q (104.738138 sec): 3 clusters Score: Raw -49052.535016 + Penalty 795.206316 = -48257.328700 nChanged 12 SP:Iteration 4F (104.739364 sec): 3 clusters Score: Raw -49070.712665 + Penalty 823.998757 = -48246.713908 nChanged 10 SP:Iteration 5F (104.740586 sec): 3 clusters Score: Raw -49085.231105 + Penalty 852.650731 = -48232.580374 nChanged 7 SP:Iteration 6F (104.741769 sec): 3 clusters Score: Raw -49095.251313 + Penalty 876.848370 = -48218.402943 nChanged 7 SP:Iteration 7F (104.742936 sec): 3 clusters Score: Raw -49107.360596 + Penalty 876.326926 = -48231.033670 nChanged 1 SP:Iteration 8Q (104.743929 sec): 3 clusters Score: Raw -49107.495510 + Penalty 876.326926 = -48231.168583 nChanged 0 SP:Iteration 9F (104.745109 sec): 3 clusters Score: Raw -49107.495510 + Penalty 876.326926 = -48231.168583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.745764 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.745977 sec): 3 clusters Score: Raw -1674.440139 + Penalty 40.373758 = -1634.066380 nChanged 4 SP:Iteration 1F (104.746189 sec): 3 clusters Score: Raw -1675.843281 + Penalty 41.719653 = -1634.123628 nChanged 1 SP:Iteration 2Q (104.746395 sec): 3 clusters Score: Raw -1676.752487 + Penalty 46.029485 = -1630.723001 nChanged 2 SP:Iteration 3F (104.746602 sec): 3 clusters Score: Raw -1682.127682 + Penalty 46.029485 = -1636.098196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.747065 sec): 2 clusters Score: Raw -477.029082 + Penalty 14.437911 = -462.591171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.747286 sec): 3 clusters Score: Raw -486.021763 + Penalty 30.323476 = -455.698287 nChanged 1 SP:Iteration 1F (104.747475 sec): 3 clusters Score: Raw -492.165084 + Penalty 30.323476 = -461.841608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.748101 sec): 2 clusters Score: Raw -4279.064805 + Penalty 153.678992 = -4125.385813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.748437 sec): 3 clusters Score: Raw -4372.116846 + Penalty 302.293251 = -4069.823595 nChanged 16 SP:Iteration 1F (104.748768 sec): 3 clusters Score: Raw -4419.878997 + Penalty 304.128267 = -4115.750730 nChanged 3 SP:Iteration 2Q (104.749079 sec): 3 clusters Score: Raw -4430.758580 + Penalty 304.798334 = -4125.960246 nChanged 1 SP:Iteration 3Q (104.749388 sec): 3 clusters Score: Raw -4435.556098 + Penalty 305.733322 = -4129.822776 nChanged 1 SP:Iteration 4Q (104.749698 sec): 3 clusters Score: Raw -4437.460201 + Penalty 305.733322 = -4131.726878 nChanged 0 SP:Iteration 5F (104.750028 sec): 3 clusters Score: Raw -4437.460201 + Penalty 305.733322 = -4131.726878 nChanged 0 Score: Raw -2683397.496181 + Penalty 9557.910749 = -2673839.585432 Splitting cluster 51 changes total score from -2655475.842164 to -2673839.585432 So it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.008780 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.008981 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 80 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.011580 sec): 2 clusters Score: Raw -65815.556908 + Penalty 764.513590 = -65051.043318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.013119 sec): 3 clusters Score: Raw -65537.539095 + Penalty 1532.298298 = -64005.240797 nChanged 214 SP:Iteration 1F (105.014571 sec): 3 clusters Score: Raw -65703.889624 + Penalty 1535.159255 = -64168.730369 nChanged 82 SP:Iteration 2F (105.016012 sec): 3 clusters Score: Raw -65804.415663 + Penalty 1541.266783 = -64263.148879 nChanged 49 SP:Iteration 3F (105.017442 sec): 3 clusters Score: Raw -65858.904122 + Penalty 1549.824078 = -64309.080045 nChanged 28 SP:Iteration 4Q (105.018843 sec): 3 clusters Score: Raw -65882.034505 + Penalty 1559.794271 = -64322.240234 nChanged 22 SP:Iteration 5Q (105.020371 sec): 3 clusters Score: Raw -65899.925872 + Penalty 1566.317526 = -64333.608346 nChanged 17 SP:Iteration 6Q (105.021853 sec): 3 clusters Score: Raw -65913.285500 + Penalty 1579.101214 = -64334.184286 nChanged 18 SP:Iteration 7Q (105.023366 sec): 3 clusters Score: Raw -65930.882669 + Penalty 1589.355330 = -64341.527339 nChanged 14 SP:Iteration 8Q (105.024841 sec): 3 clusters Score: Raw -65942.858484 + Penalty 1595.080127 = -64347.778357 nChanged 15 SP:Iteration 9Q (105.026214 sec): 3 clusters Score: Raw -65961.184321 + Penalty 1613.492202 = -64347.692119 nChanged 17 SP:Iteration 10F (105.027640 sec): 3 clusters Score: Raw -65986.596554 + Penalty 1626.615942 = -64359.980612 nChanged 9 SP:Iteration 11Q (105.028961 sec): 3 clusters Score: Raw -66010.544187 + Penalty 1646.404686 = -64364.139501 nChanged 10 SP:Iteration 12Q (105.030303 sec): 3 clusters Score: Raw -66023.225778 + Penalty 1664.979673 = -64358.246105 nChanged 10 SP:Iteration 13F (105.031759 sec): 3 clusters Score: Raw -66036.809730 + Penalty 1672.597941 = -64364.211788 nChanged 1 SP:Iteration 14Q (105.033055 sec): 3 clusters Score: Raw -66037.986684 + Penalty 1673.001366 = -64364.985318 nChanged 1 SP:Iteration 15Q (105.034399 sec): 3 clusters Score: Raw -66040.844920 + Penalty 1672.203986 = -64368.640934 nChanged 2 SP:Iteration 16Q (105.035686 sec): 3 clusters Score: Raw -66044.581443 + Penalty 1672.203986 = -64372.377457 nChanged 0 SP:Iteration 17F (105.037147 sec): 3 clusters Score: Raw -66044.581443 + Penalty 1672.203986 = -64372.377457 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 110 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.039510 sec): 2 clusters Score: Raw -58704.079456 + Penalty 989.102868 = -57714.976588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.040850 sec): 3 clusters Score: Raw -58527.739704 + Penalty 1977.530317 = -56550.209386 nChanged 157 SP:Iteration 1F (105.042101 sec): 3 clusters Score: Raw -58679.756221 + Penalty 1977.837930 = -56701.918291 nChanged 43 SP:Iteration 2F (105.043354 sec): 3 clusters Score: Raw -58720.969352 + Penalty 1978.058808 = -56742.910544 nChanged 27 SP:Iteration 3Q (105.044586 sec): 3 clusters Score: Raw -58759.328673 + Penalty 1978.242319 = -56781.086354 nChanged 15 SP:Iteration 4Q (105.045817 sec): 3 clusters Score: Raw -58777.207122 + Penalty 1978.513635 = -56798.693487 nChanged 11 SP:Iteration 5Q (105.047043 sec): 3 clusters Score: Raw -58785.938757 + Penalty 1978.623924 = -56807.314833 nChanged 7 SP:Iteration 6Q (105.048288 sec): 3 clusters Score: Raw -58795.741301 + Penalty 1979.055854 = -56816.685446 nChanged 9 SP:Iteration 7Q (105.049521 sec): 3 clusters Score: Raw -58804.369701 + Penalty 1979.562176 = -56824.807526 nChanged 13 SP:Iteration 8Q (105.050743 sec): 3 clusters Score: Raw -58815.788430 + Penalty 1979.702328 = -56836.086102 nChanged 9 SP:Iteration 9Q (105.051969 sec): 3 clusters Score: Raw -58823.644212 + Penalty 1979.816637 = -56843.827575 nChanged 13 SP:Iteration 10F (105.053290 sec): 3 clusters Score: Raw -58840.650652 + Penalty 1979.790501 = -56860.860151 nChanged 9 SP:Iteration 11Q (105.054590 sec): 3 clusters Score: Raw -58847.636428 + Penalty 1980.104545 = -56867.531882 nChanged 8 SP:Iteration 12Q (105.055873 sec): 3 clusters Score: Raw -58854.963856 + Penalty 1980.826827 = -56874.137029 nChanged 8 SP:Iteration 13Q (105.057158 sec): 3 clusters Score: Raw -58860.592967 + Penalty 1980.880084 = -56879.712883 nChanged 5 SP:Iteration 14Q (105.058394 sec): 3 clusters Score: Raw -58865.082122 + Penalty 1980.803297 = -56884.278825 nChanged 7 SP:Iteration 15Q (105.059611 sec): 3 clusters Score: Raw -58873.790095 + Penalty 1980.748843 = -56893.041252 nChanged 10 SP:Iteration 16Q (105.060827 sec): 3 clusters Score: Raw -58882.860006 + Penalty 1980.937385 = -56901.922621 nChanged 10 SP:Iteration 17Q (105.062053 sec): 3 clusters Score: Raw -58889.888872 + Penalty 1980.771518 = -56909.117353 nChanged 6 SP:Iteration 18Q (105.063271 sec): 3 clusters Score: Raw -58897.168948 + Penalty 1980.420613 = -56916.748335 nChanged 8 SP:Iteration 19Q (105.064487 sec): 3 clusters Score: Raw -58905.410075 + Penalty 1979.882513 = -56925.527563 nChanged 9 SP:Iteration 20F (105.065740 sec): 3 clusters Score: Raw -58914.441256 + Penalty 1979.862546 = -56934.578709 nChanged 4 SP:Iteration 21Q (105.066961 sec): 3 clusters Score: Raw -58919.467530 + Penalty 1980.343396 = -56939.124134 nChanged 4 SP:Iteration 22Q (105.068186 sec): 3 clusters Score: Raw -58925.998537 + Penalty 1980.190082 = -56945.808455 nChanged 1 SP:Iteration 23Q (105.069401 sec): 3 clusters Score: Raw -58926.701828 + Penalty 1980.223582 = -56946.478246 nChanged 2 SP:Iteration 24Q (105.070615 sec): 3 clusters Score: Raw -58928.443663 + Penalty 1980.152377 = -56948.291286 nChanged 3 SP:Iteration 25Q (105.071812 sec): 3 clusters Score: Raw -58932.945503 + Penalty 1979.956946 = -56952.988558 nChanged 2 SP:Iteration 26Q (105.073008 sec): 3 clusters Score: Raw -58935.532067 + Penalty 1979.791081 = -56955.740986 nChanged 1 SP:Iteration 27Q (105.074233 sec): 3 clusters Score: Raw -58936.410417 + Penalty 1979.791081 = -56956.619336 nChanged 0 SP:Iteration 28F (105.075512 sec): 3 clusters Score: Raw -58936.410417 + Penalty 1979.791081 = -56956.619336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.076027 sec): 2 clusters Score: Raw -735.907642 + Penalty 34.334164 = -701.573478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.076245 sec): 3 clusters Score: Raw -749.723617 + Penalty 66.690017 = -683.033600 nChanged 1 SP:Iteration 1F (105.076459 sec): 3 clusters Score: Raw -751.959370 + Penalty 66.690017 = -685.269354 nChanged 0 Deleting Class 155 (9 points): Lose 153.989325 but Gain 161.725645 Iteration 219F (105.364818 sec): 18 clusters Score: Raw -2664664.302707 + Penalty 9366.732718 = -2655297.569989 nChanged 19 Iteration 220F (105.614015 sec): 18 clusters Score: Raw -2664686.789714 + Penalty 9379.359020 = -2655307.430693 nChanged 5 Deleting Class 13 (471 points): Lose 1096.621798 but Gain 1096.642493 Iteration 221Q (105.687592 sec): 17 clusters Score: Raw -2663627.744882 + Penalty 8325.237719 = -2655302.507163 nChanged 478 Iteration 222F (105.924140 sec): 17 clusters Score: Raw -2664432.617639 + Penalty 8346.810045 = -2656085.807594 nChanged 147 Iteration 223Q (105.996626 sec): 17 clusters Score: Raw -2664539.014780 + Penalty 8399.124106 = -2656139.890674 nChanged 79 Iteration 224Q (106.074903 sec): 17 clusters Score: Raw -2664643.102627 + Penalty 8454.642904 = -2656188.459723 nChanged 66 Iteration 225Q (106.148793 sec): 17 clusters Score: Raw -2664667.243093 + Penalty 8471.701946 = -2656195.541147 nChanged 59 Iteration 226Q (106.220864 sec): 17 clusters Score: Raw -2664689.849872 + Penalty 8485.808770 = -2656204.041102 nChanged 50 Iteration 227Q (106.296084 sec): 17 clusters Score: Raw -2664712.789429 + Penalty 8512.017709 = -2656200.771720 nChanged 57 Iteration 228F (106.532502 sec): 17 clusters Score: Raw -2664792.713634 + Penalty 8563.323636 = -2656229.389998 nChanged 51 Iteration 229Q (106.604738 sec): 17 clusters Score: Raw -2664904.051374 + Penalty 8626.444731 = -2656277.606643 nChanged 46 Deleting Class 10 (117 points): Lose 534.471693 but Gain 596.584030 Iteration 230F (106.841320 sec): 16 clusters Score: Raw -2664433.946371 + Penalty 8067.205895 = -2656366.740475 nChanged 136 Iteration 231Q (106.913835 sec): 16 clusters Score: Raw -2664663.429735 + Penalty 8086.265010 = -2656577.164725 nChanged 16 Iteration 232Q (106.986734 sec): 16 clusters Score: Raw -2664676.843774 + Penalty 8095.358544 = -2656581.485230 nChanged 7 Iteration 233Q (107.059936 sec): 16 clusters Score: Raw -2664700.013733 + Penalty 8103.991755 = -2656596.021977 nChanged 3 Iteration 234Q (107.130124 sec): 16 clusters Score: Raw -2664764.260388 + Penalty 8107.861108 = -2656656.399281 nChanged 4 Iteration 235Q (107.201292 sec): 16 clusters Score: Raw -2664800.856237 + Penalty 8113.126794 = -2656687.729443 nChanged 1 Iteration 236Q (107.272057 sec): 16 clusters Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705 nChanged 0 Iteration 237F (107.491590 sec): 16 clusters Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705 nChanged 0 Writing temp clu file Memory request: 0.14 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -2664803.441499 + Penalty 8113.126794 = -2656690.314705Memory request: 0.11 GB would take us to total of 0.39 GB. Trying to split cluster 1 (23297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.662067 sec): 2 clusters Score: Raw -2014372.702410 + Penalty 258.779312 = -2014113.923098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.709807 sec): 3 clusters Score: Raw -1998493.348596 + Penalty 481.911558 = -1998011.437038 nChanged 11151 SP:Iteration 1F (107.755106 sec): 3 clusters Score: Raw -2006676.866474 + Penalty 572.878368 = -2006103.988106 nChanged 5366 SP:Iteration 2F (107.799524 sec): 3 clusters Score: Raw -2013554.420586 + Penalty 842.157867 = -2012712.262719 nChanged 756 SP:Iteration 3Q (107.845109 sec): 3 clusters Score: Raw -2014389.542485 + Penalty 957.078640 = -2013432.463846 nChanged 80 SP:Iteration 4Q (107.881294 sec): 3 clusters Score: Raw -2014472.572878 + Penalty 1021.971470 = -2013450.601408 nChanged 25 SP:Iteration 5Q (107.915610 sec): 3 clusters Score: Raw -2014495.292983 + Penalty 1023.837733 = -2013471.455250 nChanged 4 SP:Iteration 6Q (107.950280 sec): 3 clusters Score: Raw -2014501.474208 + Penalty 1038.046664 = -2013463.427543 nChanged 3 SP:Iteration 7F (107.994112 sec): 3 clusters Score: Raw -2014506.875733 + Penalty 1053.547739 = -2013453.327994 nChanged 2 SP:Iteration 8F (108.037535 sec): 3 clusters Score: Raw -2014509.419936 + Penalty 1057.767751 = -2013451.652185 nChanged 1 SP:Iteration 9F (108.081424 sec): 3 clusters Score: Raw -2014509.831246 + Penalty 1074.539661 = -2013435.291585 nChanged 3 SP:Iteration 10F (108.124890 sec): 3 clusters Score: Raw -2014511.562254 + Penalty 1074.539661 = -2013437.022593 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.147525 sec): 2 clusters Score: Raw -190792.093501 + Penalty 157.230000 = -190634.863501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.151884 sec): 3 clusters Score: Raw -189442.663984 + Penalty 334.574891 = -189108.089093 nChanged 985 SP:Iteration 1F (108.156236 sec): 3 clusters Score: Raw -190322.935728 + Penalty 342.209185 = -189980.726542 nChanged 225 SP:Iteration 2F (108.160735 sec): 3 clusters Score: Raw -190528.025792 + Penalty 348.445701 = -190179.580090 nChanged 123 SP:Iteration 3F (108.165164 sec): 3 clusters Score: Raw -190614.173695 + Penalty 353.617676 = -190260.556019 nChanged 78 SP:Iteration 4Q (108.169304 sec): 3 clusters Score: Raw -190655.479423 + Penalty 357.985471 = -190297.493952 nChanged 56 SP:Iteration 5Q (108.173389 sec): 3 clusters Score: Raw -190676.298550 + Penalty 361.363077 = -190314.935473 nChanged 36 SP:Iteration 6Q (108.177707 sec): 3 clusters Score: Raw -190687.495115 + Penalty 365.098567 = -190322.396548 nChanged 31 SP:Iteration 7Q (108.181947 sec): 3 clusters Score: Raw -190700.028571 + Penalty 368.286993 = -190331.741578 nChanged 25 SP:Iteration 8Q (108.185881 sec): 3 clusters Score: Raw -190706.576720 + Penalty 370.302590 = -190336.274130 nChanged 18 SP:Iteration 9Q (108.189703 sec): 3 clusters Score: Raw -190710.509497 + Penalty 372.707430 = -190337.802067 nChanged 16 SP:Iteration 10F (108.194012 sec): 3 clusters Score: Raw -190713.602353 + Penalty 375.187556 = -190338.414797 nChanged 16 SP:Iteration 11Q (108.198115 sec): 3 clusters Score: Raw -190716.439881 + Penalty 376.957070 = -190339.482811 nChanged 17 SP:Iteration 12Q (108.202033 sec): 3 clusters Score: Raw -190719.551683 + Penalty 379.305088 = -190340.246595 nChanged 16 SP:Iteration 13Q (108.205904 sec): 3 clusters Score: Raw -190721.758382 + Penalty 381.442013 = -190340.316368 nChanged 11 SP:Iteration 14Q (108.209962 sec): 3 clusters Score: Raw -190723.119432 + Penalty 383.006360 = -190340.113071 nChanged 8 SP:Iteration 15F (108.214191 sec): 3 clusters Score: Raw -190724.053233 + Penalty 383.957611 = -190340.095622 nChanged 9 SP:Iteration 16F (108.218398 sec): 3 clusters Score: Raw -190725.096305 + Penalty 384.655311 = -190340.440995 nChanged 10 SP:Iteration 17Q (108.222162 sec): 3 clusters Score: Raw -190727.196363 + Penalty 386.248047 = -190340.948316 nChanged 16 SP:Iteration 18Q (108.226135 sec): 3 clusters Score: Raw -190731.156745 + Penalty 388.047411 = -190343.109334 nChanged 18 SP:Iteration 19Q (108.230163 sec): 3 clusters Score: Raw -190736.575768 + Penalty 390.960991 = -190345.614777 nChanged 23 SP:Iteration 20F (108.234356 sec): 3 clusters Score: Raw -190743.945682 + Penalty 393.226663 = -190350.719019 nChanged 21 SP:Iteration 21Q (108.238090 sec): 3 clusters Score: Raw -190749.015721 + Penalty 396.123103 = -190352.892618 nChanged 14 SP:Iteration 22Q (108.241816 sec): 3 clusters Score: Raw -190751.298357 + Penalty 398.055816 = -190353.242542 nChanged 14 SP:Iteration 23Q (108.245615 sec): 3 clusters Score: Raw -190754.414706 + Penalty 401.588392 = -190352.826314 nChanged 15 SP:Iteration 24F (108.249869 sec): 3 clusters Score: Raw -190758.421953 + Penalty 403.026123 = -190355.395831 nChanged 11 SP:Iteration 25Q (108.253583 sec): 3 clusters Score: Raw -190760.334540 + Penalty 404.170573 = -190356.163967 nChanged 8 SP:Iteration 26Q (108.257269 sec): 3 clusters Score: Raw -190761.871515 + Penalty 405.202023 = -190356.669492 nChanged 4 SP:Iteration 27Q (108.261278 sec): 3 clusters Score: Raw -190762.448939 + Penalty 405.285839 = -190357.163100 nChanged 7 SP:Iteration 28Q (108.265373 sec): 3 clusters Score: Raw -190764.670134 + Penalty 404.293633 = -190360.376501 nChanged 7 SP:Iteration 29Q (108.269260 sec): 3 clusters Score: Raw -190766.160429 + Penalty 404.529247 = -190361.631182 nChanged 4 SP:Iteration 30F (108.273634 sec): 3 clusters Score: Raw -190767.284211 + Penalty 405.090882 = -190362.193329 nChanged 4 SP:Iteration 31Q (108.277681 sec): 3 clusters Score: Raw -190768.203642 + Penalty 404.673009 = -190363.530633 nChanged 4 SP:Iteration 32Q (108.281650 sec): 3 clusters Score: Raw -190768.998122 + Penalty 405.187826 = -190363.810296 nChanged 7 SP:Iteration 33Q (108.285917 sec): 3 clusters Score: Raw -190770.281731 + Penalty 404.982965 = -190365.298765 nChanged 6 SP:Iteration 34Q (108.289845 sec): 3 clusters Score: Raw -190771.495211 + Penalty 407.097271 = -190364.397940 nChanged 7 SP:Iteration 35F (108.294589 sec): 3 clusters Score: Raw -190772.932202 + Penalty 406.796997 = -190366.135205 nChanged 6 SP:Iteration 36Q (108.298566 sec): 3 clusters Score: Raw -190775.674772 + Penalty 407.110180 = -190368.564592 nChanged 3 SP:Iteration 37Q (108.302428 sec): 3 clusters Score: Raw -190776.862758 + Penalty 408.261875 = -190368.600883 nChanged 4 SP:Iteration 38Q (108.306312 sec): 3 clusters Score: Raw -190777.783343 + Penalty 408.632922 = -190369.150421 nChanged 1 SP:Iteration 39Q (108.310265 sec): 3 clusters Score: Raw -190778.009153 + Penalty 408.220816 = -190369.788336 nChanged 1 SP:Iteration 40F (108.314614 sec): 3 clusters Score: Raw -190778.850962 + Penalty 407.856579 = -190370.994383 nChanged 1 SP:Iteration 41Q (108.318499 sec): 3 clusters Score: Raw -190779.420168 + Penalty 407.913957 = -190371.506211 nChanged 1 SP:Iteration 42Q (108.322455 sec): 3 clusters Score: Raw -190779.557597 + Penalty 408.049560 = -190371.508037 nChanged 1 SP:Iteration 43Q (108.326526 sec): 3 clusters Score: Raw -190779.717260 + Penalty 407.829629 = -190371.887631 nChanged 2 SP:Iteration 44Q (108.330490 sec): 3 clusters Score: Raw -190780.100772 + Penalty 408.926221 = -190371.174551 nChanged 4 SP:Iteration 45F (108.334913 sec): 3 clusters Score: Raw -190781.155399 + Penalty 409.453630 = -190371.701768 nChanged 5 SP:Iteration 46Q (108.338778 sec): 3 clusters Score: Raw -190782.112655 + Penalty 410.609849 = -190371.502806 nChanged 4 SP:Iteration 47F (108.343186 sec): 3 clusters Score: Raw -190782.813911 + Penalty 411.601223 = -190371.212688 nChanged 7 SP:Iteration 48F (108.347656 sec): 3 clusters Score: Raw -190784.256308 + Penalty 412.940905 = -190371.315403 nChanged 5 SP:Iteration 49Q (108.351570 sec): 3 clusters Score: Raw -190785.344293 + Penalty 414.875236 = -190370.469057 nChanged 5 SP:Iteration 50F (108.356047 sec): 3 clusters Score: Raw -190786.317749 + Penalty 417.042053 = -190369.275696 nChanged 7 SP:Iteration 51F (108.360556 sec): 3 clusters Score: Raw -190787.535375 + Penalty 419.090608 = -190368.444767 nChanged 5 SP:Iteration 52F (108.364949 sec): 3 clusters Score: Raw -190788.340620 + Penalty 420.900967 = -190367.439653 nChanged 6 SP:Iteration 53F (108.369331 sec): 3 clusters Score: Raw -190789.263664 + Penalty 422.936180 = -190366.327484 nChanged 5 SP:Iteration 54F (108.373748 sec): 3 clusters Score: Raw -190790.164127 + Penalty 423.245855 = -190366.918271 nChanged 3 SP:Iteration 55Q (108.377710 sec): 3 clusters Score: Raw -190790.744342 + Penalty 423.245855 = -190367.498487 nChanged 0 SP:Iteration 56F (108.382396 sec): 3 clusters Score: Raw -190790.744342 + Penalty 423.245855 = -190367.498487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.391882 sec): 2 clusters Score: Raw -3269.635220 + Penalty 221.039899 = -3048.595321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.392209 sec): 3 clusters Score: Raw -3413.107718 + Penalty 424.950958 = -2988.156760 nChanged 3 SP:Iteration 1F (108.392524 sec): 3 clusters Score: Raw -3417.056368 + Penalty 427.257547 = -2989.798821 nChanged 1 SP:Iteration 2Q (108.392825 sec): 3 clusters Score: Raw -3418.567194 + Penalty 430.874297 = -2987.692897 nChanged 1 SP:Iteration 3F (108.393137 sec): 3 clusters Score: Raw -3421.637447 + Penalty 449.560131 = -2972.077316 nChanged 3 SP:Iteration 4F (108.393431 sec): 3 clusters Score: Raw -3430.645154 + Penalty 469.925979 = -2960.719176 nChanged 3 SP:Iteration 5F (108.393725 sec): 3 clusters Score: Raw -3442.614717 + Penalty 475.845219 = -2966.769498 nChanged 1 SP:Iteration 6Q (108.394002 sec): 3 clusters Score: Raw -3447.695875 + Penalty 475.845219 = -2971.850656 nChanged 0 SP:Iteration 7F (108.394296 sec): 3 clusters Score: Raw -3447.695875 + Penalty 475.845219 = -2971.850656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.394760 sec): 2 clusters Score: Raw -324.569663 + Penalty 16.288959 = -308.280704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.394952 sec): 3 clusters Score: Raw -335.292865 + Penalty 32.577917 = -302.714947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 6 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.396760 sec): 2 clusters Score: Raw -24924.540269 + Penalty 310.038341 = -24614.501929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.397518 sec): 3 clusters Score: Raw -24793.643913 + Penalty 618.914926 = -24174.728987 nChanged 89 SP:Iteration 1F (108.398272 sec): 3 clusters Score: Raw -24850.545996 + Penalty 615.592131 = -24234.953866 nChanged 24 SP:Iteration 2F (108.399023 sec): 3 clusters Score: Raw -24876.486577 + Penalty 606.599147 = -24269.887430 nChanged 18 SP:Iteration 3F (108.399774 sec): 3 clusters Score: Raw -24905.492308 + Penalty 604.797145 = -24300.695162 nChanged 15 SP:Iteration 4F (108.400526 sec): 3 clusters Score: Raw -24916.358574 + Penalty 603.500393 = -24312.858181 nChanged 9 SP:Iteration 5Q (108.401258 sec): 3 clusters Score: Raw -24922.976479 + Penalty 601.744776 = -24321.231703 nChanged 8 SP:Iteration 6Q (108.401989 sec): 3 clusters Score: Raw -24931.000519 + Penalty 600.501241 = -24330.499278 nChanged 6 SP:Iteration 7Q (108.402716 sec): 3 clusters Score: Raw -24937.446712 + Penalty 602.076223 = -24335.370490 nChanged 5 SP:Iteration 8Q (108.403439 sec): 3 clusters Score: Raw -24940.167483 + Penalty 602.223705 = -24337.943778 nChanged 1 SP:Iteration 9Q (108.404162 sec): 3 clusters Score: Raw -24940.891551 + Penalty 602.223705 = -24338.667846 nChanged 0 SP:Iteration 10F (108.404913 sec): 3 clusters Score: Raw -24940.891551 + Penalty 602.223705 = -24338.667846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.405408 sec): 2 clusters Score: Raw -325.174486 + Penalty 13.169796 = -312.004690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.405599 sec): 3 clusters Score: Raw -332.617550 + Penalty 26.339593 = -306.277957 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 17 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.408684 sec): 2 clusters Score: Raw -66152.369566 + Penalty 183.304344 = -65969.065222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.410423 sec): 3 clusters Score: Raw -65737.890593 + Penalty 367.436721 = -65370.453873 nChanged 291 SP:Iteration 1F (108.412110 sec): 3 clusters Score: Raw -65993.233416 + Penalty 370.918389 = -65622.315027 nChanged 73 SP:Iteration 2F (108.413704 sec): 3 clusters Score: Raw -66071.069295 + Penalty 373.484476 = -65697.584819 nChanged 41 SP:Iteration 3F (108.415252 sec): 3 clusters Score: Raw -66097.697041 + Penalty 373.375073 = -65724.321968 nChanged 14 SP:Iteration 4Q (108.416892 sec): 3 clusters Score: Raw -66099.992916 + Penalty 373.768504 = -65726.224412 nChanged 2 SP:Iteration 5Q (108.418501 sec): 3 clusters Score: Raw -66100.090669 + Penalty 373.920779 = -65726.169890 nChanged 1 SP:Iteration 6F (108.420060 sec): 3 clusters Score: Raw -66100.069231 + Penalty 373.920779 = -65726.148452 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 22 (2229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.431580 sec): 2 clusters Score: Raw -202190.620054 + Penalty 752.932451 = -201437.687603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.436255 sec): 3 clusters Score: Raw -200893.111700 + Penalty 1518.127972 = -199374.983728 nChanged 892 SP:Iteration 1F (108.440855 sec): 3 clusters Score: Raw -201560.863301 + Penalty 1538.053211 = -200022.810090 nChanged 334 SP:Iteration 2F (108.445459 sec): 3 clusters Score: Raw -201874.984195 + Penalty 1551.436886 = -200323.547310 nChanged 181 SP:Iteration 3F (108.449807 sec): 3 clusters Score: Raw -202005.420061 + Penalty 1556.765153 = -200448.654907 nChanged 75 SP:Iteration 4Q (108.454183 sec): 3 clusters Score: Raw -202045.283117 + Penalty 1563.393223 = -200481.889894 nChanged 48 SP:Iteration 5Q (108.458585 sec): 3 clusters Score: Raw -202072.024044 + Penalty 1569.689354 = -200502.334690 nChanged 42 SP:Iteration 6Q (108.463220 sec): 3 clusters Score: Raw -202094.664949 + Penalty 1574.488351 = -200520.176599 nChanged 38 SP:Iteration 7Q (108.467591 sec): 3 clusters Score: Raw -202111.957771 + Penalty 1579.188300 = -200532.769471 nChanged 33 SP:Iteration 8Q (108.471839 sec): 3 clusters Score: Raw -202124.934982 + Penalty 1582.179730 = -200542.755252 nChanged 26 SP:Iteration 9Q (108.476113 sec): 3 clusters Score: Raw -202133.149470 + Penalty 1585.792109 = -200547.357361 nChanged 21 SP:Iteration 10F (108.480503 sec): 3 clusters Score: Raw -202142.618160 + Penalty 1588.416240 = -200554.201920 nChanged 22 SP:Iteration 11Q (108.484796 sec): 3 clusters Score: Raw -202149.547144 + Penalty 1589.523500 = -200560.023643 nChanged 22 SP:Iteration 12Q (108.489294 sec): 3 clusters Score: Raw -202156.485269 + Penalty 1590.568994 = -200565.916275 nChanged 22 SP:Iteration 13Q (108.493705 sec): 3 clusters Score: Raw -202164.903078 + Penalty 1591.473573 = -200573.429505 nChanged 12 SP:Iteration 14Q (108.497979 sec): 3 clusters Score: Raw -202169.459631 + Penalty 1592.841072 = -200576.618559 nChanged 13 SP:Iteration 15Q (108.502150 sec): 3 clusters Score: Raw -202172.498988 + Penalty 1594.754147 = -200577.744842 nChanged 16 SP:Iteration 16Q (108.506356 sec): 3 clusters Score: Raw -202177.758464 + Penalty 1596.851154 = -200580.907311 nChanged 17 SP:Iteration 17Q (108.510542 sec): 3 clusters Score: Raw -202181.792693 + Penalty 1597.330184 = -200584.462509 nChanged 8 SP:Iteration 18Q (108.514849 sec): 3 clusters Score: Raw -202183.778928 + Penalty 1597.886216 = -200585.892712 nChanged 9 SP:Iteration 19Q (108.519013 sec): 3 clusters Score: Raw -202189.670939 + Penalty 1599.624813 = -200590.046126 nChanged 16 SP:Iteration 20F (108.523426 sec): 3 clusters Score: Raw -202197.172315 + Penalty 1602.457787 = -200594.714528 nChanged 20 SP:Iteration 21Q (108.527747 sec): 3 clusters Score: Raw -202205.005885 + Penalty 1605.493816 = -200599.512069 nChanged 19 SP:Iteration 22Q (108.532169 sec): 3 clusters Score: Raw -202213.169669 + Penalty 1609.547581 = -200603.622088 nChanged 24 SP:Iteration 23Q (108.536449 sec): 3 clusters Score: Raw -202226.101366 + Penalty 1614.025985 = -200612.075380 nChanged 26 SP:Iteration 24Q (108.541042 sec): 3 clusters Score: Raw -202243.593044 + Penalty 1617.686282 = -200625.906762 nChanged 21 SP:Iteration 25Q (108.545247 sec): 3 clusters Score: Raw -202253.570177 + Penalty 1620.724337 = -200632.845840 nChanged 13 SP:Iteration 26Q (108.549375 sec): 3 clusters Score: Raw -202257.079641 + Penalty 1622.124145 = -200634.955496 nChanged 9 SP:Iteration 27Q (108.553569 sec): 3 clusters Score: Raw -202259.846077 + Penalty 1623.565936 = -200636.280141 nChanged 9 SP:Iteration 28Q (108.557640 sec): 3 clusters Score: Raw -202262.308570 + Penalty 1623.812479 = -200638.496090 nChanged 9 SP:Iteration 29Q (108.562032 sec): 3 clusters Score: Raw -202267.135853 + Penalty 1626.736114 = -200640.399739 nChanged 12 SP:Iteration 30F (108.566545 sec): 3 clusters Score: Raw -202272.174370 + Penalty 1626.651727 = -200645.522644 nChanged 8 SP:Iteration 31Q (108.570643 sec): 3 clusters Score: Raw -202277.489239 + Penalty 1627.980162 = -200649.509077 nChanged 10 SP:Iteration 32Q (108.575013 sec): 3 clusters Score: Raw -202285.867991 + Penalty 1628.423470 = -200657.444522 nChanged 11 SP:Iteration 33Q (108.579074 sec): 3 clusters Score: Raw -202293.523763 + Penalty 1627.630776 = -200665.892987 nChanged 10 SP:Iteration 34Q (108.583102 sec): 3 clusters Score: Raw -202299.552584 + Penalty 1629.527004 = -200670.025581 nChanged 3 SP:Iteration 35Q (108.587278 sec): 3 clusters Score: Raw -202300.327206 + Penalty 1629.367860 = -200670.959346 nChanged 2 SP:Iteration 36Q (108.591397 sec): 3 clusters Score: Raw -202300.742874 + Penalty 1630.218069 = -200670.524805 nChanged 2 SP:Iteration 37F (108.596320 sec): 3 clusters Score: Raw -202301.067166 + Penalty 1630.459478 = -200670.607688 nChanged 2 SP:Iteration 38Q (108.600334 sec): 3 clusters Score: Raw -202301.385184 + Penalty 1630.961406 = -200670.423778 nChanged 3 SP:Iteration 39F (108.604808 sec): 3 clusters Score: Raw -202301.824248 + Penalty 1631.438647 = -200670.385601 nChanged 2 SP:Iteration 40F (108.609375 sec): 3 clusters Score: Raw -202302.046545 + Penalty 1632.753643 = -200669.292902 nChanged 2 SP:Iteration 41F (108.613826 sec): 3 clusters Score: Raw -202302.476516 + Penalty 1633.625309 = -200668.851208 nChanged 3 SP:Iteration 42F (108.618307 sec): 3 clusters Score: Raw -202303.523222 + Penalty 1633.061506 = -200670.461716 nChanged 2 SP:Iteration 43Q (108.622296 sec): 3 clusters Score: Raw -202304.608673 + Penalty 1633.646016 = -200670.962657 nChanged 5 SP:Iteration 44Q (108.626368 sec): 3 clusters Score: Raw -202306.755703 + Penalty 1634.956077 = -200671.799626 nChanged 5 SP:Iteration 45Q (108.630709 sec): 3 clusters Score: Raw -202310.324393 + Penalty 1635.122084 = -200675.202309 nChanged 6 SP:Iteration 46Q (108.634664 sec): 3 clusters Score: Raw -202312.963513 + Penalty 1636.088369 = -200676.875143 nChanged 6 SP:Iteration 47Q (108.638660 sec): 3 clusters Score: Raw -202315.001346 + Penalty 1638.161484 = -200676.839861 nChanged 5 SP:Iteration 48F (108.643153 sec): 3 clusters Score: Raw -202316.992414 + Penalty 1640.840991 = -200676.151423 nChanged 5 SP:Iteration 49F (108.647736 sec): 3 clusters Score: Raw -202318.968630 + Penalty 1642.837543 = -200676.131088 nChanged 5 SP:Iteration 50F (108.652557 sec): 3 clusters Score: Raw -202320.802635 + Penalty 1644.466011 = -200676.336624 nChanged 2 SP:Iteration 51Q (108.656498 sec): 3 clusters Score: Raw -202322.622110 + Penalty 1644.250857 = -200678.371253 nChanged 1 SP:Iteration 52Q (108.660600 sec): 3 clusters Score: Raw -202324.093822 + Penalty 1645.500011 = -200678.593812 nChanged 2 SP:Iteration 53Q (108.664871 sec): 3 clusters Score: Raw -202325.231674 + Penalty 1645.423102 = -200679.808572 nChanged 2 SP:Iteration 54Q (108.668937 sec): 3 clusters Score: Raw -202326.186761 + Penalty 1645.141965 = -200681.044795 nChanged 1 SP:Iteration 55Q (108.672914 sec): 3 clusters Score: Raw -202326.490730 + Penalty 1645.141965 = -200681.348765 nChanged 0 SP:Iteration 56F (108.677427 sec): 3 clusters Score: Raw -202326.490730 + Penalty 1645.141965 = -200681.348765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 33 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.683283 sec): 2 clusters Score: Raw -64077.008556 + Penalty 248.427166 = -63828.581390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.684964 sec): 3 clusters Score: Raw -63708.334003 + Penalty 495.075134 = -63213.258869 nChanged 302 SP:Iteration 1F (108.686567 sec): 3 clusters Score: Raw -64028.806847 + Penalty 496.226286 = -63532.580561 nChanged 62 SP:Iteration 2F (108.688277 sec): 3 clusters Score: Raw -64083.548952 + Penalty 501.198505 = -63582.350447 nChanged 23 SP:Iteration 3Q (108.690039 sec): 3 clusters Score: Raw -64098.030660 + Penalty 506.729490 = -63591.301169 nChanged 14 SP:Iteration 4Q (108.691655 sec): 3 clusters Score: Raw -64103.410075 + Penalty 509.917690 = -63593.492385 nChanged 8 SP:Iteration 5Q (108.693350 sec): 3 clusters Score: Raw -64105.382854 + Penalty 512.293191 = -63593.089663 nChanged 9 SP:Iteration 6F (108.695053 sec): 3 clusters Score: Raw -64107.193187 + Penalty 512.897658 = -63594.295530 nChanged 1 SP:Iteration 7Q (108.696735 sec): 3 clusters Score: Raw -64107.206612 + Penalty 512.897658 = -63594.308954 nChanged 0 SP:Iteration 8F (108.698317 sec): 3 clusters Score: Raw -64107.206612 + Penalty 512.897658 = -63594.308954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.698871 sec): 2 clusters Score: Raw -1680.752411 + Penalty 18.904248 = -1661.848163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.699093 sec): 3 clusters Score: Raw -1679.488682 + Penalty 41.719653 = -1637.769029 nChanged 5 SP:Iteration 1F (108.699301 sec): 3 clusters Score: Raw -1682.208412 + Penalty 40.373758 = -1641.834653 nChanged 1 SP:Iteration 2Q (108.699507 sec): 3 clusters Score: Raw -1683.665553 + Penalty 39.327671 = -1644.337882 nChanged 1 SP:Iteration 3Q (108.699712 sec): 3 clusters Score: Raw -1684.654861 + Penalty 39.327671 = -1645.327190 nChanged 0 SP:Iteration 4F (108.699920 sec): 3 clusters Score: Raw -1684.654861 + Penalty 39.327671 = -1645.327190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.700379 sec): 2 clusters Score: Raw -477.029082 + Penalty 14.437911 = -462.591171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.700572 sec): 3 clusters Score: Raw -490.390221 + Penalty 30.167724 = -460.222498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.701120 sec): 2 clusters Score: Raw -2599.868807 + Penalty 100.928593 = -2498.940214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.701395 sec): 3 clusters Score: Raw -2656.750711 + Penalty 205.881009 = -2450.869702 nChanged 4 SP:Iteration 1F (108.701665 sec): 3 clusters Score: Raw -2662.730499 + Penalty 206.867599 = -2455.862900 nChanged 1 SP:Iteration 2Q (108.701917 sec): 3 clusters Score: Raw -2669.406492 + Penalty 206.867599 = -2462.538892 nChanged 0 SP:Iteration 3F (108.702181 sec): 3 clusters Score: Raw -2669.406492 + Penalty 206.867599 = -2462.538892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.702635 sec): 2 clusters Score: Raw -251.061200 + Penalty 15.380572 = -235.680628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.702824 sec): 3 clusters Score: Raw -255.282150 + Penalty 30.761144 = -224.521006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 80 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.706521 sec): 2 clusters Score: Raw -86698.950925 + Penalty 788.760229 = -85910.190696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.708501 sec): 3 clusters Score: Raw -86251.613705 + Penalty 1578.146931 = -84673.466774 nChanged 297 SP:Iteration 1F (108.710444 sec): 3 clusters Score: Raw -86435.219357 + Penalty 1579.031619 = -84856.187737 nChanged 92 SP:Iteration 2F (108.712376 sec): 3 clusters Score: Raw -86514.672065 + Penalty 1578.673178 = -84935.998887 nChanged 80 SP:Iteration 3F (108.714311 sec): 3 clusters Score: Raw -86597.335498 + Penalty 1579.822603 = -85017.512895 nChanged 60 SP:Iteration 4F (108.716250 sec): 3 clusters Score: Raw -86656.470104 + Penalty 1578.533981 = -85077.936122 nChanged 42 SP:Iteration 5Q (108.718176 sec): 3 clusters Score: Raw -86689.211763 + Penalty 1577.069851 = -85112.141912 nChanged 27 SP:Iteration 6Q (108.720094 sec): 3 clusters Score: Raw -86714.031784 + Penalty 1577.358115 = -85136.673669 nChanged 24 SP:Iteration 7Q (108.722006 sec): 3 clusters Score: Raw -86730.538590 + Penalty 1578.600268 = -85151.938322 nChanged 24 SP:Iteration 8Q (108.723909 sec): 3 clusters Score: Raw -86743.224506 + Penalty 1579.887721 = -85163.336785 nChanged 14 SP:Iteration 9Q (108.725832 sec): 3 clusters Score: Raw -86753.366876 + Penalty 1580.590411 = -85172.776465 nChanged 10 SP:Iteration 10F (108.727916 sec): 3 clusters Score: Raw -86759.242804 + Penalty 1580.862894 = -85178.379910 nChanged 6 SP:Iteration 11Q (108.729990 sec): 3 clusters Score: Raw -86762.604127 + Penalty 1580.503587 = -85182.100540 nChanged 6 SP:Iteration 12Q (108.731955 sec): 3 clusters Score: Raw -86765.187137 + Penalty 1580.701570 = -85184.485566 nChanged 6 SP:Iteration 13Q (108.733860 sec): 3 clusters Score: Raw -86769.446957 + Penalty 1579.881639 = -85189.565318 nChanged 7 SP:Iteration 14Q (108.735858 sec): 3 clusters Score: Raw -86772.010817 + Penalty 1579.230153 = -85192.780664 nChanged 7 SP:Iteration 15Q (108.737760 sec): 3 clusters Score: Raw -86775.525580 + Penalty 1580.016781 = -85195.508800 nChanged 6 SP:Iteration 16Q (108.739663 sec): 3 clusters Score: Raw -86778.982720 + Penalty 1581.362961 = -85197.619759 nChanged 6 SP:Iteration 17Q (108.741588 sec): 3 clusters Score: Raw -86781.701469 + Penalty 1582.017718 = -85199.683751 nChanged 8 SP:Iteration 18Q (108.743539 sec): 3 clusters Score: Raw -86786.394144 + Penalty 1584.969783 = -85201.424361 nChanged 13 SP:Iteration 19Q (108.745480 sec): 3 clusters Score: Raw -86793.508805 + Penalty 1586.471475 = -85207.037330 nChanged 4 SP:Iteration 20F (108.747471 sec): 3 clusters Score: Raw -86794.454768 + Penalty 1586.347236 = -85208.107532 nChanged 2 SP:Iteration 21Q (108.749376 sec): 3 clusters Score: Raw -86795.365766 + Penalty 1586.275315 = -85209.090451 nChanged 3 SP:Iteration 22Q (108.751273 sec): 3 clusters Score: Raw -86796.601286 + Penalty 1586.190649 = -85210.410637 nChanged 1 SP:Iteration 23Q (108.753170 sec): 3 clusters Score: Raw -86797.690179 + Penalty 1585.962689 = -85211.727489 nChanged 2 SP:Iteration 24Q (108.755066 sec): 3 clusters Score: Raw -86800.397662 + Penalty 1586.261201 = -85214.136461 nChanged 3 SP:Iteration 25Q (108.756960 sec): 3 clusters Score: Raw -86802.297843 + Penalty 1586.234342 = -85216.063501 nChanged 1 SP:Iteration 26Q (108.758853 sec): 3 clusters Score: Raw -86802.668407 + Penalty 1586.234342 = -85216.434065 nChanged 0 SP:Iteration 27F (108.761008 sec): 3 clusters Score: Raw -86802.668407 + Penalty 1586.234342 = -85216.434065 nChanged 0 Memory request: 0.01 GB would take us to total of 0.29 GB. Trying to split cluster 110 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.763578 sec): 2 clusters Score: Raw -57738.056878 + Penalty 989.077548 = -56748.979330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.765008 sec): 3 clusters Score: Raw -57590.716793 + Penalty 1979.129527 = -55611.587266 nChanged 160 SP:Iteration 1F (108.766337 sec): 3 clusters Score: Raw -57763.117034 + Penalty 1979.482364 = -55783.634671 nChanged 36 SP:Iteration 2F (108.767686 sec): 3 clusters Score: Raw -57805.955392 + Penalty 1979.233939 = -55826.721454 nChanged 34 SP:Iteration 3F (108.769016 sec): 3 clusters Score: Raw -57847.591531 + Penalty 1979.348811 = -55868.242719 nChanged 17 SP:Iteration 4Q (108.770341 sec): 3 clusters Score: Raw -57873.081153 + Penalty 1979.714533 = -55893.366621 nChanged 19 SP:Iteration 5Q (108.771732 sec): 3 clusters Score: Raw -57894.052462 + Penalty 1979.799620 = -55914.252841 nChanged 12 SP:Iteration 6Q (108.773071 sec): 3 clusters Score: Raw -57904.711056 + Penalty 1979.533317 = -55925.177739 nChanged 6 SP:Iteration 7Q (108.774377 sec): 3 clusters Score: Raw -57912.909699 + Penalty 1978.908160 = -55934.001539 nChanged 6 SP:Iteration 8Q (108.775682 sec): 3 clusters Score: Raw -57918.614799 + Penalty 1978.335646 = -55940.279153 nChanged 5 SP:Iteration 9Q (108.777014 sec): 3 clusters Score: Raw -57922.435270 + Penalty 1978.335646 = -55944.099624 nChanged 0 SP:Iteration 10F (108.778363 sec): 3 clusters Score: Raw -57922.435270 + Penalty 1978.335646 = -55944.099624 nChanged 0 Time taken for this iteration:107.924152 seconds. 300->16 Clusters: Score -2656690.314705, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 238 (time per iteration =457.208034 ms) Total iterations: 1716 (time per iteration =63.412303 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5867040000.000000 (time per metric unit =18.546918ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146676000000.000000 (time per metric unit=741.876735ps) That took 108.815512 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 21 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.24 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26612 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 26612 points ------ Starting initial clusters from distinct float masks Not enough masks (243) to generate starting clusters (300), so starting with (244) clusters instead. Assigned 244 initial classes from 243 unique masks. Deleting Class 242 (1 points): Lose 4.261884 but Gain 1655.731597 Iteration 0F (3.888823 sec): 243 clusters Score: Raw -2300985.273717 + Penalty 249015.587912 = -2051969.685805 nChanged 7479 Deleting Class 186 (2 points): Lose 21.845698 but Gain 1608.747070 Iteration 1F (6.709446 sec): 226 clusters Score: Raw -2316762.427542 + Penalty 235834.620862 = -2080927.806679 nChanged 2529 Deleting Class 243 (1 points): Lose 1.993830 but Gain 1512.898117 Iteration 2F (9.439825 sec): 216 clusters Score: Raw -2320442.498288 + Penalty 234190.533371 = -2086251.964917 nChanged 2027 Deleting Class 182 (4 points): Lose 47.326024 but Gain 1536.701104 Iteration 3F (12.106353 sec): 215 clusters Score: Raw -2322683.446626 + Penalty 230908.680667 = -2091774.765959 nChanged 1833 Deleting Class 152 (1 points): Lose 3.265189 but Gain 1489.880684 Iteration 4F (14.701933 sec): 212 clusters Score: Raw -2324475.646866 + Penalty 228042.435768 = -2096433.211098 nChanged 1515 Deleting Class 192 (2 points): Lose 6.223342 but Gain 1488.024329 Iteration 5F (17.270899 sec): 209 clusters Score: Raw -2325750.625706 + Penalty 226080.843889 = -2099669.781817 nChanged 1214 Deleting Class 155 (5 points): Lose 31.269301 but Gain 1483.730520 Iteration 6Q (17.578221 sec): 207 clusters Score: Raw -2326561.518387 + Penalty 224724.161416 = -2101837.356971 nChanged 908 Deleting Class 204 (10 points): Lose 71.752733 but Gain 1521.780538 Iteration 7Q (17.842940 sec): 206 clusters Score: Raw -2327012.668835 + Penalty 223153.337548 = -2103859.331286 nChanged 706 Deleting Class 82 (3 points): Lose 56.290295 but Gain 1502.542040 Iteration 8Q (18.079799 sec): 205 clusters Score: Raw -2327316.746133 + Penalty 221942.553042 = -2105374.193091 nChanged 546 Deleting Class 205 (9 points): Lose 70.189874 but Gain 1512.244577 Iteration 9Q (18.297514 sec): 204 clusters Score: Raw -2327489.655760 + Penalty 219283.519030 = -2108206.136730 nChanged 491 Deleting Class 166 (5 points): Lose 47.520677 but Gain 1474.259250 Iteration 10F (20.803147 sec): 202 clusters Score: Raw -2327677.671953 + Penalty 217797.422113 = -2109880.249840 nChanged 436 Deleting Class 187 (3 points): Lose 21.499614 but Gain 1447.564707 Iteration 11Q (21.012411 sec): 201 clusters Score: Raw -2327856.192613 + Penalty 216434.982025 = -2111421.210587 nChanged 393 Deleting Class 232 (3 points): Lose 12.774457 but Gain 1433.991865 Iteration 12Q (21.209627 sec): 200 clusters Score: Raw -2328010.599295 + Penalty 215091.415858 = -2112919.183437 nChanged 340 Deleting Class 175 (4 points): Lose 32.454954 but Gain 1439.300997 Iteration 13Q (21.398382 sec): 199 clusters Score: Raw -2328101.382027 + Penalty 213671.129672 = -2114430.252356 nChanged 322 Deleting Class 167 (6 points): Lose 58.606839 but Gain 1464.319524 Iteration 14Q (21.585819 sec): 198 clusters Score: Raw -2328156.703874 + Penalty 212304.025618 = -2115852.678257 nChanged 290 Deleting Class 159 (2 points): Lose 5.143684 but Gain 1406.918715 Iteration 15Q (21.768952 sec): 197 clusters Score: Raw -2328262.792147 + Penalty 210899.050181 = -2117363.741966 nChanged 261 Deleting Class 223 (2 points): Lose 36.099923 but Gain 1434.963728 Iteration 16Q (21.946075 sec): 196 clusters Score: Raw -2328303.029486 + Penalty 209490.831252 = -2118812.198233 nChanged 244 Deleting Class 139 (8 points): Lose 71.629087 but Gain 1451.084620 Iteration 17Q (22.122563 sec): 195 clusters Score: Raw -2328308.769838 + Penalty 208174.586440 = -2120134.183398 nChanged 211 Deleting Class 191 (6 points): Lose 54.503815 but Gain 1430.529038 Iteration 18Q (22.301705 sec): 194 clusters Score: Raw -2328346.054653 + Penalty 206876.053817 = -2121470.000836 nChanged 158 Deleting Class 72 (19 points): Lose 147.460153 but Gain 1521.534403 Iteration 19Q (22.471716 sec): 193 clusters Score: Raw -2328265.509680 + Penalty 205399.536501 = -2122865.973179 nChanged 171 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2328265.509680 + Penalty 205399.536501 = -2122865.973179Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.567309 sec): 2 clusters Score: Raw -1701.520243 + Penalty 253.718466 = -1447.801776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.567577 sec): 3 clusters Score: Raw -1709.289541 + Penalty 507.436932 = -1201.852609 nChanged 0 Memory request: 0.08 GB would take us to total of 0.32 GB. Trying to split cluster 2 (16996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.646839 sec): 2 clusters Score: Raw -1487662.658071 + Penalty 226.273971 = -1487436.384100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.679115 sec): 3 clusters Score: Raw -1476102.452696 + Penalty 507.641664 = -1475594.811032 nChanged 8185 SP:Iteration 1F (22.711043 sec): 3 clusters Score: Raw -1484698.462261 + Penalty 696.666475 = -1484001.795786 nChanged 2387 SP:Iteration 2F (22.742536 sec): 3 clusters Score: Raw -1487532.450833 + Penalty 899.429581 = -1486633.021252 nChanged 117 SP:Iteration 3Q (22.768899 sec): 3 clusters Score: Raw -1487675.605407 + Penalty 926.240398 = -1486749.365009 nChanged 3 SP:Iteration 4Q (22.793507 sec): 3 clusters Score: Raw -1487678.687973 + Penalty 940.582377 = -1486738.105596 nChanged 1 SP:Iteration 5F (22.825026 sec): 3 clusters Score: Raw -1487678.714013 + Penalty 940.582377 = -1486738.131636 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.836455 sec): 2 clusters Score: Raw -52160.807931 + Penalty 484.409430 = -51676.398501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.837694 sec): 3 clusters Score: Raw -51887.355549 + Penalty 969.283478 = -50918.072071 nChanged 199 SP:Iteration 1F (22.838905 sec): 3 clusters Score: Raw -52027.629149 + Penalty 977.374887 = -51050.254262 nChanged 52 SP:Iteration 2F (22.840062 sec): 3 clusters Score: Raw -52075.956764 + Penalty 992.064679 = -51083.892085 nChanged 47 SP:Iteration 3F (22.841212 sec): 3 clusters Score: Raw -52118.653375 + Penalty 1004.583967 = -51114.069407 nChanged 20 SP:Iteration 4Q (22.842355 sec): 3 clusters Score: Raw -52134.436280 + Penalty 1011.517602 = -51122.918678 nChanged 13 SP:Iteration 5Q (22.843492 sec): 3 clusters Score: Raw -52144.279400 + Penalty 1019.065864 = -51125.213535 nChanged 12 SP:Iteration 6Q (22.844631 sec): 3 clusters Score: Raw -52151.989861 + Penalty 1024.366362 = -51127.623498 nChanged 8 SP:Iteration 7Q (22.845784 sec): 3 clusters Score: Raw -52160.491509 + Penalty 1035.292425 = -51125.199084 nChanged 8 SP:Iteration 8F (22.846926 sec): 3 clusters Score: Raw -52167.452011 + Penalty 1034.810332 = -51132.641679 nChanged 6 SP:Iteration 9Q (22.848057 sec): 3 clusters Score: Raw -52174.074285 + Penalty 1033.852427 = -51140.221859 nChanged 4 SP:Iteration 10F (22.849206 sec): 3 clusters Score: Raw -52177.871256 + Penalty 1036.791619 = -51141.079637 nChanged 3 SP:Iteration 11Q (22.850316 sec): 3 clusters Score: Raw -52180.866748 + Penalty 1037.888541 = -51142.978207 nChanged 1 SP:Iteration 12Q (22.851478 sec): 3 clusters Score: Raw -52183.636081 + Penalty 1042.646331 = -51140.989750 nChanged 2 SP:Iteration 13F (22.852697 sec): 3 clusters Score: Raw -52186.590644 + Penalty 1049.101628 = -51137.489016 nChanged 2 SP:Iteration 14F (22.853907 sec): 3 clusters Score: Raw -52192.554180 + Penalty 1049.531644 = -51143.022536 nChanged 1 SP:Iteration 15Q (22.855034 sec): 3 clusters Score: Raw -52196.151927 + Penalty 1050.226556 = -51145.925371 nChanged 2 SP:Iteration 16Q (22.856101 sec): 3 clusters Score: Raw -52199.479010 + Penalty 1054.335794 = -51145.143215 nChanged 2 SP:Iteration 17F (22.857250 sec): 3 clusters Score: Raw -52204.738894 + Penalty 1057.506905 = -51147.231989 nChanged 3 SP:Iteration 18Q (22.858295 sec): 3 clusters Score: Raw -52206.516219 + Penalty 1057.506905 = -51149.009315 nChanged 0 SP:Iteration 19F (22.859444 sec): 3 clusters Score: Raw -52206.516219 + Penalty 1057.506905 = -51149.009315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 4 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.861982 sec): 2 clusters Score: Raw -63063.866207 + Penalty 60.523935 = -63003.342273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.863419 sec): 3 clusters Score: Raw -62635.973275 + Penalty 124.631188 = -62511.342086 nChanged 321 SP:Iteration 1F (22.864839 sec): 3 clusters Score: Raw -62919.277196 + Penalty 126.443938 = -62792.833258 nChanged 65 SP:Iteration 2F (22.866279 sec): 3 clusters Score: Raw -62985.346960 + Penalty 127.058778 = -62858.288182 nChanged 26 SP:Iteration 3Q (22.867688 sec): 3 clusters Score: Raw -63003.911333 + Penalty 125.646154 = -62878.265179 nChanged 22 SP:Iteration 4Q (22.869180 sec): 3 clusters Score: Raw -63016.731591 + Penalty 125.601598 = -62891.129993 nChanged 16 SP:Iteration 5Q (22.870611 sec): 3 clusters Score: Raw -63023.787662 + Penalty 125.261093 = -62898.526569 nChanged 9 SP:Iteration 6Q (22.872031 sec): 3 clusters Score: Raw -63025.205001 + Penalty 125.017382 = -62900.187619 nChanged 6 SP:Iteration 7Q (22.873427 sec): 3 clusters Score: Raw -63025.702351 + Penalty 125.074179 = -62900.628172 nChanged 6 SP:Iteration 8Q (22.874778 sec): 3 clusters Score: Raw -63026.204553 + Penalty 125.200623 = -62901.003930 nChanged 2 SP:Iteration 9Q (22.876118 sec): 3 clusters Score: Raw -63026.192385 + Penalty 124.924833 = -62901.267552 nChanged 5 SP:Iteration 10F (22.877536 sec): 3 clusters Score: Raw -63026.357083 + Penalty 124.676456 = -62901.680627 nChanged 8 SP:Iteration 11Q (22.878895 sec): 3 clusters Score: Raw -63026.497851 + Penalty 124.224656 = -62902.273194 nChanged 5 SP:Iteration 12Q (22.880240 sec): 3 clusters Score: Raw -63027.068675 + Penalty 123.768507 = -62903.300168 nChanged 8 SP:Iteration 13Q (22.881575 sec): 3 clusters Score: Raw -63030.543115 + Penalty 122.987558 = -62907.555557 nChanged 10 SP:Iteration 14Q (22.882893 sec): 3 clusters Score: Raw -63035.004157 + Penalty 122.869357 = -62912.134799 nChanged 10 SP:Iteration 15Q (22.884251 sec): 3 clusters Score: Raw -63038.490315 + Penalty 122.612436 = -62915.877878 nChanged 10 SP:Iteration 16Q (22.885587 sec): 3 clusters Score: Raw -63040.617505 + Penalty 122.499072 = -62918.118434 nChanged 7 SP:Iteration 17Q (22.886915 sec): 3 clusters Score: Raw -63042.327634 + Penalty 122.287805 = -62920.039829 nChanged 5 SP:Iteration 18Q (22.888351 sec): 3 clusters Score: Raw -63043.348542 + Penalty 122.208828 = -62921.139714 nChanged 4 SP:Iteration 19Q (22.889666 sec): 3 clusters Score: Raw -63043.214590 + Penalty 122.200627 = -62921.013963 nChanged 2 SP:Iteration 20F (22.891063 sec): 3 clusters Score: Raw -63043.173403 + Penalty 122.319225 = -62920.854178 nChanged 2 SP:Iteration 21F (22.892489 sec): 3 clusters Score: Raw -63043.106049 + Penalty 122.316730 = -62920.789320 nChanged 2 SP:Iteration 22F (22.893907 sec): 3 clusters Score: Raw -63042.955560 + Penalty 122.199647 = -62920.755913 nChanged 3 SP:Iteration 23F (22.895319 sec): 3 clusters Score: Raw -63042.779652 + Penalty 122.199647 = -62920.580005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 5 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.896212 sec): 2 clusters Score: Raw -961.897527 + Penalty 223.556513 = -738.341014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.896447 sec): 3 clusters Score: Raw -958.044635 + Penalty 444.442881 = -513.601754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 6 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.896917 sec): 2 clusters Score: Raw -404.421318 + Penalty 180.400380 = -224.020938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897134 sec): 3 clusters Score: Raw -392.052488 + Penalty 360.800759 = -31.251729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.897616 sec): 2 clusters Score: Raw -683.666323 + Penalty 151.805004 = -531.861320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897840 sec): 3 clusters Score: Raw -672.743148 + Penalty 309.106552 = -363.636597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.898399 sec): 2 clusters Score: Raw -3659.009463 + Penalty 377.537536 = -3281.471927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.898678 sec): 3 clusters Score: Raw -3654.095165 + Penalty 761.142599 = -2892.952566 nChanged 1 SP:Iteration 1Q (22.898951 sec): 3 clusters Score: Raw -3658.063753 + Penalty 761.142599 = -2896.921154 nChanged 0 SP:Iteration 2F (22.899223 sec): 3 clusters Score: Raw -3658.063753 + Penalty 761.142599 = -2896.921154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.900260 sec): 2 clusters Score: Raw -5525.608516 + Penalty 630.837723 = -4894.770792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.900725 sec): 3 clusters Score: Raw -5772.223412 + Penalty 1263.501026 = -4508.722386 nChanged 15 SP:Iteration 1F (22.901218 sec): 3 clusters Score: Raw -5828.730441 + Penalty 1263.367558 = -4565.362883 nChanged 4 SP:Iteration 2Q (22.901651 sec): 3 clusters Score: Raw -5862.570161 + Penalty 1263.079725 = -4599.490436 nChanged 1 SP:Iteration 3Q (22.902069 sec): 3 clusters Score: Raw -5864.175718 + Penalty 1263.079725 = -4601.095993 nChanged 0 SP:Iteration 4F (22.902523 sec): 3 clusters Score: Raw -5864.175718 + Penalty 1263.079725 = -4601.095993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.908663 sec): 2 clusters Score: Raw -114966.499722 + Penalty 71.661607 = -114894.838115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.911093 sec): 3 clusters Score: Raw -114147.539006 + Penalty 145.708350 = -114001.830656 nChanged 600 SP:Iteration 1F (22.913486 sec): 3 clusters Score: Raw -114603.417886 + Penalty 145.352733 = -114458.065153 nChanged 115 SP:Iteration 2F (22.915945 sec): 3 clusters Score: Raw -114709.875688 + Penalty 146.160084 = -114563.715604 nChanged 112 SP:Iteration 3F (22.918387 sec): 3 clusters Score: Raw -114852.785989 + Penalty 138.509013 = -114714.276976 nChanged 74 SP:Iteration 4F (22.920671 sec): 3 clusters Score: Raw -114947.942072 + Penalty 131.882095 = -114816.059977 nChanged 14 SP:Iteration 5Q (22.922662 sec): 3 clusters Score: Raw -114963.517701 + Penalty 71.661607 = -114891.856095 nChanged 2 SP:Iteration 6Q (22.924512 sec): 2 clusters Score: Raw -114966.499722 + Penalty 71.661607 = -114894.838115 nChanged 0 SP:Iteration 7F (22.926457 sec): 2 clusters Score: Raw -114966.499722 + Penalty 71.661607 = -114894.838115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.934506 sec): 2 clusters Score: Raw -48036.430168 + Penalty 278.491154 = -47757.939014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.935700 sec): 3 clusters Score: Raw -47737.242743 + Penalty 559.578030 = -47177.664713 nChanged 181 SP:Iteration 1F (22.936857 sec): 3 clusters Score: Raw -47870.719731 + Penalty 557.024676 = -47313.695055 nChanged 75 SP:Iteration 2F (22.938009 sec): 3 clusters Score: Raw -47937.037574 + Penalty 557.898751 = -47379.138823 nChanged 40 SP:Iteration 3F (22.939164 sec): 3 clusters Score: Raw -47968.646326 + Penalty 557.988825 = -47410.657500 nChanged 24 SP:Iteration 4Q (22.940263 sec): 3 clusters Score: Raw -47981.028227 + Penalty 559.510546 = -47421.517681 nChanged 12 SP:Iteration 5Q (22.941337 sec): 3 clusters Score: Raw -47986.382255 + Penalty 560.586240 = -47425.796015 nChanged 12 SP:Iteration 6Q (22.942445 sec): 3 clusters Score: Raw -47992.140100 + Penalty 560.667242 = -47431.472858 nChanged 9 SP:Iteration 7Q (22.943530 sec): 3 clusters Score: Raw -47996.904843 + Penalty 561.439034 = -47435.465809 nChanged 9 SP:Iteration 8Q (22.944609 sec): 3 clusters Score: Raw -48000.811552 + Penalty 563.064377 = -47437.747175 nChanged 8 SP:Iteration 9Q (22.945636 sec): 3 clusters Score: Raw -48004.061905 + Penalty 571.242491 = -47432.819414 nChanged 10 SP:Iteration 10F (22.946718 sec): 3 clusters Score: Raw -48010.215614 + Penalty 577.932191 = -47432.283423 nChanged 9 SP:Iteration 11F (22.947817 sec): 3 clusters Score: Raw -48014.269024 + Penalty 581.336347 = -47432.932677 nChanged 7 SP:Iteration 12Q (22.948837 sec): 3 clusters Score: Raw -48018.531024 + Penalty 586.483909 = -47432.047114 nChanged 6 SP:Iteration 13F (22.949933 sec): 3 clusters Score: Raw -48021.008655 + Penalty 590.884585 = -47430.124070 nChanged 7 SP:Iteration 14F (22.951056 sec): 3 clusters Score: Raw -48024.917249 + Penalty 592.174489 = -47432.742760 nChanged 8 SP:Iteration 15Q (22.952062 sec): 3 clusters Score: Raw -48029.205031 + Penalty 591.339721 = -47437.865311 nChanged 5 SP:Iteration 16Q (22.953058 sec): 3 clusters Score: Raw -48032.431476 + Penalty 591.524251 = -47440.907226 nChanged 4 SP:Iteration 17Q (22.954051 sec): 3 clusters Score: Raw -48036.633461 + Penalty 592.641138 = -47443.992323 nChanged 8 SP:Iteration 18Q (22.955031 sec): 3 clusters Score: Raw -48042.121014 + Penalty 597.244505 = -47444.876509 nChanged 6 SP:Iteration 19Q (22.955996 sec): 3 clusters Score: Raw -48045.856100 + Penalty 595.132784 = -47450.723316 nChanged 2 SP:Iteration 20F (22.957095 sec): 3 clusters Score: Raw -48047.363025 + Penalty 593.198217 = -47454.164808 nChanged 2 SP:Iteration 21Q (22.958054 sec): 3 clusters Score: Raw -48048.010396 + Penalty 593.198217 = -47454.812180 nChanged 0 SP:Iteration 22F (22.959148 sec): 3 clusters Score: Raw -48048.010396 + Penalty 593.198217 = -47454.812180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.960121 sec): 2 clusters Score: Raw -869.468899 + Penalty 219.836429 = -649.632470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.960355 sec): 3 clusters Score: Raw -867.171778 + Penalty 448.924790 = -418.246988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.961447 sec): 2 clusters Score: Raw -9292.183001 + Penalty 303.599314 = -8988.583687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.961855 sec): 3 clusters Score: Raw -9257.949105 + Penalty 599.936038 = -8658.013066 nChanged 25 SP:Iteration 1F (22.962251 sec): 3 clusters Score: Raw -9275.895400 + Penalty 599.393053 = -8676.502347 nChanged 5 SP:Iteration 2Q (22.962640 sec): 3 clusters Score: Raw -9278.411998 + Penalty 600.948114 = -8677.463884 nChanged 1 SP:Iteration 3Q (22.963028 sec): 3 clusters Score: Raw -9279.800313 + Penalty 600.948114 = -8678.852200 nChanged 0 SP:Iteration 4F (22.963418 sec): 3 clusters Score: Raw -9279.800313 + Penalty 600.948114 = -8678.852200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.964303 sec): 2 clusters Score: Raw -2304.840369 + Penalty 268.143436 = -2036.696932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.964559 sec): 3 clusters Score: Raw -2314.378311 + Penalty 536.871314 = -1777.506997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 15 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.965337 sec): 2 clusters Score: Raw -1261.732142 + Penalty 346.180679 = -915.551463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.965567 sec): 3 clusters Score: Raw -1260.027496 + Penalty 688.248198 = -571.779298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.966660 sec): 2 clusters Score: Raw -13478.737291 + Penalty 776.607677 = -12702.129613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.967111 sec): 3 clusters Score: Raw -13558.122207 + Penalty 1553.203914 = -12004.918294 nChanged 8 SP:Iteration 1F (22.967554 sec): 3 clusters Score: Raw -13584.829104 + Penalty 1553.203914 = -12031.625191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.968439 sec): 2 clusters Score: Raw -666.707166 + Penalty 213.640496 = -453.066670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.968645 sec): 2 clusters Score: Raw -666.707166 + Penalty 213.640496 = -453.066670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.977283 sec): 2 clusters Score: Raw -156684.599728 + Penalty 507.896948 = -156176.702781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.980406 sec): 3 clusters Score: Raw -155683.342431 + Penalty 1012.641112 = -154670.701319 nChanged 706 SP:Iteration 1F (22.983596 sec): 3 clusters Score: Raw -156146.181277 + Penalty 1014.708469 = -155131.472808 nChanged 180 SP:Iteration 2F (22.986742 sec): 3 clusters Score: Raw -156281.388027 + Penalty 1018.056680 = -155263.331346 nChanged 101 SP:Iteration 3F (22.989803 sec): 3 clusters Score: Raw -156334.390022 + Penalty 1021.154484 = -155313.235538 nChanged 58 SP:Iteration 4Q (22.992844 sec): 3 clusters Score: Raw -156359.410768 + Penalty 1024.768868 = -155334.641900 nChanged 39 SP:Iteration 5Q (22.995902 sec): 3 clusters Score: Raw -156380.618567 + Penalty 1030.600360 = -155350.018207 nChanged 43 SP:Iteration 6Q (22.998925 sec): 3 clusters Score: Raw -156410.028731 + Penalty 1038.493162 = -155371.535569 nChanged 55 SP:Iteration 7Q (23.002143 sec): 3 clusters Score: Raw -156450.800913 + Penalty 1051.783926 = -155399.016986 nChanged 70 SP:Iteration 8Q (23.005395 sec): 3 clusters Score: Raw -156506.644798 + Penalty 1065.122965 = -155441.521833 nChanged 60 SP:Iteration 9Q (23.008428 sec): 3 clusters Score: Raw -156552.822041 + Penalty 1077.014010 = -155475.808031 nChanged 51 SP:Iteration 10F (23.011473 sec): 3 clusters Score: Raw -156591.740905 + Penalty 1094.753975 = -155496.986930 nChanged 60 SP:Iteration 11Q (23.014411 sec): 3 clusters Score: Raw -156644.584061 + Penalty 1111.885399 = -155532.698662 nChanged 51 SP:Iteration 12Q (23.017294 sec): 3 clusters Score: Raw -156685.312501 + Penalty 1124.520179 = -155560.792322 nChanged 42 SP:Iteration 13Q (23.020174 sec): 3 clusters Score: Raw -156711.844550 + Penalty 1135.616928 = -155576.227621 nChanged 26 SP:Iteration 14Q (23.023008 sec): 3 clusters Score: Raw -156727.120086 + Penalty 1139.988717 = -155587.131369 nChanged 17 SP:Iteration 15Q (23.025790 sec): 3 clusters Score: Raw -156735.947936 + Penalty 1143.992557 = -155591.955378 nChanged 11 SP:Iteration 16Q (23.028752 sec): 3 clusters Score: Raw -156738.736866 + Penalty 1145.780041 = -155592.956824 nChanged 4 SP:Iteration 17Q (23.031587 sec): 3 clusters Score: Raw -156739.120810 + Penalty 1146.979443 = -155592.141367 nChanged 3 SP:Iteration 18F (23.034841 sec): 3 clusters Score: Raw -156739.593020 + Penalty 1147.821284 = -155591.771735 nChanged 2 SP:Iteration 19F (23.038166 sec): 3 clusters Score: Raw -156739.703706 + Penalty 1147.821284 = -155591.882422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.040693 sec): 2 clusters Score: Raw -2232.802195 + Penalty 292.227609 = -1940.574586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.040977 sec): 3 clusters Score: Raw -2260.635483 + Penalty 583.040128 = -1677.595355 nChanged 1 SP:Iteration 1Q (23.041239 sec): 3 clusters Score: Raw -2264.529015 + Penalty 583.040128 = -1681.488887 nChanged 0 SP:Iteration 2F (23.041493 sec): 3 clusters Score: Raw -2264.529015 + Penalty 583.040128 = -1681.488887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.043170 sec): 2 clusters Score: Raw -41504.351806 + Penalty 403.309808 = -41101.041998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.044194 sec): 3 clusters Score: Raw -41265.510644 + Penalty 802.647889 = -40462.862755 nChanged 164 SP:Iteration 1F (23.045198 sec): 3 clusters Score: Raw -41383.088075 + Penalty 801.649389 = -40581.438686 nChanged 43 SP:Iteration 2F (23.046170 sec): 3 clusters Score: Raw -41422.973880 + Penalty 799.878872 = -40623.095007 nChanged 23 SP:Iteration 3F (23.047143 sec): 3 clusters Score: Raw -41446.014335 + Penalty 801.200949 = -40644.813386 nChanged 11 SP:Iteration 4Q (23.048097 sec): 3 clusters Score: Raw -41454.547770 + Penalty 801.829145 = -40652.718625 nChanged 10 SP:Iteration 5Q (23.049033 sec): 3 clusters Score: Raw -41459.544601 + Penalty 799.510976 = -40660.033625 nChanged 9 SP:Iteration 6Q (23.049960 sec): 3 clusters Score: Raw -41466.126368 + Penalty 798.656623 = -40667.469745 nChanged 5 SP:Iteration 7Q (23.050879 sec): 3 clusters Score: Raw -41469.001765 + Penalty 798.517163 = -40670.484602 nChanged 4 SP:Iteration 8Q (23.051804 sec): 3 clusters Score: Raw -41471.626709 + Penalty 798.506521 = -40673.120187 nChanged 8 SP:Iteration 9Q (23.052714 sec): 3 clusters Score: Raw -41475.114338 + Penalty 796.625537 = -40678.488801 nChanged 1 SP:Iteration 10F (23.053667 sec): 3 clusters Score: Raw -41475.637929 + Penalty 795.213968 = -40680.423961 nChanged 2 SP:Iteration 11Q (23.054576 sec): 3 clusters Score: Raw -41477.299519 + Penalty 795.213968 = -40682.085551 nChanged 0 SP:Iteration 12F (23.055529 sec): 3 clusters Score: Raw -41477.299519 + Penalty 795.213968 = -40682.085551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.056078 sec): 2 clusters Score: Raw -1437.146214 + Penalty 274.277851 = -1162.868363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.056321 sec): 3 clusters Score: Raw -1446.897895 + Penalty 547.339334 = -899.558560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.056812 sec): 2 clusters Score: Raw -1019.874009 + Penalty 25.532488 = -994.341521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.057024 sec): 3 clusters Score: Raw -1028.148132 + Penalty 57.419400 = -970.728733 nChanged 2 SP:Iteration 1F (23.057236 sec): 3 clusters Score: Raw -1039.387103 + Penalty 57.419400 = -981.967703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.057726 sec): 2 clusters Score: Raw -1184.604409 + Penalty 274.311332 = -910.293077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.057958 sec): 3 clusters Score: Raw -1189.028484 + Penalty 542.586501 = -646.441983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.058643 sec): 2 clusters Score: Raw -7569.519761 + Penalty 233.529057 = -7335.990704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.059009 sec): 3 clusters Score: Raw -7537.677910 + Penalty 464.650273 = -7073.027637 nChanged 14 SP:Iteration 1F (23.059369 sec): 3 clusters Score: Raw -7554.449121 + Penalty 462.920335 = -7091.528787 nChanged 7 SP:Iteration 2F (23.059728 sec): 3 clusters Score: Raw -7561.134363 + Penalty 460.892572 = -7100.241791 nChanged 6 SP:Iteration 3F (23.060086 sec): 3 clusters Score: Raw -7564.739731 + Penalty 459.947593 = -7104.792138 nChanged 1 SP:Iteration 4Q (23.060438 sec): 3 clusters Score: Raw -7565.160472 + Penalty 459.947593 = -7105.212879 nChanged 0 SP:Iteration 5F (23.060793 sec): 3 clusters Score: Raw -7565.160472 + Penalty 459.947593 = -7105.212879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.061312 sec): 2 clusters Score: Raw -1853.007964 + Penalty 169.695204 = -1683.312761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.061559 sec): 3 clusters Score: Raw -1858.325575 + Penalty 339.390408 = -1518.935168 nChanged 1 SP:Iteration 1Q (23.061801 sec): 3 clusters Score: Raw -1859.961894 + Penalty 343.551535 = -1516.410360 nChanged 1 SP:Iteration 2F (23.062044 sec): 3 clusters Score: Raw -1862.704920 + Penalty 343.551535 = -1519.153385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.062545 sec): 2 clusters Score: Raw -1641.801196 + Penalty 259.593080 = -1382.208116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.062787 sec): 3 clusters Score: Raw -1637.921757 + Penalty 515.402396 = -1122.519362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.063488 sec): 2 clusters Score: Raw -8373.445674 + Penalty 508.995097 = -7864.450577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.063870 sec): 3 clusters Score: Raw -8380.189950 + Penalty 1017.990195 = -7362.199755 nChanged 4 SP:Iteration 1Q (23.064237 sec): 3 clusters Score: Raw -8387.223991 + Penalty 1017.869917 = -7369.354074 nChanged 1 SP:Iteration 2Q (23.064604 sec): 3 clusters Score: Raw -8388.399682 + Penalty 1017.995128 = -7370.404554 nChanged 1 SP:Iteration 3Q (23.064969 sec): 3 clusters Score: Raw -8391.308789 + Penalty 1018.245263 = -7373.063526 nChanged 1 SP:Iteration 4Q (23.065356 sec): 3 clusters Score: Raw -8392.609186 + Penalty 1018.245263 = -7374.363923 nChanged 0 SP:Iteration 5F (23.065725 sec): 3 clusters Score: Raw -8392.609186 + Penalty 1018.245263 = -7374.363923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.066288 sec): 2 clusters Score: Raw -3710.314965 + Penalty 335.756741 = -3374.558224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.066569 sec): 3 clusters Score: Raw -3693.036952 + Penalty 671.143679 = -3021.893273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.067046 sec): 2 clusters Score: Raw -606.095169 + Penalty 198.021735 = -408.073434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067265 sec): 3 clusters Score: Raw -594.823597 + Penalty 387.012525 = -207.811072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.067721 sec): 2 clusters Score: Raw -410.299273 + Penalty 22.298040 = -388.001232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067930 sec): 3 clusters Score: Raw -413.610088 + Penalty 43.893808 = -369.716280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.068464 sec): 2 clusters Score: Raw -1577.113721 + Penalty 38.067890 = -1539.045831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.068703 sec): 3 clusters Score: Raw -1591.864378 + Penalty 74.444794 = -1517.419585 nChanged 2 SP:Iteration 1F (23.068937 sec): 3 clusters Score: Raw -1599.850465 + Penalty 76.135780 = -1523.714685 nChanged 1 SP:Iteration 2Q (23.069165 sec): 3 clusters Score: Raw -1608.333951 + Penalty 76.135780 = -1532.198171 nChanged 0 SP:Iteration 3F (23.069397 sec): 3 clusters Score: Raw -1608.333951 + Penalty 76.135780 = -1532.198171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.069946 sec): 2 clusters Score: Raw -3260.463682 + Penalty 566.003881 = -2694.459800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.070220 sec): 3 clusters Score: Raw -3434.869363 + Penalty 1133.261887 = -2301.607476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.070712 sec): 2 clusters Score: Raw -1004.348191 + Penalty 270.661071 = -733.687120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.070943 sec): 3 clusters Score: Raw -999.598910 + Penalty 542.210495 = -457.388416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.071441 sec): 2 clusters Score: Raw -1263.314352 + Penalty 267.581959 = -995.732393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.071678 sec): 3 clusters Score: Raw -1259.441404 + Penalty 549.308744 = -710.132660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.072242 sec): 2 clusters Score: Raw -4065.927377 + Penalty 362.638294 = -3703.289083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.072529 sec): 3 clusters Score: Raw -4059.662384 + Penalty 718.500911 = -3341.161474 nChanged 3 SP:Iteration 1F (23.072815 sec): 3 clusters Score: Raw -4064.460342 + Penalty 718.500911 = -3345.959431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.073285 sec): 2 clusters Score: Raw -86.813184 + Penalty 0.000000 = -86.813184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.073471 sec): 2 clusters Score: Raw -86.813184 + Penalty 0.000000 = -86.813184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.073987 sec): 2 clusters Score: Raw -2152.349605 + Penalty 398.474745 = -1753.874860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.074238 sec): 3 clusters Score: Raw -2225.788649 + Penalty 796.949490 = -1428.839159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.074763 sec): 2 clusters Score: Raw -2644.691097 + Penalty 346.264973 = -2298.426125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.075024 sec): 3 clusters Score: Raw -2652.746043 + Penalty 701.110673 = -1951.635370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.076466 sec): 2 clusters Score: Raw -20679.703082 + Penalty 645.644407 = -20034.058674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.077058 sec): 3 clusters Score: Raw -20653.196397 + Penalty 1292.728732 = -19360.467665 nChanged 35 SP:Iteration 1F (23.077641 sec): 3 clusters Score: Raw -20715.605691 + Penalty 1292.626253 = -19422.979438 nChanged 10 SP:Iteration 2Q (23.078217 sec): 3 clusters Score: Raw -20735.023283 + Penalty 1291.945979 = -19443.077304 nChanged 5 SP:Iteration 3Q (23.078784 sec): 3 clusters Score: Raw -20753.267952 + Penalty 1291.675438 = -19461.592514 nChanged 4 SP:Iteration 4Q (23.079348 sec): 3 clusters Score: Raw -20762.959767 + Penalty 1291.341249 = -19471.618518 nChanged 3 SP:Iteration 5Q (23.079908 sec): 3 clusters Score: Raw -20765.655736 + Penalty 1291.161219 = -19474.494518 nChanged 1 SP:Iteration 6Q (23.080471 sec): 3 clusters Score: Raw -20766.807850 + Penalty 1291.206413 = -19475.601437 nChanged 1 SP:Iteration 7Q (23.081030 sec): 3 clusters Score: Raw -20769.035138 + Penalty 1291.166477 = -19477.868661 nChanged 1 SP:Iteration 8Q (23.081589 sec): 3 clusters Score: Raw -20771.156993 + Penalty 1291.317538 = -19479.839455 nChanged 2 SP:Iteration 9Q (23.082147 sec): 3 clusters Score: Raw -20773.107184 + Penalty 1291.317538 = -19481.789647 nChanged 0 SP:Iteration 10F (23.082726 sec): 3 clusters Score: Raw -20773.107184 + Penalty 1291.317538 = -19481.789647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.083413 sec): 2 clusters Score: Raw -6087.770236 + Penalty 463.196905 = -5624.573331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.083747 sec): 3 clusters Score: Raw -6103.975694 + Penalty 925.552436 = -5178.423258 nChanged 10 SP:Iteration 1F (23.084078 sec): 3 clusters Score: Raw -6120.303937 + Penalty 925.552436 = -5194.751501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.084636 sec): 2 clusters Score: Raw -2995.253585 + Penalty 444.365407 = -2550.888178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.084903 sec): 3 clusters Score: Raw -3041.395861 + Penalty 894.758203 = -2146.637659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.087275 sec): 2 clusters Score: Raw -39957.532245 + Penalty 551.782997 = -39405.749248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.088226 sec): 3 clusters Score: Raw -39789.161063 + Penalty 1103.944907 = -38685.216156 nChanged 119 SP:Iteration 1F (23.089174 sec): 3 clusters Score: Raw -39894.198382 + Penalty 1103.822421 = -38790.375960 nChanged 20 SP:Iteration 2Q (23.090091 sec): 3 clusters Score: Raw -39909.785178 + Penalty 1103.113389 = -38806.671789 nChanged 12 SP:Iteration 3Q (23.091001 sec): 3 clusters Score: Raw -39918.309825 + Penalty 1102.678202 = -38815.631623 nChanged 8 SP:Iteration 4Q (23.091908 sec): 3 clusters Score: Raw -39922.772603 + Penalty 1102.173589 = -38820.599014 nChanged 6 SP:Iteration 5Q (23.092819 sec): 3 clusters Score: Raw -39925.924059 + Penalty 1102.143212 = -38823.780847 nChanged 5 SP:Iteration 6Q (23.093727 sec): 3 clusters Score: Raw -39927.889304 + Penalty 1102.072327 = -38825.816977 nChanged 4 SP:Iteration 7Q (23.094636 sec): 3 clusters Score: Raw -39930.157375 + Penalty 1101.925236 = -38828.232138 nChanged 1 SP:Iteration 8Q (23.095541 sec): 3 clusters Score: Raw -39930.840714 + Penalty 1101.925236 = -38828.915477 nChanged 0 SP:Iteration 9F (23.096454 sec): 3 clusters Score: Raw -39930.840714 + Penalty 1101.925236 = -38828.915477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.097517 sec): 2 clusters Score: Raw -3605.661037 + Penalty 521.456834 = -3084.204204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.097799 sec): 3 clusters Score: Raw -3706.824449 + Penalty 1042.913668 = -2663.910781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.098513 sec): 2 clusters Score: Raw -9275.621830 + Penalty 632.326854 = -8643.294976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.098891 sec): 3 clusters Score: Raw -9287.386184 + Penalty 1267.382621 = -8020.003563 nChanged 7 SP:Iteration 1F (23.099264 sec): 3 clusters Score: Raw -9311.891950 + Penalty 1269.576878 = -8042.315072 nChanged 1 SP:Iteration 2Q (23.099637 sec): 3 clusters Score: Raw -9315.274185 + Penalty 1269.576878 = -8045.697307 nChanged 0 SP:Iteration 3F (23.100013 sec): 3 clusters Score: Raw -9315.274185 + Penalty 1269.576878 = -8045.697307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.100498 sec): 2 clusters Score: Raw -864.736301 + Penalty 178.475716 = -686.260585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.100726 sec): 3 clusters Score: Raw -861.548874 + Penalty 352.745617 = -508.803257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.101335 sec): 2 clusters Score: Raw -4957.728158 + Penalty 480.877545 = -4476.850613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.101666 sec): 3 clusters Score: Raw -5015.727005 + Penalty 957.210111 = -4058.516894 nChanged 1 SP:Iteration 1Q (23.101962 sec): 3 clusters Score: Raw -5021.205814 + Penalty 957.210111 = -4063.995703 nChanged 0 SP:Iteration 2F (23.102259 sec): 3 clusters Score: Raw -5021.205814 + Penalty 957.210111 = -4063.995703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.102740 sec): 2 clusters Score: Raw -807.048514 + Penalty 240.985737 = -566.062777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.102964 sec): 3 clusters Score: Raw -798.348696 + Penalty 507.010101 = -291.338594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.103437 sec): 2 clusters Score: Raw -539.786835 + Penalty 152.202318 = -387.584517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.103680 sec): 3 clusters Score: Raw -554.589934 + Penalty 303.471233 = -251.118701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.104185 sec): 2 clusters Score: Raw -1597.002113 + Penalty 231.468511 = -1365.533602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.104426 sec): 3 clusters Score: Raw -1603.863098 + Penalty 464.632364 = -1139.230734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.105784 sec): 2 clusters Score: Raw -32756.664509 + Penalty 691.357482 = -32065.307027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.106575 sec): 3 clusters Score: Raw -32618.165997 + Penalty 1379.582653 = -31238.583344 nChanged 87 SP:Iteration 1F (23.107352 sec): 3 clusters Score: Raw -32690.503652 + Penalty 1378.565996 = -31311.937655 nChanged 30 SP:Iteration 2F (23.108129 sec): 3 clusters Score: Raw -32730.567209 + Penalty 1379.593263 = -31350.973946 nChanged 16 SP:Iteration 3Q (23.108899 sec): 3 clusters Score: Raw -32746.974612 + Penalty 1379.684846 = -31367.289766 nChanged 8 SP:Iteration 4Q (23.109666 sec): 3 clusters Score: Raw -32751.848130 + Penalty 1379.701776 = -31372.146354 nChanged 1 SP:Iteration 5Q (23.110432 sec): 3 clusters Score: Raw -32752.556554 + Penalty 1379.258762 = -31373.297792 nChanged 1 SP:Iteration 6Q (23.111201 sec): 3 clusters Score: Raw -32753.078927 + Penalty 1379.258762 = -31373.820166 nChanged 0 SP:Iteration 7F (23.111975 sec): 3 clusters Score: Raw -32753.078927 + Penalty 1379.258762 = -31373.820166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.112543 sec): 2 clusters Score: Raw -3473.654193 + Penalty 360.872752 = -3112.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.112826 sec): 3 clusters Score: Raw -3478.433186 + Penalty 734.169056 = -2744.264130 nChanged 2 SP:Iteration 1F (23.113107 sec): 3 clusters Score: Raw -3482.244312 + Penalty 739.126208 = -2743.118104 nChanged 1 SP:Iteration 2F (23.113384 sec): 3 clusters Score: Raw -3483.936300 + Penalty 739.126208 = -2744.810092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.113913 sec): 2 clusters Score: Raw -2417.292969 + Penalty 304.987904 = -2112.305065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.114169 sec): 3 clusters Score: Raw -2421.677398 + Penalty 609.092717 = -1812.584681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.114649 sec): 2 clusters Score: Raw -844.794733 + Penalty 288.483898 = -556.310835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.114855 sec): 2 clusters Score: Raw -844.794733 + Penalty 288.483898 = -556.310835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.115988 sec): 2 clusters Score: Raw -23881.367940 + Penalty 818.127552 = -23063.240388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.116661 sec): 3 clusters Score: Raw -23876.376778 + Penalty 1635.595328 = -22240.781451 nChanged 37 SP:Iteration 1F (23.117312 sec): 3 clusters Score: Raw -23936.797520 + Penalty 1634.943504 = -22301.854016 nChanged 13 SP:Iteration 2F (23.117997 sec): 3 clusters Score: Raw -23964.402991 + Penalty 1634.734290 = -22329.668702 nChanged 4 SP:Iteration 3Q (23.118625 sec): 3 clusters Score: Raw -23971.852852 + Penalty 1635.200754 = -22336.652098 nChanged 4 SP:Iteration 4Q (23.119303 sec): 3 clusters Score: Raw -23978.042176 + Penalty 1635.401962 = -22342.640214 nChanged 1 SP:Iteration 5Q (23.119958 sec): 3 clusters Score: Raw -23980.487537 + Penalty 1635.401962 = -22345.085574 nChanged 0 SP:Iteration 6F (23.120618 sec): 3 clusters Score: Raw -23980.487537 + Penalty 1635.401962 = -22345.085574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121128 sec): 2 clusters Score: Raw -1589.669563 + Penalty 366.331909 = -1223.337654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121371 sec): 3 clusters Score: Raw -1628.277802 + Penalty 724.422900 = -903.854902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121869 sec): 2 clusters Score: Raw -1560.278163 + Penalty 398.523704 = -1161.754459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122105 sec): 3 clusters Score: Raw -1586.694810 + Penalty 797.691101 = -789.003709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.122688 sec): 2 clusters Score: Raw -4799.498775 + Penalty 561.735267 = -4237.763508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122994 sec): 3 clusters Score: Raw -4870.468181 + Penalty 1124.267069 = -3746.201113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 59 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.123468 sec): 2 clusters Score: Raw -505.049940 + Penalty 196.828397 = -308.221542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.123687 sec): 3 clusters Score: Raw -498.410910 + Penalty 387.611564 = -110.799347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124198 sec): 2 clusters Score: Raw -1913.633745 + Penalty 383.563610 = -1530.070135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.124443 sec): 3 clusters Score: Raw -1930.290022 + Penalty 766.729360 = -1163.560663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124923 sec): 2 clusters Score: Raw -598.130765 + Penalty 171.334389 = -426.796376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.125142 sec): 3 clusters Score: Raw -589.935877 + Penalty 171.334389 = -418.601488 nChanged 1 SP:Iteration 1F (23.125342 sec): 2 clusters Score: Raw -598.130765 + Penalty 171.334389 = -426.796376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.125842 sec): 2 clusters Score: Raw -1685.286448 + Penalty 300.472774 = -1384.813675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126084 sec): 3 clusters Score: Raw -1688.053946 + Penalty 606.874339 = -1081.179606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.126568 sec): 2 clusters Score: Raw -993.609087 + Penalty 230.362670 = -763.246417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126798 sec): 3 clusters Score: Raw -988.502915 + Penalty 455.848179 = -532.654736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.127363 sec): 2 clusters Score: Raw -4072.857014 + Penalty 297.499637 = -3775.357377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.127669 sec): 3 clusters Score: Raw -4067.390131 + Penalty 604.161058 = -3463.229073 nChanged 3 SP:Iteration 1F (23.127953 sec): 3 clusters Score: Raw -4074.876001 + Penalty 615.929259 = -3458.946742 nChanged 3 SP:Iteration 2F (23.128237 sec): 3 clusters Score: Raw -4076.537609 + Penalty 627.480282 = -3449.057327 nChanged 1 SP:Iteration 3F (23.128521 sec): 3 clusters Score: Raw -4076.712567 + Penalty 639.032505 = -3437.680062 nChanged 1 SP:Iteration 4F (23.128803 sec): 3 clusters Score: Raw -4077.492587 + Penalty 639.032505 = -3438.460082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129260 sec): 2 clusters Score: Raw -88.250529 + Penalty 0.000000 = -88.250529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.129447 sec): 2 clusters Score: Raw -88.250529 + Penalty 0.000000 = -88.250529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130023 sec): 2 clusters Score: Raw -4569.866622 + Penalty 559.175967 = -4010.690655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130315 sec): 3 clusters Score: Raw -4625.895444 + Penalty 1121.421754 = -3504.473689 nChanged 1 SP:Iteration 1Q (23.130591 sec): 3 clusters Score: Raw -4631.201711 + Penalty 1121.421754 = -3509.779957 nChanged 0 SP:Iteration 2F (23.130877 sec): 3 clusters Score: Raw -4631.201711 + Penalty 1121.421754 = -3509.779957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.131368 sec): 2 clusters Score: Raw -1228.804784 + Penalty 263.161144 = -965.643640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.131602 sec): 3 clusters Score: Raw -1217.961952 + Penalty 528.583968 = -689.377984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132099 sec): 2 clusters Score: Raw -1345.280608 + Penalty 215.928825 = -1129.351783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.132334 sec): 3 clusters Score: Raw -1344.352537 + Penalty 421.005737 = -923.346800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132895 sec): 2 clusters Score: Raw -4126.225409 + Penalty 470.828994 = -3655.396415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.133181 sec): 3 clusters Score: Raw -4159.405856 + Penalty 940.561969 = -3218.843888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.133656 sec): 2 clusters Score: Raw -600.542311 + Penalty 200.538915 = -400.003396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.133880 sec): 3 clusters Score: Raw -590.282755 + Penalty 404.327747 = -185.955008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.134767 sec): 2 clusters Score: Raw -15495.856914 + Penalty 799.455165 = -14696.401749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.135259 sec): 3 clusters Score: Raw -15532.584621 + Penalty 1599.197077 = -13933.387544 nChanged 7 SP:Iteration 1Q (23.135732 sec): 3 clusters Score: Raw -15551.472801 + Penalty 1599.150333 = -13952.322468 nChanged 3 SP:Iteration 2Q (23.136204 sec): 3 clusters Score: Raw -15563.873243 + Penalty 1599.093919 = -13964.779324 nChanged 3 SP:Iteration 3Q (23.136672 sec): 3 clusters Score: Raw -15573.567085 + Penalty 1599.150333 = -13974.416752 nChanged 1 SP:Iteration 4Q (23.137159 sec): 3 clusters Score: Raw -15577.134143 + Penalty 1599.150333 = -13977.983810 nChanged 0 SP:Iteration 5F (23.137639 sec): 3 clusters Score: Raw -15577.134143 + Penalty 1599.150333 = -13977.983810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138131 sec): 2 clusters Score: Raw -937.301718 + Penalty 301.093116 = -636.208602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.138359 sec): 3 clusters Score: Raw -926.980259 + Penalty 593.186106 = -333.794153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138868 sec): 2 clusters Score: Raw -1934.895158 + Penalty 296.843966 = -1638.051192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139115 sec): 3 clusters Score: Raw -1936.095385 + Penalty 593.732500 = -1342.362885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139704 sec): 2 clusters Score: Raw -4530.099680 + Penalty 359.908869 = -4170.190812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139999 sec): 3 clusters Score: Raw -4528.423691 + Penalty 733.121688 = -3795.302003 nChanged 2 SP:Iteration 1Q (23.140288 sec): 3 clusters Score: Raw -4530.237727 + Penalty 733.121688 = -3797.116039 nChanged 0 SP:Iteration 2F (23.140579 sec): 3 clusters Score: Raw -4530.237727 + Penalty 733.121688 = -3797.116039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141041 sec): 2 clusters Score: Raw -194.162284 + Penalty 71.483682 = -122.678602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141238 sec): 2 clusters Score: Raw -194.162284 + Penalty 71.483682 = -122.678602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141797 sec): 2 clusters Score: Raw -3966.653956 + Penalty 571.182904 = -3395.471052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.142077 sec): 3 clusters Score: Raw -4065.074153 + Penalty 1141.701584 = -2923.372568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142628 sec): 2 clusters Score: Raw -3420.212308 + Penalty 352.079123 = -3068.133185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.142909 sec): 3 clusters Score: Raw -3428.048607 + Penalty 701.481096 = -2726.567511 nChanged 2 SP:Iteration 1F (23.143184 sec): 3 clusters Score: Raw -3431.467776 + Penalty 701.481096 = -2729.986680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.143689 sec): 2 clusters Score: Raw -1840.738852 + Penalty 369.627602 = -1471.111250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.143935 sec): 3 clusters Score: Raw -1847.149287 + Penalty 739.685969 = -1107.463318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.144456 sec): 2 clusters Score: Raw -2581.486011 + Penalty 428.083356 = -2153.402655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.144713 sec): 3 clusters Score: Raw -2595.013481 + Penalty 855.658723 = -1739.354758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145201 sec): 2 clusters Score: Raw -514.112053 + Penalty 203.972921 = -310.139132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.145419 sec): 3 clusters Score: Raw -499.201655 + Penalty 405.474679 = -93.726976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145897 sec): 2 clusters Score: Raw -771.815203 + Penalty 177.514785 = -594.300418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146127 sec): 3 clusters Score: Raw -773.560573 + Penalty 358.732197 = -414.828376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 86 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.146613 sec): 2 clusters Score: Raw -968.493735 + Penalty 226.053068 = -742.440668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146843 sec): 3 clusters Score: Raw -973.826536 + Penalty 455.511041 = -518.315495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.147324 sec): 2 clusters Score: Raw -916.520220 + Penalty 248.534203 = -667.986017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.147552 sec): 3 clusters Score: Raw -905.856911 + Penalty 493.155752 = -412.701159 nChanged 1 SP:Iteration 1F (23.147775 sec): 3 clusters Score: Raw -907.032693 + Penalty 493.155752 = -413.876941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.148406 sec): 2 clusters Score: Raw -6249.605860 + Penalty 347.016678 = -5902.589182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.148745 sec): 3 clusters Score: Raw -6238.209588 + Penalty 707.835292 = -5530.374296 nChanged 6 SP:Iteration 1F (23.149085 sec): 3 clusters Score: Raw -6247.456144 + Penalty 712.189772 = -5535.266372 nChanged 3 SP:Iteration 2Q (23.149423 sec): 3 clusters Score: Raw -6252.852254 + Penalty 716.735123 = -5536.117131 nChanged 1 SP:Iteration 3Q (23.149761 sec): 3 clusters Score: Raw -6254.941122 + Penalty 723.152666 = -5531.788456 nChanged 1 SP:Iteration 4F (23.150100 sec): 3 clusters Score: Raw -6257.343179 + Penalty 723.152666 = -5534.190513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.150628 sec): 2 clusters Score: Raw -2680.915980 + Penalty 392.973980 = -2287.941999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.150886 sec): 3 clusters Score: Raw -2698.107306 + Penalty 775.100409 = -1923.006896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 90 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.151630 sec): 2 clusters Score: Raw -10711.844535 + Penalty 742.239676 = -9969.604860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.152027 sec): 3 clusters Score: Raw -10787.994902 + Penalty 1483.819055 = -9304.175848 nChanged 5 SP:Iteration 1Q (23.152404 sec): 3 clusters Score: Raw -10808.588675 + Penalty 1483.968697 = -9324.619978 nChanged 1 SP:Iteration 2Q (23.152777 sec): 3 clusters Score: Raw -10814.302480 + Penalty 1483.968697 = -9330.333782 nChanged 0 SP:Iteration 3F (23.153165 sec): 3 clusters Score: Raw -10814.302480 + Penalty 1483.968697 = -9330.333782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.153647 sec): 2 clusters Score: Raw -721.663712 + Penalty 237.650828 = -484.012883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.153872 sec): 3 clusters Score: Raw -773.447234 + Penalty 461.314154 = -312.133080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.154356 sec): 2 clusters Score: Raw -197.892963 + Penalty 88.136219 = -109.756744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.154566 sec): 3 clusters Score: Raw -186.715071 + Penalty 176.272439 = -10.442632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155040 sec): 2 clusters Score: Raw -589.926654 + Penalty 186.923651 = -403.003003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155261 sec): 3 clusters Score: Raw -583.651309 + Penalty 363.186807 = -220.464502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155730 sec): 2 clusters Score: Raw -406.660613 + Penalty 160.415326 = -246.245287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155946 sec): 3 clusters Score: Raw -391.770428 + Penalty 320.830653 = -70.939775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.156417 sec): 2 clusters Score: Raw -524.981729 + Penalty 220.261702 = -304.720027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.156634 sec): 3 clusters Score: Raw -506.084942 + Penalty 438.205565 = -67.879377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157113 sec): 2 clusters Score: Raw -788.225276 + Penalty 211.625210 = -576.600066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.157337 sec): 3 clusters Score: Raw -782.619846 + Penalty 423.250420 = -359.369426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157819 sec): 2 clusters Score: Raw -906.373298 + Penalty 257.026978 = -649.346320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.158049 sec): 3 clusters Score: Raw -900.573941 + Penalty 518.090869 = -382.483072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.158548 sec): 2 clusters Score: Raw -1667.686237 + Penalty 283.436891 = -1384.249346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.158791 sec): 3 clusters Score: Raw -1680.242039 + Penalty 568.153131 = -1112.088908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159338 sec): 2 clusters Score: Raw -3506.502600 + Penalty 497.903512 = -3008.599088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159614 sec): 3 clusters Score: Raw -3572.686792 + Penalty 996.429788 = -2576.257004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160122 sec): 2 clusters Score: Raw -1884.696581 + Penalty 347.334309 = -1537.362272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160366 sec): 3 clusters Score: Raw -1900.298977 + Penalty 694.147042 = -1206.151936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160881 sec): 2 clusters Score: Raw -2278.716309 + Penalty 399.481095 = -1879.235214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161148 sec): 3 clusters Score: Raw -2310.121030 + Penalty 801.556749 = -1508.564281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161625 sec): 2 clusters Score: Raw -473.776448 + Penalty 156.649345 = -317.127102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161827 sec): 2 clusters Score: Raw -473.776448 + Penalty 156.649345 = -317.127102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162331 sec): 2 clusters Score: Raw -1575.126083 + Penalty 274.976806 = -1300.149277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.162572 sec): 3 clusters Score: Raw -1587.327073 + Penalty 545.443943 = -1041.883131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163050 sec): 2 clusters Score: Raw -717.852928 + Penalty 257.488823 = -460.364105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163274 sec): 3 clusters Score: Raw -710.871215 + Penalty 495.259144 = -215.612071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163757 sec): 2 clusters Score: Raw -911.713458 + Penalty 244.366939 = -667.346519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163986 sec): 3 clusters Score: Raw -904.520335 + Penalty 488.765946 = -415.754389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.164761 sec): 2 clusters Score: Raw -11679.840184 + Penalty 729.569350 = -10950.270834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.165180 sec): 3 clusters Score: Raw -11746.570653 + Penalty 1459.373623 = -10287.197030 nChanged 5 SP:Iteration 1Q (23.165578 sec): 3 clusters Score: Raw -11756.746471 + Penalty 1459.373623 = -10297.372848 nChanged 0 SP:Iteration 2F (23.165989 sec): 3 clusters Score: Raw -11756.746471 + Penalty 1459.373623 = -10297.372848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166494 sec): 2 clusters Score: Raw -1644.642657 + Penalty 346.776903 = -1297.865754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166736 sec): 3 clusters Score: Raw -1670.487121 + Penalty 692.971216 = -977.515904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.167214 sec): 2 clusters Score: Raw -681.286172 + Penalty 182.416008 = -498.870164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167438 sec): 3 clusters Score: Raw -673.663903 + Penalty 380.426197 = -293.237706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168048 sec): 2 clusters Score: Raw -5357.044550 + Penalty 517.265114 = -4839.779437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168382 sec): 3 clusters Score: Raw -5374.604259 + Penalty 1033.667639 = -4340.936620 nChanged 1 SP:Iteration 1Q (23.168682 sec): 3 clusters Score: Raw -5376.845960 + Penalty 1033.667639 = -4343.178321 nChanged 0 SP:Iteration 2F (23.168985 sec): 3 clusters Score: Raw -5376.845960 + Penalty 1033.667639 = -4343.178321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169507 sec): 2 clusters Score: Raw -1478.815778 + Penalty 322.811813 = -1156.003965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.169743 sec): 3 clusters Score: Raw -1496.985166 + Penalty 648.784029 = -848.201137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170221 sec): 2 clusters Score: Raw -682.001522 + Penalty 253.627734 = -428.373788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170444 sec): 3 clusters Score: Raw -696.020877 + Penalty 513.014077 = -183.006800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170916 sec): 2 clusters Score: Raw -512.026055 + Penalty 174.498580 = -337.527475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171135 sec): 3 clusters Score: Raw -496.791676 + Penalty 342.335689 = -154.455987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.171662 sec): 2 clusters Score: Raw -2597.844506 + Penalty 368.960184 = -2228.884323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171921 sec): 3 clusters Score: Raw -2634.825849 + Penalty 738.019105 = -1896.806745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172382 sec): 2 clusters Score: Raw -176.333492 + Penalty 39.152478 = -137.181014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172584 sec): 3 clusters Score: Raw -177.080692 + Penalty 78.304956 = -98.775737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 117 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173088 sec): 2 clusters Score: Raw -1820.837858 + Penalty 390.692509 = -1430.145349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.173337 sec): 3 clusters Score: Raw -1839.794281 + Penalty 781.385018 = -1058.409263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 118 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173827 sec): 2 clusters Score: Raw -1045.195679 + Penalty 286.427397 = -758.768282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174055 sec): 3 clusters Score: Raw -1031.336115 + Penalty 567.854563 = -463.481552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174535 sec): 2 clusters Score: Raw -779.422080 + Penalty 214.939572 = -564.482507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174761 sec): 3 clusters Score: Raw -776.105624 + Penalty 424.107088 = -351.998536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175235 sec): 2 clusters Score: Raw -635.913114 + Penalty 131.905728 = -504.007386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175458 sec): 3 clusters Score: Raw -642.313876 + Penalty 267.473816 = -374.840060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 122 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175943 sec): 2 clusters Score: Raw -1053.676323 + Penalty 325.996232 = -727.680091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176171 sec): 3 clusters Score: Raw -1042.723813 + Penalty 660.979765 = -381.744049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176751 sec): 2 clusters Score: Raw -3986.375494 + Penalty 342.021496 = -3644.353998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177037 sec): 3 clusters Score: Raw -3974.717627 + Penalty 688.276494 = -3286.441133 nChanged 2 SP:Iteration 1Q (23.177319 sec): 3 clusters Score: Raw -3977.138748 + Penalty 688.276494 = -3288.862254 nChanged 0 SP:Iteration 2F (23.177599 sec): 3 clusters Score: Raw -3977.138748 + Penalty 688.276494 = -3288.862254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178083 sec): 2 clusters Score: Raw -938.985540 + Penalty 294.648828 = -644.336712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178308 sec): 3 clusters Score: Raw -929.453444 + Penalty 587.139484 = -342.313960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 125 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178783 sec): 2 clusters Score: Raw -729.887665 + Penalty 272.000003 = -457.887662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179006 sec): 3 clusters Score: Raw -716.354779 + Penalty 551.741271 = -164.613508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179482 sec): 2 clusters Score: Raw -698.721575 + Penalty 214.948531 = -483.773044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179705 sec): 3 clusters Score: Raw -691.041175 + Penalty 418.104300 = -272.936875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180160 sec): 2 clusters Score: Raw -89.847983 + Penalty 0.000000 = -89.847983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180350 sec): 2 clusters Score: Raw -89.847983 + Penalty 0.000000 = -89.847983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180828 sec): 2 clusters Score: Raw -796.071059 + Penalty 234.749048 = -561.322011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181054 sec): 3 clusters Score: Raw -792.198757 + Penalty 474.594567 = -317.604190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181567 sec): 2 clusters Score: Raw -2123.520095 + Penalty 261.251267 = -1862.268828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181818 sec): 3 clusters Score: Raw -2120.643507 + Penalty 516.690491 = -1603.953016 nChanged 1 SP:Iteration 1Q (23.182063 sec): 3 clusters Score: Raw -2121.895529 + Penalty 516.690491 = -1605.205038 nChanged 0 SP:Iteration 2F (23.182309 sec): 3 clusters Score: Raw -2121.895529 + Penalty 516.690491 = -1605.205038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 130 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.182805 sec): 2 clusters Score: Raw -1450.091521 + Penalty 402.633676 = -1047.457845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183041 sec): 3 clusters Score: Raw -1489.546553 + Penalty 803.561507 = -685.985046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183525 sec): 2 clusters Score: Raw -967.813123 + Penalty 223.638506 = -744.174617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183752 sec): 3 clusters Score: Raw -971.187378 + Penalty 441.744502 = -529.442877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 133 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184259 sec): 2 clusters Score: Raw -1179.850071 + Penalty 277.539610 = -902.310461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184490 sec): 3 clusters Score: Raw -1184.393760 + Penalty 562.522181 = -621.871579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184999 sec): 2 clusters Score: Raw -1414.651223 + Penalty 342.264465 = -1072.386758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.185236 sec): 3 clusters Score: Raw -1436.116491 + Penalty 684.957945 = -751.158546 nChanged 1 SP:Iteration 1F (23.185469 sec): 3 clusters Score: Raw -1440.252091 + Penalty 684.957945 = -755.294147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185956 sec): 2 clusters Score: Raw -1143.519031 + Penalty 312.313992 = -831.205039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186188 sec): 3 clusters Score: Raw -1137.135789 + Penalty 625.470624 = -511.665165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186747 sec): 2 clusters Score: Raw -3929.446353 + Penalty 451.953817 = -3477.492536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187029 sec): 3 clusters Score: Raw -3944.585389 + Penalty 904.536148 = -3040.049241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187493 sec): 2 clusters Score: Raw -194.971465 + Penalty 77.470691 = -117.500774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187703 sec): 3 clusters Score: Raw -185.707462 + Penalty 154.941382 = -30.766080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188171 sec): 2 clusters Score: Raw -401.829275 + Penalty 150.624827 = -251.204448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188387 sec): 3 clusters Score: Raw -390.154676 + Penalty 301.249654 = -88.905022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188858 sec): 2 clusters Score: Raw -519.086128 + Penalty 212.410654 = -306.675474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189078 sec): 3 clusters Score: Raw -504.553461 + Penalty 435.108878 = -69.444583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189562 sec): 2 clusters Score: Raw -960.685607 + Penalty 236.746889 = -723.938718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189784 sec): 3 clusters Score: Raw -955.208101 + Penalty 236.746889 = -718.461212 nChanged 1 SP:Iteration 1F (23.189990 sec): 2 clusters Score: Raw -960.685607 + Penalty 236.746889 = -723.938718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.190454 sec): 2 clusters Score: Raw -292.042631 + Penalty 105.440269 = -186.602362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190652 sec): 2 clusters Score: Raw -292.042631 + Penalty 105.440269 = -186.602362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191154 sec): 2 clusters Score: Raw -1002.048660 + Penalty 264.215846 = -737.832814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.191382 sec): 3 clusters Score: Raw -1000.468729 + Penalty 530.307548 = -470.161181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191849 sec): 2 clusters Score: Raw -413.464163 + Penalty 166.248909 = -247.215255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192068 sec): 3 clusters Score: Raw -398.753959 + Penalty 166.248909 = -232.505051 nChanged 1 SP:Iteration 1F (23.192264 sec): 2 clusters Score: Raw -413.464163 + Penalty 166.248909 = -247.215255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.192762 sec): 2 clusters Score: Raw -1553.222092 + Penalty 359.248068 = -1193.974025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193000 sec): 3 clusters Score: Raw -1554.677007 + Penalty 713.060133 = -841.616874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193494 sec): 2 clusters Score: Raw -1515.865910 + Penalty 337.462811 = -1178.403099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193732 sec): 3 clusters Score: Raw -1516.437109 + Penalty 668.920066 = -847.517043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194200 sec): 2 clusters Score: Raw -307.990226 + Penalty 144.084248 = -163.905978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194399 sec): 2 clusters Score: Raw -307.990226 + Penalty 144.084248 = -163.905978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194866 sec): 2 clusters Score: Raw -386.766757 + Penalty 130.436171 = -256.330586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195082 sec): 3 clusters Score: Raw -378.348830 + Penalty 260.872343 = -117.476487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 150 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195577 sec): 2 clusters Score: Raw -1352.867107 + Penalty 362.014209 = -990.852899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195813 sec): 3 clusters Score: Raw -1364.606362 + Penalty 724.399250 = -640.207112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196290 sec): 2 clusters Score: Raw -819.425561 + Penalty 252.305690 = -567.119870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196516 sec): 3 clusters Score: Raw -809.785666 + Penalty 502.939736 = -306.845930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196979 sec): 2 clusters Score: Raw -292.224241 + Penalty 100.812305 = -191.411936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.197186 sec): 3 clusters Score: Raw -284.204565 + Penalty 188.571275 = -95.633290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.197704 sec): 2 clusters Score: Raw -2550.110566 + Penalty 500.294958 = -2049.815608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.197974 sec): 3 clusters Score: Raw -2581.334553 + Penalty 999.193220 = -1582.141333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198440 sec): 2 clusters Score: Raw -300.819097 + Penalty 137.111405 = -163.707692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.198638 sec): 2 clusters Score: Raw -300.819097 + Penalty 137.111405 = -163.707692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.199092 sec): 2 clusters Score: Raw -90.547545 + Penalty 0.000000 = -90.547545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.199282 sec): 2 clusters Score: Raw -90.547545 + Penalty 0.000000 = -90.547545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.199779 sec): 2 clusters Score: Raw -1355.605733 + Penalty 214.840586 = -1140.765147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.200017 sec): 3 clusters Score: Raw -1352.047947 + Penalty 429.681172 = -922.366775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200499 sec): 2 clusters Score: Raw -1008.778602 + Penalty 248.952570 = -759.826032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.200724 sec): 3 clusters Score: Raw -1003.148381 + Penalty 424.991466 = -578.156915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.201201 sec): 2 clusters Score: Raw -793.442017 + Penalty 222.419308 = -571.022709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201430 sec): 3 clusters Score: Raw -803.073472 + Penalty 358.588599 = -444.484873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.201933 sec): 2 clusters Score: Raw -782.726736 + Penalty 204.477401 = -578.249335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.202160 sec): 3 clusters Score: Raw -779.506719 + Penalty 444.568439 = -334.938280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.202623 sec): 2 clusters Score: Raw -196.193120 + Penalty 80.334559 = -115.858561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.202833 sec): 3 clusters Score: Raw -185.924583 + Penalty 160.669118 = -25.255465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203290 sec): 2 clusters Score: Raw -92.148775 + Penalty 0.000000 = -92.148775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203485 sec): 2 clusters Score: Raw -92.148775 + Penalty 0.000000 = -92.148775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203952 sec): 2 clusters Score: Raw -278.096985 + Penalty 75.241556 = -202.855429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204161 sec): 3 clusters Score: Raw -275.047253 + Penalty 176.673419 = -98.373834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.204639 sec): 2 clusters Score: Raw -712.863515 + Penalty 238.957467 = -473.906048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204879 sec): 3 clusters Score: Raw -702.794286 + Penalty 473.182090 = -229.612196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205363 sec): 2 clusters Score: Raw -902.133044 + Penalty 259.440182 = -642.692862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205589 sec): 3 clusters Score: Raw -897.252827 + Penalty 522.137450 = -375.115377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206056 sec): 2 clusters Score: Raw -374.920532 + Penalty 100.697273 = -274.223259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206256 sec): 2 clusters Score: Raw -374.920532 + Penalty 100.697273 = -274.223259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 171 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206729 sec): 2 clusters Score: Raw -627.154873 + Penalty 209.382954 = -417.771919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206948 sec): 3 clusters Score: Raw -616.092819 + Penalty 209.382954 = -406.709865 nChanged 1 SP:Iteration 1F (23.207148 sec): 2 clusters Score: Raw -627.154873 + Penalty 209.382954 = -417.771919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 172 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207626 sec): 2 clusters Score: Raw -830.764447 + Penalty 277.537385 = -553.227062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.207850 sec): 3 clusters Score: Raw -821.414468 + Penalty 554.406422 = -267.008046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208314 sec): 2 clusters Score: Raw -282.911970 + Penalty 100.783366 = -182.128604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208522 sec): 3 clusters Score: Raw -281.133492 + Penalty 185.074882 = -96.058609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 174 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208986 sec): 2 clusters Score: Raw -299.679474 + Penalty 126.283982 = -173.395492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209198 sec): 3 clusters Score: Raw -288.337480 + Penalty 255.185457 = -33.152022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 176 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209682 sec): 2 clusters Score: Raw -994.859818 + Penalty 260.936989 = -733.922829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209909 sec): 3 clusters Score: Raw -987.944280 + Penalty 522.967072 = -464.977208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 177 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.210380 sec): 2 clusters Score: Raw -607.350646 + Penalty 205.382315 = -401.968331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210600 sec): 3 clusters Score: Raw -596.541799 + Penalty 418.721095 = -177.820704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 178 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211064 sec): 2 clusters Score: Raw -306.924603 + Penalty 146.101312 = -160.823291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.211278 sec): 3 clusters Score: Raw -293.581963 + Penalty 284.639079 = -8.942884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211776 sec): 2 clusters Score: Raw -955.821955 + Penalty 221.044217 = -734.777738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212006 sec): 3 clusters Score: Raw -964.562342 + Penalty 442.088434 = -522.473908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.212466 sec): 2 clusters Score: Raw -193.931828 + Penalty 79.759574 = -114.172254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212662 sec): 2 clusters Score: Raw -193.931828 + Penalty 79.759574 = -114.172254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213137 sec): 2 clusters Score: Raw -713.557630 + Penalty 255.270395 = -458.287236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.213360 sec): 3 clusters Score: Raw -705.678810 + Penalty 489.922724 = -215.756086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213831 sec): 2 clusters Score: Raw -365.035438 + Penalty 88.752232 = -276.283206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214050 sec): 3 clusters Score: Raw -365.293315 + Penalty 177.504463 = -187.788852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 188 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214532 sec): 2 clusters Score: Raw -608.279994 + Penalty 223.539803 = -384.740191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214754 sec): 3 clusters Score: Raw -600.373313 + Penalty 438.128994 = -162.244319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215217 sec): 2 clusters Score: Raw -189.180240 + Penalty 61.973031 = -127.207209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.215427 sec): 3 clusters Score: Raw -181.729719 + Penalty 123.946062 = -57.783657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215890 sec): 2 clusters Score: Raw -191.942289 + Penalty 76.719832 = -115.222457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216087 sec): 2 clusters Score: Raw -191.942289 + Penalty 76.719832 = -115.222457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216553 sec): 2 clusters Score: Raw -405.811254 + Penalty 160.089947 = -245.721308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216769 sec): 3 clusters Score: Raw -391.099101 + Penalty 320.179894 = -70.919207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 194 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217268 sec): 2 clusters Score: Raw -1595.924104 + Penalty 276.126949 = -1319.797155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217510 sec): 3 clusters Score: Raw -1602.648554 + Penalty 539.538115 = -1063.110438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217974 sec): 2 clusters Score: Raw -288.669349 + Penalty 99.069360 = -189.599989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218199 sec): 3 clusters Score: Raw -279.572544 + Penalty 212.347241 = -67.225303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218689 sec): 2 clusters Score: Raw -502.700698 + Penalty 192.921019 = -309.779680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218908 sec): 3 clusters Score: Raw -492.232354 + Penalty 391.423739 = -100.808616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.219359 sec): 2 clusters Score: Raw -177.069347 + Penalty 14.466579 = -162.602768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219545 sec): 2 clusters Score: Raw -177.069347 + Penalty 14.466579 = -162.602768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220012 sec): 2 clusters Score: Raw -388.934563 + Penalty 133.923080 = -255.011483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.220227 sec): 3 clusters Score: Raw -381.472835 + Penalty 267.846160 = -113.626675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220679 sec): 2 clusters Score: Raw -91.386217 + Penalty 0.000000 = -91.386217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.220869 sec): 2 clusters Score: Raw -91.386217 + Penalty 0.000000 = -91.386217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 206 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.221340 sec): 2 clusters Score: Raw -490.668223 + Penalty 152.414264 = -338.253959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221557 sec): 3 clusters Score: Raw -480.582850 + Penalty 337.995441 = -142.587409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222018 sec): 2 clusters Score: Raw -192.953262 + Penalty 74.237418 = -118.715844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.222228 sec): 3 clusters Score: Raw -185.979895 + Penalty 148.474836 = -37.505058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 210 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222689 sec): 2 clusters Score: Raw -193.352009 + Penalty 66.959139 = -126.392870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.222886 sec): 2 clusters Score: Raw -193.352009 + Penalty 66.959139 = -126.392870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.223345 sec): 2 clusters Score: Raw -198.429310 + Penalty 87.501952 = -110.927358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.223541 sec): 2 clusters Score: Raw -198.429310 + Penalty 87.501952 = -110.927358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224000 sec): 2 clusters Score: Raw -93.679302 + Penalty 0.000000 = -93.679302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.224194 sec): 2 clusters Score: Raw -93.679302 + Penalty 0.000000 = -93.679302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224661 sec): 2 clusters Score: Raw -397.145093 + Penalty 132.301680 = -264.843413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.224877 sec): 3 clusters Score: Raw -384.972901 + Penalty 264.603360 = -120.369541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 218 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.225362 sec): 2 clusters Score: Raw -521.341692 + Penalty 222.564868 = -298.776824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.225581 sec): 3 clusters Score: Raw -505.383418 + Penalty 446.853158 = -58.530260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.226046 sec): 2 clusters Score: Raw -299.381072 + Penalty 124.667267 = -174.713806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.226259 sec): 3 clusters Score: Raw -287.798724 + Penalty 255.612189 = -32.186535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.226715 sec): 2 clusters Score: Raw -92.218012 + Penalty 0.000000 = -92.218012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.226909 sec): 2 clusters Score: Raw -92.218012 + Penalty 0.000000 = -92.218012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 222 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227398 sec): 2 clusters Score: Raw -797.439374 + Penalty 94.724181 = -702.715194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227625 sec): 3 clusters Score: Raw -797.010812 + Penalty 193.367062 = -603.643750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 225 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.228092 sec): 2 clusters Score: Raw -392.598357 + Penalty 141.629897 = -250.968460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.228308 sec): 3 clusters Score: Raw -384.556197 + Penalty 290.977086 = -93.579111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 226 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.228781 sec): 2 clusters Score: Raw -608.710889 + Penalty 198.606707 = -410.104182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229001 sec): 3 clusters Score: Raw -597.022671 + Penalty 387.015524 = -210.007148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229447 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229631 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.230088 sec): 2 clusters Score: Raw -92.806743 + Penalty 0.000000 = -92.806743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.230282 sec): 2 clusters Score: Raw -92.806743 + Penalty 0.000000 = -92.806743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 237 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.230737 sec): 2 clusters Score: Raw -94.206666 + Penalty 0.000000 = -94.206666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.230930 sec): 2 clusters Score: Raw -94.206666 + Penalty 0.000000 = -94.206666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.231376 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231560 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 241 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.232034 sec): 2 clusters Score: Raw -332.380110 + Penalty 10.034856 = -322.345254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.232225 sec): 2 clusters Score: Raw -332.380110 + Penalty 10.034856 = -322.345254 nChanged 0 Deleting Class 122 (10 points): Lose 65.442159 but Gain 1442.558597 Iteration 20F (25.588719 sec): 192 clusters Score: Raw -2328283.498075 + Penalty 203984.777657 = -2124298.720418 nChanged 139 Deleting Class 218 (5 points): Lose 36.187536 but Gain 1409.025832 Iteration 21Q (25.756614 sec): 191 clusters Score: Raw -2328298.493429 + Penalty 202711.566670 = -2125586.926759 nChanged 126 Deleting Class 154 (24 points): Lose 232.262092 but Gain 1603.989231 Iteration 22Q (25.923530 sec): 190 clusters Score: Raw -2328135.678128 + Penalty 201278.445201 = -2126857.232927 nChanged 118 Deleting Class 125 (7 points): Lose 56.526490 but Gain 1424.238420 Iteration 23Q (26.088883 sec): 189 clusters Score: Raw -2328214.546961 + Penalty 199938.037001 = -2128276.509960 nChanged 122 Deleting Class 130 (14 points): Lose 192.261445 but Gain 1554.525473 Iteration 24Q (26.253806 sec): 188 clusters Score: Raw -2328090.531102 + Penalty 198444.729172 = -2129645.801930 nChanged 105 Deleting Class 96 (5 points): Lose 33.507583 but Gain 1394.444826 Iteration 25Q (26.417628 sec): 187 clusters Score: Raw -2328136.115104 + Penalty 197077.904869 = -2131058.210235 nChanged 92 Deleting Class 53 (8 points): Lose 66.292015 but Gain 1413.550843 Iteration 26Q (26.577116 sec): 186 clusters Score: Raw -2328103.884249 + Penalty 195784.930495 = -2132318.953754 nChanged 88 Deleting Class 57 (17 points): Lose 150.433741 but Gain 1493.495439 Iteration 27Q (26.737933 sec): 185 clusters Score: Raw -2328021.785702 + Penalty 194384.700905 = -2133637.084797 nChanged 72 Deleting Class 15 (12 points): Lose 83.148447 but Gain 1419.480134 Iteration 28Q (26.896206 sec): 184 clusters Score: Raw -2328014.338963 + Penalty 193013.424862 = -2135000.914101 nChanged 66 Deleting Class 124 (10 points): Lose 49.256329 but Gain 1387.860751 Iteration 29Q (27.053751 sec): 183 clusters Score: Raw -2328019.861756 + Penalty 191681.662451 = -2136338.199306 nChanged 71 Deleting Class 178 (3 points): Lose 20.248576 but Gain 1355.021649 Iteration 30F (29.289093 sec): 182 clusters Score: Raw -2328061.451456 + Penalty 190365.334072 = -2137696.117383 nChanged 59 Deleting Class 105 (8 points): Lose 54.366379 but Gain 1386.458883 Iteration 31Q (29.442531 sec): 181 clusters Score: Raw -2328048.847815 + Penalty 189039.583337 = -2139009.264478 nChanged 49 Deleting Class 78 (37 points): Lose 259.111060 but Gain 1588.725325 Iteration 32Q (29.591149 sec): 180 clusters Score: Raw -2327827.763844 + Penalty 187654.801273 = -2140172.962571 nChanged 76 Deleting Class 73 (11 points): Lose 94.629581 but Gain 1420.481353 Iteration 33Q (29.740950 sec): 179 clusters Score: Raw -2327900.228255 + Penalty 186313.207456 = -2141587.020799 nChanged 47 Deleting Class 150 (14 points): Lose 125.119417 but Gain 1450.471087 Iteration 34Q (29.889761 sec): 178 clusters Score: Raw -2327847.686744 + Penalty 185122.118812 = -2142725.567932 nChanged 49 Deleting Class 66 (44 points): Lose 190.724999 but Gain 1505.855681 Iteration 35Q (30.035876 sec): 177 clusters Score: Raw -2327750.575003 + Penalty 183712.302519 = -2144038.272484 nChanged 73 Deleting Class 148 (3 points): Lose 25.434988 but Gain 1336.314325 Iteration 36Q (30.184002 sec): 176 clusters Score: Raw -2327848.240639 + Penalty 182412.331076 = -2145435.909563 nChanged 36 Deleting Class 140 (5 points): Lose 42.077844 but Gain 1344.740980 Iteration 37Q (30.327980 sec): 175 clusters Score: Raw -2327846.740118 + Penalty 181156.899909 = -2146689.840210 nChanged 20 Deleting Class 84 (6 points): Lose 36.497418 but Gain 1338.765911 Iteration 38Q (30.469816 sec): 174 clusters Score: Raw -2327852.081263 + Penalty 179878.512439 = -2147973.568825 nChanged 18 Deleting Class 6 (4 points): Lose 25.841583 but Gain 1325.923786 Iteration 39Q (30.612233 sec): 173 clusters Score: Raw -2327848.511068 + Penalty 178640.655293 = -2149207.855776 nChanged 14 Deleting Class 58 (49 points): Lose 196.546161 but Gain 1493.232343 Iteration 40F (32.730756 sec): 172 clusters Score: Raw -2327670.144751 + Penalty 177249.515314 = -2150420.629437 nChanged 57 Deleting Class 156 (6 points): Lose 88.097377 but Gain 1383.487110 Iteration 41Q (32.876027 sec): 171 clusters Score: Raw -2327683.461801 + Penalty 175994.690011 = -2151688.771790 nChanged 22 Deleting Class 43 (39 points): Lose 195.040594 but Gain 1489.917003 Iteration 42Q (33.016403 sec): 170 clusters Score: Raw -2327563.955296 + Penalty 174743.044113 = -2152820.911182 nChanged 53 Deleting Class 92 (2 points): Lose 2.006827 but Gain 1295.583855 Iteration 43Q (33.160755 sec): 169 clusters Score: Raw -2327712.458908 + Penalty 173494.652244 = -2154217.806664 nChanged 16 Deleting Class 172 (8 points): Lose 68.066494 but Gain 1359.913697 Iteration 44Q (33.302421 sec): 168 clusters Score: Raw -2327670.287042 + Penalty 172205.576959 = -2155464.710083 nChanged 19 Deleting Class 32 (31 points): Lose 350.124917 but Gain 1633.454217 Iteration 45Q (33.445499 sec): 167 clusters Score: Raw -2327359.702015 + Penalty 170600.173059 = -2156759.528956 nChanged 41 Deleting Class 212 (2 points): Lose 15.798573 but Gain 1286.260261 Iteration 46Q (33.587032 sec): 166 clusters Score: Raw -2327459.408837 + Penalty 169330.459552 = -2158128.949286 nChanged 17 Deleting Class 135 (11 points): Lose 61.034397 but Gain 1327.082131 Iteration 47Q (33.727360 sec): 165 clusters Score: Raw -2327433.324447 + Penalty 168054.794499 = -2159378.529948 nChanged 24 Deleting Class 117 (18 points): Lose 111.958066 but Gain 1377.266395 Iteration 48Q (33.865746 sec): 164 clusters Score: Raw -2327383.730947 + Penalty 166788.798500 = -2160594.932446 nChanged 27 Deleting Class 100 (33 points): Lose 178.364789 but Gain 1443.620503 Iteration 49Q (34.003663 sec): 163 clusters Score: Raw -2327300.334696 + Penalty 165633.413621 = -2161666.921075 nChanged 43 Deleting Class 183 (7 points): Lose 70.589644 but Gain 1336.639336 Iteration 50F (35.976777 sec): 162 clusters Score: Raw -2327366.729312 + Penalty 164352.386485 = -2163014.342826 nChanged 19 Deleting Class 146 (16 points): Lose 102.617713 but Gain 1367.509898 Iteration 51Q (36.117967 sec): 161 clusters Score: Raw -2327298.586433 + Penalty 163007.780702 = -2164290.805731 nChanged 23 Deleting Class 237 (1 points): Lose 3.067879 but Gain 1258.412738 Iteration 52Q (36.254245 sec): 160 clusters Score: Raw -2327327.255190 + Penalty 161750.436385 = -2165576.818804 nChanged 9 Deleting Class 151 (10 points): Lose 47.853253 but Gain 1288.071824 Iteration 53Q (36.388753 sec): 159 clusters Score: Raw -2327284.359869 + Penalty 160474.128583 = -2166810.231286 nChanged 12 Deleting Class 83 (26 points): Lose 116.999400 but Gain 1351.099113 Iteration 54Q (36.525547 sec): 158 clusters Score: Raw -2327181.926571 + Penalty 159191.553726 = -2167990.372845 nChanged 30 Deleting Class 188 (6 points): Lose 37.868536 but Gain 1271.193685 Iteration 55Q (36.661433 sec): 157 clusters Score: Raw -2327199.061047 + Penalty 157935.592902 = -2169263.468145 nChanged 11 Deleting Class 60 (21 points): Lose 118.529395 but Gain 1351.362078 Iteration 56Q (36.794779 sec): 156 clusters Score: Raw -2327094.668004 + Penalty 156629.780355 = -2170464.887649 nChanged 25 Deleting Class 193 (5 points): Lose 26.482737 but Gain 1257.579261 Iteration 57Q (36.929005 sec): 155 clusters Score: Raw -2327121.416639 + Penalty 155388.294228 = -2171733.122411 nChanged 10 Deleting Class 41 (38 points): Lose 176.392273 but Gain 1404.432468 Iteration 58Q (37.062048 sec): 154 clusters Score: Raw -2326960.926556 + Penalty 154058.061555 = -2172902.865001 nChanged 43 Deleting Class 81 (22 points): Lose 99.324419 but Gain 1325.346110 Iteration 59Q (37.196565 sec): 153 clusters Score: Raw -2326957.163310 + Penalty 152815.115495 = -2174142.047815 nChanged 36 Deleting Class 134 (18 points): Lose 119.261039 but Gain 1346.608622 Iteration 60F (39.068287 sec): 152 clusters Score: Raw -2326922.831586 + Penalty 151556.735819 = -2175366.095767 nChanged 26 Deleting Class 168 (7 points): Lose 25.522543 but Gain 1251.222064 Iteration 61Q (39.203719 sec): 151 clusters Score: Raw -2326967.371995 + Penalty 150318.850312 = -2176648.521683 nChanged 15 Deleting Class 181 (3 points): Lose 29.213713 but Gain 1252.264136 Iteration 62Q (39.335968 sec): 150 clusters Score: Raw -2326954.995987 + Penalty 149249.773710 = -2177705.222277 nChanged 9 Deleting Class 213 (3 points): Lose 47.038393 but Gain 1261.816914 Iteration 63Q (39.469678 sec): 149 clusters Score: Raw -2326943.969027 + Penalty 148121.082900 = -2178822.886127 nChanged 11 Deleting Class 147 (19 points): Lose 125.718088 but Gain 1330.428736 Iteration 64Q (39.600296 sec): 148 clusters Score: Raw -2326860.498065 + Penalty 146861.644918 = -2179998.853147 nChanged 26 Deleting Class 56 (17 points): Lose 146.102809 but Gain 1347.686276 Iteration 65Q (39.732994 sec): 147 clusters Score: Raw -2326796.153898 + Penalty 144858.001792 = -2181938.152106 nChanged 23 Deleting Class 196 (5 points): Lose 20.185868 but Gain 1221.354932 Iteration 66Q (39.862373 sec): 145 clusters Score: Raw -2326866.012015 + Penalty 143640.992508 = -2183225.019506 nChanged 11 Deleting Class 16 (126 points): Lose 414.522551 but Gain 1615.700538 Iteration 67Q (39.990312 sec): 144 clusters Score: Raw -2326465.197534 + Penalty 142240.352802 = -2184224.844732 nChanged 133 Deleting Class 174 (5 points): Lose 44.354932 but Gain 1240.297398 Iteration 68Q (40.133372 sec): 143 clusters Score: Raw -2326714.652310 + Penalty 141014.841721 = -2185699.810588 nChanged 17 Deleting Class 90 (111 points): Lose 445.742060 but Gain 1640.230842 Iteration 69Q (40.261036 sec): 142 clusters Score: Raw -2326298.082724 + Penalty 139450.177141 = -2186847.905582 nChanged 114 Deleting Class 144 (4 points): Lose 30.829473 but Gain 1221.911966 Iteration 70F (41.990745 sec): 141 clusters Score: Raw -2326500.065413 + Penalty 138227.384114 = -2188272.681298 nChanged 26 Deleting Class 102 (27 points): Lose 113.644178 but Gain 1299.978552 Iteration 71Q (42.120444 sec): 140 clusters Score: Raw -2326432.641011 + Penalty 136963.455892 = -2189469.185119 nChanged 36 Deleting Class 29 (4 points): Lose 12.321084 but Gain 1197.631826 Iteration 72Q (42.250290 sec): 139 clusters Score: Raw -2326500.421966 + Penalty 135784.548640 = -2190715.873326 nChanged 15 Deleting Class 112 (19 points): Lose 97.579553 but Gain 1280.236514 Iteration 73Q (42.378404 sec): 138 clusters Score: Raw -2326433.703922 + Penalty 134517.134111 = -2191916.569811 nChanged 22 Deleting Class 59 (5 points): Lose 64.218408 but Gain 1246.091979 Iteration 74Q (42.504461 sec): 137 clusters Score: Raw -2326408.690825 + Penalty 133272.726835 = -2193135.963990 nChanged 15 Deleting Class 163 (2 points): Lose 1.468439 but Gain 1180.901095 Iteration 75Q (42.631026 sec): 136 clusters Score: Raw -2326424.912717 + Penalty 132106.342978 = -2194318.569739 nChanged 4 Deleting Class 118 (12 points): Lose 94.982518 but Gain 1270.390250 Iteration 76Q (42.755827 sec): 135 clusters Score: Raw -2326335.152969 + Penalty 130877.111993 = -2195458.040976 nChanged 14 Deleting Class 98 (10 points): Lose 58.557825 but Gain 1233.923791 Iteration 77Q (42.879912 sec): 134 clusters Score: Raw -2326305.368343 + Penalty 129751.724759 = -2196553.643583 nChanged 13 Deleting Class 44 (103 points): Lose 294.684330 but Gain 1465.095215 Iteration 78Q (43.005000 sec): 133 clusters Score: Raw -2326045.006803 + Penalty 128365.639243 = -2197679.367560 nChanged 104 Deleting Class 171 (7 points): Lose 77.146831 but Gain 1246.903628 Iteration 79Q (43.134694 sec): 132 clusters Score: Raw -2326146.045918 + Penalty 127124.328453 = -2199021.717466 nChanged 17 Deleting Class 95 (4 points): Lose 10.586181 but Gain 1179.035750 Iteration 80F (44.750710 sec): 131 clusters Score: Raw -2326160.307530 + Penalty 125957.703050 = -2200202.604481 nChanged 13 Deleting Class 169 (9 points): Lose 39.334739 but Gain 1203.093454 Iteration 81Q (44.880672 sec): 130 clusters Score: Raw -2326135.981532 + Penalty 124779.547152 = -2201356.434381 nChanged 12 Deleting Class 87 (11 points): Lose 48.153362 but Gain 1207.908097 Iteration 82Q (45.006084 sec): 129 clusters Score: Raw -2326103.842385 + Penalty 123636.022675 = -2202467.819711 nChanged 15 Deleting Class 70 (7 points): Lose 24.901137 but Gain 1178.664081 Iteration 83Q (45.132690 sec): 128 clusters Score: Raw -2326109.675902 + Penalty 122473.459425 = -2203636.216477 nChanged 13 Deleting Class 164 (2 points): Lose 61.064378 but Gain 1213.466908 Iteration 84Q (45.259358 sec): 127 clusters Score: Raw -2326063.315799 + Penalty 121298.442596 = -2204764.873203 nChanged 6 Deleting Class 108 (21 points): Lose 137.557972 but Gain 1289.447089 Iteration 85Q (45.383297 sec): 126 clusters Score: Raw -2325944.155554 + Penalty 120088.486095 = -2205855.669459 nChanged 24 Deleting Class 37 (23 points): Lose 169.313037 but Gain 1317.645031 Iteration 86Q (45.512998 sec): 125 clusters Score: Raw -2325839.330460 + Penalty 118922.567343 = -2206916.763117 nChanged 33 Deleting Class 177 (6 points): Lose 21.565176 but Gain 1167.938321 Iteration 87Q (45.638717 sec): 124 clusters Score: Raw -2325954.875397 + Penalty 117760.136928 = -2208194.738469 nChanged 23 Deleting Class 47 (9 points): Lose 53.029793 but Gain 1194.581051 Iteration 88Q (45.763993 sec): 123 clusters Score: Raw -2325954.939436 + Penalty 116440.812958 = -2209514.126478 nChanged 19 Deleting Class 160 (13 points): Lose 84.834074 but Gain 1229.777681 Iteration 89Q (45.889087 sec): 122 clusters Score: Raw -2325918.189969 + Penalty 115243.631857 = -2210674.558112 nChanged 21 Deleting Class 101 (22 points): Lose 110.430642 but Gain 1249.022886 Iteration 90F (47.370543 sec): 121 clusters Score: Raw -2325840.048477 + Penalty 114023.861643 = -2211816.186834 nChanged 30 Deleting Class 113 (7 points): Lose 191.196100 but Gain 1328.038087 Iteration 91Q (47.490901 sec): 120 clusters Score: Raw -2325698.701980 + Penalty 112732.871992 = -2212965.829988 nChanged 15 Deleting Class 137 (2 points): Lose 2.883721 but Gain 1138.802837 Iteration 92Q (47.609294 sec): 119 clusters Score: Raw -2325731.817719 + Penalty 111609.989275 = -2214121.828444 nChanged 9 Deleting Class 219 (3 points): Lose 22.100655 but Gain 1156.230859 Iteration 93Q (47.730302 sec): 118 clusters Score: Raw -2325717.077139 + Penalty 110461.295663 = -2215255.781476 nChanged 5 Deleting Class 136 (70 points): Lose 253.763648 but Gain 1383.819144 Iteration 94Q (47.847382 sec): 117 clusters Score: Raw -2325474.704241 + Penalty 109276.650918 = -2216198.053323 nChanged 74 Deleting Class 119 (13 points): Lose 57.033087 but Gain 1195.692666 Iteration 95Q (47.967558 sec): 116 clusters Score: Raw -2325590.572363 + Penalty 108109.645835 = -2217480.926528 nChanged 36 Deleting Class 33 (12 points): Lose 83.518368 but Gain 1212.836708 Iteration 96Q (48.084822 sec): 115 clusters Score: Raw -2325555.092152 + Penalty 107004.230925 = -2218550.861227 nChanged 27 Deleting Class 69 (49 points): Lose 175.856986 but Gain 1304.943826 Iteration 97Q (48.204585 sec): 114 clusters Score: Raw -2325411.380788 + Penalty 105743.470615 = -2219667.910173 nChanged 58 Deleting Class 89 (36 points): Lose 172.705471 but Gain 1298.782759 Iteration 98Q (48.326388 sec): 113 clusters Score: Raw -2325354.364304 + Penalty 104523.953193 = -2220830.411112 nChanged 48 Deleting Class 143 (10 points): Lose 53.877099 but Gain 1169.175599 Iteration 99Q (48.443173 sec): 112 clusters Score: Raw -2325405.028546 + Penalty 102639.521638 = -2222765.506908 nChanged 32 Deleting Class 133 (13 points): Lose 41.077989 but Gain 1154.331898 Iteration 100F (49.774116 sec): 110 clusters Score: Raw -2325436.789715 + Penalty 101576.818066 = -2223859.971649 nChanged 31 Deleting Class 128 (8 points): Lose 37.417952 but Gain 1150.253850 Iteration 101Q (49.890851 sec): 109 clusters Score: Raw -2325443.963446 + Penalty 100508.299116 = -2224935.664330 nChanged 24 Deleting Class 107 (143 points): Lose 475.538196 but Gain 1588.373570 Iteration 102Q (50.006465 sec): 108 clusters Score: Raw -2324996.029626 + Penalty 99002.681541 = -2225993.348085 nChanged 153 Deleting Class 226 (6 points): Lose 20.486789 but Gain 1129.407774 Iteration 103Q (50.127742 sec): 107 clusters Score: Raw -2325250.861659 + Penalty 97895.904833 = -2227354.956826 nChanged 35 Deleting Class 176 (10 points): Lose 33.279401 but Gain 1133.442191 Iteration 104Q (50.244572 sec): 106 clusters Score: Raw -2325253.858700 + Penalty 96786.654760 = -2228467.203940 nChanged 26 Deleting Class 210 (3 points): Lose 26.986958 but Gain 1126.821667 Iteration 105Q (50.355788 sec): 105 clusters Score: Raw -2325262.984015 + Penalty 95680.971578 = -2229582.012437 nChanged 20 Deleting Class 106 (9 points): Lose 35.239866 but Gain 1133.194798 Iteration 106Q (50.468361 sec): 104 clusters Score: Raw -2325270.696609 + Penalty 94556.241149 = -2230714.455460 nChanged 24 Deleting Class 126 (7 points): Lose 34.067747 but Gain 1125.507180 Iteration 107Q (50.579152 sec): 103 clusters Score: Raw -2325258.284106 + Penalty 93455.174177 = -2231803.109929 nChanged 22 Deleting Class 46 (58 points): Lose 198.763988 but Gain 1288.550649 Iteration 108Q (50.693491 sec): 102 clusters Score: Raw -2325085.530585 + Penalty 92304.625920 = -2232780.904665 nChanged 72 Deleting Class 5 (11 points): Lose 53.097124 but Gain 1142.162266 Iteration 109Q (50.805742 sec): 101 clusters Score: Raw -2325156.191826 + Penalty 91191.512298 = -2233964.679528 nChanged 28 Deleting Class 190 (3 points): Lose 71.742887 but Gain 1159.876879 Iteration 110F (52.011525 sec): 100 clusters Score: Raw -2325131.721009 + Penalty 90158.310165 = -2234973.410844 nChanged 15 Deleting Class 236 (2 points): Lose 29.125860 but Gain 1146.575247 Iteration 111Q (52.119949 sec): 99 clusters Score: Raw -2325172.328840 + Penalty 89056.888026 = -2236115.440814 nChanged 5 Deleting Class 138 (4 points): Lose 19.901759 but Gain 1107.076611 Iteration 112Q (52.228608 sec): 98 clusters Score: Raw -2325162.609242 + Penalty 87959.615680 = -2237202.993561 nChanged 7 Deleting Class 86 (18 points): Lose 119.210924 but Gain 1204.216679 Iteration 113Q (52.337218 sec): 97 clusters Score: Raw -2325051.768859 + Penalty 86907.402427 = -2238144.366431 nChanged 19 Deleting Class 189 (6 points): Lose 62.316317 but Gain 1200.921819 Iteration 114Q (52.451916 sec): 96 clusters Score: Raw -2325060.939443 + Penalty 85768.483064 = -2239292.456379 nChanged 12 Deleting Class 34 (14 points): Lose 48.800991 but Gain 1129.800120 Iteration 115Q (52.562706 sec): 95 clusters Score: Raw -2325039.128637 + Penalty 84654.807898 = -2240384.320739 nChanged 16 Deleting Class 67 (14 points): Lose 37.859921 but Gain 1117.684340 Iteration 116Q (52.669159 sec): 94 clusters Score: Raw -2325025.817850 + Penalty 83550.204819 = -2241475.613031 nChanged 17 Deleting Class 114 (5 points): Lose 31.440167 but Gain 1104.725152 Iteration 117Q (52.775294 sec): 93 clusters Score: Raw -2325014.313288 + Penalty 82440.368367 = -2242573.944921 nChanged 8 Deleting Class 17 (9 points): Lose 98.420357 but Gain 1159.984512 Iteration 118Q (52.879929 sec): 92 clusters Score: Raw -2324926.400466 + Penalty 81332.054651 = -2243594.345815 nChanged 12 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2324926.400466 + Penalty 81332.054651 = -2243594.345815Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 1 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.930678 sec): 2 clusters Score: Raw -1806.517757 + Penalty 267.768636 = -1538.749121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.930936 sec): 3 clusters Score: Raw -1810.068452 + Penalty 536.913560 = -1273.154892 nChanged 0 Memory request: 0.08 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.010560 sec): 2 clusters Score: Raw -1587285.965632 + Penalty 227.401774 = -1587058.563858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.045158 sec): 3 clusters Score: Raw -1574984.980695 + Penalty 438.592636 = -1574546.388058 nChanged 8723 SP:Iteration 1F (53.078743 sec): 3 clusters Score: Raw -1582773.180025 + Penalty 544.035418 = -1582229.144607 nChanged 3412 SP:Iteration 2F (53.112310 sec): 3 clusters Score: Raw -1587019.913980 + Penalty 616.070288 = -1586403.843692 nChanged 253 SP:Iteration 3Q (53.146891 sec): 3 clusters Score: Raw -1587292.324543 + Penalty 865.310385 = -1586427.014157 nChanged 22 SP:Iteration 4Q (53.173417 sec): 3 clusters Score: Raw -1587330.186683 + Penalty 983.633901 = -1586346.552781 nChanged 4 SP:Iteration 5F (53.206888 sec): 3 clusters Score: Raw -1587339.858237 + Penalty 983.633901 = -1586356.224336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.217847 sec): 2 clusters Score: Raw -46213.219146 + Penalty 500.882759 = -45712.336387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.218917 sec): 3 clusters Score: Raw -45980.399840 + Penalty 1001.803806 = -44978.596034 nChanged 174 SP:Iteration 1F (53.219965 sec): 3 clusters Score: Raw -46087.330707 + Penalty 1001.791636 = -45085.539071 nChanged 42 SP:Iteration 2F (53.221016 sec): 3 clusters Score: Raw -46119.404447 + Penalty 1001.893743 = -45117.510704 nChanged 35 SP:Iteration 3F (53.222061 sec): 3 clusters Score: Raw -46146.221270 + Penalty 1001.949623 = -45144.271646 nChanged 17 SP:Iteration 4Q (53.223099 sec): 3 clusters Score: Raw -46160.017385 + Penalty 1001.894964 = -45158.122421 nChanged 10 SP:Iteration 5Q (53.224156 sec): 3 clusters Score: Raw -46166.489785 + Penalty 1001.927032 = -45164.562752 nChanged 12 SP:Iteration 6Q (53.225192 sec): 3 clusters Score: Raw -46174.200063 + Penalty 1002.281478 = -45171.918585 nChanged 9 SP:Iteration 7Q (53.226226 sec): 3 clusters Score: Raw -46182.309983 + Penalty 1002.261265 = -45180.048717 nChanged 5 SP:Iteration 8Q (53.227259 sec): 3 clusters Score: Raw -46185.544947 + Penalty 1002.299646 = -45183.245301 nChanged 2 SP:Iteration 9Q (53.228292 sec): 3 clusters Score: Raw -46186.350270 + Penalty 1002.303724 = -45184.046547 nChanged 2 SP:Iteration 10F (53.229372 sec): 3 clusters Score: Raw -46186.985459 + Penalty 1002.629394 = -45184.356065 nChanged 4 SP:Iteration 11Q (53.230411 sec): 3 clusters Score: Raw -46188.882388 + Penalty 1003.115114 = -45185.767274 nChanged 5 SP:Iteration 12Q (53.231445 sec): 3 clusters Score: Raw -46193.117135 + Penalty 1003.880052 = -45189.237083 nChanged 9 SP:Iteration 13Q (53.232477 sec): 3 clusters Score: Raw -46197.259866 + Penalty 1004.363096 = -45192.896770 nChanged 5 SP:Iteration 14Q (53.233576 sec): 3 clusters Score: Raw -46198.831664 + Penalty 1005.328323 = -45193.503341 nChanged 5 SP:Iteration 15Q (53.234670 sec): 3 clusters Score: Raw -46202.004390 + Penalty 1006.017036 = -45195.987354 nChanged 8 SP:Iteration 16Q (53.235755 sec): 3 clusters Score: Raw -46208.892845 + Penalty 1006.364178 = -45202.528667 nChanged 4 SP:Iteration 17Q (53.236830 sec): 3 clusters Score: Raw -46214.025785 + Penalty 1005.814356 = -45208.211429 nChanged 4 SP:Iteration 18Q (53.237899 sec): 3 clusters Score: Raw -46217.478462 + Penalty 1006.431109 = -45211.047353 nChanged 7 SP:Iteration 19Q (53.238968 sec): 3 clusters Score: Raw -46222.330032 + Penalty 1006.582628 = -45215.747404 nChanged 4 SP:Iteration 20F (53.240022 sec): 3 clusters Score: Raw -46225.510239 + Penalty 1006.475469 = -45219.034770 nChanged 2 SP:Iteration 21Q (53.241046 sec): 3 clusters Score: Raw -46227.073907 + Penalty 1006.801427 = -45220.272480 nChanged 3 SP:Iteration 22Q (53.242064 sec): 3 clusters Score: Raw -46229.673351 + Penalty 1007.145282 = -45222.528069 nChanged 2 SP:Iteration 23Q (53.243080 sec): 3 clusters Score: Raw -46230.782217 + Penalty 1007.145282 = -45223.636935 nChanged 0 SP:Iteration 24F (53.244126 sec): 3 clusters Score: Raw -46230.782217 + Penalty 1007.145282 = -45223.636935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.245271 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.245743 sec): 3 clusters Score: Raw -13445.117983 + Penalty 87.157208 = -13357.960776 nChanged 62 SP:Iteration 1F (53.246207 sec): 3 clusters Score: Raw -13508.498927 + Penalty 87.170215 = -13421.328712 nChanged 11 SP:Iteration 2F (53.246669 sec): 3 clusters Score: Raw -13516.624546 + Penalty 87.100733 = -13429.523813 nChanged 3 SP:Iteration 3Q (53.247131 sec): 3 clusters Score: Raw -13517.091540 + Penalty 87.100733 = -13429.990807 nChanged 0 SP:Iteration 4F (53.247591 sec): 3 clusters Score: Raw -13517.091540 + Penalty 87.100733 = -13429.990807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 8 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.248552 sec): 2 clusters Score: Raw -4848.262105 + Penalty 423.531219 = -4424.730886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.248856 sec): 3 clusters Score: Raw -4847.825809 + Penalty 847.700465 = -4000.125344 nChanged 2 SP:Iteration 1Q (53.249151 sec): 3 clusters Score: Raw -4850.117485 + Penalty 847.700465 = -4002.417020 nChanged 0 SP:Iteration 2F (53.249448 sec): 3 clusters Score: Raw -4850.117485 + Penalty 847.700465 = -4002.417020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.250569 sec): 2 clusters Score: Raw -5951.027423 + Penalty 641.740002 = -5309.287421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.251052 sec): 3 clusters Score: Raw -6130.391566 + Penalty 1285.268500 = -4845.123066 nChanged 22 SP:Iteration 1F (53.251526 sec): 3 clusters Score: Raw -6221.017946 + Penalty 1283.874869 = -4937.143078 nChanged 2 SP:Iteration 2Q (53.251960 sec): 3 clusters Score: Raw -6224.961900 + Penalty 1283.874869 = -4941.087031 nChanged 0 SP:Iteration 3F (53.252433 sec): 3 clusters Score: Raw -6224.961900 + Penalty 1283.874869 = -4941.087031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.255545 sec): 2 clusters Score: Raw -79004.007573 + Penalty 67.231226 = -78936.776347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.257301 sec): 3 clusters Score: Raw -78447.204562 + Penalty 138.445225 = -78308.759337 nChanged 406 SP:Iteration 1F (53.259011 sec): 3 clusters Score: Raw -78911.880261 + Penalty 138.632140 = -78773.248121 nChanged 30 SP:Iteration 2Q (53.260663 sec): 3 clusters Score: Raw -78930.729682 + Penalty 138.478256 = -78792.251426 nChanged 12 SP:Iteration 3Q (53.262259 sec): 3 clusters Score: Raw -78933.692926 + Penalty 138.190339 = -78795.502586 nChanged 5 SP:Iteration 4Q (53.263858 sec): 3 clusters Score: Raw -78935.297723 + Penalty 138.073936 = -78797.223787 nChanged 3 SP:Iteration 5Q (53.265455 sec): 3 clusters Score: Raw -78935.509362 + Penalty 137.914325 = -78797.595037 nChanged 3 SP:Iteration 6Q (53.267184 sec): 3 clusters Score: Raw -78935.665308 + Penalty 137.659343 = -78798.005965 nChanged 4 SP:Iteration 7Q (53.268932 sec): 3 clusters Score: Raw -78935.680328 + Penalty 137.610201 = -78798.070127 nChanged 5 SP:Iteration 8Q (53.270650 sec): 3 clusters Score: Raw -78936.236985 + Penalty 137.610201 = -78798.626784 nChanged 0 SP:Iteration 9F (53.272325 sec): 3 clusters Score: Raw -78936.236985 + Penalty 137.610201 = -78798.626784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.274240 sec): 2 clusters Score: Raw -46362.068039 + Penalty 287.884747 = -46074.183291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.275347 sec): 3 clusters Score: Raw -46061.440386 + Penalty 579.751743 = -45481.688643 nChanged 187 SP:Iteration 1F (53.276453 sec): 3 clusters Score: Raw -46157.867892 + Penalty 586.330971 = -45571.536921 nChanged 72 SP:Iteration 2F (53.277528 sec): 3 clusters Score: Raw -46198.040465 + Penalty 593.228700 = -45604.811764 nChanged 42 SP:Iteration 3F (53.278603 sec): 3 clusters Score: Raw -46235.577284 + Penalty 598.075978 = -45637.501306 nChanged 50 SP:Iteration 4F (53.279675 sec): 3 clusters Score: Raw -46283.593627 + Penalty 609.613957 = -45673.979669 nChanged 41 SP:Iteration 5F (53.280740 sec): 3 clusters Score: Raw -46330.875877 + Penalty 623.147354 = -45707.728522 nChanged 20 SP:Iteration 6Q (53.281771 sec): 3 clusters Score: Raw -46346.578083 + Penalty 634.413237 = -45712.164846 nChanged 13 SP:Iteration 7Q (53.282773 sec): 3 clusters Score: Raw -46356.340880 + Penalty 645.548483 = -45710.792397 nChanged 8 SP:Iteration 8F (53.283846 sec): 3 clusters Score: Raw -46360.515770 + Penalty 654.345461 = -45706.170309 nChanged 5 SP:Iteration 9F (53.284913 sec): 3 clusters Score: Raw -46364.938055 + Penalty 662.947772 = -45701.990283 nChanged 4 SP:Iteration 10F (53.285981 sec): 3 clusters Score: Raw -46368.055201 + Penalty 664.347105 = -45703.708096 nChanged 1 SP:Iteration 11Q (53.286939 sec): 3 clusters Score: Raw -46367.958890 + Penalty 664.347105 = -45703.611785 nChanged 0 SP:Iteration 12F (53.288015 sec): 3 clusters Score: Raw -46367.958890 + Penalty 664.347105 = -45703.611785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.288517 sec): 2 clusters Score: Raw -776.057314 + Penalty 207.596386 = -568.460929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.288747 sec): 3 clusters Score: Raw -772.120662 + Penalty 415.192771 = -356.927891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.289595 sec): 2 clusters Score: Raw -11341.721919 + Penalty 353.436903 = -10988.285015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.290061 sec): 3 clusters Score: Raw -11290.090024 + Penalty 703.338420 = -10586.751603 nChanged 19 SP:Iteration 1F (53.290512 sec): 3 clusters Score: Raw -11301.278664 + Penalty 705.332255 = -10595.946409 nChanged 9 SP:Iteration 2F (53.290960 sec): 3 clusters Score: Raw -11314.086971 + Penalty 708.786901 = -10605.300070 nChanged 9 SP:Iteration 3F (53.291408 sec): 3 clusters Score: Raw -11327.587897 + Penalty 716.175430 = -10611.412467 nChanged 7 SP:Iteration 4F (53.291857 sec): 3 clusters Score: Raw -11335.324157 + Penalty 714.803182 = -10620.520975 nChanged 4 SP:Iteration 5Q (53.292295 sec): 3 clusters Score: Raw -11339.683469 + Penalty 720.209461 = -10619.474009 nChanged 3 SP:Iteration 6F (53.292743 sec): 3 clusters Score: Raw -11341.685879 + Penalty 721.365723 = -10620.320156 nChanged 2 SP:Iteration 7Q (53.293167 sec): 3 clusters Score: Raw -11344.711950 + Penalty 721.365723 = -10623.346227 nChanged 0 SP:Iteration 8F (53.293605 sec): 3 clusters Score: Raw -11344.711950 + Penalty 721.365723 = -10623.346227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.294142 sec): 2 clusters Score: Raw -2602.148257 + Penalty 295.848076 = -2306.300181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.294403 sec): 3 clusters Score: Raw -2597.571085 + Penalty 590.179068 = -2007.392017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.303090 sec): 2 clusters Score: Raw -173267.711477 + Penalty 529.822262 = -172737.889215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.306573 sec): 3 clusters Score: Raw -172165.900230 + Penalty 1063.309230 = -171102.591001 nChanged 729 SP:Iteration 1F (53.310057 sec): 3 clusters Score: Raw -172577.167751 + Penalty 1075.604890 = -171501.562861 nChanged 223 SP:Iteration 2F (53.313495 sec): 3 clusters Score: Raw -172730.886558 + Penalty 1102.696995 = -171628.189564 nChanged 192 SP:Iteration 3F (53.316929 sec): 3 clusters Score: Raw -172913.685619 + Penalty 1135.601612 = -171778.084007 nChanged 174 SP:Iteration 4F (53.320381 sec): 3 clusters Score: Raw -173126.155618 + Penalty 1154.050082 = -171972.105536 nChanged 115 SP:Iteration 5F (53.323823 sec): 3 clusters Score: Raw -173263.554579 + Penalty 1161.638146 = -172101.916433 nChanged 64 SP:Iteration 6Q (53.327160 sec): 3 clusters Score: Raw -173301.416817 + Penalty 1165.727984 = -172135.688833 nChanged 36 SP:Iteration 7Q (53.330507 sec): 3 clusters Score: Raw -173315.392522 + Penalty 1168.224325 = -172147.168196 nChanged 19 SP:Iteration 8Q (53.333945 sec): 3 clusters Score: Raw -173319.990051 + Penalty 1171.751670 = -172148.238381 nChanged 14 SP:Iteration 9Q (53.337420 sec): 3 clusters Score: Raw -173323.343640 + Penalty 1173.886594 = -172149.457046 nChanged 8 SP:Iteration 10F (53.340996 sec): 3 clusters Score: Raw -173324.598865 + Penalty 1174.735771 = -172149.863094 nChanged 6 SP:Iteration 11Q (53.344224 sec): 3 clusters Score: Raw -173325.252865 + Penalty 1174.795442 = -172150.457423 nChanged 2 SP:Iteration 12Q (53.347393 sec): 3 clusters Score: Raw -173325.760646 + Penalty 1175.407980 = -172150.352667 nChanged 1 SP:Iteration 13F (53.350853 sec): 3 clusters Score: Raw -173325.814634 + Penalty 1175.781131 = -172150.033503 nChanged 1 SP:Iteration 14F (53.354385 sec): 3 clusters Score: Raw -173325.861539 + Penalty 1176.144416 = -172149.717122 nChanged 1 SP:Iteration 15F (53.357815 sec): 3 clusters Score: Raw -173325.972789 + Penalty 1176.144416 = -172149.828373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.364796 sec): 2 clusters Score: Raw -2919.381429 + Penalty 344.403467 = -2574.977962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.365073 sec): 3 clusters Score: Raw -2943.233575 + Penalty 685.346310 = -2257.887265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.366951 sec): 2 clusters Score: Raw -47397.070716 + Penalty 432.939622 = -46964.131094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.368076 sec): 3 clusters Score: Raw -47145.260403 + Penalty 865.737951 = -46279.522452 nChanged 176 SP:Iteration 1F (53.369184 sec): 3 clusters Score: Raw -47301.334575 + Penalty 880.613582 = -46420.720992 nChanged 43 SP:Iteration 2F (53.370254 sec): 3 clusters Score: Raw -47344.363885 + Penalty 904.741103 = -46439.622782 nChanged 27 SP:Iteration 3F (53.371316 sec): 3 clusters Score: Raw -47377.454356 + Penalty 938.536430 = -46438.917926 nChanged 17 SP:Iteration 4F (53.372434 sec): 3 clusters Score: Raw -47394.949855 + Penalty 971.799309 = -46423.150546 nChanged 8 SP:Iteration 5F (53.373553 sec): 3 clusters Score: Raw -47403.237910 + Penalty 987.456578 = -46415.781332 nChanged 4 SP:Iteration 6F (53.374674 sec): 3 clusters Score: Raw -47411.123844 + Penalty 987.456578 = -46423.667266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.375213 sec): 2 clusters Score: Raw -2021.957751 + Penalty 317.936580 = -1704.021171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.375473 sec): 3 clusters Score: Raw -2039.333108 + Penalty 639.464658 = -1399.868450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.375961 sec): 2 clusters Score: Raw -1019.874009 + Penalty 25.532488 = -994.341521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.376203 sec): 3 clusters Score: Raw -1026.458632 + Penalty 44.005119 = -982.453513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.376690 sec): 2 clusters Score: Raw -1085.989884 + Penalty 260.455573 = -825.534312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.376920 sec): 3 clusters Score: Raw -1086.835311 + Penalty 523.626177 = -563.209135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.377627 sec): 2 clusters Score: Raw -8233.706156 + Penalty 250.956777 = -7982.749379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.378013 sec): 3 clusters Score: Raw -8200.821503 + Penalty 503.554864 = -7697.266639 nChanged 16 SP:Iteration 1F (53.378390 sec): 3 clusters Score: Raw -8220.833863 + Penalty 502.515150 = -7718.318712 nChanged 5 SP:Iteration 2F (53.378769 sec): 3 clusters Score: Raw -8227.261513 + Penalty 503.827690 = -7723.433823 nChanged 1 SP:Iteration 3Q (53.379145 sec): 3 clusters Score: Raw -8228.909724 + Penalty 505.126737 = -7723.782987 nChanged 1 SP:Iteration 4Q (53.379519 sec): 3 clusters Score: Raw -8229.453588 + Penalty 505.126737 = -7724.326851 nChanged 0 SP:Iteration 5F (53.379895 sec): 3 clusters Score: Raw -8229.453588 + Penalty 505.126737 = -7724.326851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.380414 sec): 2 clusters Score: Raw -1943.185954 + Penalty 179.980635 = -1763.205319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.380664 sec): 3 clusters Score: Raw -1948.308803 + Penalty 372.150940 = -1576.157864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.381176 sec): 2 clusters Score: Raw -2132.450937 + Penalty 304.294100 = -1828.156837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.381425 sec): 3 clusters Score: Raw -2133.848156 + Penalty 600.611266 = -1533.236890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.382212 sec): 2 clusters Score: Raw -11763.619160 + Penalty 593.192911 = -11170.426250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.382646 sec): 3 clusters Score: Raw -11758.076052 + Penalty 1185.186668 = -10572.889384 nChanged 6 SP:Iteration 1F (53.383070 sec): 3 clusters Score: Raw -11768.953482 + Penalty 1183.156880 = -10585.796602 nChanged 5 SP:Iteration 2Q (53.383486 sec): 3 clusters Score: Raw -11779.173385 + Penalty 1182.414287 = -10596.759098 nChanged 2 SP:Iteration 3Q (53.383900 sec): 3 clusters Score: Raw -11784.609339 + Penalty 1182.414287 = -10602.195052 nChanged 0 SP:Iteration 4F (53.384320 sec): 3 clusters Score: Raw -11784.609339 + Penalty 1182.414287 = -10602.195052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 28 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.385032 sec): 2 clusters Score: Raw -5722.168448 + Penalty 469.405895 = -5252.762553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.385358 sec): 3 clusters Score: Raw -5719.226047 + Penalty 937.212966 = -4782.013081 nChanged 1 SP:Iteration 1Q (53.385673 sec): 3 clusters Score: Raw -5720.970974 + Penalty 937.212966 = -4783.758008 nChanged 0 SP:Iteration 2F (53.385992 sec): 3 clusters Score: Raw -5720.970974 + Penalty 937.212966 = -4783.758008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.386495 sec): 2 clusters Score: Raw -410.299273 + Penalty 22.298040 = -388.001232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.386704 sec): 3 clusters Score: Raw -421.745190 + Penalty 44.479035 = -377.266155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.387253 sec): 2 clusters Score: Raw -1868.055560 + Penalty 92.508625 = -1775.546935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.387519 sec): 3 clusters Score: Raw -1908.978643 + Penalty 204.247844 = -1704.730798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.388304 sec): 2 clusters Score: Raw -9270.012509 + Penalty 517.225929 = -8752.786580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.388739 sec): 3 clusters Score: Raw -9263.034473 + Penalty 1035.294277 = -8227.740196 nChanged 11 SP:Iteration 1F (53.389163 sec): 3 clusters Score: Raw -9280.999812 + Penalty 1035.088140 = -8245.911672 nChanged 2 SP:Iteration 2Q (53.389582 sec): 3 clusters Score: Raw -9285.535314 + Penalty 1035.505186 = -8250.030128 nChanged 2 SP:Iteration 3Q (53.390001 sec): 3 clusters Score: Raw -9289.737136 + Penalty 1035.505186 = -8254.231950 nChanged 0 SP:Iteration 4F (53.390439 sec): 3 clusters Score: Raw -9289.737136 + Penalty 1035.505186 = -8254.231950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.390924 sec): 2 clusters Score: Raw -86.813184 + Penalty 0.000000 = -86.813184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.391109 sec): 2 clusters Score: Raw -86.813184 + Penalty 0.000000 = -86.813184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.391746 sec): 2 clusters Score: Raw -6526.432973 + Penalty 499.338486 = -6027.094487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.392088 sec): 3 clusters Score: Raw -6548.405221 + Penalty 1000.088810 = -5548.316411 nChanged 4 SP:Iteration 1F (53.392417 sec): 3 clusters Score: Raw -6565.004145 + Penalty 999.474682 = -5565.529463 nChanged 2 SP:Iteration 2Q (53.392736 sec): 3 clusters Score: Raw -6569.292930 + Penalty 999.474682 = -5569.818248 nChanged 0 SP:Iteration 3F (53.393062 sec): 3 clusters Score: Raw -6569.292930 + Penalty 999.474682 = -5569.818248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 39 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.395030 sec): 2 clusters Score: Raw -30795.077063 + Penalty 745.299046 = -30049.778018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.395843 sec): 3 clusters Score: Raw -30729.997780 + Penalty 1492.864116 = -29237.133664 nChanged 77 SP:Iteration 1F (53.396646 sec): 3 clusters Score: Raw -30826.496044 + Penalty 1493.656017 = -29332.840027 nChanged 20 SP:Iteration 2F (53.397447 sec): 3 clusters Score: Raw -30852.514335 + Penalty 1493.664396 = -29358.849939 nChanged 6 SP:Iteration 3Q (53.398232 sec): 3 clusters Score: Raw -30866.952111 + Penalty 1490.598091 = -29376.354020 nChanged 9 SP:Iteration 4Q (53.399016 sec): 3 clusters Score: Raw -30878.083293 + Penalty 1489.694339 = -29388.388954 nChanged 2 SP:Iteration 5Q (53.399794 sec): 3 clusters Score: Raw -30881.084130 + Penalty 1489.311207 = -29391.772922 nChanged 1 SP:Iteration 6Q (53.400576 sec): 3 clusters Score: Raw -30882.282650 + Penalty 1488.360604 = -29393.922045 nChanged 2 SP:Iteration 7Q (53.401352 sec): 3 clusters Score: Raw -30884.524751 + Penalty 1488.829581 = -29395.695169 nChanged 1 SP:Iteration 8Q (53.402127 sec): 3 clusters Score: Raw -30886.925562 + Penalty 1488.376519 = -29398.549044 nChanged 1 SP:Iteration 9Q (53.402932 sec): 3 clusters Score: Raw -30887.671345 + Penalty 1487.984350 = -29399.686995 nChanged 1 SP:Iteration 10F (53.403712 sec): 3 clusters Score: Raw -30888.596222 + Penalty 1487.473864 = -29401.122358 nChanged 1 SP:Iteration 11Q (53.404460 sec): 3 clusters Score: Raw -30889.698363 + Penalty 1486.547078 = -29403.151285 nChanged 2 SP:Iteration 12Q (53.405210 sec): 3 clusters Score: Raw -30891.586102 + Penalty 1486.036011 = -29405.550091 nChanged 1 SP:Iteration 13Q (53.405957 sec): 3 clusters Score: Raw -30893.134993 + Penalty 1486.036011 = -29407.098983 nChanged 0 SP:Iteration 14F (53.406727 sec): 3 clusters Score: Raw -30893.134993 + Penalty 1486.036011 = -29407.098983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.407826 sec): 2 clusters Score: Raw -9461.585779 + Penalty 551.096254 = -8910.489525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.408218 sec): 3 clusters Score: Raw -9475.845764 + Penalty 1102.900602 = -8372.945162 nChanged 10 SP:Iteration 1F (53.408602 sec): 3 clusters Score: Raw -9494.860608 + Penalty 1103.760560 = -8391.100048 nChanged 3 SP:Iteration 2Q (53.408977 sec): 3 clusters Score: Raw -9499.893815 + Penalty 1103.842171 = -8396.051644 nChanged 1 SP:Iteration 3Q (53.409350 sec): 3 clusters Score: Raw -9502.626759 + Penalty 1103.842171 = -8398.784588 nChanged 0 SP:Iteration 4F (53.409745 sec): 3 clusters Score: Raw -9502.626759 + Penalty 1103.842171 = -8398.784588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.412283 sec): 2 clusters Score: Raw -44070.436774 + Penalty 590.557926 = -43479.878848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.413350 sec): 3 clusters Score: Raw -43880.527252 + Penalty 1183.049320 = -42697.477932 nChanged 134 SP:Iteration 1F (53.414392 sec): 3 clusters Score: Raw -43996.658501 + Penalty 1189.947906 = -42806.710595 nChanged 38 SP:Iteration 2F (53.415444 sec): 3 clusters Score: Raw -44030.377492 + Penalty 1193.387663 = -42836.989829 nChanged 22 SP:Iteration 3Q (53.416531 sec): 3 clusters Score: Raw -44053.377638 + Penalty 1197.339677 = -42856.037962 nChanged 17 SP:Iteration 4Q (53.417664 sec): 3 clusters Score: Raw -44069.099584 + Penalty 1201.450120 = -42867.649463 nChanged 16 SP:Iteration 5Q (53.418730 sec): 3 clusters Score: Raw -44085.663529 + Penalty 1203.726319 = -42881.937210 nChanged 10 SP:Iteration 6Q (53.419820 sec): 3 clusters Score: Raw -44093.419674 + Penalty 1205.663627 = -42887.756047 nChanged 6 SP:Iteration 7Q (53.420933 sec): 3 clusters Score: Raw -44098.544060 + Penalty 1207.794906 = -42890.749154 nChanged 4 SP:Iteration 8Q (53.421984 sec): 3 clusters Score: Raw -44105.568826 + Penalty 1207.442450 = -42898.126376 nChanged 7 SP:Iteration 9Q (53.423060 sec): 3 clusters Score: Raw -44116.109978 + Penalty 1208.466496 = -42907.643483 nChanged 3 SP:Iteration 10F (53.424178 sec): 3 clusters Score: Raw -44118.399581 + Penalty 1208.509563 = -42909.890018 nChanged 2 SP:Iteration 11Q (53.425288 sec): 3 clusters Score: Raw -44119.971263 + Penalty 1209.396640 = -42910.574623 nChanged 1 SP:Iteration 12Q (53.426392 sec): 3 clusters Score: Raw -44121.184096 + Penalty 1210.852066 = -42910.332030 nChanged 2 SP:Iteration 13F (53.427436 sec): 3 clusters Score: Raw -44122.377962 + Penalty 1210.852066 = -42911.525896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.428393 sec): 2 clusters Score: Raw -864.736301 + Penalty 178.475716 = -686.260585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.428630 sec): 3 clusters Score: Raw -862.500097 + Penalty 367.203607 = -495.296489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.429133 sec): 2 clusters Score: Raw -451.093511 + Penalty 125.228188 = -325.865323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.429351 sec): 3 clusters Score: Raw -462.565870 + Penalty 256.032720 = -206.533150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.429880 sec): 2 clusters Score: Raw -2454.177008 + Penalty 319.686280 = -2134.490729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.430141 sec): 3 clusters Score: Raw -2465.992852 + Penalty 639.372559 = -1826.620293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.432022 sec): 2 clusters Score: Raw -46441.278028 + Penalty 800.053499 = -45641.224530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.433143 sec): 3 clusters Score: Raw -46300.361615 + Penalty 1600.425133 = -44699.936481 nChanged 113 SP:Iteration 1F (53.434290 sec): 3 clusters Score: Raw -46407.928043 + Penalty 1599.614722 = -44808.313322 nChanged 27 SP:Iteration 2F (53.435441 sec): 3 clusters Score: Raw -46431.259006 + Penalty 1599.368891 = -44831.890115 nChanged 16 SP:Iteration 3Q (53.436577 sec): 3 clusters Score: Raw -46442.184657 + Penalty 1599.615757 = -44842.568899 nChanged 9 SP:Iteration 4Q (53.437678 sec): 3 clusters Score: Raw -46451.165906 + Penalty 1600.698066 = -44850.467840 nChanged 9 SP:Iteration 5Q (53.438758 sec): 3 clusters Score: Raw -46458.079852 + Penalty 1600.348762 = -44857.731090 nChanged 5 SP:Iteration 6Q (53.439839 sec): 3 clusters Score: Raw -46462.535318 + Penalty 1599.868027 = -44862.667291 nChanged 3 SP:Iteration 7Q (53.440922 sec): 3 clusters Score: Raw -46465.476245 + Penalty 1599.713194 = -44865.763052 nChanged 1 SP:Iteration 8Q (53.442013 sec): 3 clusters Score: Raw -46466.205312 + Penalty 1599.713194 = -44866.492118 nChanged 0 SP:Iteration 9F (53.443102 sec): 3 clusters Score: Raw -46466.205312 + Penalty 1599.713194 = -44866.492118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.443778 sec): 2 clusters Score: Raw -6165.093103 + Penalty 465.282410 = -5699.810693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.444110 sec): 3 clusters Score: Raw -6172.619003 + Penalty 941.842628 = -5230.776375 nChanged 5 SP:Iteration 1F (53.444435 sec): 3 clusters Score: Raw -6181.868737 + Penalty 946.720959 = -5235.147778 nChanged 1 SP:Iteration 2Q (53.444753 sec): 3 clusters Score: Raw -6188.529301 + Penalty 946.720959 = -5241.808342 nChanged 0 SP:Iteration 3F (53.445072 sec): 3 clusters Score: Raw -6188.529301 + Penalty 946.720959 = -5241.808342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.445621 sec): 2 clusters Score: Raw -3200.815749 + Penalty 419.514867 = -2781.300882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.445893 sec): 3 clusters Score: Raw -3225.987634 + Penalty 839.664402 = -2386.323232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.447803 sec): 2 clusters Score: Raw -46441.895945 + Penalty 949.374723 = -45492.521223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.448945 sec): 3 clusters Score: Raw -46323.267443 + Penalty 1899.386501 = -44423.880942 nChanged 120 SP:Iteration 1F (53.450026 sec): 3 clusters Score: Raw -46455.996772 + Penalty 1899.370897 = -44556.625875 nChanged 27 SP:Iteration 2F (53.451107 sec): 3 clusters Score: Raw -46484.824319 + Penalty 1899.275407 = -44585.548912 nChanged 8 SP:Iteration 3Q (53.452224 sec): 3 clusters Score: Raw -46494.980143 + Penalty 1899.222835 = -44595.757308 nChanged 8 SP:Iteration 4Q (53.453340 sec): 3 clusters Score: Raw -46503.300494 + Penalty 1898.837335 = -44604.463159 nChanged 5 SP:Iteration 5Q (53.454396 sec): 3 clusters Score: Raw -46506.754439 + Penalty 1898.657756 = -44608.096683 nChanged 2 SP:Iteration 6Q (53.455468 sec): 3 clusters Score: Raw -46508.815478 + Penalty 1898.657756 = -44610.157722 nChanged 0 SP:Iteration 7F (53.456540 sec): 3 clusters Score: Raw -46508.815478 + Penalty 1898.657756 = -44610.157722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.457040 sec): 2 clusters Score: Raw -699.533477 + Penalty 187.888291 = -511.645186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.457267 sec): 3 clusters Score: Raw -689.915723 + Penalty 348.057861 = -341.857863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 62 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.457786 sec): 2 clusters Score: Raw -1973.509179 + Penalty 336.889660 = -1636.619519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.458035 sec): 3 clusters Score: Raw -1986.444115 + Penalty 658.989274 = -1327.454840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.458522 sec): 2 clusters Score: Raw -993.609087 + Penalty 230.362670 = -763.246417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.458749 sec): 3 clusters Score: Raw -986.939692 + Penalty 471.745522 = -515.194169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.459319 sec): 2 clusters Score: Raw -4159.344252 + Penalty 333.120570 = -3826.223682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.459608 sec): 3 clusters Score: Raw -4160.026072 + Penalty 670.194233 = -3489.831839 nChanged 3 SP:Iteration 1F (53.459893 sec): 3 clusters Score: Raw -4167.944472 + Penalty 674.973439 = -3492.971033 nChanged 1 SP:Iteration 2Q (53.460175 sec): 3 clusters Score: Raw -4169.582454 + Penalty 681.327214 = -3488.255240 nChanged 1 SP:Iteration 3F (53.460459 sec): 3 clusters Score: Raw -4171.437516 + Penalty 681.327214 = -3490.110302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.460909 sec): 2 clusters Score: Raw -88.250529 + Penalty 0.000000 = -88.250529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.461093 sec): 2 clusters Score: Raw -88.250529 + Penalty 0.000000 = -88.250529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.461587 sec): 2 clusters Score: Raw -1441.833806 + Penalty 222.996090 = -1218.837716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.461824 sec): 3 clusters Score: Raw -1439.508624 + Penalty 445.757428 = -993.751197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.463127 sec): 2 clusters Score: Raw -30973.783754 + Penalty 914.440547 = -30059.343207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.463892 sec): 3 clusters Score: Raw -30952.244162 + Penalty 1828.796383 = -29123.447778 nChanged 45 SP:Iteration 1F (53.464639 sec): 3 clusters Score: Raw -31044.319031 + Penalty 1828.437498 = -29215.881533 nChanged 12 SP:Iteration 2Q (53.465393 sec): 3 clusters Score: Raw -31075.398602 + Penalty 1828.325108 = -29247.073493 nChanged 2 SP:Iteration 3Q (53.466117 sec): 3 clusters Score: Raw -31082.130271 + Penalty 1828.235126 = -29253.895145 nChanged 2 SP:Iteration 4Q (53.466840 sec): 3 clusters Score: Raw -31085.804524 + Penalty 1828.110517 = -29257.694008 nChanged 2 SP:Iteration 5Q (53.467534 sec): 3 clusters Score: Raw -31091.204148 + Penalty 1828.057859 = -29263.146289 nChanged 1 SP:Iteration 6Q (53.468226 sec): 3 clusters Score: Raw -31093.372727 + Penalty 1827.990932 = -29265.381795 nChanged 1 SP:Iteration 7Q (53.468939 sec): 3 clusters Score: Raw -31094.394953 + Penalty 1827.982663 = -29266.412291 nChanged 1 SP:Iteration 8Q (53.469652 sec): 3 clusters Score: Raw -31095.597313 + Penalty 1827.945319 = -29267.651995 nChanged 1 SP:Iteration 9Q (53.470375 sec): 3 clusters Score: Raw -31097.462934 + Penalty 1827.945319 = -29269.517615 nChanged 0 SP:Iteration 10F (53.471119 sec): 3 clusters Score: Raw -31097.462934 + Penalty 1827.945319 = -29269.517615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.471648 sec): 2 clusters Score: Raw -2136.906546 + Penalty 319.759842 = -1817.146705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.471902 sec): 3 clusters Score: Raw -2130.892572 + Penalty 642.031389 = -1488.861183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.472550 sec): 2 clusters Score: Raw -7124.406042 + Penalty 460.017432 = -6664.388610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.472898 sec): 3 clusters Score: Raw -7116.860816 + Penalty 919.205339 = -6197.655477 nChanged 5 SP:Iteration 1F (53.473236 sec): 3 clusters Score: Raw -7123.542372 + Penalty 920.885428 = -6202.656944 nChanged 2 SP:Iteration 2Q (53.473573 sec): 3 clusters Score: Raw -7126.377325 + Penalty 926.910057 = -6199.467269 nChanged 4 SP:Iteration 3F (53.473910 sec): 3 clusters Score: Raw -7133.340656 + Penalty 939.860670 = -6193.479986 nChanged 4 SP:Iteration 4F (53.474246 sec): 3 clusters Score: Raw -7143.932712 + Penalty 943.187086 = -6200.745626 nChanged 2 SP:Iteration 5Q (53.474578 sec): 3 clusters Score: Raw -7148.428254 + Penalty 943.187086 = -6205.241168 nChanged 0 SP:Iteration 6F (53.474914 sec): 3 clusters Score: Raw -7148.428254 + Penalty 943.187086 = -6205.241168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.475377 sec): 2 clusters Score: Raw -194.162284 + Penalty 71.483682 = -122.678602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.475572 sec): 2 clusters Score: Raw -194.162284 + Penalty 71.483682 = -122.678602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.476243 sec): 2 clusters Score: Raw -7728.665808 + Penalty 494.483065 = -7234.182744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.476602 sec): 3 clusters Score: Raw -7725.970237 + Penalty 995.171223 = -6730.799014 nChanged 4 SP:Iteration 1Q (53.476953 sec): 3 clusters Score: Raw -7735.510434 + Penalty 998.017070 = -6737.493364 nChanged 1 SP:Iteration 2Q (53.477301 sec): 3 clusters Score: Raw -7737.387793 + Penalty 999.746233 = -6737.641560 nChanged 1 SP:Iteration 3Q (53.477649 sec): 3 clusters Score: Raw -7739.042796 + Penalty 999.746233 = -6739.296563 nChanged 0 SP:Iteration 4F (53.478000 sec): 3 clusters Score: Raw -7739.042796 + Penalty 999.746233 = -6739.296563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.478473 sec): 2 clusters Score: Raw -579.106367 + Penalty 133.974439 = -445.131928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.478709 sec): 3 clusters Score: Raw -570.995396 + Penalty 264.914160 = -306.081236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.479438 sec): 2 clusters Score: Raw -9295.044338 + Penalty 488.160289 = -8806.884048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.479826 sec): 3 clusters Score: Raw -9303.939638 + Penalty 970.022154 = -8333.917484 nChanged 5 SP:Iteration 1F (53.480210 sec): 3 clusters Score: Raw -9311.081484 + Penalty 962.693163 = -8348.388321 nChanged 4 SP:Iteration 2Q (53.480586 sec): 3 clusters Score: Raw -9315.972873 + Penalty 959.021568 = -8356.951305 nChanged 1 SP:Iteration 3Q (53.480959 sec): 3 clusters Score: Raw -9317.655985 + Penalty 956.179840 = -8361.476146 nChanged 1 SP:Iteration 4Q (53.481335 sec): 3 clusters Score: Raw -9318.762694 + Penalty 950.410607 = -8368.352087 nChanged 2 SP:Iteration 5Q (53.481709 sec): 3 clusters Score: Raw -9321.890478 + Penalty 950.410607 = -8371.479871 nChanged 0 SP:Iteration 6F (53.482088 sec): 3 clusters Score: Raw -9321.890478 + Penalty 950.410607 = -8371.479871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.482570 sec): 2 clusters Score: Raw -721.663712 + Penalty 237.650828 = -484.012883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.482792 sec): 3 clusters Score: Raw -763.954548 + Penalty 488.666784 = -275.287764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.483263 sec): 2 clusters Score: Raw -684.635996 + Penalty 200.681430 = -483.954566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.483483 sec): 3 clusters Score: Raw -678.597326 + Penalty 200.681430 = -477.915896 nChanged 1 SP:Iteration 1F (53.483681 sec): 2 clusters Score: Raw -684.635996 + Penalty 200.681430 = -483.954566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.484157 sec): 2 clusters Score: Raw -788.225276 + Penalty 211.625210 = -576.600066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.484381 sec): 3 clusters Score: Raw -781.941555 + Penalty 415.064442 = -366.877114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 99 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.484888 sec): 2 clusters Score: Raw -1971.636740 + Penalty 324.735939 = -1646.900801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.485133 sec): 3 clusters Score: Raw -1992.129357 + Penalty 649.471878 = -1342.657478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.485591 sec): 2 clusters Score: Raw -189.002969 + Penalty 71.497489 = -117.505480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.485786 sec): 2 clusters Score: Raw -189.002969 + Penalty 71.497489 = -117.505480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 104 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.486301 sec): 2 clusters Score: Raw -2280.869745 + Penalty 346.715932 = -1934.153814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.486554 sec): 3 clusters Score: Raw -2303.518606 + Penalty 680.850116 = -1622.668490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.487047 sec): 2 clusters Score: Raw -780.268375 + Penalty 194.778093 = -585.490281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.487271 sec): 3 clusters Score: Raw -772.909585 + Penalty 385.810900 = -387.098685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.488111 sec): 2 clusters Score: Raw -14620.742765 + Penalty 690.592272 = -13930.150493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.488587 sec): 3 clusters Score: Raw -14617.882940 + Penalty 1381.207323 = -13236.675616 nChanged 10 SP:Iteration 1F (53.489055 sec): 3 clusters Score: Raw -14634.181823 + Penalty 1381.162737 = -13253.019085 nChanged 2 SP:Iteration 2Q (53.489518 sec): 3 clusters Score: Raw -14637.325319 + Penalty 1381.184544 = -13256.140775 nChanged 1 SP:Iteration 3Q (53.489982 sec): 3 clusters Score: Raw -14640.375940 + Penalty 1381.184544 = -13259.191397 nChanged 2 SP:Iteration 4Q (53.490447 sec): 3 clusters Score: Raw -14642.652871 + Penalty 1381.184544 = -13261.468327 nChanged 0 SP:Iteration 5F (53.490914 sec): 3 clusters Score: Raw -14642.652871 + Penalty 1381.184544 = -13261.468327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 115 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.491469 sec): 2 clusters Score: Raw -3546.476906 + Penalty 420.112783 = -3126.364124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.491747 sec): 3 clusters Score: Raw -3598.400827 + Penalty 844.859680 = -2753.541147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.492209 sec): 2 clusters Score: Raw -176.333492 + Penalty 39.152478 = -137.181014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.492404 sec): 2 clusters Score: Raw -176.333492 + Penalty 39.152478 = -137.181014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.492877 sec): 2 clusters Score: Raw -635.913114 + Penalty 131.905728 = -504.007386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.493098 sec): 3 clusters Score: Raw -642.086375 + Penalty 271.754959 = -370.331416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.493702 sec): 2 clusters Score: Raw -5660.988346 + Penalty 464.721657 = -5196.266690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.494017 sec): 3 clusters Score: Raw -5673.100070 + Penalty 946.110472 = -4726.989599 nChanged 4 SP:Iteration 1F (53.494329 sec): 3 clusters Score: Raw -5685.848375 + Penalty 953.289651 = -4732.558724 nChanged 1 SP:Iteration 2Q (53.494632 sec): 3 clusters Score: Raw -5688.616139 + Penalty 953.289651 = -4735.326488 nChanged 0 SP:Iteration 3F (53.494951 sec): 3 clusters Score: Raw -5688.616139 + Penalty 953.289651 = -4735.326488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 127 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.495404 sec): 2 clusters Score: Raw -89.847983 + Penalty 0.000000 = -89.847983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.495591 sec): 2 clusters Score: Raw -89.847983 + Penalty 0.000000 = -89.847983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.496115 sec): 2 clusters Score: Raw -2509.787293 + Penalty 304.152581 = -2205.634713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.496372 sec): 3 clusters Score: Raw -2522.542788 + Penalty 609.985053 = -1912.557735 nChanged 1 SP:Iteration 1Q (53.496642 sec): 3 clusters Score: Raw -2523.237264 + Penalty 609.985053 = -1913.252211 nChanged 0 SP:Iteration 2F (53.496894 sec): 3 clusters Score: Raw -2523.237264 + Penalty 609.985053 = -1913.252211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 132 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.497376 sec): 2 clusters Score: Raw -966.841013 + Penalty 227.779772 = -739.061241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.497604 sec): 3 clusters Score: Raw -970.329197 + Penalty 455.559544 = -514.769653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.498085 sec): 2 clusters Score: Raw -960.685607 + Penalty 236.746889 = -723.938718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.498312 sec): 3 clusters Score: Raw -960.190731 + Penalty 453.244277 = -506.946455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.498774 sec): 2 clusters Score: Raw -292.042631 + Penalty 105.440269 = -186.602362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.498985 sec): 3 clusters Score: Raw -282.708852 + Penalty 212.476811 = -70.232040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.499448 sec): 2 clusters Score: Raw -292.224241 + Penalty 100.812305 = -191.411936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.499655 sec): 3 clusters Score: Raw -284.464231 + Penalty 189.915542 = -94.548688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.500109 sec): 2 clusters Score: Raw -90.547545 + Penalty 0.000000 = -90.547545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.500296 sec): 2 clusters Score: Raw -90.547545 + Penalty 0.000000 = -90.547545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 158 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.500785 sec): 2 clusters Score: Raw -1257.337186 + Penalty 204.463958 = -1052.873228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.501018 sec): 3 clusters Score: Raw -1254.822262 + Penalty 410.757968 = -844.064295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.501490 sec): 2 clusters Score: Raw -693.443210 + Penalty 202.905062 = -490.538148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.501711 sec): 3 clusters Score: Raw -694.774193 + Penalty 388.541547 = -306.232647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.502194 sec): 2 clusters Score: Raw -1081.411803 + Penalty 243.245453 = -838.166350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.502423 sec): 3 clusters Score: Raw -1074.126816 + Penalty 495.360763 = -578.766054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.502885 sec): 2 clusters Score: Raw -278.096985 + Penalty 75.241556 = -202.855429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.503090 sec): 3 clusters Score: Raw -275.047253 + Penalty 176.673419 = -98.373834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.503570 sec): 2 clusters Score: Raw -374.920532 + Penalty 100.697273 = -274.223259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.503779 sec): 3 clusters Score: Raw -374.543260 + Penalty 195.840459 = -178.702800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.504237 sec): 2 clusters Score: Raw -186.457347 + Penalty 51.228810 = -135.228537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.504430 sec): 2 clusters Score: Raw -186.457347 + Penalty 51.228810 = -135.228537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.504917 sec): 2 clusters Score: Raw -1241.888463 + Penalty 256.400331 = -985.488132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.505151 sec): 3 clusters Score: Raw -1248.785811 + Penalty 518.008035 = -730.777776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.505617 sec): 2 clusters Score: Raw -365.035438 + Penalty 88.752232 = -276.283206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.505826 sec): 3 clusters Score: Raw -362.542052 + Penalty 153.273137 = -209.268915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 194 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.506339 sec): 2 clusters Score: Raw -2209.830839 + Penalty 324.591153 = -1885.239686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.506587 sec): 3 clusters Score: Raw -2212.581057 + Penalty 656.121881 = -1556.459176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.507048 sec): 2 clusters Score: Raw -288.669349 + Penalty 99.069360 = -189.599989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.507259 sec): 3 clusters Score: Raw -280.012528 + Penalty 195.234420 = -84.778108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.507708 sec): 2 clusters Score: Raw -177.069347 + Penalty 14.466579 = -162.602768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.507892 sec): 2 clusters Score: Raw -177.069347 + Penalty 14.466579 = -162.602768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.508357 sec): 2 clusters Score: Raw -388.934563 + Penalty 133.923080 = -255.011483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.508572 sec): 3 clusters Score: Raw -381.472835 + Penalty 267.846160 = -113.626675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.509023 sec): 2 clusters Score: Raw -91.386217 + Penalty 0.000000 = -91.386217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.509210 sec): 2 clusters Score: Raw -91.386217 + Penalty 0.000000 = -91.386217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 206 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.509677 sec): 2 clusters Score: Raw -490.668223 + Penalty 152.414264 = -338.253959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.509894 sec): 3 clusters Score: Raw -481.139617 + Penalty 302.911193 = -178.228424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.510369 sec): 2 clusters Score: Raw -192.953262 + Penalty 74.237418 = -118.715844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.510580 sec): 3 clusters Score: Raw -185.979895 + Penalty 148.474836 = -37.505058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 216 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.511052 sec): 2 clusters Score: Raw -699.499517 + Penalty 203.069150 = -496.430367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.511272 sec): 3 clusters Score: Raw -688.741877 + Penalty 409.117082 = -279.624795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.511727 sec): 2 clusters Score: Raw -92.218012 + Penalty 0.000000 = -92.218012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.511919 sec): 2 clusters Score: Raw -92.218012 + Penalty 0.000000 = -92.218012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 222 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.512398 sec): 2 clusters Score: Raw -889.529225 + Penalty 108.765780 = -780.763444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.512626 sec): 3 clusters Score: Raw -899.764242 + Penalty 207.412240 = -692.352002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 225 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.513091 sec): 2 clusters Score: Raw -392.598357 + Penalty 141.629897 = -250.968460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.513304 sec): 3 clusters Score: Raw -385.039285 + Penalty 289.577151 = -95.462134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.513748 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.513930 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.514374 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.514556 sec): 2 clusters Score: Raw -84.671088 + Penalty 0.000000 = -84.671088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 241 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.515009 sec): 2 clusters Score: Raw -332.380110 + Penalty 10.034856 = -322.345254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.515195 sec): 2 clusters Score: Raw -332.380110 + Penalty 10.034856 = -322.345254 nChanged 0 Deleting Class 221 (1 points): Lose 3.476622 but Gain 1063.308664 Iteration 119Q (53.633658 sec): 91 clusters Score: Raw -2324949.667273 + Penalty 80285.074216 = -2244664.593057 nChanged 6 Deleting Class 52 (33 points): Lose 166.300682 but Gain 1222.501655 Iteration 120F (54.717137 sec): 90 clusters Score: Raw -2324798.912339 + Penalty 79305.950253 = -2245492.962086 nChanged 38 Deleting Class 23 (11 points): Lose 50.789132 but Gain 1106.725747 Iteration 121Q (54.824169 sec): 89 clusters Score: Raw -2324866.670143 + Penalty 78217.968789 = -2246648.701355 nChanged 21 Deleting Class 77 (2 points): Lose 0.846111 but Gain 1050.795064 Iteration 122Q (54.927877 sec): 88 clusters Score: Raw -2324889.172468 + Penalty 77177.701636 = -2247711.470831 nChanged 8 Deleting Class 103 (2 points): Lose 12.831303 but Gain 1050.998028 Iteration 123Q (55.031029 sec): 87 clusters Score: Raw -2324886.559451 + Penalty 76125.777227 = -2248760.782224 nChanged 7 Deleting Class 225 (3 points): Lose 13.303513 but Gain 1135.278916 Iteration 124Q (55.133192 sec): 86 clusters Score: Raw -2324878.127245 + Penalty 75085.159885 = -2249792.967360 nChanged 5 Deleting Class 207 (2 points): Lose 58.753000 but Gain 1091.274407 Iteration 125Q (55.234674 sec): 85 clusters Score: Raw -2324824.579448 + Penalty 73996.718544 = -2250827.860904 nChanged 4 Deleting Class 94 (7 points): Lose 19.127142 but Gain 1050.802205 Iteration 126Q (55.335373 sec): 84 clusters Score: Raw -2324810.723647 + Penalty 72957.550135 = -2251853.173512 nChanged 9 Deleting Class 99 (20 points): Lose 77.316968 but Gain 1104.495444 Iteration 127Q (55.436333 sec): 83 clusters Score: Raw -2324745.320979 + Penalty 71845.685753 = -2252899.635226 nChanged 24 Deleting Class 216 (7 points): Lose 49.082849 but Gain 1063.304713 Iteration 128Q (55.538259 sec): 82 clusters Score: Raw -2324730.135042 + Penalty 70805.396030 = -2253924.739012 nChanged 14 Deleting Class 104 (23 points): Lose 114.361801 but Gain 1126.689807 Iteration 129Q (55.638036 sec): 81 clusters Score: Raw -2324648.135060 + Penalty 69713.093894 = -2254935.041166 nChanged 29 Deleting Class 62 (20 points): Lose 136.417938 but Gain 1145.832811 Iteration 130F (56.600730 sec): 80 clusters Score: Raw -2324560.121998 + Penalty 68589.152734 = -2255970.969264 nChanged 29 Deleting Class 115 (38 points): Lose 179.264371 but Gain 1185.754021 Iteration 131Q (56.701164 sec): 79 clusters Score: Raw -2324429.595980 + Penalty 67537.100574 = -2256892.495406 nChanged 57 Deleting Class 21 (21 points): Lose 60.628497 but Gain 1064.039842 Iteration 132Q (56.802092 sec): 78 clusters Score: Raw -2324505.871990 + Penalty 66569.962081 = -2257935.909909 nChanged 57 Deleting Class 123 (61 points): Lose 203.617714 but Gain 1214.557552 Iteration 133Q (56.901987 sec): 77 clusters Score: Raw -2324372.023345 + Penalty 65586.392329 = -2258785.631016 nChanged 81 Deleting Class 142 (4 points): Lose 21.499157 but Gain 1054.715679 Iteration 134Q (57.002653 sec): 76 clusters Score: Raw -2324502.768416 + Penalty 64131.199025 = -2260371.569391 nChanged 32 Deleting Class 28 (66 points): Lose 189.576143 but Gain 1190.695415 Iteration 135Q (57.100983 sec): 75 clusters Score: Raw -2324343.158686 + Penalty 63059.782162 = -2261283.376524 nChanged 88 Deleting Class 12 (8 points): Lose 23.256682 but Gain 1017.207710 Iteration 136Q (57.201257 sec): 74 clusters Score: Raw -2324444.651057 + Penalty 62100.166786 = -2262344.484271 nChanged 29 Deleting Class 161 (7 points): Lose 71.588424 but Gain 1062.445519 Iteration 137Q (57.302293 sec): 73 clusters Score: Raw -2324408.640643 + Penalty 61059.680720 = -2263348.959922 nChanged 22 Deleting Class 141 (10 points): Lose 58.990706 but Gain 1047.623334 Iteration 138Q (57.400702 sec): 72 clusters Score: Raw -2324398.595303 + Penalty 60088.308618 = -2264310.286686 nChanged 26 Deleting Class 162 (13 points): Lose 68.770429 but Gain 1054.392929 Iteration 139Q (57.498795 sec): 71 clusters Score: Raw -2324373.553507 + Penalty 59079.831400 = -2265293.722107 nChanged 32 Deleting Class 179 (13 points): Lose 84.009074 but Gain 1066.283352 Iteration 140F (58.341099 sec): 70 clusters Score: Raw -2324334.981843 + Penalty 58019.570745 = -2266315.411098 nChanged 26 Deleting Class 97 (7 points): Lose 39.514690 but Gain 1018.035419 Iteration 141Q (58.437630 sec): 69 clusters Score: Raw -2324329.990459 + Penalty 57010.553627 = -2267319.436833 nChanged 26 Deleting Class 194 (25 points): Lose 103.197328 but Gain 1080.313558 Iteration 142Q (58.532806 sec): 68 clusters Score: Raw -2324255.145394 + Penalty 55941.546996 = -2268313.598397 nChanged 44 Deleting Class 200 (4 points): Lose 11.169431 but Gain 984.320532 Iteration 143Q (58.627834 sec): 67 clusters Score: Raw -2324311.526406 + Penalty 54984.493592 = -2269327.032814 nChanged 19 Deleting Class 63 (10 points): Lose 46.381907 but Gain 1019.372672 Iteration 144Q (58.721159 sec): 66 clusters Score: Raw -2324294.389463 + Penalty 53980.565793 = -2270313.823670 nChanged 24 Deleting Class 51 (67 points): Lose 184.159535 but Gain 1156.381147 Iteration 145Q (58.814112 sec): 65 clusters Score: Raw -2324139.992980 + Penalty 52823.493646 = -2271316.499334 nChanged 80 Deleting Class 8 (53 points): Lose 134.919206 but Gain 1092.646015 Iteration 146Q (58.908178 sec): 64 clusters Score: Raw -2324139.466530 + Penalty 51688.254182 = -2272451.212348 nChanged 89 Deleting Class 206 (5 points): Lose 9.891550 but Gain 964.912552 Iteration 147Q (59.004546 sec): 63 clusters Score: Raw -2324231.836074 + Penalty 50715.986189 = -2273515.849885 nChanged 48 Deleting Class 26 (25 points): Lose 80.328075 but Gain 1027.358023 Iteration 148Q (59.096644 sec): 62 clusters Score: Raw -2324191.717896 + Penalty 49712.930636 = -2274478.787260 nChanged 49 Deleting Class 27 (117 points): Lose 321.845958 but Gain 1270.068605 Iteration 149Q (59.192367 sec): 61 clusters Score: Raw -2323923.611690 + Penalty 48502.032423 = -2275421.579267 nChanged 141 Deleting Class 76 (77 points): Lose 184.694682 but Gain 1137.908193 Iteration 150F (59.904026 sec): 60 clusters Score: Raw -2323932.971722 + Penalty 47426.347905 = -2276506.623817 nChanged 129 Deleting Class 75 (31 points): Lose 131.463494 but Gain 1067.089146 Iteration 151Q (59.997435 sec): 59 clusters Score: Raw -2323934.494990 + Penalty 46390.220330 = -2277544.274661 nChanged 79 Deleting Class 61 (7 points): Lose 54.046448 but Gain 983.815147 Iteration 152Q (60.091162 sec): 58 clusters Score: Raw -2323958.573690 + Penalty 45419.520916 = -2278539.052774 nChanged 53 Deleting Class 88 (127 points): Lose 431.624076 but Gain 1358.616883 Iteration 153Q (60.181199 sec): 57 clusters Score: Raw -2323560.950374 + Penalty 44209.388417 = -2279351.561957 nChanged 157 Deleting Class 129 (22 points): Lose 77.929478 but Gain 1009.300835 Iteration 154Q (60.273397 sec): 56 clusters Score: Raw -2323746.317614 + Penalty 43266.979311 = -2280479.338303 nChanged 86 Deleting Class 109 (8 points): Lose 28.608051 but Gain 954.398978 Iteration 155Q (60.362357 sec): 55 clusters Score: Raw -2323800.547681 + Penalty 42326.650689 = -2281473.896992 nChanged 59 Deleting Class 132 (13 points): Lose 82.689689 but Gain 1005.928169 Iteration 156Q (60.450537 sec): 54 clusters Score: Raw -2323763.134521 + Penalty 41336.649275 = -2282426.485246 nChanged 46 Deleting Class 1 (23 points): Lose 71.495311 but Gain 984.630392 Iteration 157Q (60.539232 sec): 53 clusters Score: Raw -2323740.761172 + Penalty 40337.849880 = -2283402.911292 nChanged 41 Deleting Class 195 (3 points): Lose 7.882893 but Gain 918.822191 Iteration 158Q (60.625294 sec): 52 clusters Score: Raw -2323796.375101 + Penalty 39416.103770 = -2284380.271332 nChanged 22 Deleting Class 111 (161 points): Lose 515.095088 but Gain 1412.658393 Iteration 159Q (60.710628 sec): 51 clusters Score: Raw -2323302.433154 + Penalty 38092.973010 = -2285209.460144 nChanged 173 Deleting Class 40 (121 points): Lose 363.263181 but Gain 1260.049805 Iteration 160F (61.302799 sec): 50 clusters Score: Raw -2323251.510085 + Penalty 37082.173339 = -2286169.336746 nChanged 149 Deleting Class 19 (30 points): Lose 149.765019 but Gain 1030.395041 Iteration 161Q (61.391434 sec): 49 clusters Score: Raw -2323357.620556 + Penalty 36078.578041 = -2287279.042514 nChanged 77 Deleting Class 153 (3 points): Lose 82.552512 but Gain 934.987195 Iteration 162Q (61.477170 sec): 48 clusters Score: Raw -2323378.114110 + Penalty 35186.144665 = -2288191.969445 nChanged 45 Deleting Class 91 (8 points): Lose 321.727722 but Gain 1164.472370 Iteration 163Q (61.562629 sec): 47 clusters Score: Raw -2323097.656561 + Penalty 34068.320276 = -2289029.336285 nChanged 42 Deleting Class 38 (98 points): Lose 375.825180 but Gain 1219.560246 Iteration 164Q (61.647697 sec): 46 clusters Score: Raw -2322775.948867 + Penalty 32877.616900 = -2289898.331968 nChanged 119 Deleting Class 64 (47 points): Lose 162.894695 but Gain 1004.507704 Iteration 165Q (61.731682 sec): 45 clusters Score: Raw -2322795.585876 + Penalty 31899.349518 = -2290896.236358 nChanged 95 Deleting Class 158 (16 points): Lose 42.527243 but Gain 848.603303 Iteration 166Q (61.814932 sec): 44 clusters Score: Raw -2322849.009214 + Penalty 31048.130915 = -2291800.878299 nChanged 56 Deleting Class 14 (44 points): Lose 216.169305 but Gain 1018.805736 Iteration 167Q (61.897410 sec): 43 clusters Score: Raw -2322666.402827 + Penalty 30031.184355 = -2292635.218472 nChanged 71 Deleting Class 85 (8 points): Lose 38.134643 but Gain 831.701791 Iteration 168Q (61.979895 sec): 42 clusters Score: Raw -2322714.022681 + Penalty 29201.690568 = -2293512.332113 nChanged 32 Deleting Class 45 (8 points): Lose 30.038889 but Gain 814.080893 Iteration 169Q (62.061454 sec): 41 clusters Score: Raw -2322703.483134 + Penalty 28394.141461 = -2294309.341673 nChanged 23 Deleting Class 49 (66 points): Lose 378.795174 but Gain 1155.116334 Iteration 170F (62.527152 sec): 40 clusters Score: Raw -2322339.499110 + Penalty 27273.599299 = -2295065.899812 nChanged 79 Deleting Class 35 (255 points): Lose 527.278294 but Gain 1315.695925 Iteration 171Q (62.608335 sec): 39 clusters Score: Raw -2321988.862912 + Penalty 26051.354772 = -2295937.508140 nChanged 291 Deleting Class 68 (22 points): Lose 70.346722 but Gain 815.537709 Iteration 172Q (62.692471 sec): 38 clusters Score: Raw -2322318.318396 + Penalty 25250.669194 = -2297067.649203 nChanged 101 Deleting Class 173 (2 points): Lose 79.774744 but Gain 753.052714 Iteration 173Q (62.772629 sec): 37 clusters Score: Raw -2322299.908256 + Penalty 24535.443836 = -2297764.464420 nChanged 48 Deleting Class 165 (3 points): Lose 28.913367 but Gain 697.830404 Iteration 174Q (62.850547 sec): 36 clusters Score: Raw -2322308.541312 + Penalty 23837.787130 = -2298470.754181 nChanged 26 Deleting Class 203 (1 points): Lose 38.577392 but Gain 693.349559 Iteration 175Q (62.929414 sec): 35 clusters Score: Raw -2322288.965363 + Penalty 23176.282491 = -2299112.682872 nChanged 14 Deleting Class 120 (7 points): Lose 62.285594 but Gain 690.680894 Iteration 176Q (63.006469 sec): 34 clusters Score: Raw -2322267.694536 + Penalty 22476.731999 = -2299790.962536 nChanged 20 Deleting Class 170 (3 points): Lose 84.827585 but Gain 713.086145 Iteration 177Q (63.084120 sec): 33 clusters Score: Raw -2322195.833106 + Penalty 21768.990975 = -2300426.842131 nChanged 10 Deleting Class 222 (36 points): Lose 259.845667 but Gain 881.893132 Iteration 178Q (63.160028 sec): 32 clusters Score: Raw -2321955.605361 + Penalty 21088.869974 = -2300866.735387 nChanged 42 Deleting Class 185 (5 points): Lose 71.898870 but Gain 843.773705 Iteration 179Q (63.236910 sec): 31 clusters Score: Raw -2321988.760955 + Penalty 20231.393308 = -2301757.367647 nChanged 20 Deleting Class 48 (5 points): Lose 166.078657 but Gain 792.801459 Iteration 180F (63.583702 sec): 30 clusters Score: Raw -2321863.929623 + Penalty 19483.572446 = -2302380.357178 nChanged 33 Deleting Class 157 (1 points): Lose 10.078996 but Gain 623.402371 Iteration 181Q (63.658386 sec): 29 clusters Score: Raw -2321934.600785 + Penalty 18869.465768 = -2303065.135018 nChanged 21 Deleting Class 25 (22 points): Lose 69.435351 but Gain 619.408026 Iteration 182Q (63.732969 sec): 28 clusters Score: Raw -2321901.606143 + Penalty 18360.853030 = -2303540.753113 nChanged 42 Deleting Class 127 (1 points): Lose 47.986171 but Gain 542.489949 Iteration 183Q (63.806260 sec): 27 clusters Score: Raw -2321904.620994 + Penalty 17813.570660 = -2304091.050334 nChanged 14 Deleting Class 24 (114 points): Lose 297.456580 but Gain 621.194096 Iteration 184Q (63.878231 sec): 26 clusters Score: Raw -2321613.980862 + Penalty 17167.131942 = -2304446.848920 nChanged 123 Deleting Class 71 (303 points): Lose 1331.904308 but Gain 1637.629004 Iteration 185Q (63.951256 sec): 25 clusters Score: Raw -2320434.262863 + Penalty 15625.536752 = -2304808.726110 nChanged 329 Deleting Class 65 (1 points): Lose 86.258099 but Gain 280.200732 Iteration 186Q (64.025962 sec): 24 clusters Score: Raw -2320999.379036 + Penalty 15281.824909 = -2305717.554127 nChanged 89 Deleting Class 36 (1 points): Lose 77.790170 but Gain 253.045058 Iteration 187Q (64.097407 sec): 23 clusters Score: Raw -2320966.095566 + Penalty 15044.290071 = -2305921.805495 nChanged 68 Deleting Class 39 (398 points): Lose 1140.144486 but Gain 1313.213867 Iteration 188Q (64.168042 sec): 22 clusters Score: Raw -2319912.684490 + Penalty 13814.977358 = -2306097.707133 nChanged 436 Deleting Class 199 (2 points): Lose 62.818825 but Gain 212.655664 Iteration 189Q (64.240221 sec): 21 clusters Score: Raw -2320636.362820 + Penalty 13600.993592 = -2307035.369229 nChanged 114 Deleting Class 231 (2 points): Lose 51.026707 but Gain 165.573160 Iteration 190F (64.487072 sec): 20 clusters Score: Raw -2320665.500732 + Penalty 13473.998146 = -2307191.502586 nChanged 77 Deleting Class 116 (1 points): Lose 84.423926 but Gain 142.647645 Iteration 191Q (64.556446 sec): 19 clusters Score: Raw -2320738.693288 + Penalty 13269.192901 = -2307469.500387 nChanged 49 Deleting Class 241 (4 points): Lose 34.548603 but Gain 73.755137 Iteration 192Q (64.624627 sec): 18 clusters Score: Raw -2320718.575736 + Penalty 13162.686047 = -2307555.889689 nChanged 46 Deleting Class 238 (1 points): Lose 21.886580 but Gain 50.945588 Iteration 193Q (64.694493 sec): 17 clusters Score: Raw -2320719.587823 + Penalty 13112.701073 = -2307606.886750 nChanged 33 Deleting Class 30 (5 points): Lose 132.639058 but Gain 141.165651 Iteration 194Q (64.763162 sec): 16 clusters Score: Raw -2320611.924434 + Penalty 12962.807639 = -2307649.116795 nChanged 40 Iteration 195Q (64.829920 sec): 16 clusters Score: Raw -2320658.663822 + Penalty 12989.489904 = -2307669.173918 nChanged 32 Iteration 196Q (64.895906 sec): 16 clusters Score: Raw -2320712.119312 + Penalty 13006.408244 = -2307705.711067 nChanged 26 Iteration 197Q (64.963060 sec): 16 clusters Score: Raw -2320730.971983 + Penalty 13012.947888 = -2307718.024095 nChanged 30 Iteration 198Q (65.030249 sec): 16 clusters Score: Raw -2320741.336269 + Penalty 13020.463475 = -2307720.872793 nChanged 27 Iteration 199Q (65.096491 sec): 16 clusters Score: Raw -2320748.164499 + Penalty 13022.792063 = -2307725.372436 nChanged 24 Iteration 200F (65.309262 sec): 16 clusters Score: Raw -2320755.379663 + Penalty 13030.962227 = -2307724.417435 nChanged 18 Iteration 201F (65.524892 sec): 16 clusters Score: Raw -2320762.107005 + Penalty 13035.889943 = -2307726.217062 nChanged 19 Iteration 202Q (65.595184 sec): 16 clusters Score: Raw -2320767.546261 + Penalty 13041.290700 = -2307726.255561 nChanged 12 Iteration 203Q (65.662280 sec): 16 clusters Score: Raw -2320770.572953 + Penalty 13044.960595 = -2307725.612359 nChanged 9 Iteration 204F (65.872846 sec): 16 clusters Score: Raw -2320771.856499 + Penalty 13046.216750 = -2307725.639750 nChanged 9 Iteration 205Q (65.939692 sec): 16 clusters Score: Raw -2320773.394964 + Penalty 13047.339552 = -2307726.055412 nChanged 9 Iteration 206Q (66.006995 sec): 16 clusters Score: Raw -2320775.300556 + Penalty 13049.469599 = -2307725.830957 nChanged 6 Iteration 207F (66.219526 sec): 16 clusters Score: Raw -2320777.595225 + Penalty 13052.217038 = -2307725.378187 nChanged 9 Iteration 208F (66.430956 sec): 16 clusters Score: Raw -2320780.875686 + Penalty 13054.171495 = -2307726.704192 nChanged 6 Iteration 209Q (66.497243 sec): 16 clusters Score: Raw -2320782.604344 + Penalty 13057.688088 = -2307724.916256 nChanged 7 Iteration 210F (66.708176 sec): 16 clusters Score: Raw -2320784.309930 + Penalty 13061.630578 = -2307722.679352 nChanged 11 Iteration 211F (66.923822 sec): 16 clusters Score: Raw -2320787.032306 + Penalty 13065.092966 = -2307721.939340 nChanged 10 Iteration 212F (67.134548 sec): 16 clusters Score: Raw -2320789.680394 + Penalty 13066.712309 = -2307722.968085 nChanged 11 Iteration 213Q (67.200779 sec): 16 clusters Score: Raw -2320794.000556 + Penalty 13073.492215 = -2307720.508341 nChanged 15 Iteration 214F (67.411756 sec): 16 clusters Score: Raw -2320802.294146 + Penalty 13080.767107 = -2307721.527039 nChanged 17 Iteration 215Q (67.478565 sec): 16 clusters Score: Raw -2320810.804904 + Penalty 13087.087040 = -2307723.717864 nChanged 17 Iteration 216Q (67.543812 sec): 16 clusters Score: Raw -2320818.320516 + Penalty 13092.042142 = -2307726.278374 nChanged 14 Iteration 217Q (67.613515 sec): 16 clusters Score: Raw -2320824.895552 + Penalty 13097.356410 = -2307727.539141 nChanged 13 Iteration 218Q (67.679478 sec): 16 clusters Score: Raw -2320830.340670 + Penalty 13103.349767 = -2307726.990903 nChanged 17 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2320830.340670 + Penalty 13103.349767 = -2307726.990903Memory request: 0.08 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.811609 sec): 2 clusters Score: Raw -1591759.949121 + Penalty 226.751229 = -1591533.197892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.846202 sec): 3 clusters Score: Raw -1579458.378974 + Penalty 448.997231 = -1579009.381743 nChanged 8818 SP:Iteration 1F (67.880314 sec): 3 clusters Score: Raw -1583550.869721 + Penalty 441.332476 = -1583109.537245 nChanged 2222 SP:Iteration 2F (67.914031 sec): 3 clusters Score: Raw -1584245.798416 + Penalty 434.755138 = -1583811.043278 nChanged 939 SP:Iteration 3F (67.947842 sec): 3 clusters Score: Raw -1584579.005938 + Penalty 426.304881 = -1584152.701057 nChanged 862 SP:Iteration 4Q (67.983253 sec): 3 clusters Score: Raw -1585071.547924 + Penalty 414.557808 = -1584656.990115 nChanged 1551 SP:Iteration 5F (68.016836 sec): 3 clusters Score: Raw -1586772.607048 + Penalty 407.805226 = -1586364.801822 nChanged 1530 SP:Iteration 6F (68.050428 sec): 3 clusters Score: Raw -1588797.126046 + Penalty 400.104513 = -1588397.021533 nChanged 774 SP:Iteration 7Q (68.085938 sec): 3 clusters Score: Raw -1589786.229693 + Penalty 392.734582 = -1589393.495110 nChanged 462 SP:Iteration 8Q (68.117356 sec): 3 clusters Score: Raw -1590103.434991 + Penalty 386.258309 = -1589717.176682 nChanged 400 SP:Iteration 9Q (68.146669 sec): 3 clusters Score: Raw -1590320.906783 + Penalty 378.854774 = -1589942.052008 nChanged 347 SP:Iteration 10F (68.180637 sec): 3 clusters Score: Raw -1590501.838190 + Penalty 370.557666 = -1590131.280524 nChanged 326 SP:Iteration 11Q (68.209737 sec): 3 clusters Score: Raw -1590671.446688 + Penalty 362.075911 = -1590309.370776 nChanged 322 SP:Iteration 12Q (68.238238 sec): 3 clusters Score: Raw -1590848.883194 + Penalty 354.784918 = -1590494.098276 nChanged 320 SP:Iteration 13Q (68.266604 sec): 3 clusters Score: Raw -1591042.483375 + Penalty 347.047393 = -1590695.435982 nChanged 289 SP:Iteration 14Q (68.295107 sec): 3 clusters Score: Raw -1591224.930613 + Penalty 342.564867 = -1590882.365745 nChanged 237 SP:Iteration 15Q (68.322817 sec): 3 clusters Score: Raw -1591355.849942 + Penalty 338.840846 = -1591017.009097 nChanged 183 SP:Iteration 16Q (68.350689 sec): 3 clusters Score: Raw -1591435.175480 + Penalty 335.304671 = -1591099.870808 nChanged 139 SP:Iteration 17Q (68.378285 sec): 3 clusters Score: Raw -1591491.004321 + Penalty 335.019322 = -1591155.984999 nChanged 112 SP:Iteration 18Q (68.406594 sec): 3 clusters Score: Raw -1591531.592953 + Penalty 330.486267 = -1591201.106686 nChanged 91 SP:Iteration 19Q (68.433739 sec): 3 clusters Score: Raw -1591562.897762 + Penalty 328.571377 = -1591234.326385 nChanged 80 SP:Iteration 20F (68.467257 sec): 3 clusters Score: Raw -1591588.942508 + Penalty 327.719182 = -1591261.223326 nChanged 65 SP:Iteration 21Q (68.494283 sec): 3 clusters Score: Raw -1591610.339945 + Penalty 326.305852 = -1591284.034093 nChanged 54 SP:Iteration 22Q (68.520995 sec): 3 clusters Score: Raw -1591625.926013 + Penalty 324.857122 = -1591301.068891 nChanged 43 SP:Iteration 23Q (68.547839 sec): 3 clusters Score: Raw -1591639.140032 + Penalty 322.353073 = -1591316.786959 nChanged 45 SP:Iteration 24Q (68.575052 sec): 3 clusters Score: Raw -1591654.348968 + Penalty 318.744644 = -1591335.604324 nChanged 38 SP:Iteration 25Q (68.601954 sec): 3 clusters Score: Raw -1591666.805473 + Penalty 315.310288 = -1591351.495185 nChanged 26 SP:Iteration 26Q (68.628469 sec): 3 clusters Score: Raw -1591674.567156 + Penalty 315.183064 = -1591359.384092 nChanged 27 SP:Iteration 27Q (68.655108 sec): 3 clusters Score: Raw -1591685.621081 + Penalty 312.672240 = -1591372.948840 nChanged 27 SP:Iteration 28Q (68.681821 sec): 3 clusters Score: Raw -1591696.000308 + Penalty 310.724711 = -1591385.275597 nChanged 18 SP:Iteration 29Q (68.709091 sec): 3 clusters Score: Raw -1591701.003218 + Penalty 312.250161 = -1591388.753057 nChanged 14 SP:Iteration 30F (68.742606 sec): 3 clusters Score: Raw -1591704.877281 + Penalty 312.850287 = -1591392.026994 nChanged 15 SP:Iteration 31Q (68.769567 sec): 3 clusters Score: Raw -1591708.284597 + Penalty 311.898499 = -1591396.386098 nChanged 8 SP:Iteration 32Q (68.796058 sec): 3 clusters Score: Raw -1591709.706953 + Penalty 311.863019 = -1591397.843934 nChanged 2 SP:Iteration 33Q (68.822587 sec): 3 clusters Score: Raw -1591709.805216 + Penalty 311.863019 = -1591397.942197 nChanged 0 SP:Iteration 34F (68.856531 sec): 3 clusters Score: Raw -1591709.805216 + Penalty 311.863019 = -1591397.942197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.868173 sec): 2 clusters Score: Raw -49850.385352 + Penalty 606.921799 = -49243.463552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.869371 sec): 3 clusters Score: Raw -49615.257768 + Penalty 1207.407701 = -48407.850067 nChanged 163 SP:Iteration 1F (68.870532 sec): 3 clusters Score: Raw -49742.541053 + Penalty 1199.978668 = -48542.562385 nChanged 49 SP:Iteration 2F (68.871686 sec): 3 clusters Score: Raw -49782.162416 + Penalty 1196.993240 = -48585.169175 nChanged 19 SP:Iteration 3Q (68.872823 sec): 3 clusters Score: Raw -49797.413550 + Penalty 1191.814161 = -48605.599389 nChanged 19 SP:Iteration 4Q (68.873953 sec): 3 clusters Score: Raw -49816.074239 + Penalty 1186.279689 = -48629.794549 nChanged 21 SP:Iteration 5Q (68.875079 sec): 3 clusters Score: Raw -49828.757565 + Penalty 1180.104576 = -48648.652988 nChanged 18 SP:Iteration 6Q (68.876206 sec): 3 clusters Score: Raw -49847.865639 + Penalty 1176.966208 = -48670.899431 nChanged 18 SP:Iteration 7Q (68.877328 sec): 3 clusters Score: Raw -49867.948153 + Penalty 1178.694713 = -48689.253440 nChanged 15 SP:Iteration 8Q (68.878447 sec): 3 clusters Score: Raw -49890.703959 + Penalty 1182.619003 = -48708.084956 nChanged 14 SP:Iteration 9Q (68.879556 sec): 3 clusters Score: Raw -49909.255749 + Penalty 1183.922127 = -48725.333622 nChanged 11 SP:Iteration 10F (68.880687 sec): 3 clusters Score: Raw -49919.974140 + Penalty 1188.079245 = -48731.894894 nChanged 9 SP:Iteration 11Q (68.881790 sec): 3 clusters Score: Raw -49927.892129 + Penalty 1192.773713 = -48735.118416 nChanged 9 SP:Iteration 12Q (68.882887 sec): 3 clusters Score: Raw -49933.549488 + Penalty 1193.309578 = -48740.239909 nChanged 6 SP:Iteration 13Q (68.883979 sec): 3 clusters Score: Raw -49936.794747 + Penalty 1195.182530 = -48741.612217 nChanged 2 SP:Iteration 14Q (68.885071 sec): 3 clusters Score: Raw -49937.470568 + Penalty 1199.973907 = -48737.496661 nChanged 3 SP:Iteration 15F (68.886204 sec): 3 clusters Score: Raw -49938.859916 + Penalty 1203.267593 = -48735.592322 nChanged 3 SP:Iteration 16F (68.887320 sec): 3 clusters Score: Raw -49940.961002 + Penalty 1206.473952 = -48734.487050 nChanged 6 SP:Iteration 17F (68.888436 sec): 3 clusters Score: Raw -49950.649769 + Penalty 1211.670132 = -48738.979637 nChanged 7 SP:Iteration 18Q (68.889535 sec): 3 clusters Score: Raw -49956.146116 + Penalty 1219.081655 = -48737.064461 nChanged 4 SP:Iteration 19F (68.890666 sec): 3 clusters Score: Raw -49960.138628 + Penalty 1222.032631 = -48738.105997 nChanged 5 SP:Iteration 20F (68.891796 sec): 3 clusters Score: Raw -49964.418950 + Penalty 1229.089669 = -48735.329281 nChanged 2 SP:Iteration 21F (68.893017 sec): 3 clusters Score: Raw -49966.531486 + Penalty 1242.494663 = -48724.036823 nChanged 4 SP:Iteration 22F (68.894212 sec): 3 clusters Score: Raw -49973.869869 + Penalty 1251.908893 = -48721.960976 nChanged 5 SP:Iteration 23F (68.895495 sec): 3 clusters Score: Raw -49980.310135 + Penalty 1256.514746 = -48723.795388 nChanged 2 SP:Iteration 24Q (68.896603 sec): 3 clusters Score: Raw -49983.722207 + Penalty 1258.973286 = -48724.748922 nChanged 1 SP:Iteration 25Q (68.897793 sec): 3 clusters Score: Raw -49984.034718 + Penalty 1258.973286 = -48725.061432 nChanged 0 SP:Iteration 26F (68.898944 sec): 3 clusters Score: Raw -49984.034718 + Penalty 1258.973286 = -48725.061432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.900046 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.900521 sec): 3 clusters Score: Raw -13443.555002 + Penalty 96.152106 = -13347.402896 nChanged 59 SP:Iteration 1F (68.901003 sec): 3 clusters Score: Raw -13512.095206 + Penalty 549.886136 = -12962.209070 nChanged 28 SP:Iteration 2F (68.901488 sec): 3 clusters Score: Raw -13543.553291 + Penalty 43.732933 = -13499.820358 nChanged 1 SP:Iteration 3Q (68.901876 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 SP:Iteration 4F (68.902262 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.903680 sec): 2 clusters Score: Raw -6056.229465 + Penalty 640.841850 = -5415.387616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.904182 sec): 3 clusters Score: Raw -6279.717045 + Penalty 1307.189649 = -4972.527396 nChanged 21 SP:Iteration 1F (68.904675 sec): 3 clusters Score: Raw -6350.300053 + Penalty 1321.136565 = -5029.163487 nChanged 7 SP:Iteration 2Q (68.905119 sec): 3 clusters Score: Raw -6379.752080 + Penalty 1321.136565 = -5058.615515 nChanged 2 SP:Iteration 3Q (68.905562 sec): 3 clusters Score: Raw -6386.544602 + Penalty 1321.136565 = -5065.408037 nChanged 0 SP:Iteration 4F (68.906042 sec): 3 clusters Score: Raw -6386.544602 + Penalty 1321.136565 = -5065.408037 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.909225 sec): 2 clusters Score: Raw -78915.962051 + Penalty 66.775927 = -78849.186124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.911100 sec): 3 clusters Score: Raw -78368.615876 + Penalty 148.709404 = -78219.906473 nChanged 389 SP:Iteration 1F (68.912901 sec): 3 clusters Score: Raw -78783.907816 + Penalty 143.374386 = -78640.533430 nChanged 62 SP:Iteration 2F (68.914699 sec): 3 clusters Score: Raw -78855.072970 + Penalty 142.491970 = -78712.581000 nChanged 30 SP:Iteration 3Q (68.916350 sec): 3 clusters Score: Raw -78867.718304 + Penalty 142.215476 = -78725.502828 nChanged 9 SP:Iteration 4Q (68.917937 sec): 3 clusters Score: Raw -78870.015643 + Penalty 142.764744 = -78727.250900 nChanged 7 SP:Iteration 5Q (68.919521 sec): 3 clusters Score: Raw -78872.077475 + Penalty 142.163782 = -78729.913694 nChanged 6 SP:Iteration 6Q (68.921119 sec): 3 clusters Score: Raw -78873.008189 + Penalty 142.400951 = -78730.607238 nChanged 1 SP:Iteration 7Q (68.922728 sec): 3 clusters Score: Raw -78872.954298 + Penalty 142.225723 = -78730.728574 nChanged 1 SP:Iteration 8Q (68.924335 sec): 3 clusters Score: Raw -78872.911666 + Penalty 142.475928 = -78730.435738 nChanged 1 SP:Iteration 9F (68.926235 sec): 3 clusters Score: Raw -78872.848904 + Penalty 142.475928 = -78730.372976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.928133 sec): 2 clusters Score: Raw -44943.159208 + Penalty 275.727806 = -44667.431403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.929253 sec): 3 clusters Score: Raw -44660.017575 + Penalty 559.956902 = -44100.060673 nChanged 169 SP:Iteration 1F (68.930288 sec): 3 clusters Score: Raw -44751.971602 + Penalty 580.744252 = -44171.227350 nChanged 77 SP:Iteration 2F (68.931416 sec): 3 clusters Score: Raw -44841.397643 + Penalty 645.388791 = -44196.008852 nChanged 60 SP:Iteration 3F (68.932516 sec): 3 clusters Score: Raw -44929.216616 + Penalty 744.731136 = -44184.485480 nChanged 22 SP:Iteration 4F (68.933598 sec): 3 clusters Score: Raw -44958.881277 + Penalty 790.251268 = -44168.630009 nChanged 5 SP:Iteration 5F (68.934680 sec): 3 clusters Score: Raw -44962.559005 + Penalty 815.032320 = -44147.526685 nChanged 1 SP:Iteration 6F (68.935817 sec): 3 clusters Score: Raw -44963.201812 + Penalty 815.032320 = -44148.169492 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.938704 sec): 2 clusters Score: Raw -76186.904611 + Penalty 700.981856 = -75485.922755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.940444 sec): 3 clusters Score: Raw -75741.249154 + Penalty 1416.279512 = -74324.969642 nChanged 280 SP:Iteration 1F (68.942136 sec): 3 clusters Score: Raw -75996.294282 + Penalty 1453.607439 = -74542.686843 nChanged 131 SP:Iteration 2F (68.943822 sec): 3 clusters Score: Raw -76174.859983 + Penalty 1485.914491 = -74688.945492 nChanged 61 SP:Iteration 3F (68.945503 sec): 3 clusters Score: Raw -76256.173430 + Penalty 1501.833274 = -74754.340156 nChanged 33 SP:Iteration 4Q (68.947137 sec): 3 clusters Score: Raw -76299.290123 + Penalty 1519.753540 = -74779.536582 nChanged 32 SP:Iteration 5Q (68.948651 sec): 3 clusters Score: Raw -76341.410998 + Penalty 1525.159213 = -74816.251785 nChanged 13 SP:Iteration 6Q (68.950153 sec): 3 clusters Score: Raw -76356.940869 + Penalty 1527.514337 = -74829.426532 nChanged 4 SP:Iteration 7Q (68.951615 sec): 3 clusters Score: Raw -76364.964147 + Penalty 1530.778479 = -74834.185668 nChanged 3 SP:Iteration 8Q (68.953059 sec): 3 clusters Score: Raw -76369.620744 + Penalty 1529.932880 = -74839.687864 nChanged 1 SP:Iteration 9Q (68.954522 sec): 3 clusters Score: Raw -76371.425234 + Penalty 1529.932880 = -74841.492353 nChanged 0 SP:Iteration 10F (68.956147 sec): 3 clusters Score: Raw -76371.425234 + Penalty 1529.932880 = -74841.492353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (1996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.966005 sec): 2 clusters Score: Raw -187468.591569 + Penalty 533.343371 = -186935.248198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.969860 sec): 3 clusters Score: Raw -186281.635380 + Penalty 1067.823392 = -185213.811988 nChanged 822 SP:Iteration 1F (68.973797 sec): 3 clusters Score: Raw -186675.293766 + Penalty 1070.515899 = -185604.777867 nChanged 174 SP:Iteration 2F (68.977608 sec): 3 clusters Score: Raw -186760.454387 + Penalty 1076.779788 = -185683.674599 nChanged 158 SP:Iteration 3F (68.981372 sec): 3 clusters Score: Raw -186868.432710 + Penalty 1088.843718 = -185779.588993 nChanged 171 SP:Iteration 4F (68.985107 sec): 3 clusters Score: Raw -187037.037520 + Penalty 1105.119584 = -185931.917936 nChanged 159 SP:Iteration 5F (68.988927 sec): 3 clusters Score: Raw -187201.283978 + Penalty 1117.245122 = -186084.038855 nChanged 120 SP:Iteration 6F (68.992779 sec): 3 clusters Score: Raw -187315.483172 + Penalty 1126.556821 = -186188.926352 nChanged 79 SP:Iteration 7Q (68.996615 sec): 3 clusters Score: Raw -187371.883804 + Penalty 1133.484493 = -186238.399311 nChanged 43 SP:Iteration 8Q (69.000632 sec): 3 clusters Score: Raw -187409.969894 + Penalty 1140.003380 = -186269.966514 nChanged 31 SP:Iteration 9Q (69.004447 sec): 3 clusters Score: Raw -187432.463731 + Penalty 1144.374234 = -186288.089497 nChanged 26 SP:Iteration 10F (69.008299 sec): 3 clusters Score: Raw -187455.021638 + Penalty 1146.584636 = -186308.437002 nChanged 23 SP:Iteration 11Q (69.011912 sec): 3 clusters Score: Raw -187461.653840 + Penalty 1148.082861 = -186313.570979 nChanged 14 SP:Iteration 12Q (69.015378 sec): 3 clusters Score: Raw -187464.129537 + Penalty 1150.455549 = -186313.673988 nChanged 11 SP:Iteration 13Q (69.019033 sec): 3 clusters Score: Raw -187467.269771 + Penalty 1153.516896 = -186313.752876 nChanged 9 SP:Iteration 14Q (69.022519 sec): 3 clusters Score: Raw -187470.447900 + Penalty 1155.742311 = -186314.705588 nChanged 8 SP:Iteration 15Q (69.025977 sec): 3 clusters Score: Raw -187472.270971 + Penalty 1157.532496 = -186314.738475 nChanged 6 SP:Iteration 16Q (69.029749 sec): 3 clusters Score: Raw -187473.254008 + Penalty 1158.942785 = -186314.311222 nChanged 3 SP:Iteration 17F (69.033514 sec): 3 clusters Score: Raw -187473.672909 + Penalty 1159.719073 = -186313.953836 nChanged 2 SP:Iteration 18F (69.037233 sec): 3 clusters Score: Raw -187473.903022 + Penalty 1159.947055 = -186313.955967 nChanged 2 SP:Iteration 19Q (69.040754 sec): 3 clusters Score: Raw -187474.388469 + Penalty 1160.696851 = -186313.691618 nChanged 4 SP:Iteration 20F (69.044533 sec): 3 clusters Score: Raw -187475.164386 + Penalty 1161.561963 = -186313.602422 nChanged 3 SP:Iteration 21F (69.048286 sec): 3 clusters Score: Raw -187475.794252 + Penalty 1162.847387 = -186312.946865 nChanged 3 SP:Iteration 22F (69.052118 sec): 3 clusters Score: Raw -187476.115223 + Penalty 1163.516281 = -186312.598942 nChanged 4 SP:Iteration 23F (69.055832 sec): 3 clusters Score: Raw -187476.786216 + Penalty 1163.685406 = -186313.100810 nChanged 3 SP:Iteration 24Q (69.059263 sec): 3 clusters Score: Raw -187477.605490 + Penalty 1164.192976 = -186313.412514 nChanged 2 SP:Iteration 25Q (69.063019 sec): 3 clusters Score: Raw -187477.815426 + Penalty 1165.107666 = -186312.707760 nChanged 3 SP:Iteration 26F (69.066935 sec): 3 clusters Score: Raw -187478.025193 + Penalty 1165.263588 = -186312.761606 nChanged 1 SP:Iteration 27Q (69.070714 sec): 3 clusters Score: Raw -187478.057173 + Penalty 1165.263588 = -186312.793585 nChanged 0 SP:Iteration 28F (69.074460 sec): 3 clusters Score: Raw -187478.057173 + Penalty 1165.263588 = -186312.793585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.083721 sec): 2 clusters Score: Raw -71326.899774 + Penalty 522.515572 = -70804.384202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.085360 sec): 3 clusters Score: Raw -70928.447358 + Penalty 1030.733095 = -69897.714263 nChanged 254 SP:Iteration 1F (69.086993 sec): 3 clusters Score: Raw -71102.441879 + Penalty 1025.655079 = -70076.786800 nChanged 73 SP:Iteration 2F (69.088647 sec): 3 clusters Score: Raw -71166.051532 + Penalty 1025.194591 = -70140.856941 nChanged 45 SP:Iteration 3F (69.090183 sec): 3 clusters Score: Raw -71210.092002 + Penalty 1034.007814 = -70176.084189 nChanged 39 SP:Iteration 4F (69.091720 sec): 3 clusters Score: Raw -71246.598962 + Penalty 1071.983651 = -70174.615311 nChanged 33 SP:Iteration 5F (69.093413 sec): 3 clusters Score: Raw -71282.851238 + Penalty 1130.969784 = -70151.881455 nChanged 28 SP:Iteration 6F (69.094984 sec): 3 clusters Score: Raw -71320.092195 + Penalty 1172.636890 = -70147.455305 nChanged 15 SP:Iteration 7F (69.096556 sec): 3 clusters Score: Raw -71340.067185 + Penalty 1191.708702 = -70148.358483 nChanged 10 SP:Iteration 8Q (69.097961 sec): 3 clusters Score: Raw -71354.192718 + Penalty 1208.502036 = -70145.690682 nChanged 6 SP:Iteration 9F (69.099506 sec): 3 clusters Score: Raw -71362.503196 + Penalty 1220.180872 = -70142.322324 nChanged 3 SP:Iteration 10F (69.101179 sec): 3 clusters Score: Raw -71366.185674 + Penalty 1255.152858 = -70111.032816 nChanged 4 SP:Iteration 11F (69.102964 sec): 3 clusters Score: Raw -71374.459662 + Penalty 1249.888912 = -70124.570750 nChanged 1 SP:Iteration 12Q (69.104299 sec): 3 clusters Score: Raw -71375.256752 + Penalty 1249.888912 = -70125.367840 nChanged 0 SP:Iteration 13F (69.105970 sec): 3 clusters Score: Raw -71375.256752 + Penalty 1249.888912 = -70125.367840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.106559 sec): 2 clusters Score: Raw -1348.270855 + Penalty 31.059736 = -1317.211119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.106794 sec): 3 clusters Score: Raw -1367.798553 + Penalty 60.031378 = -1307.767175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.107418 sec): 2 clusters Score: Raw -3940.643791 + Penalty 191.265810 = -3749.377981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.107737 sec): 3 clusters Score: Raw -3987.058571 + Penalty 388.469612 = -3598.588959 nChanged 10 SP:Iteration 1F (69.108049 sec): 3 clusters Score: Raw -4028.634008 + Penalty 407.224883 = -3621.409125 nChanged 5 SP:Iteration 2F (69.108358 sec): 3 clusters Score: Raw -4049.147244 + Penalty 433.369172 = -3615.778072 nChanged 4 SP:Iteration 3F (69.108667 sec): 3 clusters Score: Raw -4070.929085 + Penalty 440.672004 = -3630.257081 nChanged 1 SP:Iteration 4Q (69.108957 sec): 3 clusters Score: Raw -4073.800503 + Penalty 440.672004 = -3633.128500 nChanged 0 SP:Iteration 5F (69.109271 sec): 3 clusters Score: Raw -4073.800503 + Penalty 440.672004 = -3633.128500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.111198 sec): 2 clusters Score: Raw -48470.485965 + Penalty 610.198208 = -47860.287758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.112316 sec): 3 clusters Score: Raw -48251.269293 + Penalty 1217.779027 = -47033.490266 nChanged 156 SP:Iteration 1F (69.113418 sec): 3 clusters Score: Raw -48372.916371 + Penalty 1214.988781 = -47157.927590 nChanged 45 SP:Iteration 2F (69.114521 sec): 3 clusters Score: Raw -48409.934530 + Penalty 1215.596366 = -47194.338165 nChanged 21 SP:Iteration 3Q (69.115624 sec): 3 clusters Score: Raw -48422.672682 + Penalty 1216.746003 = -47205.926679 nChanged 14 SP:Iteration 4Q (69.116727 sec): 3 clusters Score: Raw -48434.064611 + Penalty 1221.870336 = -47212.194275 nChanged 18 SP:Iteration 5Q (69.117827 sec): 3 clusters Score: Raw -48447.568877 + Penalty 1225.410533 = -47222.158343 nChanged 11 SP:Iteration 6Q (69.118945 sec): 3 clusters Score: Raw -48454.486529 + Penalty 1229.714141 = -47224.772388 nChanged 14 SP:Iteration 7Q (69.120046 sec): 3 clusters Score: Raw -48465.399128 + Penalty 1235.100971 = -47230.298158 nChanged 14 SP:Iteration 8Q (69.121145 sec): 3 clusters Score: Raw -48476.088788 + Penalty 1234.414034 = -47241.674754 nChanged 16 SP:Iteration 9Q (69.122243 sec): 3 clusters Score: Raw -48495.713424 + Penalty 1233.641598 = -47262.071826 nChanged 11 SP:Iteration 10F (69.123332 sec): 3 clusters Score: Raw -48508.227874 + Penalty 1240.220221 = -47268.007653 nChanged 6 SP:Iteration 11Q (69.124412 sec): 3 clusters Score: Raw -48514.980822 + Penalty 1239.325152 = -47275.655670 nChanged 6 SP:Iteration 12Q (69.125513 sec): 3 clusters Score: Raw -48521.730757 + Penalty 1243.434173 = -47278.296584 nChanged 3 SP:Iteration 13Q (69.126660 sec): 3 clusters Score: Raw -48525.968770 + Penalty 1246.009631 = -47279.959139 nChanged 3 SP:Iteration 14Q (69.127789 sec): 3 clusters Score: Raw -48530.159789 + Penalty 1250.223714 = -47279.936075 nChanged 2 SP:Iteration 15F (69.128946 sec): 3 clusters Score: Raw -48537.251668 + Penalty 1253.883123 = -47283.368545 nChanged 2 SP:Iteration 16Q (69.130055 sec): 3 clusters Score: Raw -48540.571814 + Penalty 1254.992743 = -47285.579071 nChanged 1 SP:Iteration 17Q (69.131130 sec): 3 clusters Score: Raw -48541.212445 + Penalty 1256.884520 = -47284.327925 nChanged 1 SP:Iteration 18F (69.132265 sec): 3 clusters Score: Raw -48543.731373 + Penalty 1260.634829 = -47283.096545 nChanged 1 SP:Iteration 19F (69.133371 sec): 3 clusters Score: Raw -48545.474120 + Penalty 1263.036275 = -47282.437845 nChanged 3 SP:Iteration 20F (69.134478 sec): 3 clusters Score: Raw -48548.599999 + Penalty 1263.770597 = -47284.829402 nChanged 1 SP:Iteration 21Q (69.135523 sec): 3 clusters Score: Raw -48549.238785 + Penalty 1263.770597 = -47285.468188 nChanged 0 SP:Iteration 22F (69.136629 sec): 3 clusters Score: Raw -48549.238785 + Penalty 1263.770597 = -47285.468188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 50 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.139124 sec): 2 clusters Score: Raw -67338.982630 + Penalty 967.807780 = -66371.174850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.140537 sec): 3 clusters Score: Raw -67070.512690 + Penalty 1933.645066 = -65136.867624 nChanged 172 SP:Iteration 1F (69.141983 sec): 3 clusters Score: Raw -67229.249373 + Penalty 1932.931326 = -65296.318047 nChanged 52 SP:Iteration 2F (69.143334 sec): 3 clusters Score: Raw -67279.474654 + Penalty 1932.809055 = -65346.665599 nChanged 25 SP:Iteration 3Q (69.144689 sec): 3 clusters Score: Raw -67311.440903 + Penalty 1932.833633 = -65378.607270 nChanged 15 SP:Iteration 4Q (69.146053 sec): 3 clusters Score: Raw -67328.865601 + Penalty 1933.476178 = -65395.389423 nChanged 16 SP:Iteration 5Q (69.147394 sec): 3 clusters Score: Raw -67340.447537 + Penalty 1933.752718 = -65406.694820 nChanged 8 SP:Iteration 6Q (69.148736 sec): 3 clusters Score: Raw -67349.371466 + Penalty 1934.395225 = -65414.976241 nChanged 8 SP:Iteration 7Q (69.150087 sec): 3 clusters Score: Raw -67359.265003 + Penalty 1935.308687 = -65423.956316 nChanged 8 SP:Iteration 8Q (69.151418 sec): 3 clusters Score: Raw -67365.210195 + Penalty 1935.999402 = -65429.210793 nChanged 5 SP:Iteration 9Q (69.152748 sec): 3 clusters Score: Raw -67369.021918 + Penalty 1936.527321 = -65432.494597 nChanged 4 SP:Iteration 10F (69.154182 sec): 3 clusters Score: Raw -67375.635840 + Penalty 1936.905108 = -65438.730732 nChanged 4 SP:Iteration 11Q (69.155546 sec): 3 clusters Score: Raw -67380.068415 + Penalty 1937.362432 = -65442.705983 nChanged 5 SP:Iteration 12Q (69.156869 sec): 3 clusters Score: Raw -67386.329706 + Penalty 1937.357561 = -65448.972145 nChanged 2 SP:Iteration 13Q (69.158198 sec): 3 clusters Score: Raw -67388.977637 + Penalty 1937.210868 = -65451.766769 nChanged 2 SP:Iteration 14Q (69.159603 sec): 3 clusters Score: Raw -67390.372526 + Penalty 1937.210868 = -65453.161658 nChanged 2 SP:Iteration 15Q (69.160926 sec): 3 clusters Score: Raw -67392.038723 + Penalty 1937.697283 = -65454.341440 nChanged 3 SP:Iteration 16Q (69.162263 sec): 3 clusters Score: Raw -67394.368311 + Penalty 1937.925883 = -65456.442428 nChanged 2 SP:Iteration 17Q (69.163591 sec): 3 clusters Score: Raw -67396.757627 + Penalty 1937.842059 = -65458.915569 nChanged 1 SP:Iteration 18Q (69.164940 sec): 3 clusters Score: Raw -67397.278742 + Penalty 1937.772385 = -65459.506357 nChanged 2 SP:Iteration 19Q (69.166281 sec): 3 clusters Score: Raw -67398.986553 + Penalty 1937.654466 = -65461.332087 nChanged 1 SP:Iteration 20F (69.167650 sec): 3 clusters Score: Raw -67400.000416 + Penalty 1937.947778 = -65462.052639 nChanged 2 SP:Iteration 21Q (69.168981 sec): 3 clusters Score: Raw -67402.324289 + Penalty 1937.929357 = -65464.394932 nChanged 2 SP:Iteration 22Q (69.170364 sec): 3 clusters Score: Raw -67403.892095 + Penalty 1938.206382 = -65465.685713 nChanged 2 SP:Iteration 23Q (69.171748 sec): 3 clusters Score: Raw -67405.236348 + Penalty 1938.334065 = -65466.902283 nChanged 2 SP:Iteration 24Q (69.173120 sec): 3 clusters Score: Raw -67407.535232 + Penalty 1938.472658 = -65469.062574 nChanged 2 SP:Iteration 25Q (69.174449 sec): 3 clusters Score: Raw -67408.631607 + Penalty 1938.601872 = -65470.029736 nChanged 1 SP:Iteration 26Q (69.175784 sec): 3 clusters Score: Raw -67408.926833 + Penalty 1938.700164 = -65470.226669 nChanged 1 SP:Iteration 27Q (69.177156 sec): 3 clusters Score: Raw -67409.275959 + Penalty 1938.700164 = -65470.575795 nChanged 0 SP:Iteration 28F (69.178510 sec): 3 clusters Score: Raw -67409.275959 + Penalty 1938.700164 = -65470.575795 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 55 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.181321 sec): 2 clusters Score: Raw -61887.866955 + Penalty 968.099970 = -60919.766985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.182702 sec): 3 clusters Score: Raw -61676.532041 + Penalty 1934.632394 = -59741.899647 nChanged 184 SP:Iteration 1F (69.184048 sec): 3 clusters Score: Raw -61848.427168 + Penalty 1933.671338 = -59914.755830 nChanged 42 SP:Iteration 2F (69.185373 sec): 3 clusters Score: Raw -61893.576618 + Penalty 1931.752660 = -59961.823959 nChanged 26 SP:Iteration 3Q (69.186694 sec): 3 clusters Score: Raw -61924.263025 + Penalty 1929.747161 = -59994.515864 nChanged 15 SP:Iteration 4Q (69.188014 sec): 3 clusters Score: Raw -61939.322511 + Penalty 1928.791852 = -60010.530660 nChanged 20 SP:Iteration 5Q (69.189312 sec): 3 clusters Score: Raw -61959.270975 + Penalty 1927.874988 = -60031.395986 nChanged 10 SP:Iteration 6Q (69.190614 sec): 3 clusters Score: Raw -61971.245790 + Penalty 1925.832414 = -60045.413376 nChanged 17 SP:Iteration 7Q (69.192021 sec): 3 clusters Score: Raw -61997.123545 + Penalty 1921.814827 = -60075.308719 nChanged 21 SP:Iteration 8Q (69.193383 sec): 3 clusters Score: Raw -62032.979541 + Penalty 1917.230103 = -60115.749439 nChanged 26 SP:Iteration 9Q (69.194741 sec): 3 clusters Score: Raw -62098.164073 + Penalty 1914.030038 = -60184.134035 nChanged 28 SP:Iteration 10F (69.196068 sec): 3 clusters Score: Raw -62149.812387 + Penalty 1914.283151 = -60235.529236 nChanged 20 SP:Iteration 11Q (69.197336 sec): 3 clusters Score: Raw -62183.519265 + Penalty 1915.009498 = -60268.509767 nChanged 12 SP:Iteration 12Q (69.198589 sec): 3 clusters Score: Raw -62206.058257 + Penalty 1916.355799 = -60289.702459 nChanged 6 SP:Iteration 13Q (69.199839 sec): 3 clusters Score: Raw -62213.805959 + Penalty 1916.460191 = -60297.345768 nChanged 5 SP:Iteration 14Q (69.201078 sec): 3 clusters Score: Raw -62219.016671 + Penalty 1917.142216 = -60301.874455 nChanged 2 SP:Iteration 15Q (69.202318 sec): 3 clusters Score: Raw -62222.556838 + Penalty 1917.544794 = -60305.012044 nChanged 3 SP:Iteration 16Q (69.203696 sec): 3 clusters Score: Raw -62225.049480 + Penalty 1917.134306 = -60307.915174 nChanged 1 SP:Iteration 17Q (69.205102 sec): 3 clusters Score: Raw -62225.266926 + Penalty 1916.237635 = -60309.029291 nChanged 2 SP:Iteration 18Q (69.206382 sec): 3 clusters Score: Raw -62226.225608 + Penalty 1916.237635 = -60309.987973 nChanged 0 SP:Iteration 19F (69.207722 sec): 3 clusters Score: Raw -62226.225608 + Penalty 1916.237635 = -60309.987973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 79 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.210774 sec): 2 clusters Score: Raw -68052.567564 + Penalty 770.717776 = -67281.849788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.212407 sec): 3 clusters Score: Raw -67680.870074 + Penalty 1543.207029 = -66137.663045 nChanged 224 SP:Iteration 1F (69.214008 sec): 3 clusters Score: Raw -67851.410997 + Penalty 1551.716389 = -66299.694609 nChanged 100 SP:Iteration 2F (69.215525 sec): 3 clusters Score: Raw -67959.112879 + Penalty 1560.168287 = -66398.944592 nChanged 65 SP:Iteration 3F (69.217022 sec): 3 clusters Score: Raw -68029.636405 + Penalty 1563.520286 = -66466.116119 nChanged 37 SP:Iteration 4F (69.218571 sec): 3 clusters Score: Raw -68063.575060 + Penalty 1567.583155 = -66495.991905 nChanged 23 SP:Iteration 5Q (69.220138 sec): 3 clusters Score: Raw -68084.595804 + Penalty 1572.091112 = -66512.504692 nChanged 10 SP:Iteration 6Q (69.221669 sec): 3 clusters Score: Raw -68093.788068 + Penalty 1572.624108 = -66521.163960 nChanged 4 SP:Iteration 7Q (69.223229 sec): 3 clusters Score: Raw -68094.819135 + Penalty 1572.400950 = -66522.418185 nChanged 1 SP:Iteration 8Q (69.224839 sec): 3 clusters Score: Raw -68095.663362 + Penalty 1572.905972 = -66522.757390 nChanged 3 SP:Iteration 9Q (69.226475 sec): 3 clusters Score: Raw -68097.161247 + Penalty 1572.905972 = -66524.255275 nChanged 0 SP:Iteration 10F (69.228087 sec): 3 clusters Score: Raw -68097.161247 + Penalty 1572.905972 = -66524.255275 nChanged 0 Iteration 219F (69.453267 sec): 16 clusters Score: Raw -2320836.483250 + Penalty 13112.253094 = -2307724.230156 nChanged 23 Iteration 220F (69.665519 sec): 16 clusters Score: Raw -2320844.053188 + Penalty 13123.484467 = -2307720.568721 nChanged 22 Iteration 221F (69.876320 sec): 16 clusters Score: Raw -2320853.147286 + Penalty 13134.757203 = -2307718.390083 nChanged 28 Iteration 222F (70.087918 sec): 16 clusters Score: Raw -2320866.029539 + Penalty 13144.503131 = -2307721.526407 nChanged 22 Iteration 223Q (70.154216 sec): 16 clusters Score: Raw -2320875.368213 + Penalty 13154.138488 = -2307721.229725 nChanged 24 Iteration 224F (70.365194 sec): 16 clusters Score: Raw -2320884.287085 + Penalty 13158.416895 = -2307725.870191 nChanged 16 Iteration 225Q (70.430118 sec): 16 clusters Score: Raw -2320890.546175 + Penalty 13164.085340 = -2307726.460836 nChanged 15 Iteration 226Q (70.495457 sec): 16 clusters Score: Raw -2320894.636189 + Penalty 13166.402806 = -2307728.233383 nChanged 7 Iteration 227Q (70.561075 sec): 16 clusters Score: Raw -2320896.568984 + Penalty 13166.896625 = -2307729.672359 nChanged 2 Iteration 228Q (70.625835 sec): 16 clusters Score: Raw -2320896.934095 + Penalty 13167.195623 = -2307729.738472 nChanged 3 Iteration 229Q (70.691604 sec): 16 clusters Score: Raw -2320897.467953 + Penalty 13169.686960 = -2307727.780993 nChanged 5 Iteration 230F (70.905095 sec): 16 clusters Score: Raw -2320898.687962 + Penalty 13172.120291 = -2307726.567671 nChanged 3 Iteration 231F (71.117575 sec): 16 clusters Score: Raw -2320899.924658 + Penalty 13173.946775 = -2307725.977883 nChanged 6 Iteration 232F (71.327030 sec): 16 clusters Score: Raw -2320902.088970 + Penalty 13176.176060 = -2307725.912910 nChanged 6 Iteration 233F (71.537557 sec): 16 clusters Score: Raw -2320904.789700 + Penalty 13180.457688 = -2307724.332013 nChanged 12 Iteration 234F (71.749290 sec): 16 clusters Score: Raw -2320909.058291 + Penalty 13166.129344 = -2307742.928947 nChanged 22 Iteration 235Q (71.814556 sec): 16 clusters Score: Raw -2320920.826166 + Penalty 13174.681238 = -2307746.144928 nChanged 20 Iteration 236Q (71.881970 sec): 16 clusters Score: Raw -2320927.710030 + Penalty 13185.949144 = -2307741.760886 nChanged 21 Iteration 237F (72.092270 sec): 16 clusters Score: Raw -2320934.712072 + Penalty 13191.307646 = -2307743.404426 nChanged 14 Iteration 238Q (72.158051 sec): 16 clusters Score: Raw -2320939.687652 + Penalty 13196.156532 = -2307743.531120 nChanged 14 Iteration 239Q (72.223521 sec): 16 clusters Score: Raw -2320944.561309 + Penalty 13203.857797 = -2307740.703512 nChanged 13 Iteration 240F (72.432971 sec): 16 clusters Score: Raw -2320949.022393 + Penalty 13211.119826 = -2307737.902568 nChanged 18 Iteration 241F (72.642711 sec): 16 clusters Score: Raw -2320954.377011 + Penalty 13216.615900 = -2307737.761111 nChanged 12 Iteration 242F (72.856463 sec): 16 clusters Score: Raw -2320959.049732 + Penalty 13220.606878 = -2307738.442854 nChanged 11 Iteration 243Q (72.926314 sec): 16 clusters Score: Raw -2320961.260396 + Penalty 13221.796512 = -2307739.463884 nChanged 5 Iteration 244Q (72.996383 sec): 16 clusters Score: Raw -2320962.266288 + Penalty 13224.686292 = -2307737.579996 nChanged 5 Iteration 245F (73.212614 sec): 16 clusters Score: Raw -2320963.850194 + Penalty 13229.167699 = -2307734.682494 nChanged 5 Iteration 246F (73.430256 sec): 16 clusters Score: Raw -2320965.558198 + Penalty 13232.859900 = -2307732.698298 nChanged 7 Iteration 247F (73.647215 sec): 16 clusters Score: Raw -2320968.684341 + Penalty 13235.309112 = -2307733.375229 nChanged 8 Iteration 248Q (73.718753 sec): 16 clusters Score: Raw -2320971.884839 + Penalty 13240.474606 = -2307731.410233 nChanged 10 Iteration 249F (73.933801 sec): 16 clusters Score: Raw -2320976.111711 + Penalty 13243.614582 = -2307732.497128 nChanged 8 Iteration 250F (74.149924 sec): 16 clusters Score: Raw -2320979.969870 + Penalty 13249.153858 = -2307730.816012 nChanged 13 Iteration 251F (74.366105 sec): 16 clusters Score: Raw -2320984.777593 + Penalty 13253.099790 = -2307731.677803 nChanged 10 Iteration 252Q (74.436841 sec): 16 clusters Score: Raw -2320986.688272 + Penalty 13256.534316 = -2307730.153956 nChanged 7 Iteration 253F (74.651984 sec): 16 clusters Score: Raw -2320989.410356 + Penalty 13257.850204 = -2307731.560153 nChanged 9 Iteration 254Q (74.718929 sec): 16 clusters Score: Raw -2320990.996313 + Penalty 13259.423796 = -2307731.572517 nChanged 7 Iteration 255Q (74.786404 sec): 16 clusters Score: Raw -2320991.669235 + Penalty 13259.744648 = -2307731.924587 nChanged 5 Iteration 256Q (74.852706 sec): 16 clusters Score: Raw -2320992.547017 + Penalty 13259.983098 = -2307732.563920 nChanged 1 Iteration 257Q (74.919642 sec): 16 clusters Score: Raw -2320992.553634 + Penalty 13260.174029 = -2307732.379605 nChanged 1 Iteration 258F (75.136167 sec): 16 clusters Score: Raw -2320992.559792 + Penalty 13260.174029 = -2307732.385763 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -2320992.559792 + Penalty 13260.174029 = -2307732.385763Memory request: 0.08 GB would take us to total of 0.33 GB. Trying to split cluster 2 (18226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.268627 sec): 2 clusters Score: Raw -1593232.243579 + Penalty 227.000222 = -1593005.243356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.303338 sec): 3 clusters Score: Raw -1580807.061860 + Penalty 490.905018 = -1580316.156842 nChanged 8766 SP:Iteration 1F (75.337703 sec): 3 clusters Score: Raw -1588450.316520 + Penalty 739.041096 = -1587711.275424 nChanged 3611 SP:Iteration 2F (75.372061 sec): 3 clusters Score: Raw -1592832.391132 + Penalty 760.323283 = -1592072.067849 nChanged 311 SP:Iteration 3Q (75.400756 sec): 3 clusters Score: Raw -1593141.234025 + Penalty 706.503341 = -1592434.730684 nChanged 89 SP:Iteration 4Q (75.427859 sec): 3 clusters Score: Raw -1593239.818082 + Penalty 665.682134 = -1592574.135948 nChanged 31 SP:Iteration 5Q (75.454051 sec): 3 clusters Score: Raw -1593262.661921 + Penalty 658.089863 = -1592604.572058 nChanged 8 SP:Iteration 6Q (75.480901 sec): 3 clusters Score: Raw -1593266.342646 + Penalty 644.031836 = -1592622.310811 nChanged 6 SP:Iteration 7Q (75.507087 sec): 3 clusters Score: Raw -1593270.181939 + Penalty 624.374796 = -1592645.807144 nChanged 4 SP:Iteration 8Q (75.533445 sec): 3 clusters Score: Raw -1593274.994340 + Penalty 620.917770 = -1592654.076570 nChanged 4 SP:Iteration 9Q (75.560028 sec): 3 clusters Score: Raw -1593276.146246 + Penalty 618.545202 = -1592657.601045 nChanged 5 SP:Iteration 10F (75.593739 sec): 3 clusters Score: Raw -1593279.482837 + Penalty 616.489114 = -1592662.993723 nChanged 2 SP:Iteration 11Q (75.620243 sec): 3 clusters Score: Raw -1593280.460608 + Penalty 617.060629 = -1592663.399979 nChanged 1 SP:Iteration 12Q (75.646325 sec): 3 clusters Score: Raw -1593280.562825 + Penalty 617.060629 = -1592663.502196 nChanged 0 SP:Iteration 13F (75.680956 sec): 3 clusters Score: Raw -1593280.562825 + Penalty 617.060629 = -1592663.502196 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.693013 sec): 2 clusters Score: Raw -52634.029058 + Penalty 674.902870 = -51959.126188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.694248 sec): 3 clusters Score: Raw -52397.348753 + Penalty 1351.442928 = -51045.905824 nChanged 162 SP:Iteration 1F (75.695496 sec): 3 clusters Score: Raw -52549.913826 + Penalty 1352.867969 = -51197.045857 nChanged 51 SP:Iteration 2F (75.696654 sec): 3 clusters Score: Raw -52623.900363 + Penalty 1353.676729 = -51270.223634 nChanged 34 SP:Iteration 3F (75.697818 sec): 3 clusters Score: Raw -52660.709311 + Penalty 1353.713223 = -51306.996088 nChanged 19 SP:Iteration 4Q (75.698957 sec): 3 clusters Score: Raw -52676.372872 + Penalty 1355.773830 = -51320.599042 nChanged 13 SP:Iteration 5Q (75.700085 sec): 3 clusters Score: Raw -52693.746784 + Penalty 1356.528786 = -51337.217998 nChanged 16 SP:Iteration 6Q (75.701198 sec): 3 clusters Score: Raw -52706.972526 + Penalty 1357.806755 = -51349.165771 nChanged 9 SP:Iteration 7Q (75.702315 sec): 3 clusters Score: Raw -52716.830168 + Penalty 1358.988250 = -51357.841917 nChanged 6 SP:Iteration 8Q (75.703437 sec): 3 clusters Score: Raw -52724.000384 + Penalty 1359.252746 = -51364.747638 nChanged 9 SP:Iteration 9Q (75.704540 sec): 3 clusters Score: Raw -52730.442569 + Penalty 1359.672321 = -51370.770248 nChanged 4 SP:Iteration 10F (75.705694 sec): 3 clusters Score: Raw -52732.069987 + Penalty 1359.672321 = -51372.397666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.706779 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.707228 sec): 3 clusters Score: Raw -13443.218415 + Penalty 100.047078 = -13343.171337 nChanged 64 SP:Iteration 1F (75.707694 sec): 3 clusters Score: Raw -13514.113546 + Penalty 549.886136 = -12964.227411 nChanged 25 SP:Iteration 2F (75.708158 sec): 3 clusters Score: Raw -13543.553291 + Penalty 43.732933 = -13499.820358 nChanged 1 SP:Iteration 3Q (75.708538 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 SP:Iteration 4F (75.708919 sec): 2 clusters Score: Raw -13546.199887 + Penalty 43.732933 = -13502.466954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.710322 sec): 2 clusters Score: Raw -6056.229465 + Penalty 640.841850 = -5415.387616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.710801 sec): 3 clusters Score: Raw -6259.082467 + Penalty 1283.271583 = -4975.810884 nChanged 20 SP:Iteration 1F (75.711272 sec): 3 clusters Score: Raw -6342.448358 + Penalty 1284.318726 = -5058.129632 nChanged 6 SP:Iteration 2Q (75.711713 sec): 3 clusters Score: Raw -6366.053192 + Penalty 1285.221787 = -5080.831405 nChanged 3 SP:Iteration 3Q (75.712147 sec): 3 clusters Score: Raw -6382.345181 + Penalty 1285.221787 = -5097.123394 nChanged 0 SP:Iteration 4F (75.712616 sec): 3 clusters Score: Raw -6382.345181 + Penalty 1285.221787 = -5097.123394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.715614 sec): 2 clusters Score: Raw -78915.962051 + Penalty 66.775927 = -78849.186124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.717384 sec): 3 clusters Score: Raw -78369.893799 + Penalty 130.801291 = -78239.092507 nChanged 410 SP:Iteration 1F (75.719129 sec): 3 clusters Score: Raw -78734.095830 + Penalty 131.663496 = -78602.432334 nChanged 85 SP:Iteration 2F (75.720992 sec): 3 clusters Score: Raw -78834.310767 + Penalty 132.098782 = -78702.211985 nChanged 43 SP:Iteration 3Q (75.722677 sec): 3 clusters Score: Raw -78856.669269 + Penalty 132.413851 = -78724.255418 nChanged 21 SP:Iteration 4Q (75.724319 sec): 3 clusters Score: Raw -78861.188685 + Penalty 132.531800 = -78728.656885 nChanged 14 SP:Iteration 5Q (75.725947 sec): 3 clusters Score: Raw -78864.065706 + Penalty 132.467253 = -78731.598453 nChanged 7 SP:Iteration 6Q (75.727611 sec): 3 clusters Score: Raw -78865.227011 + Penalty 132.446305 = -78732.780706 nChanged 5 SP:Iteration 7Q (75.729326 sec): 3 clusters Score: Raw -78866.040459 + Penalty 132.501839 = -78733.538619 nChanged 7 SP:Iteration 8Q (75.730993 sec): 3 clusters Score: Raw -78867.796814 + Penalty 132.607023 = -78735.189791 nChanged 8 SP:Iteration 9Q (75.732625 sec): 3 clusters Score: Raw -78869.732046 + Penalty 132.782881 = -78736.949164 nChanged 8 SP:Iteration 10F (75.734322 sec): 3 clusters Score: Raw -78870.906797 + Penalty 132.952777 = -78737.954021 nChanged 5 SP:Iteration 11Q (75.735959 sec): 3 clusters Score: Raw -78871.306138 + Penalty 133.158037 = -78738.148101 nChanged 5 SP:Iteration 12Q (75.737723 sec): 3 clusters Score: Raw -78871.311778 + Penalty 133.283831 = -78738.027947 nChanged 2 SP:Iteration 13F (75.739661 sec): 3 clusters Score: Raw -78871.328183 + Penalty 133.337802 = -78737.990381 nChanged 2 SP:Iteration 14F (75.741541 sec): 3 clusters Score: Raw -78871.316151 + Penalty 133.392936 = -78737.923216 nChanged 2 SP:Iteration 15F (75.743334 sec): 3 clusters Score: Raw -78871.161216 + Penalty 133.392936 = -78737.768280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.745151 sec): 2 clusters Score: Raw -44666.167682 + Penalty 274.323715 = -44391.843967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.746207 sec): 3 clusters Score: Raw -44372.023741 + Penalty 574.805780 = -43797.217961 nChanged 196 SP:Iteration 1F (75.747249 sec): 3 clusters Score: Raw -44536.239616 + Penalty 611.575648 = -43924.663968 nChanged 86 SP:Iteration 2F (75.748291 sec): 3 clusters Score: Raw -44635.146004 + Penalty 649.451016 = -43985.694988 nChanged 36 SP:Iteration 3F (75.749334 sec): 3 clusters Score: Raw -44674.266238 + Penalty 659.253894 = -44015.012344 nChanged 14 SP:Iteration 4Q (75.750323 sec): 3 clusters Score: Raw -44688.700703 + Penalty 669.876705 = -44018.823998 nChanged 5 SP:Iteration 5Q (75.751269 sec): 3 clusters Score: Raw -44691.482694 + Penalty 669.745561 = -44021.737133 nChanged 1 SP:Iteration 6Q (75.752215 sec): 3 clusters Score: Raw -44691.587174 + Penalty 669.745561 = -44021.841612 nChanged 0 SP:Iteration 7F (75.753355 sec): 3 clusters Score: Raw -44691.587174 + Penalty 669.745561 = -44021.841612 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.756173 sec): 2 clusters Score: Raw -75463.733286 + Penalty 697.766152 = -74765.967134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.757875 sec): 3 clusters Score: Raw -75088.181780 + Penalty 1410.954197 = -73677.227583 nChanged 279 SP:Iteration 1F (75.759510 sec): 3 clusters Score: Raw -75364.372459 + Penalty 1413.610677 = -73950.761782 nChanged 72 SP:Iteration 2F (75.761173 sec): 3 clusters Score: Raw -75414.887632 + Penalty 1416.893147 = -73997.994485 nChanged 39 SP:Iteration 3Q (75.762876 sec): 3 clusters Score: Raw -75451.313701 + Penalty 1415.250158 = -74036.063543 nChanged 18 SP:Iteration 4Q (75.764500 sec): 3 clusters Score: Raw -75465.583718 + Penalty 1411.984030 = -74053.599688 nChanged 11 SP:Iteration 5Q (75.766082 sec): 3 clusters Score: Raw -75472.230577 + Penalty 1406.226722 = -74066.003855 nChanged 16 SP:Iteration 6Q (75.767648 sec): 3 clusters Score: Raw -75487.710876 + Penalty 1401.184314 = -74086.526562 nChanged 10 SP:Iteration 7Q (75.769259 sec): 3 clusters Score: Raw -75497.684484 + Penalty 1395.532304 = -74102.152180 nChanged 13 SP:Iteration 8Q (75.770861 sec): 3 clusters Score: Raw -75513.646337 + Penalty 1394.475887 = -74119.170450 nChanged 6 SP:Iteration 9Q (75.772421 sec): 3 clusters Score: Raw -75518.214310 + Penalty 1391.288470 = -74126.925840 nChanged 8 SP:Iteration 10F (75.774012 sec): 3 clusters Score: Raw -75522.572060 + Penalty 1391.280390 = -74131.291670 nChanged 4 SP:Iteration 11Q (75.775589 sec): 3 clusters Score: Raw -75524.889480 + Penalty 1391.821092 = -74133.068388 nChanged 1 SP:Iteration 12Q (75.777224 sec): 3 clusters Score: Raw -75525.446185 + Penalty 1392.885128 = -74132.561057 nChanged 2 SP:Iteration 13F (75.778852 sec): 3 clusters Score: Raw -75525.790607 + Penalty 1392.885128 = -74132.905480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 18 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.788899 sec): 2 clusters Score: Raw -191833.483849 + Penalty 533.473655 = -191300.010193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.792885 sec): 3 clusters Score: Raw -190591.072109 + Penalty 1068.208000 = -189522.864108 nChanged 866 SP:Iteration 1F (75.796624 sec): 3 clusters Score: Raw -191136.008099 + Penalty 1071.261058 = -190064.747041 nChanged 272 SP:Iteration 2F (75.800403 sec): 3 clusters Score: Raw -191392.296362 + Penalty 1076.554441 = -190315.741921 nChanged 189 SP:Iteration 3F (75.804194 sec): 3 clusters Score: Raw -191586.863298 + Penalty 1074.704127 = -190512.159172 nChanged 115 SP:Iteration 4F (75.807921 sec): 3 clusters Score: Raw -191713.725394 + Penalty 1073.274505 = -190640.450890 nChanged 54 SP:Iteration 5Q (75.811432 sec): 3 clusters Score: Raw -191771.592526 + Penalty 1072.023143 = -190699.569383 nChanged 32 SP:Iteration 6Q (75.814761 sec): 3 clusters Score: Raw -191789.926470 + Penalty 1069.655575 = -190720.270895 nChanged 13 SP:Iteration 7Q (75.818044 sec): 3 clusters Score: Raw -191797.046248 + Penalty 1070.459050 = -190726.587198 nChanged 12 SP:Iteration 8Q (75.821563 sec): 3 clusters Score: Raw -191801.959861 + Penalty 1068.790547 = -190733.169314 nChanged 13 SP:Iteration 9Q (75.825013 sec): 3 clusters Score: Raw -191806.168969 + Penalty 1068.741068 = -190737.427901 nChanged 12 SP:Iteration 10F (75.828726 sec): 3 clusters Score: Raw -191810.571509 + Penalty 1069.454790 = -190741.116719 nChanged 6 SP:Iteration 11Q (75.832015 sec): 3 clusters Score: Raw -191812.445322 + Penalty 1068.347760 = -190744.097562 nChanged 5 SP:Iteration 12Q (75.835278 sec): 3 clusters Score: Raw -191816.869942 + Penalty 1072.132583 = -190744.737360 nChanged 5 SP:Iteration 13Q (75.838529 sec): 3 clusters Score: Raw -191819.112888 + Penalty 1072.545432 = -190746.567456 nChanged 3 SP:Iteration 14Q (75.841742 sec): 3 clusters Score: Raw -191821.436785 + Penalty 1073.051756 = -190748.385030 nChanged 3 SP:Iteration 15Q (75.844940 sec): 3 clusters Score: Raw -191823.433653 + Penalty 1072.671352 = -190750.762301 nChanged 3 SP:Iteration 16Q (75.848149 sec): 3 clusters Score: Raw -191827.068243 + Penalty 1071.779670 = -190755.288573 nChanged 3 SP:Iteration 17Q (75.851332 sec): 3 clusters Score: Raw -191828.728323 + Penalty 1071.731894 = -190756.996429 nChanged 4 SP:Iteration 18Q (75.854746 sec): 3 clusters Score: Raw -191831.434689 + Penalty 1072.628835 = -190758.805854 nChanged 6 SP:Iteration 19Q (75.858171 sec): 3 clusters Score: Raw -191834.401828 + Penalty 1074.675858 = -190759.725970 nChanged 4 SP:Iteration 20F (75.861923 sec): 3 clusters Score: Raw -191835.174698 + Penalty 1073.490119 = -190761.684578 nChanged 3 SP:Iteration 21Q (75.865331 sec): 3 clusters Score: Raw -191835.568170 + Penalty 1074.329015 = -190761.239155 nChanged 1 SP:Iteration 22F (75.869230 sec): 3 clusters Score: Raw -191835.617737 + Penalty 1074.223215 = -190761.394522 nChanged 1 SP:Iteration 23Q (75.872549 sec): 3 clusters Score: Raw -191836.005090 + Penalty 1074.223215 = -190761.781875 nChanged 0 SP:Iteration 24F (75.876309 sec): 3 clusters Score: Raw -191836.005090 + Penalty 1074.223215 = -190761.781875 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.885773 sec): 2 clusters Score: Raw -74272.732404 + Penalty 533.089536 = -73739.642868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.887496 sec): 3 clusters Score: Raw -73840.913566 + Penalty 1063.574504 = -72777.339062 nChanged 275 SP:Iteration 1F (75.889184 sec): 3 clusters Score: Raw -73991.493550 + Penalty 1060.699652 = -72930.793898 nChanged 77 SP:Iteration 2F (75.890831 sec): 3 clusters Score: Raw -74039.999599 + Penalty 1059.206264 = -72980.793335 nChanged 52 SP:Iteration 3F (75.892392 sec): 3 clusters Score: Raw -74080.727437 + Penalty 1057.302913 = -73023.424524 nChanged 41 SP:Iteration 4F (75.893948 sec): 3 clusters Score: Raw -74105.100862 + Penalty 1053.625906 = -73051.474956 nChanged 37 SP:Iteration 5Q (75.895515 sec): 3 clusters Score: Raw -74127.801960 + Penalty 1050.522420 = -73077.279540 nChanged 28 SP:Iteration 6Q (75.897073 sec): 3 clusters Score: Raw -74149.080696 + Penalty 1049.612933 = -73099.467763 nChanged 29 SP:Iteration 7Q (75.898599 sec): 3 clusters Score: Raw -74178.188390 + Penalty 1047.991294 = -73130.197095 nChanged 31 SP:Iteration 8Q (75.900120 sec): 3 clusters Score: Raw -74206.728619 + Penalty 1045.963608 = -73160.765011 nChanged 27 SP:Iteration 9Q (75.901730 sec): 3 clusters Score: Raw -74226.019972 + Penalty 1044.211093 = -73181.808879 nChanged 23 SP:Iteration 10F (75.903436 sec): 3 clusters Score: Raw -74240.534275 + Penalty 1042.621974 = -73197.912302 nChanged 19 SP:Iteration 11Q (75.905067 sec): 3 clusters Score: Raw -74254.683184 + Penalty 1042.276283 = -73212.406901 nChanged 14 SP:Iteration 12Q (75.906665 sec): 3 clusters Score: Raw -74260.216554 + Penalty 1041.766771 = -73218.449783 nChanged 6 SP:Iteration 13Q (75.908192 sec): 3 clusters Score: Raw -74263.545359 + Penalty 1042.205531 = -73221.339828 nChanged 10 SP:Iteration 14Q (75.909678 sec): 3 clusters Score: Raw -74269.073406 + Penalty 1039.371205 = -73229.702202 nChanged 10 SP:Iteration 15Q (75.911205 sec): 3 clusters Score: Raw -74282.851159 + Penalty 1036.845503 = -73246.005656 nChanged 8 SP:Iteration 16Q (75.912707 sec): 3 clusters Score: Raw -74288.360008 + Penalty 1037.005581 = -73251.354427 nChanged 2 SP:Iteration 17Q (75.914182 sec): 3 clusters Score: Raw -74289.175174 + Penalty 1037.005581 = -73252.169593 nChanged 0 SP:Iteration 18F (75.915713 sec): 3 clusters Score: Raw -74289.175174 + Penalty 1037.005581 = -73252.169593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 22 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.916251 sec): 2 clusters Score: Raw -1348.270855 + Penalty 31.059736 = -1317.211119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.916468 sec): 3 clusters Score: Raw -1372.817039 + Penalty 58.081276 = -1314.735763 nChanged 1 SP:Iteration 1F (75.916679 sec): 3 clusters Score: Raw -1374.420415 + Penalty 58.081276 = -1316.339139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.917261 sec): 2 clusters Score: Raw -3867.894813 + Penalty 181.788363 = -3686.106449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.917571 sec): 3 clusters Score: Raw -3944.851448 + Penalty 426.735545 = -3518.115903 nChanged 7 SP:Iteration 1F (75.917875 sec): 3 clusters Score: Raw -3978.645187 + Penalty 448.241453 = -3530.403734 nChanged 1 SP:Iteration 2Q (75.918157 sec): 3 clusters Score: Raw -3984.193459 + Penalty 448.241453 = -3535.952006 nChanged 0 SP:Iteration 3F (75.918461 sec): 3 clusters Score: Raw -3984.193459 + Penalty 448.241453 = -3535.952006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 42 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.920441 sec): 2 clusters Score: Raw -47535.952059 + Penalty 609.933870 = -46926.018189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.921547 sec): 3 clusters Score: Raw -47333.479591 + Penalty 1217.678332 = -46115.801259 nChanged 152 SP:Iteration 1F (75.922602 sec): 3 clusters Score: Raw -47466.965289 + Penalty 1217.558768 = -46249.406521 nChanged 33 SP:Iteration 2F (75.923661 sec): 3 clusters Score: Raw -47498.739421 + Penalty 1219.219265 = -46279.520156 nChanged 20 SP:Iteration 3Q (75.924737 sec): 3 clusters Score: Raw -47514.572479 + Penalty 1221.301058 = -46293.271421 nChanged 7 SP:Iteration 4Q (75.925784 sec): 3 clusters Score: Raw -47521.816787 + Penalty 1224.310866 = -46297.505921 nChanged 14 SP:Iteration 5Q (75.926834 sec): 3 clusters Score: Raw -47535.346138 + Penalty 1228.517897 = -46306.828241 nChanged 11 SP:Iteration 6Q (75.927871 sec): 3 clusters Score: Raw -47546.639293 + Penalty 1231.067737 = -46315.571556 nChanged 7 SP:Iteration 7Q (75.928908 sec): 3 clusters Score: Raw -47550.155310 + Penalty 1235.591183 = -46314.564128 nChanged 8 SP:Iteration 8F (75.929980 sec): 3 clusters Score: Raw -47555.810069 + Penalty 1237.125285 = -46318.684784 nChanged 5 SP:Iteration 9Q (75.931024 sec): 3 clusters Score: Raw -47559.807761 + Penalty 1237.747388 = -46322.060373 nChanged 5 SP:Iteration 10F (75.932104 sec): 3 clusters Score: Raw -47563.057570 + Penalty 1241.097048 = -46321.960522 nChanged 6 SP:Iteration 11F (75.933161 sec): 3 clusters Score: Raw -47566.207922 + Penalty 1242.897433 = -46323.310489 nChanged 4 SP:Iteration 12Q (75.934203 sec): 3 clusters Score: Raw -47569.165128 + Penalty 1243.796902 = -46325.368227 nChanged 1 SP:Iteration 13Q (75.935243 sec): 3 clusters Score: Raw -47569.829766 + Penalty 1245.575310 = -46324.254456 nChanged 1 SP:Iteration 14F (75.936314 sec): 3 clusters Score: Raw -47570.211213 + Penalty 1245.575310 = -46324.635903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 50 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.938338 sec): 2 clusters Score: Raw -55936.463039 + Penalty 970.554234 = -54965.908805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.939579 sec): 3 clusters Score: Raw -55749.390452 + Penalty 1941.389470 = -53808.000983 nChanged 154 SP:Iteration 1F (75.940796 sec): 3 clusters Score: Raw -55891.052389 + Penalty 1941.180567 = -53949.871822 nChanged 34 SP:Iteration 2F (75.941981 sec): 3 clusters Score: Raw -55932.284709 + Penalty 1941.044012 = -53991.240697 nChanged 17 SP:Iteration 3Q (75.943135 sec): 3 clusters Score: Raw -55958.811503 + Penalty 1941.067971 = -54017.743532 nChanged 14 SP:Iteration 4Q (75.944282 sec): 3 clusters Score: Raw -55982.609637 + Penalty 1941.091933 = -54041.517704 nChanged 10 SP:Iteration 5Q (75.945425 sec): 3 clusters Score: Raw -55993.309876 + Penalty 1941.103374 = -54052.206502 nChanged 7 SP:Iteration 6Q (75.946570 sec): 3 clusters Score: Raw -56000.205789 + Penalty 1941.128540 = -54059.077248 nChanged 3 SP:Iteration 7Q (75.947705 sec): 3 clusters Score: Raw -56005.032116 + Penalty 1941.159197 = -54063.872919 nChanged 5 SP:Iteration 8Q (75.948838 sec): 3 clusters Score: Raw -56013.289074 + Penalty 1941.191858 = -54072.097215 nChanged 3 SP:Iteration 9Q (75.949971 sec): 3 clusters Score: Raw -56016.207745 + Penalty 1941.246131 = -54074.961613 nChanged 2 SP:Iteration 10F (75.951128 sec): 3 clusters Score: Raw -56017.768771 + Penalty 1941.272962 = -54076.495810 nChanged 2 SP:Iteration 11Q (75.952263 sec): 3 clusters Score: Raw -56021.070157 + Penalty 1941.317951 = -54079.752206 nChanged 2 SP:Iteration 12Q (75.953476 sec): 3 clusters Score: Raw -56023.226101 + Penalty 1941.317951 = -54081.908150 nChanged 0 SP:Iteration 13F (75.954690 sec): 3 clusters Score: Raw -56023.226101 + Penalty 1941.317951 = -54081.908150 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 55 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.956834 sec): 2 clusters Score: Raw -57218.833526 + Penalty 955.370955 = -56263.462572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.958113 sec): 3 clusters Score: Raw -57040.612693 + Penalty 1905.061228 = -55135.551465 nChanged 166 SP:Iteration 1F (75.959349 sec): 3 clusters Score: Raw -57236.915656 + Penalty 1897.624129 = -55339.291527 nChanged 47 SP:Iteration 2F (75.960599 sec): 3 clusters Score: Raw -57306.703182 + Penalty 1892.299886 = -55414.403296 nChanged 35 SP:Iteration 3F (75.961929 sec): 3 clusters Score: Raw -57372.896516 + Penalty 1886.836012 = -55486.060503 nChanged 25 SP:Iteration 4Q (75.963125 sec): 3 clusters Score: Raw -57407.128525 + Penalty 1885.166731 = -55521.961794 nChanged 10 SP:Iteration 5Q (75.964308 sec): 3 clusters Score: Raw -57419.882466 + Penalty 1881.584769 = -55538.297697 nChanged 10 SP:Iteration 6Q (75.965506 sec): 3 clusters Score: Raw -57436.846959 + Penalty 1878.960125 = -55557.886834 nChanged 14 SP:Iteration 7Q (75.966745 sec): 3 clusters Score: Raw -57463.667693 + Penalty 1876.810734 = -55586.856959 nChanged 12 SP:Iteration 8Q (75.967969 sec): 3 clusters Score: Raw -57480.969495 + Penalty 1877.154827 = -55603.814668 nChanged 9 SP:Iteration 9Q (75.969185 sec): 3 clusters Score: Raw -57491.705456 + Penalty 1879.152038 = -55612.553418 nChanged 8 SP:Iteration 10F (75.970453 sec): 3 clusters Score: Raw -57503.485107 + Penalty 1878.096067 = -55625.389040 nChanged 5 SP:Iteration 11Q (75.971607 sec): 3 clusters Score: Raw -57508.466812 + Penalty 1876.847412 = -55631.619400 nChanged 2 SP:Iteration 12Q (75.972766 sec): 3 clusters Score: Raw -57512.378318 + Penalty 1873.586865 = -55638.791452 nChanged 6 SP:Iteration 13Q (75.973919 sec): 3 clusters Score: Raw -57523.179012 + Penalty 1870.528304 = -55652.650707 nChanged 6 SP:Iteration 14Q (75.975069 sec): 3 clusters Score: Raw -57530.496699 + Penalty 1870.241373 = -55660.255326 nChanged 5 SP:Iteration 15Q (75.976217 sec): 3 clusters Score: Raw -57536.277991 + Penalty 1870.241373 = -55666.036618 nChanged 0 SP:Iteration 16F (75.977451 sec): 3 clusters Score: Raw -57536.277991 + Penalty 1870.241373 = -55666.036618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 79 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.980117 sec): 2 clusters Score: Raw -74584.135933 + Penalty 794.070781 = -73790.065152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.981716 sec): 3 clusters Score: Raw -74194.962099 + Penalty 1576.140259 = -72618.821840 nChanged 275 SP:Iteration 1F (75.983305 sec): 3 clusters Score: Raw -74404.878830 + Penalty 1562.013976 = -72842.864854 nChanged 91 SP:Iteration 2F (75.984906 sec): 3 clusters Score: Raw -74492.856239 + Penalty 1549.674606 = -72943.181633 nChanged 49 SP:Iteration 3F (75.986603 sec): 3 clusters Score: Raw -74535.338292 + Penalty 1544.855964 = -72990.482328 nChanged 23 SP:Iteration 4Q (75.988262 sec): 3 clusters Score: Raw -74558.884790 + Penalty 1545.360650 = -73013.524140 nChanged 18 SP:Iteration 5Q (75.989893 sec): 3 clusters Score: Raw -74577.601220 + Penalty 1543.795583 = -73033.805636 nChanged 14 SP:Iteration 6Q (75.991466 sec): 3 clusters Score: Raw -74587.154674 + Penalty 1544.258523 = -73042.896152 nChanged 9 SP:Iteration 7Q (75.993041 sec): 3 clusters Score: Raw -74593.354672 + Penalty 1544.064546 = -73049.290126 nChanged 6 SP:Iteration 8Q (75.994597 sec): 3 clusters Score: Raw -74597.433880 + Penalty 1544.332841 = -73053.101040 nChanged 2 SP:Iteration 9Q (75.996135 sec): 3 clusters Score: Raw -74598.656863 + Penalty 1543.539292 = -73055.117571 nChanged 1 SP:Iteration 10F (75.997684 sec): 3 clusters Score: Raw -74599.043562 + Penalty 1543.434085 = -73055.609477 nChanged 2 SP:Iteration 11Q (75.999247 sec): 3 clusters Score: Raw -74599.753108 + Penalty 1543.810984 = -73055.942123 nChanged 1 SP:Iteration 12Q (76.000803 sec): 3 clusters Score: Raw -74600.156958 + Penalty 1542.606629 = -73057.550329 nChanged 2 SP:Iteration 13Q (76.002339 sec): 3 clusters Score: Raw -74601.283809 + Penalty 1542.517540 = -73058.766269 nChanged 1 SP:Iteration 14Q (76.003943 sec): 3 clusters Score: Raw -74601.511395 + Penalty 1543.332473 = -73058.178922 nChanged 1 SP:Iteration 15F (76.005540 sec): 3 clusters Score: Raw -74601.824605 + Penalty 1542.772186 = -73059.052419 nChanged 5 SP:Iteration 16Q (76.007123 sec): 3 clusters Score: Raw -74603.562780 + Penalty 1542.409155 = -73061.153624 nChanged 3 SP:Iteration 17Q (76.008710 sec): 3 clusters Score: Raw -74604.806214 + Penalty 1542.367885 = -73062.438330 nChanged 3 SP:Iteration 18Q (76.010265 sec): 3 clusters Score: Raw -74605.910357 + Penalty 1545.360804 = -73060.549553 nChanged 5 SP:Iteration 19F (76.011835 sec): 3 clusters Score: Raw -74609.140825 + Penalty 1546.378441 = -73062.762384 nChanged 9 SP:Iteration 20F (76.013382 sec): 3 clusters Score: Raw -74614.273701 + Penalty 1549.116780 = -73065.156921 nChanged 7 SP:Iteration 21Q (76.014911 sec): 3 clusters Score: Raw -74617.954331 + Penalty 1550.877516 = -73067.076815 nChanged 8 SP:Iteration 22Q (76.016448 sec): 3 clusters Score: Raw -74625.347841 + Penalty 1569.208320 = -73056.139522 nChanged 13 SP:Iteration 23F (76.017994 sec): 3 clusters Score: Raw -74639.042703 + Penalty 1570.677371 = -73068.365333 nChanged 7 SP:Iteration 24Q (76.019614 sec): 3 clusters Score: Raw -74647.872437 + Penalty 1579.831570 = -73068.040867 nChanged 5 SP:Iteration 25F (76.021298 sec): 3 clusters Score: Raw -74653.671081 + Penalty 1579.538819 = -73074.132263 nChanged 2 SP:Iteration 26Q (76.022881 sec): 3 clusters Score: Raw -74656.256191 + Penalty 1581.667115 = -73074.589075 nChanged 2 SP:Iteration 27Q (76.024372 sec): 3 clusters Score: Raw -74658.115472 + Penalty 1581.667115 = -73076.448356 nChanged 0 SP:Iteration 28F (76.025936 sec): 3 clusters Score: Raw -74658.115472 + Penalty 1581.667115 = -73076.448356 nChanged 0 Time taken for this iteration:75.299944 seconds. 300->16 Clusters: Score -2307732.385763, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 259 (time per iteration =293.660355 ms) Total iterations: 1694 (time per iteration =44.898484 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5382189375.000000 (time per metric unit =14.131430ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 134554734375.000000 (time per metric unit=565.257197ps) That took 76.058032 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 22 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.09 and 0.13 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 9350 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 9350 points ------ Starting initial clusters from distinct float masks Not enough masks (241) to generate starting clusters (300), so starting with (242) clusters instead. Assigned 242 initial classes from 241 unique masks. Deleting Class 110 (15 points): Lose 14.385757 but Gain 1350.961523 Iteration 0F (1.277213 sec): 241 clusters Score: Raw -790177.782282 + Penalty 137598.384657 = -652579.397625 nChanged 6069 Deleting Class 177 (1 points): Lose 0.468569 but Gain 1394.086415 Iteration 1F (1.906610 sec): 154 clusters Score: Raw -813582.016069 + Penalty 93349.724941 = -720232.291128 nChanged 1646 Deleting Class 78 (1 points): Lose 0.505053 but Gain 1372.106326 Iteration 2F (2.362199 sec): 115 clusters Score: Raw -817621.428421 + Penalty 82780.999709 = -734840.428712 nChanged 1090 Deleting Class 131 (30 points): Lose 95.020841 but Gain 1375.245299 Iteration 3F (2.766201 sec): 105 clusters Score: Raw -819533.126925 + Penalty 79090.675952 = -740442.450973 nChanged 807 Deleting Class 2 (20 points): Lose 160.909590 but Gain 1485.758889 Iteration 4F (3.183721 sec): 102 clusters Score: Raw -820451.223854 + Penalty 71220.410802 = -749230.813052 nChanged 581 Deleting Class 24 (45 points): Lose 83.034992 but Gain 1263.206154 Iteration 5F (3.548369 sec): 94 clusters Score: Raw -821066.310075 + Penalty 63538.219136 = -757528.090939 nChanged 438 Deleting Class 106 (6 points): Lose 25.532919 but Gain 1202.267360 Iteration 6Q (3.606618 sec): 87 clusters Score: Raw -821480.198845 + Penalty 59275.713636 = -762204.485209 nChanged 280 Deleting Class 5 (5 points): Lose 3.464791 but Gain 1176.200740 Iteration 7Q (3.657008 sec): 83 clusters Score: Raw -821864.564588 + Penalty 57113.538929 = -764751.025659 nChanged 274 Deleting Class 65 (67 points): Lose 116.215544 but Gain 1247.688286 Iteration 8Q (3.705557 sec): 82 clusters Score: Raw -822161.573016 + Penalty 55798.230435 = -766363.342581 nChanged 247 Deleting Class 48 (4 points): Lose 117.968633 but Gain 1213.260666 Iteration 9Q (3.751834 sec): 81 clusters Score: Raw -822353.126579 + Penalty 54602.377037 = -767750.749542 nChanged 135 Deleting Class 40 (89 points): Lose 221.941846 but Gain 1289.879125 Iteration 10F (4.046421 sec): 80 clusters Score: Raw -822241.214397 + Penalty 52644.202653 = -769597.011744 nChanged 184 Deleting Class 38 (2 points): Lose 153.879428 but Gain 1213.077306 Iteration 11Q (4.090850 sec): 78 clusters Score: Raw -822347.442107 + Penalty 51452.085574 = -770895.356533 nChanged 68 Deleting Class 129 (2 points): Lose 102.845128 but Gain 1060.161078 Iteration 12Q (4.131422 sec): 77 clusters Score: Raw -822283.574557 + Penalty 50394.526583 = -771889.047975 nChanged 59 Deleting Class 108 (10 points): Lose 14.325141 but Gain 978.957851 Iteration 13Q (4.171103 sec): 76 clusters Score: Raw -822303.071224 + Penalty 49480.285741 = -772822.785483 nChanged 68 Deleting Class 26 (134 points): Lose 452.814288 but Gain 1387.042490 Iteration 14Q (4.210791 sec): 75 clusters Score: Raw -821897.671221 + Penalty 48234.836655 = -773662.834566 nChanged 175 Deleting Class 64 (15 points): Lose 50.795470 but Gain 969.066834 Iteration 15Q (4.252619 sec): 74 clusters Score: Raw -822161.986343 + Penalty 47356.638835 = -774805.347508 nChanged 83 Deleting Class 103 (70 points): Lose 119.410601 but Gain 1033.210001 Iteration 16Q (4.292053 sec): 73 clusters Score: Raw -822121.969850 + Penalty 46445.772098 = -775676.197752 nChanged 133 Deleting Class 134 (1 points): Lose 71.284757 but Gain 977.532943 Iteration 17Q (4.331798 sec): 72 clusters Score: Raw -822199.852618 + Penalty 45485.621683 = -776714.230935 nChanged 71 Deleting Class 91 (2 points): Lose 30.572080 but Gain 930.465056 Iteration 18Q (4.370029 sec): 71 clusters Score: Raw -822212.385398 + Penalty 44576.964585 = -777635.420813 nChanged 45 Deleting Class 218 (1 points): Lose 71.780772 but Gain 969.699530 Iteration 19Q (4.407968 sec): 70 clusters Score: Raw -822173.587254 + Penalty 43616.827520 = -778556.759734 nChanged 27 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -822173.587254 + Penalty 43616.827520 = -778556.759734Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 1 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.442730 sec): 2 clusters Score: Raw -378.074893 + Penalty 53.434151 = -324.640742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.442962 sec): 3 clusters Score: Raw -388.193692 + Penalty 84.630625 = -303.563067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.443657 sec): 2 clusters Score: Raw -6599.006776 + Penalty 474.680931 = -6124.325845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.444012 sec): 3 clusters Score: Raw -6543.522365 + Penalty 949.759471 = -5593.762894 nChanged 19 SP:Iteration 1F (4.444358 sec): 3 clusters Score: Raw -6560.926347 + Penalty 951.162106 = -5609.764241 nChanged 10 SP:Iteration 2F (4.444702 sec): 3 clusters Score: Raw -6567.847888 + Penalty 958.032019 = -5609.815869 nChanged 5 SP:Iteration 3F (4.445047 sec): 3 clusters Score: Raw -6572.870284 + Penalty 975.630618 = -5597.239665 nChanged 7 SP:Iteration 4F (4.445389 sec): 3 clusters Score: Raw -6580.555447 + Penalty 973.454093 = -5607.101354 nChanged 11 SP:Iteration 5F (4.445728 sec): 3 clusters Score: Raw -6596.485855 + Penalty 474.680931 = -6121.804924 nChanged 1 SP:Iteration 6Q (4.446019 sec): 2 clusters Score: Raw -6599.006776 + Penalty 474.680931 = -6124.325845 nChanged 0 SP:Iteration 7F (4.446308 sec): 2 clusters Score: Raw -6599.006776 + Penalty 474.680931 = -6124.325845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 4 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.446908 sec): 2 clusters Score: Raw -4221.280172 + Penalty 45.560155 = -4175.720017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.447244 sec): 3 clusters Score: Raw -4193.229801 + Penalty 110.608379 = -4082.621422 nChanged 29 SP:Iteration 1F (4.447568 sec): 3 clusters Score: Raw -4225.489516 + Penalty 115.104695 = -4110.384821 nChanged 1 SP:Iteration 2Q (4.447891 sec): 3 clusters Score: Raw -4225.866856 + Penalty 120.684564 = -4105.182293 nChanged 1 SP:Iteration 3F (4.448219 sec): 3 clusters Score: Raw -4228.879725 + Penalty 127.749726 = -4101.129998 nChanged 1 SP:Iteration 4F (4.448547 sec): 3 clusters Score: Raw -4230.225959 + Penalty 127.749726 = -4102.476233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 6 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.449035 sec): 2 clusters Score: Raw -380.077356 + Penalty 67.311922 = -312.765434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.449244 sec): 3 clusters Score: Raw -394.971809 + Penalty 109.535419 = -285.436391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 8 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.449682 sec): 2 clusters Score: Raw -264.235463 + Penalty 38.123095 = -226.112368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.449876 sec): 3 clusters Score: Raw -269.861033 + Penalty 76.246190 = -193.614844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.451383 sec): 2 clusters Score: Raw -18162.630602 + Penalty 509.760984 = -17652.869618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.451959 sec): 3 clusters Score: Raw -18019.652979 + Penalty 1020.061865 = -16999.591115 nChanged 68 SP:Iteration 1F (4.452526 sec): 3 clusters Score: Raw -18065.276227 + Penalty 1026.342846 = -17038.933381 nChanged 23 SP:Iteration 2F (4.453092 sec): 3 clusters Score: Raw -18081.431380 + Penalty 1032.334723 = -17049.096657 nChanged 14 SP:Iteration 3F (4.453656 sec): 3 clusters Score: Raw -18088.197957 + Penalty 1044.698001 = -17043.499956 nChanged 14 SP:Iteration 4F (4.454221 sec): 3 clusters Score: Raw -18098.465446 + Penalty 1063.048405 = -17035.417041 nChanged 18 SP:Iteration 5F (4.454787 sec): 3 clusters Score: Raw -18110.552954 + Penalty 1082.462868 = -17028.090086 nChanged 15 SP:Iteration 6F (4.455352 sec): 3 clusters Score: Raw -18120.189080 + Penalty 1087.402867 = -17032.786213 nChanged 14 SP:Iteration 7F (4.455917 sec): 3 clusters Score: Raw -18133.184006 + Penalty 1117.060221 = -17016.123784 nChanged 20 SP:Iteration 8F (4.456486 sec): 3 clusters Score: Raw -18151.474667 + Penalty 1145.546382 = -17005.928285 nChanged 7 SP:Iteration 9F (4.457049 sec): 3 clusters Score: Raw -18158.225682 + Penalty 509.760984 = -17648.464697 nChanged 2 SP:Iteration 10F (4.457513 sec): 2 clusters Score: Raw -18162.630602 + Penalty 509.760984 = -17652.869618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 10 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.460666 sec): 2 clusters Score: Raw -45328.428156 + Penalty 324.696565 = -45003.731591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.461914 sec): 3 clusters Score: Raw -44963.852744 + Penalty 636.235234 = -44327.617510 nChanged 264 SP:Iteration 1F (4.463120 sec): 3 clusters Score: Raw -45177.618034 + Penalty 628.360787 = -44549.257248 nChanged 51 SP:Iteration 2F (4.464449 sec): 3 clusters Score: Raw -45201.846900 + Penalty 624.817406 = -44577.029494 nChanged 42 SP:Iteration 3F (4.465684 sec): 3 clusters Score: Raw -45220.124349 + Penalty 621.695892 = -44598.428456 nChanged 23 SP:Iteration 4Q (4.466941 sec): 3 clusters Score: Raw -45226.548891 + Penalty 618.218970 = -44608.329921 nChanged 14 SP:Iteration 5Q (4.468194 sec): 3 clusters Score: Raw -45230.058375 + Penalty 616.286303 = -44613.772073 nChanged 12 SP:Iteration 6Q (4.469497 sec): 3 clusters Score: Raw -45232.747974 + Penalty 613.624451 = -44619.123523 nChanged 6 SP:Iteration 7Q (4.470780 sec): 3 clusters Score: Raw -45233.693792 + Penalty 605.808086 = -44627.885707 nChanged 11 SP:Iteration 8Q (4.472034 sec): 3 clusters Score: Raw -45235.832669 + Penalty 601.996605 = -44633.836064 nChanged 6 SP:Iteration 9Q (4.473231 sec): 3 clusters Score: Raw -45236.740580 + Penalty 598.737194 = -44638.003386 nChanged 7 SP:Iteration 10F (4.474414 sec): 3 clusters Score: Raw -45238.080375 + Penalty 595.025912 = -44643.054463 nChanged 7 SP:Iteration 11Q (4.475606 sec): 3 clusters Score: Raw -45239.235909 + Penalty 587.568010 = -44651.667899 nChanged 12 SP:Iteration 12Q (4.476791 sec): 3 clusters Score: Raw -45241.900110 + Penalty 574.301843 = -44667.598267 nChanged 19 SP:Iteration 13Q (4.478012 sec): 3 clusters Score: Raw -45247.170670 + Penalty 562.073862 = -44685.096808 nChanged 20 SP:Iteration 14Q (4.479198 sec): 3 clusters Score: Raw -45253.312737 + Penalty 553.258765 = -44700.053972 nChanged 20 SP:Iteration 15Q (4.480379 sec): 3 clusters Score: Raw -45261.387160 + Penalty 532.040136 = -44729.347023 nChanged 23 SP:Iteration 16Q (4.481547 sec): 3 clusters Score: Raw -45270.708829 + Penalty 505.255467 = -44765.453362 nChanged 29 SP:Iteration 17F (4.482748 sec): 3 clusters Score: Raw -45284.338234 + Penalty 487.134169 = -44797.204065 nChanged 25 SP:Iteration 18Q (4.483910 sec): 3 clusters Score: Raw -45296.315834 + Penalty 481.685142 = -44814.630692 nChanged 20 SP:Iteration 19Q (4.485068 sec): 3 clusters Score: Raw -45306.871020 + Penalty 490.588192 = -44816.282828 nChanged 18 SP:Iteration 20F (4.486272 sec): 3 clusters Score: Raw -45315.842496 + Penalty 506.809776 = -44809.032720 nChanged 10 SP:Iteration 21F (4.487483 sec): 3 clusters Score: Raw -45319.025160 + Penalty 594.322487 = -44724.702673 nChanged 6 SP:Iteration 22F (4.488690 sec): 3 clusters Score: Raw -45322.640693 + Penalty 815.532330 = -44507.108362 nChanged 5 SP:Iteration 23F (4.489903 sec): 3 clusters Score: Raw -45326.754456 + Penalty 324.696565 = -45002.057891 nChanged 1 SP:Iteration 24Q (4.490848 sec): 2 clusters Score: Raw -45328.428156 + Penalty 324.696565 = -45003.731591 nChanged 0 SP:Iteration 25F (4.491788 sec): 2 clusters Score: Raw -45328.428156 + Penalty 324.696565 = -45003.731591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 11 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.497070 sec): 2 clusters Score: Raw -82284.945302 + Penalty 482.906185 = -81802.039117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.499129 sec): 3 clusters Score: Raw -81642.277881 + Penalty 980.493358 = -80661.784524 nChanged 448 SP:Iteration 1F (4.501101 sec): 3 clusters Score: Raw -81921.013795 + Penalty 1011.230266 = -80909.783529 nChanged 115 SP:Iteration 2F (4.503065 sec): 3 clusters Score: Raw -82009.476857 + Penalty 1054.108683 = -80955.368174 nChanged 103 SP:Iteration 3F (4.504982 sec): 3 clusters Score: Raw -82100.228953 + Penalty 1086.285164 = -81013.943789 nChanged 80 SP:Iteration 4F (4.506900 sec): 3 clusters Score: Raw -82155.051997 + Penalty 1107.670363 = -81047.381634 nChanged 51 SP:Iteration 5F (4.508817 sec): 3 clusters Score: Raw -82183.537560 + Penalty 1127.950412 = -81055.587148 nChanged 42 SP:Iteration 6Q (4.510632 sec): 3 clusters Score: Raw -82201.097930 + Penalty 1140.591466 = -81060.506465 nChanged 34 SP:Iteration 7Q (4.512416 sec): 3 clusters Score: Raw -82216.769098 + Penalty 1149.582714 = -81067.186384 nChanged 36 SP:Iteration 8Q (4.514182 sec): 3 clusters Score: Raw -82240.050037 + Penalty 1169.012018 = -81071.038019 nChanged 34 SP:Iteration 9Q (4.515912 sec): 3 clusters Score: Raw -82258.521159 + Penalty 1216.981955 = -81041.539204 nChanged 24 SP:Iteration 10F (4.517838 sec): 3 clusters Score: Raw -82272.269006 + Penalty 1228.266791 = -81044.002215 nChanged 11 SP:Iteration 11Q (4.519475 sec): 3 clusters Score: Raw -82278.991813 + Penalty 1072.289310 = -81206.702503 nChanged 5 SP:Iteration 12Q (4.521060 sec): 3 clusters Score: Raw -82283.065209 + Penalty 482.906185 = -81800.159024 nChanged 1 SP:Iteration 13Q (4.522600 sec): 2 clusters Score: Raw -82284.945302 + Penalty 482.906185 = -81802.039117 nChanged 0 SP:Iteration 14F (4.524101 sec): 2 clusters Score: Raw -82284.945302 + Penalty 482.906185 = -81802.039117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.524605 sec): 2 clusters Score: Raw -202.801081 + Penalty 63.170207 = -139.630874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.524810 sec): 3 clusters Score: Raw -205.114584 + Penalty 97.501841 = -107.612743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.526452 sec): 2 clusters Score: Raw -33667.727704 + Penalty 337.867792 = -33329.859912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.527469 sec): 3 clusters Score: Raw -33406.672595 + Penalty 664.643738 = -32742.028857 nChanged 187 SP:Iteration 1F (4.528468 sec): 3 clusters Score: Raw -33528.168238 + Penalty 657.713430 = -32870.454808 nChanged 33 SP:Iteration 2F (4.529425 sec): 3 clusters Score: Raw -33553.558481 + Penalty 645.917257 = -32907.641223 nChanged 31 SP:Iteration 3F (4.530454 sec): 3 clusters Score: Raw -33577.755233 + Penalty 633.520422 = -32944.234811 nChanged 26 SP:Iteration 4F (4.531442 sec): 3 clusters Score: Raw -33594.886116 + Penalty 625.675033 = -32969.211083 nChanged 20 SP:Iteration 5Q (4.532394 sec): 3 clusters Score: Raw -33606.469410 + Penalty 620.948441 = -32985.520968 nChanged 11 SP:Iteration 6Q (4.533330 sec): 3 clusters Score: Raw -33612.756861 + Penalty 621.554586 = -32991.202274 nChanged 10 SP:Iteration 7Q (4.534253 sec): 3 clusters Score: Raw -33616.464284 + Penalty 617.006156 = -32999.458128 nChanged 5 SP:Iteration 8Q (4.535166 sec): 3 clusters Score: Raw -33617.387553 + Penalty 613.641797 = -33003.745756 nChanged 7 SP:Iteration 9Q (4.536079 sec): 3 clusters Score: Raw -33619.816978 + Penalty 615.600393 = -33004.216586 nChanged 10 SP:Iteration 10F (4.537034 sec): 3 clusters Score: Raw -33625.729262 + Penalty 612.402537 = -33013.326725 nChanged 9 SP:Iteration 11Q (4.537943 sec): 3 clusters Score: Raw -33631.024345 + Penalty 608.520524 = -33022.503821 nChanged 7 SP:Iteration 12Q (4.538861 sec): 3 clusters Score: Raw -33634.516962 + Penalty 598.065120 = -33036.451841 nChanged 7 SP:Iteration 13Q (4.539753 sec): 3 clusters Score: Raw -33636.511513 + Penalty 602.625452 = -33033.886061 nChanged 6 SP:Iteration 14F (4.540711 sec): 3 clusters Score: Raw -33639.002553 + Penalty 618.013889 = -33020.988664 nChanged 8 SP:Iteration 15F (4.541665 sec): 3 clusters Score: Raw -33643.618417 + Penalty 636.920065 = -33006.698352 nChanged 7 SP:Iteration 16F (4.542620 sec): 3 clusters Score: Raw -33647.934776 + Penalty 667.209489 = -32980.725287 nChanged 10 SP:Iteration 17F (4.543575 sec): 3 clusters Score: Raw -33655.463875 + Penalty 702.549381 = -32952.914494 nChanged 7 SP:Iteration 18F (4.544528 sec): 3 clusters Score: Raw -33662.570951 + Penalty 737.691893 = -32924.879058 nChanged 4 SP:Iteration 19F (4.545483 sec): 3 clusters Score: Raw -33664.409001 + Penalty 751.418927 = -32912.990074 nChanged 3 SP:Iteration 20F (4.546436 sec): 3 clusters Score: Raw -33664.732633 + Penalty 848.743370 = -32815.989263 nChanged 3 SP:Iteration 21F (4.547410 sec): 3 clusters Score: Raw -33666.210114 + Penalty 1043.681565 = -32622.528549 nChanged 2 SP:Iteration 22F (4.548361 sec): 3 clusters Score: Raw -33665.418441 + Penalty 337.867792 = -33327.550649 nChanged 1 SP:Iteration 23Q (4.549112 sec): 2 clusters Score: Raw -33667.727704 + Penalty 337.867792 = -33329.859912 nChanged 0 SP:Iteration 24F (4.549862 sec): 2 clusters Score: Raw -33667.727704 + Penalty 337.867792 = -33329.859912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 15 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.550610 sec): 2 clusters Score: Raw -10182.580999 + Penalty 592.682547 = -9589.898452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.551016 sec): 3 clusters Score: Raw -10084.906951 + Penalty 1169.936066 = -8914.970885 nChanged 23 SP:Iteration 1F (4.551414 sec): 3 clusters Score: Raw -10127.368705 + Penalty 1150.625259 = -8976.743446 nChanged 20 SP:Iteration 2F (4.551809 sec): 3 clusters Score: Raw -10168.198905 + Penalty 1205.561808 = -8962.637097 nChanged 11 SP:Iteration 3F (4.552200 sec): 3 clusters Score: Raw -10178.522898 + Penalty 592.682547 = -9585.840351 nChanged 2 SP:Iteration 4Q (4.552567 sec): 2 clusters Score: Raw -10182.580999 + Penalty 592.682547 = -9589.898452 nChanged 0 SP:Iteration 5F (4.552907 sec): 2 clusters Score: Raw -10182.580999 + Penalty 592.682547 = -9589.898452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.553362 sec): 2 clusters Score: Raw -69.222433 + Penalty 0.000000 = -69.222433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.553553 sec): 2 clusters Score: Raw -69.222433 + Penalty 0.000000 = -69.222433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.554761 sec): 2 clusters Score: Raw -23749.664149 + Penalty 364.478612 = -23385.185537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.555488 sec): 3 clusters Score: Raw -23567.307028 + Penalty 799.591344 = -22767.715684 nChanged 123 SP:Iteration 1F (4.556203 sec): 3 clusters Score: Raw -23689.586743 + Penalty 855.956676 = -22833.630067 nChanged 42 SP:Iteration 2F (4.556915 sec): 3 clusters Score: Raw -23722.314328 + Penalty 870.955367 = -22851.358961 nChanged 13 SP:Iteration 3Q (4.557622 sec): 3 clusters Score: Raw -23725.703621 + Penalty 868.710060 = -22856.993561 nChanged 4 SP:Iteration 4Q (4.558320 sec): 3 clusters Score: Raw -23727.442788 + Penalty 870.836640 = -22856.606148 nChanged 3 SP:Iteration 5F (4.559030 sec): 3 clusters Score: Raw -23727.243087 + Penalty 874.299818 = -22852.943269 nChanged 2 SP:Iteration 6F (4.559741 sec): 3 clusters Score: Raw -23727.012546 + Penalty 882.348440 = -22844.664106 nChanged 5 SP:Iteration 7F (4.560456 sec): 3 clusters Score: Raw -23727.405628 + Penalty 883.474837 = -22843.930791 nChanged 4 SP:Iteration 8F (4.561173 sec): 3 clusters Score: Raw -23727.635640 + Penalty 889.099278 = -22838.536362 nChanged 7 SP:Iteration 9F (4.561896 sec): 3 clusters Score: Raw -23727.600206 + Penalty 898.186794 = -22829.413413 nChanged 9 SP:Iteration 10F (4.562607 sec): 3 clusters Score: Raw -23731.209860 + Penalty 900.976888 = -22830.232972 nChanged 12 SP:Iteration 11Q (4.563327 sec): 3 clusters Score: Raw -23737.466276 + Penalty 906.639197 = -22830.827078 nChanged 11 SP:Iteration 12Q (4.564025 sec): 3 clusters Score: Raw -23744.987162 + Penalty 364.478612 = -23380.508549 nChanged 4 SP:Iteration 13Q (4.564610 sec): 2 clusters Score: Raw -23749.664149 + Penalty 364.478612 = -23385.185537 nChanged 0 SP:Iteration 14F (4.565196 sec): 2 clusters Score: Raw -23749.664149 + Penalty 364.478612 = -23385.185537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.566858 sec): 2 clusters Score: Raw -36408.578845 + Penalty 435.440852 = -35973.137992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.567906 sec): 3 clusters Score: Raw -36111.593896 + Penalty 867.496854 = -35244.097041 nChanged 184 SP:Iteration 1F (4.568925 sec): 3 clusters Score: Raw -36211.903745 + Penalty 846.092874 = -35365.810871 nChanged 76 SP:Iteration 2F (4.569942 sec): 3 clusters Score: Raw -36277.509405 + Penalty 818.654753 = -35458.854652 nChanged 63 SP:Iteration 3F (4.570962 sec): 3 clusters Score: Raw -36348.466886 + Penalty 735.121343 = -35613.345543 nChanged 46 SP:Iteration 4F (4.571982 sec): 3 clusters Score: Raw -36394.305805 + Penalty 733.641719 = -35660.664086 nChanged 20 SP:Iteration 5Q (4.572986 sec): 3 clusters Score: Raw -36409.852341 + Penalty 856.732284 = -35553.120057 nChanged 4 SP:Iteration 6F (4.574002 sec): 3 clusters Score: Raw -36409.918802 + Penalty 906.274833 = -35503.643970 nChanged 1 SP:Iteration 7F (4.575020 sec): 3 clusters Score: Raw -36408.975390 + Penalty 906.274833 = -35502.700557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.575495 sec): 2 clusters Score: Raw -71.012154 + Penalty 0.000000 = -71.012154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.575679 sec): 2 clusters Score: Raw -71.012154 + Penalty 0.000000 = -71.012154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.576117 sec): 2 clusters Score: Raw -70.948805 + Penalty 0.000000 = -70.948805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.576304 sec): 2 clusters Score: Raw -70.948805 + Penalty 0.000000 = -70.948805 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 22 (2049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.585804 sec): 2 clusters Score: Raw -225628.327881 + Penalty 1236.358555 = -224391.969326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.589579 sec): 3 clusters Score: Raw -224650.384334 + Penalty 2472.747026 = -222177.637308 nChanged 719 SP:Iteration 1F (4.593264 sec): 3 clusters Score: Raw -225101.313506 + Penalty 2472.804491 = -222628.509015 nChanged 167 SP:Iteration 2F (4.596942 sec): 3 clusters Score: Raw -225210.180557 + Penalty 2472.918753 = -222737.261804 nChanged 117 SP:Iteration 3F (4.600906 sec): 3 clusters Score: Raw -225289.701071 + Penalty 2473.059074 = -222816.641997 nChanged 112 SP:Iteration 4F (4.604707 sec): 3 clusters Score: Raw -225363.556593 + Penalty 2473.195466 = -222890.361127 nChanged 114 SP:Iteration 5F (4.608411 sec): 3 clusters Score: Raw -225444.315966 + Penalty 2473.191995 = -222971.123970 nChanged 132 SP:Iteration 6F (4.612256 sec): 3 clusters Score: Raw -225549.500479 + Penalty 2473.162519 = -223076.337960 nChanged 131 SP:Iteration 7F (4.616102 sec): 3 clusters Score: Raw -225657.065702 + Penalty 2472.823401 = -223184.242300 nChanged 94 SP:Iteration 8Q (4.619982 sec): 3 clusters Score: Raw -225726.259661 + Penalty 2472.287369 = -223253.972293 nChanged 69 SP:Iteration 9Q (4.623750 sec): 3 clusters Score: Raw -225775.634775 + Penalty 2472.285776 = -223303.348999 nChanged 45 SP:Iteration 10F (4.627510 sec): 3 clusters Score: Raw -225797.823285 + Penalty 2472.539195 = -223325.284089 nChanged 37 SP:Iteration 11Q (4.631202 sec): 3 clusters Score: Raw -225827.052380 + Penalty 2472.458005 = -223354.594375 nChanged 26 SP:Iteration 12Q (4.634930 sec): 3 clusters Score: Raw -225866.181362 + Penalty 2472.638580 = -223393.542782 nChanged 25 SP:Iteration 13Q (4.638343 sec): 3 clusters Score: Raw -225886.909438 + Penalty 2472.622361 = -223414.287078 nChanged 11 SP:Iteration 14Q (4.641984 sec): 3 clusters Score: Raw -225897.829030 + Penalty 2472.594293 = -223425.234737 nChanged 5 SP:Iteration 15Q (4.645339 sec): 3 clusters Score: Raw -225902.982594 + Penalty 2472.833045 = -223430.149549 nChanged 6 SP:Iteration 16Q (4.648655 sec): 3 clusters Score: Raw -225904.406652 + Penalty 2472.751949 = -223431.654703 nChanged 5 SP:Iteration 17Q (4.651944 sec): 3 clusters Score: Raw -225909.441772 + Penalty 2472.712324 = -223436.729447 nChanged 3 SP:Iteration 18Q (4.655212 sec): 3 clusters Score: Raw -225908.644910 + Penalty 2472.711978 = -223435.932931 nChanged 2 SP:Iteration 19F (4.658892 sec): 3 clusters Score: Raw -225907.338677 + Penalty 2472.711978 = -223434.626699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.660466 sec): 2 clusters Score: Raw -7965.238131 + Penalty 99.976167 = -7865.261964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.660894 sec): 3 clusters Score: Raw -7939.287055 + Penalty 144.200278 = -7795.086777 nChanged 45 SP:Iteration 1F (4.661289 sec): 3 clusters Score: Raw -8038.927044 + Penalty 131.513069 = -7907.413975 nChanged 9 SP:Iteration 2F (4.661679 sec): 3 clusters Score: Raw -8061.681925 + Penalty 127.907594 = -7933.774330 nChanged 4 SP:Iteration 3Q (4.662085 sec): 3 clusters Score: Raw -8071.494735 + Penalty 127.907594 = -7943.587140 nChanged 0 SP:Iteration 4F (4.662466 sec): 3 clusters Score: Raw -8071.494735 + Penalty 127.907594 = -7943.587140 nChanged 0 Score: Raw -823651.408577 + Penalty 43670.358771 = -779981.049806 Splitting cluster 23 changes total score from -778556.759734 to -779981.049806 So it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 25 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.914635 sec): 2 clusters Score: Raw -23377.750995 + Penalty 607.883720 = -22769.867275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.915325 sec): 3 clusters Score: Raw -23191.040106 + Penalty 1217.585006 = -21973.455099 nChanged 92 SP:Iteration 1F (4.915997 sec): 3 clusters Score: Raw -23320.678221 + Penalty 1238.256851 = -22082.421370 nChanged 40 SP:Iteration 2F (4.916667 sec): 3 clusters Score: Raw -23367.419010 + Penalty 1251.702621 = -22115.716389 nChanged 12 SP:Iteration 3Q (4.917266 sec): 3 clusters Score: Raw -23376.456898 + Penalty 607.883720 = -22768.573177 nChanged 1 SP:Iteration 4Q (4.917801 sec): 2 clusters Score: Raw -23377.750995 + Penalty 607.883720 = -22769.867275 nChanged 0 SP:Iteration 5F (4.918335 sec): 2 clusters Score: Raw -23377.750995 + Penalty 607.883720 = -22769.867275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.919310 sec): 2 clusters Score: Raw -4359.260320 + Penalty 373.908555 = -3985.351765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.919616 sec): 3 clusters Score: Raw -4313.575788 + Penalty 748.389997 = -3565.185791 nChanged 15 SP:Iteration 1F (4.919916 sec): 3 clusters Score: Raw -4326.111131 + Penalty 750.760416 = -3575.350715 nChanged 4 SP:Iteration 2F (4.920217 sec): 3 clusters Score: Raw -4333.768025 + Penalty 747.068974 = -3586.699052 nChanged 6 SP:Iteration 3F (4.920516 sec): 3 clusters Score: Raw -4345.466399 + Penalty 736.849035 = -3608.617365 nChanged 9 SP:Iteration 4F (4.920814 sec): 3 clusters Score: Raw -4353.765750 + Penalty 730.358360 = -3623.407390 nChanged 3 SP:Iteration 5F (4.921112 sec): 3 clusters Score: Raw -4354.171895 + Penalty 373.908555 = -3980.263340 nChanged 3 SP:Iteration 6F (4.921369 sec): 2 clusters Score: Raw -4359.260320 + Penalty 373.908555 = -3985.351765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 28 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.922118 sec): 2 clusters Score: Raw -304.249331 + Penalty 142.223979 = -162.025351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.922328 sec): 3 clusters Score: Raw -304.930141 + Penalty 277.430615 = -27.499526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 29 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.923086 sec): 2 clusters Score: Raw -920.412340 + Penalty 400.729825 = -519.682515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.923326 sec): 3 clusters Score: Raw -1220.438528 + Penalty 802.429222 = -418.009306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.924038 sec): 2 clusters Score: Raw -67.686882 + Penalty 0.000000 = -67.686882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.924226 sec): 2 clusters Score: Raw -67.686882 + Penalty 0.000000 = -67.686882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.925594 sec): 2 clusters Score: Raw -18359.073207 + Penalty 557.117498 = -17801.955709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.926211 sec): 3 clusters Score: Raw -18217.434295 + Penalty 1124.598569 = -17092.835726 nChanged 67 SP:Iteration 1F (4.926781 sec): 3 clusters Score: Raw -18270.212035 + Penalty 1136.427630 = -17133.784404 nChanged 25 SP:Iteration 2F (4.927373 sec): 3 clusters Score: Raw -18295.668486 + Penalty 1144.078122 = -17151.590363 nChanged 21 SP:Iteration 3F (4.927952 sec): 3 clusters Score: Raw -18320.961949 + Penalty 1156.407429 = -17164.554520 nChanged 20 SP:Iteration 4F (4.928531 sec): 3 clusters Score: Raw -18345.736983 + Penalty 1167.671515 = -17178.065468 nChanged 16 SP:Iteration 5F (4.929105 sec): 3 clusters Score: Raw -18353.700401 + Penalty 998.074447 = -17355.625955 nChanged 6 SP:Iteration 6Q (4.929599 sec): 3 clusters Score: Raw -18356.846876 + Penalty 557.117498 = -17799.729377 nChanged 1 SP:Iteration 7Q (4.930062 sec): 2 clusters Score: Raw -18359.073207 + Penalty 557.117498 = -17801.955709 nChanged 0 SP:Iteration 8F (4.930532 sec): 2 clusters Score: Raw -18359.073207 + Penalty 557.117498 = -17801.955709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 32 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.931393 sec): 2 clusters Score: Raw -137.696563 + Penalty 18.024576 = -119.671987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.931582 sec): 2 clusters Score: Raw -137.696563 + Penalty 18.024576 = -119.671987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 36 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.932857 sec): 2 clusters Score: Raw -15868.163630 + Penalty 321.075423 = -15547.088206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.933438 sec): 3 clusters Score: Raw -15749.398484 + Penalty 668.445581 = -15080.952903 nChanged 76 SP:Iteration 1F (4.934009 sec): 3 clusters Score: Raw -15833.977241 + Penalty 693.055487 = -15140.921754 nChanged 24 SP:Iteration 2F (4.934580 sec): 3 clusters Score: Raw -15851.026534 + Penalty 707.336206 = -15143.690328 nChanged 7 SP:Iteration 3Q (4.935143 sec): 3 clusters Score: Raw -15856.991319 + Penalty 732.676755 = -15124.314565 nChanged 5 SP:Iteration 4F (4.935697 sec): 3 clusters Score: Raw -15858.172793 + Penalty 720.465067 = -15137.707726 nChanged 4 SP:Iteration 5Q (4.936234 sec): 3 clusters Score: Raw -15859.212180 + Penalty 701.242187 = -15157.969994 nChanged 7 SP:Iteration 6Q (4.936770 sec): 3 clusters Score: Raw -15861.229712 + Penalty 594.531627 = -15266.698085 nChanged 6 SP:Iteration 7Q (4.937290 sec): 3 clusters Score: Raw -15866.228992 + Penalty 321.075423 = -15545.153569 nChanged 1 SP:Iteration 8Q (4.937741 sec): 2 clusters Score: Raw -15868.163630 + Penalty 321.075423 = -15547.088206 nChanged 0 SP:Iteration 9F (4.938192 sec): 2 clusters Score: Raw -15868.163630 + Penalty 321.075423 = -15547.088206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 39 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.939609 sec): 2 clusters Score: Raw -23001.304292 + Penalty 777.068284 = -22224.236008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.940232 sec): 3 clusters Score: Raw -22797.808523 + Penalty 1557.375594 = -21240.432929 nChanged 54 SP:Iteration 1F (4.940848 sec): 3 clusters Score: Raw -22873.143489 + Penalty 1558.796644 = -21314.346845 nChanged 17 SP:Iteration 2F (4.941462 sec): 3 clusters Score: Raw -22887.308237 + Penalty 1561.861132 = -21325.447106 nChanged 9 SP:Iteration 3Q (4.942070 sec): 3 clusters Score: Raw -22905.545933 + Penalty 1566.879258 = -21338.666674 nChanged 11 SP:Iteration 4Q (4.942684 sec): 3 clusters Score: Raw -22932.293602 + Penalty 1571.518209 = -21360.775394 nChanged 10 SP:Iteration 5Q (4.943262 sec): 3 clusters Score: Raw -22948.564842 + Penalty 1575.378143 = -21373.186699 nChanged 9 SP:Iteration 6Q (4.943829 sec): 3 clusters Score: Raw -22964.570108 + Penalty 1580.443724 = -21384.126384 nChanged 12 SP:Iteration 7F (4.944450 sec): 3 clusters Score: Raw -22987.300504 + Penalty 1583.303744 = -21403.996760 nChanged 6 SP:Iteration 8Q (4.944999 sec): 3 clusters Score: Raw -22992.549484 + Penalty 1584.221276 = -21408.328208 nChanged 2 SP:Iteration 9Q (4.945545 sec): 3 clusters Score: Raw -22992.861382 + Penalty 1585.427235 = -21407.434147 nChanged 2 SP:Iteration 10F (4.946138 sec): 3 clusters Score: Raw -22991.090549 + Penalty 1587.738258 = -21403.352291 nChanged 3 SP:Iteration 11F (4.946731 sec): 3 clusters Score: Raw -22993.634930 + Penalty 1589.123582 = -21404.511348 nChanged 3 SP:Iteration 12Q (4.947271 sec): 3 clusters Score: Raw -22996.281070 + Penalty 1589.707045 = -21406.574026 nChanged 1 SP:Iteration 13Q (4.947807 sec): 3 clusters Score: Raw -22999.532715 + Penalty 1591.490298 = -21408.042417 nChanged 1 SP:Iteration 14Q (4.948343 sec): 3 clusters Score: Raw -23003.811341 + Penalty 1591.490298 = -21412.321043 nChanged 0 SP:Iteration 15F (4.948939 sec): 3 clusters Score: Raw -23003.811341 + Penalty 1591.490298 = -21412.321043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 41 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.949753 sec): 2 clusters Score: Raw -69.222433 + Penalty 0.000000 = -69.222433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.949942 sec): 2 clusters Score: Raw -69.222433 + Penalty 0.000000 = -69.222433 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 42 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.952355 sec): 2 clusters Score: Raw -63794.797294 + Penalty 951.232308 = -62843.564986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.953635 sec): 3 clusters Score: Raw -63434.620162 + Penalty 1901.915485 = -61532.704677 nChanged 167 SP:Iteration 1F (4.954892 sec): 3 clusters Score: Raw -63586.129691 + Penalty 1900.898937 = -61685.230755 nChanged 77 SP:Iteration 2F (4.956167 sec): 3 clusters Score: Raw -63685.584517 + Penalty 1902.309057 = -61783.275460 nChanged 67 SP:Iteration 3F (4.957421 sec): 3 clusters Score: Raw -63767.221962 + Penalty 1906.665326 = -61860.556636 nChanged 52 SP:Iteration 4F (4.958690 sec): 3 clusters Score: Raw -63800.728296 + Penalty 1909.585934 = -61891.142362 nChanged 32 SP:Iteration 5F (4.960027 sec): 3 clusters Score: Raw -63821.900285 + Penalty 1918.071149 = -61903.829136 nChanged 28 SP:Iteration 6Q (4.961321 sec): 3 clusters Score: Raw -63831.791288 + Penalty 1926.281860 = -61905.509428 nChanged 22 SP:Iteration 7Q (4.962538 sec): 3 clusters Score: Raw -63832.381124 + Penalty 1915.395232 = -61916.985892 nChanged 17 SP:Iteration 8Q (4.963699 sec): 3 clusters Score: Raw -63831.541903 + Penalty 1900.653283 = -61930.888620 nChanged 13 SP:Iteration 9Q (4.964802 sec): 3 clusters Score: Raw -63817.948535 + Penalty 1893.556428 = -61924.392107 nChanged 7 SP:Iteration 10F (4.966134 sec): 3 clusters Score: Raw -63802.914347 + Penalty 1902.255429 = -61900.658918 nChanged 2 SP:Iteration 11F (4.967461 sec): 3 clusters Score: Raw -63799.442222 + Penalty 1911.716278 = -61887.725944 nChanged 1 SP:Iteration 12F (4.968780 sec): 3 clusters Score: Raw -63796.853359 + Penalty 1906.112648 = -61890.740711 nChanged 3 SP:Iteration 13Q (4.969804 sec): 3 clusters Score: Raw -63794.852052 + Penalty 1840.148117 = -61954.703935 nChanged 5 SP:Iteration 14Q (4.970806 sec): 3 clusters Score: Raw -63791.620875 + Penalty 951.232308 = -62840.388568 nChanged 1 SP:Iteration 15Q (4.971778 sec): 2 clusters Score: Raw -63794.797294 + Penalty 951.232308 = -62843.564986 nChanged 0 SP:Iteration 16F (4.972771 sec): 2 clusters Score: Raw -63794.797294 + Penalty 951.232308 = -62843.564986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 44 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.975371 sec): 2 clusters Score: Raw -32526.358980 + Penalty 612.643537 = -31913.715443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.976265 sec): 3 clusters Score: Raw -32275.471347 + Penalty 1218.564384 = -31056.906963 nChanged 134 SP:Iteration 1F (4.977132 sec): 3 clusters Score: Raw -32392.173180 + Penalty 1221.083009 = -31171.090171 nChanged 46 SP:Iteration 2F (4.978018 sec): 3 clusters Score: Raw -32439.108901 + Penalty 1265.157619 = -31173.951282 nChanged 46 SP:Iteration 3F (4.978890 sec): 3 clusters Score: Raw -32495.529469 + Penalty 1269.468457 = -31226.061012 nChanged 23 SP:Iteration 4F (4.979714 sec): 3 clusters Score: Raw -32514.062010 + Penalty 1110.366568 = -31403.695442 nChanged 10 SP:Iteration 5Q (4.980420 sec): 3 clusters Score: Raw -32524.441332 + Penalty 612.643537 = -31911.797795 nChanged 1 SP:Iteration 6Q (4.981150 sec): 2 clusters Score: Raw -32526.358980 + Penalty 612.643537 = -31913.715443 nChanged 0 SP:Iteration 7F (4.981829 sec): 2 clusters Score: Raw -32526.358980 + Penalty 612.643537 = -31913.715443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 45 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.983683 sec): 2 clusters Score: Raw -28387.333962 + Penalty 762.063625 = -27625.270338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.984415 sec): 3 clusters Score: Raw -28168.076892 + Penalty 1531.565429 = -26636.511464 nChanged 77 SP:Iteration 1F (4.985102 sec): 3 clusters Score: Raw -28293.992078 + Penalty 1524.475761 = -26769.516317 nChanged 54 SP:Iteration 2F (4.985802 sec): 3 clusters Score: Raw -28373.922062 + Penalty 1520.118797 = -26853.803266 nChanged 26 SP:Iteration 3F (4.986495 sec): 3 clusters Score: Raw -28388.594917 + Penalty 1560.783487 = -26827.811430 nChanged 5 SP:Iteration 4F (4.987185 sec): 3 clusters Score: Raw -28383.706714 + Penalty 1589.574586 = -26794.132128 nChanged 2 SP:Iteration 5F (4.987875 sec): 3 clusters Score: Raw -28383.705335 + Penalty 1541.092467 = -26842.612868 nChanged 1 SP:Iteration 6Q (4.988446 sec): 3 clusters Score: Raw -28383.694558 + Penalty 762.063625 = -27621.630933 nChanged 1 SP:Iteration 7Q (4.989001 sec): 2 clusters Score: Raw -28387.333962 + Penalty 762.063625 = -27625.270338 nChanged 0 SP:Iteration 8F (4.989559 sec): 2 clusters Score: Raw -28387.333962 + Penalty 762.063625 = -27625.270338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.990551 sec): 2 clusters Score: Raw -138.806412 + Penalty 17.937693 = -120.868719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.990751 sec): 3 clusters Score: Raw -136.544171 + Penalty 35.875387 = -100.668784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 51 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.991827 sec): 2 clusters Score: Raw -11661.989001 + Penalty 482.447589 = -11179.541412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.992279 sec): 3 clusters Score: Raw -11558.068698 + Penalty 962.685648 = -10595.383051 nChanged 43 SP:Iteration 1F (4.992724 sec): 3 clusters Score: Raw -11619.610949 + Penalty 981.509589 = -10638.101360 nChanged 24 SP:Iteration 2F (4.993168 sec): 3 clusters Score: Raw -11659.628023 + Penalty 953.433916 = -10706.194107 nChanged 7 SP:Iteration 3F (4.993610 sec): 3 clusters Score: Raw -11660.099817 + Penalty 810.478812 = -10849.621005 nChanged 2 SP:Iteration 4Q (4.993991 sec): 3 clusters Score: Raw -11659.613836 + Penalty 482.447589 = -11177.166247 nChanged 1 SP:Iteration 5Q (4.994356 sec): 2 clusters Score: Raw -11661.989001 + Penalty 482.447589 = -11179.541412 nChanged 0 SP:Iteration 6F (4.994721 sec): 2 clusters Score: Raw -11661.989001 + Penalty 482.447589 = -11179.541412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.995493 sec): 2 clusters Score: Raw -72.285661 + Penalty 0.000000 = -72.285661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.995710 sec): 2 clusters Score: Raw -72.285661 + Penalty 0.000000 = -72.285661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 53 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.996439 sec): 2 clusters Score: Raw -67.432712 + Penalty 0.000000 = -67.432712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.996620 sec): 2 clusters Score: Raw -67.432712 + Penalty 0.000000 = -67.432712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 56 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.997736 sec): 2 clusters Score: Raw -15775.590330 + Penalty 789.761453 = -14985.828877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.998235 sec): 3 clusters Score: Raw -15643.383384 + Penalty 1580.560078 = -14062.823306 nChanged 20 SP:Iteration 1F (4.998719 sec): 3 clusters Score: Raw -15684.981712 + Penalty 1582.740432 = -14102.241280 nChanged 13 SP:Iteration 2F (4.999213 sec): 3 clusters Score: Raw -15714.333856 + Penalty 1587.410860 = -14126.922996 nChanged 14 SP:Iteration 3F (4.999690 sec): 3 clusters Score: Raw -15743.538645 + Penalty 1587.452225 = -14156.086420 nChanged 9 SP:Iteration 4F (5.000164 sec): 3 clusters Score: Raw -15751.850991 + Penalty 1588.723159 = -14163.127832 nChanged 7 SP:Iteration 5Q (5.000612 sec): 3 clusters Score: Raw -15749.448039 + Penalty 1590.191938 = -14159.256100 nChanged 6 SP:Iteration 6F (5.001089 sec): 3 clusters Score: Raw -15746.727765 + Penalty 1587.380706 = -14159.347059 nChanged 7 SP:Iteration 7Q (5.001515 sec): 3 clusters Score: Raw -15750.280559 + Penalty 1602.935620 = -14147.344939 nChanged 9 SP:Iteration 8F (5.001992 sec): 3 clusters Score: Raw -15764.755055 + Penalty 789.761453 = -14974.993602 nChanged 3 SP:Iteration 9Q (5.002385 sec): 2 clusters Score: Raw -15775.590330 + Penalty 789.761453 = -14985.828877 nChanged 0 SP:Iteration 10F (5.002777 sec): 2 clusters Score: Raw -15775.590330 + Penalty 789.761453 = -14985.828877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.003582 sec): 2 clusters Score: Raw -67.432711 + Penalty 0.000000 = -67.432711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.003765 sec): 2 clusters Score: Raw -67.432711 + Penalty 0.000000 = -67.432711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.004481 sec): 2 clusters Score: Raw -145.046519 + Penalty 31.538197 = -113.508322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.004665 sec): 2 clusters Score: Raw -145.046519 + Penalty 31.538197 = -113.508322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 70 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.005712 sec): 2 clusters Score: Raw -11699.116877 + Penalty 631.799025 = -11067.317852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.006142 sec): 3 clusters Score: Raw -11577.664842 + Penalty 1260.919322 = -10316.745520 nChanged 33 SP:Iteration 1F (5.006566 sec): 3 clusters Score: Raw -11652.384914 + Penalty 1272.307969 = -10380.076945 nChanged 24 SP:Iteration 2F (5.006990 sec): 3 clusters Score: Raw -11690.177252 + Penalty 1284.602398 = -10405.574853 nChanged 11 SP:Iteration 3F (5.007416 sec): 3 clusters Score: Raw -11690.068225 + Penalty 631.799025 = -11058.269200 nChanged 2 SP:Iteration 4Q (5.007767 sec): 2 clusters Score: Raw -11699.116877 + Penalty 631.799025 = -11067.317852 nChanged 0 SP:Iteration 5F (5.008120 sec): 2 clusters Score: Raw -11699.116877 + Penalty 631.799025 = -11067.317852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 74 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.008888 sec): 2 clusters Score: Raw -65.642991 + Penalty 0.000000 = -65.642991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.009070 sec): 2 clusters Score: Raw -65.642991 + Penalty 0.000000 = -65.642991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 88 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.010091 sec): 2 clusters Score: Raw -10882.857450 + Penalty 640.700434 = -10242.157016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.010514 sec): 3 clusters Score: Raw -10771.589357 + Penalty 1292.809185 = -9478.780172 nChanged 27 SP:Iteration 1F (5.010920 sec): 3 clusters Score: Raw -10818.172560 + Penalty 1289.552958 = -9528.619602 nChanged 17 SP:Iteration 2F (5.011327 sec): 3 clusters Score: Raw -10843.448928 + Penalty 1277.937013 = -9565.511915 nChanged 14 SP:Iteration 3F (5.011733 sec): 3 clusters Score: Raw -10875.048175 + Penalty 640.700434 = -10234.347740 nChanged 4 SP:Iteration 4Q (5.012070 sec): 2 clusters Score: Raw -10882.857450 + Penalty 640.700434 = -10242.157016 nChanged 0 SP:Iteration 5F (5.012408 sec): 2 clusters Score: Raw -10882.857450 + Penalty 640.700434 = -10242.157016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.013149 sec): 2 clusters Score: Raw -70.154801 + Penalty 0.000000 = -70.154801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.013335 sec): 2 clusters Score: Raw -70.154801 + Penalty 0.000000 = -70.154801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.014060 sec): 2 clusters Score: Raw -281.738355 + Penalty 90.794494 = -190.943861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.014272 sec): 3 clusters Score: Raw -286.573619 + Penalty 181.588989 = -104.984630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.015001 sec): 2 clusters Score: Raw -384.948460 + Penalty 171.526457 = -213.422003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.015213 sec): 3 clusters Score: Raw -390.348406 + Penalty 342.973059 = -47.375348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 102 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.016347 sec): 2 clusters Score: Raw -16165.809006 + Penalty 648.599606 = -15517.209400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.016861 sec): 3 clusters Score: Raw -16024.926380 + Penalty 1273.284032 = -14751.642349 nChanged 47 SP:Iteration 1F (5.017381 sec): 3 clusters Score: Raw -16120.118199 + Penalty 1240.062231 = -14880.055967 nChanged 28 SP:Iteration 2F (5.017881 sec): 3 clusters Score: Raw -16158.673887 + Penalty 1303.710643 = -14854.963244 nChanged 9 SP:Iteration 3F (5.018377 sec): 3 clusters Score: Raw -16164.199516 + Penalty 648.599606 = -15515.599910 nChanged 1 SP:Iteration 4Q (5.018787 sec): 2 clusters Score: Raw -16165.809006 + Penalty 648.599606 = -15517.209400 nChanged 0 SP:Iteration 5F (5.019197 sec): 2 clusters Score: Raw -16165.809006 + Penalty 648.599606 = -15517.209400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 114 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.020999 sec): 2 clusters Score: Raw -28144.593920 + Penalty 401.882487 = -27742.711434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.021854 sec): 3 clusters Score: Raw -27931.366275 + Penalty 828.604751 = -27102.761524 nChanged 144 SP:Iteration 1F (5.022689 sec): 3 clusters Score: Raw -28033.902869 + Penalty 859.647694 = -27174.255176 nChanged 39 SP:Iteration 2F (5.023551 sec): 3 clusters Score: Raw -28058.148839 + Penalty 891.617574 = -27166.531264 nChanged 32 SP:Iteration 3F (5.024386 sec): 3 clusters Score: Raw -28082.805615 + Penalty 909.098426 = -27173.707189 nChanged 36 SP:Iteration 4F (5.025187 sec): 3 clusters Score: Raw -28114.346195 + Penalty 878.760993 = -27235.585202 nChanged 24 SP:Iteration 5F (5.026004 sec): 3 clusters Score: Raw -28133.257381 + Penalty 847.669541 = -27285.587840 nChanged 14 SP:Iteration 6Q (5.026805 sec): 3 clusters Score: Raw -28138.221988 + Penalty 813.756088 = -27324.465899 nChanged 7 SP:Iteration 7Q (5.027631 sec): 3 clusters Score: Raw -28140.204506 + Penalty 987.569633 = -27152.634873 nChanged 7 SP:Iteration 8F (5.028509 sec): 3 clusters Score: Raw -28143.219151 + Penalty 401.882487 = -27741.336664 nChanged 1 SP:Iteration 9Q (5.029200 sec): 2 clusters Score: Raw -28144.593920 + Penalty 401.882487 = -27742.711434 nChanged 0 SP:Iteration 10F (5.029860 sec): 2 clusters Score: Raw -28144.593920 + Penalty 401.882487 = -27742.711434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.030887 sec): 2 clusters Score: Raw -65.642991 + Penalty 0.000000 = -65.642991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.031069 sec): 2 clusters Score: Raw -65.642991 + Penalty 0.000000 = -65.642991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.031789 sec): 2 clusters Score: Raw -66.325309 + Penalty 0.000000 = -66.325309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.031973 sec): 2 clusters Score: Raw -66.325309 + Penalty 0.000000 = -66.325309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 119 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.033162 sec): 2 clusters Score: Raw -15856.494069 + Penalty 558.922245 = -15297.571824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.033696 sec): 3 clusters Score: Raw -15719.453299 + Penalty 1132.773213 = -14586.680086 nChanged 54 SP:Iteration 1F (5.034223 sec): 3 clusters Score: Raw -15788.947659 + Penalty 1148.659971 = -14640.287688 nChanged 30 SP:Iteration 2F (5.034746 sec): 3 clusters Score: Raw -15834.626407 + Penalty 1154.452608 = -14680.173799 nChanged 16 SP:Iteration 3F (5.035282 sec): 3 clusters Score: Raw -15851.011770 + Penalty 1035.321357 = -14815.690412 nChanged 5 SP:Iteration 4Q (5.035733 sec): 3 clusters Score: Raw -15854.852853 + Penalty 558.922245 = -15295.930608 nChanged 1 SP:Iteration 5Q (5.036159 sec): 2 clusters Score: Raw -15856.494069 + Penalty 558.922245 = -15297.571824 nChanged 0 SP:Iteration 6F (5.036584 sec): 2 clusters Score: Raw -15856.494069 + Penalty 558.922245 = -15297.571824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 122 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.037477 sec): 2 clusters Score: Raw -2054.586345 + Penalty 383.209087 = -1671.377258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.037765 sec): 3 clusters Score: Raw -2141.943454 + Penalty 768.336268 = -1373.607186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.038555 sec): 2 clusters Score: Raw -71.682948 + Penalty 0.000000 = -71.682948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.038742 sec): 2 clusters Score: Raw -71.682948 + Penalty 0.000000 = -71.682948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.039454 sec): 2 clusters Score: Raw -71.012153 + Penalty 0.000000 = -71.012153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.039666 sec): 2 clusters Score: Raw -71.012153 + Penalty 0.000000 = -71.012153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.040383 sec): 2 clusters Score: Raw -74.539677 + Penalty 0.000000 = -74.539677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.040575 sec): 2 clusters Score: Raw -74.539677 + Penalty 0.000000 = -74.539677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 147 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.041745 sec): 2 clusters Score: Raw -14708.160702 + Penalty 281.463046 = -14426.697656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.042289 sec): 3 clusters Score: Raw -14588.145939 + Penalty 581.418188 = -14006.727751 nChanged 75 SP:Iteration 1F (5.042823 sec): 3 clusters Score: Raw -14638.123235 + Penalty 615.416826 = -14022.706409 nChanged 27 SP:Iteration 2F (5.043391 sec): 3 clusters Score: Raw -14662.910572 + Penalty 649.573457 = -14013.337115 nChanged 21 SP:Iteration 3F (5.043937 sec): 3 clusters Score: Raw -14678.431347 + Penalty 676.098452 = -14002.332894 nChanged 15 SP:Iteration 4F (5.044481 sec): 3 clusters Score: Raw -14688.893771 + Penalty 686.504224 = -14002.389547 nChanged 6 SP:Iteration 5Q (5.045017 sec): 3 clusters Score: Raw -14691.457154 + Penalty 721.316321 = -13970.140833 nChanged 8 SP:Iteration 6F (5.045561 sec): 3 clusters Score: Raw -14697.561607 + Penalty 821.965471 = -13875.596135 nChanged 8 SP:Iteration 7F (5.046103 sec): 3 clusters Score: Raw -14705.127751 + Penalty 281.463046 = -14423.664705 nChanged 2 SP:Iteration 8Q (5.046545 sec): 2 clusters Score: Raw -14708.160702 + Penalty 281.463046 = -14426.697656 nChanged 0 SP:Iteration 9F (5.046987 sec): 2 clusters Score: Raw -14708.160702 + Penalty 281.463046 = -14426.697656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.047775 sec): 2 clusters Score: Raw -73.164906 + Penalty 0.000000 = -73.164906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.047961 sec): 2 clusters Score: Raw -73.164906 + Penalty 0.000000 = -73.164906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 149 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.049041 sec): 2 clusters Score: Raw -14004.750908 + Penalty 694.261198 = -13310.489710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.049512 sec): 3 clusters Score: Raw -13889.596030 + Penalty 1390.667341 = -12498.928689 nChanged 26 SP:Iteration 1F (5.049977 sec): 3 clusters Score: Raw -13930.209152 + Penalty 1393.295848 = -12536.913304 nChanged 21 SP:Iteration 2F (5.050443 sec): 3 clusters Score: Raw -13956.981098 + Penalty 1394.306452 = -12562.674647 nChanged 18 SP:Iteration 3F (5.050907 sec): 3 clusters Score: Raw -13984.332155 + Penalty 694.261198 = -13290.070957 nChanged 11 SP:Iteration 4F (5.051285 sec): 2 clusters Score: Raw -14004.750908 + Penalty 694.261198 = -13310.489710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.052034 sec): 2 clusters Score: Raw -71.012154 + Penalty 0.000000 = -71.012154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.052218 sec): 2 clusters Score: Raw -71.012154 + Penalty 0.000000 = -71.012154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.052938 sec): 2 clusters Score: Raw -153.169235 + Penalty 62.857625 = -90.311610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.053167 sec): 3 clusters Score: Raw -146.944782 + Penalty 125.715250 = -21.229532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.053881 sec): 2 clusters Score: Raw -193.904036 + Penalty 13.412643 = -180.491393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.054073 sec): 3 clusters Score: Raw -199.410989 + Penalty 27.809250 = -171.601739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.054781 sec): 2 clusters Score: Raw -71.753625 + Penalty 0.000000 = -71.753625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.054967 sec): 2 clusters Score: Raw -71.753625 + Penalty 0.000000 = -71.753625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.055672 sec): 2 clusters Score: Raw -130.619735 + Penalty 3.465736 = -127.153999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.055855 sec): 2 clusters Score: Raw -130.619735 + Penalty 3.465736 = -127.153999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.056578 sec): 2 clusters Score: Raw -152.226162 + Penalty 59.338223 = -92.887939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.056782 sec): 3 clusters Score: Raw -146.468807 + Penalty 118.676447 = -27.792360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.057492 sec): 2 clusters Score: Raw -263.402892 + Penalty 6.931472 = -256.471420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.057680 sec): 3 clusters Score: Raw -261.236387 + Penalty 13.862944 = -247.373444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.058388 sec): 2 clusters Score: Raw -136.879869 + Penalty 9.340975 = -127.538894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.058570 sec): 2 clusters Score: Raw -136.879869 + Penalty 9.340975 = -127.538894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.059276 sec): 2 clusters Score: Raw -133.372627 + Penalty 6.584898 = -126.787728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.059464 sec): 3 clusters Score: Raw -132.054052 + Penalty 13.169796 = -118.884256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.060171 sec): 2 clusters Score: Raw -72.801874 + Penalty 0.000000 = -72.801874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.060355 sec): 2 clusters Score: Raw -72.801874 + Penalty 0.000000 = -72.801874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.061067 sec): 2 clusters Score: Raw -191.121754 + Penalty 5.493061 = -185.628693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.061255 sec): 3 clusters Score: Raw -194.924825 + Penalty 10.986123 = -183.938702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.061962 sec): 2 clusters Score: Raw -132.360999 + Penalty 6.271751 = -126.089248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.062165 sec): 3 clusters Score: Raw -131.102998 + Penalty 12.543502 = -118.559496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 240 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.062896 sec): 2 clusters Score: Raw -316.578155 + Penalty 8.566497 = -308.011659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.063086 sec): 3 clusters Score: Raw -321.215250 + Penalty 17.392647 = -303.822604 nChanged 0 Deleting Class 3 (70 points): Lose 108.254133 but Gain 1007.819376 Iteration 20F (5.322327 sec): 70 clusters Score: Raw -822305.626652 + Penalty 42876.446553 = -779429.180099 nChanged 99 Deleting Class 88 (113 points): Lose 361.473007 but Gain 1239.105876 Iteration 21Q (5.361110 sec): 69 clusters Score: Raw -822205.835488 + Penalty 41777.738483 = -780428.097005 nChanged 135 Deleting Class 137 (1 points): Lose 33.287699 but Gain 909.158906 Iteration 22Q (5.400790 sec): 68 clusters Score: Raw -822356.116523 + Penalty 40984.590898 = -781371.525626 nChanged 34 Deleting Class 15 (113 points): Lose 293.672884 but Gain 1163.944218 Iteration 23Q (5.437062 sec): 67 clusters Score: Raw -822109.889947 + Penalty 39872.422251 = -782237.467696 nChanged 133 Deleting Class 96 (5 points): Lose 105.118158 but Gain 974.432728 Iteration 24Q (5.475195 sec): 66 clusters Score: Raw -822162.226698 + Penalty 38901.393218 = -783260.833480 nChanged 39 Deleting Class 27 (58 points): Lose 73.150671 but Gain 897.324485 Iteration 25Q (5.511740 sec): 65 clusters Score: Raw -822110.207354 + Penalty 38072.326674 = -784037.880680 nChanged 72 Deleting Class 70 (122 points): Lose 389.688769 but Gain 1205.753218 Iteration 26Q (5.548035 sec): 64 clusters Score: Raw -821798.544658 + Penalty 36966.048518 = -784832.496139 nChanged 151 Deleting Class 28 (4 points): Lose 154.720983 but Gain 938.020524 Iteration 27Q (5.585687 sec): 63 clusters Score: Raw -821860.281911 + Penalty 36049.101000 = -785811.180911 nChanged 48 Deleting Class 102 (177 points): Lose 403.301896 but Gain 1160.239049 Iteration 28Q (5.621803 sec): 62 clusters Score: Raw -821528.627956 + Penalty 34972.941657 = -786555.686300 nChanged 199 Deleting Class 149 (153 points): Lose 590.111556 but Gain 1298.877057 Iteration 29Q (5.659371 sec): 61 clusters Score: Raw -821213.983113 + Penalty 33798.509256 = -787415.473858 nChanged 204 Deleting Class 160 (2 points): Lose 147.858440 but Gain 829.139260 Iteration 30F (5.875046 sec): 60 clusters Score: Raw -821397.269001 + Penalty 33111.953092 = -788285.315909 nChanged 86 Deleting Class 148 (1 points): Lose 20.066379 but Gain 689.323513 Iteration 31Q (5.911436 sec): 59 clusters Score: Raw -821470.614259 + Penalty 32432.596330 = -789038.017929 nChanged 54 Deleting Class 191 (2 points): Lose 119.036582 but Gain 782.715709 Iteration 32Q (5.945642 sec): 58 clusters Score: Raw -821382.315165 + Penalty 31791.088477 = -789591.226688 nChanged 45 Deleting Class 56 (145 points): Lose 790.648118 but Gain 1444.629727 Iteration 33Q (5.980021 sec): 57 clusters Score: Raw -820666.595824 + Penalty 30436.697346 = -790229.898478 nChanged 177 Deleting Class 119 (204 points): Lose 414.347940 but Gain 1053.532018 Iteration 34Q (6.017455 sec): 56 clusters Score: Raw -820581.862214 + Penalty 29485.343344 = -791096.518870 nChanged 262 Deleting Class 52 (1 points): Lose 3.804657 but Gain 619.246900 Iteration 35Q (6.058526 sec): 55 clusters Score: Raw -820929.434412 + Penalty 28901.139952 = -792028.294459 nChanged 94 Deleting Class 30 (1 points): Lose 18.701930 but Gain 619.393482 Iteration 36Q (6.095903 sec): 54 clusters Score: Raw -820975.539363 + Penalty 28298.968765 = -792676.570598 nChanged 61 Deleting Class 229 (1 points): Lose 27.561926 but Gain 621.732950 Iteration 37Q (6.129105 sec): 53 clusters Score: Raw -820997.211524 + Penalty 27702.454402 = -793294.757122 nChanged 62 Deleting Class 172 (1 points): Lose 11.342570 but Gain 544.805098 Iteration 38Q (6.162003 sec): 52 clusters Score: Raw -821036.338753 + Penalty 27163.353013 = -793872.985739 nChanged 44 Deleting Class 123 (1 points): Lose 6.912131 but Gain 538.273682 Iteration 39Q (6.195655 sec): 51 clusters Score: Raw -821054.906136 + Penalty 26643.088233 = -794411.817903 nChanged 36 Deleting Class 93 (4 points): Lose 83.973384 but Gain 598.823768 Iteration 40F (6.376691 sec): 50 clusters Score: Raw -821010.432558 + Penalty 26035.535193 = -794974.897365 nChanged 26 Deleting Class 29 (17 points): Lose 794.561662 but Gain 1293.204956 Iteration 41Q (6.408491 sec): 49 clusters Score: Raw -820257.144423 + Penalty 25411.551799 = -794845.592623 nChanged 35 Deleting Class 12 (3 points): Lose 45.173818 but Gain 525.730068 Iteration 42F (6.582978 sec): 48 clusters Score: Raw -820410.812981 + Penalty 24947.641709 = -795463.171272 nChanged 17 Deleting Class 20 (1 points): Lose 25.172521 but Gain 478.608814 Iteration 43Q (6.615099 sec): 47 clusters Score: Raw -820450.111511 + Penalty 24472.709711 = -795977.401800 nChanged 12 Deleting Class 124 (1 points): Lose 10.821761 but Gain 416.012489 Iteration 44Q (6.647422 sec): 46 clusters Score: Raw -820452.358140 + Penalty 24119.598650 = -796332.759490 nChanged 14 Deleting Class 156 (1 points): Lose 26.455538 but Gain 416.012489 Iteration 45Q (6.679434 sec): 45 clusters Score: Raw -820442.579378 + Penalty 23708.172912 = -796734.406466 nChanged 14 Deleting Class 51 (266 points): Lose 578.252948 but Gain 968.214132 Iteration 46Q (6.710726 sec): 44 clusters Score: Raw -819877.855662 + Penalty 22772.122034 = -797105.733628 nChanged 276 Deleting Class 175 (3 points): Lose 86.303834 but Gain 452.093210 Iteration 47Q (6.744864 sec): 43 clusters Score: Raw -820150.294488 + Penalty 22233.495955 = -797916.798533 nChanged 75 Deleting Class 90 (1 points): Lose 13.308447 but Gain 373.859669 Iteration 48Q (6.776109 sec): 42 clusters Score: Raw -820181.980297 + Penalty 21923.135718 = -798258.844579 nChanged 56 Deleting Class 6 (4 points): Lose 142.688411 but Gain 492.369053 Iteration 49Q (6.806823 sec): 41 clusters Score: Raw -820115.174267 + Penalty 21471.728721 = -798643.445547 nChanged 43 Deleting Class 19 (1 points): Lose 61.457299 but Gain 416.012489 Iteration 50F (6.957094 sec): 40 clusters Score: Raw -820124.092087 + Penalty 21100.658577 = -799023.433510 nChanged 20 Deleting Class 31 (314 points): Lose 866.184931 but Gain 1210.883805 Iteration 51Q (6.988478 sec): 39 clusters Score: Raw -819331.205762 + Penalty 20032.056400 = -799299.149362 nChanged 325 Deleting Class 117 (1 points): Lose 62.841704 but Gain 388.047956 Iteration 52Q (7.021821 sec): 38 clusters Score: Raw -819714.757049 + Penalty 19653.855130 = -800060.901919 nChanged 84 Deleting Class 68 (2 points): Lose 111.459266 but Gain 416.012489 Iteration 53Q (7.051997 sec): 37 clusters Score: Raw -819646.622524 + Penalty 19230.096027 = -800416.526497 nChanged 39 Deleting Class 49 (2 points): Lose 29.343837 but Gain 236.611640 Iteration 54Q (7.081595 sec): 36 clusters Score: Raw -819646.637516 + Penalty 18964.381611 = -800682.255905 nChanged 23 Deleting Class 16 (1 points): Lose 66.193911 but Gain 251.436120 Iteration 55Q (7.110483 sec): 35 clusters Score: Raw -819598.019371 + Penalty 18701.903699 = -800896.115672 nChanged 17 Deleting Class 41 (1 points): Lose 66.177910 but Gain 251.436120 Iteration 56Q (7.139504 sec): 34 clusters Score: Raw -819539.190384 + Penalty 18436.400367 = -801102.790017 nChanged 14 Deleting Class 32 (2 points): Lose 73.454944 but Gain 237.757693 Iteration 57Q (7.168708 sec): 33 clusters Score: Raw -819474.878267 + Penalty 18204.940341 = -801269.937926 nChanged 11 Deleting Class 205 (5 points): Lose 59.647194 but Gain 183.492560 Iteration 58Q (7.197443 sec): 32 clusters Score: Raw -819453.582061 + Penalty 17967.566070 = -801486.015991 nChanged 15 Deleting Class 212 (2 points): Lose 23.248772 but Gain 123.214474 Iteration 59Q (7.225890 sec): 31 clusters Score: Raw -819483.091297 + Penalty 17824.759287 = -801658.332010 nChanged 6 Deleting Class 25 (389 points): Lose 1035.346098 but Gain 1122.706350 Iteration 60F (7.344064 sec): 30 clusters Score: Raw -818515.951999 + Penalty 16841.046556 = -801674.905443 nChanged 394 Deleting Class 9 (334 points): Lose 905.723289 but Gain 993.287770 Iteration 61Q (7.375694 sec): 29 clusters Score: Raw -818210.040366 + Penalty 15997.195476 = -802212.844890 nChanged 422 Deleting Class 8 (4 points): Lose 175.109999 but Gain 251.436120 Iteration 62Q (7.406307 sec): 28 clusters Score: Raw -818498.672609 + Penalty 15703.853843 = -802794.818766 nChanged 112 Deleting Class 226 (2 points): Lose 21.291113 but Gain 86.859750 Iteration 63Q (7.434446 sec): 27 clusters Score: Raw -818533.258352 + Penalty 15590.922539 = -802942.335813 nChanged 62 Deleting Class 58 (1 points): Lose 64.404189 but Gain 128.003843 Iteration 64Q (7.461445 sec): 26 clusters Score: Raw -818482.329485 + Penalty 15436.688147 = -803045.641338 nChanged 44 Deleting Class 53 (1 points): Lose 64.388189 but Gain 128.003843 Iteration 65Q (7.488362 sec): 25 clusters Score: Raw -818418.857513 + Penalty 15289.239805 = -803129.617708 nChanged 11 Deleting Class 232 (2 points): Lose 21.513854 but Gain 82.729105 Iteration 66Q (7.514637 sec): 24 clusters Score: Raw -818399.354585 + Penalty 15203.891506 = -803195.463079 nChanged 7 Deleting Class 36 (206 points): Lose 532.743817 but Gain 577.952875 Iteration 67Q (7.540558 sec): 23 clusters Score: Raw -817872.062730 + Penalty 14725.793668 = -803146.269063 nChanged 212 Deleting Class 1 (20 points): Lose 295.525531 but Gain 406.933094 Iteration 68F (7.635609 sec): 22 clusters Score: Raw -817882.589228 + Penalty 14381.475630 = -803501.113598 nChanged 47 Deleting Class 116 (1 points): Lose 4.981919 but Gain 45.715658 Iteration 69Q (7.661918 sec): 21 clusters Score: Raw -818077.877766 + Penalty 14332.824585 = -803745.053181 nChanged 17 Deleting Class 74 (1 points): Lose 13.097950 but Gain 45.715658 Iteration 70F (7.749624 sec): 20 clusters Score: Raw -818079.042858 + Penalty 14289.027625 = -803790.015233 nChanged 15 Deleting Class 240 (7 points): Lose 136.970958 but Gain 153.622007 Iteration 71Q (7.775574 sec): 19 clusters Score: Raw -817967.846542 + Penalty 14119.964975 = -803847.881567 nChanged 16 Deleting Class 166 (3 points): Lose 99.501615 but Gain 111.625874 Iteration 72Q (7.800940 sec): 18 clusters Score: Raw -817895.775321 + Penalty 13973.523727 = -803922.251594 nChanged 17 Deleting Class 230 (3 points): Lose 42.485819 but Gain 45.715658 Iteration 73Q (7.826147 sec): 17 clusters Score: Raw -817870.927801 + Penalty 13902.304613 = -803968.623188 nChanged 14 Iteration 74Q (7.851141 sec): 17 clusters Score: Raw -817896.849588 + Penalty 13904.838824 = -803992.010765 nChanged 7 Iteration 75Q (7.875623 sec): 17 clusters Score: Raw -817898.190047 + Penalty 13910.133579 = -803988.056468 nChanged 9 Iteration 76F (7.954538 sec): 17 clusters Score: Raw -817900.437780 + Penalty 13914.307283 = -803986.130497 nChanged 8 Iteration 77F (8.031519 sec): 17 clusters Score: Raw -817902.697348 + Penalty 13918.601676 = -803984.095671 nChanged 8 Iteration 78F (8.109379 sec): 17 clusters Score: Raw -817904.637284 + Penalty 13921.997205 = -803982.640080 nChanged 7 Iteration 79F (8.186854 sec): 17 clusters Score: Raw -817906.397576 + Penalty 13923.293512 = -803983.104064 nChanged 4 Iteration 80F (8.264175 sec): 17 clusters Score: Raw -817907.299813 + Penalty 13924.978937 = -803982.320876 nChanged 2 Iteration 81F (8.341186 sec): 17 clusters Score: Raw -817908.113447 + Penalty 13925.833270 = -803982.280177 nChanged 1 Iteration 82F (8.417806 sec): 17 clusters Score: Raw -817908.369732 + Penalty 13925.702052 = -803982.667680 nChanged 1 Iteration 83Q (8.442642 sec): 17 clusters Score: Raw -817908.586797 + Penalty 13925.702052 = -803982.884745 nChanged 0 Iteration 84F (8.519456 sec): 17 clusters Score: Raw -817908.586797 + Penalty 13925.702052 = -803982.884745 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.09 GB. Compute initial score before splitting: Score: Raw -817908.586797 + Penalty 13925.702052 = -803982.884745Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.538278 sec): 2 clusters Score: Raw -27632.890804 + Penalty 233.620289 = -27399.270515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.539247 sec): 3 clusters Score: Raw -27387.791993 + Penalty 518.239890 = -26869.552103 nChanged 159 SP:Iteration 1F (8.540167 sec): 3 clusters Score: Raw -27527.268164 + Penalty 546.297056 = -26980.971108 nChanged 73 SP:Iteration 2F (8.541087 sec): 3 clusters Score: Raw -27615.219370 + Penalty 533.037667 = -27082.181703 nChanged 30 SP:Iteration 3F (8.542007 sec): 3 clusters Score: Raw -27645.159671 + Penalty 516.594561 = -27128.565109 nChanged 27 SP:Iteration 4F (8.542894 sec): 3 clusters Score: Raw -27669.329030 + Penalty 505.957012 = -27163.372019 nChanged 18 SP:Iteration 5Q (8.543723 sec): 3 clusters Score: Raw -27687.999702 + Penalty 503.025923 = -27184.973779 nChanged 16 SP:Iteration 6Q (8.544544 sec): 3 clusters Score: Raw -27715.705670 + Penalty 503.228839 = -27212.476831 nChanged 6 SP:Iteration 7Q (8.545349 sec): 3 clusters Score: Raw -27719.873290 + Penalty 502.400996 = -27217.472294 nChanged 2 SP:Iteration 8Q (8.546150 sec): 3 clusters Score: Raw -27723.015209 + Penalty 502.753007 = -27220.262202 nChanged 4 SP:Iteration 9Q (8.546948 sec): 3 clusters Score: Raw -27726.867052 + Penalty 504.009268 = -27222.857784 nChanged 1 SP:Iteration 10F (8.547826 sec): 3 clusters Score: Raw -27727.057449 + Penalty 504.009268 = -27223.048181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 4 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.548536 sec): 2 clusters Score: Raw -6090.584516 + Penalty 131.066848 = -5959.517669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.548958 sec): 3 clusters Score: Raw -6098.720186 + Penalty 299.260428 = -5799.459759 nChanged 31 SP:Iteration 1F (8.549363 sec): 3 clusters Score: Raw -6214.604681 + Penalty 365.476413 = -5849.128268 nChanged 13 SP:Iteration 2F (8.549765 sec): 3 clusters Score: Raw -6268.998044 + Penalty 390.922982 = -5878.075062 nChanged 3 SP:Iteration 3Q (8.550141 sec): 3 clusters Score: Raw -6282.967499 + Penalty 390.922982 = -5892.044517 nChanged 0 SP:Iteration 4F (8.550544 sec): 3 clusters Score: Raw -6282.967499 + Penalty 390.922982 = -5892.044517 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 10 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.553814 sec): 2 clusters Score: Raw -70164.278030 + Penalty 455.248721 = -69709.029309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.555606 sec): 3 clusters Score: Raw -69623.070678 + Penalty 938.563763 = -68684.506915 nChanged 382 SP:Iteration 1F (8.557375 sec): 3 clusters Score: Raw -70006.804086 + Penalty 997.061867 = -69009.742219 nChanged 96 SP:Iteration 2F (8.559128 sec): 3 clusters Score: Raw -70114.442638 + Penalty 1057.180010 = -69057.262628 nChanged 46 SP:Iteration 3F (8.560922 sec): 3 clusters Score: Raw -70167.001626 + Penalty 1284.230698 = -68882.770928 nChanged 14 SP:Iteration 4F (8.562718 sec): 3 clusters Score: Raw -70172.028934 + Penalty 1554.948351 = -68617.080583 nChanged 1 SP:Iteration 5F (8.564536 sec): 3 clusters Score: Raw -70168.206546 + Penalty 1554.948351 = -68613.258195 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 11 (1318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.571215 sec): 2 clusters Score: Raw -107814.742918 + Penalty 557.107721 = -107257.635196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.573968 sec): 3 clusters Score: Raw -106990.596188 + Penalty 1129.814296 = -105860.781892 nChanged 594 SP:Iteration 1F (8.576530 sec): 3 clusters Score: Raw -107368.292616 + Penalty 1162.542911 = -106205.749705 nChanged 155 SP:Iteration 2F (8.579026 sec): 3 clusters Score: Raw -107531.942027 + Penalty 1219.074276 = -106312.867751 nChanged 133 SP:Iteration 3F (8.581531 sec): 3 clusters Score: Raw -107714.132811 + Penalty 1269.024807 = -106445.108005 nChanged 102 SP:Iteration 4F (8.584147 sec): 3 clusters Score: Raw -107823.111331 + Penalty 1301.604954 = -106521.506376 nChanged 59 SP:Iteration 5Q (8.586558 sec): 3 clusters Score: Raw -107878.212630 + Penalty 1320.528291 = -106557.684340 nChanged 34 SP:Iteration 6Q (8.588892 sec): 3 clusters Score: Raw -107901.335301 + Penalty 1332.300573 = -106569.034729 nChanged 21 SP:Iteration 7Q (8.591166 sec): 3 clusters Score: Raw -107912.470402 + Penalty 1337.602227 = -106574.868175 nChanged 12 SP:Iteration 8Q (8.593396 sec): 3 clusters Score: Raw -107917.279797 + Penalty 1342.610549 = -106574.669248 nChanged 12 SP:Iteration 9F (8.595913 sec): 3 clusters Score: Raw -107923.421420 + Penalty 1348.274112 = -106575.147308 nChanged 11 SP:Iteration 10F (8.598428 sec): 3 clusters Score: Raw -107931.669162 + Penalty 1352.281458 = -106579.387704 nChanged 8 SP:Iteration 11Q (8.600601 sec): 3 clusters Score: Raw -107937.868343 + Penalty 1354.522454 = -106583.345889 nChanged 7 SP:Iteration 12Q (8.602769 sec): 3 clusters Score: Raw -107942.714566 + Penalty 1357.162280 = -106585.552286 nChanged 7 SP:Iteration 13Q (8.605101 sec): 3 clusters Score: Raw -107947.387504 + Penalty 1360.622804 = -106586.764699 nChanged 6 SP:Iteration 14Q (8.607427 sec): 3 clusters Score: Raw -107951.359077 + Penalty 1363.487696 = -106587.871380 nChanged 4 SP:Iteration 15Q (8.609623 sec): 3 clusters Score: Raw -107954.080673 + Penalty 1365.056816 = -106589.023857 nChanged 3 SP:Iteration 16Q (8.611759 sec): 3 clusters Score: Raw -107956.696341 + Penalty 1365.538190 = -106591.158151 nChanged 3 SP:Iteration 17Q (8.613913 sec): 3 clusters Score: Raw -107958.025789 + Penalty 1365.092258 = -106592.933530 nChanged 1 SP:Iteration 18Q (8.616044 sec): 3 clusters Score: Raw -107958.328093 + Penalty 1366.855083 = -106591.473010 nChanged 1 SP:Iteration 19F (8.618590 sec): 3 clusters Score: Raw -107958.614791 + Penalty 1366.855083 = -106591.759707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.620958 sec): 2 clusters Score: Raw -34783.371698 + Penalty 372.122938 = -34411.248760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.622020 sec): 3 clusters Score: Raw -34514.713650 + Penalty 725.346229 = -33789.367421 nChanged 183 SP:Iteration 1F (8.623050 sec): 3 clusters Score: Raw -34652.491633 + Penalty 717.495025 = -33934.996608 nChanged 42 SP:Iteration 2F (8.624081 sec): 3 clusters Score: Raw -34689.047981 + Penalty 713.316176 = -33975.731805 nChanged 24 SP:Iteration 3F (8.625058 sec): 3 clusters Score: Raw -34707.736933 + Penalty 704.818759 = -34002.918175 nChanged 23 SP:Iteration 4F (8.626034 sec): 3 clusters Score: Raw -34720.955129 + Penalty 706.493555 = -34014.461573 nChanged 17 SP:Iteration 5Q (8.626960 sec): 3 clusters Score: Raw -34729.557345 + Penalty 706.368882 = -34023.188463 nChanged 17 SP:Iteration 6Q (8.627876 sec): 3 clusters Score: Raw -34739.844663 + Penalty 721.334479 = -34018.510185 nChanged 17 SP:Iteration 7F (8.628847 sec): 3 clusters Score: Raw -34754.152582 + Penalty 717.937298 = -34036.215284 nChanged 17 SP:Iteration 8Q (8.629744 sec): 3 clusters Score: Raw -34771.038441 + Penalty 372.122938 = -34398.915503 nChanged 10 SP:Iteration 9Q (8.630506 sec): 2 clusters Score: Raw -34783.371698 + Penalty 372.122938 = -34411.248760 nChanged 0 SP:Iteration 10F (8.631268 sec): 2 clusters Score: Raw -34783.371698 + Penalty 372.122938 = -34411.248760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.633020 sec): 2 clusters Score: Raw -22761.408259 + Penalty 355.658455 = -22405.749804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.633739 sec): 3 clusters Score: Raw -22579.221679 + Penalty 739.937548 = -21839.284130 nChanged 112 SP:Iteration 1F (8.634462 sec): 3 clusters Score: Raw -22679.561931 + Penalty 777.882999 = -21901.678933 nChanged 46 SP:Iteration 2F (8.635247 sec): 3 clusters Score: Raw -22726.474614 + Penalty 856.763215 = -21869.711398 nChanged 23 SP:Iteration 3F (8.635987 sec): 3 clusters Score: Raw -22750.713234 + Penalty 355.658455 = -22395.054779 nChanged 9 SP:Iteration 4Q (8.636567 sec): 2 clusters Score: Raw -22761.408259 + Penalty 355.658455 = -22405.749804 nChanged 0 SP:Iteration 5F (8.637143 sec): 2 clusters Score: Raw -22761.408259 + Penalty 355.658455 = -22405.749804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.639310 sec): 2 clusters Score: Raw -37946.623663 + Penalty 447.466793 = -37499.156870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.640393 sec): 3 clusters Score: Raw -37645.015209 + Penalty 890.719287 = -36754.295922 nChanged 182 SP:Iteration 1F (8.641456 sec): 3 clusters Score: Raw -37757.049630 + Penalty 873.224586 = -36883.825045 nChanged 63 SP:Iteration 2F (8.642512 sec): 3 clusters Score: Raw -37812.087460 + Penalty 830.933796 = -36981.153663 nChanged 52 SP:Iteration 3F (8.643521 sec): 3 clusters Score: Raw -37863.524904 + Penalty 759.852988 = -37103.671915 nChanged 48 SP:Iteration 4F (8.644523 sec): 3 clusters Score: Raw -37908.271188 + Penalty 627.667939 = -37280.603249 nChanged 29 SP:Iteration 5F (8.645524 sec): 3 clusters Score: Raw -37931.487255 + Penalty 491.399058 = -37440.088197 nChanged 14 SP:Iteration 6Q (8.646388 sec): 3 clusters Score: Raw -37944.685943 + Penalty 447.466793 = -37497.219149 nChanged 1 SP:Iteration 7Q (8.647173 sec): 2 clusters Score: Raw -37946.623663 + Penalty 447.466793 = -37499.156870 nChanged 0 SP:Iteration 8F (8.647957 sec): 2 clusters Score: Raw -37946.623663 + Penalty 447.466793 = -37499.156870 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 22 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.657950 sec): 2 clusters Score: Raw -229317.320930 + Penalty 1239.457745 = -228077.863185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.661872 sec): 3 clusters Score: Raw -228358.316608 + Penalty 2478.895112 = -225879.421496 nChanged 765 SP:Iteration 1F (8.665871 sec): 3 clusters Score: Raw -228957.804060 + Penalty 2478.990568 = -226478.813492 nChanged 193 SP:Iteration 2F (8.670096 sec): 3 clusters Score: Raw -229151.883563 + Penalty 2479.047401 = -226672.836162 nChanged 157 SP:Iteration 3F (8.674208 sec): 3 clusters Score: Raw -229322.161766 + Penalty 2479.023441 = -226843.138325 nChanged 163 SP:Iteration 4F (8.678175 sec): 3 clusters Score: Raw -229512.880173 + Penalty 2479.308798 = -227033.571375 nChanged 113 SP:Iteration 5F (8.682148 sec): 3 clusters Score: Raw -229601.628484 + Penalty 2479.178555 = -227122.449928 nChanged 80 SP:Iteration 6Q (8.686082 sec): 3 clusters Score: Raw -229665.212276 + Penalty 2479.020955 = -227186.191321 nChanged 71 SP:Iteration 7Q (8.690074 sec): 3 clusters Score: Raw -229736.599421 + Penalty 2478.946876 = -227257.652545 nChanged 63 SP:Iteration 8Q (8.694020 sec): 3 clusters Score: Raw -229780.320034 + Penalty 2479.204453 = -227301.115582 nChanged 38 SP:Iteration 9Q (8.697867 sec): 3 clusters Score: Raw -229799.424059 + Penalty 2479.129338 = -227320.294721 nChanged 18 SP:Iteration 10F (8.701831 sec): 3 clusters Score: Raw -229804.849100 + Penalty 2479.156529 = -227325.692571 nChanged 17 SP:Iteration 11Q (8.706006 sec): 3 clusters Score: Raw -229805.180104 + Penalty 2479.211094 = -227325.969011 nChanged 10 SP:Iteration 12Q (8.709848 sec): 3 clusters Score: Raw -229805.602460 + Penalty 2479.233432 = -227326.369028 nChanged 4 SP:Iteration 13Q (8.713656 sec): 3 clusters Score: Raw -229804.516104 + Penalty 2479.215099 = -227325.301006 nChanged 3 SP:Iteration 14F (8.717587 sec): 3 clusters Score: Raw -229804.114549 + Penalty 2479.202613 = -227324.911937 nChanged 2 SP:Iteration 15F (8.721578 sec): 3 clusters Score: Raw -229805.190100 + Penalty 2479.196288 = -227325.993811 nChanged 1 SP:Iteration 16Q (8.725402 sec): 3 clusters Score: Raw -229804.601085 + Penalty 2479.189910 = -227325.411175 nChanged 1 SP:Iteration 17F (8.729286 sec): 3 clusters Score: Raw -229804.798291 + Penalty 2479.189910 = -227325.608381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.731798 sec): 2 clusters Score: Raw -1269.390375 + Penalty 84.140218 = -1185.250157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.732054 sec): 3 clusters Score: Raw -1297.206231 + Penalty 147.493683 = -1149.712548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 39 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.733425 sec): 2 clusters Score: Raw -32781.707350 + Penalty 843.357895 = -31938.349455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.734247 sec): 3 clusters Score: Raw -32600.192943 + Penalty 1693.342451 = -30906.850491 nChanged 95 SP:Iteration 1F (8.735063 sec): 3 clusters Score: Raw -32781.137561 + Penalty 1699.225246 = -31081.912315 nChanged 43 SP:Iteration 2F (8.735887 sec): 3 clusters Score: Raw -32850.282714 + Penalty 1704.310721 = -31145.971994 nChanged 22 SP:Iteration 3F (8.736701 sec): 3 clusters Score: Raw -32873.529522 + Penalty 1711.470836 = -31162.058687 nChanged 20 SP:Iteration 4F (8.737515 sec): 3 clusters Score: Raw -32892.217817 + Penalty 1720.351682 = -31171.866135 nChanged 15 SP:Iteration 5Q (8.738310 sec): 3 clusters Score: Raw -32897.394751 + Penalty 1730.472009 = -31166.922742 nChanged 8 SP:Iteration 6F (8.739133 sec): 3 clusters Score: Raw -32903.205558 + Penalty 1732.116868 = -31171.088690 nChanged 2 SP:Iteration 7Q (8.739865 sec): 3 clusters Score: Raw -32901.852037 + Penalty 1732.116868 = -31169.735169 nChanged 0 SP:Iteration 8F (8.740680 sec): 3 clusters Score: Raw -32901.852037 + Penalty 1732.116868 = -31169.735169 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 42 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.743086 sec): 2 clusters Score: Raw -70363.536602 + Penalty 967.573724 = -69395.962878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.744503 sec): 3 clusters Score: Raw -69982.647027 + Penalty 1935.380156 = -68047.266871 nChanged 207 SP:Iteration 1F (8.745908 sec): 3 clusters Score: Raw -70166.747505 + Penalty 1935.762091 = -68230.985414 nChanged 64 SP:Iteration 2F (8.747290 sec): 3 clusters Score: Raw -70219.660631 + Penalty 1936.474103 = -68283.186528 nChanged 38 SP:Iteration 3F (8.748662 sec): 3 clusters Score: Raw -70250.315731 + Penalty 1938.332081 = -68311.983650 nChanged 35 SP:Iteration 4F (8.750059 sec): 3 clusters Score: Raw -70278.375361 + Penalty 1939.532535 = -68338.842826 nChanged 30 SP:Iteration 5Q (8.751442 sec): 3 clusters Score: Raw -70296.107562 + Penalty 1941.033979 = -68355.073583 nChanged 28 SP:Iteration 6Q (8.752850 sec): 3 clusters Score: Raw -70307.364010 + Penalty 1943.305025 = -68364.058986 nChanged 39 SP:Iteration 7F (8.754255 sec): 3 clusters Score: Raw -70321.447458 + Penalty 1942.952744 = -68378.494714 nChanged 33 SP:Iteration 8Q (8.755673 sec): 3 clusters Score: Raw -70332.820195 + Penalty 1937.439010 = -68395.381186 nChanged 27 SP:Iteration 9Q (8.757089 sec): 3 clusters Score: Raw -70334.793833 + Penalty 1928.753316 = -68406.040517 nChanged 30 SP:Iteration 10F (8.758507 sec): 3 clusters Score: Raw -70341.895351 + Penalty 1922.960000 = -68418.935351 nChanged 33 SP:Iteration 11Q (8.759842 sec): 3 clusters Score: Raw -70350.869628 + Penalty 1924.498579 = -68426.371049 nChanged 28 SP:Iteration 12Q (8.761064 sec): 3 clusters Score: Raw -70352.489773 + Penalty 1934.436482 = -68418.053290 nChanged 17 SP:Iteration 13F (8.762429 sec): 3 clusters Score: Raw -70354.615232 + Penalty 1876.061519 = -68478.553713 nChanged 8 SP:Iteration 14Q (8.763557 sec): 3 clusters Score: Raw -70359.930503 + Penalty 967.573724 = -69392.356779 nChanged 2 SP:Iteration 15Q (8.764633 sec): 2 clusters Score: Raw -70363.536602 + Penalty 967.573724 = -69395.962878 nChanged 0 SP:Iteration 16F (8.765683 sec): 2 clusters Score: Raw -70363.536602 + Penalty 967.573724 = -69395.962878 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 44 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.768302 sec): 2 clusters Score: Raw -61781.872302 + Penalty 805.851395 = -60976.020907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.769802 sec): 3 clusters Score: Raw -61400.980792 + Penalty 1595.921059 = -59805.059733 nChanged 257 SP:Iteration 1F (8.771259 sec): 3 clusters Score: Raw -61632.961550 + Penalty 1569.010585 = -60063.950965 nChanged 82 SP:Iteration 2F (8.772704 sec): 3 clusters Score: Raw -61675.265724 + Penalty 1554.376309 = -60120.889415 nChanged 28 SP:Iteration 3Q (8.774143 sec): 3 clusters Score: Raw -61681.665609 + Penalty 1543.099644 = -60138.565964 nChanged 22 SP:Iteration 4Q (8.775509 sec): 3 clusters Score: Raw -61691.242560 + Penalty 1535.389755 = -60155.852805 nChanged 32 SP:Iteration 5Q (8.776860 sec): 3 clusters Score: Raw -61709.172156 + Penalty 1546.665659 = -60162.506497 nChanged 33 SP:Iteration 6Q (8.778205 sec): 3 clusters Score: Raw -61744.366609 + Penalty 1573.537922 = -60170.828687 nChanged 27 SP:Iteration 7Q (8.779501 sec): 3 clusters Score: Raw -61770.104673 + Penalty 1632.801963 = -60137.302710 nChanged 11 SP:Iteration 8F (8.780850 sec): 3 clusters Score: Raw -61780.051117 + Penalty 805.851395 = -60974.199722 nChanged 1 SP:Iteration 9Q (8.781913 sec): 2 clusters Score: Raw -61781.872302 + Penalty 805.851395 = -60976.020907 nChanged 0 SP:Iteration 10F (8.782964 sec): 2 clusters Score: Raw -61781.872302 + Penalty 805.851395 = -60976.020907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 45 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.786167 sec): 2 clusters Score: Raw -54658.537658 + Penalty 808.624426 = -53849.913232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.787433 sec): 3 clusters Score: Raw -54341.403056 + Penalty 1629.491307 = -52711.911749 nChanged 216 SP:Iteration 1F (8.788652 sec): 3 clusters Score: Raw -54657.661649 + Penalty 1628.695205 = -53028.966444 nChanged 90 SP:Iteration 2F (8.789868 sec): 3 clusters Score: Raw -54823.344623 + Penalty 1620.810303 = -53202.534320 nChanged 61 SP:Iteration 3F (8.791084 sec): 3 clusters Score: Raw -54911.039396 + Penalty 1617.522398 = -53293.516998 nChanged 27 SP:Iteration 4Q (8.792241 sec): 3 clusters Score: Raw -54934.974251 + Penalty 1617.526111 = -53317.448140 nChanged 12 SP:Iteration 5Q (8.793544 sec): 3 clusters Score: Raw -54947.405764 + Penalty 1618.653875 = -53328.751889 nChanged 6 SP:Iteration 6Q (8.794688 sec): 3 clusters Score: Raw -54952.632565 + Penalty 1618.930594 = -53333.701971 nChanged 3 SP:Iteration 7Q (8.795833 sec): 3 clusters Score: Raw -54959.741698 + Penalty 1619.166007 = -53340.575691 nChanged 5 SP:Iteration 8Q (8.796976 sec): 3 clusters Score: Raw -54964.005904 + Penalty 1619.683848 = -53344.322056 nChanged 2 SP:Iteration 9Q (8.798115 sec): 3 clusters Score: Raw -54966.023618 + Penalty 1620.198288 = -53345.825329 nChanged 4 SP:Iteration 10F (8.799332 sec): 3 clusters Score: Raw -54969.807162 + Penalty 1619.888717 = -53349.918445 nChanged 1 SP:Iteration 11Q (8.800473 sec): 3 clusters Score: Raw -54969.770442 + Penalty 1619.633920 = -53350.136522 nChanged 1 SP:Iteration 12Q (8.801719 sec): 3 clusters Score: Raw -54969.897526 + Penalty 1619.363260 = -53350.534266 nChanged 1 SP:Iteration 13Q (8.802864 sec): 3 clusters Score: Raw -54969.787929 + Penalty 1619.077581 = -53350.710349 nChanged 1 SP:Iteration 14Q (8.804025 sec): 3 clusters Score: Raw -54970.086028 + Penalty 1619.077581 = -53351.008447 nChanged 0 SP:Iteration 15F (8.805286 sec): 3 clusters Score: Raw -54970.086028 + Penalty 1619.077581 = -53351.008447 nChanged 0 Memory request: 0.01 GB would take us to total of 0.10 GB. Trying to split cluster 114 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.807756 sec): 2 clusters Score: Raw -61298.799361 + Penalty 606.398954 = -60692.400407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.809262 sec): 3 clusters Score: Raw -60828.902656 + Penalty 1214.723921 = -59614.178735 nChanged 319 SP:Iteration 1F (8.810742 sec): 3 clusters Score: Raw -61259.071263 + Penalty 1204.908450 = -60054.162813 nChanged 124 SP:Iteration 2F (8.812239 sec): 3 clusters Score: Raw -61336.206121 + Penalty 1204.767423 = -60131.438698 nChanged 34 SP:Iteration 3Q (8.813771 sec): 3 clusters Score: Raw -61346.231746 + Penalty 1208.612674 = -60137.619072 nChanged 15 SP:Iteration 4Q (8.815306 sec): 3 clusters Score: Raw -61350.406042 + Penalty 1213.926832 = -60136.479210 nChanged 9 SP:Iteration 5F (8.816822 sec): 3 clusters Score: Raw -61353.522550 + Penalty 1216.896937 = -60136.625613 nChanged 4 SP:Iteration 6Q (8.818251 sec): 3 clusters Score: Raw -61355.076505 + Penalty 1220.518022 = -60134.558483 nChanged 5 SP:Iteration 7F (8.819743 sec): 3 clusters Score: Raw -61356.933243 + Penalty 1222.641784 = -60134.291460 nChanged 3 SP:Iteration 8F (8.821251 sec): 3 clusters Score: Raw -61358.251058 + Penalty 1228.161201 = -60130.089857 nChanged 8 SP:Iteration 9F (8.822740 sec): 3 clusters Score: Raw -61362.342102 + Penalty 1233.614158 = -60128.727944 nChanged 8 SP:Iteration 10F (8.824217 sec): 3 clusters Score: Raw -61366.039541 + Penalty 1238.055342 = -60127.984199 nChanged 7 SP:Iteration 11F (8.825687 sec): 3 clusters Score: Raw -61369.256354 + Penalty 1241.419056 = -60127.837299 nChanged 5 SP:Iteration 12F (8.827144 sec): 3 clusters Score: Raw -61371.344988 + Penalty 1243.218160 = -60128.126827 nChanged 3 SP:Iteration 13Q (8.828548 sec): 3 clusters Score: Raw -61372.531987 + Penalty 1248.353397 = -60124.178590 nChanged 8 SP:Iteration 14F (8.830044 sec): 3 clusters Score: Raw -61376.491230 + Penalty 1253.918292 = -60122.572938 nChanged 9 SP:Iteration 15F (8.831513 sec): 3 clusters Score: Raw -61380.910000 + Penalty 1259.337649 = -60121.572352 nChanged 9 SP:Iteration 16F (8.832987 sec): 3 clusters Score: Raw -61385.539453 + Penalty 1266.115345 = -60119.424108 nChanged 11 SP:Iteration 17F (8.834455 sec): 3 clusters Score: Raw -61394.943059 + Penalty 1271.811169 = -60123.131891 nChanged 11 SP:Iteration 18Q (8.835941 sec): 3 clusters Score: Raw -61403.419286 + Penalty 1276.633533 = -60126.785753 nChanged 11 SP:Iteration 19Q (8.837418 sec): 3 clusters Score: Raw -61412.435952 + Penalty 1279.991092 = -60132.444860 nChanged 10 SP:Iteration 20F (8.838955 sec): 3 clusters Score: Raw -61419.042437 + Penalty 1282.430425 = -60136.612012 nChanged 5 SP:Iteration 21Q (8.840388 sec): 3 clusters Score: Raw -61421.825469 + Penalty 1284.999978 = -60136.825491 nChanged 5 SP:Iteration 22Q (8.841822 sec): 3 clusters Score: Raw -61424.762313 + Penalty 1287.210667 = -60137.551646 nChanged 4 SP:Iteration 23Q (8.843244 sec): 3 clusters Score: Raw -61425.902703 + Penalty 1288.367590 = -60137.535113 nChanged 3 SP:Iteration 24F (8.844752 sec): 3 clusters Score: Raw -61426.889843 + Penalty 1289.158030 = -60137.731813 nChanged 3 SP:Iteration 25Q (8.846109 sec): 3 clusters Score: Raw -61429.077105 + Penalty 1289.893576 = -60139.183530 nChanged 3 SP:Iteration 26Q (8.847512 sec): 3 clusters Score: Raw -61431.604425 + Penalty 1291.436862 = -60140.167563 nChanged 3 SP:Iteration 27Q (8.848924 sec): 3 clusters Score: Raw -61433.312002 + Penalty 1293.271250 = -60140.040751 nChanged 3 SP:Iteration 28F (8.850464 sec): 3 clusters Score: Raw -61435.129337 + Penalty 1296.630053 = -60138.499284 nChanged 6 SP:Iteration 29F (8.852025 sec): 3 clusters Score: Raw -61440.165776 + Penalty 1298.012148 = -60142.153628 nChanged 4 SP:Iteration 30F (8.853570 sec): 3 clusters Score: Raw -61443.345453 + Penalty 1298.694578 = -60144.650875 nChanged 2 SP:Iteration 31Q (8.854953 sec): 3 clusters Score: Raw -61444.465945 + Penalty 1298.694578 = -60145.771367 nChanged 0 SP:Iteration 32F (8.856420 sec): 3 clusters Score: Raw -61444.465945 + Penalty 1298.694578 = -60145.771367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 122 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.857044 sec): 2 clusters Score: Raw -3274.803820 + Penalty 358.531537 = -2916.272283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.857372 sec): 3 clusters Score: Raw -3359.109301 + Penalty 710.412619 = -2648.696682 nChanged 5 SP:Iteration 1F (8.857697 sec): 3 clusters Score: Raw -3391.541754 + Penalty 714.247063 = -2677.294692 nChanged 3 SP:Iteration 2Q (8.858001 sec): 3 clusters Score: Raw -3411.892871 + Penalty 714.021529 = -2697.871342 nChanged 2 SP:Iteration 3Q (8.858301 sec): 3 clusters Score: Raw -3426.843962 + Penalty 720.445159 = -2706.398802 nChanged 1 SP:Iteration 4Q (8.858601 sec): 3 clusters Score: Raw -3442.707375 + Penalty 720.445159 = -2722.262216 nChanged 0 SP:Iteration 5F (8.858918 sec): 3 clusters Score: Raw -3442.707375 + Penalty 720.445159 = -2722.262216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 147 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.860041 sec): 2 clusters Score: Raw -20379.469825 + Penalty 369.267949 = -20010.201875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.860726 sec): 3 clusters Score: Raw -20234.526943 + Penalty 731.100038 = -19503.426906 nChanged 98 SP:Iteration 1F (8.861392 sec): 3 clusters Score: Raw -20332.727899 + Penalty 777.184670 = -19555.543229 nChanged 27 SP:Iteration 2F (8.862060 sec): 3 clusters Score: Raw -20368.094730 + Penalty 369.267949 = -19998.826781 nChanged 10 SP:Iteration 3Q (8.862590 sec): 2 clusters Score: Raw -20379.469825 + Penalty 369.267949 = -20010.201875 nChanged 0 SP:Iteration 4F (8.863119 sec): 2 clusters Score: Raw -20379.469825 + Penalty 369.267949 = -20010.201875 nChanged 0 Time taken for this iteration:8.601650 seconds. 300->17 Clusters: Score -803982.884745, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 85 (time per iteration =104.425059 ms) Total iterations: 690 (time per iteration =12.863957 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 679787500.000000 (time per metric unit =13.057213ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 16994687500.000000 (time per metric unit=522.288509ps) That took 8.876130 seconds. FileBase PeterP-2013-09-03_dataset1 ElecNo 23 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.22 and 0.32 GB of RAM. Memory request: 0.11 GB would take us to total of 0.11 GB. ---------------------------------------------------------- Loaded 23340 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 23340 points ------ Starting initial clusters from distinct float masks Not enough masks (206) to generate starting clusters (300), so starting with (207) clusters instead. Assigned 207 initial classes from 206 unique masks. Deleting Class 111 (6 points): Lose 57.061475 but Gain 1591.577165 Iteration 0F (2.918273 sec): 206 clusters Score: Raw -1922704.803432 + Penalty 192048.423827 = -1730656.379605 nChanged 8134 Deleting Class 45 (3 points): Lose 25.065733 but Gain 1558.704623 Iteration 1F (4.977043 sec): 188 clusters Score: Raw -1941775.974654 + Penalty 187392.169669 = -1754383.804985 nChanged 3239 Deleting Class 147 (4 points): Lose 44.309862 but Gain 1571.541478 Iteration 2F (6.943165 sec): 182 clusters Score: Raw -1946368.830841 + Penalty 185253.009392 = -1761115.821449 nChanged 2411 Deleting Class 171 (1 points): Lose 5.236160 but Gain 1496.004692 Iteration 3F (8.884064 sec): 179 clusters Score: Raw -1948884.286095 + Penalty 182467.362408 = -1766416.923687 nChanged 2299 Deleting Class 189 (5 points): Lose 53.651791 but Gain 1515.877395 Iteration 4F (10.810014 sec): 176 clusters Score: Raw -1951304.926757 + Penalty 179735.721095 = -1771569.205661 nChanged 1989 Deleting Class 176 (6 points): Lose 47.917993 but Gain 1506.304513 Iteration 5F (12.695987 sec): 174 clusters Score: Raw -1953166.809967 + Penalty 177412.838232 = -1775753.971734 nChanged 1463 Deleting Class 154 (4 points): Lose 28.920145 but Gain 1486.087160 Iteration 6F (14.558700 sec): 172 clusters Score: Raw -1954350.571621 + Penalty 173499.804554 = -1780850.767068 nChanged 1024 Deleting Class 125 (3 points): Lose 38.085709 but Gain 1495.103842 Iteration 7Q (14.776708 sec): 169 clusters Score: Raw -1955063.951161 + Penalty 171969.125208 = -1783094.825953 nChanged 720 Deleting Class 150 (4 points): Lose 32.998782 but Gain 1480.064876 Iteration 8Q (14.963847 sec): 168 clusters Score: Raw -1955478.561168 + Penalty 169395.888926 = -1786082.672242 nChanged 513 Deleting Class 103 (4 points): Lose 39.629073 but Gain 1482.879762 Iteration 9Q (15.130868 sec): 166 clusters Score: Raw -1955753.534822 + Penalty 166160.030356 = -1789593.504466 nChanged 362 Deleting Class 141 (2 points): Lose 7.381568 but Gain 1421.457615 Iteration 10F (16.885838 sec): 163 clusters Score: Raw -1955937.474495 + Penalty 163864.320975 = -1792073.153520 nChanged 279 Deleting Class 115 (5 points): Lose 28.582145 but Gain 1425.138201 Iteration 11Q (17.028118 sec): 161 clusters Score: Raw -1956039.746766 + Penalty 162453.530880 = -1793586.215886 nChanged 210 Deleting Class 54 (35 points): Lose 185.689743 but Gain 1572.276300 Iteration 12Q (17.163351 sec): 160 clusters Score: Raw -1955976.000647 + Penalty 160923.023482 = -1795052.977166 nChanged 193 Deleting Class 173 (1 points): Lose 3.773850 but Gain 1375.229546 Iteration 13Q (17.295693 sec): 159 clusters Score: Raw -1956121.240193 + Penalty 159778.990829 = -1796342.249364 nChanged 124 Deleting Class 85 (17 points): Lose 181.724222 but Gain 1538.991373 Iteration 14Q (17.422721 sec): 158 clusters Score: Raw -1956009.222004 + Penalty 158313.887300 = -1797695.334704 nChanged 102 Deleting Class 139 (4 points): Lose 23.420404 but Gain 1380.464362 Iteration 15Q (17.549215 sec): 157 clusters Score: Raw -1956089.268270 + Penalty 157020.960076 = -1799068.308194 nChanged 74 Deleting Class 108 (2 points): Lose 87.908183 but Gain 1443.166873 Iteration 16Q (17.668448 sec): 156 clusters Score: Raw -1956054.897574 + Penalty 155594.060864 = -1800460.836709 nChanged 52 Deleting Class 87 (22 points): Lose 100.276067 but Gain 1435.277651 Iteration 17Q (17.785739 sec): 155 clusters Score: Raw -1956009.571789 + Penalty 154203.166007 = -1801806.405782 nChanged 56 Deleting Class 169 (5 points): Lose 79.725133 but Gain 1401.034126 Iteration 18Q (17.902846 sec): 154 clusters Score: Raw -1955983.473049 + Penalty 152845.601277 = -1803137.871772 nChanged 29 Deleting Class 51 (31 points): Lose 152.968233 but Gain 1472.674519 Iteration 19Q (18.015744 sec): 153 clusters Score: Raw -1955876.999388 + Penalty 151443.086532 = -1804433.912856 nChanged 53 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1955876.999388 + Penalty 151443.086532 = -1804433.912856Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.100443 sec): 2 clusters Score: Raw -42244.255465 + Penalty 50.445160 = -42193.810305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.101503 sec): 3 clusters Score: Raw -41927.355541 + Penalty 103.463579 = -41823.891962 nChanged 219 SP:Iteration 1F (18.102540 sec): 3 clusters Score: Raw -42102.961390 + Penalty 99.770345 = -42003.191045 nChanged 53 SP:Iteration 2F (18.103680 sec): 3 clusters Score: Raw -42150.926691 + Penalty 97.802871 = -42053.123820 nChanged 28 SP:Iteration 3F (18.104744 sec): 3 clusters Score: Raw -42166.000840 + Penalty 95.234288 = -42070.766552 nChanged 12 SP:Iteration 4Q (18.105802 sec): 3 clusters Score: Raw -42168.801142 + Penalty 95.385290 = -42073.415852 nChanged 10 SP:Iteration 5Q (18.106854 sec): 3 clusters Score: Raw -42170.294057 + Penalty 95.599012 = -42074.695046 nChanged 10 SP:Iteration 6Q (18.107903 sec): 3 clusters Score: Raw -42169.914071 + Penalty 95.886099 = -42074.027972 nChanged 8 SP:Iteration 7F (18.108944 sec): 3 clusters Score: Raw -42169.231093 + Penalty 94.800575 = -42074.430518 nChanged 12 SP:Iteration 8Q (18.109917 sec): 3 clusters Score: Raw -42168.442549 + Penalty 94.595293 = -42073.847256 nChanged 15 SP:Iteration 9F (18.110933 sec): 3 clusters Score: Raw -42171.258670 + Penalty 93.932288 = -42077.326382 nChanged 22 SP:Iteration 10F (18.111926 sec): 3 clusters Score: Raw -42185.140815 + Penalty 89.755751 = -42095.385063 nChanged 35 SP:Iteration 11F (18.112876 sec): 3 clusters Score: Raw -42234.653445 + Penalty 50.445160 = -42184.208286 nChanged 8 SP:Iteration 12Q (18.113680 sec): 2 clusters Score: Raw -42244.255465 + Penalty 50.445160 = -42193.810305 nChanged 0 SP:Iteration 13F (18.114477 sec): 2 clusters Score: Raw -42244.255465 + Penalty 50.445160 = -42193.810305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.115479 sec): 2 clusters Score: Raw -18610.594245 + Penalty 416.137245 = -18194.457000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.116068 sec): 3 clusters Score: Raw -18537.499586 + Penalty 832.577286 = -17704.922300 nChanged 54 SP:Iteration 1F (18.116675 sec): 3 clusters Score: Raw -18586.697085 + Penalty 831.892416 = -17754.804669 nChanged 13 SP:Iteration 2F (18.117268 sec): 3 clusters Score: Raw -18600.553377 + Penalty 831.100571 = -17769.452805 nChanged 5 SP:Iteration 3Q (18.117882 sec): 3 clusters Score: Raw -18605.946919 + Penalty 831.062646 = -17774.884273 nChanged 2 SP:Iteration 4Q (18.118462 sec): 3 clusters Score: Raw -18607.400982 + Penalty 831.062646 = -17776.338336 nChanged 0 SP:Iteration 5F (18.119053 sec): 3 clusters Score: Raw -18607.400982 + Penalty 831.062646 = -17776.338336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.119548 sec): 2 clusters Score: Raw -1107.320885 + Penalty 190.571945 = -916.748940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.119780 sec): 3 clusters Score: Raw -1099.604858 + Penalty 381.143890 = -718.460968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.120576 sec): 2 clusters Score: Raw -12264.452123 + Penalty 551.581232 = -11712.870891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.121031 sec): 3 clusters Score: Raw -12261.140085 + Penalty 1111.641999 = -11149.498086 nChanged 15 SP:Iteration 1F (18.121476 sec): 3 clusters Score: Raw -12290.211418 + Penalty 1111.355920 = -11178.855498 nChanged 3 SP:Iteration 2Q (18.121911 sec): 3 clusters Score: Raw -12301.088070 + Penalty 1110.586832 = -11190.501238 nChanged 1 SP:Iteration 3Q (18.122342 sec): 3 clusters Score: Raw -12303.367484 + Penalty 1110.586832 = -11192.780653 nChanged 0 SP:Iteration 4F (18.122785 sec): 3 clusters Score: Raw -12303.367484 + Penalty 1110.586832 = -11192.780653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 5 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.123597 sec): 2 clusters Score: Raw -13391.680049 + Penalty 676.456255 = -12715.223794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.124060 sec): 3 clusters Score: Raw -13393.947386 + Penalty 1352.126349 = -12041.821037 nChanged 10 SP:Iteration 1F (18.124515 sec): 3 clusters Score: Raw -13423.697304 + Penalty 1352.142041 = -12071.555263 nChanged 4 SP:Iteration 2Q (18.124961 sec): 3 clusters Score: Raw -13437.026742 + Penalty 1352.053765 = -12084.972977 nChanged 1 SP:Iteration 3Q (18.125403 sec): 3 clusters Score: Raw -13439.964080 + Penalty 1351.709631 = -12088.254449 nChanged 2 SP:Iteration 4Q (18.125845 sec): 3 clusters Score: Raw -13446.366316 + Penalty 1351.709631 = -12094.656685 nChanged 0 SP:Iteration 5F (18.126298 sec): 3 clusters Score: Raw -13446.366316 + Penalty 1351.709631 = -12094.656685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.127178 sec): 2 clusters Score: Raw -15757.099978 + Penalty 64.607012 = -15692.492967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.127718 sec): 3 clusters Score: Raw -15622.016641 + Penalty 135.123589 = -15486.893052 nChanged 75 SP:Iteration 1F (18.128219 sec): 3 clusters Score: Raw -15685.578283 + Penalty 155.761805 = -15529.816479 nChanged 35 SP:Iteration 2F (18.128737 sec): 3 clusters Score: Raw -15738.544724 + Penalty 64.607012 = -15673.937712 nChanged 15 SP:Iteration 3F (18.129154 sec): 2 clusters Score: Raw -15757.099978 + Penalty 64.607012 = -15692.492967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.129644 sec): 2 clusters Score: Raw -594.601298 + Penalty 80.725370 = -513.875929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.129861 sec): 3 clusters Score: Raw -592.029806 + Penalty 105.363315 = -486.666491 nChanged 1 SP:Iteration 1F (18.130066 sec): 3 clusters Score: Raw -591.958297 + Penalty 105.363315 = -486.594982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 8 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.130560 sec): 2 clusters Score: Raw -756.979933 + Penalty 211.583649 = -545.396285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.130783 sec): 3 clusters Score: Raw -747.891611 + Penalty 430.315895 = -317.575717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.131237 sec): 2 clusters Score: Raw -329.791387 + Penalty 20.647608 = -309.143779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.131431 sec): 3 clusters Score: Raw -329.710906 + Penalty 42.695831 = -287.015075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.131937 sec): 2 clusters Score: Raw -1827.728085 + Penalty 141.542347 = -1686.185738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.132183 sec): 3 clusters Score: Raw -1826.225196 + Penalty 308.428200 = -1517.796996 nChanged 2 SP:Iteration 1F (18.132423 sec): 3 clusters Score: Raw -1828.198040 + Penalty 325.643576 = -1502.554464 nChanged 1 SP:Iteration 2F (18.132663 sec): 3 clusters Score: Raw -1829.842646 + Penalty 325.643576 = -1504.199070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.133427 sec): 2 clusters Score: Raw -10439.686757 + Penalty 291.507986 = -10148.178771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.133849 sec): 3 clusters Score: Raw -10390.516580 + Penalty 583.931186 = -9806.585395 nChanged 32 SP:Iteration 1F (18.134265 sec): 3 clusters Score: Raw -10421.633499 + Penalty 593.603212 = -9828.030287 nChanged 11 SP:Iteration 2F (18.134703 sec): 3 clusters Score: Raw -10432.462350 + Penalty 605.607503 = -9826.854847 nChanged 6 SP:Iteration 3F (18.135117 sec): 3 clusters Score: Raw -10438.607643 + Penalty 619.308802 = -9819.298841 nChanged 3 SP:Iteration 4F (18.135534 sec): 3 clusters Score: Raw -10440.565370 + Penalty 631.046257 = -9809.519113 nChanged 4 SP:Iteration 5F (18.135951 sec): 3 clusters Score: Raw -10444.390846 + Penalty 650.299504 = -9794.091342 nChanged 2 SP:Iteration 6F (18.136366 sec): 3 clusters Score: Raw -10446.499874 + Penalty 653.133168 = -9793.366706 nChanged 1 SP:Iteration 7F (18.136785 sec): 3 clusters Score: Raw -10447.347557 + Penalty 656.091607 = -9791.255950 nChanged 1 SP:Iteration 8F (18.137200 sec): 3 clusters Score: Raw -10448.714915 + Penalty 656.091607 = -9792.623308 nChanged 0 Memory request: 0.07 GB would take us to total of 0.28 GB. Trying to split cluster 12 (14733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.204177 sec): 2 clusters Score: Raw -1238085.999760 + Penalty 244.862552 = -1237841.137208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.232405 sec): 3 clusters Score: Raw -1228109.462131 + Penalty 508.214596 = -1227601.247534 nChanged 6997 SP:Iteration 1F (18.260962 sec): 3 clusters Score: Raw -1233007.174234 + Penalty 549.178942 = -1232457.995292 nChanged 2730 SP:Iteration 2F (18.288570 sec): 3 clusters Score: Raw -1236309.430193 + Penalty 711.893958 = -1235597.536235 nChanged 1337 SP:Iteration 3F (18.316358 sec): 3 clusters Score: Raw -1237887.853470 + Penalty 719.933521 = -1237167.919948 nChanged 148 SP:Iteration 4Q (18.338812 sec): 3 clusters Score: Raw -1238024.280800 + Penalty 718.483949 = -1237305.796851 nChanged 49 SP:Iteration 5Q (18.361448 sec): 3 clusters Score: Raw -1238065.258368 + Penalty 735.125090 = -1237330.133278 nChanged 22 SP:Iteration 6Q (18.382470 sec): 3 clusters Score: Raw -1238081.156155 + Penalty 750.187073 = -1237330.969082 nChanged 12 SP:Iteration 7Q (18.403154 sec): 3 clusters Score: Raw -1238086.552984 + Penalty 759.839887 = -1237326.713097 nChanged 6 SP:Iteration 8F (18.430621 sec): 3 clusters Score: Raw -1238089.104630 + Penalty 760.566096 = -1237328.538534 nChanged 6 SP:Iteration 9Q (18.452017 sec): 3 clusters Score: Raw -1238094.320853 + Penalty 761.526933 = -1237332.793919 nChanged 6 SP:Iteration 10F (18.479849 sec): 3 clusters Score: Raw -1238103.074486 + Penalty 760.157038 = -1237342.917447 nChanged 2 SP:Iteration 11Q (18.500324 sec): 3 clusters Score: Raw -1238104.157418 + Penalty 752.669268 = -1237351.488150 nChanged 3 SP:Iteration 12Q (18.521408 sec): 3 clusters Score: Raw -1238105.854272 + Penalty 789.487358 = -1237316.366914 nChanged 3 SP:Iteration 13F (18.548816 sec): 3 clusters Score: Raw -1238107.772938 + Penalty 797.111854 = -1237310.661084 nChanged 1 SP:Iteration 14F (18.577689 sec): 3 clusters Score: Raw -1238108.654834 + Penalty 783.366036 = -1237325.288798 nChanged 1 SP:Iteration 15Q (18.599455 sec): 3 clusters Score: Raw -1238109.406264 + Penalty 783.366036 = -1237326.040229 nChanged 0 SP:Iteration 16F (18.627108 sec): 3 clusters Score: Raw -1238109.406264 + Penalty 783.366036 = -1237326.040229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.635394 sec): 2 clusters Score: Raw -24783.525059 + Penalty 474.573795 = -24308.951265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.636103 sec): 3 clusters Score: Raw -24666.721124 + Penalty 950.457859 = -23716.263265 nChanged 67 SP:Iteration 1F (18.636864 sec): 3 clusters Score: Raw -24732.281768 + Penalty 950.591705 = -23781.690062 nChanged 24 SP:Iteration 2F (18.637593 sec): 3 clusters Score: Raw -24766.463210 + Penalty 949.650784 = -23816.812426 nChanged 8 SP:Iteration 3Q (18.638306 sec): 3 clusters Score: Raw -24776.914475 + Penalty 949.408109 = -23827.506366 nChanged 9 SP:Iteration 4Q (18.639011 sec): 3 clusters Score: Raw -24789.260180 + Penalty 951.987870 = -23837.272310 nChanged 8 SP:Iteration 5Q (18.639711 sec): 3 clusters Score: Raw -24796.869137 + Penalty 952.815693 = -23844.053443 nChanged 7 SP:Iteration 6Q (18.640388 sec): 3 clusters Score: Raw -24800.365814 + Penalty 954.345256 = -23846.020558 nChanged 4 SP:Iteration 7Q (18.641057 sec): 3 clusters Score: Raw -24802.494118 + Penalty 959.413489 = -23843.080629 nChanged 6 SP:Iteration 8F (18.641732 sec): 3 clusters Score: Raw -24807.049678 + Penalty 958.110228 = -23848.939450 nChanged 3 SP:Iteration 9Q (18.642382 sec): 3 clusters Score: Raw -24808.267713 + Penalty 956.769802 = -23851.497911 nChanged 1 SP:Iteration 10F (18.643061 sec): 3 clusters Score: Raw -24809.565679 + Penalty 956.217718 = -23853.347961 nChanged 1 SP:Iteration 11Q (18.643709 sec): 3 clusters Score: Raw -24810.085305 + Penalty 956.217718 = -23853.867587 nChanged 0 SP:Iteration 12F (18.644384 sec): 3 clusters Score: Raw -24810.085305 + Penalty 956.217718 = -23853.867587 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.646562 sec): 2 clusters Score: Raw -51870.185979 + Penalty 591.246803 = -51278.939176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.647776 sec): 3 clusters Score: Raw -51613.238967 + Penalty 1179.269989 = -50433.968977 nChanged 187 SP:Iteration 1F (18.648968 sec): 3 clusters Score: Raw -51761.918804 + Penalty 1178.443021 = -50583.475783 nChanged 47 SP:Iteration 2F (18.650178 sec): 3 clusters Score: Raw -51798.014517 + Penalty 1177.300923 = -50620.713594 nChanged 28 SP:Iteration 3F (18.651376 sec): 3 clusters Score: Raw -51825.733446 + Penalty 1177.010927 = -50648.722519 nChanged 18 SP:Iteration 4Q (18.652560 sec): 3 clusters Score: Raw -51840.146905 + Penalty 1177.233759 = -50662.913146 nChanged 13 SP:Iteration 5Q (18.653739 sec): 3 clusters Score: Raw -51851.810181 + Penalty 1178.523979 = -50673.286201 nChanged 19 SP:Iteration 6Q (18.654940 sec): 3 clusters Score: Raw -51866.574040 + Penalty 1181.091099 = -50685.482941 nChanged 15 SP:Iteration 7Q (18.656240 sec): 3 clusters Score: Raw -51882.678008 + Penalty 1182.609410 = -50700.068597 nChanged 15 SP:Iteration 8Q (18.657412 sec): 3 clusters Score: Raw -51906.815228 + Penalty 1184.072163 = -50722.743065 nChanged 14 SP:Iteration 9Q (18.658575 sec): 3 clusters Score: Raw -51922.020367 + Penalty 1183.940231 = -50738.080136 nChanged 16 SP:Iteration 10F (18.659763 sec): 3 clusters Score: Raw -51935.309598 + Penalty 1184.371010 = -50750.938588 nChanged 10 SP:Iteration 11Q (18.660933 sec): 3 clusters Score: Raw -51941.438819 + Penalty 1184.766082 = -50756.672737 nChanged 6 SP:Iteration 12Q (18.662080 sec): 3 clusters Score: Raw -51944.610748 + Penalty 1185.031331 = -50759.579416 nChanged 3 SP:Iteration 13Q (18.663217 sec): 3 clusters Score: Raw -51945.625281 + Penalty 1185.031331 = -50760.593950 nChanged 0 SP:Iteration 14F (18.664448 sec): 3 clusters Score: Raw -51945.625281 + Penalty 1185.031331 = -50760.593950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 15 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.665433 sec): 2 clusters Score: Raw -1565.283745 + Penalty 355.748646 = -1209.535099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.665670 sec): 3 clusters Score: Raw -1579.404368 + Penalty 711.497292 = -867.907077 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.666438 sec): 2 clusters Score: Raw -265.518236 + Penalty 70.274354 = -195.243882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.666649 sec): 3 clusters Score: Raw -260.527742 + Penalty 143.937262 = -116.590480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.667646 sec): 2 clusters Score: Raw -8491.443226 + Penalty 306.247659 = -8185.195567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.668027 sec): 3 clusters Score: Raw -8467.223454 + Penalty 598.577578 = -7868.645875 nChanged 14 SP:Iteration 1F (18.668403 sec): 3 clusters Score: Raw -8480.702296 + Penalty 596.784569 = -7883.917727 nChanged 8 SP:Iteration 2F (18.668777 sec): 3 clusters Score: Raw -8490.099919 + Penalty 595.673520 = -7894.426399 nChanged 3 SP:Iteration 3Q (18.669150 sec): 3 clusters Score: Raw -8496.908917 + Penalty 595.673520 = -7901.235397 nChanged 0 SP:Iteration 4F (18.669524 sec): 3 clusters Score: Raw -8496.908917 + Penalty 595.673520 = -7901.235397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.670604 sec): 2 clusters Score: Raw -10311.424840 + Penalty 114.635951 = -10196.788889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.671076 sec): 3 clusters Score: Raw -10322.301789 + Penalty 400.969871 = -9921.331918 nChanged 48 SP:Iteration 1F (18.671535 sec): 3 clusters Score: Raw -10426.242293 + Penalty 458.054818 = -9968.187474 nChanged 5 SP:Iteration 2Q (18.671962 sec): 3 clusters Score: Raw -10439.978685 + Penalty 500.849921 = -9939.128764 nChanged 2 SP:Iteration 3F (18.672429 sec): 3 clusters Score: Raw -10446.649316 + Penalty 500.849921 = -9945.799395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.674568 sec): 2 clusters Score: Raw -43679.608933 + Penalty 368.198310 = -43311.410623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.675634 sec): 3 clusters Score: Raw -43413.916057 + Penalty 741.697616 = -42672.218441 nChanged 181 SP:Iteration 1F (18.676694 sec): 3 clusters Score: Raw -43554.960057 + Penalty 741.295003 = -42813.665053 nChanged 47 SP:Iteration 2F (18.677780 sec): 3 clusters Score: Raw -43590.210192 + Penalty 740.689230 = -42849.520962 nChanged 32 SP:Iteration 3F (18.678835 sec): 3 clusters Score: Raw -43610.038583 + Penalty 739.326326 = -42870.712258 nChanged 19 SP:Iteration 4Q (18.679868 sec): 3 clusters Score: Raw -43617.985062 + Penalty 738.707877 = -42879.277185 nChanged 9 SP:Iteration 5Q (18.680902 sec): 3 clusters Score: Raw -43625.793247 + Penalty 738.450332 = -42887.342915 nChanged 13 SP:Iteration 6Q (18.681937 sec): 3 clusters Score: Raw -43632.556513 + Penalty 737.915565 = -42894.640948 nChanged 8 SP:Iteration 7Q (18.682967 sec): 3 clusters Score: Raw -43636.289782 + Penalty 737.489413 = -42898.800368 nChanged 10 SP:Iteration 8Q (18.683995 sec): 3 clusters Score: Raw -43638.819425 + Penalty 737.494877 = -42901.324548 nChanged 6 SP:Iteration 9Q (18.685024 sec): 3 clusters Score: Raw -43642.053431 + Penalty 737.529155 = -42904.524276 nChanged 2 SP:Iteration 10F (18.686076 sec): 3 clusters Score: Raw -43642.348887 + Penalty 737.529155 = -42904.819732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.687026 sec): 2 clusters Score: Raw -1853.511170 + Penalty 253.876444 = -1599.634726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.687290 sec): 3 clusters Score: Raw -1846.917919 + Penalty 504.515972 = -1342.401947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 21 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.688077 sec): 2 clusters Score: Raw -1635.703080 + Penalty 326.401597 = -1309.301483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.688316 sec): 3 clusters Score: Raw -1634.578491 + Penalty 653.787164 = -980.791327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.689204 sec): 2 clusters Score: Raw -5357.216324 + Penalty 348.875005 = -5008.341318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.689520 sec): 3 clusters Score: Raw -5339.947740 + Penalty 700.225813 = -4639.721927 nChanged 6 SP:Iteration 1F (18.689832 sec): 3 clusters Score: Raw -5347.682062 + Penalty 700.732868 = -4646.949195 nChanged 2 SP:Iteration 2Q (18.690142 sec): 3 clusters Score: Raw -5352.458573 + Penalty 700.540438 = -4651.918135 nChanged 2 SP:Iteration 3Q (18.690452 sec): 3 clusters Score: Raw -5355.152939 + Penalty 701.965658 = -4653.187281 nChanged 1 SP:Iteration 4Q (18.690766 sec): 3 clusters Score: Raw -5357.243303 + Penalty 705.847049 = -4651.396254 nChanged 2 SP:Iteration 5F (18.691075 sec): 3 clusters Score: Raw -5359.255065 + Penalty 707.128588 = -4652.126477 nChanged 1 SP:Iteration 6Q (18.691384 sec): 3 clusters Score: Raw -5360.464502 + Penalty 707.128588 = -4653.335914 nChanged 0 SP:Iteration 7F (18.691696 sec): 3 clusters Score: Raw -5360.464502 + Penalty 707.128588 = -4653.335914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.692736 sec): 2 clusters Score: Raw -9570.954235 + Penalty 659.620832 = -8911.333404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.693142 sec): 3 clusters Score: Raw -9633.022054 + Penalty 1318.838718 = -8314.183336 nChanged 9 SP:Iteration 1F (18.693544 sec): 3 clusters Score: Raw -9655.522527 + Penalty 1318.838718 = -8336.683810 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.704641 sec): 2 clusters Score: Raw -207454.446412 + Penalty 425.902522 = -207028.543890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.709084 sec): 3 clusters Score: Raw -206009.607603 + Penalty 852.808641 = -205156.798962 nChanged 1022 SP:Iteration 1F (18.713570 sec): 3 clusters Score: Raw -206608.567194 + Penalty 854.243576 = -205754.323618 nChanged 297 SP:Iteration 2F (18.717823 sec): 3 clusters Score: Raw -206805.882360 + Penalty 853.576033 = -205952.306328 nChanged 191 SP:Iteration 3F (18.722123 sec): 3 clusters Score: Raw -206951.741702 + Penalty 849.262030 = -206102.479672 nChanged 165 SP:Iteration 4F (18.726483 sec): 3 clusters Score: Raw -207093.057624 + Penalty 843.094811 = -206249.962813 nChanged 150 SP:Iteration 5F (18.730770 sec): 3 clusters Score: Raw -207202.595377 + Penalty 836.821090 = -206365.774287 nChanged 103 SP:Iteration 6Q (18.734966 sec): 3 clusters Score: Raw -207262.896731 + Penalty 831.073590 = -206431.823141 nChanged 60 SP:Iteration 7Q (18.739319 sec): 3 clusters Score: Raw -207295.430502 + Penalty 824.894795 = -206470.535707 nChanged 60 SP:Iteration 8Q (18.743662 sec): 3 clusters Score: Raw -207329.382504 + Penalty 819.110301 = -206510.272204 nChanged 49 SP:Iteration 9Q (18.747836 sec): 3 clusters Score: Raw -207350.399598 + Penalty 814.356853 = -206536.042745 nChanged 40 SP:Iteration 10F (18.752089 sec): 3 clusters Score: Raw -207366.785414 + Penalty 807.781659 = -206559.003755 nChanged 43 SP:Iteration 11Q (18.756325 sec): 3 clusters Score: Raw -207382.332919 + Penalty 801.899814 = -206580.433105 nChanged 35 SP:Iteration 12Q (18.760328 sec): 3 clusters Score: Raw -207397.026237 + Penalty 794.762248 = -206602.263990 nChanged 41 SP:Iteration 13Q (18.764432 sec): 3 clusters Score: Raw -207414.741846 + Penalty 790.331377 = -206624.410469 nChanged 33 SP:Iteration 14Q (18.768570 sec): 3 clusters Score: Raw -207427.169281 + Penalty 786.245632 = -206640.923649 nChanged 26 SP:Iteration 15Q (18.772699 sec): 3 clusters Score: Raw -207434.916518 + Penalty 782.710520 = -206652.205998 nChanged 20 SP:Iteration 16Q (18.777017 sec): 3 clusters Score: Raw -207440.658436 + Penalty 779.184887 = -206661.473549 nChanged 17 SP:Iteration 17Q (18.781002 sec): 3 clusters Score: Raw -207445.398027 + Penalty 776.485317 = -206668.912709 nChanged 17 SP:Iteration 18Q (18.784958 sec): 3 clusters Score: Raw -207448.837952 + Penalty 773.970099 = -206674.867852 nChanged 13 SP:Iteration 19Q (18.789014 sec): 3 clusters Score: Raw -207452.179899 + Penalty 772.018825 = -206680.161074 nChanged 12 SP:Iteration 20F (18.793330 sec): 3 clusters Score: Raw -207455.049150 + Penalty 768.442702 = -206686.606448 nChanged 13 SP:Iteration 21Q (18.797250 sec): 3 clusters Score: Raw -207459.058796 + Penalty 767.020310 = -206692.038486 nChanged 8 SP:Iteration 22Q (18.801193 sec): 3 clusters Score: Raw -207460.684309 + Penalty 764.486431 = -206696.197878 nChanged 7 SP:Iteration 23Q (18.805243 sec): 3 clusters Score: Raw -207463.321287 + Penalty 760.580670 = -206702.740618 nChanged 13 SP:Iteration 24Q (18.809396 sec): 3 clusters Score: Raw -207468.334584 + Penalty 758.217401 = -206710.117184 nChanged 7 SP:Iteration 25Q (18.813448 sec): 3 clusters Score: Raw -207469.604906 + Penalty 756.319452 = -206713.285454 nChanged 4 SP:Iteration 26Q (18.817466 sec): 3 clusters Score: Raw -207470.466359 + Penalty 754.301965 = -206716.164395 nChanged 6 SP:Iteration 27Q (18.821381 sec): 3 clusters Score: Raw -207471.947456 + Penalty 752.748199 = -206719.199257 nChanged 7 SP:Iteration 28Q (18.825341 sec): 3 clusters Score: Raw -207473.286400 + Penalty 750.836444 = -206722.449957 nChanged 9 SP:Iteration 29Q (18.829200 sec): 3 clusters Score: Raw -207475.295749 + Penalty 749.736995 = -206725.558755 nChanged 6 SP:Iteration 30F (18.833535 sec): 3 clusters Score: Raw -207476.436729 + Penalty 749.764379 = -206726.672350 nChanged 3 SP:Iteration 31Q (18.837398 sec): 3 clusters Score: Raw -207476.643907 + Penalty 749.764379 = -206726.879528 nChanged 0 SP:Iteration 32F (18.842142 sec): 3 clusters Score: Raw -207476.643907 + Penalty 749.764379 = -206726.879528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 25 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.844927 sec): 2 clusters Score: Raw -984.564942 + Penalty 288.084752 = -696.480190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.845177 sec): 3 clusters Score: Raw -978.555466 + Penalty 572.455237 = -406.100229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 26 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.845799 sec): 2 clusters Score: Raw -4422.366212 + Penalty 356.345522 = -4066.020691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.846103 sec): 3 clusters Score: Raw -4417.137369 + Penalty 712.845963 = -3704.291407 nChanged 1 SP:Iteration 1Q (18.846398 sec): 3 clusters Score: Raw -4418.716247 + Penalty 712.178508 = -3706.537739 nChanged 1 SP:Iteration 2Q (18.846689 sec): 3 clusters Score: Raw -4423.829836 + Penalty 712.178508 = -3711.651328 nChanged 0 SP:Iteration 3F (18.846982 sec): 3 clusters Score: Raw -4423.829836 + Penalty 712.178508 = -3711.651328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.847597 sec): 2 clusters Score: Raw -5131.444604 + Penalty 260.850041 = -4870.594563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.847912 sec): 3 clusters Score: Raw -5112.820268 + Penalty 516.720490 = -4596.099778 nChanged 7 SP:Iteration 1F (18.848221 sec): 3 clusters Score: Raw -5122.690627 + Penalty 518.202514 = -4604.488113 nChanged 3 SP:Iteration 2F (18.848531 sec): 3 clusters Score: Raw -5126.914113 + Penalty 518.202514 = -4608.711599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 29 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.849014 sec): 2 clusters Score: Raw -984.813255 + Penalty 318.354259 = -666.458996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.849240 sec): 3 clusters Score: Raw -996.048614 + Penalty 637.604564 = -358.444051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 30 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.849799 sec): 2 clusters Score: Raw -2660.976045 + Penalty 408.289962 = -2252.686083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.850057 sec): 3 clusters Score: Raw -2695.372049 + Penalty 818.547407 = -1876.824641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.855662 sec): 2 clusters Score: Raw -101885.168743 + Penalty 743.446875 = -101141.721868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.857876 sec): 3 clusters Score: Raw -101289.014770 + Penalty 1486.486332 = -99802.528438 nChanged 398 SP:Iteration 1F (18.859956 sec): 3 clusters Score: Raw -101547.659030 + Penalty 1483.998265 = -100063.660765 nChanged 117 SP:Iteration 2F (18.862041 sec): 3 clusters Score: Raw -101637.073663 + Penalty 1484.087285 = -100152.986379 nChanged 75 SP:Iteration 3F (18.864120 sec): 3 clusters Score: Raw -101686.248998 + Penalty 1483.365701 = -100202.883296 nChanged 50 SP:Iteration 4Q (18.866401 sec): 3 clusters Score: Raw -101722.724933 + Penalty 1483.418871 = -100239.306062 nChanged 42 SP:Iteration 5Q (18.868596 sec): 3 clusters Score: Raw -101750.234979 + Penalty 1485.064486 = -100265.170493 nChanged 39 SP:Iteration 6Q (18.870810 sec): 3 clusters Score: Raw -101774.739547 + Penalty 1487.588456 = -100287.151091 nChanged 33 SP:Iteration 7Q (18.873364 sec): 3 clusters Score: Raw -101798.996793 + Penalty 1493.374450 = -100305.622343 nChanged 35 SP:Iteration 8Q (18.875887 sec): 3 clusters Score: Raw -101829.743474 + Penalty 1502.672338 = -100327.071136 nChanged 38 SP:Iteration 9Q (18.878195 sec): 3 clusters Score: Raw -101866.097763 + Penalty 1512.488696 = -100353.609067 nChanged 24 SP:Iteration 10F (18.880531 sec): 3 clusters Score: Raw -101882.562455 + Penalty 1521.399873 = -100361.162583 nChanged 14 SP:Iteration 11Q (18.882860 sec): 3 clusters Score: Raw -101891.206659 + Penalty 1526.849297 = -100364.357362 nChanged 16 SP:Iteration 12Q (18.885144 sec): 3 clusters Score: Raw -101904.627666 + Penalty 1526.504972 = -100378.122694 nChanged 13 SP:Iteration 13Q (18.887413 sec): 3 clusters Score: Raw -101912.700458 + Penalty 1529.195470 = -100383.504989 nChanged 7 SP:Iteration 14Q (18.889587 sec): 3 clusters Score: Raw -101918.879558 + Penalty 1529.538561 = -100389.340997 nChanged 6 SP:Iteration 15Q (18.891774 sec): 3 clusters Score: Raw -101926.862512 + Penalty 1529.225182 = -100397.637329 nChanged 4 SP:Iteration 16Q (18.893763 sec): 3 clusters Score: Raw -101928.946953 + Penalty 1526.875615 = -100402.071338 nChanged 3 SP:Iteration 17Q (18.895745 sec): 3 clusters Score: Raw -101931.496482 + Penalty 1526.786381 = -100404.710101 nChanged 1 SP:Iteration 18Q (18.897717 sec): 3 clusters Score: Raw -101931.791626 + Penalty 1526.786381 = -100405.005245 nChanged 0 SP:Iteration 19F (18.899793 sec): 3 clusters Score: Raw -101931.791626 + Penalty 1526.786381 = -100405.005245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 32 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.905931 sec): 2 clusters Score: Raw -938.324634 + Penalty 226.476095 = -711.848540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.906162 sec): 3 clusters Score: Raw -936.669069 + Penalty 448.704474 = -487.964596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 33 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.906644 sec): 2 clusters Score: Raw -639.911297 + Penalty 186.119932 = -453.791365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.906866 sec): 3 clusters Score: Raw -638.350633 + Penalty 378.636510 = -259.714123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.908005 sec): 2 clusters Score: Raw -11968.274369 + Penalty 482.832117 = -11485.442252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.908467 sec): 3 clusters Score: Raw -11945.533757 + Penalty 968.945794 = -10976.587962 nChanged 24 SP:Iteration 1F (18.908918 sec): 3 clusters Score: Raw -11979.884420 + Penalty 969.962572 = -11009.921848 nChanged 4 SP:Iteration 2Q (18.909361 sec): 3 clusters Score: Raw -11994.153228 + Penalty 970.234981 = -11023.918246 nChanged 2 SP:Iteration 3Q (18.909802 sec): 3 clusters Score: Raw -11998.414338 + Penalty 972.528752 = -11025.885587 nChanged 2 SP:Iteration 4Q (18.910242 sec): 3 clusters Score: Raw -12003.958178 + Penalty 974.031949 = -11029.926230 nChanged 1 SP:Iteration 5Q (18.910682 sec): 3 clusters Score: Raw -12007.608075 + Penalty 974.031949 = -11033.576127 nChanged 0 SP:Iteration 6F (18.911129 sec): 3 clusters Score: Raw -12007.608075 + Penalty 974.031949 = -11033.576127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 35 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.911893 sec): 2 clusters Score: Raw -1488.236572 + Penalty 267.871183 = -1220.365389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.912131 sec): 3 clusters Score: Raw -1491.466051 + Penalty 537.884169 = -953.581882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 36 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.912644 sec): 2 clusters Score: Raw -2089.368923 + Penalty 336.662024 = -1752.706899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.912896 sec): 3 clusters Score: Raw -2124.715653 + Penalty 666.742032 = -1457.973621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.913393 sec): 2 clusters Score: Raw -350.301986 + Penalty 87.518074 = -262.783912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.913606 sec): 3 clusters Score: Raw -346.546687 + Penalty 175.036147 = -171.510540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 38 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.914070 sec): 2 clusters Score: Raw -370.750525 + Penalty 135.760484 = -234.990041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.914285 sec): 3 clusters Score: Raw -363.122566 + Penalty 262.616173 = -100.506393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 39 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.914777 sec): 2 clusters Score: Raw -1416.677951 + Penalty 270.448631 = -1146.229320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.915013 sec): 3 clusters Score: Raw -1424.005985 + Penalty 541.156446 = -882.849538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.916373 sec): 2 clusters Score: Raw -17472.851973 + Penalty 343.240375 = -17129.611597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.916956 sec): 3 clusters Score: Raw -17373.881338 + Penalty 686.480750 = -16687.400588 nChanged 52 SP:Iteration 1F (18.917505 sec): 3 clusters Score: Raw -17403.982879 + Penalty 686.555875 = -16717.427003 nChanged 15 SP:Iteration 2F (18.918055 sec): 3 clusters Score: Raw -17419.353616 + Penalty 688.162699 = -16731.190917 nChanged 19 SP:Iteration 3F (18.918603 sec): 3 clusters Score: Raw -17441.457564 + Penalty 694.664277 = -16746.793288 nChanged 16 SP:Iteration 4F (18.919150 sec): 3 clusters Score: Raw -17460.342046 + Penalty 705.602949 = -16754.739097 nChanged 14 SP:Iteration 5F (18.919697 sec): 3 clusters Score: Raw -17488.145317 + Penalty 718.334266 = -16769.811052 nChanged 10 SP:Iteration 6F (18.920244 sec): 3 clusters Score: Raw -17510.689527 + Penalty 723.991361 = -16786.698166 nChanged 7 SP:Iteration 7Q (18.920764 sec): 3 clusters Score: Raw -17518.885224 + Penalty 724.484447 = -16794.400777 nChanged 3 SP:Iteration 8Q (18.921279 sec): 3 clusters Score: Raw -17521.055649 + Penalty 720.626407 = -16800.429241 nChanged 3 SP:Iteration 9Q (18.921790 sec): 3 clusters Score: Raw -17523.777976 + Penalty 721.301742 = -16802.476234 nChanged 1 SP:Iteration 10F (18.922336 sec): 3 clusters Score: Raw -17525.656132 + Penalty 719.912595 = -16805.743537 nChanged 1 SP:Iteration 11Q (18.922863 sec): 3 clusters Score: Raw -17526.456586 + Penalty 719.912595 = -16806.543991 nChanged 0 SP:Iteration 12F (18.923423 sec): 3 clusters Score: Raw -17526.456586 + Penalty 719.912595 = -16806.543991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.923988 sec): 2 clusters Score: Raw -1686.751379 + Penalty 299.345209 = -1387.406170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.924229 sec): 3 clusters Score: Raw -1694.418790 + Penalty 598.354558 = -1096.064232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.924700 sec): 2 clusters Score: Raw -672.461678 + Penalty 200.924878 = -471.536800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.924922 sec): 3 clusters Score: Raw -664.705128 + Penalty 404.769737 = -259.935391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.925471 sec): 2 clusters Score: Raw -1574.081515 + Penalty 515.940483 = -1058.141032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.925781 sec): 3 clusters Score: Raw -2067.085194 + Penalty 1024.012996 = -1043.072197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.926248 sec): 2 clusters Score: Raw -374.268445 + Penalty 132.460231 = -241.808214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.926461 sec): 3 clusters Score: Raw -365.215768 + Penalty 264.920462 = -100.295307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 46 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.926919 sec): 2 clusters Score: Raw -181.509385 + Penalty 57.749802 = -123.759584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.927127 sec): 3 clusters Score: Raw -173.999850 + Penalty 115.499603 = -58.500247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.927599 sec): 2 clusters Score: Raw -438.302398 + Penalty 96.212144 = -342.090254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.927817 sec): 3 clusters Score: Raw -435.760871 + Penalty 189.331258 = -246.429613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 48 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.928312 sec): 2 clusters Score: Raw -1525.765415 + Penalty 278.382456 = -1247.382959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.928551 sec): 3 clusters Score: Raw -1524.850780 + Penalty 529.268265 = -995.582515 nChanged 1 SP:Iteration 1F (18.928784 sec): 3 clusters Score: Raw -1524.948614 + Penalty 529.268265 = -995.680349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.930430 sec): 2 clusters Score: Raw -22884.997022 + Penalty 860.477656 = -22024.519366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.931107 sec): 3 clusters Score: Raw -22897.715051 + Penalty 1721.281830 = -21176.433222 nChanged 36 SP:Iteration 1F (18.931747 sec): 3 clusters Score: Raw -22983.004221 + Penalty 1721.386714 = -21261.617507 nChanged 13 SP:Iteration 2F (18.932386 sec): 3 clusters Score: Raw -23009.313838 + Penalty 1721.483788 = -21287.830050 nChanged 3 SP:Iteration 3Q (18.933002 sec): 3 clusters Score: Raw -23015.735891 + Penalty 1721.809229 = -21293.926662 nChanged 5 SP:Iteration 4Q (18.933618 sec): 3 clusters Score: Raw -23038.967184 + Penalty 1722.302634 = -21316.664549 nChanged 6 SP:Iteration 5Q (18.934246 sec): 3 clusters Score: Raw -23053.459044 + Penalty 1722.531352 = -21330.927692 nChanged 3 SP:Iteration 6Q (18.934856 sec): 3 clusters Score: Raw -23057.607329 + Penalty 1722.531352 = -21335.075977 nChanged 0 SP:Iteration 7F (18.935496 sec): 3 clusters Score: Raw -23057.607329 + Penalty 1722.531352 = -21335.075977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 50 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.936115 sec): 2 clusters Score: Raw -2884.971738 + Penalty 394.048804 = -2490.922935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.936390 sec): 3 clusters Score: Raw -2914.602804 + Penalty 787.146006 = -2127.456798 nChanged 1 SP:Iteration 1Q (18.936644 sec): 3 clusters Score: Raw -2919.234936 + Penalty 787.146006 = -2132.088930 nChanged 0 SP:Iteration 2F (18.936907 sec): 3 clusters Score: Raw -2919.234936 + Penalty 787.146006 = -2132.088930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 52 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.937403 sec): 2 clusters Score: Raw -1340.142895 + Penalty 263.538963 = -1076.603932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.937667 sec): 3 clusters Score: Raw -1333.925968 + Penalty 530.770301 = -803.155667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.938502 sec): 2 clusters Score: Raw -13726.710103 + Penalty 747.009837 = -12979.700266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.938985 sec): 3 clusters Score: Raw -13804.203015 + Penalty 1493.860843 = -12310.342172 nChanged 10 SP:Iteration 1F (18.939461 sec): 3 clusters Score: Raw -13841.319958 + Penalty 1493.734573 = -12347.585385 nChanged 3 SP:Iteration 2Q (18.939909 sec): 3 clusters Score: Raw -13867.938975 + Penalty 1494.023380 = -12373.915594 nChanged 2 SP:Iteration 3Q (18.940352 sec): 3 clusters Score: Raw -13874.767042 + Penalty 1494.160649 = -12380.606393 nChanged 2 SP:Iteration 4Q (18.940794 sec): 3 clusters Score: Raw -13883.096795 + Penalty 1494.160649 = -12388.936146 nChanged 0 SP:Iteration 5F (18.941267 sec): 3 clusters Score: Raw -13883.096795 + Penalty 1494.160649 = -12388.936146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.941741 sec): 2 clusters Score: Raw -567.600055 + Penalty 177.387275 = -390.212781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.941960 sec): 3 clusters Score: Raw -560.347820 + Penalty 330.465448 = -229.882372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 56 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.942440 sec): 2 clusters Score: Raw -894.021888 + Penalty 300.077113 = -593.944775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.942665 sec): 3 clusters Score: Raw -938.472319 + Penalty 562.897491 = -375.574828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.943140 sec): 2 clusters Score: Raw -1206.875220 + Penalty 21.670030 = -1185.205190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.943349 sec): 3 clusters Score: Raw -1240.150607 + Penalty 43.798155 = -1196.352452 nChanged 0 Score: Raw -1972835.922821 + Penalty 151521.641502 = -1821314.281319 Splitting cluster 57 changes total score from -1804433.912856 to -1821314.281319 So it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.565501 sec): 2 clusters Score: Raw -2840.030003 + Penalty 218.915489 = -2621.114514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.565802 sec): 3 clusters Score: Raw -2834.590204 + Penalty 438.346228 = -2396.243976 nChanged 2 SP:Iteration 1F (20.566096 sec): 3 clusters Score: Raw -2837.722229 + Penalty 438.346228 = -2399.376001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 59 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.566582 sec): 2 clusters Score: Raw -967.146499 + Penalty 301.752850 = -665.393649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.566810 sec): 3 clusters Score: Raw -972.690521 + Penalty 585.936365 = -386.754156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 60 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.567414 sec): 2 clusters Score: Raw -5459.150792 + Penalty 524.784351 = -4934.366441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.567728 sec): 3 clusters Score: Raw -5504.170264 + Penalty 1049.960259 = -4454.210005 nChanged 1 SP:Iteration 1Q (20.568025 sec): 3 clusters Score: Raw -5509.483508 + Penalty 1049.960259 = -4459.523249 nChanged 0 SP:Iteration 2F (20.568369 sec): 3 clusters Score: Raw -5509.483508 + Penalty 1049.960259 = -4459.523249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.568846 sec): 2 clusters Score: Raw -638.444462 + Penalty 187.084229 = -451.360234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.569067 sec): 3 clusters Score: Raw -637.401755 + Penalty 417.699380 = -219.702375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 63 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.569565 sec): 2 clusters Score: Raw -1619.349768 + Penalty 331.490222 = -1287.859546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.569804 sec): 3 clusters Score: Raw -1631.507364 + Penalty 663.594962 = -967.912402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 65 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570273 sec): 2 clusters Score: Raw -568.778007 + Penalty 162.013966 = -406.764042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.570493 sec): 3 clusters Score: Raw -561.593021 + Penalty 324.027931 = -237.565089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570987 sec): 2 clusters Score: Raw -1593.123129 + Penalty 360.785005 = -1232.338124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.571225 sec): 3 clusters Score: Raw -1593.626279 + Penalty 715.754581 = -877.871697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.571693 sec): 2 clusters Score: Raw -541.466390 + Penalty 135.015749 = -406.450640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.571910 sec): 3 clusters Score: Raw -536.952797 + Penalty 263.354382 = -273.598415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 68 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.572375 sec): 2 clusters Score: Raw -379.966893 + Penalty 155.645230 = -224.321663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.572588 sec): 3 clusters Score: Raw -370.200925 + Penalty 155.645230 = -214.555695 nChanged 1 SP:Iteration 1F (20.572781 sec): 2 clusters Score: Raw -379.966893 + Penalty 155.645230 = -224.321663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.573512 sec): 2 clusters Score: Raw -9102.331611 + Penalty 546.006253 = -8556.325358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.573913 sec): 3 clusters Score: Raw -9124.701985 + Penalty 1092.441229 = -8032.260757 nChanged 9 SP:Iteration 1F (20.574313 sec): 3 clusters Score: Raw -9158.218446 + Penalty 1091.318371 = -8066.900075 nChanged 3 SP:Iteration 2Q (20.574691 sec): 3 clusters Score: Raw -9168.730493 + Penalty 1090.774555 = -8077.955938 nChanged 1 SP:Iteration 3Q (20.575063 sec): 3 clusters Score: Raw -9170.626076 + Penalty 1090.774555 = -8079.851521 nChanged 0 SP:Iteration 4F (20.575448 sec): 3 clusters Score: Raw -9170.626076 + Penalty 1090.774555 = -8079.851521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 70 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.575958 sec): 2 clusters Score: Raw -1791.378282 + Penalty 417.504828 = -1373.873454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.576200 sec): 3 clusters Score: Raw -1854.419342 + Penalty 845.601474 = -1008.817867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.576785 sec): 2 clusters Score: Raw -3672.602396 + Penalty 326.067732 = -3346.534664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.577070 sec): 3 clusters Score: Raw -3678.185952 + Penalty 653.935579 = -3024.250373 nChanged 1 SP:Iteration 1Q (20.577346 sec): 3 clusters Score: Raw -3678.940004 + Penalty 653.935579 = -3025.004425 nChanged 0 SP:Iteration 2F (20.577625 sec): 3 clusters Score: Raw -3678.940004 + Penalty 653.935579 = -3025.004425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.578133 sec): 2 clusters Score: Raw -1712.488876 + Penalty 214.168578 = -1498.320297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.578378 sec): 3 clusters Score: Raw -1723.535330 + Penalty 427.665366 = -1295.869965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.578877 sec): 2 clusters Score: Raw -1597.463063 + Penalty 230.631965 = -1366.831097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.579117 sec): 3 clusters Score: Raw -1598.285348 + Penalty 455.138627 = -1143.146721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.579588 sec): 2 clusters Score: Raw -533.212661 + Penalty 114.570883 = -418.641778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.579805 sec): 3 clusters Score: Raw -531.480325 + Penalty 235.491391 = -295.988934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 75 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.580283 sec): 2 clusters Score: Raw -880.297788 + Penalty 261.588082 = -618.709706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.580508 sec): 3 clusters Score: Raw -876.857465 + Penalty 524.404115 = -352.453350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.581005 sec): 2 clusters Score: Raw -1599.392736 + Penalty 327.277128 = -1272.115608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.581245 sec): 3 clusters Score: Raw -1609.646010 + Penalty 650.143545 = -959.502465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 77 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.581707 sec): 2 clusters Score: Raw -289.545611 + Penalty 122.306662 = -167.238950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.581903 sec): 2 clusters Score: Raw -289.545611 + Penalty 122.306662 = -167.238950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.582361 sec): 2 clusters Score: Raw -184.279265 + Penalty 65.782459 = -118.496806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.582554 sec): 2 clusters Score: Raw -184.279265 + Penalty 65.782459 = -118.496806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.583021 sec): 2 clusters Score: Raw -478.766105 + Penalty 166.447699 = -312.318406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.583238 sec): 3 clusters Score: Raw -469.864789 + Penalty 330.379871 = -139.484918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.583724 sec): 2 clusters Score: Raw -696.789971 + Penalty 259.582802 = -437.207169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.583945 sec): 3 clusters Score: Raw -682.444420 + Penalty 527.838407 = -154.606013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 81 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.584454 sec): 2 clusters Score: Raw -2078.458835 + Penalty 393.195030 = -1685.263806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.584703 sec): 3 clusters Score: Raw -2090.809902 + Penalty 788.074577 = -1302.735325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.585169 sec): 2 clusters Score: Raw -446.677926 + Penalty 129.578741 = -317.099186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.585386 sec): 3 clusters Score: Raw -450.537099 + Penalty 261.194406 = -189.342693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.585863 sec): 2 clusters Score: Raw -883.089846 + Penalty 278.817502 = -604.272343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.586088 sec): 3 clusters Score: Raw -880.822135 + Penalty 555.207329 = -325.614806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 84 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.586580 sec): 2 clusters Score: Raw -1462.564343 + Penalty 351.707149 = -1110.857194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.586816 sec): 3 clusters Score: Raw -1479.794946 + Penalty 704.469248 = -775.325698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 86 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.587299 sec): 2 clusters Score: Raw -1071.666185 + Penalty 275.422727 = -796.243459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.587528 sec): 3 clusters Score: Raw -1070.531892 + Penalty 556.333926 = -514.197965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 88 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.588014 sec): 2 clusters Score: Raw -1209.005617 + Penalty 265.530146 = -943.475471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.588248 sec): 3 clusters Score: Raw -1216.389374 + Penalty 540.574057 = -675.815316 nChanged 1 SP:Iteration 1F (20.588476 sec): 3 clusters Score: Raw -1217.925168 + Penalty 540.574057 = -677.351110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.588939 sec): 2 clusters Score: Raw -364.709161 + Penalty 102.448757 = -262.260404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.589154 sec): 3 clusters Score: Raw -357.282381 + Penalty 204.897514 = -152.384867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 90 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.589632 sec): 2 clusters Score: Raw -978.989235 + Penalty 299.722296 = -679.266939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.589859 sec): 3 clusters Score: Raw -982.657152 + Penalty 599.444593 = -383.212559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.590325 sec): 2 clusters Score: Raw -502.900398 + Penalty 219.552891 = -283.347507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.590540 sec): 3 clusters Score: Raw -489.458887 + Penalty 470.591359 = -18.867528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 92 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.591027 sec): 2 clusters Score: Raw -568.672084 + Penalty 188.107460 = -380.564624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.591245 sec): 3 clusters Score: Raw -562.651554 + Penalty 371.980419 = -190.671135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.591718 sec): 2 clusters Score: Raw -761.157357 + Penalty 217.619430 = -543.537927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.591940 sec): 3 clusters Score: Raw -758.745628 + Penalty 435.238861 = -323.506767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.592385 sec): 2 clusters Score: Raw -84.376588 + Penalty 0.000000 = -84.376588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.592568 sec): 2 clusters Score: Raw -84.376588 + Penalty 0.000000 = -84.376588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.593028 sec): 2 clusters Score: Raw -272.839409 + Penalty 82.342852 = -190.496557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.593237 sec): 3 clusters Score: Raw -264.505701 + Penalty 169.998777 = -94.506924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.593714 sec): 2 clusters Score: Raw -851.637467 + Penalty 238.132980 = -613.504487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.593938 sec): 3 clusters Score: Raw -854.967901 + Penalty 475.582544 = -379.385357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.594409 sec): 2 clusters Score: Raw -646.884422 + Penalty 151.154892 = -495.729530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.594629 sec): 3 clusters Score: Raw -645.130296 + Penalty 305.145619 = -339.984677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.595095 sec): 2 clusters Score: Raw -486.523385 + Penalty 192.366843 = -294.156542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.595310 sec): 3 clusters Score: Raw -475.579673 + Penalty 192.366843 = -283.212830 nChanged 1 SP:Iteration 1F (20.595506 sec): 2 clusters Score: Raw -486.523385 + Penalty 192.366843 = -294.156542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 100 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.596026 sec): 2 clusters Score: Raw -2473.263634 + Penalty 397.330055 = -2075.933580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.596282 sec): 3 clusters Score: Raw -2499.130505 + Penalty 794.660109 = -1704.470395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 101 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.596799 sec): 2 clusters Score: Raw -2463.691092 + Penalty 338.461075 = -2125.230017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.597055 sec): 3 clusters Score: Raw -2509.590520 + Penalty 703.910713 = -1805.679807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.597536 sec): 2 clusters Score: Raw -1051.270440 + Penalty 264.398487 = -786.871953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.597780 sec): 3 clusters Score: Raw -1051.510717 + Penalty 528.820365 = -522.690352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 105 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.598306 sec): 2 clusters Score: Raw -2696.382411 + Penalty 467.175651 = -2229.206759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.598564 sec): 3 clusters Score: Raw -2778.672822 + Penalty 933.195619 = -1845.477203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 106 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.599082 sec): 2 clusters Score: Raw -2471.906592 + Penalty 429.894501 = -2042.012091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.599336 sec): 3 clusters Score: Raw -2526.044377 + Penalty 858.398794 = -1667.645582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.599799 sec): 2 clusters Score: Raw -390.303927 + Penalty 158.399069 = -231.904858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.600012 sec): 3 clusters Score: Raw -377.430324 + Penalty 335.214433 = -42.215891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.600482 sec): 2 clusters Score: Raw -548.329278 + Penalty 122.982443 = -425.346835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.600699 sec): 3 clusters Score: Raw -540.928899 + Penalty 241.614852 = -299.314047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.601173 sec): 2 clusters Score: Raw -753.702093 + Penalty 148.943026 = -604.759067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.601395 sec): 3 clusters Score: Raw -742.380899 + Penalty 297.886052 = -444.494848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.601876 sec): 2 clusters Score: Raw -1038.278695 + Penalty 195.728213 = -842.550482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.602103 sec): 3 clusters Score: Raw -1031.497824 + Penalty 388.683205 = -642.814620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.602560 sec): 2 clusters Score: Raw -180.973239 + Penalty 62.395302 = -118.577936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.602768 sec): 3 clusters Score: Raw -173.738710 + Penalty 124.790605 = -48.948105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.603220 sec): 2 clusters Score: Raw -86.938580 + Penalty 0.000000 = -86.938580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.603412 sec): 2 clusters Score: Raw -86.938580 + Penalty 0.000000 = -86.938580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.603883 sec): 2 clusters Score: Raw -675.185566 + Penalty 221.430859 = -453.754708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.604102 sec): 3 clusters Score: Raw -669.667734 + Penalty 438.849617 = -230.818117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.604586 sec): 2 clusters Score: Raw -594.097846 + Penalty 241.987455 = -352.110391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.604806 sec): 3 clusters Score: Raw -581.044178 + Penalty 483.974909 = -97.069269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.605265 sec): 2 clusters Score: Raw -293.215221 + Penalty 139.867071 = -153.348150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.605482 sec): 3 clusters Score: Raw -280.621183 + Penalty 277.623924 = -2.997259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.605949 sec): 2 clusters Score: Raw -388.704360 + Penalty 164.366179 = -224.338180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.606162 sec): 3 clusters Score: Raw -377.514969 + Penalty 326.593709 = -50.921260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 121 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.606643 sec): 2 clusters Score: Raw -973.045688 + Penalty 251.830096 = -721.215592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.606869 sec): 3 clusters Score: Raw -968.997807 + Penalty 503.660192 = -465.337615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.607346 sec): 2 clusters Score: Raw -823.828454 + Penalty 157.163583 = -666.664871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.607571 sec): 3 clusters Score: Raw -822.200822 + Penalty 315.711407 = -506.489414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.608034 sec): 2 clusters Score: Raw -388.864056 + Penalty 168.408651 = -220.455405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.608233 sec): 2 clusters Score: Raw -388.864056 + Penalty 168.408651 = -220.455405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.608716 sec): 2 clusters Score: Raw -1164.744931 + Penalty 311.097611 = -853.647320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.608945 sec): 3 clusters Score: Raw -1162.620261 + Penalty 621.413766 = -541.206496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.609417 sec): 2 clusters Score: Raw -692.323883 + Penalty 220.688222 = -471.635661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.609634 sec): 3 clusters Score: Raw -682.152746 + Penalty 220.688222 = -461.464524 nChanged 1 SP:Iteration 1F (20.609834 sec): 2 clusters Score: Raw -692.323883 + Penalty 220.688222 = -471.635661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 129 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.610315 sec): 2 clusters Score: Raw -1053.137970 + Penalty 251.690068 = -801.447902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.610553 sec): 3 clusters Score: Raw -1051.565021 + Penalty 501.457731 = -550.107289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.611019 sec): 2 clusters Score: Raw -288.746468 + Penalty 123.785115 = -164.961353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.611231 sec): 3 clusters Score: Raw -277.562900 + Penalty 253.332058 = -24.230842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 131 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.611749 sec): 2 clusters Score: Raw -1553.214249 + Penalty 300.261121 = -1252.953128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.611988 sec): 3 clusters Score: Raw -1549.978352 + Penalty 596.935122 = -953.043230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.612441 sec): 2 clusters Score: Raw -87.004212 + Penalty 0.000000 = -87.004212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.612632 sec): 2 clusters Score: Raw -87.004212 + Penalty 0.000000 = -87.004212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.613128 sec): 2 clusters Score: Raw -1504.089399 + Penalty 203.659882 = -1300.429517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.613367 sec): 3 clusters Score: Raw -1519.372851 + Penalty 402.801279 = -1116.571572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 135 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.613842 sec): 2 clusters Score: Raw -741.468747 + Penalty 197.224385 = -544.244362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.614065 sec): 3 clusters Score: Raw -741.386981 + Penalty 408.612774 = -332.774206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.614532 sec): 2 clusters Score: Raw -461.458987 + Penalty 128.297292 = -333.161695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.614741 sec): 3 clusters Score: Raw -455.024073 + Penalty 235.598511 = -219.425563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 142 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.615236 sec): 2 clusters Score: Raw -1562.478442 + Penalty 287.500471 = -1274.977972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.615475 sec): 3 clusters Score: Raw -1578.093304 + Penalty 575.736069 = -1002.357235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 144 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.615974 sec): 2 clusters Score: Raw -1770.272364 + Penalty 347.382018 = -1422.890346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.616215 sec): 3 clusters Score: Raw -1784.605123 + Penalty 691.965190 = -1092.639933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 145 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.616684 sec): 2 clusters Score: Raw -558.229733 + Penalty 172.420593 = -385.809139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.616901 sec): 3 clusters Score: Raw -552.723666 + Penalty 343.858720 = -208.864946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.617362 sec): 2 clusters Score: Raw -283.752511 + Penalty 112.093138 = -171.659373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.617572 sec): 3 clusters Score: Raw -274.208150 + Penalty 218.288494 = -55.919656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 148 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.618040 sec): 2 clusters Score: Raw -573.569178 + Penalty 199.070100 = -374.499078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.618260 sec): 3 clusters Score: Raw -565.883023 + Penalty 384.524619 = -181.358404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.618738 sec): 2 clusters Score: Raw -275.068828 + Penalty 125.830731 = -149.238097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.618945 sec): 3 clusters Score: Raw -273.861724 + Penalty 238.887070 = -34.974654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.619398 sec): 2 clusters Score: Raw -89.506767 + Penalty 0.000000 = -89.506767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.619589 sec): 2 clusters Score: Raw -89.506767 + Penalty 0.000000 = -89.506767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 156 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.620063 sec): 2 clusters Score: Raw -757.180642 + Penalty 224.493233 = -532.687408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.620286 sec): 3 clusters Score: Raw -751.047789 + Penalty 451.853051 = -299.194737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.620756 sec): 2 clusters Score: Raw -669.694647 + Penalty 232.426861 = -437.267786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.620978 sec): 3 clusters Score: Raw -667.515347 + Penalty 462.439449 = -205.075898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.621450 sec): 2 clusters Score: Raw -794.759165 + Penalty 244.904488 = -549.854677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.621672 sec): 3 clusters Score: Raw -780.572345 + Penalty 489.808976 = -290.763369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 159 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.622141 sec): 2 clusters Score: Raw -647.493396 + Penalty 179.242027 = -468.251370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.622362 sec): 3 clusters Score: Raw -642.523288 + Penalty 358.525748 = -283.997540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.622819 sec): 2 clusters Score: Raw -186.447449 + Penalty 69.264336 = -117.183113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.623027 sec): 3 clusters Score: Raw -176.784647 + Penalty 138.528672 = -38.255975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.623480 sec): 2 clusters Score: Raw -87.490944 + Penalty 0.000000 = -87.490944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.623671 sec): 2 clusters Score: Raw -87.490944 + Penalty 0.000000 = -87.490944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.624132 sec): 2 clusters Score: Raw -289.307602 + Penalty 126.203092 = -163.104510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.624343 sec): 3 clusters Score: Raw -277.189135 + Penalty 269.507739 = -7.681396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.624819 sec): 2 clusters Score: Raw -891.672685 + Penalty 296.508955 = -595.163730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.625059 sec): 3 clusters Score: Raw -883.496642 + Penalty 581.408640 = -302.088002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.625523 sec): 2 clusters Score: Raw -379.197991 + Penalty 142.763475 = -236.434516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.625735 sec): 3 clusters Score: Raw -368.922666 + Penalty 282.173915 = -86.748751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.626189 sec): 2 clusters Score: Raw -87.728363 + Penalty 0.000000 = -87.728363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.626380 sec): 2 clusters Score: Raw -87.728363 + Penalty 0.000000 = -87.728363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 168 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.626832 sec): 2 clusters Score: Raw -89.434935 + Penalty 0.000000 = -89.434935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.627022 sec): 2 clusters Score: Raw -89.434935 + Penalty 0.000000 = -89.434935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 170 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.627487 sec): 2 clusters Score: Raw -495.780865 + Penalty 207.981616 = -287.799248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.627705 sec): 3 clusters Score: Raw -481.482463 + Penalty 418.316509 = -63.165955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.628155 sec): 2 clusters Score: Raw -170.048350 + Penalty 16.967408 = -153.080942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.628347 sec): 3 clusters Score: Raw -165.895244 + Penalty 33.934816 = -131.960428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.628804 sec): 2 clusters Score: Raw -187.412054 + Penalty 78.216782 = -109.195272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.629012 sec): 3 clusters Score: Raw -177.102460 + Penalty 156.433564 = -20.668897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 179 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.629494 sec): 2 clusters Score: Raw -1032.538204 + Penalty 242.060998 = -790.477206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.629721 sec): 3 clusters Score: Raw -1032.298857 + Penalty 488.531850 = -543.767007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 180 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.630179 sec): 2 clusters Score: Raw -178.295666 + Penalty 42.523303 = -135.772363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.630384 sec): 3 clusters Score: Raw -172.029020 + Penalty 85.046606 = -86.982414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.630835 sec): 2 clusters Score: Raw -88.535221 + Penalty 0.000000 = -88.535221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.631027 sec): 2 clusters Score: Raw -88.535221 + Penalty 0.000000 = -88.535221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.631494 sec): 2 clusters Score: Raw -599.918677 + Penalty 231.738522 = -368.180155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.631728 sec): 3 clusters Score: Raw -584.794740 + Penalty 470.449898 = -114.344842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.632179 sec): 2 clusters Score: Raw -90.273825 + Penalty 0.000000 = -90.273825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.632368 sec): 2 clusters Score: Raw -90.273825 + Penalty 0.000000 = -90.273825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.632815 sec): 2 clusters Score: Raw -81.255901 + Penalty 0.000000 = -81.255901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.633001 sec): 2 clusters Score: Raw -81.255901 + Penalty 0.000000 = -81.255901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.633456 sec): 2 clusters Score: Raw -186.029467 + Penalty 69.220585 = -116.808882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.633664 sec): 3 clusters Score: Raw -177.466375 + Penalty 138.441171 = -39.025204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.634120 sec): 2 clusters Score: Raw -185.444209 + Penalty 74.066802 = -111.377407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.634327 sec): 3 clusters Score: Raw -176.602507 + Penalty 148.133604 = -28.468903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.634803 sec): 2 clusters Score: Raw -894.113018 + Penalty 283.124555 = -610.988463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.635028 sec): 3 clusters Score: Raw -883.470275 + Penalty 565.568677 = -317.901597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.635481 sec): 2 clusters Score: Raw -90.375922 + Penalty 0.000000 = -90.375922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.635672 sec): 2 clusters Score: Raw -90.375922 + Penalty 0.000000 = -90.375922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.636122 sec): 2 clusters Score: Raw -89.695764 + Penalty 0.000000 = -89.695764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.636311 sec): 2 clusters Score: Raw -89.695764 + Penalty 0.000000 = -89.695764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.636762 sec): 2 clusters Score: Raw -89.227769 + Penalty 0.000000 = -89.227769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.636953 sec): 2 clusters Score: Raw -89.227769 + Penalty 0.000000 = -89.227769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 204 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.637401 sec): 2 clusters Score: Raw -89.447606 + Penalty 0.000000 = -89.447606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.637589 sec): 2 clusters Score: Raw -89.447606 + Penalty 0.000000 = -89.447606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.638045 sec): 2 clusters Score: Raw -191.107736 + Penalty 88.184932 = -102.922803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.638272 sec): 3 clusters Score: Raw -180.482847 + Penalty 176.369865 = -4.112982 nChanged 0 Deleting Class 91 (5 points): Lose 75.067184 but Gain 1372.060550 Iteration 20F (22.345933 sec): 153 clusters Score: Raw -1955926.877474 + Penalty 150162.124535 = -1805764.752939 nChanged 24 Deleting Class 118 (6 points): Lose 63.248428 but Gain 1358.380656 Iteration 21Q (22.458727 sec): 152 clusters Score: Raw -1955904.477793 + Penalty 148887.941482 = -1807016.536311 nChanged 24 Deleting Class 155 (1 points): Lose 3.016811 but Gain 1295.645811 Iteration 22Q (22.572081 sec): 151 clusters Score: Raw -1955944.891995 + Penalty 147643.882585 = -1808301.009411 nChanged 17 Deleting Class 80 (7 points): Lose 55.997640 but Gain 1341.718719 Iteration 23Q (22.684991 sec): 150 clusters Score: Raw -1955905.699064 + Penalty 146320.028407 = -1809585.670657 nChanged 19 Deleting Class 29 (10 points): Lose 112.425058 but Gain 1390.603510 Iteration 24Q (22.797625 sec): 149 clusters Score: Raw -1955813.442779 + Penalty 145027.334574 = -1810786.108205 nChanged 24 Deleting Class 163 (9 points): Lose 84.584562 but Gain 1357.287069 Iteration 25Q (22.909480 sec): 148 clusters Score: Raw -1955792.872693 + Penalty 143691.934622 = -1812100.938071 nChanged 20 Deleting Class 197 (1 points): Lose 5.747299 but Gain 1271.995411 Iteration 26Q (23.019669 sec): 147 clusters Score: Raw -1955815.382103 + Penalty 142465.935028 = -1813349.447075 nChanged 13 Deleting Class 184 (6 points): Lose 34.626321 but Gain 1300.848947 Iteration 27Q (23.128737 sec): 146 clusters Score: Raw -1955797.678099 + Penalty 141198.879595 = -1814598.798503 nChanged 12 Deleting Class 70 (18 points): Lose 154.478036 but Gain 1417.786647 Iteration 28Q (23.238831 sec): 145 clusters Score: Raw -1955661.181452 + Penalty 139809.451722 = -1815851.729730 nChanged 20 Deleting Class 170 (5 points): Lose 40.839702 but Gain 1299.747728 Iteration 29Q (23.350242 sec): 144 clusters Score: Raw -1955670.961967 + Penalty 138526.908024 = -1817144.053943 nChanged 15 Deleting Class 206 (2 points): Lose 22.760671 but Gain 1279.608957 Iteration 30F (24.895458 sec): 143 clusters Score: Raw -1955664.311395 + Penalty 137257.150894 = -1818407.160501 nChanged 6 Deleting Class 119 (3 points): Lose 26.937214 but Gain 1280.499378 Iteration 31Q (25.004156 sec): 142 clusters Score: Raw -1955661.002591 + Penalty 136042.288401 = -1819618.714190 nChanged 4 Deleting Class 84 (15 points): Lose 72.746338 but Gain 1306.269634 Iteration 32Q (25.113709 sec): 141 clusters Score: Raw -1955604.305602 + Penalty 134796.684620 = -1820807.620981 nChanged 18 Deleting Class 83 (9 points): Lose 48.022231 but Gain 1276.303411 Iteration 33Q (25.225415 sec): 140 clusters Score: Raw -1955590.719601 + Penalty 133544.938219 = -1822045.781383 nChanged 13 Deleting Class 59 (10 points): Lose 91.174972 but Gain 1318.086880 Iteration 34Q (25.333529 sec): 139 clusters Score: Raw -1955517.006638 + Penalty 132544.061869 = -1822972.944769 nChanged 17 Deleting Class 196 (9 points): Lose 71.530935 but Gain 1296.019195 Iteration 35Q (25.441339 sec): 138 clusters Score: Raw -1955489.927652 + Penalty 131316.386715 = -1824173.540938 nChanged 18 Deleting Class 81 (24 points): Lose 92.230180 but Gain 1311.322836 Iteration 36Q (25.547912 sec): 137 clusters Score: Raw -1955430.061082 + Penalty 130074.385183 = -1825355.675899 nChanged 36 Deleting Class 90 (10 points): Lose 93.189900 but Gain 1309.217218 Iteration 37Q (25.656894 sec): 136 clusters Score: Raw -1955386.817774 + Penalty 128763.573532 = -1826623.244242 nChanged 27 Deleting Class 106 (25 points): Lose 111.016300 but Gain 1324.476811 Iteration 38Q (25.763857 sec): 135 clusters Score: Raw -1955309.938729 + Penalty 127464.011930 = -1827845.926799 nChanged 39 Deleting Class 99 (6 points): Lose 44.286906 but Gain 1257.021267 Iteration 39Q (25.871637 sec): 134 clusters Score: Raw -1955317.771937 + Penalty 126236.313982 = -1829081.457956 nChanged 20 Deleting Class 127 (13 points): Lose 64.500104 but Gain 1273.507266 Iteration 40F (27.311078 sec): 133 clusters Score: Raw -1955296.816948 + Penalty 125001.927966 = -1830294.888982 nChanged 25 Deleting Class 25 (12 points): Lose 68.490772 but Gain 1271.801602 Iteration 41Q (27.422112 sec): 132 clusters Score: Raw -1955266.762164 + Penalty 123756.464856 = -1831510.297307 nChanged 28 Deleting Class 105 (29 points): Lose 204.267941 but Gain 1413.147420 Iteration 42Q (27.531791 sec): 131 clusters Score: Raw -1955096.811690 + Penalty 122406.482879 = -1832690.328811 nChanged 45 Deleting Class 124 (4 points): Lose 22.663494 but Gain 1221.848291 Iteration 43Q (27.639083 sec): 130 clusters Score: Raw -1955135.667100 + Penalty 121203.199730 = -1833932.467370 nChanged 18 Deleting Class 66 (21 points): Lose 121.929911 but Gain 1307.139067 Iteration 44Q (27.744647 sec): 129 clusters Score: Raw -1955029.535968 + Penalty 119973.622827 = -1835055.913140 nChanged 28 Deleting Class 157 (8 points): Lose 29.574045 but Gain 1210.713295 Iteration 45Q (27.851042 sec): 128 clusters Score: Raw -1955058.848023 + Penalty 118779.337628 = -1836279.510395 nChanged 17 Deleting Class 15 (16 points): Lose 115.166765 but Gain 1290.524188 Iteration 46Q (27.955368 sec): 127 clusters Score: Raw -1954961.285236 + Penalty 117591.291965 = -1837369.993272 nChanged 23 Deleting Class 120 (4 points): Lose 17.094463 but Gain 1192.519116 Iteration 47Q (28.059365 sec): 126 clusters Score: Raw -1954995.533012 + Penalty 116420.928441 = -1838574.604571 nChanged 16 Deleting Class 162 (3 points): Lose 10.116273 but Gain 1155.404057 Iteration 48Q (28.162582 sec): 125 clusters Score: Raw -1954998.064064 + Penalty 115148.198622 = -1839849.865442 nChanged 9 Deleting Class 117 (11 points): Lose 80.533547 but Gain 1225.505875 Iteration 49Q (28.266304 sec): 124 clusters Score: Raw -1954931.016922 + Penalty 114074.027914 = -1840856.989008 nChanged 15 Deleting Class 203 (1 points): Lose 5.273180 but Gain 1150.040475 Iteration 50F (29.598388 sec): 123 clusters Score: Raw -1954966.668550 + Penalty 112946.562228 = -1842020.106322 nChanged 5 Deleting Class 75 (9 points): Lose 56.331087 but Gain 1197.434732 Iteration 51Q (29.701540 sec): 122 clusters Score: Raw -1954917.432336 + Penalty 111771.074006 = -1843146.358330 nChanged 13 Deleting Class 107 (4 points): Lose 10.790035 but Gain 1149.226188 Iteration 52Q (29.805620 sec): 121 clusters Score: Raw -1954924.389611 + Penalty 110647.364499 = -1844277.025112 nChanged 7 Deleting Class 158 (8 points): Lose 51.519411 but Gain 1184.563575 Iteration 53Q (29.905902 sec): 120 clusters Score: Raw -1954887.910352 + Penalty 109477.595846 = -1845410.314506 nChanged 14 Deleting Class 175 (2 points): Lose 7.113542 but Gain 1134.965940 Iteration 54Q (30.006874 sec): 119 clusters Score: Raw -1954899.312230 + Penalty 108365.899994 = -1846533.412237 nChanged 7 Deleting Class 68 (5 points): Lose 24.792509 but Gain 1147.871785 Iteration 55Q (30.106826 sec): 118 clusters Score: Raw -1954885.806762 + Penalty 107225.003500 = -1847660.803261 nChanged 11 Deleting Class 130 (3 points): Lose 14.249881 but Gain 1133.267194 Iteration 56Q (30.206321 sec): 117 clusters Score: Raw -1954880.001450 + Penalty 106089.410025 = -1848790.591424 nChanged 6 Deleting Class 77 (3 points): Lose 4.999015 but Gain 1119.731781 Iteration 57Q (30.308380 sec): 116 clusters Score: Raw -1954882.978818 + Penalty 104978.735237 = -1849904.243581 nChanged 7 Deleting Class 144 (19 points): Lose 99.322206 but Gain 1209.230997 Iteration 58Q (30.408471 sec): 115 clusters Score: Raw -1954794.599673 + Penalty 103827.959323 = -1850966.640350 nChanged 28 Deleting Class 128 (7 points): Lose 34.732543 but Gain 1140.682341 Iteration 59Q (30.509280 sec): 114 clusters Score: Raw -1954814.513421 + Penalty 102700.052045 = -1852114.461376 nChanged 12 Deleting Class 168 (1 points): Lose 7.079910 but Gain 1110.506820 Iteration 60F (31.726381 sec): 113 clusters Score: Raw -1954818.623418 + Penalty 101589.439927 = -1853229.183491 nChanged 3 Deleting Class 148 (6 points): Lose 17.136795 but Gain 1117.466911 Iteration 61Q (31.824634 sec): 112 clusters Score: Raw -1954804.179143 + Penalty 100475.439980 = -1854328.739163 nChanged 9 Deleting Class 30 (29 points): Lose 153.442231 but Gain 1249.533514 Iteration 62Q (31.923991 sec): 111 clusters Score: Raw -1954659.239948 + Penalty 99276.420471 = -1855382.819477 nChanged 31 Deleting Class 63 (18 points): Lose 88.409946 but Gain 1184.597156 Iteration 63Q (32.023275 sec): 110 clusters Score: Raw -1954648.564884 + Penalty 98150.627698 = -1856497.937186 nChanged 24 Deleting Class 149 (3 points): Lose 67.942666 but Gain 1151.995045 Iteration 64Q (32.120983 sec): 109 clusters Score: Raw -1954630.342473 + Penalty 97000.812341 = -1857629.530132 nChanged 12 Deleting Class 97 (11 points): Lose 53.450197 but Gain 1137.383832 Iteration 65Q (32.218878 sec): 108 clusters Score: Raw -1954614.085267 + Penalty 95874.531754 = -1858739.553513 nChanged 15 Deleting Class 21 (20 points): Lose 99.874432 but Gain 1184.105605 Iteration 66Q (32.316150 sec): 107 clusters Score: Raw -1954554.815196 + Penalty 94845.721503 = -1859709.093693 nChanged 25 Deleting Class 76 (17 points): Lose 82.673919 but Gain 1161.899490 Iteration 67Q (32.413025 sec): 106 clusters Score: Raw -1954530.226287 + Penalty 93760.195562 = -1860770.030725 nChanged 23 Deleting Class 92 (7 points): Lose 26.334089 but Gain 1105.274895 Iteration 68Q (32.513265 sec): 105 clusters Score: Raw -1954544.138333 + Penalty 92673.396749 = -1861870.741583 nChanged 13 Deleting Class 8 (13 points): Lose 52.601770 but Gain 1131.171251 Iteration 69Q (32.608378 sec): 104 clusters Score: Raw -1954504.841415 + Penalty 91583.370565 = -1862921.470850 nChanged 18 Deleting Class 186 (1 points): Lose 0.729362 but Gain 1079.062314 Iteration 70F (33.716752 sec): 103 clusters Score: Raw -1954526.876618 + Penalty 90516.486324 = -1864010.390294 nChanged 8 Deleting Class 86 (13 points): Lose 82.318508 but Gain 1159.209566 Iteration 71Q (33.811022 sec): 102 clusters Score: Raw -1954452.025955 + Penalty 89433.682490 = -1865018.343464 nChanged 19 Deleting Class 146 (5 points): Lose 24.807920 but Gain 1099.400524 Iteration 72Q (33.905172 sec): 101 clusters Score: Raw -1954468.251638 + Penalty 88336.651372 = -1866131.600266 nChanged 12 Deleting Class 204 (1 points): Lose 3.306820 but Gain 1072.011320 Iteration 73Q (34.000215 sec): 100 clusters Score: Raw -1954478.640524 + Penalty 87279.172354 = -1867199.468170 nChanged 10 Deleting Class 121 (12 points): Lose 79.979448 but Gain 1144.248508 Iteration 74Q (34.094377 sec): 99 clusters Score: Raw -1954404.341630 + Penalty 86191.959209 = -1868212.382421 nChanged 15 Deleting Class 195 (2 points): Lose 12.830811 but Gain 1074.747585 Iteration 75Q (34.186845 sec): 98 clusters Score: Raw -1954422.328531 + Penalty 85163.770954 = -1869258.557577 nChanged 9 Deleting Class 100 (28 points): Lose 158.480633 but Gain 1218.538856 Iteration 76Q (34.280117 sec): 97 clusters Score: Raw -1954290.066808 + Penalty 83974.832311 = -1870315.234497 nChanged 33 Deleting Class 60 (62 points): Lose 251.645940 but Gain 1311.261043 Iteration 77Q (34.375140 sec): 96 clusters Score: Raw -1954095.182186 + Penalty 82841.495616 = -1871253.686570 nChanged 74 Deleting Class 79 (2 points): Lose 5.010866 but Gain 1052.234783 Iteration 78Q (34.471708 sec): 95 clusters Score: Raw -1954254.913067 + Penalty 81862.953652 = -1872391.959415 nChanged 13 Deleting Class 50 (33 points): Lose 126.387914 but Gain 1172.674471 Iteration 79Q (34.563450 sec): 94 clusters Score: Raw -1954143.878099 + Penalty 80702.090247 = -1873441.787853 nChanged 35 Deleting Class 104 (15 points): Lose 85.067301 but Gain 1132.454905 Iteration 80F (35.570468 sec): 93 clusters Score: Raw -1954111.684210 + Penalty 79576.734148 = -1874534.950062 nChanged 29 Deleting Class 156 (8 points): Lose 41.827634 but Gain 1085.837622 Iteration 81Q (35.661819 sec): 92 clusters Score: Raw -1954106.066433 + Penalty 78509.747551 = -1875596.318882 nChanged 21 Deleting Class 131 (16 points): Lose 54.385663 but Gain 1089.236021 Iteration 82Q (35.753501 sec): 91 clusters Score: Raw -1954072.783817 + Penalty 77440.307173 = -1876632.476644 nChanged 24 Deleting Class 5 (130 points): Lose 353.365615 but Gain 1382.222436 Iteration 83Q (35.844948 sec): 90 clusters Score: Raw -1953744.247311 + Penalty 76109.562260 = -1877634.685051 nChanged 135 Deleting Class 93 (7 points): Lose 48.632851 but Gain 1072.927579 Iteration 84Q (35.940046 sec): 89 clusters Score: Raw -1953925.960353 + Penalty 75115.786280 = -1878810.174073 nChanged 21 Deleting Class 32 (18 points): Lose 64.581908 but Gain 1085.340572 Iteration 85Q (36.029146 sec): 88 clusters Score: Raw -1953902.488461 + Penalty 74036.843142 = -1879865.645319 nChanged 26 Deleting Class 39 (19 points): Lose 62.044417 but Gain 1078.812651 Iteration 86Q (36.120034 sec): 87 clusters Score: Raw -1953866.890936 + Penalty 73023.989441 = -1880842.901495 nChanged 29 Deleting Class 132 (2 points): Lose 20.211979 but Gain 1036.001348 Iteration 87Q (36.209010 sec): 86 clusters Score: Raw -1953880.565618 + Penalty 71986.970531 = -1881893.595087 nChanged 8 Deleting Class 129 (11 points): Lose 40.622735 but Gain 1055.708973 Iteration 88Q (36.296877 sec): 85 clusters Score: Raw -1953849.750745 + Penalty 70938.607581 = -1882911.143164 nChanged 15 Deleting Class 52 (20 points): Lose 105.478255 but Gain 1117.781026 Iteration 89Q (36.384757 sec): 84 clusters Score: Raw -1953769.302072 + Penalty 69864.356238 = -1883904.945834 nChanged 26 Deleting Class 164 (4 points): Lose 24.718641 but Gain 1035.785914 Iteration 90F (37.280321 sec): 83 clusters Score: Raw -1953789.912241 + Penalty 68822.456065 = -1884967.456176 nChanged 13 Deleting Class 42 (7 points): Lose 28.372956 but Gain 1038.530549 Iteration 91Q (37.367044 sec): 82 clusters Score: Raw -1953777.995531 + Penalty 67835.321947 = -1885942.673584 nChanged 14 Deleting Class 160 (2 points): Lose 1.598620 but Gain 1005.061319 Iteration 92Q (37.454776 sec): 81 clusters Score: Raw -1953796.303920 + Penalty 66835.356925 = -1886960.946995 nChanged 7 Deleting Class 56 (9 points): Lose 281.724289 but Gain 1281.201467 Iteration 93Q (37.541055 sec): 80 clusters Score: Raw -1953521.327815 + Penalty 65547.428800 = -1887973.899015 nChanged 21 Deleting Class 135 (11 points): Lose 47.190380 but Gain 1036.997610 Iteration 94Q (37.627724 sec): 79 clusters Score: Raw -1953530.145177 + Penalty 64562.582407 = -1888967.562769 nChanged 23 Deleting Class 41 (22 points): Lose 76.719435 but Gain 1060.812368 Iteration 95Q (37.715472 sec): 78 clusters Score: Raw -1953482.321562 + Penalty 63536.988701 = -1889945.332861 nChanged 34 Deleting Class 61 (8 points): Lose 35.466894 but Gain 1019.476571 Iteration 96Q (37.803258 sec): 77 clusters Score: Raw -1953484.956402 + Penalty 62517.000015 = -1890967.956387 nChanged 14 Deleting Class 88 (15 points): Lose 74.316621 but Gain 1057.379334 Iteration 97Q (37.888390 sec): 76 clusters Score: Raw -1953422.867635 + Penalty 61477.677159 = -1891945.190476 nChanged 21 Deleting Class 142 (23 points): Lose 116.066294 but Gain 1100.392947 Iteration 98Q (37.975013 sec): 75 clusters Score: Raw -1953333.456439 + Penalty 60352.295925 = -1892981.160513 nChanged 29 Deleting Class 194 (2 points): Lose 23.571851 but Gain 1004.426478 Iteration 99Q (38.060530 sec): 74 clusters Score: Raw -1953378.321952 + Penalty 59403.930940 = -1893974.391011 nChanged 14 Deleting Class 33 (11 points): Lose 57.971402 but Gain 1034.929510 Iteration 100F (38.851497 sec): 73 clusters Score: Raw -1953338.440974 + Penalty 58370.226425 = -1894968.214549 nChanged 15 Deleting Class 38 (4 points): Lose 22.179579 but Gain 984.977402 Iteration 101Q (38.935118 sec): 72 clusters Score: Raw -1953331.355738 + Penalty 57426.436293 = -1895904.919445 nChanged 8 Deleting Class 55 (7 points): Lose 24.419779 but Gain 977.478124 Iteration 102Q (39.018210 sec): 71 clusters Score: Raw -1953316.812254 + Penalty 56454.855539 = -1896861.956715 nChanged 8 Deleting Class 78 (2 points): Lose 2.668901 but Gain 954.537488 Iteration 103Q (39.102411 sec): 70 clusters Score: Raw -1953322.985889 + Penalty 55500.462952 = -1897822.522937 nChanged 3 Deleting Class 48 (23 points): Lose 107.195257 but Gain 1055.059085 Iteration 104Q (39.185433 sec): 69 clusters Score: Raw -1953218.822177 + Penalty 54452.701148 = -1898766.121029 nChanged 23 Deleting Class 145 (6 points): Lose 23.246520 but Gain 967.871658 Iteration 105Q (39.268734 sec): 68 clusters Score: Raw -1953242.246506 + Penalty 53486.876929 = -1899755.369577 nChanged 10 Deleting Class 101 (39 points): Lose 145.180850 but Gain 1087.184228 Iteration 106Q (39.350581 sec): 67 clusters Score: Raw -1953109.250521 + Penalty 52440.874231 = -1900668.376290 nChanged 40 Deleting Class 35 (17 points): Lose 39.652893 but Gain 979.404055 Iteration 107Q (39.433136 sec): 66 clusters Score: Raw -1953153.785819 + Penalty 51471.706553 = -1901682.079266 nChanged 23 Deleting Class 182 (1 points): Lose 3.716598 but Gain 930.598497 Iteration 108Q (39.515100 sec): 65 clusters Score: Raw -1953174.889260 + Penalty 50549.996205 = -1902624.893055 nChanged 6 Deleting Class 44 (2 points): Lose 13.867490 but Gain 940.230272 Iteration 109Q (39.596079 sec): 64 clusters Score: Raw -1953167.427138 + Penalty 49624.863347 = -1903542.563791 nChanged 7 Deleting Class 202 (1 points): Lose 66.529833 but Gain 988.607726 Iteration 110F (40.278573 sec): 63 clusters Score: Raw -1953106.842420 + Penalty 48639.148887 = -1904467.693533 nChanged 5 Deleting Class 36 (26 points): Lose 186.082563 but Gain 1090.012712 Iteration 111Q (40.358635 sec): 62 clusters Score: Raw -1952936.735564 + Penalty 47737.151827 = -1905199.583737 nChanged 29 Deleting Class 159 (7 points): Lose 30.012697 but Gain 926.457301 Iteration 112Q (40.438841 sec): 61 clusters Score: Raw -1952990.729029 + Penalty 46820.873046 = -1906169.855983 nChanged 18 Deleting Class 179 (12 points): Lose 126.043253 but Gain 1018.457401 Iteration 113Q (40.519090 sec): 60 clusters Score: Raw -1952880.961227 + Penalty 45949.950198 = -1906931.011029 nChanged 20 Deleting Class 46 (3 points): Lose 19.225266 but Gain 914.756478 Iteration 114Q (40.598146 sec): 59 clusters Score: Raw -1952911.003685 + Penalty 45044.557238 = -1907866.446447 nChanged 11 Deleting Class 166 (2 points): Lose 28.126776 but Gain 914.480286 Iteration 115Q (40.676481 sec): 58 clusters Score: Raw -1952891.157729 + Penalty 44134.419707 = -1908756.738023 nChanged 7 Deleting Class 65 (6 points): Lose 26.722135 but Gain 909.454737 Iteration 116Q (40.754640 sec): 57 clusters Score: Raw -1952874.647694 + Penalty 43234.346988 = -1909640.300707 nChanged 10 Deleting Class 26 (57 points): Lose 161.176437 but Gain 1019.138700 Iteration 117Q (40.832452 sec): 56 clusters Score: Raw -1952730.761873 + Penalty 42250.680301 = -1910480.081572 nChanged 58 Deleting Class 114 (5 points): Lose 37.602568 but Gain 893.097989 Iteration 118Q (40.910963 sec): 55 clusters Score: Raw -1952764.549095 + Penalty 41353.963513 = -1911410.585583 nChanged 18 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1952764.549095 + Penalty 41353.963513 = -1911410.585583Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.957608 sec): 2 clusters Score: Raw -41115.322327 + Penalty 50.360449 = -41064.961878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.958689 sec): 3 clusters Score: Raw -40798.926536 + Penalty 99.337272 = -40699.589264 nChanged 222 SP:Iteration 1F (40.959744 sec): 3 clusters Score: Raw -40973.779753 + Penalty 96.687993 = -40877.091760 nChanged 52 SP:Iteration 2F (40.960758 sec): 3 clusters Score: Raw -41025.990668 + Penalty 94.164281 = -40931.826387 nChanged 37 SP:Iteration 3F (40.961728 sec): 3 clusters Score: Raw -41055.020017 + Penalty 93.081369 = -40961.938649 nChanged 35 SP:Iteration 4F (40.962642 sec): 3 clusters Score: Raw -41102.505845 + Penalty 50.360449 = -41052.145395 nChanged 12 SP:Iteration 5Q (40.963456 sec): 2 clusters Score: Raw -41115.322327 + Penalty 50.360449 = -41064.961878 nChanged 0 SP:Iteration 6F (40.964289 sec): 2 clusters Score: Raw -41115.322327 + Penalty 50.360449 = -41064.961878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.965384 sec): 2 clusters Score: Raw -19825.753364 + Penalty 451.020382 = -19374.732982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.965981 sec): 3 clusters Score: Raw -19757.609422 + Penalty 903.209940 = -18854.399481 nChanged 51 SP:Iteration 1F (40.966572 sec): 3 clusters Score: Raw -19800.631021 + Penalty 903.272870 = -18897.358151 nChanged 10 SP:Iteration 2Q (40.967151 sec): 3 clusters Score: Raw -19810.700437 + Penalty 903.771166 = -18906.929271 nChanged 5 SP:Iteration 3Q (40.967730 sec): 3 clusters Score: Raw -19813.240772 + Penalty 903.771166 = -18909.469606 nChanged 0 SP:Iteration 4F (40.968315 sec): 3 clusters Score: Raw -19813.240772 + Penalty 903.771166 = -18909.469606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.968823 sec): 2 clusters Score: Raw -1294.021531 + Penalty 224.541812 = -1069.479720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.969066 sec): 3 clusters Score: Raw -1290.033318 + Penalty 452.649500 = -837.383818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.969983 sec): 2 clusters Score: Raw -15812.126616 + Penalty 639.880795 = -15172.245820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.970504 sec): 3 clusters Score: Raw -15793.352916 + Penalty 1279.343716 = -14514.009200 nChanged 21 SP:Iteration 1F (40.971017 sec): 3 clusters Score: Raw -15833.542811 + Penalty 1279.534378 = -14554.008433 nChanged 9 SP:Iteration 2F (40.971530 sec): 3 clusters Score: Raw -15846.977714 + Penalty 1279.513839 = -14567.463875 nChanged 4 SP:Iteration 3Q (40.972030 sec): 3 clusters Score: Raw -15852.479380 + Penalty 1279.215614 = -14573.263766 nChanged 1 SP:Iteration 4Q (40.972531 sec): 3 clusters Score: Raw -15853.290795 + Penalty 1278.968159 = -14574.322635 nChanged 1 SP:Iteration 5Q (40.973042 sec): 3 clusters Score: Raw -15855.849799 + Penalty 1278.968159 = -14576.881640 nChanged 0 SP:Iteration 6F (40.973562 sec): 3 clusters Score: Raw -15855.849799 + Penalty 1278.968159 = -14576.881640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.974459 sec): 2 clusters Score: Raw -15662.472771 + Penalty 62.061111 = -15600.411660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.974993 sec): 3 clusters Score: Raw -15525.047560 + Penalty 125.443603 = -15399.603958 nChanged 71 SP:Iteration 1F (40.975514 sec): 3 clusters Score: Raw -15591.568594 + Penalty 118.910170 = -15472.658424 nChanged 28 SP:Iteration 2F (40.976035 sec): 3 clusters Score: Raw -15618.673065 + Penalty 94.600833 = -15524.072231 nChanged 27 SP:Iteration 3F (40.976528 sec): 3 clusters Score: Raw -15657.009550 + Penalty 62.061111 = -15594.948439 nChanged 5 SP:Iteration 4Q (40.976966 sec): 2 clusters Score: Raw -15662.472771 + Penalty 62.061111 = -15600.411660 nChanged 0 SP:Iteration 5F (40.977405 sec): 2 clusters Score: Raw -15662.472771 + Penalty 62.061111 = -15600.411660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 7 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.977885 sec): 2 clusters Score: Raw -681.046925 + Penalty 102.487596 = -578.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.978105 sec): 3 clusters Score: Raw -682.801572 + Penalty 297.689786 = -385.111786 nChanged 1 SP:Iteration 1F (40.978317 sec): 3 clusters Score: Raw -687.413983 + Penalty 297.689786 = -389.724197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 9 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.978772 sec): 2 clusters Score: Raw -329.791387 + Penalty 20.647608 = -309.143779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.978993 sec): 3 clusters Score: Raw -330.835786 + Penalty 47.653558 = -283.182228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 10 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.979522 sec): 2 clusters Score: Raw -2270.078687 + Penalty 191.171850 = -2078.906837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.979783 sec): 3 clusters Score: Raw -2271.868709 + Penalty 382.343700 = -1889.525009 nChanged 1 SP:Iteration 1Q (40.980037 sec): 3 clusters Score: Raw -2274.384263 + Penalty 382.343700 = -1892.040563 nChanged 0 SP:Iteration 2F (40.980292 sec): 3 clusters Score: Raw -2274.384263 + Penalty 382.343700 = -1892.040563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 11 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.981029 sec): 2 clusters Score: Raw -9443.170399 + Penalty 300.915685 = -9142.254714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.981439 sec): 3 clusters Score: Raw -9403.951452 + Penalty 633.001443 = -8770.950010 nChanged 23 SP:Iteration 1F (40.981836 sec): 3 clusters Score: Raw -9436.202198 + Penalty 682.616111 = -8753.586087 nChanged 9 SP:Iteration 2F (40.982239 sec): 3 clusters Score: Raw -9449.763090 + Penalty 726.466479 = -8723.296611 nChanged 4 SP:Iteration 3F (40.982642 sec): 3 clusters Score: Raw -9458.886648 + Penalty 733.876307 = -8725.010341 nChanged 1 SP:Iteration 4Q (40.983023 sec): 3 clusters Score: Raw -9459.016974 + Penalty 740.123715 = -8718.893259 nChanged 2 SP:Iteration 5F (40.983426 sec): 3 clusters Score: Raw -9462.658699 + Penalty 740.123715 = -8722.534984 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 12 (15127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.050405 sec): 2 clusters Score: Raw -1271008.106595 + Penalty 257.470133 = -1270750.636462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.079115 sec): 3 clusters Score: Raw -1260760.211147 + Penalty 601.523305 = -1260158.687842 nChanged 7217 SP:Iteration 1F (41.107281 sec): 3 clusters Score: Raw -1266171.329321 + Penalty 742.839257 = -1265428.490063 nChanged 2394 SP:Iteration 2F (41.134838 sec): 3 clusters Score: Raw -1268633.919665 + Penalty 839.166200 = -1267794.753465 nChanged 1155 SP:Iteration 3F (41.162745 sec): 3 clusters Score: Raw -1269755.731435 + Penalty 910.701286 = -1268845.030150 nChanged 643 SP:Iteration 4Q (41.191372 sec): 3 clusters Score: Raw -1270319.123202 + Penalty 979.417387 = -1269339.705815 nChanged 384 SP:Iteration 5Q (41.215963 sec): 3 clusters Score: Raw -1270666.008622 + Penalty 1041.505568 = -1269624.503054 nChanged 234 SP:Iteration 6Q (41.238740 sec): 3 clusters Score: Raw -1270887.576618 + Penalty 1080.740295 = -1269806.836323 nChanged 114 SP:Iteration 7Q (41.261392 sec): 3 clusters Score: Raw -1270991.774899 + Penalty 1110.958121 = -1269880.816779 nChanged 54 SP:Iteration 8Q (41.284556 sec): 3 clusters Score: Raw -1271034.514466 + Penalty 1127.336683 = -1269907.177783 nChanged 32 SP:Iteration 9Q (41.307247 sec): 3 clusters Score: Raw -1271061.994861 + Penalty 1123.564411 = -1269938.430450 nChanged 15 SP:Iteration 10F (41.335248 sec): 3 clusters Score: Raw -1271073.681195 + Penalty 1139.282544 = -1269934.398651 nChanged 11 SP:Iteration 11F (41.363206 sec): 3 clusters Score: Raw -1271084.559048 + Penalty 1142.060530 = -1269942.498518 nChanged 7 SP:Iteration 12Q (41.385216 sec): 3 clusters Score: Raw -1271092.525600 + Penalty 1149.656431 = -1269942.869169 nChanged 4 SP:Iteration 13Q (41.407163 sec): 3 clusters Score: Raw -1271097.170622 + Penalty 1163.091498 = -1269934.079124 nChanged 2 SP:Iteration 14F (41.435085 sec): 3 clusters Score: Raw -1271097.588597 + Penalty 1166.121571 = -1269931.467025 nChanged 1 SP:Iteration 15F (41.463428 sec): 3 clusters Score: Raw -1271097.812983 + Penalty 1166.121571 = -1269931.691412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.472141 sec): 2 clusters Score: Raw -31402.537866 + Penalty 500.351773 = -30902.186093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.472990 sec): 3 clusters Score: Raw -31247.501445 + Penalty 1001.814252 = -30245.687193 nChanged 99 SP:Iteration 1F (41.473799 sec): 3 clusters Score: Raw -31313.884174 + Penalty 1003.102101 = -30310.782073 nChanged 32 SP:Iteration 2F (41.474672 sec): 3 clusters Score: Raw -31340.192918 + Penalty 1003.829264 = -30336.363655 nChanged 16 SP:Iteration 3Q (41.475530 sec): 3 clusters Score: Raw -31351.765326 + Penalty 1005.455699 = -30346.309627 nChanged 12 SP:Iteration 4Q (41.476371 sec): 3 clusters Score: Raw -31364.501680 + Penalty 1007.322719 = -30357.178960 nChanged 13 SP:Iteration 5Q (41.477205 sec): 3 clusters Score: Raw -31385.463441 + Penalty 1010.298317 = -30375.165123 nChanged 14 SP:Iteration 6Q (41.478034 sec): 3 clusters Score: Raw -31404.453306 + Penalty 1010.814034 = -30393.639272 nChanged 6 SP:Iteration 7Q (41.478860 sec): 3 clusters Score: Raw -31410.036747 + Penalty 1012.548787 = -30397.487960 nChanged 4 SP:Iteration 8Q (41.479677 sec): 3 clusters Score: Raw -31414.844741 + Penalty 1013.163983 = -30401.680757 nChanged 3 SP:Iteration 9Q (41.480466 sec): 3 clusters Score: Raw -31421.071544 + Penalty 1013.847043 = -30407.224501 nChanged 2 SP:Iteration 10F (41.481271 sec): 3 clusters Score: Raw -31421.956547 + Penalty 1013.847043 = -30408.109504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.483797 sec): 2 clusters Score: Raw -60284.650986 + Penalty 647.372638 = -59637.278349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.485151 sec): 3 clusters Score: Raw -59982.765719 + Penalty 1305.634128 = -58677.131591 nChanged 210 SP:Iteration 1F (41.486502 sec): 3 clusters Score: Raw -60163.128293 + Penalty 1320.042103 = -58843.086190 nChanged 57 SP:Iteration 2F (41.487833 sec): 3 clusters Score: Raw -60222.539895 + Penalty 1344.905217 = -58877.634677 nChanged 42 SP:Iteration 3F (41.489161 sec): 3 clusters Score: Raw -60271.292260 + Penalty 1366.498994 = -58904.793266 nChanged 27 SP:Iteration 4Q (41.490523 sec): 3 clusters Score: Raw -60311.093411 + Penalty 1386.946681 = -58924.146729 nChanged 21 SP:Iteration 5Q (41.491884 sec): 3 clusters Score: Raw -60334.502558 + Penalty 1403.877041 = -58930.625518 nChanged 13 SP:Iteration 6Q (41.493217 sec): 3 clusters Score: Raw -60349.451935 + Penalty 1419.832031 = -58929.619904 nChanged 13 SP:Iteration 7F (41.494594 sec): 3 clusters Score: Raw -60366.029289 + Penalty 1428.497401 = -58937.531887 nChanged 9 SP:Iteration 8Q (41.495884 sec): 3 clusters Score: Raw -60377.584156 + Penalty 1437.504573 = -58940.079583 nChanged 7 SP:Iteration 9Q (41.497157 sec): 3 clusters Score: Raw -60387.562699 + Penalty 1440.287880 = -58947.274819 nChanged 3 SP:Iteration 10F (41.498537 sec): 3 clusters Score: Raw -60393.879621 + Penalty 1442.564904 = -58951.314717 nChanged 4 SP:Iteration 11Q (41.499792 sec): 3 clusters Score: Raw -60397.064167 + Penalty 1448.568601 = -58948.495566 nChanged 3 SP:Iteration 12F (41.501185 sec): 3 clusters Score: Raw -60402.495171 + Penalty 1450.454616 = -58952.040555 nChanged 1 SP:Iteration 13Q (41.502374 sec): 3 clusters Score: Raw -60403.143078 + Penalty 1450.454616 = -58952.688463 nChanged 0 SP:Iteration 14F (41.503728 sec): 3 clusters Score: Raw -60403.143078 + Penalty 1450.454616 = -58952.688463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 16 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.504722 sec): 2 clusters Score: Raw -265.518236 + Penalty 70.274354 = -195.243882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.504958 sec): 2 clusters Score: Raw -265.518236 + Penalty 70.274354 = -195.243882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.506156 sec): 2 clusters Score: Raw -12119.472809 + Penalty 484.693813 = -11634.778997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.506627 sec): 3 clusters Score: Raw -12093.834806 + Penalty 964.435428 = -11129.399378 nChanged 20 SP:Iteration 1F (41.507087 sec): 3 clusters Score: Raw -12115.729311 + Penalty 961.837786 = -11153.891525 nChanged 4 SP:Iteration 2Q (41.507562 sec): 3 clusters Score: Raw -12122.696764 + Penalty 959.178118 = -11163.518647 nChanged 4 SP:Iteration 3Q (41.508024 sec): 3 clusters Score: Raw -12128.521725 + Penalty 958.913553 = -11169.608172 nChanged 3 SP:Iteration 4Q (41.508480 sec): 3 clusters Score: Raw -12131.728752 + Penalty 958.913553 = -11172.815199 nChanged 0 SP:Iteration 5F (41.508936 sec): 3 clusters Score: Raw -12131.728752 + Penalty 958.913553 = -11172.815199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.510152 sec): 2 clusters Score: Raw -10510.539603 + Penalty 123.936001 = -10386.603602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.510629 sec): 3 clusters Score: Raw -10527.461052 + Penalty 354.412452 = -10173.048599 nChanged 49 SP:Iteration 1F (41.511095 sec): 3 clusters Score: Raw -10643.330292 + Penalty 429.150859 = -10214.179434 nChanged 7 SP:Iteration 2Q (41.511545 sec): 3 clusters Score: Raw -10665.759615 + Penalty 445.986653 = -10219.772962 nChanged 1 SP:Iteration 3Q (41.511958 sec): 3 clusters Score: Raw -10669.925412 + Penalty 478.620954 = -10191.304458 nChanged 2 SP:Iteration 4F (41.512423 sec): 3 clusters Score: Raw -10675.663523 + Penalty 478.620954 = -10197.042569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 19 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.514685 sec): 2 clusters Score: Raw -47053.364562 + Penalty 385.874837 = -46667.489724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.515905 sec): 3 clusters Score: Raw -46766.225323 + Penalty 791.471145 = -45974.754178 nChanged 201 SP:Iteration 1F (41.517091 sec): 3 clusters Score: Raw -46947.652351 + Penalty 828.811437 = -46118.840914 nChanged 72 SP:Iteration 2F (41.518264 sec): 3 clusters Score: Raw -47037.663504 + Penalty 845.982620 = -46191.680884 nChanged 31 SP:Iteration 3F (41.519443 sec): 3 clusters Score: Raw -47075.022931 + Penalty 863.832643 = -46211.190288 nChanged 17 SP:Iteration 4Q (41.520576 sec): 3 clusters Score: Raw -47093.126395 + Penalty 877.841861 = -46215.284534 nChanged 8 SP:Iteration 5Q (41.521674 sec): 3 clusters Score: Raw -47099.507062 + Penalty 891.206534 = -46208.300528 nChanged 4 SP:Iteration 6F (41.522839 sec): 3 clusters Score: Raw -47104.970743 + Penalty 896.844475 = -46208.126268 nChanged 4 SP:Iteration 7F (41.523999 sec): 3 clusters Score: Raw -47112.321743 + Penalty 900.649722 = -46211.672021 nChanged 2 SP:Iteration 8Q (41.525078 sec): 3 clusters Score: Raw -47115.366267 + Penalty 900.269943 = -46215.096324 nChanged 2 SP:Iteration 9Q (41.526123 sec): 3 clusters Score: Raw -47117.172329 + Penalty 900.353406 = -46216.818923 nChanged 1 SP:Iteration 10F (41.527286 sec): 3 clusters Score: Raw -47122.734194 + Penalty 902.821364 = -46219.912830 nChanged 1 SP:Iteration 11Q (41.528293 sec): 3 clusters Score: Raw -47124.073415 + Penalty 908.225131 = -46215.848284 nChanged 1 SP:Iteration 12F (41.529454 sec): 3 clusters Score: Raw -47124.968702 + Penalty 912.016992 = -46212.951710 nChanged 1 SP:Iteration 13F (41.530579 sec): 3 clusters Score: Raw -47125.647078 + Penalty 916.159928 = -46209.487151 nChanged 1 SP:Iteration 14F (41.531699 sec): 3 clusters Score: Raw -47126.946304 + Penalty 916.159928 = -46210.786377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 20 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.532746 sec): 2 clusters Score: Raw -1853.511170 + Penalty 253.876444 = -1599.634726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.532999 sec): 3 clusters Score: Raw -1851.437474 + Penalty 508.948614 = -1342.488860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 22 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.533943 sec): 2 clusters Score: Raw -6087.025750 + Penalty 411.939225 = -5675.086525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.534282 sec): 3 clusters Score: Raw -6090.872212 + Penalty 826.558676 = -5264.313536 nChanged 5 SP:Iteration 1F (41.534612 sec): 3 clusters Score: Raw -6096.769222 + Penalty 827.997890 = -5268.771332 nChanged 1 SP:Iteration 2Q (41.534936 sec): 3 clusters Score: Raw -6098.231605 + Penalty 830.278899 = -5267.952706 nChanged 1 SP:Iteration 3F (41.535264 sec): 3 clusters Score: Raw -6101.908573 + Penalty 829.441237 = -5272.467337 nChanged 1 SP:Iteration 4Q (41.535589 sec): 3 clusters Score: Raw -6104.972910 + Penalty 832.638630 = -5272.334279 nChanged 2 SP:Iteration 5F (41.535918 sec): 3 clusters Score: Raw -6107.236883 + Penalty 832.638630 = -5274.598253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 23 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.537027 sec): 2 clusters Score: Raw -10357.412820 + Penalty 669.747938 = -9687.664882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.537460 sec): 3 clusters Score: Raw -10415.727245 + Penalty 1339.286189 = -9076.441056 nChanged 8 SP:Iteration 1F (41.537873 sec): 3 clusters Score: Raw -10441.856071 + Penalty 1339.019757 = -9102.836314 nChanged 3 SP:Iteration 2Q (41.538266 sec): 3 clusters Score: Raw -10459.399078 + Penalty 1338.362146 = -9121.036933 nChanged 2 SP:Iteration 3Q (41.538656 sec): 3 clusters Score: Raw -10469.163797 + Penalty 1338.362146 = -9130.801652 nChanged 0 SP:Iteration 4F (41.539068 sec): 3 clusters Score: Raw -10469.163797 + Penalty 1338.362146 = -9130.801652 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.550717 sec): 2 clusters Score: Raw -208217.479014 + Penalty 441.942896 = -207775.536118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.555019 sec): 3 clusters Score: Raw -206766.143715 + Penalty 885.427284 = -205880.716431 nChanged 1031 SP:Iteration 1F (41.559261 sec): 3 clusters Score: Raw -207303.252010 + Penalty 888.664571 = -206414.587440 nChanged 275 SP:Iteration 2F (41.563661 sec): 3 clusters Score: Raw -207394.164537 + Penalty 892.324038 = -206501.840499 nChanged 138 SP:Iteration 3F (41.568102 sec): 3 clusters Score: Raw -207437.841665 + Penalty 896.868647 = -206540.973018 nChanged 89 SP:Iteration 4Q (41.572373 sec): 3 clusters Score: Raw -207468.703984 + Penalty 905.102545 = -206563.601439 nChanged 95 SP:Iteration 5Q (41.576822 sec): 3 clusters Score: Raw -207515.955284 + Penalty 919.832893 = -206596.122391 nChanged 122 SP:Iteration 6F (41.581448 sec): 3 clusters Score: Raw -207596.953848 + Penalty 947.353241 = -206649.600607 nChanged 144 SP:Iteration 7F (41.585807 sec): 3 clusters Score: Raw -207725.972683 + Penalty 984.666860 = -206741.305823 nChanged 159 SP:Iteration 8F (41.590221 sec): 3 clusters Score: Raw -207870.489638 + Penalty 1012.949595 = -206857.540043 nChanged 110 SP:Iteration 9Q (41.594591 sec): 3 clusters Score: Raw -207967.341396 + Penalty 1035.699007 = -206931.642389 nChanged 95 SP:Iteration 10F (41.598825 sec): 3 clusters Score: Raw -208048.198813 + Penalty 1062.563303 = -206985.635510 nChanged 78 SP:Iteration 11Q (41.602780 sec): 3 clusters Score: Raw -208110.472609 + Penalty 1083.832241 = -207026.640369 nChanged 54 SP:Iteration 12Q (41.606848 sec): 3 clusters Score: Raw -208162.410975 + Penalty 1106.637352 = -207055.773623 nChanged 33 SP:Iteration 13Q (41.610686 sec): 3 clusters Score: Raw -208191.179597 + Penalty 1112.727105 = -207078.452493 nChanged 24 SP:Iteration 14Q (41.614457 sec): 3 clusters Score: Raw -208214.762241 + Penalty 1112.074636 = -207102.687605 nChanged 15 SP:Iteration 15Q (41.618004 sec): 3 clusters Score: Raw -208227.832148 + Penalty 1111.228602 = -207116.603545 nChanged 11 SP:Iteration 16Q (41.621474 sec): 3 clusters Score: Raw -208236.825360 + Penalty 1113.013208 = -207123.812153 nChanged 8 SP:Iteration 17Q (41.624949 sec): 3 clusters Score: Raw -208244.014995 + Penalty 1108.778743 = -207135.236252 nChanged 5 SP:Iteration 18Q (41.628623 sec): 3 clusters Score: Raw -208250.228482 + Penalty 1111.974237 = -207138.254245 nChanged 3 SP:Iteration 19Q (41.632040 sec): 3 clusters Score: Raw -208253.351987 + Penalty 1112.559347 = -207140.792640 nChanged 1 SP:Iteration 20F (41.636242 sec): 3 clusters Score: Raw -208254.368023 + Penalty 1110.504929 = -207143.863094 nChanged 2 SP:Iteration 21Q (41.639830 sec): 3 clusters Score: Raw -208255.955450 + Penalty 1111.153514 = -207144.801936 nChanged 1 SP:Iteration 22Q (41.643453 sec): 3 clusters Score: Raw -208256.493762 + Penalty 1111.153514 = -207145.340248 nChanged 0 SP:Iteration 23F (41.647962 sec): 3 clusters Score: Raw -208256.493762 + Penalty 1111.153514 = -207145.340248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 27 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.651489 sec): 2 clusters Score: Raw -4648.727350 + Penalty 286.170599 = -4362.556751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.651801 sec): 3 clusters Score: Raw -4632.833984 + Penalty 573.189779 = -4059.644205 nChanged 4 SP:Iteration 1F (41.652104 sec): 3 clusters Score: Raw -4644.456602 + Penalty 573.437366 = -4071.019236 nChanged 2 SP:Iteration 2Q (41.652426 sec): 3 clusters Score: Raw -4647.453075 + Penalty 573.437366 = -4074.015709 nChanged 0 SP:Iteration 3F (41.652736 sec): 3 clusters Score: Raw -4647.453075 + Penalty 573.437366 = -4074.015709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.653487 sec): 2 clusters Score: Raw -800.047387 + Penalty 17.875219 = -782.172168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.653693 sec): 3 clusters Score: Raw -824.272974 + Penalty 35.488850 = -788.784124 nChanged 0 Score: Raw -1969179.204974 + Penalty 41427.843536 = -1927751.361439 Splitting cluster 28 changes total score from -1911410.585583 to -1927751.361439 So it's getting split into cluster 5. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.242940 sec): 2 clusters Score: Raw -112490.660220 + Penalty 783.990969 = -111706.669251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.245549 sec): 3 clusters Score: Raw -111855.750609 + Penalty 1570.462717 = -110285.287893 nChanged 428 SP:Iteration 1F (42.247994 sec): 3 clusters Score: Raw -112092.984129 + Penalty 1576.675730 = -110516.308400 nChanged 127 SP:Iteration 2F (42.250338 sec): 3 clusters Score: Raw -112193.115517 + Penalty 1587.708726 = -110605.406790 nChanged 88 SP:Iteration 3F (42.252708 sec): 3 clusters Score: Raw -112266.776364 + Penalty 1599.571406 = -110667.204959 nChanged 65 SP:Iteration 4F (42.255172 sec): 3 clusters Score: Raw -112324.537540 + Penalty 1612.732251 = -110711.805289 nChanged 55 SP:Iteration 5Q (42.257656 sec): 3 clusters Score: Raw -112368.092123 + Penalty 1621.447320 = -110746.644802 nChanged 36 SP:Iteration 6Q (42.259984 sec): 3 clusters Score: Raw -112394.084138 + Penalty 1629.517427 = -110764.566711 nChanged 30 SP:Iteration 7Q (42.262299 sec): 3 clusters Score: Raw -112414.281693 + Penalty 1637.590325 = -110776.691368 nChanged 23 SP:Iteration 8Q (42.264565 sec): 3 clusters Score: Raw -112434.492502 + Penalty 1647.076249 = -110787.416253 nChanged 21 SP:Iteration 9Q (42.266809 sec): 3 clusters Score: Raw -112448.515050 + Penalty 1655.320854 = -110793.194196 nChanged 21 SP:Iteration 10F (42.269258 sec): 3 clusters Score: Raw -112462.196006 + Penalty 1664.687208 = -110797.508798 nChanged 16 SP:Iteration 11Q (42.271508 sec): 3 clusters Score: Raw -112474.574978 + Penalty 1672.626055 = -110801.948923 nChanged 13 SP:Iteration 12Q (42.273753 sec): 3 clusters Score: Raw -112484.166762 + Penalty 1682.723523 = -110801.443238 nChanged 18 SP:Iteration 13F (42.276090 sec): 3 clusters Score: Raw -112500.830861 + Penalty 1692.112712 = -110808.718149 nChanged 15 SP:Iteration 14Q (42.278382 sec): 3 clusters Score: Raw -112521.642486 + Penalty 1701.822163 = -110819.820323 nChanged 13 SP:Iteration 15Q (42.280677 sec): 3 clusters Score: Raw -112539.592980 + Penalty 1710.947619 = -110828.645360 nChanged 11 SP:Iteration 16Q (42.282821 sec): 3 clusters Score: Raw -112551.064998 + Penalty 1715.044963 = -110836.020035 nChanged 6 SP:Iteration 17Q (42.284889 sec): 3 clusters Score: Raw -112559.151112 + Penalty 1716.171766 = -110842.979346 nChanged 5 SP:Iteration 18Q (42.286958 sec): 3 clusters Score: Raw -112567.088354 + Penalty 1717.402420 = -110849.685934 nChanged 3 SP:Iteration 19Q (42.288989 sec): 3 clusters Score: Raw -112569.325064 + Penalty 1718.387788 = -110850.937275 nChanged 2 SP:Iteration 20F (42.291302 sec): 3 clusters Score: Raw -112574.403731 + Penalty 1717.810301 = -110856.593430 nChanged 3 SP:Iteration 21Q (42.293451 sec): 3 clusters Score: Raw -112579.556868 + Penalty 1719.941046 = -110859.615822 nChanged 5 SP:Iteration 22Q (42.295529 sec): 3 clusters Score: Raw -112584.925036 + Penalty 1722.692685 = -110862.232351 nChanged 2 SP:Iteration 23Q (42.297585 sec): 3 clusters Score: Raw -112589.126894 + Penalty 1724.473261 = -110864.653633 nChanged 4 SP:Iteration 24Q (42.299602 sec): 3 clusters Score: Raw -112597.132671 + Penalty 1724.855910 = -110872.276761 nChanged 1 SP:Iteration 25Q (42.301586 sec): 3 clusters Score: Raw -112598.315657 + Penalty 1724.855910 = -110873.459747 nChanged 0 SP:Iteration 26F (42.304053 sec): 3 clusters Score: Raw -112598.315657 + Penalty 1724.855910 = -110873.459747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 34 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.310858 sec): 2 clusters Score: Raw -20301.947784 + Penalty 600.825996 = -19701.121788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.311486 sec): 3 clusters Score: Raw -20243.924108 + Penalty 1201.297348 = -19042.626761 nChanged 44 SP:Iteration 1F (42.312121 sec): 3 clusters Score: Raw -20300.864933 + Penalty 1201.496288 = -19099.368645 nChanged 10 SP:Iteration 2Q (42.312731 sec): 3 clusters Score: Raw -20326.073519 + Penalty 1202.572207 = -19123.501312 nChanged 11 SP:Iteration 3Q (42.313337 sec): 3 clusters Score: Raw -20337.086467 + Penalty 1203.686524 = -19133.399943 nChanged 5 SP:Iteration 4Q (42.313939 sec): 3 clusters Score: Raw -20343.752296 + Penalty 1204.943787 = -19138.808509 nChanged 4 SP:Iteration 5Q (42.314540 sec): 3 clusters Score: Raw -20350.368671 + Penalty 1205.652032 = -19144.716639 nChanged 3 SP:Iteration 6Q (42.315141 sec): 3 clusters Score: Raw -20353.805531 + Penalty 1205.578679 = -19148.226853 nChanged 3 SP:Iteration 7Q (42.315739 sec): 3 clusters Score: Raw -20358.555850 + Penalty 1205.986028 = -19152.569822 nChanged 1 SP:Iteration 8Q (42.316336 sec): 3 clusters Score: Raw -20359.313489 + Penalty 1205.986028 = -19153.327461 nChanged 0 SP:Iteration 9F (42.316951 sec): 3 clusters Score: Raw -20359.313489 + Penalty 1205.986028 = -19153.327461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 37 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.317465 sec): 2 clusters Score: Raw -620.097309 + Penalty 149.512768 = -470.584541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.317689 sec): 3 clusters Score: Raw -620.504066 + Penalty 307.914077 = -312.589989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 40 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.318764 sec): 2 clusters Score: Raw -20782.630113 + Penalty 415.707388 = -20366.922725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.319407 sec): 3 clusters Score: Raw -20681.759928 + Penalty 834.386089 = -19847.373839 nChanged 64 SP:Iteration 1F (42.320040 sec): 3 clusters Score: Raw -20732.798367 + Penalty 835.985953 = -19896.812414 nChanged 12 SP:Iteration 2F (42.320667 sec): 3 clusters Score: Raw -20744.476371 + Penalty 840.065682 = -19904.410688 nChanged 12 SP:Iteration 3F (42.321295 sec): 3 clusters Score: Raw -20756.354249 + Penalty 845.362993 = -19910.991256 nChanged 14 SP:Iteration 4F (42.321930 sec): 3 clusters Score: Raw -20771.237077 + Penalty 852.076966 = -19919.160111 nChanged 11 SP:Iteration 5Q (42.322540 sec): 3 clusters Score: Raw -20792.710877 + Penalty 871.316281 = -19921.394596 nChanged 13 SP:Iteration 6F (42.323152 sec): 3 clusters Score: Raw -20814.625432 + Penalty 888.576252 = -19926.049180 nChanged 7 SP:Iteration 7Q (42.323737 sec): 3 clusters Score: Raw -20823.337274 + Penalty 897.833858 = -19925.503416 nChanged 5 SP:Iteration 8F (42.324377 sec): 3 clusters Score: Raw -20829.347664 + Penalty 900.951862 = -19928.395802 nChanged 3 SP:Iteration 9Q (42.324967 sec): 3 clusters Score: Raw -20832.702310 + Penalty 907.359203 = -19925.343107 nChanged 4 SP:Iteration 10F (42.325595 sec): 3 clusters Score: Raw -20837.103277 + Penalty 919.532178 = -19917.571099 nChanged 4 SP:Iteration 11F (42.326221 sec): 3 clusters Score: Raw -20840.717081 + Penalty 927.011118 = -19913.705963 nChanged 2 SP:Iteration 12F (42.326849 sec): 3 clusters Score: Raw -20843.018239 + Penalty 931.332411 = -19911.685827 nChanged 2 SP:Iteration 13F (42.327476 sec): 3 clusters Score: Raw -20844.818153 + Penalty 931.332411 = -19913.485742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.328054 sec): 2 clusters Score: Raw -1847.188294 + Penalty 522.842625 = -1324.345669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.328353 sec): 3 clusters Score: Raw -2281.861733 + Penalty 1047.281253 = -1234.580479 nChanged 1 SP:Iteration 1Q (42.328626 sec): 3 clusters Score: Raw -2296.160368 + Penalty 1047.281253 = -1248.879114 nChanged 0 SP:Iteration 2F (42.328920 sec): 3 clusters Score: Raw -2296.160368 + Penalty 1047.281253 = -1248.879114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.329377 sec): 2 clusters Score: Raw -258.198190 + Penalty 41.418517 = -216.779673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.329568 sec): 2 clusters Score: Raw -258.198190 + Penalty 41.418517 = -216.779673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.330899 sec): 2 clusters Score: Raw -28045.168820 + Penalty 875.558653 = -27169.610167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.331691 sec): 3 clusters Score: Raw -28038.748262 + Penalty 1750.790929 = -26287.957333 nChanged 50 SP:Iteration 1F (42.332473 sec): 3 clusters Score: Raw -28125.760894 + Penalty 1750.610894 = -26375.150000 nChanged 16 SP:Iteration 2F (42.333250 sec): 3 clusters Score: Raw -28153.964282 + Penalty 1750.689353 = -26403.274929 nChanged 6 SP:Iteration 3Q (42.334001 sec): 3 clusters Score: Raw -28161.336780 + Penalty 1750.832045 = -26410.504735 nChanged 4 SP:Iteration 4Q (42.334775 sec): 3 clusters Score: Raw -28164.867558 + Penalty 1750.930755 = -26413.936803 nChanged 2 SP:Iteration 5Q (42.335523 sec): 3 clusters Score: Raw -28167.548887 + Penalty 1750.862192 = -26416.686695 nChanged 1 SP:Iteration 6Q (42.336271 sec): 3 clusters Score: Raw -28168.137091 + Penalty 1750.862192 = -26417.274899 nChanged 0 SP:Iteration 7F (42.337048 sec): 3 clusters Score: Raw -28168.137091 + Penalty 1750.862192 = -26417.274899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 53 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.337988 sec): 2 clusters Score: Raw -17115.309541 + Penalty 765.264462 = -16350.045079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.338536 sec): 3 clusters Score: Raw -17166.726007 + Penalty 1535.456187 = -15631.269820 nChanged 18 SP:Iteration 1F (42.339077 sec): 3 clusters Score: Raw -17208.195540 + Penalty 1536.064274 = -15672.131266 nChanged 2 SP:Iteration 2Q (42.339598 sec): 3 clusters Score: Raw -17214.305330 + Penalty 1536.457870 = -15677.847460 nChanged 1 SP:Iteration 3Q (42.340121 sec): 3 clusters Score: Raw -17218.027390 + Penalty 1536.852622 = -15681.174768 nChanged 1 SP:Iteration 4Q (42.340639 sec): 3 clusters Score: Raw -17219.233500 + Penalty 1536.852622 = -15682.380878 nChanged 0 SP:Iteration 5F (42.341178 sec): 3 clusters Score: Raw -17219.233500 + Penalty 1536.852622 = -15682.380878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.341637 sec): 2 clusters Score: Raw -450.339576 + Penalty 14.341747 = -435.997829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.341833 sec): 3 clusters Score: Raw -459.445728 + Penalty 24.377134 = -435.068594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 58 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.342377 sec): 2 clusters Score: Raw -3118.715316 + Penalty 235.322337 = -2883.392979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.342655 sec): 3 clusters Score: Raw -3116.841312 + Penalty 491.934861 = -2624.906451 nChanged 2 SP:Iteration 1F (42.342926 sec): 3 clusters Score: Raw -3122.083235 + Penalty 503.104750 = -2618.978485 nChanged 1 SP:Iteration 2F (42.343197 sec): 3 clusters Score: Raw -3123.919154 + Penalty 503.104750 = -2620.814404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.343668 sec): 2 clusters Score: Raw -453.472352 + Penalty 127.500426 = -325.971925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.343889 sec): 3 clusters Score: Raw -448.637740 + Penalty 250.583714 = -198.054027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 69 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.344660 sec): 2 clusters Score: Raw -10149.256415 + Penalty 555.467224 = -9593.789192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.345077 sec): 3 clusters Score: Raw -10168.360499 + Penalty 1112.623726 = -9055.736773 nChanged 8 SP:Iteration 1F (42.345485 sec): 3 clusters Score: Raw -10183.821109 + Penalty 1112.623726 = -9071.197382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 71 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.346096 sec): 2 clusters Score: Raw -5315.875494 + Penalty 386.652920 = -4929.222574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.346414 sec): 3 clusters Score: Raw -5334.103701 + Penalty 773.398376 = -4560.705326 nChanged 3 SP:Iteration 1F (42.346730 sec): 3 clusters Score: Raw -5340.440885 + Penalty 774.646324 = -4565.794561 nChanged 1 SP:Iteration 2Q (42.347063 sec): 3 clusters Score: Raw -5340.906527 + Penalty 774.646324 = -4566.260203 nChanged 0 SP:Iteration 3F (42.347377 sec): 3 clusters Score: Raw -5340.906527 + Penalty 774.646324 = -4566.260203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 72 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.347903 sec): 2 clusters Score: Raw -2462.479716 + Penalty 265.363798 = -2197.115918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.348163 sec): 3 clusters Score: Raw -2463.029691 + Penalty 522.468323 = -1940.561368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 73 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.348678 sec): 2 clusters Score: Raw -2253.747310 + Penalty 284.617089 = -1969.130221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.348933 sec): 3 clusters Score: Raw -2257.639629 + Penalty 553.345662 = -1704.293968 nChanged 1 SP:Iteration 1Q (42.349176 sec): 3 clusters Score: Raw -2259.136237 + Penalty 553.345662 = -1705.790575 nChanged 0 SP:Iteration 2F (42.349426 sec): 3 clusters Score: Raw -2259.136237 + Penalty 553.345662 = -1705.790575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 74 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.349900 sec): 2 clusters Score: Raw -533.212661 + Penalty 114.570883 = -418.641778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.350122 sec): 3 clusters Score: Raw -531.158871 + Penalty 229.141766 = -302.017105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 82 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.350588 sec): 2 clusters Score: Raw -446.677926 + Penalty 129.578741 = -317.099186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.350806 sec): 3 clusters Score: Raw -451.583725 + Penalty 252.069235 = -199.514490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.351271 sec): 2 clusters Score: Raw -364.709161 + Penalty 102.448757 = -262.260404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.351479 sec): 3 clusters Score: Raw -359.550623 + Penalty 177.074368 = -182.476255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.351926 sec): 2 clusters Score: Raw -84.376588 + Penalty 0.000000 = -84.376588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.352110 sec): 2 clusters Score: Raw -84.376588 + Penalty 0.000000 = -84.376588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.352570 sec): 2 clusters Score: Raw -272.839409 + Penalty 82.342852 = -190.496557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.352768 sec): 2 clusters Score: Raw -272.839409 + Penalty 82.342852 = -190.496557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353243 sec): 2 clusters Score: Raw -739.914262 + Penalty 161.090793 = -578.823469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.353469 sec): 3 clusters Score: Raw -742.061750 + Penalty 302.701292 = -439.360458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 109 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.353943 sec): 2 clusters Score: Raw -643.060822 + Penalty 139.272502 = -503.788320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.354182 sec): 3 clusters Score: Raw -637.164484 + Penalty 139.272502 = -497.891981 nChanged 1 SP:Iteration 1F (42.354383 sec): 2 clusters Score: Raw -643.060822 + Penalty 139.272502 = -503.788320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.354857 sec): 2 clusters Score: Raw -753.702093 + Penalty 148.943026 = -604.759067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.355081 sec): 3 clusters Score: Raw -742.665410 + Penalty 289.418439 = -453.246971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 112 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.355575 sec): 2 clusters Score: Raw -1528.923064 + Penalty 251.471284 = -1277.451780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.355813 sec): 3 clusters Score: Raw -1521.087333 + Penalty 502.942568 = -1018.144765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.356270 sec): 2 clusters Score: Raw -86.938580 + Penalty 0.000000 = -86.938580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.356464 sec): 2 clusters Score: Raw -86.938580 + Penalty 0.000000 = -86.938580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 122 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.356944 sec): 2 clusters Score: Raw -823.828454 + Penalty 157.163583 = -666.664871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.357168 sec): 3 clusters Score: Raw -823.889114 + Penalty 310.578389 = -513.310725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 134 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.357679 sec): 2 clusters Score: Raw -1942.773712 + Penalty 231.512445 = -1711.261267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.357934 sec): 3 clusters Score: Raw -1965.723643 + Penalty 466.454462 = -1499.269181 nChanged 1 SP:Iteration 1Q (42.358179 sec): 3 clusters Score: Raw -1966.430481 + Penalty 466.454462 = -1499.976019 nChanged 0 SP:Iteration 2F (42.358428 sec): 3 clusters Score: Raw -1966.430481 + Penalty 466.454462 = -1499.976019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 138 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.358900 sec): 2 clusters Score: Raw -647.586790 + Penalty 168.134931 = -479.451858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.359123 sec): 3 clusters Score: Raw -640.796792 + Penalty 329.494394 = -311.302398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.359577 sec): 2 clusters Score: Raw -87.490944 + Penalty 0.000000 = -87.490944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.359770 sec): 2 clusters Score: Raw -87.490944 + Penalty 0.000000 = -87.490944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.360223 sec): 2 clusters Score: Raw -170.048350 + Penalty 16.967408 = -153.080942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.360416 sec): 3 clusters Score: Raw -165.895244 + Penalty 33.934816 = -131.960428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.360877 sec): 2 clusters Score: Raw -270.604883 + Penalty 75.393417 = -195.211466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.361089 sec): 3 clusters Score: Raw -264.943271 + Penalty 158.782410 = -106.160862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.361554 sec): 2 clusters Score: Raw -81.255901 + Penalty 0.000000 = -81.255901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.361744 sec): 2 clusters Score: Raw -81.255901 + Penalty 0.000000 = -81.255901 nChanged 0 Deleting Class 112 (16 points): Lose 57.836583 but Gain 912.244582 Iteration 119Q (42.452080 sec): 55 clusters Score: Raw -1952742.092398 + Penalty 40527.720803 = -1912214.371595 nChanged 23 Deleting Class 23 (115 points): Lose 570.638252 but Gain 1419.677588 Iteration 120F (43.036000 sec): 54 clusters Score: Raw -1952197.650827 + Penalty 39187.784850 = -1913009.865977 nChanged 122 Deleting Class 22 (67 points): Lose 137.428134 but Gain 988.365641 Iteration 121Q (43.121028 sec): 53 clusters Score: Raw -1952389.651916 + Penalty 38252.594240 = -1914137.057676 nChanged 102 Deleting Class 20 (23 points): Lose 37.570066 but Gain 905.776645 Iteration 122Q (43.197968 sec): 52 clusters Score: Raw -1952460.081203 + Penalty 37395.720206 = -1915064.360997 nChanged 50 Deleting Class 138 (7 points): Lose 29.944671 but Gain 869.047498 Iteration 123Q (43.275890 sec): 51 clusters Score: Raw -1952463.669595 + Penalty 36530.059082 = -1915933.610513 nChanged 25 Deleting Class 3 (14 points): Lose 34.311055 but Gain 855.769381 Iteration 124Q (43.353563 sec): 50 clusters Score: Raw -1952448.238351 + Penalty 35672.812653 = -1916775.425698 nChanged 25 Deleting Class 73 (27 points): Lose 116.043497 but Gain 908.986573 Iteration 125Q (43.429584 sec): 49 clusters Score: Raw -1952353.488718 + Penalty 34769.769224 = -1917583.719495 nChanged 39 Deleting Class 67 (5 points): Lose 10.995969 but Gain 796.793450 Iteration 126Q (43.508327 sec): 48 clusters Score: Raw -1952397.728541 + Penalty 33973.376467 = -1918424.352074 nChanged 17 Deleting Class 71 (64 points): Lose 206.548137 but Gain 983.567284 Iteration 127Q (43.581584 sec): 47 clusters Score: Raw -1952203.703625 + Penalty 33130.541561 = -1919073.162064 nChanged 71 Deleting Class 37 (8 points): Lose 54.282512 but Gain 838.016471 Iteration 128Q (43.655623 sec): 46 clusters Score: Raw -1952262.242876 + Penalty 32519.685932 = -1919742.556944 nChanged 25 Deleting Class 74 (10 points): Lose 53.686207 but Gain 869.361374 Iteration 129Q (43.727899 sec): 45 clusters Score: Raw -1952265.712259 + Penalty 31680.544241 = -1920585.168018 nChanged 21 Deleting Class 116 (1 points): Lose 5.294702 but Gain 768.973614 Iteration 130F (44.204669 sec): 44 clusters Score: Raw -1952294.054100 + Penalty 30935.251632 = -1921358.802468 nChanged 20 Deleting Class 98 (8 points): Lose 16.763925 but Gain 779.170225 Iteration 131Q (44.278153 sec): 43 clusters Score: Raw -1952287.339117 + Penalty 30179.647221 = -1922107.691896 nChanged 25 Deleting Class 161 (1 points): Lose 3.015857 but Gain 761.248255 Iteration 132Q (44.361493 sec): 42 clusters Score: Raw -1952301.556903 + Penalty 29442.468111 = -1922859.088793 nChanged 14 Deleting Class 69 (128 points): Lose 462.043305 but Gain 1218.093467 Iteration 133Q (44.433423 sec): 41 clusters Score: Raw -1951848.548265 + Penalty 28330.555879 = -1923517.992386 nChanged 139 Deleting Class 95 (3 points): Lose 18.075666 but Gain 773.711348 Iteration 134Q (44.505498 sec): 40 clusters Score: Raw -1952102.521199 + Penalty 27593.099410 = -1924509.421789 nChanged 49 Deleting Class 89 (3 points): Lose 15.519536 but Gain 757.131672 Iteration 135Q (44.580062 sec): 39 clusters Score: Raw -1952113.320363 + Penalty 26833.616204 = -1925279.704158 nChanged 27 Deleting Class 53 (188 points): Lose 759.501339 but Gain 1473.692893 Iteration 136Q (44.649827 sec): 38 clusters Score: Raw -1951367.202777 + Penalty 25505.139993 = -1925862.062784 nChanged 204 Deleting Class 72 (36 points): Lose 128.327208 but Gain 864.056212 Iteration 137Q (44.721740 sec): 37 clusters Score: Raw -1951695.269853 + Penalty 24658.542379 = -1927036.727474 nChanged 95 Deleting Class 82 (5 points): Lose 95.921324 but Gain 809.781541 Iteration 138Q (44.790314 sec): 36 clusters Score: Raw -1951707.337342 + Penalty 23840.615483 = -1927866.721859 nChanged 43 Deleting Class 110 (8 points): Lose 16.739700 but Gain 720.413433 Iteration 139Q (44.859390 sec): 35 clusters Score: Raw -1951732.127402 + Penalty 23115.477050 = -1928616.650352 nChanged 34 Deleting Class 134 (24 points): Lose 117.969272 but Gain 811.812553 Iteration 140F (45.222945 sec): 34 clusters Score: Raw -1951637.258309 + Penalty 22288.606294 = -1929348.652015 nChanged 38 Deleting Class 109 (7 points): Lose 30.510887 but Gain 719.864806 Iteration 141Q (45.291583 sec): 33 clusters Score: Raw -1951651.482742 + Penalty 21562.903808 = -1930088.578933 nChanged 22 Deleting Class 122 (9 points): Lose 41.215102 but Gain 719.425487 Iteration 142Q (45.360739 sec): 32 clusters Score: Raw -1951625.050993 + Penalty 20837.142613 = -1930787.908380 nChanged 21 Deleting Class 180 (3 points): Lose 16.027816 but Gain 690.235543 Iteration 143Q (45.426684 sec): 31 clusters Score: Raw -1951625.271789 + Penalty 20125.738283 = -1931499.533506 nChanged 19 Deleting Class 191 (1 points): Lose 76.898418 but Gain 719.270102 Iteration 144Q (45.492181 sec): 30 clusters Score: Raw -1951561.270067 + Penalty 19335.352844 = -1932225.917224 nChanged 9 Deleting Class 10 (25 points): Lose 90.458978 but Gain 691.122202 Iteration 145Q (45.557001 sec): 29 clusters Score: Raw -1951477.227971 + Penalty 18643.116250 = -1932834.111721 nChanged 31 Deleting Class 16 (3 points): Lose 50.136547 but Gain 643.369926 Iteration 146Q (45.621513 sec): 28 clusters Score: Raw -1951464.912623 + Penalty 17975.253936 = -1933489.658687 nChanged 9 Deleting Class 58 (35 points): Lose 80.822229 but Gain 665.716581 Iteration 147Q (45.685789 sec): 27 clusters Score: Raw -1951396.568318 + Penalty 17315.207197 = -1934081.361122 nChanged 40 Deleting Class 4 (208 points): Lose 691.278539 but Gain 1278.505698 Iteration 148Q (45.749971 sec): 26 clusters Score: Raw -1950748.110582 + Penalty 16164.816660 = -1934583.293922 nChanged 218 Deleting Class 11 (104 points): Lose 126.806681 but Gain 699.097251 Iteration 149Q (45.814467 sec): 25 clusters Score: Raw -1951042.794134 + Penalty 15488.965540 = -1935553.828594 nChanged 168 Deleting Class 27 (58 points): Lose 161.156003 but Gain 676.075757 Iteration 150F (46.076290 sec): 24 clusters Score: Raw -1951035.941334 + Penalty 14815.557682 = -1936220.383652 nChanged 115 Deleting Class 7 (7 points): Lose 45.078399 but Gain 488.015047 Iteration 151Q (46.140364 sec): 23 clusters Score: Raw -1951086.438920 + Penalty 14325.638993 = -1936760.799927 nChanged 48 Deleting Class 47 (3 points): Lose 104.709556 but Gain 379.191360 Iteration 152Q (46.206961 sec): 22 clusters Score: Raw -1951010.474334 + Penalty 13862.165568 = -1937148.308766 nChanged 36 Deleting Class 34 (302 points): Lose 891.572488 but Gain 1130.317041 Iteration 153Q (46.268868 sec): 21 clusters Score: Raw -1950139.386537 + Penalty 12784.203103 = -1937355.183433 nChanged 323 Deleting Class 94 (1 points): Lose 69.878065 but Gain 276.592907 Iteration 154Q (46.331093 sec): 20 clusters Score: Raw -1950684.648124 + Penalty 12497.848940 = -1938186.799185 nChanged 133 Deleting Class 172 (2 points): Lose 52.146779 but Gain 246.205861 Iteration 155Q (46.391432 sec): 19 clusters Score: Raw -1950712.088733 + Penalty 12239.628888 = -1938472.459845 nChanged 93 Deleting Class 9 (4 points): Lose 27.757284 but Gain 149.803735 Iteration 156Q (46.450506 sec): 18 clusters Score: Raw -1950719.515367 + Penalty 12096.920062 = -1938622.595306 nChanged 56 Deleting Class 5 (5 points): Lose 63.096460 but Gain 68.393883 Iteration 157Q (46.509109 sec): 17 clusters Score: Raw -1950680.330553 + Penalty 12024.708337 = -1938655.622216 nChanged 29 Iteration 158Q (46.566731 sec): 17 clusters Score: Raw -1950731.640383 + Penalty 12027.473949 = -1938704.166434 nChanged 24 Iteration 159Q (46.624336 sec): 17 clusters Score: Raw -1950737.449750 + Penalty 12029.761407 = -1938707.688343 nChanged 15 Deleting Class 40 (238 points): Lose 784.184761 but Gain 790.751283 Iteration 160F (46.814047 sec): 16 clusters Score: Raw -1949959.264395 + Penalty 11256.921225 = -1938702.343170 nChanged 253 Iteration 161F (46.995571 sec): 16 clusters Score: Raw -1950427.419998 + Penalty 11260.710474 = -1939166.709524 nChanged 66 Iteration 162Q (47.052608 sec): 16 clusters Score: Raw -1950467.804597 + Penalty 11260.270505 = -1939207.534092 nChanged 60 Iteration 163Q (47.110376 sec): 16 clusters Score: Raw -1950491.491766 + Penalty 11262.798612 = -1939228.693154 nChanged 47 Iteration 164Q (47.168452 sec): 16 clusters Score: Raw -1950503.572110 + Penalty 11262.211171 = -1939241.360939 nChanged 27 Iteration 165Q (47.226184 sec): 16 clusters Score: Raw -1950508.683949 + Penalty 11264.467332 = -1939244.216617 nChanged 24 Iteration 166Q (47.284150 sec): 16 clusters Score: Raw -1950513.406651 + Penalty 11265.108351 = -1939248.298300 nChanged 15 Iteration 167Q (47.341267 sec): 16 clusters Score: Raw -1950517.568604 + Penalty 11265.844394 = -1939251.724210 nChanged 9 Iteration 168Q (47.398071 sec): 16 clusters Score: Raw -1950519.356429 + Penalty 11266.395970 = -1939252.960459 nChanged 5 Iteration 169Q (47.458991 sec): 16 clusters Score: Raw -1950520.141164 + Penalty 11266.199725 = -1939253.941439 nChanged 3 Iteration 170F (47.638024 sec): 16 clusters Score: Raw -1950521.322197 + Penalty 11267.395523 = -1939253.926674 nChanged 4 Iteration 171F (47.821373 sec): 16 clusters Score: Raw -1950521.825063 + Penalty 11267.116128 = -1939254.708934 nChanged 3 Iteration 172Q (47.879130 sec): 16 clusters Score: Raw -1950522.146300 + Penalty 11267.116128 = -1939255.030171 nChanged 0 Iteration 173F (48.061963 sec): 16 clusters Score: Raw -1950522.146300 + Penalty 11267.116128 = -1939255.030171 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1950522.146300 + Penalty 11267.116128 = -1939255.030171Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.107571 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.108599 sec): 3 clusters Score: Raw -40907.127708 + Penalty 98.789237 = -40808.338471 nChanged 208 SP:Iteration 1F (48.109596 sec): 3 clusters Score: Raw -41118.701970 + Penalty 97.607156 = -41021.094814 nChanged 18 SP:Iteration 2Q (48.110589 sec): 3 clusters Score: Raw -41128.219273 + Penalty 98.261974 = -41029.957299 nChanged 9 SP:Iteration 3Q (48.111565 sec): 3 clusters Score: Raw -41131.958397 + Penalty 98.552407 = -41033.405990 nChanged 11 SP:Iteration 4Q (48.112530 sec): 3 clusters Score: Raw -41134.339413 + Penalty 97.088264 = -41037.251149 nChanged 9 SP:Iteration 5Q (48.113457 sec): 3 clusters Score: Raw -41133.867491 + Penalty 97.221322 = -41036.646169 nChanged 7 SP:Iteration 6F (48.114423 sec): 3 clusters Score: Raw -41133.752807 + Penalty 97.519714 = -41036.233093 nChanged 5 SP:Iteration 7F (48.115391 sec): 3 clusters Score: Raw -41133.127276 + Penalty 98.119456 = -41035.007820 nChanged 7 SP:Iteration 8F (48.116357 sec): 3 clusters Score: Raw -41131.743665 + Penalty 96.715413 = -41035.028253 nChanged 8 SP:Iteration 9Q (48.117286 sec): 3 clusters Score: Raw -41130.102631 + Penalty 96.811853 = -41033.290777 nChanged 18 SP:Iteration 10F (48.118221 sec): 3 clusters Score: Raw -41139.393914 + Penalty 95.070164 = -41044.323750 nChanged 33 SP:Iteration 11F (48.119225 sec): 3 clusters Score: Raw -41186.136806 + Penalty 50.337796 = -41135.799009 nChanged 13 SP:Iteration 12Q (48.120038 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP:Iteration 13F (48.120843 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.122461 sec): 2 clusters Score: Raw -36223.189690 + Penalty 638.359935 = -35584.829756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.123429 sec): 3 clusters Score: Raw -36073.333822 + Penalty 1279.427972 = -34793.905850 nChanged 110 SP:Iteration 1F (48.124325 sec): 3 clusters Score: Raw -36165.645486 + Penalty 1285.197204 = -34880.448282 nChanged 30 SP:Iteration 2F (48.125223 sec): 3 clusters Score: Raw -36205.542327 + Penalty 1292.176300 = -34913.366026 nChanged 24 SP:Iteration 3F (48.126119 sec): 3 clusters Score: Raw -36232.081173 + Penalty 1296.457778 = -34935.623395 nChanged 12 SP:Iteration 4Q (48.127004 sec): 3 clusters Score: Raw -36248.455318 + Penalty 1301.407396 = -34947.047922 nChanged 9 SP:Iteration 5Q (48.127885 sec): 3 clusters Score: Raw -36258.012667 + Penalty 1306.016386 = -34951.996281 nChanged 11 SP:Iteration 6Q (48.128779 sec): 3 clusters Score: Raw -36269.027772 + Penalty 1307.702126 = -34961.325646 nChanged 3 SP:Iteration 7Q (48.129656 sec): 3 clusters Score: Raw -36273.931750 + Penalty 1307.626051 = -34966.305699 nChanged 1 SP:Iteration 8Q (48.130523 sec): 3 clusters Score: Raw -36274.702448 + Penalty 1307.840691 = -34966.861756 nChanged 2 SP:Iteration 9Q (48.131392 sec): 3 clusters Score: Raw -36275.796383 + Penalty 1307.400436 = -34968.395947 nChanged 3 SP:Iteration 10F (48.132285 sec): 3 clusters Score: Raw -36277.454138 + Penalty 1308.128527 = -34969.325611 nChanged 1 SP:Iteration 11Q (48.133151 sec): 3 clusters Score: Raw -36278.599032 + Penalty 1310.134613 = -34968.464419 nChanged 2 SP:Iteration 12F (48.134044 sec): 3 clusters Score: Raw -36280.230629 + Penalty 1311.416962 = -34968.813667 nChanged 2 SP:Iteration 13Q (48.134914 sec): 3 clusters Score: Raw -36281.481896 + Penalty 1312.302817 = -34969.179080 nChanged 1 SP:Iteration 14Q (48.135778 sec): 3 clusters Score: Raw -36281.834545 + Penalty 1312.302817 = -34969.531729 nChanged 0 SP:Iteration 15F (48.136670 sec): 3 clusters Score: Raw -36281.834545 + Penalty 1312.302817 = -34969.531729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.137559 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138076 sec): 3 clusters Score: Raw -15440.012309 + Penalty 116.798066 = -15323.214243 nChanged 78 SP:Iteration 1F (48.138582 sec): 3 clusters Score: Raw -15528.858517 + Penalty 106.092162 = -15422.766355 nChanged 30 SP:Iteration 2F (48.139048 sec): 3 clusters Score: Raw -15569.832748 + Penalty 61.446909 = -15508.385839 nChanged 2 SP:Iteration 3Q (48.139463 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP:Iteration 4F (48.139876 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 12 (15394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.209679 sec): 2 clusters Score: Raw -1292809.015174 + Penalty 263.278948 = -1292545.736226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.238710 sec): 3 clusters Score: Raw -1282365.778954 + Penalty 506.498119 = -1281859.280835 nChanged 7340 SP:Iteration 1F (48.267221 sec): 3 clusters Score: Raw -1289424.124114 + Penalty 626.793688 = -1288797.330426 nChanged 2630 SP:Iteration 2F (48.295722 sec): 3 clusters Score: Raw -1292548.522137 + Penalty 738.584253 = -1291809.937884 nChanged 229 SP:Iteration 3Q (48.321345 sec): 3 clusters Score: Raw -1292782.040370 + Penalty 803.174595 = -1291978.865775 nChanged 31 SP:Iteration 4Q (48.343757 sec): 3 clusters Score: Raw -1292816.651877 + Penalty 867.317708 = -1291949.334168 nChanged 11 SP:Iteration 5F (48.372103 sec): 3 clusters Score: Raw -1292833.691614 + Penalty 870.535294 = -1291963.156321 nChanged 2 SP:Iteration 6Q (48.394127 sec): 3 clusters Score: Raw -1292834.694991 + Penalty 870.535294 = -1291964.159698 nChanged 0 SP:Iteration 7F (48.422498 sec): 3 clusters Score: Raw -1292834.694991 + Penalty 870.535294 = -1291964.159698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.431962 sec): 2 clusters Score: Raw -43043.478461 + Penalty 573.104477 = -42470.373983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.433045 sec): 3 clusters Score: Raw -42832.425968 + Penalty 1148.720120 = -41683.705848 nChanged 150 SP:Iteration 1F (48.434125 sec): 3 clusters Score: Raw -42946.732232 + Penalty 1146.699014 = -41800.033219 nChanged 50 SP:Iteration 2F (48.435211 sec): 3 clusters Score: Raw -43000.732922 + Penalty 1145.235073 = -41855.497850 nChanged 24 SP:Iteration 3Q (48.436263 sec): 3 clusters Score: Raw -43022.314608 + Penalty 1144.185618 = -41878.128990 nChanged 15 SP:Iteration 4Q (48.437309 sec): 3 clusters Score: Raw -43030.313633 + Penalty 1144.196037 = -41886.117596 nChanged 6 SP:Iteration 5Q (48.438352 sec): 3 clusters Score: Raw -43035.143301 + Penalty 1144.731246 = -41890.412054 nChanged 6 SP:Iteration 6Q (48.439395 sec): 3 clusters Score: Raw -43038.958003 + Penalty 1143.966151 = -41894.991853 nChanged 4 SP:Iteration 7Q (48.440436 sec): 3 clusters Score: Raw -43041.160439 + Penalty 1144.130315 = -41897.030123 nChanged 5 SP:Iteration 8Q (48.441477 sec): 3 clusters Score: Raw -43044.672046 + Penalty 1144.737000 = -41899.935047 nChanged 4 SP:Iteration 9Q (48.442516 sec): 3 clusters Score: Raw -43045.873589 + Penalty 1144.416835 = -41901.456754 nChanged 1 SP:Iteration 10F (48.443565 sec): 3 clusters Score: Raw -43048.739518 + Penalty 1144.433862 = -41904.305655 nChanged 3 SP:Iteration 11Q (48.444595 sec): 3 clusters Score: Raw -43049.993107 + Penalty 1144.690913 = -41905.302194 nChanged 2 SP:Iteration 12Q (48.445635 sec): 3 clusters Score: Raw -43050.845972 + Penalty 1144.935513 = -41905.910459 nChanged 1 SP:Iteration 13Q (48.446672 sec): 3 clusters Score: Raw -43051.992538 + Penalty 1145.154882 = -41906.837655 nChanged 1 SP:Iteration 14Q (48.447710 sec): 3 clusters Score: Raw -43052.182476 + Penalty 1145.769686 = -41906.412790 nChanged 1 SP:Iteration 15F (48.448765 sec): 3 clusters Score: Raw -43052.349585 + Penalty 1146.267465 = -41906.082119 nChanged 2 SP:Iteration 16F (48.449819 sec): 3 clusters Score: Raw -43052.844340 + Penalty 1146.418357 = -41906.425983 nChanged 1 SP:Iteration 17Q (48.450857 sec): 3 clusters Score: Raw -43052.952008 + Penalty 1146.531315 = -41906.420694 nChanged 1 SP:Iteration 18F (48.451912 sec): 3 clusters Score: Raw -43053.154604 + Penalty 1146.644503 = -41906.510101 nChanged 2 SP:Iteration 19Q (48.453026 sec): 3 clusters Score: Raw -43053.699920 + Penalty 1147.233325 = -41906.466594 nChanged 3 SP:Iteration 20F (48.454142 sec): 3 clusters Score: Raw -43054.107118 + Penalty 1147.795240 = -41906.311878 nChanged 1 SP:Iteration 21F (48.455251 sec): 3 clusters Score: Raw -43054.532142 + Penalty 1148.201976 = -41906.330166 nChanged 1 SP:Iteration 22Q (48.456334 sec): 3 clusters Score: Raw -43054.973818 + Penalty 1148.415375 = -41906.558443 nChanged 1 SP:Iteration 23Q (48.457403 sec): 3 clusters Score: Raw -43055.219838 + Penalty 1148.415375 = -41906.804462 nChanged 0 SP:Iteration 24F (48.458480 sec): 3 clusters Score: Raw -43055.219838 + Penalty 1148.415375 = -41906.804462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.461459 sec): 2 clusters Score: Raw -61262.404511 + Penalty 646.177105 = -60616.227406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.462883 sec): 3 clusters Score: Raw -60941.188007 + Penalty 1289.740389 = -59651.447617 nChanged 214 SP:Iteration 1F (48.464309 sec): 3 clusters Score: Raw -61086.891648 + Penalty 1284.277086 = -59802.614562 nChanged 63 SP:Iteration 2F (48.465703 sec): 3 clusters Score: Raw -61152.602614 + Penalty 1280.204476 = -59872.398138 nChanged 40 SP:Iteration 3F (48.467093 sec): 3 clusters Score: Raw -61213.789984 + Penalty 1279.409447 = -59934.380537 nChanged 34 SP:Iteration 4F (48.468441 sec): 3 clusters Score: Raw -61256.804860 + Penalty 1280.950455 = -59975.854405 nChanged 31 SP:Iteration 5Q (48.469805 sec): 3 clusters Score: Raw -61282.398378 + Penalty 1282.462486 = -59999.935892 nChanged 21 SP:Iteration 6Q (48.471121 sec): 3 clusters Score: Raw -61298.066584 + Penalty 1285.338026 = -60012.728558 nChanged 16 SP:Iteration 7Q (48.472434 sec): 3 clusters Score: Raw -61311.226632 + Penalty 1288.792324 = -60022.434308 nChanged 20 SP:Iteration 8Q (48.473742 sec): 3 clusters Score: Raw -61328.592478 + Penalty 1291.330518 = -60037.261960 nChanged 14 SP:Iteration 9Q (48.475053 sec): 3 clusters Score: Raw -61337.318427 + Penalty 1294.168980 = -60043.149447 nChanged 12 SP:Iteration 10F (48.476419 sec): 3 clusters Score: Raw -61342.383530 + Penalty 1295.271999 = -60047.111531 nChanged 7 SP:Iteration 11Q (48.477713 sec): 3 clusters Score: Raw -61344.893940 + Penalty 1296.369370 = -60048.524569 nChanged 5 SP:Iteration 12Q (48.479014 sec): 3 clusters Score: Raw -61346.253228 + Penalty 1297.137066 = -60049.116162 nChanged 2 SP:Iteration 13Q (48.480314 sec): 3 clusters Score: Raw -61347.152252 + Penalty 1298.687975 = -60048.464277 nChanged 6 SP:Iteration 14F (48.481663 sec): 3 clusters Score: Raw -61351.962126 + Penalty 1300.341192 = -60051.620935 nChanged 8 SP:Iteration 15Q (48.482954 sec): 3 clusters Score: Raw -61357.957832 + Penalty 1302.413992 = -60055.543840 nChanged 5 SP:Iteration 16Q (48.484242 sec): 3 clusters Score: Raw -61361.024528 + Penalty 1302.819827 = -60058.204701 nChanged 3 SP:Iteration 17Q (48.485538 sec): 3 clusters Score: Raw -61362.606314 + Penalty 1303.504470 = -60059.101844 nChanged 2 SP:Iteration 18Q (48.486911 sec): 3 clusters Score: Raw -61363.449369 + Penalty 1304.322212 = -60059.127156 nChanged 2 SP:Iteration 19Q (48.488253 sec): 3 clusters Score: Raw -61364.544600 + Penalty 1305.028141 = -60059.516459 nChanged 4 SP:Iteration 20F (48.489671 sec): 3 clusters Score: Raw -61365.959795 + Penalty 1305.393470 = -60060.566325 nChanged 3 SP:Iteration 21Q (48.491023 sec): 3 clusters Score: Raw -61366.753642 + Penalty 1305.559791 = -60061.193851 nChanged 3 SP:Iteration 22Q (48.492319 sec): 3 clusters Score: Raw -61367.969968 + Penalty 1305.429818 = -60062.540150 nChanged 2 SP:Iteration 23Q (48.493601 sec): 3 clusters Score: Raw -61369.794733 + Penalty 1305.192653 = -60064.602080 nChanged 2 SP:Iteration 24Q (48.494894 sec): 3 clusters Score: Raw -61371.101039 + Penalty 1306.443960 = -60064.657079 nChanged 3 SP:Iteration 25Q (48.496188 sec): 3 clusters Score: Raw -61373.129041 + Penalty 1307.659014 = -60065.470027 nChanged 3 SP:Iteration 26Q (48.497468 sec): 3 clusters Score: Raw -61374.264769 + Penalty 1308.011134 = -60066.253634 nChanged 1 SP:Iteration 27Q (48.498745 sec): 3 clusters Score: Raw -61374.878074 + Penalty 1308.011134 = -60066.866940 nChanged 0 SP:Iteration 28F (48.500070 sec): 3 clusters Score: Raw -61374.878074 + Penalty 1308.011134 = -60066.866940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.502416 sec): 2 clusters Score: Raw -37734.290418 + Penalty 667.236107 = -37067.054311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.503373 sec): 3 clusters Score: Raw -37574.133108 + Penalty 1330.409933 = -36243.723175 nChanged 121 SP:Iteration 1F (48.504316 sec): 3 clusters Score: Raw -37682.480494 + Penalty 1328.973119 = -36353.507375 nChanged 33 SP:Iteration 2F (48.505258 sec): 3 clusters Score: Raw -37725.088732 + Penalty 1328.084158 = -36397.004574 nChanged 18 SP:Iteration 3Q (48.506182 sec): 3 clusters Score: Raw -37742.511557 + Penalty 1330.820493 = -36411.691065 nChanged 11 SP:Iteration 4Q (48.507101 sec): 3 clusters Score: Raw -37750.711190 + Penalty 1332.761759 = -36417.949431 nChanged 6 SP:Iteration 5Q (48.508049 sec): 3 clusters Score: Raw -37755.540787 + Penalty 1336.199906 = -36419.340881 nChanged 7 SP:Iteration 6Q (48.508963 sec): 3 clusters Score: Raw -37763.278961 + Penalty 1338.229755 = -36425.049207 nChanged 5 SP:Iteration 7Q (48.509893 sec): 3 clusters Score: Raw -37769.495573 + Penalty 1340.130308 = -36429.365265 nChanged 4 SP:Iteration 8Q (48.510807 sec): 3 clusters Score: Raw -37775.041141 + Penalty 1342.061798 = -36432.979343 nChanged 4 SP:Iteration 9Q (48.511717 sec): 3 clusters Score: Raw -37780.386788 + Penalty 1343.488023 = -36436.898765 nChanged 2 SP:Iteration 10F (48.512650 sec): 3 clusters Score: Raw -37781.105642 + Penalty 1344.067875 = -36437.037767 nChanged 1 SP:Iteration 11Q (48.513558 sec): 3 clusters Score: Raw -37781.471858 + Penalty 1344.114743 = -36437.357115 nChanged 1 SP:Iteration 12Q (48.514464 sec): 3 clusters Score: Raw -37781.895496 + Penalty 1344.114743 = -36437.780753 nChanged 0 SP:Iteration 13F (48.515401 sec): 3 clusters Score: Raw -37781.895496 + Penalty 1344.114743 = -36437.780753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.516655 sec): 2 clusters Score: Raw -10843.304417 + Penalty 132.405367 = -10710.899050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.517133 sec): 3 clusters Score: Raw -10880.414980 + Penalty 377.240308 = -10503.174672 nChanged 41 SP:Iteration 1F (48.517606 sec): 3 clusters Score: Raw -10970.273237 + Penalty 448.063075 = -10522.210162 nChanged 8 SP:Iteration 2F (48.518078 sec): 3 clusters Score: Raw -10993.891579 + Penalty 467.303637 = -10526.587943 nChanged 1 SP:Iteration 3Q (48.518565 sec): 3 clusters Score: Raw -10998.760992 + Penalty 467.303637 = -10531.457355 nChanged 0 SP:Iteration 4F (48.519056 sec): 3 clusters Score: Raw -10998.760992 + Penalty 467.303637 = -10531.457355 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.522677 sec): 2 clusters Score: Raw -68071.504610 + Penalty 422.216317 = -67649.288293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.524275 sec): 3 clusters Score: Raw -67627.754457 + Penalty 841.917370 = -66785.837087 nChanged 292 SP:Iteration 1F (48.525826 sec): 3 clusters Score: Raw -67968.755966 + Penalty 843.930174 = -67124.825792 nChanged 118 SP:Iteration 2F (48.527362 sec): 3 clusters Score: Raw -68092.417857 + Penalty 845.214395 = -67247.203462 nChanged 42 SP:Iteration 3F (48.528929 sec): 3 clusters Score: Raw -68127.641074 + Penalty 847.271978 = -67280.369096 nChanged 18 SP:Iteration 4Q (48.530432 sec): 3 clusters Score: Raw -68142.081747 + Penalty 849.362016 = -67292.719731 nChanged 13 SP:Iteration 5Q (48.531914 sec): 3 clusters Score: Raw -68154.176704 + Penalty 852.079616 = -67302.097088 nChanged 13 SP:Iteration 6Q (48.533383 sec): 3 clusters Score: Raw -68164.471360 + Penalty 853.594792 = -67310.876568 nChanged 8 SP:Iteration 7Q (48.534877 sec): 3 clusters Score: Raw -68175.778196 + Penalty 855.643121 = -67320.135075 nChanged 9 SP:Iteration 8Q (48.536450 sec): 3 clusters Score: Raw -68179.148358 + Penalty 858.115496 = -67321.032862 nChanged 9 SP:Iteration 9Q (48.537996 sec): 3 clusters Score: Raw -68183.558413 + Penalty 859.629974 = -67323.928439 nChanged 6 SP:Iteration 10F (48.539594 sec): 3 clusters Score: Raw -68185.021415 + Penalty 860.294758 = -67324.726657 nChanged 2 SP:Iteration 11Q (48.541111 sec): 3 clusters Score: Raw -68185.321152 + Penalty 860.963642 = -67324.357510 nChanged 3 SP:Iteration 12F (48.542737 sec): 3 clusters Score: Raw -68185.728392 + Penalty 860.963642 = -67324.764750 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.555868 sec): 2 clusters Score: Raw -215079.454532 + Penalty 449.435633 = -214630.018899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.560579 sec): 3 clusters Score: Raw -213552.673158 + Penalty 893.743289 = -212658.929869 nChanged 1032 SP:Iteration 1F (48.565119 sec): 3 clusters Score: Raw -214126.453617 + Penalty 881.605793 = -213244.847824 nChanged 267 SP:Iteration 2F (48.569713 sec): 3 clusters Score: Raw -214296.647319 + Penalty 857.897207 = -213438.750112 nChanged 213 SP:Iteration 3F (48.574055 sec): 3 clusters Score: Raw -214481.579506 + Penalty 820.879317 = -213660.700189 nChanged 221 SP:Iteration 4F (48.578378 sec): 3 clusters Score: Raw -214709.106736 + Penalty 769.831500 = -213939.275237 nChanged 183 SP:Iteration 5F (48.582727 sec): 3 clusters Score: Raw -214930.704193 + Penalty 720.131143 = -214210.573049 nChanged 102 SP:Iteration 6Q (48.587069 sec): 3 clusters Score: Raw -215120.160924 + Penalty 714.348429 = -214405.812495 nChanged 49 SP:Iteration 7Q (48.591029 sec): 3 clusters Score: Raw -215154.874080 + Penalty 713.890082 = -214440.983998 nChanged 24 SP:Iteration 8Q (48.594736 sec): 3 clusters Score: Raw -215164.046078 + Penalty 713.468770 = -214450.577308 nChanged 15 SP:Iteration 9Q (48.598768 sec): 3 clusters Score: Raw -215166.915583 + Penalty 713.452442 = -214453.463140 nChanged 8 SP:Iteration 10F (48.603413 sec): 3 clusters Score: Raw -215168.454395 + Penalty 713.681036 = -214454.773359 nChanged 1 SP:Iteration 11Q (48.607099 sec): 3 clusters Score: Raw -215168.766290 + Penalty 713.681036 = -214455.085254 nChanged 0 SP:Iteration 12F (48.611432 sec): 3 clusters Score: Raw -215168.766290 + Penalty 713.681036 = -214455.085254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.618033 sec): 2 clusters Score: Raw -518.334444 + Penalty 14.733320 = -503.601124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.618259 sec): 3 clusters Score: Raw -534.316135 + Penalty 26.464378 = -507.851757 nChanged 0 Score: Raw -1966685.884270 + Penalty 11327.751041 = -1955358.133230 Splitting cluster 28 changes total score from -1939255.030171 to -1955358.133230 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.810918 sec): 2 clusters Score: Raw -127353.163828 + Penalty 804.310342 = -126548.853486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.813775 sec): 3 clusters Score: Raw -126620.807492 + Penalty 1606.617519 = -125014.189972 nChanged 490 SP:Iteration 1F (48.816564 sec): 3 clusters Score: Raw -126973.085009 + Penalty 1605.995427 = -125367.089582 nChanged 179 SP:Iteration 2F (48.819331 sec): 3 clusters Score: Raw -127124.611070 + Penalty 1609.735880 = -125514.875190 nChanged 116 SP:Iteration 3F (48.822298 sec): 3 clusters Score: Raw -127215.731421 + Penalty 1617.144272 = -125598.587149 nChanged 77 SP:Iteration 4F (48.825311 sec): 3 clusters Score: Raw -127283.605402 + Penalty 1625.149280 = -125658.456122 nChanged 58 SP:Iteration 5Q (48.828074 sec): 3 clusters Score: Raw -127339.571816 + Penalty 1635.774367 = -125703.797449 nChanged 59 SP:Iteration 6Q (48.830833 sec): 3 clusters Score: Raw -127391.698576 + Penalty 1643.960372 = -125747.738204 nChanged 42 SP:Iteration 7Q (48.833598 sec): 3 clusters Score: Raw -127427.220514 + Penalty 1650.821803 = -125776.398711 nChanged 35 SP:Iteration 8Q (48.836368 sec): 3 clusters Score: Raw -127452.400775 + Penalty 1654.975651 = -125797.425125 nChanged 23 SP:Iteration 9Q (48.839145 sec): 3 clusters Score: Raw -127470.354045 + Penalty 1658.605083 = -125811.748962 nChanged 15 SP:Iteration 10F (48.842003 sec): 3 clusters Score: Raw -127484.853463 + Penalty 1660.184950 = -125824.668513 nChanged 14 SP:Iteration 11Q (48.844741 sec): 3 clusters Score: Raw -127490.122324 + Penalty 1661.114557 = -125829.007766 nChanged 5 SP:Iteration 12Q (48.847507 sec): 3 clusters Score: Raw -127491.343911 + Penalty 1661.281928 = -125830.061983 nChanged 3 SP:Iteration 13Q (48.850201 sec): 3 clusters Score: Raw -127494.103488 + Penalty 1662.021463 = -125832.082026 nChanged 6 SP:Iteration 14Q (48.852856 sec): 3 clusters Score: Raw -127497.543097 + Penalty 1662.371753 = -125835.171344 nChanged 5 SP:Iteration 15Q (48.855758 sec): 3 clusters Score: Raw -127500.245472 + Penalty 1662.949018 = -125837.296454 nChanged 4 SP:Iteration 16Q (48.858498 sec): 3 clusters Score: Raw -127502.232821 + Penalty 1663.128751 = -125839.104069 nChanged 5 SP:Iteration 17Q (48.861146 sec): 3 clusters Score: Raw -127504.308344 + Penalty 1664.599161 = -125839.709183 nChanged 5 SP:Iteration 18Q (48.863792 sec): 3 clusters Score: Raw -127506.562966 + Penalty 1666.349393 = -125840.213573 nChanged 3 SP:Iteration 19Q (48.866551 sec): 3 clusters Score: Raw -127508.144431 + Penalty 1667.328673 = -125840.815758 nChanged 4 SP:Iteration 20F (48.869705 sec): 3 clusters Score: Raw -127509.723131 + Penalty 1668.126267 = -125841.596864 nChanged 3 SP:Iteration 21Q (48.872402 sec): 3 clusters Score: Raw -127510.828691 + Penalty 1668.291525 = -125842.537167 nChanged 1 SP:Iteration 22Q (48.875245 sec): 3 clusters Score: Raw -127511.507380 + Penalty 1668.770242 = -125842.737138 nChanged 2 SP:Iteration 23Q (48.878051 sec): 3 clusters Score: Raw -127512.137380 + Penalty 1669.387969 = -125842.749411 nChanged 2 SP:Iteration 24Q (48.880705 sec): 3 clusters Score: Raw -127513.234869 + Penalty 1669.264971 = -125843.969898 nChanged 1 SP:Iteration 25Q (48.883339 sec): 3 clusters Score: Raw -127513.369412 + Penalty 1669.264971 = -125844.104440 nChanged 0 SP:Iteration 26F (48.886146 sec): 3 clusters Score: Raw -127513.369412 + Penalty 1669.264971 = -125844.104440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.887426 sec): 2 clusters Score: Raw -1957.991328 + Penalty 507.336239 = -1450.655089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.887735 sec): 3 clusters Score: Raw -2349.296640 + Penalty 1009.347787 = -1339.948853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.890109 sec): 2 clusters Score: Raw -46285.718484 + Penalty 939.990734 = -45345.727750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.891333 sec): 3 clusters Score: Raw -46155.656056 + Penalty 1880.044812 = -44275.611244 nChanged 102 SP:Iteration 1F (48.892498 sec): 3 clusters Score: Raw -46276.859463 + Penalty 1880.073927 = -44396.785536 nChanged 38 SP:Iteration 2F (48.893657 sec): 3 clusters Score: Raw -46337.005043 + Penalty 1879.178141 = -44457.826902 nChanged 24 SP:Iteration 3Q (48.894799 sec): 3 clusters Score: Raw -46379.459875 + Penalty 1878.402297 = -44501.057578 nChanged 16 SP:Iteration 4Q (48.895942 sec): 3 clusters Score: Raw -46404.930280 + Penalty 1877.573100 = -44527.357179 nChanged 12 SP:Iteration 5Q (48.897077 sec): 3 clusters Score: Raw -46415.428352 + Penalty 1877.271758 = -44538.156594 nChanged 7 SP:Iteration 6Q (48.898212 sec): 3 clusters Score: Raw -46428.311054 + Penalty 1876.456958 = -44551.854096 nChanged 11 SP:Iteration 7Q (48.899343 sec): 3 clusters Score: Raw -46446.142835 + Penalty 1876.991690 = -44569.151144 nChanged 10 SP:Iteration 8Q (48.900473 sec): 3 clusters Score: Raw -46469.062217 + Penalty 1876.983491 = -44592.078726 nChanged 8 SP:Iteration 9Q (48.901604 sec): 3 clusters Score: Raw -46485.561336 + Penalty 1876.834818 = -44608.726518 nChanged 9 SP:Iteration 10F (48.902772 sec): 3 clusters Score: Raw -46508.232492 + Penalty 1876.278482 = -44631.954010 nChanged 11 SP:Iteration 11Q (48.903959 sec): 3 clusters Score: Raw -46524.346403 + Penalty 1876.191502 = -44648.154901 nChanged 5 SP:Iteration 12Q (48.905147 sec): 3 clusters Score: Raw -46531.206113 + Penalty 1876.571942 = -44654.634171 nChanged 4 SP:Iteration 13Q (48.906352 sec): 3 clusters Score: Raw -46537.107857 + Penalty 1876.070762 = -44661.037095 nChanged 3 SP:Iteration 14Q (48.907519 sec): 3 clusters Score: Raw -46540.112699 + Penalty 1875.484767 = -44664.627932 nChanged 3 SP:Iteration 15Q (48.908683 sec): 3 clusters Score: Raw -46542.869013 + Penalty 1875.079089 = -44667.789924 nChanged 2 SP:Iteration 16Q (48.909813 sec): 3 clusters Score: Raw -46543.701012 + Penalty 1875.141993 = -44668.559019 nChanged 1 SP:Iteration 17Q (48.910977 sec): 3 clusters Score: Raw -46546.439915 + Penalty 1875.307344 = -44671.132571 nChanged 1 SP:Iteration 18Q (48.912142 sec): 3 clusters Score: Raw -46547.470770 + Penalty 1875.199493 = -44672.271277 nChanged 1 SP:Iteration 19Q (48.913304 sec): 3 clusters Score: Raw -46548.201110 + Penalty 1875.030493 = -44673.170617 nChanged 1 SP:Iteration 20F (48.914523 sec): 3 clusters Score: Raw -46548.619413 + Penalty 1875.030493 = -44673.588920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.915459 sec): 2 clusters Score: Raw -666.259892 + Penalty 17.584068 = -648.675823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.915661 sec): 3 clusters Score: Raw -676.537778 + Penalty 34.365438 = -642.172340 nChanged 0 Iteration 174F (49.115353 sec): 17 clusters Score: Raw -1950537.866220 + Penalty 11327.751041 = -1939210.115179 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1950537.866220 + Penalty 11327.751041 = -1939210.115179Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.161443 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.162505 sec): 3 clusters Score: Raw -40897.174601 + Penalty 97.541303 = -40799.633298 nChanged 206 SP:Iteration 1F (49.163505 sec): 3 clusters Score: Raw -41070.657184 + Penalty 96.207135 = -40974.450049 nChanged 52 SP:Iteration 2F (49.164501 sec): 3 clusters Score: Raw -41119.745158 + Penalty 95.516168 = -41024.228990 nChanged 24 SP:Iteration 3F (49.165485 sec): 3 clusters Score: Raw -41128.289278 + Penalty 95.886445 = -41032.402834 nChanged 14 SP:Iteration 4Q (49.166427 sec): 3 clusters Score: Raw -41130.782277 + Penalty 95.789054 = -41034.993223 nChanged 21 SP:Iteration 5Q (49.167339 sec): 3 clusters Score: Raw -41150.205126 + Penalty 95.250718 = -41054.954409 nChanged 34 SP:Iteration 6F (49.168223 sec): 3 clusters Score: Raw -41196.871312 + Penalty 50.337796 = -41146.533516 nChanged 4 SP:Iteration 7Q (49.169001 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP:Iteration 8F (49.169778 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.171397 sec): 2 clusters Score: Raw -36223.189690 + Penalty 638.359935 = -35584.829756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.172356 sec): 3 clusters Score: Raw -36075.058644 + Penalty 1264.394905 = -34810.663739 nChanged 111 SP:Iteration 1F (49.173253 sec): 3 clusters Score: Raw -36170.586551 + Penalty 1260.206564 = -34910.379987 nChanged 26 SP:Iteration 2F (49.174148 sec): 3 clusters Score: Raw -36202.452103 + Penalty 1256.626046 = -34945.826057 nChanged 20 SP:Iteration 3Q (49.175071 sec): 3 clusters Score: Raw -36222.244647 + Penalty 1251.383115 = -34970.861532 nChanged 9 SP:Iteration 4Q (49.176013 sec): 3 clusters Score: Raw -36238.626147 + Penalty 1244.942779 = -34993.683368 nChanged 10 SP:Iteration 5Q (49.176900 sec): 3 clusters Score: Raw -36248.789338 + Penalty 1244.632731 = -35004.156606 nChanged 2 SP:Iteration 6Q (49.177803 sec): 3 clusters Score: Raw -36249.915785 + Penalty 1245.157139 = -35004.758646 nChanged 1 SP:Iteration 7Q (49.178673 sec): 3 clusters Score: Raw -36250.251554 + Penalty 1245.157139 = -35005.094415 nChanged 0 SP:Iteration 8F (49.179613 sec): 3 clusters Score: Raw -36250.251554 + Penalty 1245.157139 = -35005.094415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.180075 sec): 2 clusters Score: Raw -158.919957 + Penalty 3.465736 = -155.454221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.180268 sec): 3 clusters Score: Raw -160.572641 + Penalty 6.931472 = -153.641170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.181165 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.181696 sec): 3 clusters Score: Raw -15443.716567 + Penalty 130.156666 = -15313.559901 nChanged 72 SP:Iteration 1F (49.182217 sec): 3 clusters Score: Raw -15541.145039 + Penalty 61.446909 = -15479.698130 nChanged 24 SP:Iteration 2F (49.182640 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 12 (15394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.249718 sec): 2 clusters Score: Raw -1292809.015174 + Penalty 263.278948 = -1292545.736226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.279057 sec): 3 clusters Score: Raw -1282493.162746 + Penalty 577.181851 = -1281915.980895 nChanged 7377 SP:Iteration 1F (49.308008 sec): 3 clusters Score: Raw -1288599.832865 + Penalty 610.647915 = -1287989.184951 nChanged 1425 SP:Iteration 2F (49.336439 sec): 3 clusters Score: Raw -1289607.317445 + Penalty 631.680490 = -1288975.636956 nChanged 906 SP:Iteration 3F (49.365151 sec): 3 clusters Score: Raw -1290190.717632 + Penalty 646.003484 = -1289544.714148 nChanged 725 SP:Iteration 4Q (49.394656 sec): 3 clusters Score: Raw -1290704.163519 + Penalty 646.944623 = -1290057.218897 nChanged 625 SP:Iteration 5Q (49.422632 sec): 3 clusters Score: Raw -1291213.485306 + Penalty 635.072879 = -1290578.412427 nChanged 507 SP:Iteration 6Q (49.448136 sec): 3 clusters Score: Raw -1291695.691732 + Penalty 609.136878 = -1291086.554854 nChanged 425 SP:Iteration 7Q (49.473257 sec): 3 clusters Score: Raw -1292119.641283 + Penalty 577.026804 = -1291542.614478 nChanged 321 SP:Iteration 8Q (49.498364 sec): 3 clusters Score: Raw -1292370.306861 + Penalty 552.124714 = -1291818.182147 nChanged 246 SP:Iteration 9Q (49.522284 sec): 3 clusters Score: Raw -1292539.007952 + Penalty 533.937596 = -1292005.070356 nChanged 191 SP:Iteration 10F (49.550527 sec): 3 clusters Score: Raw -1292647.599691 + Penalty 523.327176 = -1292124.272514 nChanged 128 SP:Iteration 11Q (49.573488 sec): 3 clusters Score: Raw -1292710.623150 + Penalty 508.363978 = -1292202.259172 nChanged 91 SP:Iteration 12Q (49.596633 sec): 3 clusters Score: Raw -1292749.407559 + Penalty 496.173903 = -1292253.233657 nChanged 68 SP:Iteration 13Q (49.619367 sec): 3 clusters Score: Raw -1292774.712792 + Penalty 484.994411 = -1292289.718381 nChanged 54 SP:Iteration 14Q (49.642362 sec): 3 clusters Score: Raw -1292793.325078 + Penalty 480.807519 = -1292312.517559 nChanged 33 SP:Iteration 15Q (49.665597 sec): 3 clusters Score: Raw -1292801.523997 + Penalty 478.784240 = -1292322.739757 nChanged 28 SP:Iteration 16Q (49.688096 sec): 3 clusters Score: Raw -1292809.140197 + Penalty 478.468277 = -1292330.671920 nChanged 20 SP:Iteration 17Q (49.711089 sec): 3 clusters Score: Raw -1292815.619619 + Penalty 475.955576 = -1292339.664042 nChanged 19 SP:Iteration 18Q (49.733660 sec): 3 clusters Score: Raw -1292822.409581 + Penalty 470.896809 = -1292351.512772 nChanged 18 SP:Iteration 19Q (49.756008 sec): 3 clusters Score: Raw -1292830.036747 + Penalty 465.439124 = -1292364.597623 nChanged 21 SP:Iteration 20F (49.784231 sec): 3 clusters Score: Raw -1292837.019682 + Penalty 462.986227 = -1292374.033455 nChanged 17 SP:Iteration 21Q (49.807133 sec): 3 clusters Score: Raw -1292842.060965 + Penalty 463.290253 = -1292378.770712 nChanged 10 SP:Iteration 22Q (49.829664 sec): 3 clusters Score: Raw -1292845.174564 + Penalty 464.426493 = -1292380.748072 nChanged 13 SP:Iteration 23Q (49.851918 sec): 3 clusters Score: Raw -1292848.826216 + Penalty 462.197333 = -1292386.628882 nChanged 8 SP:Iteration 24Q (49.874325 sec): 3 clusters Score: Raw -1292850.761746 + Penalty 460.134875 = -1292390.626871 nChanged 5 SP:Iteration 25Q (49.896660 sec): 3 clusters Score: Raw -1292851.536184 + Penalty 459.835971 = -1292391.700213 nChanged 2 SP:Iteration 26Q (49.919142 sec): 3 clusters Score: Raw -1292851.693434 + Penalty 459.651988 = -1292392.041446 nChanged 1 SP:Iteration 27Q (49.941891 sec): 3 clusters Score: Raw -1292851.766471 + Penalty 460.345008 = -1292391.421463 nChanged 3 SP:Iteration 28F (49.970763 sec): 3 clusters Score: Raw -1292852.126007 + Penalty 458.254536 = -1292393.871471 nChanged 2 SP:Iteration 29Q (49.993203 sec): 3 clusters Score: Raw -1292852.220615 + Penalty 458.102114 = -1292394.118501 nChanged 1 SP:Iteration 30F (50.021398 sec): 3 clusters Score: Raw -1292852.323907 + Penalty 458.263672 = -1292394.060234 nChanged 1 SP:Iteration 31F (50.049706 sec): 3 clusters Score: Raw -1292852.484277 + Penalty 458.263672 = -1292394.220605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.059478 sec): 2 clusters Score: Raw -43043.478461 + Penalty 573.104477 = -42470.373983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.060571 sec): 3 clusters Score: Raw -42852.469713 + Penalty 1167.193607 = -41685.276105 nChanged 142 SP:Iteration 1F (50.061622 sec): 3 clusters Score: Raw -42993.334730 + Penalty 1185.995122 = -41807.339608 nChanged 43 SP:Iteration 2F (50.062677 sec): 3 clusters Score: Raw -43045.889596 + Penalty 1212.031037 = -41833.858558 nChanged 30 SP:Iteration 3F (50.063773 sec): 3 clusters Score: Raw -43094.931479 + Penalty 1233.784901 = -41861.146577 nChanged 26 SP:Iteration 4F (50.064874 sec): 3 clusters Score: Raw -43139.178147 + Penalty 1232.926290 = -41906.251857 nChanged 9 SP:Iteration 5Q (50.065919 sec): 3 clusters Score: Raw -43151.944784 + Penalty 1233.424477 = -41918.520307 nChanged 4 SP:Iteration 6Q (50.066955 sec): 3 clusters Score: Raw -43155.946959 + Penalty 1234.285648 = -41921.661311 nChanged 3 SP:Iteration 7Q (50.067939 sec): 3 clusters Score: Raw -43162.509732 + Penalty 1233.025264 = -41929.484469 nChanged 2 SP:Iteration 8Q (50.068918 sec): 3 clusters Score: Raw -43165.098436 + Penalty 1233.025264 = -41932.073172 nChanged 0 SP:Iteration 9F (50.069964 sec): 3 clusters Score: Raw -43165.098436 + Penalty 1233.025264 = -41932.073172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.072983 sec): 2 clusters Score: Raw -61262.404511 + Penalty 646.177105 = -60616.227406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.074364 sec): 3 clusters Score: Raw -60943.126630 + Penalty 1291.942866 = -59651.183764 nChanged 234 SP:Iteration 1F (50.075716 sec): 3 clusters Score: Raw -61096.659753 + Penalty 1291.015691 = -59805.644062 nChanged 50 SP:Iteration 2F (50.077069 sec): 3 clusters Score: Raw -61140.561987 + Penalty 1290.190896 = -59850.371091 nChanged 44 SP:Iteration 3F (50.078434 sec): 3 clusters Score: Raw -61176.069640 + Penalty 1289.406801 = -59886.662839 nChanged 32 SP:Iteration 4Q (50.079776 sec): 3 clusters Score: Raw -61202.192481 + Penalty 1288.914876 = -59913.277605 nChanged 23 SP:Iteration 5Q (50.081243 sec): 3 clusters Score: Raw -61218.614753 + Penalty 1291.015728 = -59927.599025 nChanged 24 SP:Iteration 6Q (50.082874 sec): 3 clusters Score: Raw -61240.154987 + Penalty 1297.492433 = -59942.662555 nChanged 21 SP:Iteration 7Q (50.084213 sec): 3 clusters Score: Raw -61254.644637 + Penalty 1307.364659 = -59947.279978 nChanged 22 SP:Iteration 8Q (50.085545 sec): 3 clusters Score: Raw -61270.994668 + Penalty 1315.585774 = -59955.408894 nChanged 12 SP:Iteration 9Q (50.086882 sec): 3 clusters Score: Raw -61279.013155 + Penalty 1323.643656 = -59955.369499 nChanged 11 SP:Iteration 10F (50.088228 sec): 3 clusters Score: Raw -61290.588644 + Penalty 1334.599265 = -59955.989379 nChanged 15 SP:Iteration 11Q (50.089658 sec): 3 clusters Score: Raw -61314.272277 + Penalty 1348.593055 = -59965.679222 nChanged 16 SP:Iteration 12Q (50.091037 sec): 3 clusters Score: Raw -61334.031085 + Penalty 1353.226443 = -59980.804642 nChanged 8 SP:Iteration 13Q (50.092403 sec): 3 clusters Score: Raw -61342.348008 + Penalty 1356.758351 = -59985.589657 nChanged 6 SP:Iteration 14Q (50.093751 sec): 3 clusters Score: Raw -61345.770868 + Penalty 1356.240372 = -59989.530496 nChanged 2 SP:Iteration 15Q (50.095098 sec): 3 clusters Score: Raw -61346.837742 + Penalty 1356.639840 = -59990.197902 nChanged 1 SP:Iteration 16Q (50.096455 sec): 3 clusters Score: Raw -61351.898636 + Penalty 1359.346935 = -59992.551701 nChanged 3 SP:Iteration 17Q (50.097775 sec): 3 clusters Score: Raw -61355.399046 + Penalty 1360.823767 = -59994.575279 nChanged 2 SP:Iteration 18Q (50.099093 sec): 3 clusters Score: Raw -61358.001969 + Penalty 1365.014243 = -59992.987726 nChanged 5 SP:Iteration 19F (50.100511 sec): 3 clusters Score: Raw -61363.698136 + Penalty 1365.014243 = -59998.683893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.102860 sec): 2 clusters Score: Raw -37734.290418 + Penalty 667.236107 = -37067.054311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.103848 sec): 3 clusters Score: Raw -37571.797440 + Penalty 1332.244597 = -36239.552843 nChanged 115 SP:Iteration 1F (50.104820 sec): 3 clusters Score: Raw -37654.589023 + Penalty 1339.575854 = -36315.013169 nChanged 29 SP:Iteration 2F (50.105794 sec): 3 clusters Score: Raw -37682.343312 + Penalty 1354.720344 = -36327.622968 nChanged 25 SP:Iteration 3F (50.106764 sec): 3 clusters Score: Raw -37717.124721 + Penalty 1365.593031 = -36351.531691 nChanged 21 SP:Iteration 4Q (50.107721 sec): 3 clusters Score: Raw -37752.392522 + Penalty 1374.555716 = -36377.836807 nChanged 11 SP:Iteration 5Q (50.108664 sec): 3 clusters Score: Raw -37769.331341 + Penalty 1384.996809 = -36384.334533 nChanged 10 SP:Iteration 6Q (50.109593 sec): 3 clusters Score: Raw -37786.054194 + Penalty 1390.976491 = -36395.077703 nChanged 7 SP:Iteration 7Q (50.110506 sec): 3 clusters Score: Raw -37795.752380 + Penalty 1395.534784 = -36400.217596 nChanged 4 SP:Iteration 8Q (50.111417 sec): 3 clusters Score: Raw -37803.306431 + Penalty 1398.766663 = -36404.539768 nChanged 2 SP:Iteration 9Q (50.112316 sec): 3 clusters Score: Raw -37807.478862 + Penalty 1402.144868 = -36405.333995 nChanged 1 SP:Iteration 10F (50.113284 sec): 3 clusters Score: Raw -37809.237928 + Penalty 1405.232081 = -36404.005848 nChanged 1 SP:Iteration 11F (50.114251 sec): 3 clusters Score: Raw -37810.910540 + Penalty 1405.232081 = -36405.678459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.115506 sec): 2 clusters Score: Raw -10843.304417 + Penalty 132.405367 = -10710.899050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.115994 sec): 3 clusters Score: Raw -10847.669183 + Penalty 346.986302 = -10500.682881 nChanged 56 SP:Iteration 1F (50.116467 sec): 3 clusters Score: Raw -10990.813763 + Penalty 396.227423 = -10594.586340 nChanged 13 SP:Iteration 2F (50.116972 sec): 3 clusters Score: Raw -11028.217942 + Penalty 454.477239 = -10573.740704 nChanged 6 SP:Iteration 3F (50.117445 sec): 3 clusters Score: Raw -11069.521048 + Penalty 454.477239 = -10615.043809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.121039 sec): 2 clusters Score: Raw -68071.504610 + Penalty 422.216317 = -67649.288293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.122723 sec): 3 clusters Score: Raw -67609.472309 + Penalty 844.811261 = -66764.661048 nChanged 288 SP:Iteration 1F (50.124369 sec): 3 clusters Score: Raw -67759.877427 + Penalty 845.375207 = -66914.502220 nChanged 103 SP:Iteration 2F (50.126020 sec): 3 clusters Score: Raw -67832.922011 + Penalty 846.423924 = -66986.498087 nChanged 81 SP:Iteration 3F (50.127606 sec): 3 clusters Score: Raw -67883.276694 + Penalty 848.916221 = -67034.360473 nChanged 48 SP:Iteration 4F (50.129124 sec): 3 clusters Score: Raw -67921.885406 + Penalty 850.151639 = -67071.733767 nChanged 42 SP:Iteration 5F (50.130688 sec): 3 clusters Score: Raw -67960.847051 + Penalty 854.018899 = -67106.828152 nChanged 47 SP:Iteration 6F (50.132231 sec): 3 clusters Score: Raw -68006.427256 + Penalty 858.525272 = -67147.901984 nChanged 45 SP:Iteration 7F (50.133762 sec): 3 clusters Score: Raw -68059.671783 + Penalty 865.714663 = -67193.957120 nChanged 48 SP:Iteration 8F (50.135283 sec): 3 clusters Score: Raw -68123.151425 + Penalty 871.882121 = -67251.269304 nChanged 42 SP:Iteration 9F (50.136851 sec): 3 clusters Score: Raw -68188.206591 + Penalty 877.042772 = -67311.163818 nChanged 26 SP:Iteration 10F (50.138430 sec): 3 clusters Score: Raw -68224.240674 + Penalty 878.760399 = -67345.480275 nChanged 21 SP:Iteration 11Q (50.139879 sec): 3 clusters Score: Raw -68235.859603 + Penalty 879.272062 = -67356.587541 nChanged 8 SP:Iteration 12Q (50.141253 sec): 3 clusters Score: Raw -68239.384650 + Penalty 879.952136 = -67359.432514 nChanged 3 SP:Iteration 13Q (50.142673 sec): 3 clusters Score: Raw -68241.848449 + Penalty 878.476846 = -67363.371603 nChanged 4 SP:Iteration 14Q (50.144059 sec): 3 clusters Score: Raw -68245.294789 + Penalty 875.405450 = -67369.889339 nChanged 4 SP:Iteration 15Q (50.145431 sec): 3 clusters Score: Raw -68249.082751 + Penalty 876.465178 = -67372.617573 nChanged 1 SP:Iteration 16Q (50.146779 sec): 3 clusters Score: Raw -68249.784892 + Penalty 876.465178 = -67373.319714 nChanged 0 SP:Iteration 17F (50.148298 sec): 3 clusters Score: Raw -68249.784892 + Penalty 876.465178 = -67373.319714 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.161087 sec): 2 clusters Score: Raw -215079.454532 + Penalty 449.435633 = -214630.018899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.165673 sec): 3 clusters Score: Raw -213620.829992 + Penalty 922.569496 = -212698.260496 nChanged 1040 SP:Iteration 1F (50.170021 sec): 3 clusters Score: Raw -214557.218329 + Penalty 932.456273 = -213624.762056 nChanged 289 SP:Iteration 2F (50.174355 sec): 3 clusters Score: Raw -214839.647796 + Penalty 933.974460 = -213905.673337 nChanged 128 SP:Iteration 3F (50.178701 sec): 3 clusters Score: Raw -214982.522941 + Penalty 935.185011 = -214047.337931 nChanged 59 SP:Iteration 4Q (50.182860 sec): 3 clusters Score: Raw -215043.547071 + Penalty 937.151664 = -214106.395407 nChanged 40 SP:Iteration 5Q (50.186726 sec): 3 clusters Score: Raw -215072.705978 + Penalty 945.791911 = -214126.914067 nChanged 25 SP:Iteration 6Q (50.190698 sec): 3 clusters Score: Raw -215085.904712 + Penalty 954.404491 = -214131.500221 nChanged 20 SP:Iteration 7Q (50.194612 sec): 3 clusters Score: Raw -215095.196648 + Penalty 956.418059 = -214138.778589 nChanged 11 SP:Iteration 8Q (50.198335 sec): 3 clusters Score: Raw -215100.267662 + Penalty 958.897096 = -214141.370566 nChanged 8 SP:Iteration 9Q (50.202379 sec): 3 clusters Score: Raw -215102.977136 + Penalty 960.847037 = -214142.130098 nChanged 4 SP:Iteration 10F (50.207128 sec): 3 clusters Score: Raw -215104.670867 + Penalty 962.830598 = -214141.840269 nChanged 3 SP:Iteration 11F (50.211667 sec): 3 clusters Score: Raw -215105.242577 + Penalty 963.350353 = -214141.892223 nChanged 1 SP:Iteration 12Q (50.215436 sec): 3 clusters Score: Raw -215105.851257 + Penalty 964.928554 = -214140.922703 nChanged 3 SP:Iteration 13F (50.219881 sec): 3 clusters Score: Raw -215106.909825 + Penalty 966.033323 = -214140.876502 nChanged 2 SP:Iteration 14F (50.224390 sec): 3 clusters Score: Raw -215107.111789 + Penalty 966.999433 = -214140.112356 nChanged 2 SP:Iteration 15F (50.228965 sec): 3 clusters Score: Raw -215107.269048 + Penalty 968.865491 = -214138.403558 nChanged 2 SP:Iteration 16F (50.233308 sec): 3 clusters Score: Raw -215107.461925 + Penalty 968.865491 = -214138.596434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.240311 sec): 2 clusters Score: Raw -379.012135 + Penalty 13.841166 = -365.170969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.240527 sec): 3 clusters Score: Raw -392.068657 + Penalty 28.165163 = -363.903494 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.245579 sec): 2 clusters Score: Raw -127353.163828 + Penalty 804.310342 = -126548.853486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.248175 sec): 3 clusters Score: Raw -126603.401007 + Penalty 1607.652204 = -124995.748803 nChanged 522 SP:Iteration 1F (50.250708 sec): 3 clusters Score: Raw -126962.652817 + Penalty 1608.198802 = -125354.454015 nChanged 189 SP:Iteration 2F (50.253235 sec): 3 clusters Score: Raw -127137.467788 + Penalty 1611.686869 = -125525.780918 nChanged 119 SP:Iteration 3F (50.255767 sec): 3 clusters Score: Raw -127243.293886 + Penalty 1615.991624 = -125627.302262 nChanged 80 SP:Iteration 4F (50.258509 sec): 3 clusters Score: Raw -127307.477656 + Penalty 1620.086760 = -125687.390896 nChanged 54 SP:Iteration 5Q (50.261225 sec): 3 clusters Score: Raw -127342.534223 + Penalty 1623.248620 = -125719.285603 nChanged 38 SP:Iteration 6Q (50.263723 sec): 3 clusters Score: Raw -127368.236293 + Penalty 1627.891532 = -125740.344762 nChanged 35 SP:Iteration 7Q (50.266218 sec): 3 clusters Score: Raw -127392.524441 + Penalty 1632.936784 = -125759.587657 nChanged 26 SP:Iteration 8Q (50.268778 sec): 3 clusters Score: Raw -127407.899231 + Penalty 1635.826180 = -125772.073051 nChanged 21 SP:Iteration 9Q (50.271319 sec): 3 clusters Score: Raw -127418.134136 + Penalty 1638.487329 = -125779.646807 nChanged 14 SP:Iteration 10F (50.273873 sec): 3 clusters Score: Raw -127426.035379 + Penalty 1640.449737 = -125785.585643 nChanged 14 SP:Iteration 11Q (50.276334 sec): 3 clusters Score: Raw -127432.911796 + Penalty 1645.670252 = -125787.241544 nChanged 19 SP:Iteration 12Q (50.278784 sec): 3 clusters Score: Raw -127442.626196 + Penalty 1647.714396 = -125794.911800 nChanged 10 SP:Iteration 13Q (50.281401 sec): 3 clusters Score: Raw -127447.335670 + Penalty 1650.804477 = -125796.531193 nChanged 12 SP:Iteration 14Q (50.283938 sec): 3 clusters Score: Raw -127453.963090 + Penalty 1653.456394 = -125800.506696 nChanged 13 SP:Iteration 15Q (50.286377 sec): 3 clusters Score: Raw -127465.440033 + Penalty 1656.621120 = -125808.818914 nChanged 16 SP:Iteration 16Q (50.288877 sec): 3 clusters Score: Raw -127478.080585 + Penalty 1658.724566 = -125819.356019 nChanged 13 SP:Iteration 17Q (50.291476 sec): 3 clusters Score: Raw -127488.040417 + Penalty 1661.113218 = -125826.927199 nChanged 10 SP:Iteration 18Q (50.293960 sec): 3 clusters Score: Raw -127493.443251 + Penalty 1663.653969 = -125829.789282 nChanged 6 SP:Iteration 19Q (50.296335 sec): 3 clusters Score: Raw -127495.714642 + Penalty 1664.706043 = -125831.008599 nChanged 5 SP:Iteration 20F (50.298929 sec): 3 clusters Score: Raw -127497.024758 + Penalty 1664.706043 = -125832.318715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.300175 sec): 2 clusters Score: Raw -1957.991328 + Penalty 507.336239 = -1450.655089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.300481 sec): 3 clusters Score: Raw -2368.327482 + Penalty 994.753173 = -1373.574309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.302700 sec): 2 clusters Score: Raw -46285.718484 + Penalty 939.990734 = -45345.727750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.303857 sec): 3 clusters Score: Raw -46123.513387 + Penalty 1879.912283 = -44243.601104 nChanged 128 SP:Iteration 1F (50.304994 sec): 3 clusters Score: Raw -46272.365746 + Penalty 1880.024372 = -44392.341374 nChanged 39 SP:Iteration 2F (50.306138 sec): 3 clusters Score: Raw -46328.258539 + Penalty 1880.040555 = -44448.217984 nChanged 28 SP:Iteration 3F (50.307282 sec): 3 clusters Score: Raw -46367.485744 + Penalty 1879.929015 = -44487.556730 nChanged 15 SP:Iteration 4Q (50.308400 sec): 3 clusters Score: Raw -46389.796049 + Penalty 1879.705852 = -44510.090198 nChanged 11 SP:Iteration 5Q (50.309510 sec): 3 clusters Score: Raw -46425.359605 + Penalty 1879.497779 = -44545.861825 nChanged 14 SP:Iteration 6Q (50.310611 sec): 3 clusters Score: Raw -46457.565688 + Penalty 1879.122049 = -44578.443640 nChanged 15 SP:Iteration 7Q (50.311664 sec): 3 clusters Score: Raw -46498.866407 + Penalty 1878.143910 = -44620.722496 nChanged 17 SP:Iteration 8Q (50.312702 sec): 3 clusters Score: Raw -46522.698038 + Penalty 1877.691119 = -44645.006919 nChanged 10 SP:Iteration 9Q (50.313736 sec): 3 clusters Score: Raw -46538.617335 + Penalty 1877.404761 = -44661.212573 nChanged 6 SP:Iteration 10F (50.314822 sec): 3 clusters Score: Raw -46548.053241 + Penalty 1876.609083 = -44671.444158 nChanged 7 SP:Iteration 11Q (50.315862 sec): 3 clusters Score: Raw -46560.833227 + Penalty 1876.463284 = -44684.369942 nChanged 7 SP:Iteration 12Q (50.316895 sec): 3 clusters Score: Raw -46571.626218 + Penalty 1876.263842 = -44695.362376 nChanged 8 SP:Iteration 13Q (50.317931 sec): 3 clusters Score: Raw -46582.934958 + Penalty 1876.173936 = -44706.761022 nChanged 1 SP:Iteration 14Q (50.318959 sec): 3 clusters Score: Raw -46583.214220 + Penalty 1875.976391 = -44707.237829 nChanged 1 SP:Iteration 15Q (50.319989 sec): 3 clusters Score: Raw -46583.916828 + Penalty 1875.773486 = -44708.143341 nChanged 1 SP:Iteration 16Q (50.321016 sec): 3 clusters Score: Raw -46584.433810 + Penalty 1875.787973 = -44708.645837 nChanged 1 SP:Iteration 17Q (50.322123 sec): 3 clusters Score: Raw -46586.072833 + Penalty 1875.545369 = -44710.527465 nChanged 3 SP:Iteration 18Q (50.323200 sec): 3 clusters Score: Raw -46588.182462 + Penalty 1875.351746 = -44712.830716 nChanged 1 SP:Iteration 19Q (50.324274 sec): 3 clusters Score: Raw -46588.599793 + Penalty 1875.351746 = -44713.248047 nChanged 0 SP:Iteration 20F (50.325409 sec): 3 clusters Score: Raw -46588.599793 + Penalty 1875.351746 = -44713.248047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.326342 sec): 2 clusters Score: Raw -666.259892 + Penalty 17.584068 = -648.675823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.326541 sec): 3 clusters Score: Raw -689.193145 + Penalty 34.395964 = -654.797180 nChanged 0 Score: Raw -1966708.601374 + Penalty 11404.708477 = -1955303.892897 Splitting cluster 57 changes total score from -1939210.115179 to -1955303.892897 So it's getting split into cluster 4. Deleting Class 4 (4 points): Lose 60.086067 but Gain 62.818782 Iteration 175F (50.717755 sec): 17 clusters Score: Raw -1950499.500680 + Penalty 11308.471174 = -1939191.029506 nChanged 4 Iteration 176F (50.905075 sec): 17 clusters Score: Raw -1950510.537432 + Penalty 11303.207041 = -1939207.330391 nChanged 1 Iteration 177Q (50.962926 sec): 17 clusters Score: Raw -1950512.462645 + Penalty 11303.207041 = -1939209.255604 nChanged 0 Iteration 178F (51.149885 sec): 17 clusters Score: Raw -1950516.508489 + Penalty 11323.837942 = -1939192.670547 nChanged 1 Iteration 179F (51.336958 sec): 17 clusters Score: Raw -1950555.137210 + Penalty 11323.837942 = -1939231.299268 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1950555.137210 + Penalty 11323.837942 = -1939231.299268Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.382392 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.383416 sec): 3 clusters Score: Raw -40899.145019 + Penalty 104.900195 = -40794.244824 nChanged 204 SP:Iteration 1F (51.384471 sec): 3 clusters Score: Raw -41055.647930 + Penalty 102.075749 = -40953.572181 nChanged 62 SP:Iteration 2F (51.385516 sec): 3 clusters Score: Raw -41104.175971 + Penalty 103.811653 = -41000.364318 nChanged 28 SP:Iteration 3F (51.386560 sec): 3 clusters Score: Raw -41117.019286 + Penalty 102.689521 = -41014.329765 nChanged 32 SP:Iteration 4F (51.387568 sec): 3 clusters Score: Raw -41142.194711 + Penalty 98.974525 = -41043.220186 nChanged 37 SP:Iteration 5F (51.388603 sec): 3 clusters Score: Raw -41190.117230 + Penalty 50.337796 = -41139.779434 nChanged 11 SP:Iteration 6Q (51.389468 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP:Iteration 7F (51.390331 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.391973 sec): 2 clusters Score: Raw -36223.189690 + Penalty 638.359935 = -35584.829756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.392922 sec): 3 clusters Score: Raw -36067.032447 + Penalty 1273.724310 = -34793.308137 nChanged 111 SP:Iteration 1F (51.393877 sec): 3 clusters Score: Raw -36184.148666 + Penalty 1269.614621 = -34914.534044 nChanged 46 SP:Iteration 2F (51.394810 sec): 3 clusters Score: Raw -36243.103935 + Penalty 1265.124451 = -34977.979485 nChanged 18 SP:Iteration 3Q (51.395692 sec): 3 clusters Score: Raw -36266.527443 + Penalty 1267.106689 = -34999.420753 nChanged 9 SP:Iteration 4Q (51.396572 sec): 3 clusters Score: Raw -36282.357957 + Penalty 1276.269937 = -35006.088020 nChanged 15 SP:Iteration 5Q (51.397446 sec): 3 clusters Score: Raw -36304.537293 + Penalty 1282.732205 = -35021.805088 nChanged 11 SP:Iteration 6Q (51.398311 sec): 3 clusters Score: Raw -36320.547475 + Penalty 1289.767644 = -35030.779831 nChanged 11 SP:Iteration 7Q (51.399173 sec): 3 clusters Score: Raw -36338.183942 + Penalty 1290.729207 = -35047.454735 nChanged 5 SP:Iteration 8Q (51.400026 sec): 3 clusters Score: Raw -36345.267937 + Penalty 1291.429723 = -35053.838214 nChanged 3 SP:Iteration 9Q (51.400873 sec): 3 clusters Score: Raw -36347.330699 + Penalty 1291.429723 = -35055.900976 nChanged 0 SP:Iteration 10F (51.401764 sec): 3 clusters Score: Raw -36347.330699 + Penalty 1291.429723 = -35055.900976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.402235 sec): 2 clusters Score: Raw -158.919957 + Penalty 3.465736 = -155.454221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.402431 sec): 3 clusters Score: Raw -160.572641 + Penalty 6.931472 = -153.641170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.403362 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.403893 sec): 3 clusters Score: Raw -15439.375549 + Penalty 113.003970 = -15326.371579 nChanged 72 SP:Iteration 1F (51.404414 sec): 3 clusters Score: Raw -15519.423041 + Penalty 97.772406 = -15421.650635 nChanged 26 SP:Iteration 2F (51.404925 sec): 3 clusters Score: Raw -15557.786463 + Penalty 61.446909 = -15496.339554 nChanged 12 SP:Iteration 3F (51.405363 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 12 (15394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.473225 sec): 2 clusters Score: Raw -1292816.847983 + Penalty 263.282069 = -1292553.565914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.502361 sec): 3 clusters Score: Raw -1282388.141118 + Penalty 567.493928 = -1281820.647190 nChanged 7326 SP:Iteration 1F (51.530719 sec): 3 clusters Score: Raw -1288126.326194 + Penalty 701.947594 = -1287424.378600 nChanged 3217 SP:Iteration 2F (51.559335 sec): 3 clusters Score: Raw -1292079.492976 + Penalty 728.306088 = -1291351.186888 nChanged 524 SP:Iteration 3Q (51.588130 sec): 3 clusters Score: Raw -1292632.647733 + Penalty 777.747907 = -1291854.899826 nChanged 186 SP:Iteration 4Q (51.611513 sec): 3 clusters Score: Raw -1292794.968223 + Penalty 801.555937 = -1291993.412286 nChanged 79 SP:Iteration 5Q (51.634144 sec): 3 clusters Score: Raw -1292849.275313 + Penalty 813.291934 = -1292035.983379 nChanged 42 SP:Iteration 6Q (51.656769 sec): 3 clusters Score: Raw -1292871.046980 + Penalty 815.212462 = -1292055.834519 nChanged 25 SP:Iteration 7Q (51.678993 sec): 3 clusters Score: Raw -1292884.017617 + Penalty 810.988827 = -1292073.028789 nChanged 15 SP:Iteration 8Q (51.701439 sec): 3 clusters Score: Raw -1292890.116086 + Penalty 822.803226 = -1292067.312860 nChanged 13 SP:Iteration 9F (51.729648 sec): 3 clusters Score: Raw -1292895.189495 + Penalty 835.398677 = -1292059.790818 nChanged 5 SP:Iteration 10F (51.758351 sec): 3 clusters Score: Raw -1292896.982756 + Penalty 852.085421 = -1292044.897335 nChanged 5 SP:Iteration 11F (51.786587 sec): 3 clusters Score: Raw -1292899.429236 + Penalty 850.651511 = -1292048.777725 nChanged 2 SP:Iteration 12Q (51.808838 sec): 3 clusters Score: Raw -1292900.243654 + Penalty 850.131960 = -1292050.111695 nChanged 4 SP:Iteration 13Q (51.830753 sec): 3 clusters Score: Raw -1292902.008829 + Penalty 863.294418 = -1292038.714411 nChanged 4 SP:Iteration 14F (51.859133 sec): 3 clusters Score: Raw -1292904.570731 + Penalty 872.072084 = -1292032.498647 nChanged 2 SP:Iteration 15F (51.887479 sec): 3 clusters Score: Raw -1292905.687513 + Penalty 872.072084 = -1292033.615429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.897265 sec): 2 clusters Score: Raw -43043.478461 + Penalty 573.104477 = -42470.373983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.898394 sec): 3 clusters Score: Raw -42829.356682 + Penalty 1149.956533 = -41679.400149 nChanged 144 SP:Iteration 1F (51.899470 sec): 3 clusters Score: Raw -42934.000952 + Penalty 1154.660803 = -41779.340149 nChanged 39 SP:Iteration 2F (51.900530 sec): 3 clusters Score: Raw -42976.784715 + Penalty 1156.181865 = -41820.602850 nChanged 27 SP:Iteration 3F (51.901584 sec): 3 clusters Score: Raw -43009.369629 + Penalty 1157.832289 = -41851.537340 nChanged 24 SP:Iteration 4Q (51.902618 sec): 3 clusters Score: Raw -43035.567280 + Penalty 1162.219529 = -41873.347750 nChanged 18 SP:Iteration 5Q (51.903646 sec): 3 clusters Score: Raw -43049.115829 + Penalty 1165.677169 = -41883.438661 nChanged 11 SP:Iteration 6Q (51.904702 sec): 3 clusters Score: Raw -43069.175759 + Penalty 1167.277236 = -41901.898523 nChanged 11 SP:Iteration 7Q (51.905720 sec): 3 clusters Score: Raw -43089.848186 + Penalty 1168.535316 = -41921.312871 nChanged 8 SP:Iteration 8Q (51.906740 sec): 3 clusters Score: Raw -43111.441775 + Penalty 1170.068718 = -41941.373058 nChanged 13 SP:Iteration 9Q (51.907772 sec): 3 clusters Score: Raw -43124.926993 + Penalty 1170.073257 = -41954.853736 nChanged 8 SP:Iteration 10F (51.908840 sec): 3 clusters Score: Raw -43133.254699 + Penalty 1170.388804 = -41962.865895 nChanged 4 SP:Iteration 11Q (51.909871 sec): 3 clusters Score: Raw -43136.666764 + Penalty 1170.784163 = -41965.882601 nChanged 3 SP:Iteration 12Q (51.910887 sec): 3 clusters Score: Raw -43138.197321 + Penalty 1170.820139 = -41967.377181 nChanged 1 SP:Iteration 13Q (51.911897 sec): 3 clusters Score: Raw -43138.913298 + Penalty 1174.964353 = -41963.948945 nChanged 4 SP:Iteration 14F (51.912949 sec): 3 clusters Score: Raw -43140.771248 + Penalty 1175.531537 = -41965.239711 nChanged 2 SP:Iteration 15Q (51.913959 sec): 3 clusters Score: Raw -43141.735491 + Penalty 1175.531537 = -41966.203954 nChanged 0 SP:Iteration 16F (51.915009 sec): 3 clusters Score: Raw -43141.735491 + Penalty 1175.531537 = -41966.203954 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.917971 sec): 2 clusters Score: Raw -61262.404511 + Penalty 646.177105 = -60616.227406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.919345 sec): 3 clusters Score: Raw -60956.470623 + Penalty 1296.346122 = -59660.124501 nChanged 207 SP:Iteration 1F (51.920711 sec): 3 clusters Score: Raw -61123.542374 + Penalty 1304.738581 = -59818.803793 nChanged 66 SP:Iteration 2F (51.922064 sec): 3 clusters Score: Raw -61186.083873 + Penalty 1320.192091 = -59865.891782 nChanged 48 SP:Iteration 3F (51.923411 sec): 3 clusters Score: Raw -61234.439180 + Penalty 1337.042652 = -59897.396528 nChanged 34 SP:Iteration 4F (51.924768 sec): 3 clusters Score: Raw -61267.449951 + Penalty 1357.592433 = -59909.857519 nChanged 28 SP:Iteration 5Q (51.926207 sec): 3 clusters Score: Raw -61304.882876 + Penalty 1372.290958 = -59932.591919 nChanged 17 SP:Iteration 6Q (51.927606 sec): 3 clusters Score: Raw -61317.735313 + Penalty 1377.754352 = -59939.980961 nChanged 7 SP:Iteration 7Q (51.928991 sec): 3 clusters Score: Raw -61323.122836 + Penalty 1381.708405 = -59941.414431 nChanged 6 SP:Iteration 8Q (51.930321 sec): 3 clusters Score: Raw -61328.443062 + Penalty 1383.486346 = -59944.956716 nChanged 9 SP:Iteration 9Q (51.931628 sec): 3 clusters Score: Raw -61335.532490 + Penalty 1384.686977 = -59950.845513 nChanged 2 SP:Iteration 10F (51.932980 sec): 3 clusters Score: Raw -61337.427605 + Penalty 1385.980531 = -59951.447074 nChanged 3 SP:Iteration 11Q (51.934303 sec): 3 clusters Score: Raw -61339.695126 + Penalty 1386.701051 = -59952.994075 nChanged 1 SP:Iteration 12Q (51.935604 sec): 3 clusters Score: Raw -61340.100666 + Penalty 1389.597537 = -59950.503129 nChanged 3 SP:Iteration 13F (51.936956 sec): 3 clusters Score: Raw -61344.303750 + Penalty 1391.918257 = -59952.385493 nChanged 3 SP:Iteration 14Q (51.938259 sec): 3 clusters Score: Raw -61347.756912 + Penalty 1389.347774 = -59958.409137 nChanged 2 SP:Iteration 15Q (51.939550 sec): 3 clusters Score: Raw -61349.943770 + Penalty 1385.123182 = -59964.820588 nChanged 3 SP:Iteration 16Q (51.940847 sec): 3 clusters Score: Raw -61352.133921 + Penalty 1384.892684 = -59967.241237 nChanged 2 SP:Iteration 17Q (51.942228 sec): 3 clusters Score: Raw -61353.697917 + Penalty 1385.944758 = -59967.753159 nChanged 1 SP:Iteration 18Q (51.943612 sec): 3 clusters Score: Raw -61355.213419 + Penalty 1385.944758 = -59969.268661 nChanged 0 SP:Iteration 19F (51.945042 sec): 3 clusters Score: Raw -61355.213419 + Penalty 1385.944758 = -59969.268661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.947444 sec): 2 clusters Score: Raw -37734.290418 + Penalty 667.236107 = -37067.054311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.948447 sec): 3 clusters Score: Raw -37568.430096 + Penalty 1333.123024 = -36235.307072 nChanged 119 SP:Iteration 1F (51.949423 sec): 3 clusters Score: Raw -37664.992778 + Penalty 1329.404910 = -36335.587868 nChanged 36 SP:Iteration 2F (51.950400 sec): 3 clusters Score: Raw -37703.130510 + Penalty 1327.212045 = -36375.918465 nChanged 23 SP:Iteration 3F (51.951362 sec): 3 clusters Score: Raw -37733.563857 + Penalty 1323.943783 = -36409.620073 nChanged 14 SP:Iteration 4Q (51.952285 sec): 3 clusters Score: Raw -37748.025175 + Penalty 1320.497981 = -36427.527194 nChanged 12 SP:Iteration 5Q (51.953209 sec): 3 clusters Score: Raw -37758.731825 + Penalty 1317.595793 = -36441.136032 nChanged 8 SP:Iteration 6Q (51.954128 sec): 3 clusters Score: Raw -37766.159466 + Penalty 1314.849571 = -36451.309896 nChanged 5 SP:Iteration 7Q (51.955060 sec): 3 clusters Score: Raw -37772.413166 + Penalty 1310.421294 = -36461.991872 nChanged 5 SP:Iteration 8Q (51.955989 sec): 3 clusters Score: Raw -37778.236137 + Penalty 1308.375346 = -36469.860790 nChanged 2 SP:Iteration 9Q (51.956906 sec): 3 clusters Score: Raw -37784.009510 + Penalty 1304.604190 = -36479.405321 nChanged 5 SP:Iteration 10F (51.957843 sec): 3 clusters Score: Raw -37790.311255 + Penalty 1302.479604 = -36487.831651 nChanged 3 SP:Iteration 11Q (51.958749 sec): 3 clusters Score: Raw -37792.803951 + Penalty 1300.075689 = -36492.728262 nChanged 2 SP:Iteration 12Q (51.959717 sec): 3 clusters Score: Raw -37794.697505 + Penalty 1296.709083 = -36497.988422 nChanged 3 SP:Iteration 13Q (51.960687 sec): 3 clusters Score: Raw -37797.268013 + Penalty 1292.337389 = -36504.930624 nChanged 4 SP:Iteration 14Q (51.961635 sec): 3 clusters Score: Raw -37799.912368 + Penalty 1291.106171 = -36508.806197 nChanged 1 SP:Iteration 15Q (51.962578 sec): 3 clusters Score: Raw -37800.733342 + Penalty 1291.106171 = -36509.627171 nChanged 0 SP:Iteration 16F (51.963526 sec): 3 clusters Score: Raw -37800.733342 + Penalty 1291.106171 = -36509.627171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.964816 sec): 2 clusters Score: Raw -10906.182858 + Penalty 131.869064 = -10774.313794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.965297 sec): 3 clusters Score: Raw -10899.603780 + Penalty 310.728290 = -10588.875489 nChanged 51 SP:Iteration 1F (51.965794 sec): 3 clusters Score: Raw -10997.633334 + Penalty 395.354323 = -10602.279011 nChanged 17 SP:Iteration 2F (51.966278 sec): 3 clusters Score: Raw -11029.573505 + Penalty 429.191900 = -10600.381605 nChanged 4 SP:Iteration 3F (51.966755 sec): 3 clusters Score: Raw -11039.785804 + Penalty 454.021874 = -10585.763930 nChanged 2 SP:Iteration 4F (51.967234 sec): 3 clusters Score: Raw -11046.883367 + Penalty 486.607931 = -10560.275436 nChanged 2 SP:Iteration 5F (51.967712 sec): 3 clusters Score: Raw -11052.930939 + Penalty 486.607931 = -10566.323009 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.971350 sec): 2 clusters Score: Raw -68071.504610 + Penalty 422.216317 = -67649.288293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.973017 sec): 3 clusters Score: Raw -67635.261770 + Penalty 855.252706 = -66780.009064 nChanged 290 SP:Iteration 1F (51.974656 sec): 3 clusters Score: Raw -67833.125874 + Penalty 882.897401 = -66950.228473 nChanged 122 SP:Iteration 2F (51.976234 sec): 3 clusters Score: Raw -67965.689592 + Penalty 911.605509 = -67054.084083 nChanged 79 SP:Iteration 3F (51.977791 sec): 3 clusters Score: Raw -68060.378027 + Penalty 933.086612 = -67127.291415 nChanged 40 SP:Iteration 4F (51.979373 sec): 3 clusters Score: Raw -68099.789222 + Penalty 948.105324 = -67151.683899 nChanged 32 SP:Iteration 5Q (51.980916 sec): 3 clusters Score: Raw -68134.396119 + Penalty 959.975670 = -67174.420449 nChanged 16 SP:Iteration 6Q (51.982494 sec): 3 clusters Score: Raw -68150.249095 + Penalty 967.425706 = -67182.823389 nChanged 11 SP:Iteration 7Q (51.983964 sec): 3 clusters Score: Raw -68159.582256 + Penalty 968.620707 = -67190.961549 nChanged 5 SP:Iteration 8Q (51.985402 sec): 3 clusters Score: Raw -68165.318154 + Penalty 967.860160 = -67197.457994 nChanged 6 SP:Iteration 9Q (51.986853 sec): 3 clusters Score: Raw -68171.846052 + Penalty 964.323414 = -67207.522637 nChanged 3 SP:Iteration 10F (51.988438 sec): 3 clusters Score: Raw -68175.549700 + Penalty 963.229206 = -67212.320494 nChanged 1 SP:Iteration 11Q (51.989867 sec): 3 clusters Score: Raw -68176.356816 + Penalty 959.943802 = -67216.413014 nChanged 1 SP:Iteration 12Q (51.991290 sec): 3 clusters Score: Raw -68177.518133 + Penalty 959.943802 = -67217.574331 nChanged 0 SP:Iteration 13F (51.992956 sec): 3 clusters Score: Raw -68177.518133 + Penalty 959.943802 = -67217.574331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.006059 sec): 2 clusters Score: Raw -215079.454532 + Penalty 449.435633 = -214630.018899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.010612 sec): 3 clusters Score: Raw -213598.795855 + Penalty 897.372750 = -212701.423105 nChanged 1040 SP:Iteration 1F (52.015193 sec): 3 clusters Score: Raw -214135.636759 + Penalty 896.582092 = -213239.054667 nChanged 259 SP:Iteration 2F (52.019573 sec): 3 clusters Score: Raw -214278.287553 + Penalty 899.694199 = -213378.593354 nChanged 231 SP:Iteration 3F (52.023905 sec): 3 clusters Score: Raw -214460.859187 + Penalty 907.033548 = -213553.825639 nChanged 248 SP:Iteration 4F (52.028649 sec): 3 clusters Score: Raw -214697.630632 + Penalty 911.463893 = -213786.166739 nChanged 197 SP:Iteration 5F (52.032970 sec): 3 clusters Score: Raw -214885.151229 + Penalty 916.178684 = -213968.972545 nChanged 118 SP:Iteration 6Q (52.037270 sec): 3 clusters Score: Raw -214976.896089 + Penalty 922.695561 = -214054.200528 nChanged 60 SP:Iteration 7Q (52.041441 sec): 3 clusters Score: Raw -215025.003421 + Penalty 927.954473 = -214097.048949 nChanged 47 SP:Iteration 8Q (52.045561 sec): 3 clusters Score: Raw -215054.758334 + Penalty 936.809002 = -214117.949332 nChanged 38 SP:Iteration 9Q (52.049580 sec): 3 clusters Score: Raw -215076.865439 + Penalty 941.204585 = -214135.660853 nChanged 23 SP:Iteration 10F (52.054286 sec): 3 clusters Score: Raw -215089.067711 + Penalty 945.491016 = -214143.576695 nChanged 13 SP:Iteration 11Q (52.058049 sec): 3 clusters Score: Raw -215095.071221 + Penalty 950.937203 = -214144.134018 nChanged 10 SP:Iteration 12Q (52.062154 sec): 3 clusters Score: Raw -215098.384626 + Penalty 953.591895 = -214144.792731 nChanged 8 SP:Iteration 13Q (52.066237 sec): 3 clusters Score: Raw -215101.271836 + Penalty 956.470207 = -214144.801629 nChanged 7 SP:Iteration 14Q (52.069967 sec): 3 clusters Score: Raw -215103.745557 + Penalty 957.164310 = -214146.581247 nChanged 4 SP:Iteration 15Q (52.073666 sec): 3 clusters Score: Raw -215104.456383 + Penalty 958.996512 = -214145.459871 nChanged 6 SP:Iteration 16F (52.078003 sec): 3 clusters Score: Raw -215106.285885 + Penalty 958.576272 = -214147.709613 nChanged 6 SP:Iteration 17Q (52.081659 sec): 3 clusters Score: Raw -215107.416144 + Penalty 959.027002 = -214148.389142 nChanged 5 SP:Iteration 18Q (52.085366 sec): 3 clusters Score: Raw -215108.467245 + Penalty 956.894388 = -214151.572857 nChanged 5 SP:Iteration 19Q (52.089044 sec): 3 clusters Score: Raw -215110.246836 + Penalty 956.494942 = -214153.751894 nChanged 8 SP:Iteration 20F (52.093493 sec): 3 clusters Score: Raw -215111.934268 + Penalty 956.412918 = -214155.521350 nChanged 3 SP:Iteration 21Q (52.097449 sec): 3 clusters Score: Raw -215113.238647 + Penalty 960.303042 = -214152.935606 nChanged 3 SP:Iteration 22F (52.101763 sec): 3 clusters Score: Raw -215114.430513 + Penalty 961.105111 = -214153.325402 nChanged 4 SP:Iteration 23Q (52.105528 sec): 3 clusters Score: Raw -215115.259211 + Penalty 963.340630 = -214151.918581 nChanged 4 SP:Iteration 24F (52.109967 sec): 3 clusters Score: Raw -215116.232816 + Penalty 963.892268 = -214152.340547 nChanged 3 SP:Iteration 25Q (52.113582 sec): 3 clusters Score: Raw -215118.456063 + Penalty 963.090781 = -214155.365283 nChanged 2 SP:Iteration 26Q (52.117206 sec): 3 clusters Score: Raw -215120.395727 + Penalty 964.947391 = -214155.448335 nChanged 3 SP:Iteration 27Q (52.120808 sec): 3 clusters Score: Raw -215121.499110 + Penalty 965.807885 = -214155.691225 nChanged 1 SP:Iteration 28Q (52.124382 sec): 3 clusters Score: Raw -215121.617728 + Penalty 965.807885 = -214155.809843 nChanged 0 SP:Iteration 29F (52.128971 sec): 3 clusters Score: Raw -215121.617728 + Penalty 965.807885 = -214155.809843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 28 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.135537 sec): 2 clusters Score: Raw -379.012135 + Penalty 13.841166 = -365.170969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.135742 sec): 3 clusters Score: Raw -396.658337 + Penalty 25.751007 = -370.907330 nChanged 0 Score: Raw -1966725.839427 + Penalty 11398.266579 = -1955327.572848 Splitting cluster 28 changes total score from -1939231.299268 to -1955327.572848 So it's getting split into cluster 4. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.330269 sec): 2 clusters Score: Raw -127353.163828 + Penalty 804.310342 = -126548.853486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.332872 sec): 3 clusters Score: Raw -126679.945767 + Penalty 1609.878922 = -125070.066846 nChanged 472 SP:Iteration 1F (52.335433 sec): 3 clusters Score: Raw -127042.503925 + Penalty 1611.443205 = -125431.060719 nChanged 129 SP:Iteration 2F (52.337979 sec): 3 clusters Score: Raw -127153.589975 + Penalty 1611.510014 = -125542.079961 nChanged 97 SP:Iteration 3F (52.340713 sec): 3 clusters Score: Raw -127235.375889 + Penalty 1610.762902 = -125624.612988 nChanged 72 SP:Iteration 4F (52.343364 sec): 3 clusters Score: Raw -127287.960432 + Penalty 1610.827008 = -125677.133424 nChanged 51 SP:Iteration 5Q (52.345979 sec): 3 clusters Score: Raw -127312.554947 + Penalty 1612.089188 = -125700.465759 nChanged 32 SP:Iteration 6Q (52.348644 sec): 3 clusters Score: Raw -127331.383415 + Penalty 1612.681216 = -125718.702200 nChanged 23 SP:Iteration 7Q (52.351453 sec): 3 clusters Score: Raw -127343.772503 + Penalty 1613.565919 = -125730.206584 nChanged 23 SP:Iteration 8Q (52.354026 sec): 3 clusters Score: Raw -127352.819055 + Penalty 1613.878220 = -125738.940835 nChanged 15 SP:Iteration 9Q (52.356771 sec): 3 clusters Score: Raw -127358.461737 + Penalty 1614.164280 = -125744.297457 nChanged 6 SP:Iteration 10F (52.359484 sec): 3 clusters Score: Raw -127359.973534 + Penalty 1614.154511 = -125745.819023 nChanged 2 SP:Iteration 11Q (52.362177 sec): 3 clusters Score: Raw -127360.332228 + Penalty 1614.082358 = -125746.249870 nChanged 2 SP:Iteration 12Q (52.364694 sec): 3 clusters Score: Raw -127360.781983 + Penalty 1614.037242 = -125746.744741 nChanged 2 SP:Iteration 13Q (52.367202 sec): 3 clusters Score: Raw -127361.569253 + Penalty 1613.970836 = -125747.598417 nChanged 2 SP:Iteration 14Q (52.369755 sec): 3 clusters Score: Raw -127361.853170 + Penalty 1614.040573 = -125747.812596 nChanged 1 SP:Iteration 15Q (52.372329 sec): 3 clusters Score: Raw -127362.132527 + Penalty 1614.165449 = -125747.967079 nChanged 2 SP:Iteration 16Q (52.374869 sec): 3 clusters Score: Raw -127362.588947 + Penalty 1614.258920 = -125748.330027 nChanged 1 SP:Iteration 17Q (52.377402 sec): 3 clusters Score: Raw -127362.661185 + Penalty 1614.342841 = -125748.318344 nChanged 1 SP:Iteration 18F (52.380032 sec): 3 clusters Score: Raw -127363.202753 + Penalty 1614.573412 = -125748.629341 nChanged 4 SP:Iteration 19Q (52.382517 sec): 3 clusters Score: Raw -127365.585465 + Penalty 1614.672799 = -125750.912666 nChanged 4 SP:Iteration 20F (52.385071 sec): 3 clusters Score: Raw -127367.394934 + Penalty 1614.628831 = -125752.766103 nChanged 5 SP:Iteration 21Q (52.387541 sec): 3 clusters Score: Raw -127369.142990 + Penalty 1614.608393 = -125754.534597 nChanged 3 SP:Iteration 22Q (52.390020 sec): 3 clusters Score: Raw -127370.285873 + Penalty 1614.597658 = -125755.688215 nChanged 5 SP:Iteration 23Q (52.392587 sec): 3 clusters Score: Raw -127371.983864 + Penalty 1614.555117 = -125757.428747 nChanged 3 SP:Iteration 24Q (52.395259 sec): 3 clusters Score: Raw -127373.647084 + Penalty 1614.567892 = -125759.079193 nChanged 3 SP:Iteration 25Q (52.397847 sec): 3 clusters Score: Raw -127374.999373 + Penalty 1614.480055 = -125760.519318 nChanged 5 SP:Iteration 26Q (52.400305 sec): 3 clusters Score: Raw -127377.005106 + Penalty 1614.540921 = -125762.464186 nChanged 3 SP:Iteration 27Q (52.402764 sec): 3 clusters Score: Raw -127377.849008 + Penalty 1614.598323 = -125763.250685 nChanged 1 SP:Iteration 28Q (52.405238 sec): 3 clusters Score: Raw -127378.149790 + Penalty 1614.750913 = -125763.398877 nChanged 2 SP:Iteration 29Q (52.407714 sec): 3 clusters Score: Raw -127378.639040 + Penalty 1614.777206 = -125763.861834 nChanged 1 SP:Iteration 30F (52.410569 sec): 3 clusters Score: Raw -127379.321463 + Penalty 1614.777350 = -125764.544113 nChanged 2 SP:Iteration 31Q (52.413319 sec): 3 clusters Score: Raw -127379.683687 + Penalty 1614.742036 = -125764.941650 nChanged 1 SP:Iteration 32Q (52.415949 sec): 3 clusters Score: Raw -127380.407697 + Penalty 1614.693948 = -125765.713748 nChanged 2 SP:Iteration 33Q (52.418441 sec): 3 clusters Score: Raw -127381.200084 + Penalty 1614.693948 = -125766.506135 nChanged 0 SP:Iteration 34F (52.421003 sec): 3 clusters Score: Raw -127381.200084 + Penalty 1614.693948 = -125766.506135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.422297 sec): 2 clusters Score: Raw -1976.542979 + Penalty 507.336239 = -1469.206740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.422631 sec): 3 clusters Score: Raw -2383.439621 + Penalty 1016.867683 = -1366.571939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.424901 sec): 2 clusters Score: Raw -46285.718484 + Penalty 939.990734 = -45345.727750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.426115 sec): 3 clusters Score: Raw -46170.162964 + Penalty 1876.705225 = -44293.457738 nChanged 126 SP:Iteration 1F (52.427270 sec): 3 clusters Score: Raw -46318.878556 + Penalty 1875.567019 = -44443.311536 nChanged 37 SP:Iteration 2F (52.428417 sec): 3 clusters Score: Raw -46382.808801 + Penalty 1872.985490 = -44509.823311 nChanged 24 SP:Iteration 3Q (52.429510 sec): 3 clusters Score: Raw -46433.313615 + Penalty 1870.344001 = -44562.969613 nChanged 19 SP:Iteration 4Q (52.430571 sec): 3 clusters Score: Raw -46472.420067 + Penalty 1868.002933 = -44604.417134 nChanged 20 SP:Iteration 5Q (52.431627 sec): 3 clusters Score: Raw -46502.064421 + Penalty 1867.003235 = -44635.061186 nChanged 9 SP:Iteration 6Q (52.432678 sec): 3 clusters Score: Raw -46515.628020 + Penalty 1866.309606 = -44649.318414 nChanged 7 SP:Iteration 7Q (52.433726 sec): 3 clusters Score: Raw -46526.332466 + Penalty 1865.516730 = -44660.815736 nChanged 6 SP:Iteration 8Q (52.434769 sec): 3 clusters Score: Raw -46533.922804 + Penalty 1865.516730 = -44668.406074 nChanged 0 SP:Iteration 9F (52.435888 sec): 3 clusters Score: Raw -46533.922804 + Penalty 1865.516730 = -44668.406074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.436826 sec): 2 clusters Score: Raw -596.783869 + Penalty 16.126819 = -580.657050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.437036 sec): 3 clusters Score: Raw -610.775256 + Penalty 32.253639 = -578.521618 nChanged 0 Deleting Class 28 (3 points): Lose 62.539814 but Gain 110.637163 Iteration 180F (52.642144 sec): 17 clusters Score: Raw -1950509.912004 + Penalty 11260.922395 = -1939248.989608 nChanged 3 Iteration 181Q (52.700924 sec): 17 clusters Score: Raw -1950519.455325 + Penalty 11260.922395 = -1939258.532930 nChanged 0 Iteration 182F (52.885014 sec): 17 clusters Score: Raw -1950519.455325 + Penalty 11260.922395 = -1939258.532930 nChanged 0 Writing temp clu file Memory request: 0.11 GB would take us to total of 0.22 GB. Compute initial score before splitting: Score: Raw -1950519.455325 + Penalty 11260.922395 = -1939258.532930Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 1 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.930548 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.931589 sec): 3 clusters Score: Raw -40896.194519 + Penalty 94.980173 = -40801.214346 nChanged 219 SP:Iteration 1F (52.932555 sec): 3 clusters Score: Raw -41099.906295 + Penalty 96.122378 = -41003.783917 nChanged 54 SP:Iteration 2F (52.933528 sec): 3 clusters Score: Raw -41161.556149 + Penalty 50.337796 = -41111.218353 nChanged 33 SP:Iteration 3F (52.934306 sec): 2 clusters Score: Raw -41201.968576 + Penalty 50.337796 = -41151.630780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 2 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.935930 sec): 2 clusters Score: Raw -36223.189690 + Penalty 638.359935 = -35584.829756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.936846 sec): 3 clusters Score: Raw -36054.042909 + Penalty 1278.148182 = -34775.894727 nChanged 116 SP:Iteration 1F (52.937741 sec): 3 clusters Score: Raw -36141.763755 + Penalty 1278.365034 = -34863.398721 nChanged 37 SP:Iteration 2F (52.938636 sec): 3 clusters Score: Raw -36173.323116 + Penalty 1278.023390 = -34895.299726 nChanged 20 SP:Iteration 3Q (52.939524 sec): 3 clusters Score: Raw -36192.606386 + Penalty 1276.440326 = -34916.166060 nChanged 22 SP:Iteration 4F (52.940473 sec): 3 clusters Score: Raw -36215.974841 + Penalty 1275.013519 = -34940.961322 nChanged 20 SP:Iteration 5Q (52.941403 sec): 3 clusters Score: Raw -36232.110937 + Penalty 1280.197307 = -34951.913630 nChanged 11 SP:Iteration 6Q (52.942313 sec): 3 clusters Score: Raw -36245.448629 + Penalty 1286.245090 = -34959.203539 nChanged 7 SP:Iteration 7Q (52.943200 sec): 3 clusters Score: Raw -36253.940745 + Penalty 1288.937302 = -34965.003443 nChanged 7 SP:Iteration 8Q (52.944123 sec): 3 clusters Score: Raw -36258.586639 + Penalty 1289.875673 = -34968.710966 nChanged 5 SP:Iteration 9Q (52.945033 sec): 3 clusters Score: Raw -36261.990888 + Penalty 1292.979274 = -34969.011613 nChanged 7 SP:Iteration 10F (52.945964 sec): 3 clusters Score: Raw -36266.839043 + Penalty 1291.820016 = -34975.019028 nChanged 4 SP:Iteration 11Q (52.946874 sec): 3 clusters Score: Raw -36271.828699 + Penalty 1291.745755 = -34980.082943 nChanged 5 SP:Iteration 12Q (52.947748 sec): 3 clusters Score: Raw -36279.324804 + Penalty 1291.947669 = -34987.377135 nChanged 11 SP:Iteration 13Q (52.948617 sec): 3 clusters Score: Raw -36299.857469 + Penalty 1293.926964 = -35005.930505 nChanged 9 SP:Iteration 14Q (52.949484 sec): 3 clusters Score: Raw -36311.548580 + Penalty 1299.627661 = -35011.920919 nChanged 7 SP:Iteration 15Q (52.950346 sec): 3 clusters Score: Raw -36317.689874 + Penalty 1301.775956 = -35015.913918 nChanged 2 SP:Iteration 16Q (52.951238 sec): 3 clusters Score: Raw -36319.137600 + Penalty 1300.739841 = -35018.397760 nChanged 1 SP:Iteration 17Q (52.952098 sec): 3 clusters Score: Raw -36320.899655 + Penalty 1301.847066 = -35019.052589 nChanged 1 SP:Iteration 18Q (52.952961 sec): 3 clusters Score: Raw -36321.049739 + Penalty 1301.847066 = -35019.202673 nChanged 0 SP:Iteration 19F (52.953853 sec): 3 clusters Score: Raw -36321.049739 + Penalty 1301.847066 = -35019.202673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.954325 sec): 2 clusters Score: Raw -158.919957 + Penalty 3.465736 = -155.454221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.954522 sec): 3 clusters Score: Raw -160.572641 + Penalty 6.931472 = -153.641170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 4 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.954975 sec): 2 clusters Score: Raw -158.918953 + Penalty 3.465736 = -155.453217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.955163 sec): 3 clusters Score: Raw -160.572642 + Penalty 6.931472 = -153.641170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 6 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.956054 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.956585 sec): 3 clusters Score: Raw -15456.459741 + Penalty 173.169446 = -15283.290294 nChanged 73 SP:Iteration 1F (52.957070 sec): 3 clusters Score: Raw -15570.177446 + Penalty 61.446909 = -15508.730537 nChanged 1 SP:Iteration 2Q (52.957493 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 SP:Iteration 3F (52.957915 sec): 2 clusters Score: Raw -15572.565578 + Penalty 61.446909 = -15511.118670 nChanged 0 Memory request: 0.07 GB would take us to total of 0.29 GB. Trying to split cluster 12 (15394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.026280 sec): 2 clusters Score: Raw -1292816.847983 + Penalty 263.282069 = -1292553.565914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.055186 sec): 3 clusters Score: Raw -1282391.168013 + Penalty 567.515815 = -1281823.652198 nChanged 7363 SP:Iteration 1F (53.084351 sec): 3 clusters Score: Raw -1286775.371282 + Penalty 675.074001 = -1286100.297281 nChanged 2675 SP:Iteration 2F (53.112911 sec): 3 clusters Score: Raw -1289262.750925 + Penalty 783.133297 = -1288479.617628 nChanged 1635 SP:Iteration 3F (53.141230 sec): 3 clusters Score: Raw -1290750.968388 + Penalty 862.024794 = -1289888.943594 nChanged 1005 SP:Iteration 4F (53.169816 sec): 3 clusters Score: Raw -1291626.656743 + Penalty 914.879585 = -1290711.777158 nChanged 625 SP:Iteration 5Q (53.196824 sec): 3 clusters Score: Raw -1292135.491322 + Penalty 951.532493 = -1291183.958829 nChanged 372 SP:Iteration 6Q (53.221473 sec): 3 clusters Score: Raw -1292422.725557 + Penalty 994.452740 = -1291428.272817 nChanged 255 SP:Iteration 7Q (53.245956 sec): 3 clusters Score: Raw -1292616.796191 + Penalty 1032.262562 = -1291584.533628 nChanged 155 SP:Iteration 8Q (53.269452 sec): 3 clusters Score: Raw -1292725.640714 + Penalty 1041.411684 = -1291684.229030 nChanged 77 SP:Iteration 9Q (53.293564 sec): 3 clusters Score: Raw -1292778.320877 + Penalty 1049.493810 = -1291728.827067 nChanged 43 SP:Iteration 10F (53.321850 sec): 3 clusters Score: Raw -1292803.797592 + Penalty 1048.132913 = -1291755.664679 nChanged 21 SP:Iteration 11Q (53.344638 sec): 3 clusters Score: Raw -1292816.904882 + Penalty 1046.463220 = -1291770.441662 nChanged 15 SP:Iteration 12Q (53.367292 sec): 3 clusters Score: Raw -1292827.511247 + Penalty 1046.858788 = -1291780.652459 nChanged 13 SP:Iteration 13Q (53.389769 sec): 3 clusters Score: Raw -1292836.468318 + Penalty 1065.221238 = -1291771.247080 nChanged 14 SP:Iteration 14F (53.418488 sec): 3 clusters Score: Raw -1292847.127037 + Penalty 1071.552700 = -1291775.574336 nChanged 11 SP:Iteration 15Q (53.440820 sec): 3 clusters Score: Raw -1292854.567818 + Penalty 1071.025940 = -1291783.541878 nChanged 7 SP:Iteration 16Q (53.463638 sec): 3 clusters Score: Raw -1292859.261364 + Penalty 1076.079771 = -1291783.181593 nChanged 6 SP:Iteration 17F (53.492614 sec): 3 clusters Score: Raw -1292863.079785 + Penalty 1073.043337 = -1291790.036448 nChanged 2 SP:Iteration 18Q (53.514898 sec): 3 clusters Score: Raw -1292864.355930 + Penalty 1073.043337 = -1291791.312593 nChanged 0 SP:Iteration 19F (53.543183 sec): 3 clusters Score: Raw -1292864.355930 + Penalty 1073.043337 = -1291791.312593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 13 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.552796 sec): 2 clusters Score: Raw -43043.478461 + Penalty 573.104477 = -42470.373983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.553892 sec): 3 clusters Score: Raw -42818.521388 + Penalty 1146.441907 = -41672.079481 nChanged 139 SP:Iteration 1F (53.555034 sec): 3 clusters Score: Raw -42932.976854 + Penalty 1144.172340 = -41788.804514 nChanged 50 SP:Iteration 2F (53.556100 sec): 3 clusters Score: Raw -43002.484038 + Penalty 1140.127010 = -41862.357027 nChanged 37 SP:Iteration 3F (53.557160 sec): 3 clusters Score: Raw -43047.106798 + Penalty 1140.956381 = -41906.150417 nChanged 13 SP:Iteration 4Q (53.558195 sec): 3 clusters Score: Raw -43054.945131 + Penalty 1144.021747 = -41910.923384 nChanged 12 SP:Iteration 5Q (53.559225 sec): 3 clusters Score: Raw -43061.943684 + Penalty 1145.208221 = -41916.735463 nChanged 5 SP:Iteration 6Q (53.560304 sec): 3 clusters Score: Raw -43064.706395 + Penalty 1147.141431 = -41917.564965 nChanged 6 SP:Iteration 7Q (53.561409 sec): 3 clusters Score: Raw -43068.442120 + Penalty 1150.809308 = -41917.632811 nChanged 7 SP:Iteration 8Q (53.562488 sec): 3 clusters Score: Raw -43074.063906 + Penalty 1156.441021 = -41917.622885 nChanged 7 SP:Iteration 9F (53.563594 sec): 3 clusters Score: Raw -43082.928635 + Penalty 1159.452559 = -41923.476076 nChanged 5 SP:Iteration 10F (53.564696 sec): 3 clusters Score: Raw -43089.320752 + Penalty 1164.560692 = -41924.760059 nChanged 7 SP:Iteration 11Q (53.565740 sec): 3 clusters Score: Raw -43095.772659 + Penalty 1170.796823 = -41924.975836 nChanged 6 SP:Iteration 12Q (53.566803 sec): 3 clusters Score: Raw -43100.933121 + Penalty 1169.768799 = -41931.164322 nChanged 5 SP:Iteration 13Q (53.567856 sec): 3 clusters Score: Raw -43104.816478 + Penalty 1173.392503 = -41931.423975 nChanged 4 SP:Iteration 14Q (53.568905 sec): 3 clusters Score: Raw -43108.717877 + Penalty 1175.151908 = -41933.565969 nChanged 2 SP:Iteration 15Q (53.569971 sec): 3 clusters Score: Raw -43109.535797 + Penalty 1174.710778 = -41934.825019 nChanged 2 SP:Iteration 16Q (53.571020 sec): 3 clusters Score: Raw -43113.264607 + Penalty 1179.665853 = -41933.598754 nChanged 3 SP:Iteration 17F (53.572120 sec): 3 clusters Score: Raw -43115.416062 + Penalty 1183.744883 = -41931.671180 nChanged 3 SP:Iteration 18F (53.573219 sec): 3 clusters Score: Raw -43117.506940 + Penalty 1187.546319 = -41929.960620 nChanged 2 SP:Iteration 19F (53.574319 sec): 3 clusters Score: Raw -43119.570581 + Penalty 1192.363866 = -41927.206715 nChanged 3 SP:Iteration 20F (53.575405 sec): 3 clusters Score: Raw -43121.476766 + Penalty 1194.287043 = -41927.189723 nChanged 2 SP:Iteration 21F (53.576456 sec): 3 clusters Score: Raw -43122.967086 + Penalty 1194.287043 = -41928.680042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 14 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.579506 sec): 2 clusters Score: Raw -61262.404511 + Penalty 646.177105 = -60616.227406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.580977 sec): 3 clusters Score: Raw -60941.663091 + Penalty 1291.435287 = -59650.227803 nChanged 235 SP:Iteration 1F (53.582379 sec): 3 clusters Score: Raw -61086.377758 + Penalty 1292.823411 = -59793.554348 nChanged 64 SP:Iteration 2F (53.583791 sec): 3 clusters Score: Raw -61139.339848 + Penalty 1292.966231 = -59846.373617 nChanged 41 SP:Iteration 3F (53.585203 sec): 3 clusters Score: Raw -61180.587157 + Penalty 1292.354210 = -59888.232946 nChanged 35 SP:Iteration 4F (53.586538 sec): 3 clusters Score: Raw -61208.533365 + Penalty 1292.887442 = -59915.645923 nChanged 25 SP:Iteration 5Q (53.587855 sec): 3 clusters Score: Raw -61228.913757 + Penalty 1293.653272 = -59935.260485 nChanged 23 SP:Iteration 6Q (53.589160 sec): 3 clusters Score: Raw -61251.053019 + Penalty 1294.864563 = -59956.188456 nChanged 23 SP:Iteration 7Q (53.590490 sec): 3 clusters Score: Raw -61284.653602 + Penalty 1294.676207 = -59989.977395 nChanged 28 SP:Iteration 8Q (53.591794 sec): 3 clusters Score: Raw -61317.186044 + Penalty 1294.967725 = -60022.218319 nChanged 18 SP:Iteration 9Q (53.593172 sec): 3 clusters Score: Raw -61333.237774 + Penalty 1295.535743 = -60037.702030 nChanged 11 SP:Iteration 10F (53.594602 sec): 3 clusters Score: Raw -61342.364161 + Penalty 1294.288018 = -60048.076144 nChanged 11 SP:Iteration 11Q (53.595958 sec): 3 clusters Score: Raw -61348.618222 + Penalty 1293.783561 = -60054.834661 nChanged 6 SP:Iteration 12Q (53.597300 sec): 3 clusters Score: Raw -61351.243603 + Penalty 1293.800855 = -60057.442748 nChanged 2 SP:Iteration 13Q (53.598582 sec): 3 clusters Score: Raw -61352.539249 + Penalty 1293.800855 = -60058.738394 nChanged 0 SP:Iteration 14F (53.599923 sec): 3 clusters Score: Raw -61352.539249 + Penalty 1293.800855 = -60058.738394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 17 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.602239 sec): 2 clusters Score: Raw -37734.290418 + Penalty 667.236107 = -37067.054311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.603189 sec): 3 clusters Score: Raw -37570.063700 + Penalty 1331.784907 = -36238.278793 nChanged 107 SP:Iteration 1F (53.604120 sec): 3 clusters Score: Raw -37701.512195 + Penalty 1331.503166 = -36370.009029 nChanged 38 SP:Iteration 2F (53.605070 sec): 3 clusters Score: Raw -37737.106016 + Penalty 1329.895698 = -36407.210319 nChanged 12 SP:Iteration 3Q (53.605987 sec): 3 clusters Score: Raw -37752.808579 + Penalty 1329.344246 = -36423.464334 nChanged 5 SP:Iteration 4Q (53.606908 sec): 3 clusters Score: Raw -37756.934919 + Penalty 1328.940392 = -36427.994527 nChanged 5 SP:Iteration 5Q (53.607819 sec): 3 clusters Score: Raw -37760.583179 + Penalty 1329.918231 = -36430.664947 nChanged 4 SP:Iteration 6Q (53.608727 sec): 3 clusters Score: Raw -37762.045685 + Penalty 1329.918231 = -36432.127453 nChanged 0 SP:Iteration 7F (53.609662 sec): 3 clusters Score: Raw -37762.045685 + Penalty 1329.918231 = -36432.127453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 18 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.610900 sec): 2 clusters Score: Raw -10970.692219 + Penalty 131.636574 = -10839.055644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.611376 sec): 3 clusters Score: Raw -10987.901760 + Penalty 453.081780 = -10534.819980 nChanged 57 SP:Iteration 1F (53.611872 sec): 3 clusters Score: Raw -11147.946247 + Penalty 489.631309 = -10658.314938 nChanged 6 SP:Iteration 2Q (53.612305 sec): 3 clusters Score: Raw -11168.576070 + Penalty 489.631309 = -10678.944762 nChanged 0 SP:Iteration 3F (53.612782 sec): 3 clusters Score: Raw -11168.576070 + Penalty 489.631309 = -10678.944762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 19 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.616409 sec): 2 clusters Score: Raw -68071.504610 + Penalty 422.216317 = -67649.288293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.618070 sec): 3 clusters Score: Raw -67621.092593 + Penalty 836.334303 = -66784.758291 nChanged 298 SP:Iteration 1F (53.619621 sec): 3 clusters Score: Raw -67829.124849 + Penalty 827.562403 = -67001.562445 nChanged 112 SP:Iteration 2F (53.621173 sec): 3 clusters Score: Raw -67932.750448 + Penalty 823.384553 = -67109.365895 nChanged 69 SP:Iteration 3F (53.622739 sec): 3 clusters Score: Raw -68003.328999 + Penalty 826.332368 = -67176.996631 nChanged 50 SP:Iteration 4F (53.624285 sec): 3 clusters Score: Raw -68037.552140 + Penalty 833.636275 = -67203.915866 nChanged 31 SP:Iteration 5Q (53.625765 sec): 3 clusters Score: Raw -68065.374512 + Penalty 840.824932 = -67224.549581 nChanged 33 SP:Iteration 6Q (53.627368 sec): 3 clusters Score: Raw -68107.760689 + Penalty 854.377753 = -67253.382936 nChanged 46 SP:Iteration 7F (53.629024 sec): 3 clusters Score: Raw -68166.673542 + Penalty 864.160884 = -67302.512658 nChanged 37 SP:Iteration 8Q (53.630548 sec): 3 clusters Score: Raw -68217.366292 + Penalty 868.018236 = -67349.348056 nChanged 28 SP:Iteration 9Q (53.631989 sec): 3 clusters Score: Raw -68255.073842 + Penalty 873.940284 = -67381.133558 nChanged 15 SP:Iteration 10F (53.633524 sec): 3 clusters Score: Raw -68270.060126 + Penalty 872.439311 = -67397.620816 nChanged 15 SP:Iteration 11Q (53.634899 sec): 3 clusters Score: Raw -68292.502083 + Penalty 871.752870 = -67420.749214 nChanged 7 SP:Iteration 12Q (53.636227 sec): 3 clusters Score: Raw -68299.428828 + Penalty 870.444648 = -67428.984180 nChanged 7 SP:Iteration 13Q (53.637531 sec): 3 clusters Score: Raw -68302.181570 + Penalty 871.178452 = -67431.003118 nChanged 1 SP:Iteration 14Q (53.638815 sec): 3 clusters Score: Raw -68302.486438 + Penalty 870.794630 = -67431.691809 nChanged 1 SP:Iteration 15Q (53.640123 sec): 3 clusters Score: Raw -68305.690269 + Penalty 870.794630 = -67434.895639 nChanged 0 SP:Iteration 16F (53.641668 sec): 3 clusters Score: Raw -68305.690269 + Penalty 870.794630 = -67434.895639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.23 GB. Trying to split cluster 24 (2419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.654708 sec): 2 clusters Score: Raw -215079.454532 + Penalty 449.435633 = -214630.018899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.659320 sec): 3 clusters Score: Raw -213559.698401 + Penalty 908.612781 = -212651.085620 nChanged 1044 SP:Iteration 1F (53.663864 sec): 3 clusters Score: Raw -214216.465286 + Penalty 930.219878 = -213286.245408 nChanged 366 SP:Iteration 2F (53.668440 sec): 3 clusters Score: Raw -214535.838062 + Penalty 946.485006 = -213589.353056 nChanged 250 SP:Iteration 3F (53.672843 sec): 3 clusters Score: Raw -214774.545886 + Penalty 951.860370 = -213822.685516 nChanged 151 SP:Iteration 4F (53.677322 sec): 3 clusters Score: Raw -214896.070436 + Penalty 951.446228 = -213944.624208 nChanged 93 SP:Iteration 5Q (53.681872 sec): 3 clusters Score: Raw -214958.006744 + Penalty 949.464371 = -214008.542373 nChanged 45 SP:Iteration 6Q (53.686115 sec): 3 clusters Score: Raw -214991.469123 + Penalty 951.358246 = -214040.110878 nChanged 33 SP:Iteration 7Q (53.690500 sec): 3 clusters Score: Raw -215016.206300 + Penalty 953.495553 = -214062.710748 nChanged 34 SP:Iteration 8Q (53.694587 sec): 3 clusters Score: Raw -215039.134096 + Penalty 954.375468 = -214084.758629 nChanged 23 SP:Iteration 9Q (53.698904 sec): 3 clusters Score: Raw -215054.105412 + Penalty 955.665954 = -214098.439457 nChanged 19 SP:Iteration 10F (53.703234 sec): 3 clusters Score: Raw -215065.591098 + Penalty 955.549273 = -214110.041824 nChanged 17 SP:Iteration 11Q (53.707124 sec): 3 clusters Score: Raw -215072.892175 + Penalty 959.258373 = -214113.633802 nChanged 19 SP:Iteration 12Q (53.711099 sec): 3 clusters Score: Raw -215079.374969 + Penalty 960.665583 = -214118.709385 nChanged 15 SP:Iteration 13Q (53.715177 sec): 3 clusters Score: Raw -215083.872031 + Penalty 963.027429 = -214120.844602 nChanged 9 SP:Iteration 14Q (53.719167 sec): 3 clusters Score: Raw -215086.000550 + Penalty 965.456881 = -214120.543669 nChanged 9 SP:Iteration 15F (53.723640 sec): 3 clusters Score: Raw -215088.410325 + Penalty 966.456579 = -214121.953745 nChanged 14 SP:Iteration 16Q (53.727416 sec): 3 clusters Score: Raw -215094.667305 + Penalty 965.707384 = -214128.959921 nChanged 8 SP:Iteration 17Q (53.731505 sec): 3 clusters Score: Raw -215097.149624 + Penalty 965.086678 = -214132.062945 nChanged 1 SP:Iteration 18Q (53.735348 sec): 3 clusters Score: Raw -215097.610338 + Penalty 965.086678 = -214132.523660 nChanged 0 SP:Iteration 19F (53.739849 sec): 3 clusters Score: Raw -215097.610338 + Penalty 965.086678 = -214132.523660 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 31 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.751049 sec): 2 clusters Score: Raw -127353.163828 + Penalty 804.310342 = -126548.853486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.753683 sec): 3 clusters Score: Raw -126638.759237 + Penalty 1608.429257 = -125030.329979 nChanged 484 SP:Iteration 1F (53.756218 sec): 3 clusters Score: Raw -126953.043496 + Penalty 1607.880228 = -125345.163268 nChanged 151 SP:Iteration 2F (53.758753 sec): 3 clusters Score: Raw -127069.252181 + Penalty 1606.744509 = -125462.507672 nChanged 105 SP:Iteration 3F (53.761280 sec): 3 clusters Score: Raw -127147.616348 + Penalty 1605.290517 = -125542.325831 nChanged 69 SP:Iteration 4F (53.764061 sec): 3 clusters Score: Raw -127195.955295 + Penalty 1605.038543 = -125590.916752 nChanged 48 SP:Iteration 5Q (53.766653 sec): 3 clusters Score: Raw -127228.231632 + Penalty 1604.981644 = -125623.249989 nChanged 30 SP:Iteration 6Q (53.769351 sec): 3 clusters Score: Raw -127243.242845 + Penalty 1605.211102 = -125638.031743 nChanged 27 SP:Iteration 7Q (53.771914 sec): 3 clusters Score: Raw -127258.153433 + Penalty 1605.128155 = -125653.025277 nChanged 20 SP:Iteration 8Q (53.774427 sec): 3 clusters Score: Raw -127266.375512 + Penalty 1606.430998 = -125659.944514 nChanged 17 SP:Iteration 9Q (53.776936 sec): 3 clusters Score: Raw -127274.713119 + Penalty 1608.074681 = -125666.638439 nChanged 20 SP:Iteration 10F (53.779560 sec): 3 clusters Score: Raw -127288.619044 + Penalty 1610.187914 = -125678.431130 nChanged 25 SP:Iteration 11Q (53.782091 sec): 3 clusters Score: Raw -127301.248595 + Penalty 1612.140252 = -125689.108343 nChanged 19 SP:Iteration 12Q (53.784895 sec): 3 clusters Score: Raw -127310.099430 + Penalty 1613.732461 = -125696.366969 nChanged 16 SP:Iteration 13Q (53.787459 sec): 3 clusters Score: Raw -127317.029065 + Penalty 1615.375607 = -125701.653458 nChanged 17 SP:Iteration 14Q (53.790171 sec): 3 clusters Score: Raw -127323.100419 + Penalty 1616.610869 = -125706.489550 nChanged 14 SP:Iteration 15Q (53.792704 sec): 3 clusters Score: Raw -127329.885921 + Penalty 1617.775509 = -125712.110411 nChanged 10 SP:Iteration 16Q (53.795195 sec): 3 clusters Score: Raw -127334.799535 + Penalty 1618.894634 = -125715.904901 nChanged 12 SP:Iteration 17Q (53.797921 sec): 3 clusters Score: Raw -127343.904844 + Penalty 1619.708790 = -125724.196053 nChanged 13 SP:Iteration 18Q (53.800502 sec): 3 clusters Score: Raw -127352.092158 + Penalty 1620.835193 = -125731.256965 nChanged 13 SP:Iteration 19Q (53.802981 sec): 3 clusters Score: Raw -127361.546865 + Penalty 1621.759591 = -125739.787274 nChanged 13 SP:Iteration 20F (53.805508 sec): 3 clusters Score: Raw -127369.772572 + Penalty 1623.824087 = -125745.948485 nChanged 21 SP:Iteration 21Q (53.808026 sec): 3 clusters Score: Raw -127379.395434 + Penalty 1625.546652 = -125753.848782 nChanged 16 SP:Iteration 22Q (53.810524 sec): 3 clusters Score: Raw -127385.623279 + Penalty 1626.277383 = -125759.345896 nChanged 8 SP:Iteration 23Q (53.813021 sec): 3 clusters Score: Raw -127388.331662 + Penalty 1627.368707 = -125760.962955 nChanged 6 SP:Iteration 24Q (53.815582 sec): 3 clusters Score: Raw -127390.288336 + Penalty 1627.589572 = -125762.698764 nChanged 3 SP:Iteration 25Q (53.818066 sec): 3 clusters Score: Raw -127391.110999 + Penalty 1627.794422 = -125763.316576 nChanged 6 SP:Iteration 26Q (53.820539 sec): 3 clusters Score: Raw -127393.444802 + Penalty 1628.237095 = -125765.207707 nChanged 4 SP:Iteration 27Q (53.822990 sec): 3 clusters Score: Raw -127394.039579 + Penalty 1628.326125 = -125765.713454 nChanged 1 SP:Iteration 28Q (53.825474 sec): 3 clusters Score: Raw -127394.215027 + Penalty 1628.722546 = -125765.492481 nChanged 2 SP:Iteration 29F (53.828004 sec): 3 clusters Score: Raw -127394.719621 + Penalty 1628.805727 = -125765.913894 nChanged 1 SP:Iteration 30F (53.830781 sec): 3 clusters Score: Raw -127394.834909 + Penalty 1628.767206 = -125766.067703 nChanged 1 SP:Iteration 31Q (53.833403 sec): 3 clusters Score: Raw -127395.054202 + Penalty 1628.767206 = -125766.286996 nChanged 0 SP:Iteration 32F (53.835938 sec): 3 clusters Score: Raw -127395.054202 + Penalty 1628.767206 = -125766.286996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 43 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.837261 sec): 2 clusters Score: Raw -2015.656636 + Penalty 500.985570 = -1514.671066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.837585 sec): 3 clusters Score: Raw -2366.123228 + Penalty 1001.298870 = -1364.824358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 49 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.839900 sec): 2 clusters Score: Raw -46285.718484 + Penalty 939.990734 = -45345.727750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.841101 sec): 3 clusters Score: Raw -46147.343977 + Penalty 1879.211294 = -44268.132683 nChanged 116 SP:Iteration 1F (53.842281 sec): 3 clusters Score: Raw -46286.358160 + Penalty 1878.429604 = -44407.928555 nChanged 32 SP:Iteration 2F (53.843429 sec): 3 clusters Score: Raw -46333.092806 + Penalty 1878.077771 = -44455.015035 nChanged 20 SP:Iteration 3Q (53.844561 sec): 3 clusters Score: Raw -46370.620382 + Penalty 1877.169431 = -44493.450951 nChanged 23 SP:Iteration 4Q (53.845647 sec): 3 clusters Score: Raw -46414.608433 + Penalty 1875.910194 = -44538.698239 nChanged 19 SP:Iteration 5Q (53.846721 sec): 3 clusters Score: Raw -46449.119718 + Penalty 1873.781734 = -44575.337984 nChanged 16 SP:Iteration 6Q (53.847782 sec): 3 clusters Score: Raw -46476.969278 + Penalty 1872.601267 = -44604.368012 nChanged 10 SP:Iteration 7Q (53.848840 sec): 3 clusters Score: Raw -46496.300713 + Penalty 1872.688270 = -44623.612444 nChanged 14 SP:Iteration 8Q (53.849898 sec): 3 clusters Score: Raw -46518.269955 + Penalty 1872.206498 = -44646.063457 nChanged 11 SP:Iteration 9Q (53.850950 sec): 3 clusters Score: Raw -46536.376087 + Penalty 1870.867255 = -44665.508832 nChanged 13 SP:Iteration 10F (53.852043 sec): 3 clusters Score: Raw -46561.898121 + Penalty 1870.733231 = -44691.164890 nChanged 14 SP:Iteration 11Q (53.853092 sec): 3 clusters Score: Raw -46585.671883 + Penalty 1871.253171 = -44714.418712 nChanged 4 SP:Iteration 12Q (53.854136 sec): 3 clusters Score: Raw -46596.310300 + Penalty 1871.322977 = -44724.987323 nChanged 4 SP:Iteration 13Q (53.855177 sec): 3 clusters Score: Raw -46603.653361 + Penalty 1871.760200 = -44731.893161 nChanged 4 SP:Iteration 14Q (53.856214 sec): 3 clusters Score: Raw -46613.144459 + Penalty 1871.553716 = -44741.590744 nChanged 1 SP:Iteration 15Q (53.857250 sec): 3 clusters Score: Raw -46614.000575 + Penalty 1871.007710 = -44742.992865 nChanged 2 SP:Iteration 16Q (53.858285 sec): 3 clusters Score: Raw -46617.777841 + Penalty 1871.007710 = -44746.770131 nChanged 0 SP:Iteration 17F (53.859377 sec): 3 clusters Score: Raw -46617.777841 + Penalty 1871.007710 = -44746.770131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.22 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.860388 sec): 2 clusters Score: Raw -669.469846 + Penalty 16.367586 = -653.102259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.860592 sec): 3 clusters Score: Raw -680.067854 + Penalty 33.091788 = -646.976066 nChanged 0 Time taken for this iteration:53.219733 seconds. 300->17 Clusters: Score -1939258.532930, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =294.475995 ms) Total iterations: 1821 (time per iteration =29.593139 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4336846875.000000 (time per metric unit =12.425873ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 108421171875.000000 (time per metric unit=497.034906ps) That took 53.889107 seconds.